tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=7
objective=cross_entropy
feature_names=drg_type_m anmdc_ra count_proc agegroup_rm adm_past_year flag_emergency pat_remoteness indstat_flag
feature_infos=-1:1:0 -1:6:5:8:14:1:4:11:3:21:9:23:2:10:13:18:7:19:12:20:15:16:22:0:24 [0:48] -1:7:6:3:5:2:8:4:0:1:9 [0:295] -1:1:0 -1:0:1:2:3 -1:0:1
tree_sizes=4256 4247 4203 4208 4282 4230 4257 4064 4168 4249 4063 4201 4210 4095 3928 4122 4185 4125 4140 4129 4093 4227 4212 4224 4265 4215 4187 4248 4196 4222 4224 4251 4209 4235 4282 4277 4202 4221 4121 4278 4287 4239 4230 4077 4270 4234 4123 4212 4105 4289 4022 4178 4028 4279 4213 4315 4077 4244 4194 4249 4213 4254 4075 4215 4187 2881 4209 4293 4252 3788 3990 3843 4180 4190 2990 3443 3850 3882 3527 3748 4162 3875 4200 4153 4272 4157 4288 4235 4279 4260 4381 4212 3987 4276 4038 3806 3801 3892 3862 2901 2928 3359 3494 3042 2899 1984 1966 2993 1717 3536 3864 4211 4108 3901 4331 4119 4197 4304 4149 3803 3577 4269 4241 4172 3782 2843 2234 3992 2566 3713 3494 4109 2166 2570 3656 2546 4079 4174 4155 4260 3678 1777 4103 2449 3678 3788 2208 4129 4118 4013 4193 4214 4172 4260 4215 4287 4226 4286 4280 4255 4306 4388 4183 4208 4209 4226 4154 4160 4181 4306 4285 4208 4148 4241 4209 4124 4216 4189 4203 1755 1998 4065 4325 4226 4170 4254 4294 4257 4134 4180 4057 2234 4244 4227 4222 4187 4113 4201 4164 4035 4073 4025 4315 4231 4197 4028 4096 4178 4211 4231 4175 4291 4027 4152 4224 4203 4329 4151 4209 4103 4241 4226 4212 4270 4290 4151 4122 4109 4145 4250 4261 4137 4090 4245 4197 4215 4247 4197 3724 4426 4125 4023 3948 3898 4056 4034 3912 3795 3968 4071 4016 3990 3982 4011 3944 3994 3982 4011 3962 4097 4037 3958 3995 4116 4024 3944 4201 4036 4120 4142 4066 4183 4350

Tree=0
num_leaves=40
num_cat=17
split_feature=0 1 1 3 4 2 2 5 1 5 1 2 2 1 1 2 3 2 2 4 2 5 3 4 2 4 3 1 2 2 3 2 2 1 4 4 2 2 2
split_gain=51190.1 16846.2 5381.63 4176.94 3443.41 1837.82 1520.1 1218.13 1390.14 1158.3 800.38 537.532 515.146 267.721 181.633 173.835 168.051 215.064 158.325 123.306 120.689 74.5216 59.1799 56.6516 45.6056 38.2172 21.3882 17.1363 29.2426 16.1813 13.8539 12.0642 11.9767 9.3087 7.84383 6.34207 6.00379 5.45709 3.3537
threshold=0 1 2 3 1.5000000000000002 3.5000000000000004 2.5000000000000004 4 5 6 7 1.5000000000000002 6.5000000000000009 8 9 1.5000000000000002 10 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 1.5000000000000002 11 12 2.5000000000000004 17.500000000000004 3.5000000000000004 13 14 2.5000000000000004 13.500000000000002 15 24.500000000000004 1.5000000000000002 16 4.5000000000000009 137.50000000000003 23.500000000000004 3.5000000000000004 7.5000000000000009
decision_type=1 9 9 1 2 2 2 1 9 1 9 2 2 9 9 2 1 2 2 2 2 1 1 2 2 2 1 9 2 2 1 2 2 9 2 2 2 2 2
left_child=-1 3 13 9 5 7 21 8 -4 20 -7 30 15 19 -9 -11 24 -18 -12 26 -2 -6 31 27 35 -23 -3 28 -15 -22 -5 -8 -21 34 -25 -13 -19 -28 -29
right_child=1 2 4 11 6 10 22 14 -10 12 18 16 -14 23 -16 -17 17 36 -20 32 29 25 -24 33 -26 -27 37 38 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-6.1678771615106243 -6.0678484116785709 -6.0865699053780276 -5.7222769378477718 -6.0782074776813948 -5.7598377823133138 -5.6588602362766078 -5.4301699472445204 -6.0445962328487504 -6.0318643024264915 -6.0437051962295492 -5.9520313893225225 -5.5730877526930511 -6.0001063479812311 -6.1087758167856272 -5.9715989129813289 -5.0389112518136967 -5.9008535794203363 -5.7126185252010462 -5.8437460125492766 -6.0678484116785709 -5.6587871652820354 -5.993766998742772 -5.7647135147664059 -6.0678484116785709 -6.0678484116785709 -5.8810822887313732 -6.0648377159931055 -6.135380413563583 -6.0398504965578343 -6.0678484116785709 -5.9831338322270113 -6.0678484116785709 -5.9828522223740128 -6.0869657284700347 -6.0154920597662915 -6.0678484116785709 -6.0678484116785709 -6.0293526620545936 -6.0678484116785709
leaf_weight=16270.582559723407 6.8011047318577758 260.68980256095529 311.29693814367056 10.173991587013006 37.13403183594346 257.13939534500241 216.92296451702714 1137.557388368994 283.08503353223205 3.8247568644583216 341.24485355615616 574.55732774734497 11.119229871779678 253.40224593132734 492.41381534188986 208.58872939646244 172.47601599991322 524.17843262851238 603.93579472973943 15.709399200975893 97.248881287872791 164.51757073402405 222.31543365865946 69.636396076530218 2.1947971880435935 81.523343872278929 113.41937233507633 587.95665679872036 50.378895118832588 0.65244496241211791 59.538484644144773 0.22593500465154548 264.8096582069993 34.083909273147583 31.649344325065613 0.18443673849105735 0.30432061851024528 82.500858586281538 6.7549955472350112
leaf_count=7057415 2950 113075 135026 4413 16107 111535 94091 493419 122789 1659 148016 249216 4823 109914 213586 90476 74812 227364 261959 6814 42182 71360 96430 30205 952 35361 49196 255028 21852 283 25825 98 114862 14784 13728 80 132 35785 2930
internal_value=-6.06785 -5.85393 -5.93534 -5.5769 -5.87345 -5.9174 -5.67713 -5.97356 -5.85432 -5.24826 -5.81857 -5.67877 -5.08299 -6.08127 -6.0203 -5.05054 -5.66106 -5.75448 -5.8797 -6.03643 -5.68326 -5.88738 -5.56248 -6.1135 -5.58292 -5.9391 -6.0684 -6.12284 -6.09417 -5.66139 -5.9915 -5.45562 -5.98739 -6.05738 -6.04344 -5.57327 -5.71287 -6.04639 -6.13356
internal_weight=0 7592.15 5920.3 1671.84 4149.31 3426.67 722.639 2224.35 594.382 328.235 1202.32 1343.61 223.533 1770.99 1629.97 212.413 1273.9 696.959 945.181 737.129 104.702 283.175 439.464 1033.86 576.937 246.041 456.61 898.493 303.781 97.9013 69.7125 217.149 280.519 135.37 101.286 574.742 524.483 195.92 594.712
internal_count=10350532 3293117 2567950 725167 1799777 1486330 313447 964820 257815 142373 521510 582794 96958 768173 707005 92135 552556 302308 409975 319732 45415 122828 190619 448441 250248 106721 198056 389724 131766 42465 30238 94189 121676 58717 43933 249296 227496 84981 257958
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=2 266424 13156358 14 2 10304 2 2112 16386 2097472 49 2 62 792 8945664 1 12582916
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=14
split_feature=0 1 4 1 1 5 2 3 2 2 1 5 2 2 2 1 4 4 3 4 2 3 3 4 5 2 4 2 4 2 4 3 2 2 2 2 4 2 4
split_gain=36677.4 6240.73 2392.98 1619.96 1152.57 1053.66 947.558 649.597 605.054 430.276 402.074 361.755 330.291 175.635 151.35 142.017 141.408 115.822 62.9066 53.0544 38.0136 32.1901 28.7031 27.5529 25.401 22.7031 21.2636 17.2404 17.0842 12.1671 11.3441 9.4948 5.42186 3.57424 3.125 2.67192 1.88466 1.56981 1.52042
threshold=0 1 2.5000000000000004 2 3 4 4.5000000000000009 5 3.5000000000000004 6.5000000000000009 6 7 2.5000000000000004 1.5000000000000002 3.5000000000000004 8 1.0000000180025095e-35 1.0000000180025095e-35 9 1.5000000000000002 1.5000000000000002 10 11 3.5000000000000004 12 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 149.50000000000003 18.500000000000004 1.0000000180025095e-35 13 2.5000000000000004 1.5000000000000002 15.500000000000002 23.500000000000004 29.500000000000004 7.5000000000000009 4.5000000000000009
decision_type=1 9 2 9 9 1 2 1 2 2 9 1 2 2 2 9 2 2 1 2 2 1 1 2 1 2 2 2 2 2 2 1 2 2 2 2 2 2 2
left_child=-1 4 3 5 8 16 12 9 21 11 -4 -5 -7 -12 24 19 18 31 -3 22 38 -2 -6 37 -9 -18 33 -28 29 -15 -24 -10 36 -23 -11 -16 -25 -17 -21
right_child=1 2 10 7 15 6 -8 14 17 34 13 -13 -14 28 35 23 25 -19 -20 20 -22 26 30 32 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.099985537209171083 -0.014768342625465834 0.20777599353104648 0.077325050622946215 0.18127362069123354 0.020614660884003183 0.031659432403691339 0.28114609568353027 0.17472898421554378 0.0025753428505388585 0.064830415155932908 0.12015469808852897 0.36659990019272942 0.11480278756735851 0.44376745502853193 0.22887999991067362 -0.064370113152678432 0.015203730361431423 0.18947916203147422 0.093979380192017417 -0.022678942611107724 0.069632597019408549 -0.010037515279636332 -0.030680133503687746 -0.023426120078185925 0.099252059810712528 0.30617733930793606 -0.0079251068088311352 0.063823393285359742 0 0 0 0.10766804910414354 0.028352998871967867 0.018146867556391204 0 0 0.0034951946947542733 0 0.00028016149531826055
leaf_weight=14728.288200462703 141.44803224503994 521.8935414836742 76.581232830649242 237.76563731092028 189.28174988715909 1041.9361989414319 222.99257607548498 206.3502839745488 27.193907896289602 76.004277009516954 48.068563591688871 838.93774647219107 929.14867615303956 539.73504022718407 539.25039576366544 581.10951789864339 8.1718245183583331 412.06545943953097 221.01043689413927 43.59079836634919 141.93172964197583 17.751240861369297 365.51762902527116 27.379197896225378 368.40184150217101 261.77624865621328 23.155849096132442 225.98812862741761 0.59951479197479685 1.0470910558942694 155.73813953483477 586.17767108720727 22.158540358068421 331.58836220856756 4.9192426539957514 0.27204418927431007 6.7019561952911308 8.4660457423888129 7.8746742065995923
leaf_count=7057415 58279 171123 22504 68372 79646 418340 69955 64318 9878 21768 18187 168207 335313 156693 158926 268727 2771 134677 72156 19325 58330 7581 162192 12048 118561 81186 9550 84625 191 368 66075 213031 9324 139144 1768 118 2961 3656 3243
internal_value=0 0.152008 0.211339 0.18787 0.0402806 0.138029 0.097019 0.253675 0.0947031 0.312677 0.390585 0.331969 0.0721358 0.417102 0.183407 -0.0223481 0.222556 0.143973 0.183176 0.00327873 0.0461676 0.0243132 -0.00934294 -0.0567541 0.13417 0.300771 0.0339855 0.0559452 0.44255 0.44312 -0.0212833 0.105526 0.00304917 0.0152433 0.0611135 0.228723 -0.0142927 -0.0637303 -0.0166739
internal_weight=0 9459.98 6144.86 5478.83 3315.12 3206.93 2194.08 2271.9 1765.37 1157.63 666.031 1076.7 1971.08 589.45 1114.27 1549.75 1012.85 1025.44 742.904 903.935 193.397 739.932 710.538 645.815 574.752 269.948 598.484 249.144 541.382 540.782 521.256 613.372 56.2397 349.34 80.9235 539.522 34.0812 589.576 51.4655
internal_count=10350532 3293117 1950825 1752882 1342292 1150844 823608 602038 656765 260115 197943 236579 753653 175439 341923 685527 327236 357586 243279 388811 80898 299179 307913 296716 182879 83957 240900 94175 157252 157061 228267 222909 24333 146725 23536 159044 15009 272383 22568
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=2 13223175 2112064 66819 2 31 528 2 8404992 62 515 519 2 513
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=17
split_feature=0 1 1 2 2 1 5 1 3 5 1 4 4 1 4 4 2 4 4 4 3 3 6 4 2 4 1 2 3 1 4 2 4 4 4 2 2 3 2
split_gain=28393.6 3389.57 1240.48 925.012 656.261 414.155 411.051 358.824 285.065 254.881 202.506 173.471 143.984 113.64 108.308 97.9571 86.7334 86.2444 81.5722 75.6535 65.2874 63.7448 49.8577 47.7576 16.5906 15.3646 14.6487 25.5674 12.518 7.83672 7.03405 6.64747 5.99771 5.9581 5.78571 5.24832 4.45391 4.42948 4.06294
threshold=0 1 2 3.5000000000000004 1.5000000000000002 3 4 5 6 7 8 1.0000000180025095e-35 1.0000000180025095e-35 9 1.0000000180025095e-35 3.5000000000000004 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 10 11 12 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 13 2.5000000000000004 14 15 144.50000000000003 1.5000000000000002 1.5000000000000002 25.500000000000004 4.5000000000000009 3.5000000000000004 4.5000000000000009 16 20.500000000000004
decision_type=1 9 9 2 2 9 1 9 1 1 9 2 2 9 2 2 2 2 2 2 1 1 1 2 2 2 9 2 1 9 2 2 2 2 2 2 2 1 2
left_child=-1 10 4 6 18 12 7 14 16 20 19 13 24 -8 -4 22 33 -18 -3 28 -7 -13 -10 26 -5 -9 27 37 -2 34 -17 -21 -33 -6 -25 -30 -11 -12 -14
right_child=1 2 3 5 8 9 11 25 15 36 23 21 38 -15 -16 30 17 -19 -20 31 -22 -23 -24 29 -26 -27 -28 -29 35 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.099942233961744231 -0.016684435881403906 -0.018458986444039704 0.12130347084306843 0.10902410466550159 0.30151363184273561 0.089249345100330224 0.079929557108592328 -0.0065679306177451619 0.17138149756131849 0.10269175257368218 0 0.1061795310131175 0.27623216185389249 0.0062810113597817508 0.22882490962664717 0.24606818197645436 0.16176867012244509 0.25605612894806856 0.090297168483775711 0 0.017893011535307722 0.041907360906627812 0.11285492018286879 0 0.19588840989581455 0.040721906917524642 -0.061245212522496234 0.026192336673272476 0 -0.017659829580958637 0 0.035979662956513059 0.082523049462371323 0 0.045693934535817132 0.02731058344877978 0.175930296937615 -0.041325182890889905 0
leaf_weight=13332.204218003899 216.27475225669332 165.65683807502501 520.84789436124265 246.09823989123106 404.0502558699809 401.48994894395582 228.53129879478365 157.94906294974498 1346.688581825234 208.44720976124518 25.414785314816982 459.25510278134607 363.69195294869132 1063.959744415246 206.91543389298022 220.78519502538256 583.0492797861807 393.06523134885356 76.560111090540886 15.585377891780807 250.2189985064324 417.10130950855091 762.2956246570684 69.262136190198362 212.70290726562962 74.99914892972447 522.35036511719227 51.524580338969827 140.40680667408742 32.779760239878669 0.64157735253684123 177.03692517057061 142.35798216192052 1.1894293238874514 34.459096599137411 115.07921158662066 466.61633687862195 214.8428632253781 0.30857767444103856
leaf_count=7057415 97442 60483 142531 70828 58606 114433 71572 63764 327560 66147 11498 146620 78407 422694 46615 45532 94381 67073 27115 6814 75275 140313 185703 30205 52858 24776 257958 21852 60267 14784 190 67215 50949 194 13728 44912 133327 98416 80
internal_value=0 0.116884 0.140962 0.107358 0.184228 0.158111 0.0715725 0.125539 0.19504 0.115127 -0.0104281 0.0461442 0.216693 0.0216996 0.158033 0.164715 0.238542 0.206538 0.0209776 0.0255371 0.0658574 0.0799537 0.153576 -0.0410511 0.15946 0.0100434 -0.0504476 -0.0236397 0 0.00971705 0.245184 0.060032 0.0628877 0.300874 0.0222874 0.0134986 0.159073 -0.0380324 0.275937
internal_weight=0 10990.5 9233.12 5279.13 3953.98 2149.57 3129.56 960.712 3711.77 1326.77 1757.37 2168.85 822.802 1292.49 727.763 2330.41 1381.35 976.115 242.217 806.741 651.709 876.356 2108.98 950.634 458.801 232.948 814.133 291.782 471.761 136.501 221.427 334.98 319.395 405.24 103.721 255.486 675.064 240.258 364.001
internal_count=10350532 3293117 2517077 1650240 866837 591355 1058885 277686 779239 389182 776040 781199 202173 494266 189146 558985 220254 161454 87598 327599 189708 286933 513263 448441 123686 88540 389724 131766 202621 58717 45722 124978 118164 58800 43933 105179 199474 109914 78487
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=2 13156359 264376 12352 2 2109504 30 2 16387 71168 124 60 1 8945664 776 12582916 526
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=19
split_feature=0 1 4 1 2 2 3 1 1 3 1 5 1 2 3 2 2 4 4 3 4 4 2 2 3 5 2 3 2 3 3 2 2 4 2 6 2 4 6
split_gain=22936.9 2187.38 732.356 646.394 447.32 410.212 242.202 242.337 233.278 195.489 136.056 185.707 117.576 108.829 68.291 66.7234 60.9148 45.6582 40.7928 26.2176 23.8631 16.1051 12.5353 10.8569 10.4688 7.82186 14.6832 6.70802 4.39158 3.82094 3.16226 2.50076 2.44476 1.76553 0.823525 0.780776 0.697014 0.641496 0.586341
threshold=0 1 3.5000000000000004 2 3.5000000000000004 1.5000000000000002 3 4 5 6 7 8 9 6.5000000000000009 10 5.5000000000000009 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 11 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 12 13 1.5000000000000002 14 2.5000000000000004 15 16 5.5000000000000009 18.500000000000004 29.500000000000004 2.5000000000000004 17 12.500000000000002 11.500000000000002 18
decision_type=1 9 2 9 2 2 1 9 9 1 9 1 9 2 1 2 2 2 2 1 2 2 2 2 1 1 2 1 2 1 1 2 2 2 2 1 2 2 1
left_child=-1 12 3 5 6 29 7 -5 27 13 15 -12 18 -7 34 -6 -11 -8 19 22 31 24 -2 -20 -21 26 -16 -4 33 35 -23 -14 -27 -22 -10 -3 -29 -36 -31
right_child=1 2 8 4 10 9 17 -9 14 16 11 -13 20 -15 25 -17 -18 -19 23 21 28 30 -24 -25 -26 32 -28 36 -30 38 -32 -33 -34 -35 37 -37 -38 -39 -40
leaf_value=-0.099898402498732997 -0.047922077240869936 0.00013480190590595237 -0.0035302749971821319 0.001479963093109432 0.11777107067818937 0.16883891472107826 0.010037514868707839 0.099240554536557127 0 0.064023111527889212 0.045747260969371067 0.11986270346132884 -0.061074656399744569 0.047288835678274466 0.011437544446423155 0.20119363899405154 0.11942555368342987 0.04535593765955661 0 0.010036724298070072 -0.022084714574362358 -0.0020935178572651994 0.0067973868329427025 0.065846301848627053 -0.018944364235040888 0.18509279943404874 0.28844325182042552 0.044423145431830499 0.025317664528240809 0 0.02796492269366509 -0.0049789487694830437 0 0.003750555834474794 0.021878455080551244 -0.016939756116164849 0 0 0.010788929523682876
leaf_weight=12068.518842036719 142.2421593265608 1.9381353773642331 42.747448865324259 333.58902738499455 670.57376261241734 2025.9964653833304 1015.1327513337601 1278.5259216334671 8.9156544152647239 395.20150802726857 709.91221211850643 782.72511341213249 496.76466610841453 112.89727306202985 6.7719006382394573 244.44397320831195 1545.1961684303824 593.90991069469601 27.930313610238954 180.44242662331089 26.396955550182611 22.245471015339717 34.520273349480703 88.627962088910863 235.71686444384977 478.20982237742282 229.60986676160246 49.459926676470786 23.4168533727061 11.871635261923075 208.06979374308139 25.722154822200537 0.34249239391647179 6.6120124158915123 22.397044348530475 89.726874301908538 0.64933121437206764 2.3415603598114094 113.15766098815948
leaf_count=7057415 67807 712 11072 130803 144882 269914 365754 371275 1989 103772 202121 204539 259583 25319 2216 44883 322053 184849 11978 76054 12048 8920 13092 31125 108589 84001 36231 10903 9324 4299 79113 12800 86 2961 3857 32777 130 416 40870
internal_value=0 0.0939663 0.109724 0.101577 0.0778436 0.131366 0.0526252 0.0797185 0.199923 0.138742 0.110716 0.0858418 -0.0181003 0.162555 0.216906 0.144525 0.108888 0.0237038 0.0037683 -0.00435923 -0.0520352 0.00509295 -0.0346722 0.0526181 -0.00607577 0.225099 0.283816 0.0216208 0.00282548 -0.000932214 0.0249964 -0.0592764 0.184901 -0.0128267 0.0110629 -0.014369 0.0384487 0.0184661 0.00825257
internal_weight=0 12285 10766.2 9924.8 5628.81 4295.99 3221.16 1612.11 841.445 4079.29 2407.66 1492.64 1518.71 2138.89 748.588 915.018 1940.4 1609.04 939.795 823.237 578.913 646.475 176.762 116.558 416.159 714.934 236.382 92.8567 56.4258 216.694 230.315 522.487 478.552 33.009 33.6543 91.665 50.1093 24.7386 125.029
internal_count=10350532 3293117 2599723 2448822 1649106 799716 1052681 502078 150901 721058 596425 406660 693394 295233 128796 189765 425825 550603 396678 353575 296716 272676 80899 43103 184643 122534 38447 22105 24333 78658 88033 272383 84087 15009 6262 33489 11033 4273 45169
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 13156357 264376 30 258 1040 31 12352 2 8404993 513 448 534 2 194 325 16 8 4
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=21
split_feature=0 1 4 1 1 2 3 5 2 1 3 2 3 1 3 1 1 6 1 2 4 4 2 4 2 2 3 1 2 4 3 1 2 3 4 4 4 5 2
split_gain=18897.1 1485.4 525.439 346.789 308.545 198.643 187.241 161.342 139.661 126.265 707.064 109.293 102 147.175 97.6531 82.045 62.734 48.5983 39.1339 36.4382 33.2834 33.0963 31.7024 25.996 25.5358 22.3083 21.4727 20.2317 16.4005 14.7233 14.373 12.9151 10.9671 6.91584 5.62286 3.99516 3.9764 3.65809 2.52312
threshold=0 1 1.0000000180025095e-35 2 3 1.5000000000000002 4 5 4.5000000000000009 6 7 2.5000000000000004 8 9 10 11 12 13 14 2.5000000000000004 2.5000000000000004 1.5000000000000002 2.5000000000000004 1.5000000000000002 1.5000000000000002 1.5000000000000002 15 16 1.5000000000000002 1.5000000000000002 17 18 5.5000000000000009 19 1.0000000180025095e-35 139.50000000000003 1.5000000000000002 20 2.5000000000000004
decision_type=1 9 2 9 9 2 1 1 2 9 1 2 1 9 1 9 9 1 9 2 2 2 2 2 2 2 1 9 2 2 1 9 2 1 2 2 2 1 2
left_child=-1 14 3 8 7 27 15 29 12 10 -7 25 13 -3 23 19 -13 -11 -10 -6 32 28 -14 33 -17 -8 -23 -5 -9 -4 -20 -25 36 37 -35 -31 -16 -2 -22
right_child=1 2 4 5 6 9 11 21 18 17 -12 16 22 -15 20 24 -18 -19 30 -21 38 26 -24 31 -26 -27 -28 -29 -30 35 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.099853617505157019 0.019860685086819957 0.086483823736972429 0.13953125450940521 0.028967458346020658 -0.00066893698509157338 0.24986808180113051 -0.003843276579399374 0 0.11241942968231514 0.097532841109249771 0.012630532682100926 0.024068576440128261 -0.00046822550569529771 0.0022561223135442628 -0.057584356329819633 0.021292299549610601 0.093435542985900372 0.059732589467951069 0.0063378700733432523 0.078251018558686172 -0.005214187599121632 0.0061803309099843044 0.027904505835294836 0.050212929429008402 0.14729518936260552 0.040764575038640574 0.14578939585987885 -0.039046899952263799 0.096135198696798249 0.22370325768668456 0.061933564880124241 -0.012612991802017802 0.0028135420903753513 -0.018022957326510956 0.0063529426658225467 0 -0.016328372219246698 -0.0033389054564125775 0.018085577236290902
leaf_weight=10924.714308451512 139.07052710384596 593.60266404901631 334.53494742559269 25.850711345206946 67.460618287557736 268.6557318137493 120.41101312753744 17.345902010565624 293.44251708546653 1778.9574969788082 235.99712882726453 215.40918272268027 682.33682260219939 333.5859549541492 535.8018297086237 33.395452448166907 1244.0400822339579 924.48406786308624 86.659305115928873 203.36824516882189 64.787887029349804 30.422262694453821 837.14458457008004 130.1658924195217 834.64141032169573 508.47182115120813 596.68453328311443 105.5393104145769 691.66692159790546 343.62766574509442 589.67407940444537 20.599407254485413 22.476404921151698 256.00394460139796 100.45601815870032 0.42082379804924031 77.38071335433051 69.144213165272959 46.965566172264516
leaf_count=7057415 55731 156986 63966 9141 24298 39739 40750 5942 51534 284778 51225 43883 247877 117927 286623 10967 243052 149579 24735 45536 27594 4284 258347 44225 148211 144207 85841 39040 113778 50150 151738 9789 10895 121656 40159 79 39854 29359 19642
internal_value=0 0.0769443 0.0884826 0.0694145 0.112634 0.0925446 0.0903827 0.14513 0.0457085 0.0977515 0.148552 0.0694416 0.0322219 0.0578369 -0.0178382 0.124869 0.0848786 0.0857752 0.0779036 0.0575754 -0.0422769 0.119459 0.01511 0.00818219 0.142073 0.0319822 0.142377 -0.0215337 0.093825 0.190102 0.0559805 0.0413807 -0.0513582 -0.00167997 -0.0101545 0.223338 -0.0538489 0.0109857 0.00421665
internal_weight=0 13460.7 11997.8 6755.93 5241.9 3339.48 3227.2 2014.7 3416.45 3208.09 504.653 2088.33 2446.67 927.189 1462.85 1138.87 1459.45 2703.44 969.776 270.829 747.412 1336.12 1519.48 715.44 868.037 628.883 627.107 131.39 709.013 678.583 676.333 150.765 635.659 564.675 356.46 344.048 613.183 208.215 111.753
internal_count=10350532 3293117 2607590 1582646 1024944 573502 700904 324040 1009144 525321 90964 471892 781137 274913 685527 229012 286935 434357 228007 69834 384608 209845 506224 300919 159178 184957 90125 48181 119720 114195 176473 54014 337372 246905 161815 50229 326477 85090 47236
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=2 13156356 2171203 2105512 30 2 2064 31 14 8256 542 65793 66577 1 8256 1 262176 769 12599296 6 2
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=22
split_feature=0 1 4 1 4 3 1 2 1 1 1 2 1 2 2 3 1 2 5 3 3 3 4 4 2 3 2 3 3 1 5 3 2 4 2 2 2 3 2
split_gain=15884.5 1051.24 322.929 232.998 182.415 166.456 237.183 200.357 121.969 108.416 101.277 94.6392 90.448 85.3418 83.6398 77.7446 63.5044 56.787 49.7095 59.0383 31.1442 27.3163 20.7056 18.4773 16.6181 16.589 10.6047 10.1094 7.57356 6.08362 5.54501 5.43755 4.99151 3.94606 3.68722 3.01378 2.92043 2.6389 2.38612
threshold=0 1 1.0000000180025095e-35 2 5.5000000000000009 3 4 3.5000000000000004 5 6 7 1.5000000000000002 8 4.5000000000000009 4.5000000000000009 9 10 1.5000000000000002 11 12 13 14 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 15 15.500000000000002 16 17 18 19 20 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 2.5000000000000004 3.5000000000000004 21 5.5000000000000009
decision_type=1 9 2 9 2 1 9 2 9 9 9 2 9 2 2 1 9 2 1 1 1 1 2 2 2 1 2 1 1 9 1 1 2 2 2 2 2 1 2
left_child=-1 12 3 13 8 6 17 16 18 32 -9 -10 21 20 -8 -13 -7 -5 31 -20 36 30 -14 38 -25 -15 28 -22 -11 -27 33 -4 -6 -2 -24 -26 -3 -34 -23
right_child=1 2 4 5 9 7 14 10 11 26 -12 15 22 25 -16 -17 -18 -19 19 -21 27 23 34 24 35 29 -28 -29 -30 -31 -32 -33 37 -35 -36 -37 -38 -39 -40
leaf_value=-0.09980741268663923 0.013674806180427539 -0.025421809532016001 0.015635673176076274 -0.0085593199986854687 -0.0092127273757324664 0.015208803635841123 0.086844720765958505 0.015937075098209484 -0.0092756142866836765 0.1936608299149789 0.10038280326551555 0.093805193355963712 -0.055157250445146633 0.018515155296474226 0.0099183518586274527 0.055967783930028339 0.051145385428810836 0.21215283384927855 0.13052337619050597 0.070229437207603829 0.029442285388710267 -0.025799200607744002 -0.011703452702530211 -0.02470363491081181 0.0035810535075083243 0.066892150460810706 0 0.0067275300196385675 0.0799370567473765 0.020289092061580343 0.0021325537171098352 0.13325955246160484 0 0.054605495789568741 0.023068727415709422 0.030357432017686072 0 0.036529119672684893 0
leaf_weight=9889.4518365658587 99.096518519800156 173.17158701294102 34.177490958943963 7.1624404543545088 11.819947035983203 953.39059743774123 1390.8853484934662 208.59650752320886 132.68842414114624 302.88558143307455 1015.2661503846757 1264.0839687699918 472.14547423762269 213.22300283820368 176.12792116054334 1763.7371352021582 1234.1887059933506 197.37420622818172 338.22053925832734 1060.4811934502795 448.65318541135639 314.14143305714242 32.211361900903285 77.357944641960785 106.83281663735397 525.9418841782026 2.1910684499889603 472.99716981896199 136.65625526965596 119.2266624555923 81.409881490282714 704.95316333859228 15.778116594068706 75.928853690158576 24.388888110173866 135.39909916557372 78.71605327562429 62.249922207556665 18.42981748143211
leaf_count=7057415 39553 64419 5500 2804 4329 299664 199929 28699 45382 34038 169699 232266 272383 53406 26260 368153 246747 19430 38367 160739 144436 154313 15009 37123 44242 115475 295 157691 18507 31650 31543 101926 3442 25575 9324 47793 22337 12000 8669
internal_value=0 0.0643841 0.0732835 0.05859 0.0911485 0.0698892 0.0958631 0.0553594 0.0844647 0.149162 0.0878824 0.0692927 -0.0164144 0.0285481 0.0782451 0.0731178 0.0363356 0.194736 0.104684 0.0888589 0.010364 0.00276274 -0.0477724 -0.00789778 0.00817806 0.0522023 0.167528 0.0188616 0.172136 0.060405 0.0282937 0.130969 0.0212765 0.0382863 0.00261656 0.0213461 -0.0183795 0.0319175 -0.0237898
internal_weight=0 14482.2 13044.8 7214.92 5829.92 5182.99 1771.55 3411.44 5298.34 531.581 1223.86 3160.51 1437.34 2031.93 1567.01 3027.82 2187.58 204.537 2137.83 1398.7 1173.54 908.596 528.746 652.161 319.59 858.392 441.733 921.65 439.542 645.169 256.435 739.131 89.848 175.025 56.6003 242.232 251.888 78.028 332.571
internal_count=10350532 3293117 2607590 1582646 1024944 993232 248423 744809 952333 72611 198398 645801 685527 589414 226189 600419 546411 22234 306532 199106 388883 388811 296716 292140 129158 200531 52840 302127 52545 147125 96671 107426 19771 65128 24333 92035 86756 15442 162982
cat_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=2 13156356 2171139 7 16 2105512 66587 24 8404992 31 80 2 262 545 518 801 140 124 8448 2 513 130
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=25
split_feature=0 1 4 1 3 3 1 2 5 1 1 1 1 2 2 1 3 2 1 3 5 2 4 1 3 4 3 3 1 1 6 2 4 3 3 2 2 4 2
split_gain=13526.8 761.758 211.18 160.831 126.781 123.442 204.144 132.706 114.294 217.913 121.798 111.255 93.8321 85.1963 80.3968 79.6261 77.2718 67.6503 56.7661 45.1835 30.0941 25.5685 24.3221 23.4734 22.1539 18.9129 18.459 17.5932 16.599 14.6685 14.2579 11.8167 10.8089 9.14106 7.40877 5.57845 5.02944 4.71886 9.75747
threshold=0 1 1.0000000180025095e-35 2 3 4 5 2.5000000000000004 6 7 8 9 10 5.5000000000000009 1.5000000000000002 11 12 5.5000000000000009 13 14 15 2.5000000000000004 2.5000000000000004 16 17 3.5000000000000004 18 19 20 21 22 3.5000000000000004 1.0000000180025095e-35 23 24 1.5000000000000002 21.500000000000004 1.5000000000000002 3.5000000000000004
decision_type=1 9 2 9 1 1 9 2 1 9 9 9 9 2 2 9 1 2 9 1 1 2 2 9 1 2 1 1 9 9 1 2 2 1 1 2 2 2 2
left_child=-1 15 3 17 8 6 14 18 9 28 16 37 -9 -12 -5 22 -10 19 -7 29 26 30 27 -23 -8 -17 -19 31 -4 -3 -13 -2 34 -21 -29 -24 -11 38 -6
right_child=1 2 4 5 11 7 24 12 10 36 13 21 -14 -15 -16 25 -18 20 -20 33 -22 23 35 -25 -26 -27 -28 32 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.099759361908077521 -0.035869496128518794 -0.001028367465366016 -0.0021150811971743081 -0.016646656100505097 0.035654715630610234 0.042413989358969457 0.074287007829587179 -0.012445786957965914 0.16220569934605997 0.14457806978813556 0.047224421876339434 0.029306616916206604 0.064358638003006688 0.11898593031916027 0.15013760192354383 -0.052764617425667584 0.070775728559408252 0.041710435473426836 -0.013541040401818831 0.0065427983705629205 0.077950550478299088 0.056653122030167029 0 0.017788165047160128 0.049378917763975412 0.0023868434767124734 -0.0075935846626022157 -0.016009240149449867 0.046460360536664636 0.040529042394863241 -0.0023810762967467541 0.018571849104139081 0.021478835291957741 -0.01339596045089343 0.0099743953037985181 0.048477341980072537 0 0.091776230399022232 0.07486547857078342
leaf_weight=8952.4557847599499 187.71843005425762 91.008075658464804 86.99211079836823 21.518616389948875 230.85647812322713 226.11856725835241 1143.1120942132547 165.61343009164557 242.33958966191858 832.56525074341334 1501.8657063501887 314.61272985511459 1366.6717679346912 187.94943338795565 396.66603152174503 446.89198063185904 406.89286988927051 162.05761862872168 523.68291983660311 633.64068854087964 272.08879288239405 730.91260817809962 27.325777675025165 313.43695227894932 1706.298502024496 56.793156346539035 95.97874799487181 214.27259352919646 203.62429602630436 514.36674267821945 207.9668149612844 21.401459990302101 218.09097786829807 308.69131307210773 145.16676991898566 95.06633641035296 1.0076450197957445 696.14712355821393 391.84497429383919
leaf_count=7057415 95245 25093 11896 8159 51675 54013 143284 28805 21246 93954 249291 79985 257602 23699 39739 272383 57251 40477 179317 191081 53747 109814 11978 62546 285000 24333 27076 106192 40020 148765 53931 8901 78069 100488 58314 30112 192 100785 68659
internal_value=0 0.0546152 0.0616563 0.0499589 0.0754578 0.0589028 0.0718411 0.0393296 0.0892197 0.117534 0.074545 0.0575878 0.0561181 0.0569855 0.137283 -0.0149937 0.112772 0.0250317 0.00430148 0.0137983 0.0552436 0.0373779 0.00271232 0.0467833 0.0603653 -0.0453495 0.0246335 -0.00385711 0.0325159 0.0341402 0.0171958 -0.026312 0.00502796 0 -0.00493988 0.0395297 0.14264 0.0795714 0.0630953
internal_weight=0 15389.3 13976.5 7627.51 6349.01 5549.68 3267.6 2282.09 3463.24 1124.19 2339.05 2885.78 1532.29 1689.82 418.185 1412.73 649.232 2077.83 749.801 1547.71 530.125 1566.93 909.042 1044.35 2849.41 503.685 258.036 786.65 290.616 605.375 522.58 209.12 577.53 942.332 359.439 122.392 833.573 1318.85 622.701
internal_count=10350532 3293117 2607590 1582646 1024944 995919 476182 519737 497549 146062 351487 527395 286407 272990 47898 685527 78497 586727 233330 465427 121300 306276 388811 172360 428284 296716 67553 346721 51916 173858 133916 104146 242575 291569 164506 42090 94146 221119 120334
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 13156356 2105603 62 31 2064 2 67353 12824 2097568 65560 8404992 6 332960 140 2 268360 6 124 464 24 2097152 1 338 40
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=21
split_feature=0 1 4 2 1 3 2 5 1 1 6 1 2 1 4 4 3 2 4 3 1 2 3 2 4 2 5 6 7 3 2 6 5 4 2 1 2 4 4
split_gain=11628.5 563.774 182.201 139.236 125.769 155.493 153.662 164.935 77.2636 69.606 66.6308 59.6564 59.2967 52.4441 21.025 18.6031 13.9108 9.62111 7.48797 7.1777 7.11749 6.65631 4.06608 3.19577 3.17081 2.71198 2.60349 2.47478 2.35553 2.33465 2.08405 1.44006 1.31551 1.13386 1.39967 0.550487 0.516772 0.492111 0.256783
threshold=0 1 5.5000000000000009 1.5000000000000002 2 3 3.5000000000000004 4 5 6 7 8 2.5000000000000004 9 3.5000000000000004 1.5000000000000002 10 2.5000000000000004 1.5000000000000002 11 12 15.500000000000002 13 5.5000000000000009 144.50000000000003 1.5000000000000002 14 15 16 17 1.5000000000000002 18 19 29.500000000000004 3.5000000000000004 20 10.500000000000002 73.500000000000014 16.500000000000004
decision_type=1 9 2 2 9 1 2 1 9 9 1 9 2 9 2 2 1 2 2 1 9 2 1 2 2 2 1 1 1 1 2 1 1 2 2 9 2 2 2
left_child=-1 9 3 8 6 12 7 -5 32 14 -7 -8 -6 22 16 23 26 19 -10 -18 -19 24 35 -11 -15 -24 31 -20 33 -16 -31 -2 -3 34 -17 -4 -32 -27 -37
right_child=1 2 13 4 5 10 11 -9 18 15 -12 -13 -14 21 29 28 17 20 27 -21 -22 -23 25 -25 -26 37 -28 -29 -30 30 36 -33 -34 -35 -36 38 -38 -39 -40
leaf_value=-0.099708993994420236 0.024891788988305061 0.080418908155280966 0.0026423116208112887 0.054207005457974813 0.14234952904777129 0.061986931955041902 0.080763923941848087 0.0066055260130243295 -0.045672016051497864 -0.056629995312256737 0.038969380102964232 0.044696047929757621 0.074979772798012975 0.11835384985816999 0 -0.021793871608888682 -0.003938939177268389 0.027403374993900068 0.011188177600119916 -0.036382981097594601 -0.0054483502040740782 0 0 0 0 0.038436568255362409 0 -0.013608145169235081 0.016193870969179926 0 0.060525475174004341 0 0.023199825016305929 0.0023596792133419226 0 -0.013249392970826222 0 0 0
leaf_weight=8104.4208106666338 143.83401545719244 32.002059868304059 4.7567747598513961 1131.6012017996982 298.13430517795496 4612.4139165366068 841.04643207322806 2022.9544232762419 199.03449359978549 342.32112113048788 2392.5626147468574 1913.0501673682593 562.32779709738679 553.03731936495751 15.977030716137959 60.631120128091425 181.31510551949032 46.252697759773582 17.505879749776796 138.78598564350978 221.71141444868408 2.3986141320783636 5.8986663336399934 19.501972351456061 2.0914115989580742 49.89635484945029 79.166347168851644 67.36780760041438 5.276218341314233 6.0487595596350721 49.009972025174648 27.87888358393684 67.212575549026951 7.1082804482430211 46.084603153751232 25.203769588610157 0.32909036311320861 0.54123707674443622 9.4380925341974926
leaf_count=7057415 51908 7976 486 234882 26845 624554 104712 621932 72077 224270 339538 401687 55513 52215 6097 31466 84376 19580 5349 74767 94379 295 2025 10874 330 8078 30728 19775 2627 2549 14400 9931 20139 3170 24309 6235 96 82 2865
internal_value=0 0.0467811 0.052474 0.0498793 0.0515343 0.0601114 0.0396524 0.0241251 -0.00831885 -0.0137139 0.0544337 0.0570204 0.101528 0.104376 0.00257246 -0.0429475 -0.00218212 -0.0107295 -0.034819 -0.0219266 0.00214026 0.115228 0.0159465 -0.0544589 0.117913 0.0282843 0.015617 -0.00450661 -0.00492344 0.0457829 0.0497209 0.0222102 0.0541714 -0.0111619 -0.014577 -0.00327837 0.0598582 0.0375 -0.00909087
internal_weight=0 16201.7 14810.5 14157.2 13774.1 7865.44 5908.65 3154.56 383.123 1391.23 7004.98 2754.1 860.462 653.262 910.309 480.923 838.944 588.065 283.908 320.101 267.964 557.527 95.7349 361.823 555.129 56.3363 250.879 84.8737 119.1 71.3649 55.3878 171.713 99.2146 113.824 106.716 39.3986 49.3391 50.4376 34.6419
internal_count=10350532 3293117 2607590 2534979 2409663 1046450 1363213 856814 125316 685527 964092 506399 82358 72611 388811 296716 365669 273102 97201 159143 113959 52840 19771 235144 52545 10185 92567 25124 61572 23142 17045 61839 28115 58945 55775 9586 14496 8160 9100
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=2 13156356 2098499 4 2 2360544 8404992 1 64 66587 519 56 8388608 194 2 10 1 897 3 2 9
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=22
split_feature=0 1 4 2 1 2 6 3 1 1 1 1 3 1 3 4 4 3 4 3 2 3 1 6 4 4 4 5 3 2 4 1 2 2 4 4 2 6 3
split_gain=10056 422.097 133.243 108.558 107.109 130.037 74.5848 65.4683 60.9817 56.1567 51.9819 36.288 36.0157 27.0777 25.848 19.4642 14.8626 12.0551 8.98272 8.94224 7.03987 4.93794 4.89908 4.50829 4.45038 3.82012 2.92766 2.87934 2.62573 2.51737 2.13285 1.94978 1.85317 1.8397 1.5165 1.46467 1.31209 0.825661 0.674009
threshold=0 1 3.5000000000000004 1.5000000000000002 2 4.5000000000000009 3 4 5 6 7 8 9 10 11 3.5000000000000004 3.5000000000000004 12 1.0000000180025095e-35 13 3.5000000000000004 14 15 16 8.5000000000000018 80.500000000000014 1.5000000000000002 17 18 2.5000000000000004 149.50000000000003 19 1.5000000000000002 2.5000000000000004 29.500000000000004 54.500000000000007 18.500000000000004 20 21
decision_type=1 9 2 2 9 2 1 1 9 9 9 9 1 9 1 2 2 1 2 1 2 1 9 1 2 2 2 1 1 2 2 9 2 2 2 2 2 1 1
left_child=-1 8 3 9 5 7 12 -5 15 27 19 -7 -6 -8 -12 17 33 20 21 25 -2 -19 35 -20 36 -4 -11 -3 -17 34 -26 -29 -30 -10 -18 -21 -16 -28 -24
right_child=1 2 10 4 6 11 13 -9 16 26 14 -13 -14 -15 24 28 29 18 23 22 -22 -23 38 -25 30 -27 37 31 32 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.099655813809858107 -0.030012623165599345 0.065441522172254837 0.054090986335824737 0.034707208130460958 0.089698839747908987 0.073733018983839577 0.016830516885058471 0.01020669430427102 -0.0083881487303880172 -0.043469087536934292 -0.00034468772680095215 0.041227978092697022 0.055251503431632848 0.043093204996330896 0.07774747067551728 0 -0.019612824178927016 0.0065148454939152785 0.024376141690037611 0.026060991235873611 0.010026635470368821 -0.014267078329066785 0.0022289209835826291 0 0.11925833747760667 0 0.0040583799207292394 0.019944969271994906 0 0.018686208568850556 0 -0.0044167698390105157 0.056196036282347567 -0.051787069263113883 0.0039561079447177514 0 0 -0.010830068423078494 -0.0097382827311137208
leaf_weight=7336.9182097702287 175.26107776083518 32.771683166734874 191.14291948243044 2455.4762551370077 505.75239776121452 736.54183525987901 701.27706407778896 2127.6256959505845 40.884619287098758 190.19714880571701 35.968746922444552 1423.6901504732668 4165.9891074465122 1645.2411926931236 805.1147835876327 16.438350392272696 24.671476654242728 150.22308567399159 185.49459704244509 128.5279907991644 27.198624052922241 221.93109869188629 14.699132675305009 94.218884545261972 227.99818516848609 2.8104991361033163 1.3189666685648263 49.894265928771347 6.0535675815772256 23.86968585383147 1.1843906333670009 12.271732667926697 53.104768700897694 346.42034775065258 6.5399292344227424 3.4653502930887035 1.3219500991981465 59.591489649144933 54.95485792378895
leaf_count=7057415 92149 7627 22259 552448 37931 84485 63213 585865 27452 72077 4811 277402 506446 230333 72477 6274 11964 59444 66435 17205 11654 112991 2975 33738 18529 260 429 14571 2551 8958 205 4150 14767 234189 2961 559 205 19073 12055
internal_value=0 0.0402486 0.0449148 0.0417371 0.0431332 0.0334993 0.0520439 0.023636 -0.012555 -0.0120005 0.0741215 0.0538307 0.0597742 0.0357837 0.0860192 0.0020392 -0.04148 -0.00252988 0.00397428 0.0345636 -0.0218053 -0.00546486 0.0127421 0.0169427 0.089199 0.049911 -0.0360096 0.042019 0.042758 0.000927515 0.118639 0.0136934 0.0470293 -0.0488571 -0.0102547 0.0225699 0.077585 -0.00671974 -0.00458512
internal_weight=0 16947.1 15574.8 14107.6 13761.6 6743.33 7018.26 4583.1 1372.31 346.045 1467.19 2160.23 4671.74 2346.52 1071.59 929.924 442.386 854.327 651.868 395.601 202.46 372.154 201.647 279.713 1035.62 193.953 251.108 94.9377 75.5967 55.0811 229.183 62.166 59.1583 387.305 31.2114 131.993 806.437 60.9105 69.654
internal_count=10350532 3293117 2607590 2456050 2338123 1500200 837923 1138313 685527 117927 151540 361887 544377 293546 96227 400003 285524 376411 272608 55313 103803 172435 32794 100173 91416 22519 91579 26348 23592 23883 18734 18721 17318 261641 14925 17764 72682 19502 15030
cat_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=2 13156356 2106691 1 30 12599296 2360544 72723 8256 4 8 513 209 61 518 2051 1 2 897 2359328 8 768
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=31
split_feature=0 1 4 1 3 1 5 5 3 1 1 1 5 1 1 2 2 3 3 2 3 6 5 1 1 5 5 4 1 4 3 1 3 1 2 3 3 4 1
split_gain=8757.09 320.481 114.636 88.327 72.5241 99.0392 101.21 92.6093 67.2403 63.2005 53.5373 52.9815 51.1102 109.349 73.0614 50.6228 43.3139 37.5916 35.2416 32.5335 30.4811 26.6688 26.5974 76.576 40.7407 22.2801 19.9207 16.927 15.9985 15.4569 14.2394 12.7406 12.6692 11.5383 9.27239 6.52712 6.05955 4.77156 4.60409
threshold=0 1 1.0000000180025095e-35 2 3 4 5 6 7 8 9 10 11 12 13 5.5000000000000009 5.5000000000000009 14 15 3.5000000000000004 16 17 18 19 20 21 22 1.5000000000000002 23 4.5000000000000009 24 25 26 27 2.5000000000000004 28 29 1.0000000180025095e-35 30
decision_type=1 9 2 9 1 9 1 1 1 9 9 9 1 9 9 2 2 1 1 2 1 1 1 9 9 1 1 2 9 2 1 9 1 9 2 1 1 2 9
left_child=-1 10 3 16 11 7 -7 -6 12 18 29 25 13 31 17 -16 20 -14 19 -10 33 -13 24 -24 -11 -5 30 -12 -15 32 -18 -4 -2 -3 35 -34 -22 -36 -20
right_child=1 2 8 4 5 6 -8 -9 9 22 27 21 14 28 15 -17 26 -19 38 -21 36 -23 23 -25 -26 -27 -28 -29 -30 -31 -32 -33 34 -35 37 -37 -38 -39 -40
leaf_value=-0.099599290512531802 0.015409122054977274 0.037901244968844408 -0.0086704004164552904 0.050762805795885102 0.017187180931102858 0.05973992041598989 0.024860574388221868 0.10172924258805918 0.032479849374361679 -0.034488379018791253 -0.050106063215645161 0.014668868159388192 0.10320285903715665 0.11043490881752363 0.028340120623669432 0.077729723870600981 0.027725200861538901 0.0469381559776842 -0.016738168915807112 0.061226201875101305 -0.00021899115293844376 -0.018418244830234593 0.10373522341056284 0.011730162288363351 0.032555728253720911 0.014616699527082864 0.051965326809610524 -0.0024443001274666409 0.064925403967419748 0.045258097292498231 -0.012635017157971948 0.029461817628168858 -0.0034051632999162044 0.0087308808765447273 -0.0074076057015673427 -0.03415914751468415 -0.016744649270462084 0.016006069027397606 0.011172829843237142
leaf_weight=6642.3149886695319 265.20808255230077 225.99715345678851 95.929425568552688 472.45382895390503 202.12359817419201 1272.4443910636473 2705.0285804886371 500.39786042575724 873.52972048241645 191.76517686410807 327.83860076486599 580.89470729976892 323.84404982603155 481.48975585470907 1716.5409518422093 236.80636239051819 184.03028097096831 484.41412844765 54.558776070829481 1184.5415120136458 684.88386471150443 358.81758642755449 68.708366855047643 744.90457519353367 107.96312628197484 351.12421342218295 323.34443821222521 115.32390764239244 598.57813992141746 47.675172661431134 103.75808964879252 235.281080117682 183.19220865797251 452.28219911642373 147.87746145413257 138.83642092335504 322.58615357591771 129.13202575733885 116.59996787412092
leaf_count=7057415 94721 46846 11896 66335 24395 181726 369831 59223 158594 34786 235144 136837 21418 39414 248483 23668 40477 57918 12399 144209 191081 96015 10065 134857 15302 61557 53747 61572 54732 13840 27076 40020 85635 127012 73632 78070 100488 42913 17183
internal_value=0 0.0348939 0.0387748 0.0307057 0.0367233 0.0433579 0.0363667 0.0784442 0.0480112 0.0360918 -0.0114733 0.018377 0.0569403 0.0737417 0.0477506 0.0353857 0.0132254 0.0736389 0.0459077 0.0495733 0.004575 0.00149258 0.0152668 0.0246368 -0.00872281 0.0363334 0.0354943 -0.0384655 0.0887005 0.00239405 0.0128856 0.0178651 -0.00104723 0.0204373 -0.0092944 -0.0203646 -0.00623418 0.00302737 0
internal_weight=0 17610.7 16255.6 8740.17 6443.28 4679.99 3977.47 702.521 7515.46 3342.57 1355.08 1763.29 4172.88 1411.28 2761.61 1953.35 2296.88 808.258 2229.23 2058.07 1685.75 939.712 1113.34 813.613 299.728 823.578 611.133 443.163 1080.07 911.921 287.788 331.211 864.246 678.279 599.038 322.029 1007.47 277.009 171.159
internal_count=10350532 3293117 2607590 1582646 995919 635175 551557 83618 1024944 527395 685527 360744 497549 146062 351487 272151 586727 79336 332385 302803 465427 232852 195010 144922 50088 127892 121300 296716 94146 388811 67553 51916 374971 173858 280250 163705 291569 116545 29582
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=2 13156356 2105603 960 265232 2 2 62 2359776 8404992 266400 2 67353 78360 6 448 140 9 2 16 1050 2 2 10400 124 24 519 8192 56 338 262400
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=23
split_feature=0 1 4 2 6 1 1 1 2 7 1 3 2 3 3 4 2 4 3 4 1 4 4 2 2 3 2 4 3 1 5 4 3 7 6 4 1 6 3
split_gain=7669.15 247.02 87.0452 69.7779 69.3891 67.876 57.3683 49.7465 46.7566 36.1773 31.1022 28.918 24.3844 23.7822 18.8495 15.3346 15.341 13.1628 8.03823 7.34778 4.50117 4.38879 3.93324 3.09579 2.87961 2.82899 2.65255 2.22434 2.93279 1.91413 1.84423 1.83957 1.77894 1.70009 1.69584 1.43465 1.40016 1.30653 1.26935
threshold=0 1 4.5000000000000009 1.5000000000000002 2 3 4 5 3.5000000000000004 6 7 8 4.5000000000000009 9 10 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 11 42.500000000000007 12 10.500000000000002 2.5000000000000004 7.5000000000000009 5.5000000000000009 13 13.500000000000002 1.5000000000000002 14 15 16 144.50000000000003 17 18 19 4.5000000000000009 20 21 22
decision_type=1 9 2 2 1 9 9 9 2 1 9 1 2 1 1 2 2 2 1 2 9 2 2 2 2 1 2 2 1 9 1 2 1 1 1 2 9 1 1
left_child=-1 7 3 6 5 8 34 15 -5 12 26 -7 -6 -11 21 18 35 24 30 20 -16 36 -8 -20 -9 -19 31 28 -18 -23 -2 -4 -29 -27 -3 38 -12 -24 -17
right_child=1 2 10 4 9 11 22 17 -10 13 14 -13 -14 -15 19 16 27 25 23 -21 -22 29 37 -25 -26 33 -28 32 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.099538621212259648 0.011838153100873959 0 0.092833316763821061 0.0082136191392539488 0.014801550456309993 0.057180058888684326 -0.03727475797398111 -0.050614551311311297 0.033971822967954202 -0.0039431332225167903 0 0.038873594604934635 0.031864906514310287 0.060096724003094452 0 0 -0.0075513090587515349 0.0072095060609045462 -0.022908448560893011 0 0.059040850239434145 0.007452763626188838 0.011268946307751966 0.0090122909762819555 0 -0.023275206080688282 0 0 0.015684528396521649 -0.016282583945833526 -0.0043539084288584818 0 0.03399052620263051 0.0025391075543709546 0.055945482881654962 0 0.023518935402957433 -0.009728852016029188 -0.026345204834718181
leaf_weight=6010.549397662282 121.72317713336088 23.003401355352253 334.58144714473747 1198.3689693657216 3349.2093866867945 1491.8219056513626 241.50548531115055 289.16371205006726 1915.5662160173524 61.434083779808134 32.500834335107356 5798.9592694642488 1228.5710786746349 335.69368585711345 32.230562221026048 13.882961401017381 31.309906982816756 54.108012365875766 265.1030656225048 16.624676602426916 497.24544662749395 12.92499669222161 8.5005365000106394 3.9338982340414068 13.40632297832053 54.579459497472271 4.3676746208220711 25.162382507347502 157.57195843826048 33.68030117591843 74.377658967627212 1.3557720808312286 171.50102375680581 2.1782532179495311 64.349414048949257 8.4473389410413784 142.53376490063965 32.965561161283404 53.547498150146566
leaf_count=881712 6106 3270 21554 184980 440209 127385 18200 27736 331014 7002 5503 674358 169076 40962 6037 794 1724 3672 17954 1394 40489 1522 1351 257 1055 3702 343 1326 7521 3755 4337 216 36904 140 9982 416 15361 4628 3756
internal_value=0 0.0304739 0.0337479 0.0317047 0.0327428 0.0374979 -0.00988086 -0.0105035 0.0242503 0.022453 0.0612216 0.0429519 0.0196237 0.0512212 0.0439593 0.00239078 0.0151065 -0.0377243 -0.00972024 0.0542404 0.0571565 0.0130614 -0.0318406 -0.0199152 -0.0487029 -0.00431921 0.0890475 0.0234068 0.0103268 -0.00659573 0.00441198 0.0923895 0.0316162 -0.0164008 0.0473336 -0.0189169 0.0205949 0 -0.0231544
internal_weight=0 18198 16858 15749.9 15379.6 10404.7 370.324 1340 3113.94 4974.91 1108.05 7290.78 4577.78 397.128 767.741 926.561 461.423 413.436 465.138 546.101 529.476 221.64 282.972 269.037 302.57 110.866 340.305 385.545 188.882 46.6053 196.101 335.937 196.663 56.7577 87.3528 75.8778 175.035 41.4661 67.4305
internal_count=3107703 2225991 2108591 2012417 1974986 1317737 37431 117400 515994 657249 96174 801743 609285 47964 74061 81095 52441 36305 28654 47920 46526 26141 24179 18211 28791 7514 22113 47475 9245 5277 10443 21770 38230 3842 13252 4966 20864 5979 4550
cat_boundaries=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=2 13156356 9 2369283 2360352 12599296 1 270496 6 1 387 790 66560 352 51 2103312 2 897 1 2 71184 10 554
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=26
split_feature=0 1 4 1 7 3 1 5 5 3 1 2 1 2 5 3 4 2 6 3 4 3 1 5 7 2 3 2 3 4 1 2 4 2 3 1 4 3 3
split_gain=6743.98 198.877 76.7975 55.5503 49.8685 48.2319 76.873 71.0119 62.325 41.9137 41.8808 37.1248 36.7922 33.8942 37.3642 34.439 33.5487 31.9065 26.786 22.1044 19.7192 14.6021 10.0838 9.83652 9.24916 8.34479 8.15667 6.37486 4.45002 4.01767 4.63572 3.75738 3.54252 3.11965 2.27909 2.27698 1.97505 1.9204 1.40193
threshold=0 1 1.0000000180025095e-35 2 3 4 5 6 7 8 9 3.5000000000000004 10 5.5000000000000009 11 12 1.5000000000000002 6.5000000000000009 13 14 1.5000000000000002 15 16 17 18 5.5000000000000009 19 5.5000000000000009 20 1.0000000180025095e-35 21 11.500000000000002 4.5000000000000009 14.500000000000002 22 23 1.5000000000000002 24 25
decision_type=1 9 2 9 1 1 9 1 1 1 9 2 9 2 1 1 2 2 1 1 2 1 9 1 1 2 1 2 1 2 9 2 2 2 1 9 2 1 1
left_child=-1 9 3 17 12 10 7 -7 -8 24 -5 -12 16 15 -15 -14 28 19 -18 22 25 -6 -3 26 29 -11 -19 -21 -4 38 -31 -25 37 -23 -32 -34 -26 -22 -2
right_child=1 2 4 5 21 6 8 -9 -10 20 11 -13 13 14 -16 -17 18 23 -20 27 32 33 -24 31 36 -27 -28 -29 -30 30 34 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=-0.099473977183097195 0.00024600369229043077 0.026782223698519403 0.019088185547060113 -0.039296697307590771 0 0.04541449162551519 0.012398147332155423 0.017448852715656972 0.079117868728953156 -0.04363508608582467 0.0037149507221013499 0.033330488321747689 0.033573783714134428 0.021324670231284384 0.066965303401217258 0.01248491602658542 0.063220153782090296 0.030460887334475231 0.030071464589968191 -0.012707773810346155 0.0021630645655509816 0.071714122173671638 0.0059820143972336834 0.056730810678532965 0.0039679148210291764 0.00029469838226111954 -0.0046927772083580205 0.010633124670036053 0.035864975366126504 -0.014998564135964823 -0.0032338471756546807 0 0.023413143227947159 0 0.016983770199236161 -0.0035446459880364919 0.05333267061571309 -0.016278007561644513 -0.010175097984038813
leaf_weight=5443.7981357239187 191.95440294640139 327.64814470312558 554.43735820357688 102.33720377204008 40.151581757934764 1397.9825111306272 213.59359464398585 2863.7645921220537 572.8178600394167 396.55574322643224 979.85944729135372 764.81044511357322 1518.9148571302649 416.50045153615065 408.82312180288136 1875.278210952878 1099.674807918258 96.834424268221483 571.10872318292968 656.72710824932437 48.96030183066614 521.41248139808886 929.11543859890662 151.18314233771525 34.356968382722698 32.7126501071034 91.797978603746742 103.21830217354 1094.6324654396158 24.652985890978016 32.234198421007022 4.9782942477613679 36.881776549387723 3.7909690970554939 269.51180156483315 16.984495747601613 18.214659346500412 88.776226571644656 181.15509719273541
leaf_count=882010 11264 57182 63365 17803 4848 178486 21980 282291 51990 36108 130542 96916 185948 51790 45328 268659 89551 19400 49887 101768 3422 51476 146679 23260 1972 4869 21344 18565 117586 1823 2994 819 3535 423 35679 1039 3816 6573 12471
internal_value=0 0.0266779 0.0295669 0.0231265 0.0368098 0.0276716 0.032813 0.026883 0.0617293 -0.00963452 0.0130628 0.0171141 0.0343127 0.0272468 0.0458393 0.0223559 0.0426708 0.00939441 0.0533444 0.00421821 -0.0281448 0.066199 0.012295 0.0363593 0.00591726 -0.0398336 0.0148633 -0.00876341 0.0311722 0.00172742 0.00968965 0.054134 -2.58992e-05 0.0698172 0.0138204 0.0154777 0.0378675 -0.00956138 -0.00469652
internal_weight=0 18734.3 17361.4 9256.67 8104.73 6895.17 5048.16 4261.75 786.411 1372.95 1847.01 1744.67 7539.37 4219.52 825.324 3394.19 3319.85 2361.5 1670.78 2016.71 620.871 565.355 1256.76 344.794 752.08 429.268 188.632 759.945 1649.07 699.508 326.399 156.161 191.603 525.203 301.746 53.8663 52.5716 137.737 373.11
internal_count=3105461 2223451 2097886 1169025 928861 780008 534747 460777 73970 125565 245261 227458 872114 551725 97118 454607 320389 389017 139438 324194 55546 56747 203861 64823 70019 40977 40744 120333 180951 64231 40496 24079 14569 51899 38673 4574 5788 9995 23735
cat_boundaries=0 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=2 13156357 2105602 1 960 4840 2 2 542 65552 2437288 2 31 1 206 1 8192 2 1 92 649 524292 16 8388613 288 22
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=24
split_feature=0 1 4 1 3 1 1 2 1 2 2 4 1 5 1 4 2 1 3 2 1 3 7 3 6 4 3 1 3 2 3 2 2 3 4 3 4 4 1
split_gain=5955.99 151.572 69.8889 58.7248 90.8369 191.16 72.3566 64.0019 48.2099 41.3042 33.2151 22.1927 21.6339 24.6772 19.0077 17.4449 16.3442 13.4739 12.513 12.3534 11.1472 9.16628 7.83405 7.07616 6.57016 9.51592 5.94141 6.13105 4.95819 3.58097 4.84013 3.20791 2.1419 1.54106 2.30634 1.14182 1.11822 0.717934 0.544611
threshold=0 1 5.5000000000000009 2 3 4 5 2.5000000000000004 6 3.5000000000000004 2.5000000000000004 1.5000000000000002 7 8 9 1.5000000000000002 6.5000000000000009 10 11 5.5000000000000009 12 13 14 15 16 7.5000000000000009 17 18 19 2.5000000000000004 20 12.500000000000002 5.5000000000000009 21 35.500000000000007 22 8.5000000000000018 139.50000000000003 23
decision_type=1 9 2 9 1 9 9 2 9 2 2 2 9 1 9 2 2 9 1 2 9 1 1 1 1 2 1 9 1 2 1 2 2 1 2 1 2 2 9
left_child=-1 11 3 9 6 17 10 -7 -8 15 -5 19 18 -14 16 23 -11 -6 31 28 -17 -16 29 -3 36 -26 32 -28 38 33 -31 37 -15 -13 -35 -21 -20 -4 -2
right_child=1 2 12 4 5 7 8 -9 -10 14 -12 22 13 26 21 20 -18 -19 24 35 -22 -23 -24 -25 25 -27 27 -29 -30 30 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.099404041686017269 0.0058153815987625028 -0.021744939350384265 0.096272821528075425 -0.011281905127911532 -0.0032380118156810547 0.0065809273411068028 0.05846680619466349 0.031149914953076691 0.033670345279540957 0.019129821441886852 0.023942716261921529 0 0.057437575409198895 -0.0229346199600323 0.021208549047682945 0.043789853498359052 0.043330299651131457 -0.034766988350030309 0.011759520342265177 -4.8984947127113239e-05 0.0010701970181497761 -0.00080434237571298101 0.045169880078753062 -0.0020521060856420023 0.015433575270824293 0.066540694522469135 -0.0077774367586734318 0.024333344675148916 -0.03962536139507971 -0.010430082579858007 0.022795681716300014 0 0.0044655614325371761 -0.025649559408317438 0.0042764642174960687 0.022177001752465064 -0.0059227688003171087 0 -0.0073207206949786573
leaf_weight=4928.7740811752155 27.038837795262225 205.78826991422102 209.70131915062666 438.14151849853806 225.86738781863824 1522.2961306131911 1094.6483495929278 3912.7237169723958 5417.098405880155 1203.726138809463 582.40610178024508 39.502508930978365 145.55792501498945 51.12157680420205 232.6233186093159 83.847675921628252 440.93822723580524 578.20226763305254 39.243520771618932 9.0071783808525634 165.98072353890166 540.02619523275644 9.2480400013737363 953.37396889587399 101.14768886798993 128.99468581564724 51.798571765422821 143.15851350221783 412.87399964197539 35.834596190135926 56.79850659694057 3.1322818119078866 7.2515050498768678 74.679943328956142 3.5569240897893897 13.18154722324107 25.875683413352817 0.92074572714045544 19.316411554347724
leaf_count=881958 1523 16547 13718 46903 31200 205154 81107 450345 578294 214002 60564 2564 11596 5688 38674 10346 70475 86606 2932 630 32351 74992 742 97301 7558 9002 7900 10499 38615 2494 4507 208 777 5623 229 960 1826 107 1816
internal_value=0 0.0235063 0.0252409 0.023748 0.0268213 0.0175785 0.0343044 0.0243526 0.038216 0.0123846 0.00856269 -0.0210846 0.0524402 0.0276434 0.0202762 -0.00100032 0.0263001 -0.0268389 0.0669407 -0.0328746 0.0212406 0.00617167 0.00355804 -0.00646099 0.0399301 0.0477663 0.00617216 0.0146533 -0.0367715 -0.00243234 0.00909727 0.0908929 -0.014172 -0.0135393 -0.0189576 0.0168045 0.00174404 0.0959331 0
internal_weight=0 19206.6 18505.6 17597.7 13771.4 6239.09 7532.29 5435.02 6511.75 3826.3 1020.55 701.038 907.904 398.888 2417.31 1408.99 1644.66 804.07 509.016 481.418 249.828 772.65 219.621 1159.16 295.262 230.142 253.33 194.957 459.229 210.372 92.6331 213.754 58.3731 117.739 78.2369 22.1887 65.1192 210.622 46.3552
internal_count=3108333 2226375 2166672 2094861 1540173 773305 766868 655499 659401 554688 107467 59703 71811 36460 398143 156545 284477 117806 35351 43544 42697 113666 16159 113848 21318 16560 24864 18399 41954 15417 7001 14033 6465 8416 5852 1590 4758 13825 3339
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=2 13139972 2113795 31 8216 4640 2064 2386336 2 256 8 46 2097154 112 1 515 2 131 67090 526 645 648 135 8388608
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=28
split_feature=0 1 4 1 7 2 1 3 1 1 2 2 6 4 1 5 4 1 1 3 7 2 5 7 5 3 3 3 2 3 2 2 3 4 1 1 3 3 3
split_gain=5273.35 117.621 61.0448 44.8031 37.8358 34.474 30.7128 27.5811 58.5304 31.8499 25.7933 22.9157 21.3139 21.475 17.3918 17.3209 16.99 13.4563 13.3377 11.5055 11.2576 10.7706 8.8564 7.81857 7.29217 7.46436 6.85031 4.03695 3.1468 4.94948 2.107 1.74671 1.70606 1.5728 1.50598 1.49137 1.17452 1.15109 0.974808
threshold=0 1 1.0000000180025095e-35 2 3 1.5000000000000002 4 5 6 7 6.5000000000000009 2.5000000000000004 8 1.5000000000000002 9 10 1.5000000000000002 11 12 13 14 5.5000000000000009 15 16 17 18 19 20 2.5000000000000004 21 11.500000000000002 4.5000000000000009 22 29.500000000000004 23 24 25 26 27
decision_type=1 9 2 9 1 2 9 1 9 9 2 2 1 2 9 1 2 9 9 1 1 2 1 1 1 1 1 1 2 1 2 2 1 2 9 9 1 1 1
left_child=-1 16 3 10 6 18 12 9 -9 -7 20 14 13 -4 -8 -13 21 26 38 -14 22 27 -3 28 25 -12 34 -2 33 -30 -26 -29 -22 36 -6 -28 -18 -23 -5
right_child=1 2 4 5 17 7 11 8 -10 -11 24 15 19 -15 -16 -17 23 -19 -20 -21 32 37 -24 -25 30 -27 35 31 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.099328685505380418 0 -0.0078854070296462356 0.028005697442052082 0 -0.017467903828470292 -0.037021417973999909 -0.019794829172720942 0.05133920115266382 0.020810832095833069 0.014003543298804644 -0.011760035463255328 0.015027237653531471 0.0039544866700535258 0.049665440708476477 0.012867915433321792 0.030803585597889871 0 0.061622045864304156 -0.038236986507334848 0.027139077442875345 0 -0.00033975502048957305 0.0047128815510644566 0.043723712866965081 0.045016180214548875 0.021668416450591452 0 -0.038671436055214926 -0.011984936551950535 0.021260166574452809 0 0 0.03138091706691374 0.003547374803221369 0.0026513779054184771 0.031968002460585364 -0.022380014652905081 0.021453308736422025 0.019556250980133416
leaf_weight=4464.5569868702441 46.546646496048197 903.26774974737782 1164.3432066177484 8.8149764039553684 19.206943481229246 90.994567186571658 146.33320184983313 757.54935173806734 4540.3813275028951 1746.1070357770659 58.329336874885485 1350.9128295462579 365.30012564966455 1203.8300904880743 1180.0477994112298 2041.2241375457961 39.936286457697861 459.43952233274467 103.64845263794996 810.14542402350344 16.768280701711774 9.1497344595845771 1350.7042450545123 9.6418481164146197 167.05595698137768 164.81017323420383 7.6147844092920423 371.92726940091234 37.171630343655124 58.019004268106073 6.0243660579435518 18.115559240570292 95.928733311709948 6.6837535754311821 33.435322298202664 131.48641842789948 71.880379957729019 13.497633066377604 33.49711551447399
leaf_count=882268 3335 124781 118788 1014 2434 17137 26160 55706 479534 222685 12723 156710 41523 89581 160488 247846 2602 41508 5884 72042 2176 636 194462 831 23435 30711 519 36011 2577 4499 1022 1894 13480 424 2575 14804 5512 967 4264
internal_value=0 0.0207273 0.0222019 0.0167031 0.0283127 0.0208153 0.0262255 0.0218742 0.0255843 0.0105813 0.00555727 0.0203558 0.03357 0.0394603 0.00863403 0.0247952 -0.0190617 0.052033 -0.0229621 0.020548 0.00134786 -0.0298211 -0.000241728 0.00203751 0.0282625 0.0117783 0.0188464 -0.0336925 -0.00376346 0.00686156 0.0431577 -0.0364079 0.0286094 -0.0139806 -0.00582365 0.0290732 -0.0176725 0.0157843 0.0139986
internal_weight=0 19639.8 18957.2 10043.9 8913.32 7280.99 8262.14 7135.03 5297.93 1837.1 2762.89 4718.52 3543.62 2368.17 1326.38 3392.14 682.57 651.183 145.961 1175.45 2366.67 459.237 2253.97 223.333 396.22 223.14 191.743 436.589 213.691 95.1906 173.08 390.043 112.697 118.5 52.6423 139.101 111.817 22.6474 42.3121
internal_count=3105548 2223280 2163992 1189014 974978 786224 913138 775062 535240 239822 402790 591204 321934 208369 186648 404556 59288 61840 11162 113565 334899 42843 319243 16445 67891 43434 20332 41240 15614 7076 24457 37905 15656 8538 5009 15323 8114 1603 5278
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2 13139972 2121987 1 2437288 960 329744 16 1 256 2 332554 262240 385 1 2 1 2 897 3 526 645 289 4866 262144 650 135 267
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=39
num_cat=22
split_feature=0 1 7 6 1 2 1 1 2 3 1 3 1 1 4 3 4 3 4 3 3 7 2 4 4 3 2 1 3 4 2 7 4 4 2 4 4 6
split_gain=4677.18 103.222 53.772 58.6275 48.6456 42.5341 40.2237 31.2642 29.7343 60.547 48.8239 19.2653 74.629 17.0752 11.3984 10.9671 9.61562 8.03792 7.55298 5.81684 3.22245 2.75971 2.43474 1.70668 1.45284 1.34527 1.28183 0.522492 0.379055 0.224243 0.165305 0.179503 0.164904 0.152681 0.0125244 0.0318753 0.00949691 0.00777431
threshold=0 1 2 3 4 3.5000000000000004 5 6 4.5000000000000009 7 8 9 10 11 8.5000000000000018 12 3.5000000000000004 13 5.5000000000000009 14 15 16 2.5000000000000004 16.500000000000004 29.500000000000004 17 8.5000000000000018 18 19 2.5000000000000004 1.5000000000000002 20 1.0000000180025095e-35 10.500000000000002 7.5000000000000009 16.500000000000004 80.500000000000014 21
decision_type=1 9 1 1 9 2 9 9 2 1 9 1 9 9 2 1 2 1 2 1 1 1 2 2 2 1 2 9 1 2 2 1 2 2 2 2 2 1
left_child=-1 16 3 4 11 15 17 19 9 -9 -10 12 -3 -7 -13 -6 21 27 20 32 -8 26 24 -21 30 -24 -2 33 -26 -19 -18 -32 -5 -4 35 -27 -30 -23
right_child=1 2 6 7 5 13 18 8 10 -11 -12 14 -14 -15 -16 -17 22 29 -20 23 -22 37 25 -25 28 34 -28 -29 36 -31 31 -33 -34 -35 -36 -37 -38 -39
leaf_value=-0.099246306652518157 -0.039697999913800491 0.069426867113112758 0.020870662396332475 -0.0050937667830266735 0.013688096264991751 0.0061692677236364121 0.0067177070960518824 0.017141167388945791 -0.018290908458321164 -0.007513270328300993 0.027519135582777937 0.023242526253614747 0.011875577082509381 0.026701998986819481 0.049678926360177844 -0.0042822892130427994 0 -0.015535279978973039 0.080033843697834506 0.038121172007138562 0.043939580451458765 0.00129454385141353 0.023981019285902929 0 0.010166153497510213 -0.0033258261626269939 0 0 -0.0016576218386287632 0 -0.021004869196320664 0 0.0023198933614874137 0 0 0 0 0
leaf_weight=4040.9841387788765 314.29179585841484 443.2584601030685 115.90260465722531 21.45725710853003 416.21713109384291 650.29686136846431 74.416614628396928 1651.4672595302109 250.82144890038762 2371.0193652267335 1208.3410274534253 7341.8541361701209 507.54543122090399 1611.4443833767436 184.66766373580322 1281.7884133689804 0.64014243613929167 116.34338490059599 107.53033819142729 436.08029012731276 809.08748128789011 6.3904453219147381 15.616838856600223 2.703892388381063 1.7516135906334966 10.313153658295048 4.1863664141856125 4.7883933754637829 4.562983887968584 8.7567504029721004 23.111282266909249 0.62560914875940454 28.32663644105196 0.32680749241262574 0.36823790916241783 0.37751473835669536 0.28544406848959614 5.1865925189340487
leaf_count=881851 33100 21459 6292 3286 48890 91839 7235 168075 31868 297821 144669 732649 50748 245920 11895 165448 40 11222 6715 46800 90413 610 708 275 108 498 277 342 264 597 1512 33 3234 16 19 18 17 508
internal_value=0 0.0183129 0.0193412 0.0179081 0.0218399 0.0123108 0.039651 0.00954695 0.00717412 0.00261052 0.0192953 0.0261771 0.0407281 0.0212308 0.0240936 0.00016462 -0.0304541 0.000907359 0.0481887 0.0330445 0.0420109 -0.0373455 0.00138026 0.0367453 -0.0099038 0.0180834 -0.0389899 0.0175422 0.00378559 -0.0137189 -0.0191709 -0.0200665 0 0.0192771 -0.000173523 -0.00176775 0 0
internal_weight=0 20032.2 19644.4 18407.3 12437.1 3959.75 1237.15 5970.22 5481.65 4022.49 1459.16 8477.33 950.804 2261.74 7526.52 1698.01 387.708 246.118 991.034 488.568 883.504 330.055 57.6528 438.784 30.9771 26.6757 318.478 121.018 6.60004 125.1 24.377 23.7369 49.7839 116.229 11.0589 10.6907 4.84843 11.577
internal_count=3107271 2225420 2187708 2064876 1368848 552097 122832 696028 642433 465896 176537 816751 72207 337759 744544 214338 37712 18469 104363 53595 97648 34495 3217 47075 1974 1243 33377 6650 389 11819 1585 1545 6520 6308 535 516 281 1118
cat_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=2 4751364 1 1 6392 262152 328320 15 2113561 4 2072 2179587 6 406 259 1 1 368 8 72 1 9
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=23
split_feature=0 1 4 1 4 3 1 1 2 3 1 2 1 5 1 3 1 2 4 3 4 2 6 3 4 5 2 3 2 4 3 7 3 2 4 3 2 2 3
split_gain=4168.3 80.175 46.6801 35.8604 30.5077 28.4271 59.0277 40.2178 57.5862 30.6533 23.7374 23.2805 28.8149 21.7484 20.3844 26.8896 17.8587 15.1901 10.2027 8.14379 6.24155 4.61202 3.25174 3.53027 2.9742 2.7389 2.48304 2.34566 2.05665 1.98905 1.44536 1.77515 1.17459 1.05093 0.759232 0.737223 0.385606 0.335565 0.244723
threshold=0 1 1.0000000180025095e-35 2 8.5000000000000018 3 4 5 4.5000000000000009 6 7 1.5000000000000002 8 9 10 11 12 4.5000000000000009 1.5000000000000002 13 4.5000000000000009 10.500000000000002 14 15 5.5000000000000009 16 5.5000000000000009 17 2.5000000000000004 42.500000000000007 18 19 20 3.5000000000000004 35.500000000000007 21 34.500000000000007 2.5000000000000004 22
decision_type=1 9 2 9 2 1 9 9 2 1 9 2 9 1 9 1 9 2 2 1 2 2 1 1 2 1 2 1 2 2 1 1 1 2 2 1 2 2 1
left_child=-1 18 3 21 11 7 10 8 -5 -9 -7 12 24 -8 15 -13 28 -16 26 29 -14 22 23 -3 -4 -21 37 -24 38 -18 33 -32 -30 34 -20 -23 -37 -2 -6
right_child=1 2 4 5 16 6 13 9 -10 -11 -12 14 20 -15 17 -17 19 -19 30 25 -22 35 27 -25 -26 -27 -28 -29 32 -31 31 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.09915782269826473 -0.0050797121931575751 0.022406488058721839 0.04308694275039552 -0.0050776763280949832 0 0.0037042732920044008 0.032748898599484336 -0.0019547429680591777 0.033139248869928979 0.027982688001905301 -0.018005215300336497 0.040019769915424129 -0.03061532672048194 0.0092129011786934358 0.015018719601921561 0.013275532688771586 0.071442169873579195 0.025641271433678361 -0.0091802478818154998 0.02869909707695964 0.006672055472624997 0 -0.0014120884716373331 -0.0062753560236757742 0 0 0 -0.014001746651456069 0.01809918765038292 0.015403599632766022 -0.018163521682569333 0.0069988112856411771 0 0.016881324172373893 0.0089750045330186275 0.025960742325264758 0 -0.043047788049796309 -0.013400701503756149
leaf_weight=3662.5705067161471 30.013685434823856 36.70917420857586 73.861511769006029 1276.4994935179129 7.8698430671356618 1678.1994698741473 869.27617362188175 362.83581977942958 531.04699213569984 3344.341624306282 667.34825371112674 1275.3692296248628 196.88605240290053 834.84630765835755 4433.3652112146374 688.47518839209806 252.32682501222007 2319.5807366326917 29.394757398054939 34.725524586858228 28.906084832269698 8.021516007371245 308.89976740255952 47.33271022210829 7.1470003009308121 60.728727363981307 17.197791400365531 504.8218878962798 30.769601618638262 41.077726348536089 51.753942375537008 2.7044432645197949 24.69513880321756 25.565788416774012 2.1128419532906255 28.639221147168431 0.6753237210214128 211.91003439214546 24.467331911902875
leaf_count=882570 3282 3995 12099 144652 627 215941 97505 42138 78975 317443 91941 82857 18102 113256 522292 73257 14363 232145 2014 1985 3893 1493 35584 5040 856 5310 1324 54251 2852 2180 3775 165 3471 1703 120 5820 139 24942 2933
internal_value=0 0.0163035 0.0171766 0.012462 0.022318 0.0142873 0.00766487 0.0190062 0.00631037 0.0249829 -0.00254502 0.0208198 -0.00504285 0.0216258 0.0217785 0.0312458 0.0471765 0.0187813 -0.0275567 0.0551888 -0.0235265 -0.00584755 -0.00781492 0.00701972 0.0351606 0.0133131 -0.0381887 -0.00986403 0 0.0646809 0 -0.0101214 0.011568 0.00701509 0 0.0185405 0.0209833 -0.0405207 -0.012102
internal_weight=0 20370.4 19999.7 10499.5 9500.25 9564.39 4049.67 5514.72 1807.55 3707.18 2345.55 9023.59 306.801 1704.12 8716.79 1963.84 476.661 6752.95 370.653 388.859 225.792 935.1 897.764 84.0419 81.0085 95.4543 259.122 813.722 87.8019 293.405 111.532 54.4584 55.4647 57.0734 31.5076 37.3361 29.3145 241.924 32.3372
internal_count=3107290 2224720 2187395 1208173 979222 1101851 518643 583208 223627 359581 307882 945501 34950 210761 910551 156114 33721 754437 37325 23838 21995 106322 98870 9035 12955 7295 29548 89835 9883 16543 7777 3940 6323 3837 2134 7452 5959 28224 3560
cat_boundaries=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=2 4751364 10502147 143 8536 71584 128 320 2376936 2 8466568 286 70938 124 4 920 2 70 354 1 316 773 577
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=24
split_feature=0 1 6 4 2 1 1 2 3 3 1 1 5 1 1 2 1 1 1 4 2 3 1 2 1 3 3 2 7 2 4 2 2 2 3 3 3 4 4
split_gain=3710.63 65.8972 39.3942 34.2906 32.3566 45.6217 25.6561 27.3698 19.6503 19.4945 43.4093 41.7076 38.3421 38.8336 29.872 17.1371 41.2182 13.5558 13.3088 10.1694 8.31829 9.6821 6.71492 6.00098 17.249 6.21586 4.90973 3.23905 2.90988 2.35456 2.11917 2.10584 1.63915 1.4768 1.23474 1.04429 0.849247 0.768963 0.329134
threshold=0 1 2 4.5000000000000009 1.5000000000000002 3 4 7.5000000000000009 5 6 7 8 9 10 11 2.5000000000000004 12 13 14 3.5000000000000004 2.5000000000000004 15 16 3.5000000000000004 17 18 19 6.5000000000000009 20 2.5000000000000004 8.5000000000000018 5.5000000000000009 5.5000000000000009 2.5000000000000004 21 22 23 6.5000000000000009 29.500000000000004
decision_type=1 9 1 2 2 9 9 2 1 1 9 9 1 9 9 2 9 9 9 2 2 1 9 2 9 1 1 2 1 2 2 2 2 2 1 1 1 2 2
left_child=-1 19 3 4 5 -3 8 -8 -6 10 15 20 13 -12 -14 16 -4 32 -17 31 21 -11 -22 24 -13 -25 30 -28 -7 34 -19 33 37 -2 38 -31 -34 -5 -21
right_child=1 2 9 17 6 28 7 -9 -10 11 12 23 14 -15 -16 18 -18 26 -20 29 22 -23 -24 25 -26 -27 27 -29 -30 35 -32 -33 36 -35 -36 -37 -38 -39 -40
leaf_value=-0.099060245252224455 -0.0026377325866089457 0.039358520825815722 0.033198881069334947 0 0.035648140610719595 -0.036890776222064235 0.0088379601481742634 0.035989765008734284 0.019009808978615594 -0.00038089317646907957 -0.023441284228597817 0.044014635648172415 -0.0030317365822265315 0.055776837537059809 0.030374771668139646 -0.025014840834833792 -0.026934493824117847 0.034062967440191404 0.00095279054227555325 0 0.0030646471560551829 -0.027236329165987963 -0.013793778734483148 0 0.00019566938982559895 0.020488019386782574 0.023930320618448804 -9.3939982530442554e-05 0 0.025575157314857894 0.059380510631963916 0 -0.0011135164205963747 -0.038076890646223278 -0.015591569028757975 0 0.01605361965412061 -0.018035571205064351 0.011563142431862183
leaf_weight=3315.6221064338461 36.714611885487102 81.701790916500613 335.04111789225135 18.766960359644145 908.01253670267761 239.89893269515596 4298.0029684839537 393.42677627364174 7009.6712520259898 251.45637871010695 46.935886646620929 63.745168932946399 511.77677663811482 473.44533237325959 483.03868107881863 253.3780418029055 125.17870642803609 413.45436054863967 540.99981483188458 10.578971413196994 669.81243377842475 352.61439431493636 305.22233222401701 196.97804625448771 792.92361365514807 1016.0396321632434 209.59009342826903 41.381895501399413 7.2207807921804479 14.911211485974489 244.17097835498862 20.359325207071379 6.4753871913999319 250.54190321743954 14.46378062409349 10.171333420788871 8.1910330271348339 35.615611904999241 3.1589027829468241
leaf_count=882164 3840 14778 20573 2944 67705 19785 548388 55009 689651 29837 5661 7744 64374 44377 56277 15460 10565 27651 65413 708 71547 34412 40947 25717 99424 128035 17023 3008 694 656 13140 1548 1107 29000 949 503 1006 5313 191
internal_value=0 0.0144349 0.0152057 0.0182269 0.0167572 -0.0127953 0.0175802 0.0113686 0.0211252 0.00853677 0.0148522 0.00355237 0.0260512 0.0477859 0.0135774 0.000708102 0.0157112 0.0364821 -0.00786682 -0.0257885 -0.00845589 -0.0175129 -0.00227514 0.0128431 0.00567211 0.0175103 0.0394399 0.0186505 -0.0337184 0.00671065 0.0454195 -0.0331664 -0.00322328 -0.0351707 -0.00559543 0.0215051 0.00944534 -0.0127205 0.00415931
internal_weight=0 20695.1 20334.2 13915.6 12937.9 328.822 12609.1 4691.43 7917.68 6418.59 2769.79 3648.79 1515.2 520.381 994.815 1254.6 460.22 977.646 794.378 360.9 1579.11 604.071 975.035 2069.69 856.669 1213.02 908.597 250.972 247.12 53.2842 657.625 307.616 69.049 287.257 28.2017 25.0825 14.6664 54.3826 13.7379
internal_count=3107124 2224960 2187565 1467202 1396010 35257 1360753 603397 757356 720363 282700 437663 170689 50038 120651 112011 31138 71192 80873 37395 176743 64249 112494 260920 107168 153752 60822 20031 20479 3007 40791 34388 10370 32840 1848 1159 2113 8257 899
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=2 4751364 9 2376800 8460408 4 30 2113832 8399945 2 528 4291 2113544 66576 8 33 8390720 262272 768 124 1 200 368 202
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=22
split_feature=0 1 7 6 1 1 3 1 2 1 2 1 3 2 3 1 2 4 3 4 1 2 1 3 3 2 2 3 7 4 2 4 3 2 3 2 4 2 4
split_gain=3311.73 56.6821 38.2622 35.2887 30.8297 26.5618 27.925 48.2126 29.2875 21.7237 17.497 36.006 30.8133 15.7476 11.4688 10.4078 9.61706 7.68463 6.56077 3.33167 2.77383 2.39325 2.36941 2.30078 2.25223 1.85715 1.31843 1.15069 1.41624 0.694212 0.504386 0.495231 0.382082 0.369855 0.21869 0.232404 0.216174 0.199688 0.133779
threshold=0 1 2 3 4 5 6 7 2.5000000000000004 8 4.5000000000000009 9 10 3.5000000000000004 11 12 2.5000000000000004 1.5000000000000002 13 5.5000000000000009 14 1.5000000000000002 15 16 17 3.5000000000000004 5.5000000000000009 18 19 3.5000000000000004 2.5000000000000004 6.5000000000000009 20 4.5000000000000009 21 1.5000000000000002 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35
decision_type=1 9 1 1 9 9 1 9 2 9 2 9 1 2 1 9 2 2 1 2 9 2 9 1 1 2 2 1 1 2 2 2 1 2 1 2 2 2 2
left_child=-1 17 3 5 16 6 7 -3 -8 21 12 -12 -11 15 -15 -7 23 26 22 20 -20 32 31 -4 33 -23 30 29 34 -19 -2 -6 -5 -18 -29 -36 -26 -31 -24
right_child=1 2 4 9 18 13 8 -9 -10 10 11 -13 -14 14 -16 -17 24 27 19 -21 -22 25 38 -25 36 -27 -28 28 -30 37 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.098954045351776265 -0.0031042083142915344 0.042550973360042078 0 0.00096719738832822368 0.016310508306218399 -0.0094983316266583698 0.0051170648310883979 0.0098109999367788914 0.01893286137727495 0.010274010929352562 -0.02489676215069023 0.018814417633102362 -0.0079228753404840171 -0.0024246920346736528 0.016594863240002946 0.0073004084139590385 0.006868870742842397 0 0.045567662237063079 0.062622927320425834 0.024105167688990348 0.025566119109962371 0 0.025772878745915214 -0.02475120995517939 0.0128619658621944 0 0 0.0065699588262924675 0 -0.03893969411183501 0 -0.008798873534146814 -0.0041822497763067644 0 -0.019505570015988898 0 0.018099578850212652 -0.016504241145523218
leaf_weight=3002.7502381727099 28.791819585021585 1106.3617601743899 38.628020262112841 5.5393179608508945 55.25822435086593 671.29059477720875 2240.2206082278863 859.11723864264786 5588.8313296120614 1546.7587031715084 181.38091147015803 1233.3941839155741 2206.5495739777107 356.40326845983509 1587.2818106256891 719.71053709939588 32.98395388526842 18.175868212478235 322.97450142703019 121.14093065052293 547.61947958823293 497.78706911718473 13.465666735079141 65.091808225726709 99.643512157257646 485.10418204776943 18.36367161758244 21.123380149016157 2.835980598232708 13.501740147592502 195.68953240697738 1.4912542081437994 12.574546142481269 11.556969814002512 0.43124974216334422 45.680276904022321 8.3826700965873879 10.615681026829405 10.635404739761723
leaf_count=882036 3170 59519 3606 517 4340 73423 251038 81395 536970 143127 21826 143114 263211 49583 236844 89312 1910 1476 35710 6435 56674 62288 1798 2709 8767 51725 1408 1438 178 882 24967 179 1301 1017 33 3473 478 457 1307
internal_value=0 0.0128301 0.0135316 0.0123436 0.0300093 0.015288 0.0179467 0.0288709 0.0150332 0.00595094 0.0031969 0.0125601 -0.000316325 0.00726986 0.0130433 -0.000640307 -0.000692488 -0.0247178 0.0371064 0.0395154 0.0344268 0.0192124 0.00177566 0.0187076 -0.0164693 0.0201588 -0.0344892 -0.000410793 -0.00836121 0.00682732 -0.0364301 0.0128183 -0.00246397 0 -0.0147689 -0.0164831 -0.0220608 0.0144556 -0.0113191
internal_weight=0 20982.4 20627.2 19298.3 1328.87 13129.2 9794.53 1965.48 7829.05 6169.09 5168.08 1414.78 3753.31 3334.69 1943.69 1391 256.287 355.209 1072.59 991.735 870.594 1001.01 80.8506 103.72 152.567 982.891 242.845 112.364 70.0709 42.2933 224.481 56.7495 18.1139 44.5409 67.2349 46.1115 108.026 24.1174 24.1011
internal_count=3109641 2227605 2190123 2065193 124930 1378084 928922 140914 788008 687109 571278 164940 406338 449162 286427 162735 18487 37482 106443 98819 92384 115831 7624 6315 12172 114013 29545 7937 5122 2815 28137 4519 1818 2927 4944 3506 9245 1339 3105
cat_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=2 4751364 1 1 262152 14584 6 10264 340608 16409 15 521 8389888 1 8399936 2097233 113 210 106 1 592 256
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=27
split_feature=0 1 4 1 2 1 5 5 3 1 5 1 1 2 3 4 3 5 1 1 1 1 2 4 2 1 6 3 2 3 3 7 3 2 3 4 2 6 2
split_gain=2966.71 44.0152 34.5741 25.464 21.9838 19.6344 96.7784 44.5354 18.8458 26.1819 23.8722 55.0809 45.1634 26.2118 23.475 18.9109 17.1429 13.8246 62.1224 33.5289 12.792 12.537 9.93523 8.83476 4.43951 3.06063 2.64088 2.42898 1.84502 1.51319 1.41865 1.37825 1.35863 0.966928 0.580441 0.566862 0.556908 0.365864 0.189702
threshold=0 1 1.0000000180025095e-35 2 1.5000000000000002 3 4 5 6 7 8 9 10 6.5000000000000009 11 7.5000000000000009 12 13 14 15 16 17 3.5000000000000004 1.5000000000000002 15.500000000000002 18 19 20 5.5000000000000009 21 22 23 24 3.5000000000000004 25 35.500000000000007 34.500000000000007 26 1.5000000000000002
decision_type=1 9 2 9 2 9 1 1 1 9 1 9 9 2 1 2 1 1 9 9 9 9 2 2 2 9 1 1 2 1 1 1 1 2 1 2 2 1 2
left_child=-1 23 3 24 20 7 -7 -6 10 16 11 15 14 -14 -12 -4 22 19 -19 -11 29 -13 -10 28 26 -18 27 -3 37 -5 33 38 -28 35 36 -25 -26 -2 -32
right_child=1 2 8 4 5 6 -8 -9 9 17 12 21 13 -15 -16 -17 25 18 -20 -21 -22 -23 -24 30 34 -27 32 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.098839105515141745 0 -0.006612506861428712 -0.0020500980262261183 -0.0036372354437821893 0.018061760477597107 -0.015160295689937438 0.038488992935183423 0.0027360400442319422 0.010367259629927454 0.019647939260311602 0.055169309822839879 0.052357173710342923 0.0035288702128222424 0.040026303906378603 0.020394031910712592 0.056269967852408176 0.0016001047136923975 0.071015504222418785 -0.0024946695719725415 -0.036039308260354903 -0.038581117403878318 0.028006378259234965 0.024201791432686248 -0.0072101881838993395 0.032067731504936123 -0.019054163084692991 0.00072675834092575126 0.016422614938978005 0 0.018041447727324876 0 0.0060323462686353658 -0.01156452429089588 0.018671032121358337 0 0.0090822203410625812 0 -0.03464682467822227 -0.016309028420180831
leaf_weight=2722.1684880431276 5.7254097526310943 43.377805846161209 589.4406650075689 9.7718879012390953 2963.5755531322211 470.18412716151215 997.97862963378429 5369.1744414060377 1039.063640498789 136.79436662397347 294.62355151539668 597.1046889659483 2289.0169082083739 189.92241426091641 901.71166223695036 30.542666966328397 91.086521534714848 89.273737139534205 971.86458844749723 243.53062134631909 110.93219734111335 881.82244965992868 1520.149421589449 28.13641688099597 10.089264782145616 105.97776408540085 54.103114647325128 46.62978425831534 17.102019029669464 41.189818050712347 0.43784703477285702 3.001714040641672 790.59903877705801 24.727666709804907 3.0432110391557208 2.0814351057633749 0.77987398300319988 212.15741934796097 48.758963912492618
leaf_count=882719 717 4236 73701 1780 355964 57875 103324 580206 125196 12863 14866 34244 231408 14318 77077 3111 11383 9939 116764 37232 6380 60644 141904 1958 1902 11876 9351 5493 1313 6745 33 180 85236 1634 646 120 148 27518 3751
internal_value=0 0.0115013 0.0121024 0.00812699 0.00962581 0.0102864 0.0210076 0.00825793 0.0163971 0.0109114 0.0202029 0.02894 0.0149928 0.00686249 0.0307087 0.00278313 0.0165677 0 0.00582527 -0.0157061 -0.0236557 0.0391552 0.0188133 -0.0221336 -0.00714551 -0.00958277 -0.00867177 0.00439475 -0.0325401 0.010815 0 -0.00790974 -0.0104409 0.00941612 0.0228075 0 0.0237307 -0.0347325 -0.01551
internal_weight=0 21225.5 20883.4 10911.4 9962.81 9800.91 1468.16 8332.75 9971.93 4197.74 5774.19 2098.91 3675.27 2478.94 1196.34 619.983 2756.28 1441.46 1061.14 380.325 161.894 1478.93 2559.21 342.129 948.622 197.064 934.71 90.0076 234.985 50.9617 107.144 52.1985 844.702 54.9455 13.9123 30.2179 10.8691 217.883 49.1968
internal_count=3115755 2233036 2195812 1219286 1112274 1097369 161199 936170 976526 467157 509369 171700 337669 245726 91943 76812 290359 176798 126703 50095 14905 94888 267100 37224 107012 23259 104316 9729 29548 8525 7676 3964 94587 3712 2696 2078 2050 28235 3784
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 4751364 10502147 12776 2 2 62 2097632 2 18201 8467992 4 448 2 16 8730624 262496 2208 2097344 4 101 265 354 1 2 124 8
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=22
split_feature=0 1 4 2 1 1 3 1 1 3 5 1 3 2 2 1 4 1 3 4 5 2 2 6 4 2 4 3 3 2 3 7 6 4 2 2 4 2 7
split_gain=2652.13 37.4444 29.4198 34.3486 37.9172 22.5739 33.5244 114.087 54.6578 28.6611 23.7023 22.1975 12.257 11.0066 9.39583 5.96375 5.94679 4.8488 4.26368 4.24086 3.67653 3.03887 2.9631 2.85056 2.50844 1.72708 1.67966 1.67908 1.49919 1.07281 0.997257 0.604815 0.467842 0.439526 0.391348 0.211494 0.0876483 0.0812975 0.0562735
threshold=0 1 3.5000000000000004 1.5000000000000002 2 3 4 5 6 7 8 9 10 6.5000000000000009 1.5000000000000002 11 3.5000000000000004 12 13 35.500000000000007 14 1.5000000000000002 2.5000000000000004 15 2.5000000000000004 14.500000000000002 8.5000000000000018 16 17 2.5000000000000004 18 19 20 5.5000000000000009 4.5000000000000009 1.5000000000000002 61.500000000000007 4.5000000000000009 21
decision_type=1 9 2 2 9 9 1 9 9 1 1 9 1 2 2 9 2 9 1 2 1 2 2 1 2 2 2 1 1 2 1 1 1 2 2 2 2 2 1
left_child=-1 16 3 4 20 9 8 -8 -7 10 -5 14 17 -11 -4 21 22 25 -17 23 -3 -14 -2 -16 38 -13 -19 34 -22 31 -24 35 -26 -31 -18 -29 -35 -32 -6
right_child=1 2 11 5 24 6 7 -9 -10 13 -12 12 15 -15 19 18 27 26 -20 -21 28 -23 30 -25 32 -27 -28 29 -30 33 37 -33 -34 36 -36 -37 -38 -39 -40
leaf_value=-0.098711615361138205 0 0.047754105407963272 -0.01293351867687801 -0.001349667256307164 -0.037673897660159689 0.035176731530368835 -0.028780593012143196 0.011293562725465745 0.012442311426261765 -0.0092776432201201429 0.020195921721784339 0.042531226029787372 0.018997440861253781 0.013516763769394813 0.004269192167052664 0.016243632811251438 0.022812412514394864 0.0094601597075923156 -0.0039596832825477667 -0.0012899331658165598 0.016643489662097385 -0.0051750897896529618 0 0.051083174761266538 0.0043550205922878813 0 0.027441861491135495 0 -0.0028428112895281885 -0.00035578966421026081 -0.035446130664176151 0 -0.0073915904886266634 0.012220843688276643 0 -0.020735679005814685 0 -0.0039028307245379552 0
leaf_weight=2464.4892370270099 31.6886150065111 37.53468999825418 7.8243088207673273 839.34173131384887 283.29704929771833 1261.1019266388612 770.97766718524508 5616.6246942294529 7113.6019580948632 1539.2071977477171 1170.5043690163875 230.53651655232534 28.69340013503097 208.29278082028031 48.32790738507174 680.80861464911141 13.129753698129205 311.53519462211989 85.495662327855825 4.3499635127373031 19.079084695782512 335.07717159693129 8.1217481332714669 337.52966415812261 7.8891863520257175 2.4826324651949099 119.84253750415519 0.52724564331583934 45.227877086261287 12.116600873414429 195.8605780894286 0.33308456977829592 29.005782386171632 6.5178390652872613 1.7170869857072837 19.157159534050152 0.3534946385771035 31.353066878276877 10.930372932692988
leaf_count=882121 3465 6343 975 126150 20374 76934 107392 643065 675651 175822 157438 11135 4872 28729 4141 46864 757 20629 6841 267 3512 30370 937 27221 810 161 6417 34 8064 574 25246 19 2617 292 69 1298 15 3220 915
internal_value=0 0.0102171 0.0107507 0.00943064 -0.0173558 0.0101001 0.0118643 0.00626097 0.0160524 0.00301115 0.0111091 0.0217939 0.0159763 -0.00617488 0.0429854 0.00866384 -0.0216946 0.0267898 0.0135329 0.0466869 0.0279611 -0.00117463 -0.0280483 0.0480032 -0.0331458 0.0400254 0.016214 0.00240837 0.00467617 -0.00518558 -0.0315014 -0.0161049 -2.24844e-05 0.00195637 0.0166215 -0.0195663 0.0111421 -0.0319794 -0.03701
internal_weight=0 21466 21145.1 18952.6 432.964 18519.7 14762.3 6387.6 8374.7 3757.35 2009.85 2192.5 1794.47 1747.5 398.032 1130.07 320.876 664.397 766.304 390.208 101.842 363.771 267.024 385.858 331.122 233.019 431.378 53.8523 64.307 39.0054 235.335 20.0175 36.895 18.9879 14.8468 19.6844 6.87133 227.214 294.227
internal_count=3111756 2229635 2193709 2033816 42635 1991181 1503042 750457 752585 488139 283588 159893 127289 204551 32604 88947 35926 38342 53705 31629 17919 35242 32868 31362 24716 11296 27046 3058 11576 2232 29403 1351 3427 881 826 1332 307 28466 21289
cat_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=2 557060 2376864 6570241 31 8216 8390672 496 2 90496 44 2366481 2364456 464 2 4 72 564 18 1 10 1
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=23
split_feature=0 7 1 6 1 1 1 2 2 3 3 2 1 2 3 1 2 3 4 4 1 3 2 2 3 4 3 3 3 2 2 3 4 4 3 4 1 3 2
split_gain=2376.2 31.6014 34.3036 26.2532 24.1942 17.1157 16.5118 49.1399 41.3321 78.8688 35.7492 32.3514 18.146 13.8815 32.4385 27.6021 9.83609 7.86751 6.18095 5.47461 5.27931 4.90638 4.05872 3.29466 3.2506 3.071 2.97645 2.31236 1.32867 1.10213 0.804362 0.797095 0.592418 0.568462 0.406524 0.325048 0.288923 0.366542 0.21239
threshold=0 1 2 3 4 5 6 2.5000000000000004 2.5000000000000004 7 8 7.5000000000000009 9 4.5000000000000009 10 11 2.5000000000000004 12 5.5000000000000009 1.5000000000000002 13 14 12.500000000000002 3.5000000000000004 15 4.5000000000000009 16 17 18 7.5000000000000009 6.5000000000000009 19 4.5000000000000009 3.5000000000000004 20 18.500000000000004 21 22 1.5000000000000002
decision_type=1 1 9 1 9 9 9 2 2 1 1 2 9 2 1 9 2 1 2 2 9 1 2 2 1 2 1 1 1 2 2 1 2 2 1 2 9 1 2
left_child=-1 2 19 6 16 17 8 12 9 -4 -10 -9 -8 14 -7 -15 24 31 20 22 -6 25 -2 -19 -3 -22 35 38 -20 -30 -29 -5 -26 -23 -24 -18 37 -28 -21
right_child=1 4 3 5 18 13 7 11 10 -11 -12 -13 -14 15 -16 -17 26 23 28 27 21 33 34 -25 32 -27 36 30 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.098572728635961449 -0.032497219706610209 0 0.065010569791981151 -0.0076984956953654628 0.036097481005289873 0.0085026388677845923 -0.013905930926898328 0.010732815181585401 -0.0069528205682617 0.013368430958588846 0.016229432471891025 0.035850209524939135 0.0032546472513356561 -0.01560805223887474 -0.0093543164048370958 0.015815773904328267 -0.022479260497076971 0.033465021524910266 0 0 0.029327121009720843 0.0022105143943933511 0.010259068490349153 0.011438478878230384 0.031898624572954525 -0.0022673624123642068 0 -0.01683545451040316 0.060953728760567476 0 0 0.0039175732509690196 0 0.016481596684862373 0 0 -0.00383303220150597 0.009158344068311083 0.012468011592136369
leaf_weight=2232.5684515794273 230.30781213520095 47.018006045371294 417.13551661605015 44.95851200283505 377.75776393176056 1720.9526680354029 951.96400121750776 6004.2868484724313 903.5209617735818 1013.5214097115677 2188.9070072248578 554.88673694059253 1553.0820037371013 313.74618971301243 2353.1309683636064 1262.8590482671279 128.70784737751819 251.09513582033105 10.056371806189416 0.84340722300112148 251.43089846865041 295.73456111352425 5.3243426954140887 223.12939190468751 70.920978773152456 10.694768251851199 38.883495316840708 54.043851634836756 109.00374427624047 11.250855757622046 7.8357489751651874 151.28536623716354 2.4876602096483102 22.816711732186377 5.9188525902573002 0.28810800984501739 5.6517251241020849 32.818437202367932 48.138838503975421
leaf_count=881957 31911 3933 14018 4379 40789 159286 103084 675033 55016 95537 179841 60852 191919 34603 276513 138600 11470 29730 818 58 24619 27199 1015 20518 3708 672 2701 4259 5247 551 908 14950 106 1642 1116 7 403 2999 3628
internal_value=0 0.0091149 0.0080581 0.00862768 0.0235526 0.00320204 0.011113 0.00850418 0.0161549 0.0301937 0.00938813 0.0130568 -0.00327776 0.00129529 -0.00173324 0.00920228 0 0.0178721 0.0304097 -0.0211589 0.0257294 0.016195 -0.029419 0.0245073 0.0192473 0.0260199 -0.0134308 -0.000101209 0.053602 0.0543792 -0.0118178 0 0.0278928 0.00527273 0.00413468 -0.0206973 0.00019935 0.00446169 0.00999903
internal_weight=0 21676.4 20260.9 19908.5 1415.52 6321.16 13587.3 9064.22 4523.08 1430.66 3092.43 6559.17 2505.05 5650.69 4074.08 1576.61 326.776 670.468 1088.75 352.413 958.435 580.677 241.551 474.225 120.427 262.126 206.35 110.862 130.311 120.255 61.8796 196.244 73.4086 318.551 11.2432 128.996 77.3537 71.7019 48.9822
internal_count=3105595 2223638 2096774 2053879 126864 678579 1375300 1030888 344412 109555 234857 735885 295003 609002 435799 173203 25327 69577 101537 42895 94921 54132 34042 50248 7747 25291 17580 8853 6616 5798 5167 19329 3814 28841 2131 11477 6103 5700 3686
cat_boundaries=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=2 1 4751365 1 2916360 332416 56 6 774 8399618 15 2115608 263 8399939 728 73 13 330 129 2 60 2097160 2
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=31
split_feature=0 4 1 1 3 3 1 1 4 3 1 1 3 1 5 1 1 3 2 2 3 2 2 3 5 1 1 1 1 6 2 5 1 1 1 3 1 2 1
split_gain=2133.49 28.2908 29.2195 15.7676 18.7877 17.1141 28.4873 26.9664 16.2729 15.2948 37.4836 23.2805 18.8226 16.6295 14.3674 27.7208 14.5964 12.2669 29.4512 12.5511 11.995 11.3235 10.3169 13.7447 12.2015 11.3554 10.3287 8.12861 6.76066 6.77408 6.44374 5.94462 14.6542 6.18952 5.93561 5.75917 5.77755 5.19317 5.14353
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 1.5000000000000002 7 8 9 10 11 12 13 14 15 6.5000000000000009 5.5000000000000009 16 6.5000000000000009 3.5000000000000004 17 18 19 20 21 22 23 4.5000000000000009 24 25 26 27 28 29 1.5000000000000002 30
decision_type=1 2 9 9 1 1 9 9 2 1 9 9 1 9 1 9 9 1 2 2 1 2 2 1 1 9 9 9 9 1 2 1 9 9 9 1 9 2 9
left_child=-1 2 34 5 8 6 30 35 31 11 13 12 -4 -11 16 -16 -12 18 -13 -19 -9 -15 24 25 26 -24 -6 -26 29 -10 37 33 -33 -5 -2 -7 -37 -3 -25
right_child=1 3 9 4 22 7 -8 20 28 10 14 17 -14 21 15 -17 -18 19 -20 -21 -22 -23 23 38 27 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.098421267018725236 -0.028337717699668648 0 0.033167150081860684 -0.010143679153380854 0.028734835121554295 -0.010052876249036613 0.00097578243671371751 0.016156966045085267 -0.0062880108142645361 -0.037181453768789618 0 0.0023946445819017998 0.0015946073273363532 -0.0065918079512218191 -0.0072277819593287848 0.031116515800755157 0.027595804123065379 0.0067680265002168965 -0.053580433765577952 0.024518890113935893 -0.02626769803917316 0.014312027997246899 0.023183052864360412 0.0076245898507419979 -0.0049726714228406285 -0.0035079988382437999 0 0.01075991944797982 0.034145360957536113 0.020728497359586706 0.0068378731225310924 0.019299821846610579 -0.0038568122049358403 0.023611403313540502 -0.006667602560930002 0.014128946206969237 0.0025378340126367012 0.045232332317648713 -0.012493232524929858
leaf_weight=2023.5185937937349 138.43050816952018 18.742358970455825 646.12734981370158 29.751894327113405 280.1516148878145 147.52205194206908 559.0037978553446 45.29629950877279 74.899452112149447 126.73310721269809 247.53215683856979 728.98396522388794 306.14970717881806 2054.3331882858183 674.46373056422453 214.53338880115189 709.61834271531552 3774.6966550529469 76.429346427554265 445.24964635260403 382.34672437328845 260.21349942265078 1218.3668893356808 286.25691947503947 1063.5281050862977 156.89333509118296 237.09403820848092 426.56576591264457 910.98924815328792 687.29023998882622 99.290052621392533 466.47653950680979 538.33825884840917 501.23918163473718 943.56982262455858 840.23658362659626 1056.5562119713286 315.91830812301487 168.02394996257499
leaf_count=882132 18870 1641 41083 2794 25279 14804 68854 3868 5788 16166 26344 69178 40214 265375 76764 36338 71056 365210 10312 55093 51816 34047 89180 23488 135364 17519 21894 43578 51539 49528 7064 35067 65012 40059 105559 102942 103859 23221 16545
internal_value=0 0.00818024 0.00465526 0.0119331 0.0146818 0.00612042 0.0169736 0.00144055 0.0204499 0.00632481 0.00165246 0.00959292 0.0237926 -0.00636178 0.0123194 0.0026727 0.0207466 0.0066763 -0.00424057 0.00885055 -0.0201349 -0.00394385 0.00961901 0.0150955 0.00437873 0.019913 0.0171554 -0.000110041 0.0274927 0.0175185 0.0351269 0.0123363 0.00700064 0.0209841 -0.0106189 0.00639757 0.00801309 0.0424075 0
internal_weight=0 21857.8 11347.1 10510.8 7045.87 3464.91 992.955 2471.96 3208.98 10265.1 4287.43 5977.64 952.277 2441.28 1846.15 888.997 957.15 5025.36 805.413 4219.95 427.643 2314.55 3836.88 1829.54 2007.34 1375.26 517.246 1490.09 1673.18 762.19 433.951 1535.81 1004.81 530.991 1082 2044.31 1896.79 334.661 454.281
internal_count=3114444 2232312 1231609 1000703 622634 378069 100780 277289 249787 1107180 526090 581090 81297 315588 210502 113102 97400 499793 79490 420303 55684 299422 372847 146732 226115 106699 47173 178942 106855 55316 31926 142932 100079 42853 124429 221605 206801 24862 40033
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=2 15253511 838933 54 13 265233 264453 143 8536 270352 7 16 2 264352 1664 1 514 200 2 10494176 6295712 12591200 2097728 4 2 78344 12648456 4227076 514 256 8462504
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=28
split_feature=0 7 1 3 1 2 1 1 2 1 5 1 5 5 5 5 1 2 5 1 3 3 2 1 4 3 2 4 3 3 2 3 6 3 4 2 3 4 3
split_gain=1913.74 24.5593 25.2299 22.0141 45.5 39.9606 93.3081 78.4564 26.9282 40.225 88.1091 39.8192 93.847 46.0036 29.905 20.5386 18.6712 17.8717 40.4896 34.3877 17.6933 15.9332 13.6578 12.9353 11.836 11.0172 8.09208 7.79471 5.8004 5.16715 4.90199 4.11331 4.08572 4.43895 4.03958 3.78586 5.85035 3.52576 3.0657
threshold=0 1 2 3 4 2.5000000000000004 5 6 2.5000000000000004 7 8 9 10 11 12 13 14 3.5000000000000004 15 16 17 18 5.5000000000000009 19 1.0000000180025095e-35 20 2.5000000000000004 2.5000000000000004 21 22 6.5000000000000009 23 24 25 5.5000000000000009 4.5000000000000009 26 3.5000000000000004 27
decision_type=1 1 9 1 9 2 9 9 2 9 1 9 1 1 1 1 9 2 1 9 1 1 2 9 2 1 2 2 1 1 2 1 1 1 2 2 1 2 1
left_child=-1 2 17 4 15 7 -7 -6 9 10 -5 12 -10 -13 -11 -4 26 23 20 21 30 -20 -17 24 31 -26 -3 28 -25 -18 -19 -2 35 -34 -31 36 -28 -21 -29
right_child=1 16 3 8 5 6 -8 -9 11 14 -12 13 -14 -15 -16 22 29 18 19 37 -22 -23 -24 27 25 -27 32 38 -30 34 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.098254213403841426 0.00089973564695750008 0.016393338404652038 0.015284839826491869 -0.043005602392030634 0.06106225061349229 -0.020552971716367385 0.028326278753490353 0.0099982140511048392 -0.044209567327907436 0.010371463373378818 0.030229968551534033 0.02168736593104309 0.0076930259743911919 0.0050004730419479088 -0.013546100580232043 -0.039940141621239142 0 -0.0045576470911867402 0 -0.020088032171629289 -0.023159180735731495 0.027277648069197247 0.025227463662163153 -0.0038127940407819334 -0.0037305579463021918 0.028245923457016903 0.029215018788997023 -0.011678267555788002 -0.022187310569648087 0.023295230269106633 0.010238690754696559 -0.017140468019423757 -0.036640416459702889 0.0012400068849720061 0.046968862424360797 -0.017540779332735588 -0.0090267606578033135 0.0052359250196161652 0.011108441977983734
leaf_weight=1832.9739117622375 201.30405422206968 123.95490652648732 99.403795809717849 173.63370928354561 532.55062961555086 611.50937947351485 931.30449716490693 731.13929083454423 403.62589329970069 668.13334274268709 810.54378201486543 3229.3544936019462 1729.2857029407751 3516.9829298770055 1975.9453574680956 220.81931428122334 82.736876703798771 606.21498822711874 255.93317208718508 231.72906308504753 435.57235143735306 1088.4646082090912 10.521915989927946 322.84501863084733 155.21935952897184 210.577194100013 40.752571018878371 41.28898792155087 687.39184595481493 910.81073818093864 312.49240491737146 205.47091053740587 58.083169187186286 29.631654945900664 136.49071428901516 38.459073801059276 38.237220538314432 34.326827208977193 140.39928473462351
leaf_count=881664 19027 7786 6605 16272 18493 27921 78633 80027 50221 81688 68099 273300 172094 352820 243619 8789 7343 86769 34890 29917 71269 149525 704 34465 18265 25970 3194 5662 66070 88427 44568 17911 5400 2492 6474 3842 2597 2885 14125
internal_value=0 0.00728989 0.00635927 0.00831916 0.0158554 0.0200577 0.0087887 0.033216 0.00636042 -0.000814555 0.0159662 0.00932595 -0.00245578 0.0130738 -0.00731427 -0.0173099 0.0198177 4.8735e-05 0.00499234 0.0156405 -0.00751787 0.0220879 -0.0332726 -0.00722415 0.00253409 0.0152844 -0.000627158 -0.013611 -0.0171329 0.0256771 0.000320255 -0.00844915 -0.0129924 -0.0251143 0.0276246 0 0.0124136 -0.0150979 0.00356487
internal_weight=0 22033.1 20574 15644.8 3137.25 2806.5 1542.81 1263.69 12507.5 3628.26 984.177 8879.25 2132.91 6746.34 2644.08 330.745 1459.16 4929.23 2964.73 1610.45 1354.28 1344.4 231.341 1964.5 772.572 365.797 329.119 1191.93 1010.24 1130.04 918.707 406.775 205.164 87.7148 1047.3 117.449 78.9898 266.056 181.688
internal_count=3109822 2228158 2100603 1479285 221172 205074 106554 98520 1258113 409678 84371 848435 222315 626120 325307 16098 127555 621318 419823 217217 202606 184415 9493 201495 81173 44235 25311 120322 100535 102244 131337 36938 17525 7892 94901 9633 5791 32802 19787
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2 1 15254791 6 65696 8 8 331928 2 73752 2 2 2 2 2916360 2 12584195 124 537 2146306 296 808 1 202 5 7 195 547
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=27
split_feature=0 4 1 2 3 4 1 1 5 5 1 1 2 3 1 1 2 3 3 1 1 3 3 2 2 3 2 3 1 2 1 5 1 1 4 6 5 4 2
split_gain=1720.24 22.6532 21.3568 15.2305 14.0046 13.5813 22.3732 13.4684 25.7127 20.9387 11.0471 10.5479 12.412 26.5442 18.9688 15.4016 31.9251 11.7333 9.29438 31.7526 20.4929 9.72935 9.02353 7.6282 6.387 6.3755 5.49066 5.39692 4.41157 4.37756 4.24957 3.54612 11.8355 6.70515 3.07097 3.84564 2.91577 2.67216 2.4706
threshold=0 1.0000000180025095e-35 1 1.5000000000000002 2 7.5000000000000009 3 4 5 6 7 8 4.5000000000000009 9 10 11 2.5000000000000004 12 13 14 15 16 17 4.5000000000000009 6.5000000000000009 18 2.5000000000000004 19 20 2.5000000000000004 21 22 23 24 28.500000000000004 25 26 36.500000000000007 10.500000000000002
decision_type=1 2 9 2 1 2 9 9 1 1 9 9 2 1 9 9 2 1 1 9 9 1 1 2 2 1 2 1 9 2 9 1 9 9 2 1 1 2 2
left_child=-1 2 22 10 31 11 25 8 -6 -9 -4 12 15 14 -14 17 -17 -3 19 23 26 -22 24 -13 29 -7 -20 -21 -15 36 -27 33 -33 -5 35 -8 -2 -32 -37
right_child=1 5 3 4 7 6 34 9 -10 -11 -12 18 13 28 -16 16 -18 -19 20 27 21 -23 -24 -25 -26 30 -28 -29 -30 -31 37 32 -34 -35 -36 38 -38 -39 -40
leaf_value=-0.098072688825245655 0.012621717143144662 0.015123425193366156 0.0089714396081005451 0 -0.0056853038778077424 -0.016593138836162681 0.0040019222359997317 0.011337713095958844 0.026078025710194228 0.0010276199183272237 -0.036743946208293014 0.039992592905270442 0 -0.011890788673203478 0.03331724351714184 0.035975156573422068 0.0055667576796215278 0.00051043662091204722 -0.0053565045808242409 0.00099630302731913245 0.015268595534435214 -0.021351103771691082 -0.025317789160986627 0.0015088734935256882 0.01923455004448426 -0.0086709242475662748 0.0079047839501366641 -0.025213768312963531 0.0061950668759698738 -0.013675725649305881 0.020883109028426366 0.019892488886655669 -0.021734309047053001 -0.028901473479723619 0.010017655023792482 0.052126906511224036 -0.007538122558004668 -0.006046639037872171 0
leaf_weight=1661.9084390779026 119.74775183550082 690.7255432959646 52.489144537248649 142.12601210223511 335.76764099881984 81.130450009484775 56.746138059301302 3038.3210662214551 791.57758692698553 5731.0253628045321 111.32861033861991 317.45431669149548 196.76342865079641 129.67059698863886 934.11566878366284 523.45073742815293 1035.864234786015 2433.5297564325156 334.72105386783369 581.93184902821667 48.502760304138064 457.84859795623925 264.52994659810793 82.765743867959827 71.178975202376023 47.09883560182061 1618.830822103424 47.934976513730362 550.17923615314066 381.07710457080975 192.7696021979209 102.97669267212041 90.779127149377018 154.07896872330457 78.092616908019409 244.72601780598052 94.168426902149804 11.229934461414812 7.3222958964761338
leaf_count=881869 14381 61874 7738 14358 33841 7325 3385 348506 51332 613949 6762 22951 17591 14916 56275 40914 74743 253666 42134 70354 4139 60476 32572 5931 10560 4387 174529 5187 40265 44137 10814 13807 13015 23349 3967 12642 6295 630 366
internal_value=0 0.00652899 0.00339013 0.00469819 0.00523073 0.00984909 0.023195 0.0060738 0.0163153 0.00465504 -0.0228599 0.00879129 0.0111976 0.0183683 0.0274771 0.00828619 0.0163469 0.00398629 0.00412747 0.0119319 0.00060071 -0.0164332 -0.0107464 0.0326331 -0.00342915 0.00198173 0.00540744 -0.00193701 0.00185967 -0.0074684 0.0104693 -0.0105043 0 -0.0170709 0.0382726 0.0441425 0.00268156 0.0168149 0.0488552
internal_weight=0 22184.6 11481.2 10550.5 10386.7 10703.4 719.116 9896.69 1127.35 8769.35 163.818 9984.29 6494.3 1810.73 1130.88 4683.57 1559.31 3124.26 3489.99 1030.09 2459.9 506.351 930.702 400.22 666.172 332.229 1953.55 629.867 679.85 594.993 251.098 489.961 193.756 296.205 386.887 308.794 213.916 204 252.048
internal_count=3105932 2224063 1234602 1126657 1112157 989461 43516 1047628 85173 962455 14500 945945 560244 129047 73866 431197 115657 315540 385701 104423 281278 64615 107945 28882 75373 23156 216663 75541 55181 64813 15831 64529 26822 37707 20360 16393 20676 11444 13008
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 15253509 768 4789594 329744 2 2 262496 10563818 124 2097162 8396896 262 13 3089 4459264 514 62 387 12 2101258 525320 2 5954 65696 2 2
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=27
split_feature=0 6 4 1 1 2 1 1 5 1 1 2 3 1 1 1 3 3 1 1 3 3 4 3 1 4 5 4 2 3 1 2 1 1 4 3 4 2 4
split_gain=1548.03 21.15 16.0461 13.7103 12.2918 11.035 30.516 10.4956 17.996 53.1391 35.2138 32.4204 15.3752 18.3726 13.6628 10.761 10.6826 9.35375 8.5992 8.12876 24.9407 17.8435 7.6735 7.0168 5.65609 5.48791 4.35656 3.99304 3.96846 3.74704 2.9888 2.80362 11.3529 10.9585 2.23981 2.15759 1.93308 1.92427 1.67872
threshold=0 1 4.5000000000000009 2 3 1.5000000000000002 4 5 6 7 8 3.5000000000000004 9 10 11 12 13 14 15 16 17 18 9.5000000000000018 19 20 1.5000000000000002 21 8.5000000000000018 1.5000000000000002 22 23 2.5000000000000004 24 25 7.5000000000000009 26 1.5000000000000002 5.5000000000000009 1.5000000000000002
decision_type=1 1 2 9 9 2 9 9 1 9 9 2 1 9 9 9 1 1 9 9 1 1 2 1 9 2 1 2 2 1 9 2 9 9 2 1 2 2 2
left_child=-1 2 3 23 28 6 29 17 9 22 16 14 13 -11 -12 -13 -10 25 -14 21 -21 -7 -9 -2 37 31 -19 35 -4 -5 -27 33 -33 -3 -32 -26 -25 -6 -28
right_child=1 7 4 5 24 19 -8 8 10 12 11 15 18 -15 -16 -17 -18 26 -20 20 -22 -23 -24 36 27 30 38 -29 -30 -31 34 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.097873656927852853 0.0087682708012644887 0.0207355820673094 0 -0.0032090976624858307 -0.014651577580219694 0.016642333360551265 -0.031194885876848613 -0.044136453886553628 -0.0096196562504059172 0 -0.00067631808702396136 -0.0013807432080447412 -0.003483607390302167 0.038029215417284441 -0.020348885588691801 0.019023246594342388 0.031155737718188876 -0.023833586052044893 0.014046484234822538 -0.0052389423741539239 0.0086780546849652036 0.0058724380221704372 0.01326385703875551 -0.028022732623490251 0.014586017346700113 -0.0058471804624811762 -0.008908554183101115 0.02553007229915066 0.055123278342242669 0.03323046246531277 0.026241211070781447 0.0060239352191929435 -0.023034935354593049 -0.017921010225907152 -0.0016143688319450863 0.00072378440020615022 -0.00012953067222731235 0.0083618732437675067 0.0010744903479851377
leaf_weight=1506.8182576824911 67.085492120590061 159.34406662918627 3.6923372040037057 17.768765781540424 70.288821752998047 2757.4730068877107 204.85559483175166 161.15065933717415 50.434863854665309 162.21069140068721 576.85703916731291 473.86649497202598 361.57319373590872 476.98196878121234 1084.5032390323468 466.61948172969278 350.67989958333783 207.26645473309327 832.96214486123063 1640.1855306969956 5308.1646036038874 3916.0686581577174 4.3901441749185315 155.38666147337062 353.55909317638725 17.322169806924649 739.01166872220347 355.04183681216091 105.6690767344553 91.756282000103965 137.86910121364053 286.5361984106712 182.46825321973301 73.079377839458175 7.4757309558335683 242.38986460538581 54.742153957951814 15.100660648196934 142.65000768040773
leaf_count=881924 7361 7402 377 2240 8369 198383 16513 23969 7160 18692 64319 46718 37936 39410 127896 43138 32954 27221 77970 174032 587258 406320 506 21608 22493 1439 76003 18802 3808 14376 12660 42102 15164 4609 561 16857 4694 2112 13138
internal_value=0 0.00588296 0.00795322 0.00697759 0.019382 0.00743776 -0.0100044 0.00124058 0.00369667 0.0109936 -0.00111099 -0.00555352 0.0161654 0.0286023 -0.013953 0.00889042 0.0249413 -0.00484754 0.00855636 0.00788883 0.00533878 0.0104398 -0.0373676 -0.0134517 0.0141983 0.00260916 -0.0109132 0.0165239 0.0482424 0.0260353 0.0176959 -0.00102606 -0.00572642 0.00688589 0.021822 0.00997661 -0.0220127 -0.00631842 -0.00698205
internal_weight=0 22314.5 15359.2 14213.5 1145.74 13936.3 314.381 6955.25 5002.23 1999.27 3002.96 2601.85 1833.73 639.193 1661.36 940.486 401.115 1953.02 1194.54 13621.9 6948.35 6673.54 165.541 277.214 1036.38 864.095 1088.93 950.991 109.361 109.525 162.667 701.428 469.004 232.423 145.345 595.949 210.129 85.3895 881.662
internal_count=3108494 2226570 1505603 1432785 72818 1399122 33129 720967 520668 198483 322185 282071 174008 58102 192215 89856 40114 200299 115906 1365993 761290 604703 24475 33663 68633 83937 116362 58152 4185 16616 14660 69277 57266 12011 13221 39350 26302 10481 89141
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 9 5013509 8324 2115048 13140236 2 67088 329232 27 2117632 2111616 2107521 896 156 4163 8460376 523 14 50 590864 2 7 524292 8388864 8 174
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=29
split_feature=0 7 6 1 1 1 3 4 1 1 2 3 6 3 2 3 3 1 1 1 3 2 3 4 3 2 1 6 1 1 4 2 4 3 1 3 3 4 1
split_gain=1393.07 18.6331 17.2783 14.4618 12.1579 12.146 9.39945 8.85771 20.125 19.4347 26.9241 17.9784 8.80267 8.10707 7.72644 20.9473 13.3467 36.4886 20.5928 10.1474 5.62012 5.55667 4.91738 4.81117 4.45457 4.20688 3.84711 3.04407 2.95331 2.54193 2.28036 1.75245 5.63421 4.07063 3.40659 2.42724 2.09915 1.8419 1.46809
threshold=0 1 2 3 4 5 6 1.5000000000000002 7 8 7.5000000000000009 9 10 11 4.5000000000000009 12 13 14 15 16 17 4.5000000000000009 18 37.500000000000007 19 2.5000000000000004 20 21 22 23 1.0000000180025095e-35 3.5000000000000004 2.5000000000000004 24 25 26 27 7.5000000000000009 28
decision_type=1 1 1 9 9 9 1 2 9 9 2 1 1 1 2 1 1 9 9 9 1 2 1 2 1 2 9 1 9 9 2 2 2 1 9 1 1 2 9
left_child=-1 2 5 12 31 6 23 9 20 11 -11 -7 21 -10 16 28 17 -6 -18 -17 -9 24 38 -2 -3 -14 27 -24 -16 -8 -31 34 33 -33 35 -4 -36 -34 -5
right_child=1 3 4 22 14 7 29 8 13 10 -12 -13 25 -15 15 19 18 -19 -20 -21 -22 -23 26 -25 -26 -27 -28 -29 -30 30 -32 32 37 -35 36 -37 -38 -39 -40
leaf_value=-0.09765585961147312 -0.0157572628022393 -0.0071337486071699277 -0.0078739099158107919 0.0057610944545338624 -0.027785833552241179 0.022591462675768156 -0.0094403943820364176 0.0096486143801099052 -0.0012675646496922873 -0.00023439536949362654 0.027622374138343727 0.0069412052519348122 0 0.017431287956352352 0.0042762517312792004 -0.0071357060651015816 -0.018406350958871193 0.009552673896813758 0.00011144654156180526 0.014527663055701925 -0.0093922478549751179 -0.017010583092759289 0.021879228895139935 0.022808015801949372 0.026120318625255979 -0.036401905804307751 0.029526548460609477 0.005230810838702092 -0.020619070103628376 0 0.011091848513118119 0.012958966163095016 0.029161668686842137 -0.0062845319975176235 0.028840146328160246 0.0093582104561690648 0.0056660024330440067 0 -0.012845996001809634
leaf_weight=1366.4735460865777 472.23822331643896 24.102661060169339 77.853723383974284 61.06772263883613 279.24977398070041 974.80426146509126 79.072282757551875 174.6517329250928 226.13850384787656 5034.6872004973702 341.13314220355824 3387.6789225133834 48.876285522710532 2420.1388990010601 25.941954145906493 229.69820650748443 1124.8398136258475 1385.3635966957081 1182.7933289891807 1001.4955054569873 467.10120830335654 23.836268587037921 266.96202976140194 2.562684124801307 106.29452643194236 62.850004625506699 538.85927618423011 344.75221091229469 282.52927296131384 379.57310050306842 370.57573385443538 115.47013057116419 70.243359507061541 329.6035973127 158.21164357103407 182.33268076530658 144.88441385468468 10.681063995696602 28.63690215209499
leaf_count=881983 62627 1533 9778 4348 28837 44288 9946 10967 17942 618493 40895 296467 2794 176825 2915 25361 120565 114312 144519 102877 42813 2438 22486 296 6194 5554 50745 29108 33230 39665 45328 11735 4033 35318 19003 23088 12206 447 3398
internal_value=0 0.00527771 0.00446994 0.0160012 0.000182235 0.00641506 -0.00256711 0.0073423 0.011921 0.00574128 0.0016183 0.0106799 -0.00405057 0.0157266 -0.0016969 0.00416505 -0.00406241 0.00260787 -0.00894696 0.0101527 -0.0035082 0.00951526 0.0204025 -0.0133473 0.0191024 -0.0223263 0.0221913 0.0138537 -0.017414 0.00359053 0.00575214 0.00967986 0.00434283 -1.6952e-05 0.0138495 0.00284046 0.020589 0.0245452 0
internal_weight=0 22437.8 20931.5 1506.24 6601.19 14330.4 1304.02 13026.3 3288.03 9738.3 5375.82 4362.48 265.96 2646.28 5511.91 1539.66 3972.25 1664.61 2307.63 1231.19 641.753 154.233 1240.28 474.801 130.397 111.726 1150.57 611.714 308.471 829.221 750.149 1089.28 525.998 445.074 563.282 260.186 303.096 80.9244 89.7046
internal_count=3105357 2223374 2094776 128598 688224 1406552 157862 1248690 248547 1000143 659388 340755 18513 194767 572616 164383 408233 143149 265084 128238 53780 10165 110085 62923 7727 8348 102339 51594 36145 94939 84993 115608 51533 47053 64075 32866 31209 4480 7746
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2 1 1 786440 340608 13157893 209 67600 67640 12 5 515 771 15 6291750 8914012 2115609 525 1 56 2179504 10 2115584 524293 645 12288 480 240 87
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=31
split_feature=0 4 1 3 4 1 2 1 5 5 1 6 3 1 1 3 1 1 3 1 3 2 1 3 1 1 3 3 6 4 1 5 6 3 2 3 2 3 2
split_gain=1252.72 16.171 14.526 10.1118 8.65947 13.4808 8.37196 9.95489 45.7651 31.5792 7.96424 5.96747 6.5597 14.1016 10.0875 4.94756 13.9112 8.98248 4.91137 4.70624 4.40738 4.35792 4.17708 4.11291 4.01606 3.83086 3.7703 3.03386 2.8503 2.58242 2.29535 2.72603 3.34397 2.18113 1.83734 1.45825 1.40646 1.326 1.31316
threshold=0 1.0000000180025095e-35 1 2 9.5000000000000018 3 1.5000000000000002 4 5 6 7 8 9 10 11 12 13 14 15 16 17 15.500000000000002 18 19 20 21 22 23 24 57.500000000000007 25 26 27 28 2.5000000000000004 29 3.5000000000000004 30 2.5000000000000004
decision_type=1 2 9 1 2 9 2 9 1 1 9 1 1 9 9 1 9 9 1 9 1 2 9 1 9 9 1 1 1 2 9 1 1 1 2 1 2 1 2
left_child=-1 2 21 30 11 20 10 9 -9 -8 -5 12 13 -3 26 16 24 27 -19 -16 -6 25 -15 29 -13 28 -14 -17 33 -7 31 -4 -33 -2 -27 -30 -25 -18 -32
right_child=1 4 3 6 5 23 7 8 -10 -11 -12 15 14 22 19 17 37 18 -20 -21 -22 -23 -24 36 -26 34 -28 -29 35 -31 38 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.097416906156254562 -0.0042593295232042378 0.023865994116196311 -0.009846572016648094 0.0087094311585169514 0 0.021062752952673576 0.011145875254610922 -0.014360883591067472 0.022542129215138058 -0.0016165344775373209 -0.031535500563747786 0.00074325743200982124 0.0021217979979082291 -0.012861114629031129 0.0061089896859831388 0.0028431851449094011 -0.0011174792735882261 -0.012340898288798781 0.002747703797222579 -0.0016558352571076568 0.042731583687792507 0.020263279088808022 0.0075442361840291627 -0.01283940762588273 0.020755609185551194 0 0.022147111606368345 0.015960572269322251 -0.001664614129175299 -0.0072125937569195945 0 0.02361118608723535 -0.0079253580862301467 0.017763008436244346 -0.029548643389184993 -0.012007285747958818 0.0015860348987570751 -0.018519486971935364 -0.017506735555944647
leaf_weight=1239.108813916333 40.29637390607968 774.43780404585414 77.089161234674975 46.288103016326204 35.601643077563494 113.88963768410031 2951.2481283536181 443.21066577988677 1104.3698863978498 5441.3054507353809 88.21777785429731 330.74496449320577 180.28806386352517 65.198488427675329 3608.1812212016666 353.74190499365795 110.77303715923335 223.98781243385747 1140.0091567439958 908.18116700602695 184.15361843700521 15.662636778084559 1058.3753024114412 96.746599226607941 136.87793411087478 17.035048701334745 493.47370846045669 711.73750187596306 316.86507569486275 7.5357669366057953 78.791888993931934 43.905752508435398 16.370709138922393 45.646710426313803 123.07671776920324 501.56028274993878 67.587189414538443 331.34908273548353 276.0508195781149
leaf_count=881788 3922 60158 12037 7066 2508 6123 323287 51494 100813 553057 5351 30790 10374 5348 336281 41058 12920 19770 113735 90787 9195 2685 92934 7578 14805 2201 41845 58621 36337 457 11118 6620 2623 5277 19524 54195 3537 34503 32532
internal_value=0 0.00468645 0.00204643 0.00319376 0.00745345 0.0202389 0.00391191 0.00429878 0.0116374 0.00285608 -0.0181871 0.00674864 0.00841311 0.0136071 0.00636677 0.00304899 -0.00294701 0.00542711 0 0.00448091 0.0367684 -0.00883567 0.00570091 0.0030311 0.00836599 -0.010187 0.0176282 0.0121374 -0.00658364 0.0152391 -0.0101312 0 0.0136731 0.006982 -0.0245869 -0.0086166 -0.00573853 -0.0152361 -0.0141114
internal_weight=0 22559.9 11627 10566.8 10932.9 505.514 10074.6 9940.13 1547.58 8392.55 134.506 10427.4 7088.14 1898.01 5190.12 3339.22 909.745 2429.48 1364 4516.36 219.755 1060.14 1123.57 285.759 467.623 1044.48 673.762 1065.48 904.368 121.425 492.208 137.366 60.2765 85.9431 140.112 818.425 164.334 442.122 354.843
internal_count=3105254 2223466 1230139 1105998 993327 29398 1041068 1028651 152307 876344 12417 963929 637727 158440 479287 326202 93018 233184 133505 427068 11703 124141 98282 17695 45595 121456 52219 99679 99731 6580 64930 21280 9243 9199 21725 90532 11115 47423 43650
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=2 15253511 768 10511028 12776 2 2 262496 9 36 91690 10555520 801 2169525 6563403 6 43376 641 786449 588 2099233 11026434 520 192 4 267648 2 5 101 70 256
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=27
split_feature=0 7 6 1 1 1 2 4 1 1 2 3 3 1 1 1 6 3 3 3 1 2 2 2 2 1 1 3 3 2 1 2 3 2 2 3 2 3 3
split_gain=1127.93 14.3884 13.4454 11.4421 9.74418 9.5001 17.878 16.3735 14.6563 13.6467 7.98117 17.5968 15.0247 35.4756 20.3547 8.07644 7.53157 5.92081 5.32618 5.2183 14.54 17.4335 6.32382 4.82918 4.18736 4.88172 3.96217 11.036 3.90042 3.75732 3.73789 3.59997 3.22168 2.95915 4.80873 2.59824 2.2284 2.09282 1.75981
threshold=0 1 2 3 4 5 7.5000000000000009 1.5000000000000002 6 7 4.5000000000000009 8 9 10 11 12 13 14 15 16 17 2.5000000000000004 2.5000000000000004 4.5000000000000009 10.500000000000002 18 19 20 21 2.5000000000000004 22 3.5000000000000004 23 3.5000000000000004 4.5000000000000009 24 16.500000000000004 25 26
decision_type=1 1 1 9 9 9 2 2 9 9 2 1 1 9 9 9 1 1 1 1 9 2 2 2 2 9 9 1 1 2 9 2 1 2 2 1 2 1 1
left_child=-1 2 5 16 18 19 7 17 -9 36 12 30 13 -6 -14 -13 23 -7 -4 20 21 -2 -22 28 31 -26 38 -28 -3 -18 -12 -21 -11 35 -35 -20 -8 -29 -5
right_child=1 3 4 26 10 6 9 8 -10 32 11 15 14 -15 -16 -17 29 -19 33 24 22 -23 -24 -25 25 -27 27 37 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.097155047875323933 0.036492717468277272 -0.0069284777355658154 -0.0061302950644121952 0 0.010553116089654618 -0.022331442620678984 -0.018185577527904617 -0.011341908085767446 0.015068962007046584 0.006123601315884116 -0.036514600255363155 -0.0067798499460040244 -0.01781885944192332 -0.021391880204044582 0.00016640711106141618 0.012551344965387349 0 -0.0023634506773117067 0.029309565308579477 0.0040653875308804656 -0.0054880645528045356 0.0090878019577130664 0.0089440473266786565 -0.01646804093240831 0.0018258264407761246 -0.02941997378648907 -0.0031581721838278643 0.010498159078260528 0.023669003338232551 -0.034848879140390039 -0.0070540057391469818 0.0091425680742265383 0.034078052704071785 -0.0073184218144673619 0.016528515240145362 0.0062334175993685936 0.0080386545356141339 0.028367923359548092 0.028716880874270406
leaf_weight=1123.6518484924454 388.27833525114693 23.966114755254239 116.34997844020836 43.152576853753999 1403.3152214331785 121.62802779569756 79.429466940229759 221.24693533603568 994.6593890665099 120.97603848029394 44.386778277345002 219.07964719261508 1239.8714191401377 415.71993277611909 1182.0637767895823 1145.8594653971959 49.028896331787109 3603.6992741476279 163.59822058887221 4164.5278991499217 438.69021315313876 680.14451167499647 767.82948374515399 23.49676227918826 104.77536781458184 33.23214744636789 290.38375664688647 339.70159844809677 109.07274993229657 60.728087110444903 263.67807863431517 2501.043877706863 262.58033185766544 128.70372966071591 134.76873124716803 173.75590405287221 7.9071497728582463 226.4467172906734 372.6506091375486
leaf_count=881414 21643 1532 13338 4928 119706 12517 12410 24232 91645 14759 5797 23518 136812 40615 144228 115236 2795 444576 18994 398723 49679 39987 68706 2439 8098 4019 25222 27043 6191 5550 30521 191279 26550 10905 11205 15333 1374 18116 34973
internal_value=0 0.00420462 0.00349334 0.013524 -0.000196721 0.0051961 0.00178259 0 0.00989497 0.0197882 -0.00159819 0.0041128 -0.00393815 0.00278788 -0.00905893 0.00913037 -0.00418341 -0.00333422 0.0104378 0.00718141 0.0114825 0.019864 0.00342042 0.00816253 0.00564068 -0.00946477 0.0173701 0.0117132 0.0170831 -0.0212716 -0.0158692 0.00604767 0.0273803 0.0142967 0.00429997 0.020688 -0.0108792 0.0195409 0.0263143
internal_weight=0 22660.4 21121.8 1538.63 6631.15 14490.6 5412.13 4941.23 1215.91 470.893 5913.97 1673 4240.97 1819.04 2421.94 1364.94 266.293 3725.33 717.177 9078.52 2274.94 1068.42 1206.52 156.536 6803.58 138.008 1272.34 856.532 133.039 109.757 308.065 6665.57 383.556 600.827 263.472 337.354 87.3366 566.148 415.803
internal_count=3106608 2225194 2096405 128789 686208 1410197 628063 572970 115877 55093 616433 175072 441361 160321 281040 138754 18507 457093 69775 782134 180015 61630 118385 10162 602119 12117 110282 70381 7723 8345 36318 590002 41309 56437 22110 34327 13784 45159 39901
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 1 1 786440 332416 6264 13174272 115715 771 15 8924248 8922204 2115608 5 513 259 36 4136 112 8397895 7 56 1032 897 624 424 576
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=27
split_feature=0 4 1 2 1 3 1 5 5 3 2 4 1 5 1 3 2 1 1 3 1 1 3 2 2 3 3 5 1 1 2 6 2 4 1 4 3 2 3
split_gain=1017.63 12.0177 10.1721 9.5001 10.208 8.28514 7.85185 25.3489 18.7734 6.96379 7.03564 6.75367 11.8262 4.54604 4.17618 6.78376 6.49903 12.8845 12.8785 5.91418 21.1559 15.1126 9.26985 5.1743 4.38063 3.97184 3.83649 2.65364 9.48518 5.76234 2.63127 2.6202 2.42861 2.21912 2.21777 1.92959 1.6148 1.19412 1.09017
threshold=0 1.0000000180025095e-35 1 1.5000000000000002 2 3 4 5 6 7 4.5000000000000009 9.5000000000000018 8 9 10 11 4.5000000000000009 12 13 14 15 16 17 4.5000000000000009 10.500000000000002 18 19 20 21 22 8.5000000000000018 23 3.5000000000000004 57.500000000000007 24 2.5000000000000004 25 3.5000000000000004 26
decision_type=1 2 9 2 9 1 9 1 1 1 2 2 9 1 9 1 2 9 9 1 9 9 1 2 2 1 1 1 9 9 2 1 2 2 9 2 1 2 1
left_child=-1 2 9 4 38 27 8 -8 -7 31 -11 14 26 30 15 24 18 -18 -17 20 23 22 -21 -16 35 -23 33 29 -29 -5 -14 -2 36 -13 -22 -3 -15 -28 -4
right_child=1 11 3 5 -6 6 7 -9 -10 10 -12 12 13 32 19 16 17 -19 -20 21 34 25 -24 -25 -26 -27 37 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.096872241381759025 -0.011037124148195437 7.4191258804804947e-05 -0.0020576790998875867 0 -0.034047520434693633 0.0079560559247195666 -0.0087697125930233152 0.016390093270833489 -0.0016470884684790016 -0.026042224203493183 0.00086413354056513617 0.018725968017149989 0.051707034864129524 0.010863964696179401 0.030456584734316196 0.0021522967582648851 -0.0080681990238781181 0.018187593096670378 0.015023326493293741 0.013224589045768925 0.0026562935543296561 -0.0098741286398209074 -0.02421361419632586 0 -0.022849439485829452 0.0045375818029889277 -0.013425212179015945 0.017035672718922038 -0.020200004628609457 -0.027498156693195872 0 0.010245826085374693 0.024840263327025686 -0.0069450859797090233 -0.0080661228417620631 0.0074775449956929769 -0.0094073827766350503 0 0.015280226333119771
leaf_weight=1020.3511223128298 36.282221089699306 1224.5684624534333 12.021589690120889 154.15470572910272 105.19150222372264 3204.3866636101156 525.09297125274315 1348.5382653085981 5381.0865143382689 286.95344330649823 107.32947669323767 115.7550997196231 98.041040027746931 32.394559033447877 347.40138927591033 2518.4180102484534 181.54291184665635 1274.0950803945307 1150.2800647658296 46.501929397229105 315.88927621161565 162.51514185505221 317.36656557640526 88.342029681429267 39.27804627455771 2024.8364352491917 95.336163368774578 106.44235886516981 88.301394595066085 135.39549554395489 9.8371529134456051 149.02650067629293 45.742037264397368 7.4287122746463856 332.27488234097837 519.04594063723926 45.917004105634987 67.610461349831894 43.980380337918177
leaf_count=882021 6472 112586 1972 15864 6522 336541 59621 125481 540499 36662 16921 6179 4360 2103 23518 254114 13264 81046 81502 3809 40795 16730 44409 6137 3511 220140 7511 13774 12852 20411 406 26517 2239 448 39426 33518 2917 3491 6700
internal_value=0 0.00380031 0.00152348 0.0022331 -0.0197037 0.00263859 0.00326188 0.00910644 0.00191531 -0.0108793 -0.0180424 0.00616786 0.0173277 0.0322162 0.00554347 0.00701241 0.00886875 0.0146824 0.00640453 0.00260962 0.00865743 0 -0.0178503 0.0247773 0.00143488 0.00317404 0.00133702 -0.00952239 0 -0.0153203 0.0478751 0.00352759 0.0120717 0.0132946 -0.00255385 0.0025364 0 -0.00706302 0.00912685
internal_weight=0 22744.6 11684.2 11104.6 161.193 10943.4 10459.1 1873.63 8585.47 579.592 394.283 11060.4 518.062 231.932 10542.4 6907.23 5124.34 1455.64 3668.7 3635.13 1083.91 2551.22 363.868 435.743 1782.89 2187.35 286.13 484.294 194.744 289.55 107.878 185.309 124.054 123.184 648.164 1743.61 78.3116 162.947 56.002
internal_count=3112989 2230968 1226809 1140237 15194 1125043 1062142 185102 877040 86572 53583 1004159 29654 12025 974505 579541 429926 94310 335616 394964 109876 285088 48218 29655 149615 236870 17629 62901 26626 36275 4766 32989 7259 6627 80221 146104 5020 11002 8672
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 15237125 278880 768 25066 2 2 26 855371 2 10596586 777 2101256 8396896 13 3089 541712 514 514 588 2 5954 272544 2 278528 96 267
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=26
split_feature=0 7 6 1 1 3 1 2 1 1 1 1 2 1 1 3 2 2 4 3 4 5 1 1 2 3 1 1 2 3 3 1 1 4 4 4 4 2 3
split_gain=917.988 11.5624 10.5635 10.3487 8.20079 7.50201 29.0066 45.0727 51.9995 28.9655 15.6896 13.9906 12.8461 20.1012 16.8467 11.2908 13.8771 7.92163 6.91119 6.5902 5.75836 14.2219 44.1448 30.8579 5.43023 4.07926 6.82721 3.91613 5.03441 4.3195 3.32218 3.1251 2.19551 2.08969 1.65791 1.54581 9.10228 4.82039 1.50321
threshold=0 1 2 3 4 5 6 2.5000000000000004 7 8 9 10 2.5000000000000004 11 12 13 4.5000000000000009 7.5000000000000009 3.5000000000000004 14 1.0000000180025095e-35 15 16 17 5.5000000000000009 18 19 20 2.5000000000000004 21 22 23 24 14.500000000000002 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 5.5000000000000009 25
decision_type=1 1 1 9 9 1 9 2 9 9 9 9 2 9 9 1 2 2 2 1 2 1 9 9 2 1 9 9 2 1 1 9 9 2 2 2 2 2 1
left_child=-1 2 5 19 38 6 7 9 -9 -2 15 24 13 -12 -14 16 -7 -13 -17 31 21 22 -6 -23 -8 26 -22 29 34 -21 -5 -3 -27 -30 -29 36 -32 -37 -4
right_child=1 3 4 30 20 10 11 8 -10 -11 12 17 14 -15 -16 18 -18 -19 -20 27 25 23 -24 -25 -26 32 -28 28 33 -31 35 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.096562589556434916 0.054309199526569478 0.023124069265217408 0 -0.0023191848883979834 0.021547624814645224 -0.0084057261726965659 -0.037601675480314477 -0.018306647200034835 0.027162859645259642 0.0035991237137629217 0.012901829400758073 0 -0.0054224806452331667 -0.0063614174131165699 0.0083518443422330065 -0.024861789759434753 0.018594633908430514 0.030115644531791635 0.0056635584812880918 0.024749104711987879 0.018465503221260143 -0.025629967065320336 -0.020383808778803737 0.0002372147332909537 0.0073013027434324475 -0.015687646383864412 -0.0005338235471229085 -0.00011454001339245954 -0.015336153066715309 -0.0008812995536917758 0.029053414768038011 0 -0.00022595273365677373 0.0078260804975080426 0.016079514734559996 0.040286940161559759 0 0 0.008482787899683911
leaf_weight=926.4870054773055 383.69748079963028 173.97544482559897 225.71347589534707 34.449244551244192 568.46348341694102 591.61446152662393 108.29697612044401 464.8012645249255 458.11151909641922 191.62533594528213 685.24558949761558 1352.894965450454 972.99985935143195 2069.7420306669082 6576.7719543719431 375.95402583578834 244.32289376406698 64.622628428041935 60.37228482554201 65.159634636482224 282.11704628099687 742.16434198489878 384.74296048545511 1076.7242298766505 9.8820989008527231 59.460253859404474 391.95210837537888 90.198571559973061 313.98758972086944 123.18736528954469 223.46207154414151 70.012831178493798 1940.7946410478908 7.6363683138042679 64.673684791196138 149.06304061342962 211.2521733600297 35.902334261219949 976.00866055651568
leaf_count=882324 10997 11887 27642 4357 64570 75560 5414 19419 34022 15021 52374 141723 86322 244140 641726 53594 23751 6740 5830 7114 26573 83820 48537 92980 735 5190 30843 5612 22027 9847 24813 7638 201818 172 3144 9463 20772 2099 99668
internal_value=0 0.00343158 0.00279271 0.0117167 -0.00047269 0.00429431 0.00875607 0.0184843 0.00418602 0.0398867 0.0030731 -0.000772788 0.00438921 -0.00135152 0.00652649 -0.00716708 0 0.00212095 -0.0194844 0.00396273 -0.00217251 -0.00536344 0.004224 -0.0105371 -0.0291379 0.00103893 0.00758675 -0.00101238 -0.00614208 0.00945399 0.0210398 0.0168089 -0.00113116 -0.0133122 0.00653716 0.022855 0.016264 0.0335816 0.00681139
internal_weight=0 22822.1 21259.1 1562.96 6648.14 14611 3033.93 1498.24 922.913 575.323 11577 1535.7 10304.8 2754.99 7549.77 1272.26 835.937 1417.52 436.326 908.831 5446.42 2772.1 953.206 1818.89 118.179 2674.32 674.069 664.843 476.496 188.347 654.129 243.988 2000.25 321.624 154.872 619.68 434.714 184.965 1201.72
internal_count=3110278 2227954 2099009 128945 681641 1417368 234071 79459 53441 26018 1183297 154612 1024562 296514 728048 158735 99311 148463 59424 67441 554331 289907 113107 176800 6149 264424 57416 47916 30955 16961 61504 19525 207008 22199 8756 57147 45585 11562 127310
cat_boundaries=0 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=2 1 1 2916792 341632 6 27672 8 8 4776965 8978468 2424984 2424840 281 976 2 8390754 2099300 26 14680145 272 12 769 2097320 8912897 321
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=29
split_feature=0 7 2 1 1 5 5 1 1 2 3 1 3 3 1 3 3 2 3 4 1 5 1 1 1 4 1 3 6 2 2 3 3 1 3 4 4 2 3
split_gain=827.496 9.64551 9.24474 59.5243 19.3564 72.2476 58.6253 239.542 70.9451 52.5208 44.4949 40.9087 30.9446 28.3329 26.7263 19.1902 17.9935 16.6175 12.4023 11.8184 10.3338 8.9296 12.7441 8.74893 7.98111 6.92118 6.81932 6.46711 6.43457 4.06267 3.57248 3.44251 3.44213 3.19391 9.34887 3.47782 4.80192 3.13006 2.3385
threshold=0 1 5.5000000000000009 2 3 4 5 6 7 3.5000000000000004 8 9 10 11 12 13 14 7.5000000000000009 15 7.5000000000000009 16 17 18 19 20 1.5000000000000002 21 22 23 4.5000000000000009 16.500000000000004 24 25 26 27 2.5000000000000004 1.5000000000000002 2.5000000000000004 28
decision_type=1 1 2 9 9 1 1 9 9 2 1 9 1 1 9 1 1 2 1 2 9 1 9 9 9 2 9 1 1 2 2 1 1 9 1 2 2 2 1
left_child=-1 2 4 16 6 11 7 19 10 13 -8 12 -6 -7 -11 21 25 26 -9 -2 -19 23 -23 -5 28 -4 -17 -10 29 31 32 -3 -18 35 -35 36 -26 -30 -13
right_child=1 24 3 15 5 9 8 18 27 14 -12 38 -14 -15 -16 17 30 20 -20 -21 -22 22 -24 -25 33 -27 -28 -29 37 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.096221972285281315 -0.059584822918552653 -0.0067443613103789456 -0.055103461688721045 -0.020246458071231294 0.037427783431063642 -0.030430733825490219 0.028817873217394648 0.042342932877707427 -0.017009620473936726 -0.016679779921984553 0.0049718991073337332 -0.0039819741749001648 0.0089215492681826002 -0.009554727287050804 0.0096231648701601349 0.018044238893539708 0 0.019234512129225105 0.0055030317444402571 0.0075020945577981835 0.049994115323424813 0.024531406464620042 -0.0079860711430669185 0.0028439952566372655 0.017892664883981411 0 0.0018942189925763076 -0.0022191323108667633 0 -0.015384757130353855 0.019020561573397179 0.02155281194266559 -0.016760195737821348 -0.006088976072573968 0.015485728691769519 0.035254160681427581 -0.0074183779495026764 -0.032819226283518931 -0.021374683410184822
leaf_weight=840.81803118344396 576.40975947084371 23.841915520839393 131.41136769624427 206.42325354251079 404.95117931067944 799.92348788853269 1930.5685009309091 374.43691593618132 428.35996239329688 434.28903448849451 1405.6447427074891 201.55941854265984 3780.0597047646297 3800.4835608485155 1972.898091433919 608.75891735474579 253.25995299080387 518.53223674115725 174.40274172939826 12.659168304875491 216.96035475190729 278.84579251054674 154.58856410754379 422.65435024281032 300.13814661855577 27.981832780642435 546.81440714560449 1028.8307339869207 49.421500321710482 22.832721889950335 12.781334133818744 111.55668269796297 270.19979803776368 253.91505897650495 563.44006946054287 135.2207715625409 59.775086579844356 58.097722507780418 340.77197128575062
leaf_count=881895 66072 1527 14952 30860 40578 87376 99594 28988 47991 40712 118588 27952 344064 447091 231898 43143 29701 48523 18109 1541 12595 28854 13180 31805 32454 2843 61212 96551 2797 2438 2120 6203 32943 20454 43204 9094 5907 5550 46424
internal_value=0 0.00309128 0.0025053 0.00709005 0.00153089 -0.000803505 0.00617155 -0.0138576 0.0110579 -0.00726027 0.0190377 0.00868839 0.0120791 -0.0135095 0.00457881 0.0133291 -0.0183733 0.0193196 0.032315 -0.0564529 0.0312081 0.002081 0.0128772 -0.00511838 0.0106245 -0.0447775 0.0110646 -0.00710564 -0.00403622 0.00717889 -0.00744086 0.0153321 -0.00975943 0.0137678 0.00846215 0.0206785 0.0126722 -0.0200459 -0.0161433
internal_weight=0 22893.7 21315.5 3649.21 17666.2 11734.9 5931.31 1137.91 4793.4 7007.59 3336.21 4727.34 4185.01 4600.41 2407.19 2953.58 695.634 1891.07 548.84 589.069 735.493 1062.51 433.434 629.078 1578.24 159.393 1155.57 1457.19 265.751 158.231 536.241 135.399 523.46 1312.49 817.355 495.134 359.913 107.519 542.331
internal_count=3107783 2225888 2096260 352731 1743529 1266095 477434 114710 362724 807077 218182 459018 384642 534467 272610 270172 82559 165473 47097 67613 61118 104699 42034 62665 129628 17795 104355 144542 18515 10168 64764 7730 62644 111113 63658 47455 38361 8347 74376
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2 1 4250651 367130 2 2 536 66074 13 10510560 3 7 6291588 897 3 124 10486564 2 2097472 2360064 786440 10494052 67 5 56 588 12674119 7 28
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=28
split_feature=0 4 1 5 3 6 7 1 1 3 3 1 2 2 1 1 2 4 1 2 3 2 1 3 1 2 1 2 1 2 1 3 3 1 1 6 4 7 6
split_gain=745.389 9.79341 8.73618 11.845 10.6815 8.93404 8.55897 11.8626 7.68801 7.19531 6.92896 8.6345 6.55378 6.53338 10.1233 7.02627 6.19169 5.37404 14.0127 4.90774 4.8116 4.63689 4.38319 4.29773 4.12515 3.99901 3.97411 8.06876 18.1744 6.68013 4.81088 4.43608 3.99237 5.34852 5.11753 4.31345 3.92893 3.1265 2.80749
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 7 8 9 10 2.5000000000000004 6.5000000000000009 11 12 4.5000000000000009 7.5000000000000009 13 7.5000000000000009 14 2.5000000000000004 15 16 17 15.500000000000002 18 7.5000000000000009 19 1.5000000000000002 20 21 22 23 24 25 21.500000000000004 26 27
decision_type=1 2 9 1 1 1 1 9 9 1 1 9 2 2 9 9 2 2 9 2 1 2 9 1 9 2 9 2 9 2 9 1 1 9 9 1 2 1 1
left_child=-1 2 3 8 -5 10 20 -8 9 -2 13 19 -13 14 -4 -15 -6 26 23 -12 24 -10 -22 -19 -7 -23 27 29 37 30 -3 -31 34 -34 -28 -36 38 -29 -20
right_child=1 17 5 4 16 6 7 -9 21 -11 11 12 -14 15 -16 -17 -18 18 36 -21 22 25 -24 -25 -26 -27 32 28 -30 31 -32 -33 33 -35 35 -37 -38 -39 -40
leaf_value=-0.095850911925992016 0.029202967547376842 0.0075636319003698251 0.011110938571182264 0.0013462887659812714 -0.027607445044012153 0.0014855456420955512 -0.0068367671749597295 0.030559875304191665 0.0083505960639362244 3.2908323756688665e-05 -0.0028450620840274068 -0.0024439825909933041 0.011335196321749485 -0.0072166340877430129 0.00057683472572871456 0.025707624543215558 0.0011285309375116098 0.0065930282870875715 0 -0.021973213200836395 -0.0036842729841299856 -0.012765537939085093 0.0083055633997764344 -0.013054035924076467 -0.014136259832968599 0.017148588297790743 -0.0095834196128684792 0.041034014998842905 -0.0099768953604084457 0.010326309193730636 -0.024760591695447975 0.0030667794081307835 0.0028616184031580328 -0.0056508942452978342 0.0088522880176578507 0 0.0037291572184478027 0 0.034733793331502699
leaf_weight=763.36322475387715 116.82939802843612 35.101322194095701 1577.2960085860686 239.45756779063959 429.05584480793914 177.23285451577976 125.93650437798351 135.26776595506817 140.3569438639679 239.99632443976589 1423.8267231628997 514.52701194630936 820.75108239566907 52.113688161596656 2265.3240931060864 268.09064510231838 63.378030484600458 234.88554942829069 52.848716153996065 129.93914549052715 1594.1915334672667 457.66019441076787 326.93589574669022 143.20515110879205 662.89340367144905 15.167022365145383 170.96400941442698 191.15371464262716 97.575599421514198 1482.7668361085234 87.25498833367601 2431.0297201700741 2156.8351955497637 1071.5788065181114 1891.0793415116495 780.52828129567206 104.72564296214841 13.010924399830399 247.71690776990727
leaf_count=881506 10039 4037 106610 22175 38801 22870 9557 16069 15684 20050 150398 44891 90743 5897 281366 29537 7478 13833 3039 15994 152340 58565 42636 10630 79753 2532 16292 10451 10797 121400 8569 242983 209235 94623 163215 73352 4961 582 11982
internal_value=0 0.00273401 0.000687871 -0.00581592 -0.0152144 0.00183422 -0.00263353 0.0134672 0.00116097 0.0123205 0.00379547 0 0.00582618 0.00638975 0.00506104 0.0198613 -0.0230413 0.00485259 0.0129001 -0.00498856 -0.00440188 -0.00524831 -0.00136309 -0.00066789 -0.0105821 -0.0102435 0.00418286 0.0065293 0.021899 0.00516945 -0.0149838 0.00598476 0.00241856 0 0.00512553 0.00630491 0.0248644 0.0366038 0.0310665
internal_weight=0 22968.5 11776.2 1701.9 731.891 10074.3 3022.46 261.204 970.01 356.826 7051.87 2889.04 1335.28 4162.82 3842.62 320.204 492.434 11192.3 783.382 1553.77 2761.25 613.184 1921.13 378.091 840.126 472.827 10408.9 4337.89 301.74 4036.15 122.356 3913.8 6070.99 3228.41 2842.57 2671.61 405.291 204.165 300.566
internal_count=3105472 2223966 1223985 175324 68454 1048661 323225 25626 106870 30089 725436 302026 135634 423410 387976 35434 46279 999981 44445 166392 297599 76781 194976 24463 102623 61097 955536 398819 21830 376989 12606 364383 556717 303858 252859 236567 19982 11033 15021
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2 15253639 2 51 9 1 327736 8388736 268 206 8488 10264 277512 2692442 840 1400 620 263200 14791874 12656832 2098370 23 812 262961 262161 9 1 2
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=26
split_feature=0 4 3 2 1 1 2 4 1 6 5 1 6 1 3 3 1 1 3 6 3 3 3 6 2 1 4 2 2 6 1 2 2 2 5 1 1 4 2
split_gain=673.573 7.7981 7.30429 6.78815 10.4879 7.21075 11.1206 4.4753 9.78136 4.21599 11.053 3.58897 3.56972 3.53727 9.05525 5.38345 12.7688 5.63275 9.51211 4.42014 3.18677 2.93653 2.8987 2.84638 3.56564 2.77883 2.36829 1.87416 1.57459 1.55016 1.50836 1.46975 1.40284 1.38114 1.2385 1.35323 1.05619 1.05888 1.05338
threshold=0 1.0000000180025095e-35 1 1.5000000000000002 2 3 7.5000000000000009 9.5000000000000018 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 3.5000000000000004 20 3.5000000000000004 7.5000000000000009 2.5000000000000004 21 22 2.5000000000000004 6.5000000000000009 4.5000000000000009 23 24 25 82.500000000000014 10.500000000000002
decision_type=1 2 1 2 9 9 2 2 9 1 1 9 1 9 1 1 9 9 1 1 1 1 1 1 2 9 2 2 2 1 9 2 2 2 1 9 9 2 2
left_child=-1 2 11 4 -4 6 22 13 21 10 -7 34 -8 14 27 16 19 18 -17 -15 -10 36 -5 33 -25 -11 -18 31 30 -19 -13 -3 -23 -16 35 -2 37 -9 -37
right_child=1 7 3 5 -6 9 12 8 20 25 -12 28 -14 15 23 17 26 29 -20 -21 -22 32 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 38 -38 -39 -40
leaf_value=-0.095451965863866839 0.0054517538097623953 0.00099110959996257853 0.010584684216559181 -0.0014499166720385373 -0.031915926120330354 0.010908603719599654 0.021314723333459146 0.021923775907375632 0 0.0030925340502349357 -0.0065385971803913799 0.010197723210105914 -0.0069299831389715121 0.018315387180520001 -0.0021252015817275322 -0.022237290762939132 -0.013900473156242286 0.0038291367141803194 0 -0.0014343704364448812 0.030628659720252284 -0.010511747581379434 -0.0085591588285804932 0.021407936788242245 0.0075805791376230619 0.0085184920965380839 0.007200418497915354 0.0095109659719113029 -0.018475054700939349 -0.00031990545328731469 -0.0091643858607135305 -0.011748250071849877 0.0058089712162449998 0.01078214192249634 0.010399655721272653 -0.018089893397121068 0 0 0.00050140137058021154
leaf_weight=694.08668889582623 24.244796338316519 68.304331036168151 60.140949598629959 1462.1626760165091 108.01077053853078 481.44121645321138 195.31699630478397 63.725990072474815 38.645947019569576 5334.7903841643129 1193.4795697161462 25.269162783690263 22.151972824474797 718.56443694536574 195.27193931094371 192.49251765583176 201.75012271339074 5857.8129166070139 1063.4334553624503 102.77791598602198 212.72892665420659 178.86718688183464 1104.5534891927382 469.93959501438076 531.73963331477717 1279.5103324407246 28.110674456693232 30.81325177801773 307.87593057291815 909.71860978798941 58.779170210007578 247.39397985907272 23.201649180613458 86.280916225863621 69.260075527941808 49.134978030342609 16.756518390029669 2.3090627985075107 1.8327083233743895
leaf_count=882118 2316 5801 9076 174338 7645 53592 25277 2979 2633 526657 119518 2258 3132 53290 18389 21177 18680 550779 85687 7886 9815 11659 121429 44963 45942 113917 1597 3210 36493 87140 9281 17944 1146 8524 9823 7063 1639 145 331
internal_value=0 0.00249811 0.000666743 0.00124875 -0.0169766 0.00159877 -0.0027227 0.00438352 0.0133135 0.00309047 -0.00123663 -0.010262 0.0173153 0.00387227 0.00823655 0.0030186 0.00970084 0.00206214 -0.00389818 0.0155439 0.0260796 0 -0.0047269 0.0121188 0.0146504 0.00423214 -0.00927521 -0.00513069 -0.0150071 0.00322873 0 -0.00827734 -0.00655397 0.00147723 0.00144702 -0.00442282 0.0124285 0.0171565 -0.0122635
internal_weight=0 23018.6 11778 11241.6 168.152 11073.4 2784.19 11240.6 536.235 8289.22 1674.92 536.397 217.469 10704.4 1629.74 9074.66 1051.2 8023.46 1255.93 821.342 251.375 284.86 2566.72 1283.23 1001.68 6614.3 229.861 346.512 391.924 6767.53 84.0483 315.698 202.069 281.553 144.473 75.2125 82.7916 66.0351 50.9677
internal_count=3105289 2223171 1222146 1154581 16721 1137860 324176 1001025 30016 813684 173110 67565 28409 971009 144773 826236 81453 744783 106864 61176 12448 17568 295767 117818 90905 640574 20277 26955 48032 637919 11539 23745 12805 26913 19533 9710 4763 3124 7394
cat_boundaries=0 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=2 768 2376032 15253892 593226 2 2 12850560 3 14779523 772 4 26696 548872 96 3 641 68 212 2 13417 3 68 2 12845184 526408
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=28
split_feature=0 7 1 3 2 1 3 3 1 5 5 1 1 2 3 1 3 3 1 2 4 3 1 5 1 1 6 4 1 4 1 2 3 2 4 4 3 6 2
split_gain=608.908 7.20377 6.61708 9.02579 6.43519 47.4937 16.2422 15.5665 14.3223 55.6617 48.5309 203.857 57.5905 42.1386 33.9488 29.5229 24.0328 23.7131 22.8026 11.3422 9.91743 9.63976 8.08011 7.07489 10.682 6.75056 5.72381 5.65575 5.18017 4.60086 2.98725 4.13309 3.64707 2.90976 2.89511 4.46349 2.53165 2.40101 2.30851
threshold=0 1 2 3 5.5000000000000009 4 5 6 7 8 9 10 11 3.5000000000000004 12 13 14 15 16 7.5000000000000009 7.5000000000000009 17 18 19 20 21 22 6.5000000000000009 23 1.5000000000000002 24 2.5000000000000004 25 16.500000000000004 2.5000000000000004 1.0000000180025095e-35 26 27 5.5000000000000009
decision_type=1 1 9 1 2 9 1 1 9 1 1 9 9 2 1 9 1 1 9 2 2 1 9 1 9 9 1 2 9 2 9 2 1 2 2 2 1 1 2
left_child=-1 4 34 26 8 6 29 23 10 15 11 20 14 17 -12 -10 -17 -11 -15 28 -2 -13 -21 25 -25 -7 -4 -14 -9 -6 32 -32 -5 36 35 -3 -8 -33 -36
right_child=1 2 3 30 5 7 33 19 9 13 12 21 27 18 -16 16 -18 -19 -20 22 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 31 37 -34 -35 38 -37 -38 -39 -40
leaf_value=-0.095017309095663541 -0.054089372249494706 0.019504460743532834 0.03179161829747925 0.02152784353297487 -0.05253160681741384 -0.018854206876811701 -0.016519574408713236 0.01540084512056291 -0.014204507291124097 -0.028178864733530873 0.027247660789096812 0.0031687161025415462 -0.0087891145363349996 -0.00814051529194155 0.0067827749172539864 0.031869574267368118 0.0072333350508218004 -0.0087930662827548061 0.011380122421901702 0.014923473718471334 0.0037740533064064331 0.03909908044678298 0.040408548155810325 0.021059994786013864 -0.0083576040619030168 0.0014296805679687716 0.00099695640698689082 0.014668229333353237 0.0013810503907927165 0 0.0051650400586183542 -0.0020293962282107668 -0.0013296759487680943 0.016533949278767699 0.035853202131507798 0 -0.0012767235150034778 -0.019185594558356962 0
leaf_weight=631.16081176721491 593.89709928259254 215.28535485314205 120.59685939271003 67.901443796465173 122.99056232045405 202.25475812936202 220.66050485079177 623.05847309576347 525.78545857319841 774.18261474184692 1553.9055552496575 134.92809209937695 1381.2862240762915 929.41178118379321 1854.5493955619168 423.38631602935493 3841.3362272536615 3768.629086257657 1495.9728289219784 506.30902045138646 17.055103927152231 385.0039759518113 264.32710190757643 287.82155032036826 155.37046607537195 428.92480842513032 146.41658135293983 75.060144569259137 550.68239626719151 27.723969152895734 189.09959116228856 240.22449903935194 133.95749961445108 12.832627581199629 113.51904773828574 177.16951736074407 296.15694160631392 170.7095875153318 29.69177311565727
leaf_count=882469 71664 24205 9127 7697 14770 29543 26488 43189 71683 86452 77441 13078 138585 101483 141845 40860 346466 446619 170900 45775 1951 27663 15559 28854 13259 31953 11111 4881 61345 2814 12341 15886 11220 2127 7512 18649 35712 12695 1820
internal_value=0 0.00231235 0.00876413 0.00352009 0.00180427 0.00559908 -0.0174523 0.0110345 0.00098865 -0.00102028 0.00495727 -0.0133494 0.00934003 -0.00673662 0.0164075 0.00722045 0.0100222 -0.0124064 0.00378273 0.0163163 -0.0511076 0.031203 0.0259172 0.000963756 0.0105054 -0.00544044 0.0182125 -0.00705913 0.00941018 -0.0432325 -0.00164871 -0.00543662 0.00740753 -0.00706923 0.0175834 0.0107343 -0.00920816 -0.0111383 0.0305258
internal_weight=0 23058.1 1604.57 1068.91 21453.5 3699.11 680.365 3018.75 17754.4 11758.7 5995.69 1130.88 4864.8 6968.2 3408.45 4790.51 4264.72 4542.81 2425.38 1944.38 610.952 519.932 770.636 1074.37 443.192 631.18 267.013 1456.35 1173.74 150.715 801.893 600.034 201.859 529.65 535.666 392.455 516.817 410.934 143.211
internal_count=3107691 2225222 132263 80077 2092959 351388 81911 269477 1741571 1264463 477108 114356 362752 805454 219286 459009 387326 533071 272383 165868 73615 40741 61334 103609 42113 61496 20238 143466 104534 17584 59839 40922 18917 64327 52186 42854 62200 28581 9332
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2 1 12678215 848 56347 3 897 367130 2 2 538 66074 5 525573 3 7 6299780 643 2097444 2 2097472 2360064 10 10494052 272 12 176 5
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=25
split_feature=0 6 4 1 1 5 5 2 1 3 1 4 3 1 2 3 1 2 1 2 3 2 1 3 1 2 4 1 2 3 1 1 4 2 3 1 2 4 3
split_gain=548.716 6.92881 6.01536 10.2855 5.51752 19.0091 13.8224 12.9192 12.5638 8.34688 11.0901 7.0895 6.23317 7.38027 16.8386 5.87182 5.69814 7.78079 5.02873 8.47113 9.14243 6.85531 19.0745 5.53768 4.74275 4.69994 4.13783 5.5439 3.85692 3.78434 20.6425 5.71163 3.67546 4.54083 3.55451 3.45863 3.11483 2.78716 2.55721
threshold=0 1 4.5000000000000009 2 3 4 5 4.5000000000000009 6 7 8 1.0000000180025095e-35 9 10 3.5000000000000004 11 12 6.5000000000000009 13 2.5000000000000004 14 1.5000000000000002 15 16 17 2.5000000000000004 3.5000000000000004 18 10.500000000000002 19 20 21 2.5000000000000004 2.5000000000000004 22 23 2.5000000000000004 9.5000000000000018 24
decision_type=1 1 2 9 9 1 1 2 9 1 9 2 1 9 2 1 9 2 9 2 1 2 9 1 9 2 2 9 2 1 9 9 2 2 1 9 2 2 1
left_child=-1 2 18 -4 5 26 9 8 36 10 -6 -10 13 25 -15 24 38 -18 19 20 -2 22 -20 28 -9 -7 27 -3 -21 30 -23 -31 33 -14 -29 -17 -8 -12 -11
right_child=1 4 3 -5 6 12 7 15 11 16 37 -13 32 14 -16 35 17 -19 21 23 -22 29 -24 -25 -26 -27 -28 34 -30 31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.094540488831313108 0.033607326940545725 -0.042307086838749092 0.029687225653321676 0.0050869654992717495 -0.0035986014307568294 0 0.027606291895346236 -0.0080415139526457922 -0.015331098464040783 0.003443064828040427 0.025328189859625899 -0.0032446654324019956 0.0015361927464474696 0.0089255989463622835 -0.031392940002728416 0.011638930960714673 0.011532545917788579 -0.010678644262947075 0.019351641549693623 -0.0037943406187104707 -0.00093756197095424285 -0.0056936381976306185 -0.027761593453432633 -0.016380916293540375 0.024831113105575824 0.022185394999462565 0.0012587516924461209 0 0.022085571736393719 -0.001690937024848768 0.016268016162209933 0.0038686449631258942 0.011452131107705226 -0.013082004112508944 -0.021320863313020404 -0.0073922368636173165 0.00056097733920268975 -0.0014828457662898144 -0.010965338006047461
leaf_weight=573.59502079873346 71.931676243490074 121.29930054419674 185.54788795532659 1055.8463989689481 177.45233388897032 101.53868725337088 86.361496410565451 22.811311376281083 943.55818687798455 130.26591350487433 495.34852075949311 1168.9871131178224 276.91142498981208 329.73334924277151 113.95936343207723 118.72882860596292 755.63843592931516 158.64270417555235 95.321697808569297 469.57515159912873 196.28872164402856 644.72548930114135 193.28894673730247 406.1023090503295 226.52861054404639 285.3844820659142 39.672063358128071 136.70689194905572 34.44067393662408 2192.7950504550245 1078.0337432092056 9414.2393563977676 73.106386321829632 536.5380426493939 145.93119741295232 199.43784435326234 107.41226384416223 15.93637377116829 309.82311857142486
leaf_count=881908 8261 15745 12719 61010 21208 5838 12696 2457 110541 11635 35905 127564 15391 22609 13152 10075 68762 12528 15020 59864 20786 57872 16598 47864 18696 29979 4158 19548 4425 182645 68002 966223 5976 59670 18600 15247 14884 431 35617
internal_value=0 0.0020383 0.00318831 0.00988712 -0.000531627 -0.00472543 0.00127411 -0.00311178 -0.00651736 0.0075499 0.0162685 -0.00888066 0 0.00621278 -0.00208494 0.00985856 0.00250742 0.00706916 0.00258935 -0.00347992 0.0108651 0.00314322 -0.0111665 -0.00827546 0.0200909 0.0157345 -0.0224856 -0.0254348 -0.000316809 0.00350224 0.0079362 0.00279037 -0.00556814 -0.00787241 -0.0121281 0 0.0153541 0.0234688 -0.00614405
internal_weight=0 23115.9 16038.1 1241.39 7077.71 2160.78 4916.93 2873.83 2306.32 2043.11 688.737 2112.55 1717.17 830.616 443.693 567.507 1354.37 914.281 14796.7 1178.34 268.22 13618.4 288.611 910.118 249.34 386.923 443.609 403.937 504.016 13329.8 1722.76 11607 886.556 813.449 282.638 318.167 193.774 511.285 440.089
internal_count=3112109 2230201 1521289 73729 708912 210666 498246 312160 265685 186086 57544 238105 152615 71578 35761 46475 128542 81290 1447560 141200 29047 1306360 31618 112153 21153 35817 58051 53893 64289 1274742 125874 1148868 81037 75061 38148 25322 27580 36336 47252
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 9 8417413 557340 2 2 2426368 26 6313472 389 272 196 67139 7127045 147 1512 118 2168320 24 4 4832 8200 92 8459938 5
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=29
split_feature=0 4 3 1 2 1 5 1 1 2 1 1 1 2 1 5 1 3 5 7 1 2 4 1 3 1 2 1 1 2 1 6 2 1 1 2 6 3 3
split_gain=496.023 6.35708 5.67222 11.4906 10.6661 14.4773 52.3196 22.4016 18.0333 14.0287 43.8596 43.2717 12.6321 6.95489 15.7777 44.6748 8.87329 11.7571 11.743 3.94008 3.88538 10.7662 7.85159 3.62186 3.00689 8.51242 9.19305 13.0328 7.71849 3.3077 2.73507 2.67628 2.42415 7.4546 3.44248 2.06248 1.97698 2.06196 1.90355
threshold=0 1.0000000180025095e-35 1 2 6.5000000000000009 3 4 5 6 2.5000000000000004 7 8 9 2.5000000000000004 10 11 12 13 14 15 16 1.5000000000000002 1.5000000000000002 17 18 19 2.5000000000000004 20 21 10.500000000000002 22 23 5.5000000000000009 24 25 8.5000000000000018 26 27 28
decision_type=1 2 1 9 2 9 1 9 9 2 9 9 9 2 9 1 9 1 1 1 9 2 2 9 1 9 2 9 9 2 9 1 2 9 9 2 1 1 1
left_child=-1 2 4 35 5 6 8 -8 -2 10 -7 -11 -6 14 15 -5 18 -18 -15 -16 21 38 -23 -14 25 -22 28 -28 -27 32 -31 -25 34 -34 -26 -4 37 -24 -3
right_child=1 20 3 13 12 9 7 -9 -10 11 -12 -13 23 16 19 -17 17 -19 -20 -21 24 22 36 31 29 26 27 -29 -30 30 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.094031598425670077 0.014549818974882084 0 -0.022477478259016422 -0.05372916591183563 -0.018409579707095166 0.028813364591342192 -0.022670051849386558 0.0011189201033511868 -0.0053055711820086775 -0.017559340405573248 -0.0087323058498904715 0.013630744999576082 0.039173528289516452 -0.018609997484591398 -0.018410258957227921 0.01718584589796757 0.0094237124608342621 -0.011518437454772063 0.0017751244225159793 0.0076115847880532609 -0.018367830736168978 0.0022692063573428577 0.00090033894274821065 -0.0062124890804270572 0.0073362225534452444 -0.00016474549276571169 0.015031381024013283 -0.0034549996959118076 0.022904119480307662 0.00073294933184651597 -0.019393536709630871 0.015562432368327772 -0.01561402190662655 0.0083094162352121258 -9.9800152366389538e-05 0 0.0058542566636688408 0.020353577823886988 -0.023848932877315234
leaf_weight=522.26456508669071 1312.3167874726932 27.327003112761304 295.00073450995842 76.268072821432725 56.371200568042696 743.738615294802 1244.7488808403723 541.77821203472558 641.91826802690048 737.9320068762172 478.72162160230801 998.10825179400854 93.532592635252513 388.77380302851088 700.36476143676555 495.04756454762537 1564.5461186050088 275.94867400161456 789.337945073843 30.250846762442961 95.979040281497873 997.15419088560157 110.17851817724295 27.985817403299734 666.54421321098926 174.64965417725034 531.32905415102141 1073.7916696034372 482.02350597432815 84.707167545100674 97.004171681124717 314.00371272070333 102.15681424981449 1160.8328361376189 4647.6998978656484 21.342945365235209 349.00955763692036 642.39631702657789 82.981911237235181
leaf_count=882593 122726 2315 35834 7115 8138 38198 140743 73136 85115 39400 41179 113090 6715 47111 74611 39865 162534 32223 96774 4055 7917 100841 9947 3634 73393 15456 46751 78961 47560 7059 7337 37679 11114 90709 439955 3348 24112 37725 8917
internal_value=0 0.00185985 0.000209722 -0.00247666 0.00198723 0.000865825 -0.00320474 -0.01551 0.0079416 0.00608395 0.0141741 0.000107708 0.0157955 -0.000970365 -0.00703783 0.00492985 0.00158846 0.00594607 -0.00495763 -0.0164642 0.00355164 0.00736305 0.00917567 0.0216977 0.00256333 0.00565658 0.00710787 0.00271522 0.0169238 0.00141324 -0.0107013 0.0125312 0.00184254 0.00576848 0.000826222 -0.0197892 0.0149364 0.0180733 -0.019049
internal_weight=0 23153.8 11828 4636.88 7191.16 6699.26 3740.76 1786.53 1954.24 2958.5 1222.46 1736.04 491.893 4320.54 1301.93 571.316 3018.61 1840.49 1178.11 730.616 11325.8 2209.05 2098.74 435.522 9116.72 2357.77 2261.79 1605.12 656.673 6758.95 181.711 341.99 6577.23 1262.99 5314.24 316.344 1101.58 752.575 110.309
internal_count=3105885 2223292 1213223 503470 709753 653587 421720 213879 207841 231867 79377 152490 56166 464288 125646 46980 338642 194757 143885 78666 1010069 183857 172625 48028 826212 196645 188728 125712 63016 629567 14396 41313 615171 101823 513348 39182 71784 47672 11232
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2 158 2138117 6833637 2 2113760 224 328200 65544 12590094 332952 2 328072 97 2 1 14786691 278720 36 786448 17956 800 264016 4 21004 266772 9 896 642
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=29
split_feature=0 4 3 1 2 1 5 2 5 1 2 1 1 2 1 5 1 3 5 5 4 1 1 1 3 3 1 1 1 3 2 7 6 3 3 4 3 2 2
split_gain=446.858 5.61978 5.05764 10.9973 8.46312 11.547 45.5913 18.6593 13.7009 79.342 15.9714 12.8068 10.8022 6.45748 13.9933 39.1081 8.45303 9.83292 9.29016 4.29291 3.40301 7.65438 2.90026 2.85509 12.7451 4.79475 18.1609 10.3785 7.11224 7.13839 3.28119 2.80687 3.29929 2.49565 2.28381 2.11064 2.03476 1.83947 1.76479
threshold=0 1.0000000180025095e-35 1 2 6.5000000000000009 3 4 3.5000000000000004 5 6 2.5000000000000004 7 8 2.5000000000000004 9 10 11 12 13 14 9.5000000000000018 15 16 17 18 19 20 21 22 23 4.5000000000000009 24 25 26 27 2.5000000000000004 28 2.5000000000000004 10.500000000000002
decision_type=1 2 1 9 2 9 1 2 1 9 2 9 9 2 9 1 9 1 1 1 2 9 9 9 1 1 9 9 9 1 2 1 1 1 1 2 1 2 2
left_child=-1 2 4 37 5 6 11 -8 9 -7 -10 -2 -6 14 15 -5 18 -18 -15 -16 23 34 -14 24 31 26 30 -28 29 -27 -25 32 -3 35 -22 -26 -23 -4 -30
right_child=1 20 3 13 12 8 7 -9 10 -11 -12 -13 22 16 19 -17 17 -19 -20 -21 21 36 -24 25 33 28 27 -29 38 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.093470842834576934 0.01297192520547566 0 0 -0.051902246319811988 -0.017638835430705681 0.026272891477023576 -0.021477621310956523 0 0.017802007893505386 -0.048207366287143325 0.0012888790982880534 -0.003767965080908878 0.036222790472055948 -0.016023081021589791 -0.0023520393142762597 0.015393572584607064 0.0086492262837361677 -0.010549575422402787 0.0011822147469054776 -0.02084211890482834 0.0081939631463899664 0 0.011537822969724415 -0.019749189623324309 -0.0029728356016900191 -0.017860969588736137 0.032986817926901217 0.0076788664462187142 0.0026277736398074786 -0.00069219986924229664 0 0.034542351896217897 0.01491412311308456 -0.011083827083796096 -0.007077750297464879 0.011192682388855029 0.027842569282158287 -0.027112029276727553 -0.0060604283024456246
leaf_weight=474.93539403023897 1335.2367412901949 180.13192310719751 22.208426410041284 72.405732582323253 55.484852499095723 263.15266496525146 1186.0840637411457 621.39181981817819 1041.0286535000196 229.90170536236838 1399.3414332959801 631.06822339532664 82.438965046778321 451.88935163733549 223.56638249056414 502.94486470683478 1575.6604984937585 272.58865861146478 809.84742227522656 523.52963100757916 141.90879338548984 53.24551988276653 362.30832590290811 212.03832939604763 307.9510175047908 320.30219128634781 181.45918656373397 1085.0686907896306 6324.3433574819937 886.32627603621222 99.641082116868347 61.319538321811706 620.29332186235115 224.10041318228468 172.08967835141812 116.62568290298805 180.39866180252284 181.74074423412094 195.24758988292888
leaf_count=881731 123011 18052 2526 6854 7929 24392 137039 78792 59735 25892 118646 84661 5991 54383 28906 40508 162509 32072 98541 51840 7038 3542 42114 20486 24699 38770 10518 75948 611341 78639 8827 4676 57721 14031 11248 6846 8139 25704 13940
internal_value=0 0.00161666 6.5278e-05 -0.00247258 0.00174376 0.000734015 -0.0028625 -0.0142738 0.00543554 -0.00907468 0.00858524 0.00751935 0.0139422 -0.00125127 -0.00705706 0.00420709 0.00116181 0.00549532 -0.00493838 -0.0157962 0.00320299 0.0108868 0.0193438 0.00275719 0.00682919 0.00203471 0.00701832 0.0124333 0.000947196 -0.0059172 -0.0130442 0.0146149 0.0117103 -0.00332635 0 0.000724233 0.0230198 -0.0232281 0.00229171
internal_weight=0 23206.3 11843.8 4636.38 7207.44 6707.21 3773.78 1807.48 2933.42 493.054 2440.37 1966.3 500.232 4432.43 1322.45 575.351 3109.99 1848.25 1261.74 747.096 11362.5 547.643 444.747 10814.8 1510.42 9304.43 1578.21 1266.53 7726.22 1206.63 311.679 861.745 800.425 648.677 313.998 424.577 233.644 203.949 6519.59
internal_count=3108237 2226506 1212045 503843 708202 652168 423503 215831 228665 50284 178381 207672 56034 475613 128108 47362 347505 194581 152924 80746 1014461 29967 48105 984494 126025 858469 115779 86466 742690 117409 29313 80449 75773 45576 18286 31545 11681 28230 625281
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2 158 40965 15222244 2 2 276480 8388832 12590094 332952 2 2425224 97 2 2 2952522 262336 14778499 241 6 787236 9216 549896 224 1 2 266 588 897
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=27
split_feature=0 6 7 1 1 3 1 1 2 1 3 2 2 2 1 3 3 1 3 3 1 4 3 4 4 2 3 3 3 4 2 1 3 3 1 2 3 3 2
split_gain=403.639 5.3049 5.05374 10.5573 4.90325 5.94135 8.2695 4.78525 4.39759 3.42284 3.79196 3.50705 3.54936 3.39979 35.9062 12.6696 9.69831 9.61757 5.68818 4.90491 3.13417 2.99161 3.01517 2.66998 2.62976 2.35756 3.69167 2.2969 2.15305 2.03459 1.63661 1.59276 1.53314 1.52449 1.39273 2.35061 1.39531 1.20341 1.17413
threshold=0 1 2 3 4 5 6 7 2.5000000000000004 8 9 2.5000000000000004 10.500000000000002 5.5000000000000009 10 11 12 13 14 15 16 1.5000000000000002 17 9.5000000000000018 2.5000000000000004 4.5000000000000009 18 19 20 1.5000000000000002 12.500000000000002 21 22 23 24 3.5000000000000004 25 26 2.5000000000000004
decision_type=1 1 1 9 9 1 9 9 2 9 1 2 2 2 9 1 1 9 1 1 9 2 1 2 2 2 1 1 1 2 2 9 1 1 9 2 1 1 2
left_child=-1 2 9 33 21 6 -6 8 23 10 31 -12 -13 17 15 -15 -16 19 -19 -11 28 22 25 -7 29 -3 -27 -22 -8 -5 -26 -2 -10 -4 35 -9 -36 -23 -35
right_child=1 4 3 24 5 7 20 34 32 13 11 12 -14 14 16 -17 -18 18 -20 -21 27 37 -24 -25 30 26 -28 -29 -30 -31 -32 -33 -34 38 36 -37 -38 -39 -40
leaf_value=-0.092874522307335228 0.0086999235919700147 0.0014345215600215194 0.0061246889256514449 0.014841372375689811 0.032939378476765764 -0.013697901923948841 -0.015889347144390789 -0.0042882289951290077 -0.010991085823959161 -0.0066988840573487104 0.0032639457994430017 -0.021823304931544177 0.007495003042957301 -0.038506487695325858 0.0010366652725688329 -0.0013127145817119468 0.015959867623220336 0 0.0065353962781616636 0.00023234838003871312 0.015911190554662152 0.0070560130309305861 -0.010118695486320023 0.010353050371155366 0.033448395367537263 0 -0.027590975321744399 0.0036037664066135796 0 -0.00054958085635027924 0 -0.0019108433250825231 0.00018477626237176331 0.00056738598616587574 0 0.004211592079997095 0.010709065759825505 -0.0029165376262154769 -0.0099954296594298789
leaf_weight=432.75429137703031 147.18008473532973 605.01394576666644 97.282121103489771 314.8255408545956 68.566487246076576 574.80948597751558 58.79784818738699 581.61973821232095 94.934798639966175 1254.7076995288953 67.576588209136389 220.52069853967987 17.310871295630932 171.25368457916193 717.08110902924091 209.35873375157826 1362.931261879392 2027.8249501422397 4068.2656180131016 4483.212211351376 198.44930997607298 229.59229128807783 992.07048599072732 14.214083070633931 132.73965123924427 154.68336738710059 39.647960932226852 899.57947275182232 429.56228981516324 63.501168547314592 2.1195030054077497 485.51380469638389 894.74190153682139 95.024950939696282 188.44887936394662 661.14102751272731 269.77272146276664 139.52316958527081 209.91123816091567
leaf_count=882128 18971 44685 6009 32559 7462 60946 4392 73031 10659 142256 7911 31387 2437 18929 67258 22441 111438 154771 296840 516578 20278 24419 104060 1233 7990 19592 5766 91917 30463 5578 139 55841 91257 6147 17485 55585 29143 11713 13804
internal_value=0 0.00144129 0.00244509 0.00963261 -0.000804183 0.000888949 0.00573822 -0.00150732 -0.00545946 0.00197702 -0.00364975 -0.0121425 -0.0179687 0.00237499 0.00578709 -0.0208315 0.0110733 0.0016294 0.00439259 -0.00126726 0.00359687 -0.00475348 -0.0064998 -0.0121593 0.0186067 -0.00130534 -0.010282 0.0065728 -0.00251745 0.0116728 0.0317039 0.000482059 -0.000990865 -0.00200414 0.00202954 0 0.00651389 0.00270263 -0.00587668
internal_weight=0 23243.3 16148.1 915.404 7095.17 4934.64 1654.96 3279.68 1578.7 15232.7 938.102 305.408 237.832 14294.6 2460.62 380.612 2080.01 11834 6096.09 5737.92 1586.39 2160.53 1791.42 589.024 513.186 799.345 194.331 1098.03 488.36 378.327 134.859 632.694 989.677 402.218 1700.98 1242.76 458.222 369.115 304.936
internal_count=3105498 2223370 1519284 72226 704086 493851 154512 339339 164095 1447058 116547 41735 33824 1330511 220066 41370 178696 1110445 451611 658834 147050 210235 174103 62179 46266 70043 25358 112195 34855 38137 8129 74812 101916 25960 175244 128616 46628 36132 19951
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 9 1 2922536 557340 538 8717313 10815554 5096453 302 6170 275 897 2106304 594 521 20640 133 132 2 2 4457472 256 834 13344 5 472
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=40
num_cat=27
split_feature=0 7 3 6 1 1 6 1 3 1 3 3 1 3 2 1 3 4 2 1 3 6 4 3 2 1 2 2 1 1 4 4 3 1 3 2 2 3 4
split_gain=364.895 4.59458 5.01199 4.11117 3.91379 3.68632 3.36958 5.90851 3.97229 6.73906 13.2747 12.0947 6.00097 6.25203 2.59847 8.70742 3.29097 2.36241 1.62005 1.5998 7.52489 1.9194 3.34245 1.65895 1.58392 3.18133 2.95111 1.40506 1.64121 1.20055 1.15629 1.00442 0.862775 0.720088 0.407688 0.29251 0.241103 0.23288 0.166358
threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 6.5000000000000009 14 15 6.5000000000000009 16.500000000000004 16 17 18 1.0000000180025095e-35 19 3.5000000000000004 20 4.5000000000000009 4.5000000000000009 21 22 29.500000000000004 14.500000000000002 23 24 25 12.500000000000002 1.5000000000000002 26 67.500000000000014
decision_type=1 1 1 1 9 9 1 9 1 9 1 1 9 1 2 9 1 2 2 9 1 1 2 1 2 9 2 2 9 9 2 2 1 9 1 2 2 1 2
left_child=-1 5 3 27 -4 18 8 14 12 10 -10 -11 13 -7 16 -16 -8 -14 30 20 31 22 -21 -23 25 -9 -26 28 36 -22 32 -6 -2 -5 38 -34 -3 -20 -32
right_child=1 2 4 33 19 6 7 24 9 11 -12 -13 17 -15 15 -17 -18 -19 37 21 29 23 -24 -25 26 -27 -28 -29 -30 -31 34 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=-0.092229937527607928 0 0 0.029141650207017512 0 -0.014274956517454083 0.011671721420300693 0 0 0.01936659583994485 0.0010152967629243768 -0.015250544531418532 -0.011277844399272662 0.0042039813103234612 -0.0063446579070589662 0.013579033081958021 -0.0093150215145460444 -0.005437273415552028 0.013777733626253669 0.01026783558380371 0.013880900490440953 0.019983879084599455 0.0020200007514936127 -0.011118962699427876 0.015300484207537109 -0.006075350263530576 0.014129427477186563 0.0068937681476067148 -0.006598568407705941 -0.0036549873000132739 0.0043188926728569051 0.014899655150363234 0.0014895506149382013 -0.016733806676054962 -0.021663429273835719 -0.00066114050653197246 0 0.021140238689716748 0 0
leaf_weight=394.4231516700238 61.593537028704304 0.52444950235076149 59.554312009480782 8.0129535489249974 196.77848649513908 191.38916261005215 2026.9660160404164 312.54772143159062 398.62487151811365 5698.2510536385817 107.29328266857192 886.64191219746135 6220.5111258409452 977.1557076779427 341.51776471268386 245.19699035258964 2628.753014959977 280.32904400257394 5.3147703998256475 62.471818094840273 82.669705670094118 218.06901447940618 96.239093714859337 445.91456432756968 273.08950844616629 371.8881144169718 366.61618535569869 12.681185505120082 11.804467930458484 295.05953458626755 3.0662974263541405 3.3037985367700449 218.19932667462854 90.126037647947669 3.279409692157059 6.6211047058459362 55.841013061115518 2.5939077325165263 0.55600931332446624
leaf_count=882232 8461 38 6957 991 10655 14153 186351 39389 18109 562241 13307 82971 587289 96070 31551 23659 271119 15660 858 6873 5957 20066 8338 41229 29264 39306 35514 1440 1439 16987 214 70 31919 9274 258 1103 3578 419 60
internal_value=0 0.00133061 0.00641794 -0.00747132 0.00843167 0.000922864 0.00109808 -0.000750952 0.00194077 0.000185655 0.0108961 -0.000652765 0.00351518 -0.00285699 -0.00230114 0.00360625 -0.00313285 0.00471693 -0.00930512 0.00655799 0.00163619 0.00943088 0 0.0117276 0.00505403 0.00840048 0.000885173 0.00571884 0.0129649 0.0100508 -0.0116908 -0.0120277 -0.0132361 -0.0190191 0.00293434 -0.0155533 0.0182857 0.00803703 0.0100154
internal_weight=0 23267 1639.05 178.99 1460.06 21628 21326.8 6566.58 14760.2 7090.81 505.918 6584.89 7669.39 1168.54 5242.43 586.715 4655.72 6500.84 301.224 1400.51 577.812 822.694 158.711 663.984 1324.14 684.436 639.706 80.8511 68.1699 377.729 293.316 200.082 286.414 98.139 6.90172 224.82 56.3655 7.90868 3.62231
internal_count=3105369 2223137 133892 16760 117132 2089245 2045953 656153 1389800 676628 31416 645212 713172 110223 512680 55210 457470 602949 43292 110175 33669 76506 15211 61295 143473 78695 64778 6495 5055 22944 42015 10725 41483 10265 532 33022 3616 1277 274
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 1 1 1 12649477 4751365 1 10504568 422 65552 9 88 2425488 2 8407360 569 2883752 12 4 418 12290 2097182 2097280 264 65 200 124
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=40
num_cat=28
split_feature=0 7 3 1 6 6 1 4 3 1 2 1 3 3 1 3 4 2 1 1 2 1 2 1 1 2 1 1 1 3 3 4 6 4 1 4 1 2 1
split_gain=330.144 3.99159 4.04925 3.51898 3.51679 3.372 4.09392 3.35983 3.30918 3.47957 3.26192 10.8048 6.1891 2.64232 2.36606 3.33418 3.02444 2.9056 31.2115 7.75092 1.80025 2.06652 1.42399 3.70473 2.34576 1.33 1.36403 1.2382 1.19817 6.35498 1.7968 2.60346 1.35833 1.04752 1.02757 0.921346 0.893316 0.783275 0.767708
threshold=0 1 2 3 4 5 6 1.0000000180025095e-35 7 8 3.5000000000000004 9 10 11 12 13 37.500000000000007 5.5000000000000009 14 15 1.5000000000000002 16 3.5000000000000004 17 18 4.5000000000000009 19 20 21 22 23 1.0000000180025095e-35 24 1.0000000180025095e-35 25 14.500000000000002 26 1.5000000000000002 27
decision_type=1 1 1 9 1 1 9 2 1 9 2 9 1 1 9 1 2 2 9 9 2 9 2 9 9 2 9 9 9 1 1 2 1 2 9 2 9 2 9
left_child=-1 5 4 -4 25 13 20 10 9 -9 12 -12 -8 36 15 16 -15 19 -19 -16 21 -7 23 -22 -24 26 -3 -10 29 35 31 -30 -32 -17 -31 -5 -2 -38 -6
right_child=1 2 3 28 38 6 7 8 27 -11 11 -13 -14 14 17 33 -18 18 -20 -21 22 -23 24 -25 -26 -27 -28 -29 30 34 32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.091540474946774808 0.00037846521691503691 0.016872399715959049 0.027242816290896393 -0.013233588814026835 0 0.0078192998750318508 -0.0016545490988658122 0.012826152905906333 0.0011649298868602884 -0.0015935624297480956 -0.023477144690012813 0.0042930108131034291 -0.014908633443220437 -0.015948994766619276 0.0058033115479509565 -0.0030318510678403431 0.015021161330387535 -0.019943475704844237 0.010131731615627753 -1.4607921254647803e-05 -0.0012989527838177912 -0.01759537035377616 0.014632587718197082 0.012021851977174076 -0.0011483961385411123 -0.006482002105973746 -0.0032536557315054841 -0.0039723477308607081 0.011463179440152066 0.018460335977079842 0 -0.004300137425119129 0.014947385169339251 0.0048311203725676637 0.0039078410168241796 0.0014745712929917004 0 -0.016685148667655105 -0.020395016984907706
leaf_weight=359.87598842970328 15.683163337293079 60.041854006587528 61.019865633221343 194.23137851990759 9.9594200430437905 6.3349268585443497 861.534693292866 328.98538521991577 643.18729448324302 238.74154608428944 128.07088301831391 796.40637201513164 664.10908993787598 230.83482924092095 3002.4933393833926 283.73365963291144 2.161450885469093 368.68177517084405 2098.0445736546535 8857.1631827733363 277.83426379307639 46.010211263084784 66.108479334041476 491.98064669547603 687.88697572227102 12.629872978664933 8.514532328816129 1127.2281530596083 142.47380980360322 84.187138604931533 89.004219428868964 210.58242180640809 387.86501859757118 304.46763514558552 296.32457219739445 3.3081622337922445 2.7087036357261232 109.30557964969194 85.611024073557928
leaf_count=882722 1747 3949 7040 10657 1234 889 67202 25697 74867 19432 14856 97321 69686 34009 187755 26726 240 40575 176846 920718 31028 4202 10348 55238 68414 1444 1068 102421 15940 5979 8266 17901 34747 45530 16990 70 469 12370 9015
internal_value=0 0.00124471 0.00597858 0.0077738 -0.00651423 0.000863061 -0.00103806 -0.00252603 6.23696e-05 0.00656293 -0.00509816 -5.77519e-05 -0.00789958 0.00167483 0.00182556 -0.00314944 -0.01237 0.00213959 0.00529155 0.00144887 0.00324734 -0.0103355 0.00411844 0.00710482 0.000531558 0.00539475 0.0124811 -0.00195578 0.00599358 0.00159949 0.00849498 0.00163478 0.012474 0.000580482 0.00929068 -0.0110225 -0.0105869 -0.0137913 -0.0174505
internal_weight=0 23285.5 1645.75 1469 176.757 21639.7 6364.42 4788.26 2338.14 567.727 2450.12 924.477 1525.64 15275.3 15147.6 821.198 232.996 14326.4 2466.73 11859.7 1576.16 52.3451 1523.81 769.815 753.995 81.1863 68.5564 1770.42 1407.98 578.051 829.925 353.056 476.869 588.201 380.512 197.54 127.697 112.014 95.5704
internal_count=3105608 2222886 134300 117590 16710 2088586 641601 471482 222417 45129 249065 112177 136888 1446985 1432399 106505 34249 1325894 217421 1108473 170119 5091 165028 86266 78762 6461 5017 177288 110550 33696 76854 33841 43013 72256 22969 10727 14586 12839 10249
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2 1 1 12649477 1 9 10839682 26 4198489 4194316 551 512 4768773 208 6170 4122 2359296 10502146 8454146 2101278 2324 2883752 12 482 4 2097280 8391688 2097217
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=40
num_cat=25
split_feature=0 4 3 1 1 2 2 1 1 2 3 2 1 1 1 2 3 7 1 3 1 3 1 2 4 3 1 2 2 2 1 1 1 4 3 4 3 4 3
split_gain=298.396 3.71322 4.19248 8.03671 6.14223 18.5627 5.56619 10.8333 5.67357 8.27054 6.54398 4.57779 6.55458 4.04258 3.82094 9.23654 4.95234 3.78702 2.62703 17.8521 11.3181 11.0681 8.70158 6.23259 4.89678 4.8576 3.938 3.62872 2.86641 2.7788 18.1494 15.2987 6.10224 5.31558 4.69544 3.48453 2.76223 2.71755 2.25287
threshold=0 1.0000000180025095e-35 1 2 3 4.5000000000000009 2.5000000000000004 4 5 4.5000000000000009 6 6.5000000000000009 7 8 9 2.5000000000000004 10 11 12 13 14 15 16 1.5000000000000002 1.5000000000000002 17 18 4.5000000000000009 1.5000000000000002 2.5000000000000004 19 20 21 2.5000000000000004 22 1.5000000000000002 23 2.5000000000000004 24
decision_type=1 2 1 9 9 2 2 9 9 2 1 2 9 9 9 2 1 1 9 1 9 1 9 2 2 1 9 2 2 2 9 9 9 2 1 2 1 2 1
left_child=-1 2 4 -4 5 38 7 17 9 -8 -10 14 -13 -9 16 -16 -6 -5 19 26 25 22 -20 36 -25 -21 -3 28 -28 30 34 33 -32 -31 -23 -33 -22 -27 -2
right_child=1 18 3 6 11 -7 8 13 10 -11 -12 12 -14 -15 15 -17 -18 -19 21 20 23 29 -24 24 -26 37 27 -29 -30 31 32 35 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.090797319891979159 -0.0073569656871199695 -0.00036775799097318152 -0.020539353596544904 -0.019145175273922468 0.0056901048985436428 0.013314693483055296 0.0029309601559414579 0.023963600174599788 0.0080948481818472005 -0.011254614418248536 -0.0082554755930408924 0.032945891723189076 0.002773634500110052 -0.00096664056130465006 0.010995493663405168 -0.00011553031955887184 -0.0038153432582659673 0.0081043019015598211 -0.0022424611950115718 0 0.0018308076028299919 -0.0036480790510739023 -0.038220164453145654 0.00042129518505615559 0.010664717327946202 -0.03560810424263261 0 0.0011869605617929461 0.043011812760535069 -0.023031675257596879 -0.012839046502932439 0.0053570085296776957 0.0034915465935656297 0.0034211517927233816 0.030118671486899996 0.00032303996302209556 -0.024859961921695692 0 -0.020338221179134267
leaf_weight=328.42535171064083 869.53408176411176 28.696580785966944 195.73169804847566 535.46792830928462 751.23306916211732 398.62690198933706 872.4627836945001 30.034604011569172 1300.2553938972414 697.21353785810061 249.65691987040918 83.989220325602219 271.8260710882023 729.16813463112339 1236.2259725804906 1699.8394646542147 1693.2278253583936 23.549942780751735 224.38653608085588 98.478263644501567 32.581088796607219 28.175898948451504 80.371698376256973 925.23065203381702 1071.1231289365096 98.250978241441771 4.4662607305217525 46.278674490982667 167.02299455780303 310.15715982438996 218.34768094320316 2408.7476112628356 1767.7992178853601 64.752928979462013 285.7288014201913 3481.5761291836388 59.469649084261619 43.179025711258873 224.98936900240369
leaf_count=882794 94462 1925 27776 50331 82758 43069 81502 5280 140959 96195 28352 5465 32703 68861 78139 147351 195467 3579 22911 9454 2941 3125 8724 88432 63547 13749 307 3854 12121 16315 27640 253082 209228 2953 9407 251699 6527 7190 25464
internal_value=0 0.00114095 -7.50195e-05 -0.0024351 0.00140152 -0.00415731 -0.00139326 -0.00679208 0.000831373 -0.00325496 0.00513104 0.00291917 0.0136071 0.000794257 0.00209079 0.00451029 -0.000728794 -0.0168476 0.0024244 0.00526532 0.0021857 0.00154342 -0.0159344 0.004748 0.00614187 -0.0165385 0.0289433 0.0334274 0.0408258 0.00227133 0.00526035 0.00111013 0.00133015 -0.0173778 0.0261703 0.00244485 -0.0167138 -0.0265586 -0.0110098
internal_weight=0 23307.9 11863 4633.54 7229.49 1493.15 4437.81 1318.22 3119.59 1569.68 1549.91 5736.34 355.815 759.203 5380.53 2936.07 2444.46 559.018 11444.8 2574.78 2328.31 8870.04 304.758 2088.4 1996.35 239.908 246.465 217.768 171.489 8565.29 2300.05 6265.23 1986.15 374.91 313.905 5890.32 92.0507 141.43 1094.52
internal_count=3105638 2222844 1207713 502835 704878 162995 475059 128051 347008 177697 169311 541883 38168 74141 503715 225490 278225 53910 1015131 210047 191840 805084 31635 161447 151979 30393 18207 16282 12428 773449 249400 524049 236868 19268 12532 504781 9468 20939 119926
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 158 40965 6816934 10488642 2442648 97 344128 328832 82241 130 1 14786709 3 16 1 5194 568 12583044 8 8 524546 608 672 152
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=40
num_cat=21
split_feature=0 4 1 2 2 2 1 3 1 3 1 3 2 2 1 1 3 4 2 1 6 1 3 2 1 4 4 2 3 3 4 1 2 1 4 4 7 4 4
split_gain=269.233 3.61593 12.92 8.63468 6.28339 6.074 23.4743 5.00236 4.78385 14.4526 20.7592 6.13448 17.2589 10.0641 9.70374 8.38081 6.98336 6.02115 13.9819 5.02012 4.45858 3.74317 3.33609 2.48743 2.45681 2.5305 2.43974 2.39626 4.75796 3.84348 2.65697 2.12165 2.05269 2.00936 1.76107 1.72358 1.69188 1.66327 1.59738
threshold=0 3.5000000000000004 1 1.5000000000000002 1.5000000000000002 1.5000000000000002 2 3 4 5 6 7 4.5000000000000009 6.5000000000000009 8 9 10 1.5000000000000002 2.5000000000000004 11 12 13 14 8.5000000000000018 15 6.5000000000000009 18.500000000000004 6.5000000000000009 16 17 19.500000000000004 18 4.5000000000000009 19 5.5000000000000009 2.5000000000000004 20 54.500000000000007 5.5000000000000009
decision_type=1 2 9 2 2 2 9 1 9 1 9 1 2 2 9 9 1 2 2 9 1 9 1 2 9 2 2 2 1 1 2 9 2 9 2 2 1 2 2
left_child=-1 5 4 24 -3 6 -2 26 9 10 23 12 14 22 -10 -14 -15 18 -11 -19 -12 32 -13 -7 25 34 33 29 -29 38 -31 -28 -9 -5 -4 -8 -23 -27 -6
right_child=1 2 3 7 27 8 35 21 11 17 20 13 15 16 -16 -17 -18 19 -20 -21 -22 36 -24 -25 -26 37 31 28 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.089999191334058398 0.022450299009553771 -0.017424843158794386 0.015089827115499228 0.0020092100284257132 -0.001978048179277925 -0.038442853753768672 -0.028729185263634851 -0.0056981663319971261 0.0049095694222302151 0 0.0057588617239129301 0.0018258693336579734 0.0056453705704749592 0.017652639685659121 -0.020950991421998588 -0.035834207984668374 0.0032067425457246003 -0.0086261239934228903 0.015547090452068016 0.010812222082030604 -0.0081797077412642371 -0.019478544938387517 -0.0014817765643632427 0 -0.0025303720107311442 0.053015227175043034 -0.0028920539437609764 0.018104054097491155 -0.012505943348036659 0.030393901146810245 -0.00043558687930237377 0.018741728005104343 0.011796336524207248 -0.0085818085646883514 -0.0093956840569298372 0 0 0 0.013718732172634574
leaf_weight=299.84592280338984 108.13987956894562 19.519346380373463 40.193989203195088 1049.7953421622515 88.322810269659385 160.28524052095599 258.15521521307528 164.98894867557101 709.26100562437205 879.0704661400523 594.2057554195635 4505.9024371855776 40.933322039898485 472.79892463423312 139.92563948268071 202.22974736266769 1279.1898398783524 347.3215594117064 1491.3407366204774 156.3875592709519 315.19608615082689 250.84074211516418 9043.8900864343159 6.9055714085698119 10.209894330939276 26.039394012885172 28.290861600777134 61.750966288615018 56.023988698609173 321.59396626264788 8.9369945118669403 101.1924064992927 72.015429487451911 173.13780561019666 9.6487445379607362 35.612264203489758 35.098103979602456 3.6656668819487086 74.992286279564723
leaf_count=882572 17349 2559 6139 55835 6685 28099 21863 12537 60821 75845 80117 446981 3515 42513 13194 25942 116925 25264 128667 15030 45543 14080 905344 1217 1169 2639 1808 3679 4210 21763 680 4339 4308 15557 1134 3517 1194 349 4267
internal_value=0 0.000979147 0.0044907 0.000219293 0.0164705 0.00051942 -0.0111723 -0.00127014 0.000781221 0.00388629 -0.0056984 6.58392e-06 -0.00707757 0.00054899 0 -0.0290054 0.00762213 0.00760842 0.00974397 -0.00171947 0.000470721 -0.00928917 -0.00035789 -0.0343147 0.0263847 0.0300033 0.00180205 0.0190407 0.00230915 0.0220975 0.0279851 0.0134728 0 4.83026e-05 0.00484312 -0.0253205 -0.016327 0.0485744 0.00445768
internal_weight=0 23343 2596.26 1965.12 631.14 20746.8 401.907 1875.36 20344.8 3950.71 1076.59 16394.1 1092.35 15301.8 849.187 243.163 1751.99 2874.12 2370.41 503.709 909.402 522.943 13549.8 167.191 89.7577 79.5478 1352.42 611.621 117.775 493.846 330.531 129.483 237.004 1222.93 49.8427 293.767 285.939 29.7051 163.315
internal_count=3105249 2222677 164931 121088 43843 2057746 42729 109658 2015017 399782 154976 1615235 103472 1511763 74015 29457 159438 244806 204512 40294 125660 32119 1352325 29316 11430 10261 77539 41284 7889 33395 22443 6147 16845 71392 7273 25380 15274 2988 10952
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=2 4284814 2376864 236 8461842 448 65552 513 32972 197 28 3584 1 8393296 388 10487920 60 552 265216 265313 1
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=40
num_cat=27
split_feature=0 4 2 1 1 3 3 1 2 1 2 2 6 2 1 3 3 1 1 3 3 1 2 1 3 3 6 2 1 6 7 2 3 2 2 3 6 4 3
split_gain=243.043 3.10369 3.09382 7.02327 2.64461 4.91577 2.43863 7.21297 6.86594 5.57996 8.04066 7.07908 3.88521 2.21662 2.13107 17.5254 8.96306 7.18548 6.21111 5.85096 4.27347 7.78266 4.72206 4.24606 8.2601 3.53001 2.43402 2.23318 6.44663 2.692 2.00116 1.81154 1.70157 1.68055 1.83737 1.44052 1.35643 1.20981 1.16672
threshold=0 1.0000000180025095e-35 1.5000000000000002 1 2 3 4 5 4.5000000000000009 6 4.5000000000000009 2.5000000000000004 7 2.5000000000000004 8 9 10 11 12 13 14 15 3.5000000000000004 16 17 18 19 2.5000000000000004 20 21 22 1.5000000000000002 23 15.500000000000002 2.5000000000000004 24 25 8.5000000000000018 26
decision_type=1 2 2 9 9 1 1 9 2 9 2 2 1 2 9 1 1 9 9 1 1 9 2 9 1 1 1 2 9 1 1 2 1 2 2 1 1 2 1
left_child=-1 2 3 35 5 33 7 8 -6 10 -8 -11 -9 -7 15 27 17 -16 25 37 21 26 -23 24 -22 -17 -18 32 38 -30 -27 -25 -3 34 -4 -2 -21 -20 -29
right_child=1 14 4 -5 6 13 9 12 -10 11 -12 -13 -14 -15 16 18 20 -19 19 36 23 22 -24 31 -26 30 -28 28 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.089143589940228349 -0.0044185157638500653 0 0.011228123982587233 -0.025601082615041168 -0.0085617299184938805 0 -0.00054117328853543365 0.0058542938358392051 0.0082175967898115796 -0.0057333946737951249 -0.012879882978349348 0.0044265085299390492 -0.00041710740334069971 -0.023731244196771816 -0.0020785015284569895 0.0033151427912114315 0.0073060784321990653 -0.035384977187262266 -0.015245188016869997 -0.0013545925703099513 0.0031288285969834767 0.016640245771367829 0.0012113589315314846 0.010963967683397691 -0.012097864525070733 -0.0284865351777874 -0.014506681730024644 0.0036208351969546047 0 0.022055657153645034 0 0.0017749661149591902 0.033205550164691032 0.0202987783825999 -0.0061895672233640191 0.014881903325824021 0.0071383791414324884 0.00084843731858123795 -0.0092600873507575066
leaf_weight=273.86999337543966 14.343427102081476 46.76824846258387 47.176945327955764 104.89387156051816 1007.918982697418 29.982340387476142 1646.7269600715954 2902.5098380581476 275.8261561661493 913.8388071092777 790.52882865979336 2372.4383297454333 1358.8206225971226 149.0500058621401 224.95654365210794 34.528572658775374 24.859309519873932 75.193298845551908 195.54744096565992 177.70776997203939 703.60954395751469 607.48815435473807 359.69911727146246 209.60846860788297 618.99280224274844 132.80593299958855 153.36684581637383 68.922020265366882 78.235230856109411 329.62930219399277 8.3048394378274661 6580.8130382157397 119.26566268678289 10.672333207679911 202.58268729888368 54.671014597755857 621.2245600214228 12.919822090072556 101.45823353494052
leaf_count=882022 2091 4543 7484 8437 86254 4153 149999 264238 21684 104244 112857 248327 129238 24031 22973 1789 2364 8638 10754 15503 55413 45322 26799 24299 63833 20171 13239 5906 5695 22422 971 596812 8982 1623 34844 8389 50095 330 8870
internal_value=0 0.000865182 -0.000245665 -0.0124599 -7.30004e-06 -0.00730528 0.000275625 0.00178505 -0.00458791 -0.00113692 -0.00475353 0.00148004 0.00379949 -0.0185141 0.00203803 0.00509963 0.00136866 -0.0144843 -0.00229721 0.000690346 0.00197496 0.00763344 0.0112988 0.00110576 -0.00392321 -0.0177734 -0.00930798 0.016757 0.0119465 0.0182687 -0.0241826 0.00214643 0.028443 0.000840672 -0.000975959 0.00796929 0.00491716 -0.0124849 -0.00292578
internal_weight=0 23367.9 11882 173.908 11708.1 439.464 11268.6 5545.08 1283.75 5723.53 2437.26 3286.28 4261.33 179.032 11485.9 1927.32 9558.59 300.15 1183.04 1007.4 9258.44 1145.41 967.187 8113.02 1322.6 175.639 178.226 744.279 578.245 407.865 141.111 6790.42 166.034 260.432 249.76 69.0144 798.932 208.467 170.38
internal_count=3105638 2223616 1207893 18917 1188976 72135 1116841 501414 107938 615427 262856 352571 393476 28184 1015723 156031 859692 31611 99613 76682 828081 87724 72121 740357 119246 22931 15603 56418 42893 28117 21142 621111 13525 43951 42328 10480 65598 11084 14776
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 2376032 6848517 122 142 87200 8474 1 14778517 563 1 13386 65552 4 4 790816 549896 778 8 12 2097157 2 1 32 264 2 32
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=40
num_cat=21
split_feature=0 4 1 2 1 1 3 6 3 4 6 2 3 6 1 1 1 3 2 1 4 2 1 2 2 4 3 4 4 3 4 4 1 4 7 1 4 4 4
split_gain=219.668 3.18353 5.54321 2.7334 21.7733 3.99129 4.24753 3.32075 2.67932 2.57645 2.52438 2.50639 2.19908 2.10228 4.67752 2.46023 1.85549 1.67094 1.31407 1.35432 1.0748 1.00046 1.29255 0.904407 0.823804 0.766957 0.723313 0.656677 0.652296 0.563678 0.555037 0.486205 0.453387 0.450852 0.416907 0.402041 0.332001 1.7564 0.314939
threshold=0 9.5000000000000018 1 1.5000000000000002 2 3 4 5 6 6.5000000000000009 7 2.5000000000000004 8 9 10 11 12 13 7.5000000000000009 14 4.5000000000000009 2.5000000000000004 15 1.5000000000000002 6.5000000000000009 1.0000000180025095e-35 16 38.500000000000007 101.50000000000001 17 18.500000000000004 10.500000000000002 18 4.5000000000000009 19 20 32.500000000000007 88.500000000000014 18.500000000000004
decision_type=1 2 9 2 9 9 1 1 1 2 1 2 1 1 9 9 9 1 2 9 2 2 9 2 2 2 1 2 2 1 2 2 9 2 1 9 2 2 2
left_child=-1 3 12 4 10 6 11 32 16 26 34 -5 21 15 -15 -10 25 38 19 23 -8 22 31 -14 36 -7 -9 30 -21 -12 -23 -3 -6 -13 -2 -20 -19 -38 -4
right_child=1 2 17 5 7 8 20 9 13 -11 29 33 18 14 -16 -17 -18 24 35 28 -22 27 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.088239039121045762 0.029492747953111065 0 0.0039636191093550188 -0.013766895443959907 0 -0.0075093725018517193 0.02683637064219703 -0.0073954106812688745 0.0025672452281107518 0.0015242607825029821 -0.0086098564762663622 0.014768353843140458 0.015620982556551461 -0.0055180941411756322 0.00062022188160877547 0 -0.018551610234730256 0.028182457362230053 0.010195238715027767 -0.019432299601414578 0 0 -0.00066628574434878299 -0.0039329162419203074 0 0.0074721767053970538 -0.030668137899965166 -0.010896925163502297 0 0.004853781519191371 0.011882496310020925 0.025438235148209323 0.013735326615712931 0 0 0 -0.006044640773431257 0.018094730654770901 -0.0070065246772198445
leaf_weight=250.51358051388524 111.55338732618839 6.152373847551643 20.587419176241383 56.850917742587626 2.3270581201650202 28.135010365862399 116.33654558332637 108.71416662388947 8094.4898611139506 12.263669566018505 17.882136712083593 30.903007479035296 2.8419323442503801 1526.0245150962146 5720.4743087007664 6627.136259643943 85.732700800115708 132.68109931354411 7.8325219268444926 103.35548199748155 8.890204342780633 69.265813847770914 14.229765460360793 36.599243664881214 32.522020952776074 48.649941557319835 197.20721884467639 11.192083286819978 1.3595353567507107 17.132505755871534 21.176978667266667 32.529205393046141 5.6988121651811525 3.4614627270493648 4.9538695553783318 4.7473428412340564 26.417798142880201 20.194859083509073 17.964612835319713
leaf_count=882019 17436 385 1545 5854 194 3723 11435 10139 732109 1329 2198 3233 328 122678 592097 651939 10317 6366 373 6350 1435 2904 1793 1867 1193 5542 18777 589 93 2204 926 2049 618 671 624 265 1039 858 1122
internal_value=0 0.000778636 0.00806157 0.000575952 -0.00662195 0.000751906 0.0132144 -0.0207963 0.000592528 -0.0232005 0.0206433 -0.00109858 -0.000426319 0.000709653 -0.000654457 0.00140139 -0.0107715 0.0179751 -0.00852752 -0.0125114 0.0231977 0.00631167 0.0148056 0 0.0212653 0 -0.025823 0 -0.0167919 0 0.00372976 0.0198736 0.00820918 0.011676 0.0266741 0.00472702 0.0246161 0.00348816 0
internal_weight=0 23386.5 561.65 22824.8 477.733 22347.1 216.442 326.211 22130.6 318.185 151.522 91.2154 311.282 21968.1 7246.5 14721.6 162.518 250.368 156.736 144.156 125.227 154.546 52.9113 39.4412 211.816 76.785 305.921 101.635 104.715 35.0146 90.4428 38.6816 8.02587 34.3645 116.507 12.5799 179.294 46.6127 38.552
internal_count=3106616 2224597 30045 2194552 53519 2141033 22628 31057 2118405 30245 22462 9758 17922 2098823 714775 1384048 19582 12123 9276 8638 12870 8646 4227 2195 9456 9265 28916 4419 6443 4402 3830 2434 812 3904 18060 638 8263 1897 2667
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=2 2690378 2375904 8454144 193 8 512 5 612 1 4767772 11355 6200 641 2304 2623552 658 344 4882 1 2098242
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=40
num_cat=29
split_feature=0 7 3 6 1 2 1 3 3 6 1 1 3 1 1 3 3 2 3 3 2 1 1 1 1 4 4 1 4 2 2 3 1 1 4 2 1 6 1
split_gain=198.181 3.00174 3.1803 2.81763 2.75925 2.31408 29.6528 13.8806 7.596 7.10585 6.7133 3.98323 6.78677 12.0936 8.16066 18.7665 8.78334 5.61205 5.57741 5.42883 8.34974 6.74214 4.77763 3.76456 3.36626 3.30646 2.9706 2.60799 2.35822 1.87933 1.42498 1.17218 6.05832 5.35388 1.4377 0.918271 1.30199 0.853483 0.795245
threshold=0 1 2 3 4 7.5000000000000009 5 6 7 8 9 10 11 12 13 14 15 2.5000000000000004 16 17 2.5000000000000004 18 19 20 21 2.5000000000000004 2.5000000000000004 22 1.0000000180025095e-35 8.5000000000000018 5.5000000000000009 23 24 25 10.500000000000002 4.5000000000000009 26 27 28
decision_type=1 1 1 1 9 2 9 1 1 1 9 9 1 9 9 1 1 2 1 1 2 9 9 9 9 2 2 9 2 2 2 1 9 9 2 2 9 1 9
left_child=-1 5 3 35 -4 11 7 24 27 38 -9 19 14 17 16 -16 -13 -14 -15 22 21 -21 25 -11 28 -2 -22 -8 -7 -26 -24 32 -6 -33 -35 36 -3 -34 -10
right_child=1 2 4 -5 31 6 8 10 9 23 -12 12 13 18 15 -17 -18 -19 -20 20 26 -23 30 -25 29 -27 -28 -29 -30 -31 -32 33 37 34 -36 -37 -38 -39 -40
leaf_value=-0.087272318943303631 0.014139508525995464 0.014897960671101948 0.023185441289935414 -0.01620530317887935 0.02438479985123998 0.015541409212736335 0.011125898526613573 0.0035750465806309775 0.00023508778275192242 0.010121003893751172 -0.031828451976483083 -0.0041324105326914452 0 0.0055510068781321927 0.0083849243355989481 -0.011943415027082835 0.0091783011674969519 -0.010028354950574145 -0.003981739512844037 0.0061768500623339655 -0.0013617985516356176 -0.0095760932887201458 -0.0056419034851734676 0.031357628326914105 3.7405243090214067e-05 -0.0033530938392930063 0.0045551717461219379 -0.013660238363556605 0 -0.021162096397675398 0.0052694017482169562 0.010165638709206427 0.0051311666907876167 -0.0059494442129181041 0.0095223134819630104 -0.005126991664214783 -0.0039993806606744868 -0.0038427122825453481 -0.013098859043724771
leaf_weight=229.21874024346471 508.26535423379391 61.699820631649345 64.319696396414656 93.6024555854965 130.77391443355009 129.82184148416854 18.277618744177744 46.486576444003731 27.243868766818196 265.17369154188782 246.19530594721437 546.49661312974058 942.27018364239484 2315.0967138534179 885.45627331163269 844.42643640213646 2789.920988180791 1499.3090941602131 762.5260495734401 265.1537519019912 5379.0549308786867 1968.0807309565134 342.77053982921643 369.681068318896 29.60456241783686 90.32966236770153 966.4755864685867 82.900098545243964 213.88732842216268 59.260199577314779 125.66473684762605 429.82833231263794 172.66601305454969 505.36702569830231 27.08115189243108 12.028880804311482 8.8918854491785151 158.93482643458992 32.120335557730868
leaf_count=881487 53274 3944 7232 10252 9539 14234 1824 5605 1483 27654 25548 59476 75581 238433 79769 85355 146585 139467 77334 24520 627515 223080 38934 23229 3485 6674 61069 8796 14434 7829 14518 37097 13908 35269 691 1393 1082 13957 3683
internal_value=0 0.000643221 0.00470938 -0.00629428 0.00630769 0.000312111 0.00403606 -0.0100848 0.0170888 0.0208472 -0.0255498 1.18383e-05 0.00136342 -0.00101814 0.00400428 -0.00141433 0.00688606 -0.00626123 0.00307212 -0.00143996 -0.00230562 -0.00753112 0.00508067 0.0240575 0.00102107 0.0108164 -0.000396348 -0.005174 0.00617456 -0.0123129 -0.00193314 0.00472848 0.00893967 0.00212967 -0.00409049 0.00411106 0.0101359 7.20544e-05 -0.0063291
internal_weight=0 23417.1 1665.19 176.223 1488.97 21752 1520.65 725.256 795.397 694.219 292.682 20231.3 10585.5 5519.2 5066.3 1729.88 3336.42 2441.58 3077.62 9645.8 8578.77 2233.23 1067.03 634.855 432.574 598.595 6345.53 101.178 343.709 88.8648 468.435 1424.65 462.375 962.277 532.448 82.6206 70.5917 331.601 59.3642
internal_count=3105239 2223752 134364 16671 117693 2089388 137804 71135 66669 56049 31153 1951584 902000 530815 371185 165124 206061 215048 315767 1049584 936184 247600 113400 50883 39982 59948 688584 10620 28668 11314 53452 110461 37404 73057 35960 6419 5026 27865 5166
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2 1 1 1 12649477 2153519 124 768 4 2100228 4743620 557 8391705 8457241 544 32 208 258 16516 8256 256 2113573 8396944 976 2116232 12626 2101278 9 73920
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=40
num_cat=25
split_feature=0 7 1 3 6 4 3 1 2 1 1 2 1 1 2 3 1 1 2 1 3 1 3 1 1 4 4 2 2 3 1 2 2 2 4 6 4 1 1
split_gain=179.864 2.60191 3.24781 2.27205 2.44082 2.08198 2.48718 8.67228 14.2286 16.9547 15.7991 14.2274 7.33646 6.49125 15.6138 10.5572 4.68647 4.37444 3.74485 7.47695 2.96244 1.18002 3.27666 5.30479 3.9745 6.91865 3.69675 2.61342 2.46035 2.39035 4.92545 4.08388 4.54053 2.47168 2.35382 2.28357 0.802213 3.45564 1.23687
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6 2.5000000000000004 7 8 3.5000000000000004 9 10 4.5000000000000009 11 12 13 2.5000000000000004 14 15 16 17 18 19 1.5000000000000002 1.5000000000000002 7.5000000000000009 6.5000000000000009 20 21 10.500000000000002 5.5000000000000009 2.5000000000000004 2.5000000000000004 22 11.500000000000002 23 24
decision_type=1 1 9 1 1 2 1 9 2 9 9 2 9 9 2 1 9 9 2 9 1 9 1 9 9 2 2 2 2 1 9 2 2 2 2 1 2 9 9
left_child=-1 5 -3 4 -4 6 7 8 10 -10 -2 17 -13 14 16 -16 -8 -9 19 -15 -20 22 24 28 25 -7 -25 -26 -24 30 35 32 -31 -32 -33 -23 38 -38 -5
right_child=1 2 3 36 -6 21 13 11 9 -11 -12 12 -14 18 15 -17 -18 -19 20 -21 -22 29 23 26 27 -27 -28 -29 -30 31 33 34 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.086270258739511455 -0.01521370682532475 0.021943282679361353 0.0033572466477026809 0 -0.015530922560430475 0.021723597921308707 0.0014549258762358683 -0.010304681997922921 0.018709349760985032 -0.01055060700245586 0.025077910672334849 0.012703407374978912 0 -0.016493032656650797 -0.002009346210309976 -0.045356576702493018 -0.0092112764449840991 -0.00076083230564020956 -0.0053703781564668979 0.00070459227748213078 0.0037662142392866737 0.0022369196864993383 -0.0017998630546207563 0 0.0012335928882900122 0 -0.021668116567149967 -0.015235306487311785 0.0077724659363944716 -0.00010894138881274098 0 -0.023032989780911554 0.0081531734944369372 0.013176074885932377 0 -0.010202153241101453 0.02454460998255396 -0.0072608609712053185 0.0058257808340660662
leaf_weight=210.30848316579068 82.837520262110047 66.998952194990125 82.519389090826735 535.66651969240047 91.393829440698028 244.15577618218958 943.37471418426139 1365.0293054651702 252.53886336088181 567.48674649279565 525.02661078446545 687.7977114173118 1295.0051143519813 317.12955115386285 126.27662150724791 124.08987249084748 635.67701472772751 861.66155727847945 359.6224908643635 761.69746197247878 2289.2705626506358 1090.2514377245679 1747.6520394167746 126.92952993023209 1088.6316929628374 349.59634456899948 194.14475893613417 75.257916297065094 283.65288932458498 3374.2068929383531 225.10442847223021 80.266133482102305 778.54795507341623 711.30676811933517 45.912460199091583 127.16597500257194 46.439334193244576 18.396948873531073 827.4612746424973
leaf_count=882515 7223 7483 6293 31868 9938 19446 61150 162950 20430 39866 30217 58741 170012 36631 15615 14823 82892 89426 42271 60943 249946 99130 170252 16236 104656 26577 26286 8813 23752 317394 18325 6597 51650 41298 2579 12100 1291 589 77055
internal_value=0 0.000683682 0.00446949 0.00301191 -0.00621439 0.000373486 -0.000556676 0.000884249 0.00753785 -0.00074838 0.0188142 -0.00135181 0.00467998 -0.00206689 -0.00688437 -0.0288075 -0.0027924 -0.00685269 0.000265712 -0.00453207 0.00236158 0.0013883 0 -0.00236475 0.00328412 0.0096684 -0.0135587 0 -0.00022289 0.00222964 0.00494442 0.000760536 0.00141566 0.0102666 -0.0149615 0.000415796 0.00447868 0.0147371 0.0035007
internal_weight=0 23406.2 1668.88 1601.88 173.913 21737.3 11194.5 5637.38 1427.89 820.026 607.864 4209.49 1982.8 5557.14 1829.42 250.366 1579.05 2226.69 3727.72 1078.83 2648.89 10542.8 4110.02 2352.38 1757.64 593.752 321.074 1163.89 2031.3 6432.76 2153.83 4278.93 4152.75 936.411 126.179 1217.42 1427.96 64.8363 1363.13
internal_count=3105259 2222744 134517 127034 16231 2088227 1143136 578865 97736 60296 37440 481129 228753 564271 174480 30438 144042 252376 389791 97574 292217 945091 396018 236526 159492 46023 42522 113469 194004 549073 170853 378220 369044 59623 9176 111230 110803 1880 108923
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 1 12649477 1 1 156 334345 268289 2048 1136 4307469 352 4194312 1138 8388898 768 806173 781 264460 3089 50 2105410 3 17136 787112
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=40
num_cat=22
split_feature=0 4 1 2 1 4 1 1 3 2 4 3 1 2 1 2 3 6 3 2 6 3 2 3 2 3 7 1 1 4 6 2 2 3 3 4 4 4 4
split_gain=162.529 2.52617 4.28855 1.75216 17.9285 3.37429 3.61535 3.28641 6.20974 2.36715 2.47482 1.65474 8.15014 7.63126 5.81352 4.93232 3.02371 2.50948 1.63233 1.67286 1.62277 1.53477 1.43811 1.31259 1.25189 1.24548 0.932727 0.906474 0.900528 0.681965 0.542796 0.534914 0.466715 0.352921 0.275707 0.624272 0.235897 1.62392 0.222876
threshold=0 9.5000000000000018 1 1.5000000000000002 2 2.5000000000000004 3 4 5 4.5000000000000009 1.5000000000000002 6 7 2.5000000000000004 8 2.5000000000000004 9 10 11 6.5000000000000009 12 13 6.5000000000000009 14 2.5000000000000004 15 16 17 18 53.500000000000007 19 1.5000000000000002 6.5000000000000009 20 21 12.500000000000002 31.500000000000004 88.500000000000014 18.500000000000004
decision_type=1 2 9 2 9 2 9 9 1 2 2 1 9 2 9 2 1 1 1 2 1 1 2 1 2 1 1 9 9 2 1 2 2 1 1 2 2 2 2
left_child=-1 3 18 4 20 25 21 8 9 26 -11 12 17 -14 15 -13 -16 -9 24 30 -2 -7 -10 38 28 27 -5 -6 -3 -30 -20 -32 36 -22 -21 -36 -25 -38 -4
right_child=1 2 23 7 5 6 -8 11 22 10 -12 14 13 -15 16 -17 -18 -19 19 34 33 -23 -24 32 -26 -27 -28 -29 29 -31 31 -33 -34 -35 35 -37 37 -39 -40
leaf_value=-0.085202049668279975 0.023691888866982244 0 0.0030243938519541919 -0.01033874099075976 0.0060067064991675065 0.018502398388372671 -0.021782027949618608 -0.0019639665620924183 0.021207632907290858 0.023873035371978889 -0.0039208316474997427 -0.0038696631781180678 0.0072727202666675221 0.0005846501208366556 6.5530903596739375e-05 0.0035190371527580645 -0.0042398044358490051 -0.010507808524270711 0 0 -0.0064987243641290897 -0.00055898022296154836 0 0.02445855237858198 0 -0.029992599339474169 0.0032459972707556111 -0.0090367564426633625 0.027524168241867816 0 0 -0.013181686560622055 0 0.0044577265954197807 0 0.018384862956128477 -0.0061298017198106814 0.01700271582529575 -0.0061194435107173777
leaf_weight=192.96818103524856 119.4427620312199 8.3301259649451804 19.118880398571491 187.86816552112577 8.0919496786082146 33.300081529072486 17.402907509589568 1598.6506617795676 228.84981801838148 30.380704896757379 22.895167652051896 1083.5989675895544 2524.5910444069887 5501.4461769026238 2570.4266841654899 4255.9056685201358 3880.9299386126804 470.34505617135437 10.015420334413648 11.165492805419488 16.581441231071949 41.264632670208812 23.968310930067673 134.11804787209257 64.011006696848199 152.35755029891152 11.566350633976979 65.390916742850095 26.057873902609575 1.1357574812136579 13.613383614923803 165.56075482617598 30.628735987003893 17.348299716832116 7.2120778174139621 10.225178006570784 27.47967221471481 20.626471457304433 17.518921015784144
leaf_count=882705 18197 659 1411 24349 585 4180 2315 138807 30736 4329 3565 113376 207115 515799 266134 353482 431890 45582 366 610 2136 5018 3114 6404 2811 12812 1347 5543 1542 93 1512 9902 1128 2209 264 384 1087 857 1096
internal_value=0 0.000576723 0.00703053 0.00039461 -0.00540112 -0.0186479 0 0.000537012 0.00822791 -0.00199337 0.0112167 0.000330751 0.00127596 0.00274147 -0.000454735 0.00194684 -0.00248837 -0.00421094 -0.000227014 -0.00562446 0.0189553 0.00882298 0.018346 0.0158108 0.00765991 -0.0251439 -0.0079219 -0.00320328 0.0180459 0.0212504 -0.0099949 -0.0111656 0.0186642 0 0.00752246 0.0102829 0.0213102 0.00266879 0
internal_weight=0 23429.4 566.818 22862.6 471.181 317.808 91.9676 22391.4 505.529 252.71 53.2759 21885.9 10095 8026.04 11790.9 5339.5 6451.36 2069 317.327 217.792 153.373 74.5647 252.818 249.491 99.5348 225.84 199.435 73.4829 35.5238 27.1936 189.19 179.174 212.853 33.9297 28.6027 17.4373 182.224 48.1061 36.6378
internal_count=3105451 2222746 30126 2192620 52995 30453 11513 2139625 67440 33590 7894 2072185 907303 722914 1164882 466858 698024 184389 18143 13038 22542 9198 33850 11983 5105 18940 25696 6128 2294 1635 11780 11414 9476 4345 1258 648 8348 1944 2507
cat_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=2 2952522 2375776 8394890 8455168 208 150 6815796 2099890 264 5 580 5 338 129 656 1 1808 2098186 8 344 145
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=40
num_cat=25
split_feature=0 7 1 3 1 1 3 2 2 4 2 1 1 3 6 3 1 2 1 3 1 3 1 1 3 4 2 4 4 1 6 2 3 4 4 3 3 2 4
split_gain=147.05 2.33423 2.67501 3.93094 3.84551 2.82836 3.76963 3.54127 3.12596 2.04792 1.85484 24.0281 10.885 5.61655 5.7414 5.44975 3.00694 2.8952 2.76898 8.34221 26.6488 8.26865 25.5786 14.7564 12.4935 10.3616 4.92756 3.72572 3.41262 2.32818 2.24865 2.19036 2.08359 1.68106 4.57876 3.50017 2.25215 1.87031 1.42571
threshold=0 1 2 3 4 5 6 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 7.5000000000000009 7 8 9 10 11 12 11.500000000000002 13 14 15 16 17 18 19 2.5000000000000004 4.5000000000000009 2.5000000000000004 3.5000000000000004 20 21 6.5000000000000009 22 2.5000000000000004 1.0000000180025095e-35 23 24 5.5000000000000009 2.5000000000000004
decision_type=1 1 9 1 9 9 1 2 2 2 2 9 9 1 1 1 9 2 9 1 9 1 9 9 1 2 2 2 2 9 1 2 1 2 2 1 1 2 2
left_child=-1 10 33 4 -4 6 7 -5 9 -7 18 12 -12 29 -15 17 -16 -14 21 20 27 22 25 24 -23 -2 -22 -20 -25 -13 31 -21 -32 34 35 -3 -36 -35 -24
right_child=1 2 3 5 -6 8 -8 -9 -10 -11 11 13 15 14 16 -17 -18 -19 19 30 26 23 38 28 -26 -27 -28 -29 -30 -31 32 -33 -34 37 36 -37 -38 -39 -40
leaf_value=-0.084072617481845302 0.016244726835195147 -0.00077538169336227179 0.020889750885515302 -0.0044831099272253944 0 -0.0046691856490737836 -0.0045756106079993392 0.024289894849361435 -0.011689848488436421 0.012917097839950023 -0.033341116886476764 -0.01684024435845468 0 -0.0058355281484403169 0.010196544252571537 -0.012310531157615842 0.028833126766273948 0.017930893505141966 -0.050617200154731382 0.0041733387949052765 0.0012937936926876344 0.0015767283918312154 -0.016546800572868312 -0.0018249884066676445 -0.030337411864734098 -0.014466139487977626 -0.018793130791444061 0 0.0043006593627299789 0.0051983767556680544 0.0036970270099684227 -0.005650343387569502 -0.0038066999832948993 0.024511709131464304 0.0017556737333188157 0.022726931953893584 -0.01747200249079198 0 0
leaf_weight=177.16245581286785 1072.7774195475504 72.190511770313606 133.1096638191957 28.095793258165941 229.58364717755467 102.9711258392781 140.5054669091478 103.52758502494544 377.87894538696855 83.646453557536006 113.42878471082076 41.10242036730051 235.21620212250855 58.850652664434165 322.22006789268926 275.31612852122635 328.24499357957393 94.277123628882691 112.23275698209181 5410.039759369567 1302.8196805238258 169.82494269928429 381.95395766402362 8681.2041407331708 292.72115091979504 88.531445573549718 103.67099908366799 23.06779331411235 963.31723293522373 58.342054263688624 580.75032024050597 186.16548632527702 839.28639127546921 107.46279173321091 92.530161364353262 117.14631914166966 57.199343734886497 28.327446051640436 26.060055520385504
leaf_count=882475 71314 6541 9428 3145 18306 6792 11180 9478 26565 4600 18724 3419 17725 5161 31917 26255 19113 8449 8654 443716 82336 5946 45950 1012326 41350 6939 9725 1466 62291 7190 44450 15130 96627 7169 11033 13391 5687 1757 2130
internal_value=0 0.000546594 0.00412265 0.00117187 0.0094768 -0.0023544 0.00498832 0.0156326 -0.00648627 0.00252572 0.000252413 0.00357835 -0.00924267 0.0151746 0.018329 -0.00246997 0.0211612 0.00538318 0 0.00135937 -0.00514706 -0.00100363 0.00561108 -0.00207833 -0.0188302 0.0132353 -0.000337163 -0.04195 -0.00116949 -0.00397696 0.00285272 0.00375815 -0.000515226 0.0102425 0.00465736 0.0145186 -0.00648523 0.0196304 -0.0146638
internal_weight=0 23435.6 1674.18 1199.32 362.693 836.625 272.129 131.623 564.497 186.618 21761.4 1527 718.238 808.76 709.316 604.809 650.465 329.493 20234.4 8558.03 1541.79 11676.4 1569.32 10107.1 462.546 1161.31 1406.49 135.301 9644.52 99.4445 7016.24 5596.21 1420.04 474.857 339.066 189.337 149.73 135.79 408.014
internal_count=3105850 2223375 135072 89494 27734 61760 23803 12623 37957 11392 2088303 137953 71153 66800 56191 52429 51030 26174 1950350 702104 102181 1248246 126333 1121913 47296 78253 92061 10120 1074617 10609 599923 458846 141077 45578 36652 19932 16720 8926 48080
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 1 12670023 976 2099848 8464 12 2153519 4106 768 4 114 262912 6841300 3 67616 3 24656 524304 12 262720 5 556 268 428
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=40
num_cat=21
split_feature=0 4 1 5 2 2 2 3 2 1 4 1 1 2 3 4 3 1 3 3 3 2 5 2 6 2 3 1 4 4 1 4 1 1 1 4 4 4 4
split_gain=132.834 2.14975 3.50237 4.07139 2.56556 2.00256 1.9797 1.76579 1.69909 16.3075 3.67232 3.40974 2.61199 3.41527 1.86033 1.66237 1.59669 1.44341 13.6133 12.0658 1.34428 1.43681 1.31018 1.28854 1.24392 1.08301 0.969687 0.940747 0.795542 0.657989 0.577413 0.551286 1.24172 1.08722 0.519954 0.494081 0.488159 0.460055 0.450442
threshold=0 9.5000000000000018 1 2 6.5000000000000009 3.5000000000000004 1.5000000000000002 3 1.5000000000000002 4 2.5000000000000004 5 6 3.5000000000000004 7 1.5000000000000002 8 9 10 11 12 6.5000000000000009 13 2.5000000000000004 14 2.5000000000000004 15 16 5.5000000000000009 53.500000000000007 17 11.500000000000002 18 19 20 4.5000000000000009 18.500000000000004 25.500000000000004 37.500000000000007
decision_type=1 2 9 1 2 2 2 1 2 9 2 9 9 2 1 2 1 9 1 1 1 2 1 2 1 2 1 9 2 2 9 2 9 9 9 2 2 2 2
left_child=-1 8 20 4 38 6 37 -8 9 15 30 24 13 16 22 26 -10 18 -16 -19 25 31 23 -14 -12 27 -2 -3 -18 -29 -11 33 -33 -22 -24 -15 -6 -5 -4
right_child=1 2 3 5 36 -7 7 -9 12 10 11 -13 14 35 17 -17 28 19 -20 -21 21 -23 34 -25 -26 -27 -28 29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.082890552090698066 -0.0039551776247060931 0 0.035919866642403327 0.015478209818826267 -0.008211652798531038 0.013403254187518216 0.00014364956033463585 -0.021469619967558792 -0.0044609902113961755 0 -0.0044441242768966972 -0.020802132638235091 0.0011713769238601859 0.031006539393752065 0.0023644096697253212 0.034112342082959969 0.015263796196465538 0.0038538580843564571 -0.0049549366383635435 -0.002723779086091106 0.009753048723808555 0.0067711049982402977 0.0068641905004263358 -0.018169070316255385 0.013763404489740508 0 0.010454381463749912 0.026157966085054829 0 0 -0.023946147436765985 0 -0.017523461194036954 -0.0084744812384251796 -0.005445934988737665 0 0.0069392952412863545 0 0
leaf_weight=162.85390213735809 19.25057457620278 8.5739532760344428 72.557608519680798 6.3107988797128183 13.973249778151514 52.786576708313078 31.965516828466207 43.55714427609928 108.37404164084001 10.860030448064208 7.0569999923463911 16.698617302579805 5.546914020262192 40.821353015955538 6513.3435858308221 44.25925071677193 66.98389008664526 6795.8909624521621 4097.3641512653558 4628.7434643433662 20.511727707693353 28.986210230505094 36.451273896731436 103.36662861565128 75.714614515658468 64.099732505623251 67.410745593486354 26.6349410857074 2.7071265329141161 1.1632001339457918 230.14869549463037 56.444387524388731 79.323939948459156 31.239201846532524 13.859571337874511 4.1689136840868732 9.797931894194333 4.4772274184506387 17.785637183347717
leaf_count=882347 3012 667 3039 610 584 2274 1779 2432 10684 774 909 2253 802 5506 638400 5422 6356 590464 338904 528894 1105 1257 4935 12069 9353 2792 10978 1527 488 94 20506 2834 5899 1887 1660 682 345 410 541
internal_value=0 0.000437878 0.00636872 0.0142285 0.0266253 0.000206252 -0.00666089 -0.0140596 0.000268902 -0.00544802 -0.0169611 0 0.000409602 0.0103488 0.000277599 0.0200194 0.00118329 0.000376997 -0.00044181 0.00116253 -0.000138739 -0.00513838 -0.00928625 -0.0149842 0.00882533 0.00689459 0.00504509 0.0164769 0.0110136 0.020113 -0.0234583 -0.00927469 -0.0120885 0 0 0.0290185 0 0.0100243 0.0325902
internal_weight=0 23459.2 570.189 253.212 114.114 139.097 86.3107 75.5227 22889 471.4 340.479 99.4702 22417.6 223.055 22194.6 130.921 178.065 22035.3 10610.7 11424.6 316.977 216.505 159.224 108.914 82.7716 100.472 86.6613 36.3721 69.691 27.7981 241.009 187.519 135.768 51.7509 50.3108 44.9903 23.7712 10.788 90.3432
internal_count=3105474 2223127 30076 12014 4509 7505 5231 4211 2193051 53207 33795 12515 2139844 23716 2116128 19412 17528 2096662 977304 1119358 18062 12982 19466 12871 10262 5080 13990 2288 6844 1621 21280 11725 8733 2992 6595 6188 929 1020 3580
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=2 2952522 2 96 2375712 8394954 8454144 512 225 7127340 484 31 580 2 4 266 2098186 1280 262208 2099466 269224
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=40
num_cat=24
split_feature=0 4 3 1 1 2 2 1 1 1 2 2 1 1 2 2 7 3 2 6 2 1 3 3 1 1 3 7 4 6 1 3 2 2 2 2 3 2 1
split_gain=120.22 2.11366 1.94154 6.25418 3.24383 13.1967 2.96502 7.0164 3.53706 3.27799 11.8435 2.51664 4.80102 2.68111 10.808 3.97711 2.31191 2.13055 1.82172 1.76288 1.76047 1.73866 10.9552 6.95928 5.85194 4.88429 3.93229 2.80321 2.72729 2.14424 4.96108 8.61963 1.96321 2.57829 1.86215 1.8308 1.82941 5.57992 2.50367
threshold=0 1.0000000180025095e-35 1 2 3 4.5000000000000009 2.5000000000000004 4 5 6 5.5000000000000009 6.5000000000000009 7 8 2.5000000000000004 3.5000000000000004 9 10 2.5000000000000004 11 5.5000000000000009 12 13 14 15 16 17 18 2.5000000000000004 19 20 21 4.5000000000000009 7.5000000000000009 1.5000000000000002 1.5000000000000002 22 3.5000000000000004 23
decision_type=1 2 1 9 9 2 2 9 9 9 2 2 9 9 2 2 1 1 2 1 2 9 1 1 9 9 1 1 2 1 9 1 2 2 2 2 1 2 9
left_child=-1 2 4 18 5 -2 7 8 -5 10 -8 13 -13 15 -15 -6 -9 -11 -4 -14 -20 22 25 24 -23 -3 28 34 35 36 31 -31 -27 -34 -28 -24 37 -25 -38
right_child=1 21 3 6 11 -7 9 16 -10 17 -12 12 19 14 -16 -17 -18 -19 20 -21 -22 23 26 29 -26 32 27 -29 -30 30 -32 -33 33 -35 -36 -37 38 -39 -40
leaf_value=-0.081656919765159514 -0.0095084766693695304 -0.022717337806513947 0 0.022290251696951879 -0.0039574164882519155 0.010860848026121403 0.00074216462270332404 -0.015448508286544505 -0.00086901177113873375 0.0041575417074651592 -0.025777872243462143 -0.0074497415399711392 -0.0019243803669151507 0.010685910934562903 -0.0020365032611968851 0.0037757041471599565 0.0047868449454338451 -0.0038798747121776898 -0.026339594383997279 0.017757880364020356 0 -0.0018575102339768929 0 -0.005677824971786637 -0.03284299160154263 0.0018266479478066752 -0.010201743941178509 0.018518935518152171 0 0.019571338647424927 -0.0074894777368128083 -0.0060008514574212968 -0.01571163548881736 0.0037782735856576413 0.0051909970938524485 0.032209446383798683 0.0055815528791831577 0.0040777539620866074 0.0010486272067123993
leaf_weight=149.88699590368196 1076.3607631542836 100.47103534825146 20.696501795027871 30.985150254098698 1820.3468160586199 407.90404227818362 845.91006476827897 510.90758027607808 728.18689236126374 1778.8205099320621 174.16231773467734 85.345830479636788 21.97277455101721 1106.6518144553993 1530.0363227159251 981.35575232270639 25.237867658492178 333.86443992273416 137.81082021212205 263.2704999439884 30.905156473163515 213.22435392718762 3.410257489187642 1070.4425580466632 70.924572008661926 455.17506826680619 44.428852796263527 152.66310959553812 33.262514285510406 192.70784023520537 752.70258457562886 249.91747792134993 147.56124410108896 60.728366205468774 1186.5332559323288 119.04656762478407 2113.8090958804823 1212.4516449430957 3376.9133384948364
leaf_count=882272 117810 13668 2526 5295 180074 43393 73140 50473 68729 209280 24033 8718 2529 70454 139187 119915 3686 40368 17075 27513 4012 21076 232 117726 8432 41796 4626 10473 3620 16136 63422 25698 14172 6658 105161 9499 181995 87987 282875
internal_value=0 0.000401063 -0.000515063 -0.00212216 0.00046824 -0.00358455 -0.00120379 -0.00518901 0.000769188 0.000378933 -0.0040684 0.0015725 0.00931725 0.000944543 0.00323876 -0.0011275 -0.013524 0.00269955 -0.0183309 0.0152691 -0.0222999 0.00137006 0.00383515 0.00070883 -0.0136155 -0.00553759 0.00869898 0.00627865 0.0229933 0.00125438 -0.00252749 0.00521036 -0.00136572 -0.00900996 0.00416802 0.0299024 0.00188427 -0.000379573 0.00287569
internal_weight=0 23467.1 11910.7 4617.49 7293.24 1484.26 4428.07 1295.32 759.172 3132.76 1020.07 5808.98 370.589 5438.39 2636.69 2801.7 536.145 2112.68 189.412 285.243 168.716 11556.4 2303.28 9253.09 284.149 763.936 1539.34 1383.63 155.719 8968.94 1195.33 442.625 663.465 208.29 1230.96 122.457 7773.62 2282.89 5490.72
internal_count=3105734 2223462 1208210 498617 709593 161203 475004 128183 74024 346821 97173 548390 38760 509630 209641 299989 54159 249648 23613 30042 21087 1015252 209905 805347 29508 76294 133611 120260 13351 775839 105256 41834 62626 20830 109787 9731 670583 205713 464870
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=2 158 40965 6816934 857272 328832 2426008 8403464 8470865 1 97 4 14779543 900 1 12360 65552 1 1 3 2824 564 592 29216
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=40
num_cat=23
split_feature=0 4 1 5 4 2 2 2 1 4 1 1 3 2 5 3 3 6 2 6 6 1 1 4 3 2 5 4 2 2 6 3 3 4 1 4 4 1 1
split_gain=108.94 1.83657 3.05868 3.71591 1.89883 1.28292 1.89169 1.25657 14.0524 3.49366 3.07235 2.77995 2.55445 1.87699 1.55724 1.87317 1.3897 1.36335 1.25411 1.89123 1.25255 3.68825 1.91617 1.20414 1.18232 1.27086 1.14215 1.14077 1.13144 1.08247 0.823123 1.12471 0.801547 0.704756 0.563474 0.589586 0.490718 1.20851 1.02386
threshold=0 9.5000000000000018 1 2 10.500000000000002 3.5000000000000004 1.5000000000000002 1.5000000000000002 3 2.5000000000000004 4 5 6 2.5000000000000004 7 8 9 10 8.5000000000000018 11 12 13 14 89.500000000000014 15 2.5000000000000004 16 4.5000000000000009 2.5000000000000004 6.5000000000000009 17 18 19 4.5000000000000009 20 53.500000000000007 11.500000000000002 21 22
decision_type=1 2 9 1 2 2 2 2 9 2 9 9 1 2 1 1 1 1 2 1 1 9 9 2 1 2 1 2 2 2 1 1 1 2 9 2 2 9 9
left_child=-1 7 24 4 -4 6 -5 8 14 32 17 12 13 -9 27 -16 26 -11 19 -6 22 -22 -18 -8 25 34 28 -2 -13 36 -7 -32 -10 -14 35 -3 38 -38 -26
right_child=1 2 3 5 18 30 23 11 9 10 -12 16 33 -15 15 -17 20 -19 -20 -21 21 -23 -24 -25 29 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.080380609222802116 0.033494741474099581 0.023751382155731235 0 0.010379392871049036 0 -5.904633826303014e-06 -0.017830719866581708 -0.011803497364873961 0 -0.0051003988651786812 -0.01973383861261558 0.0008911620968257458 0.02084917166702295 0.010325562404031173 0.016273049203308722 -0.0043060624619946806 0.002598914499152844 0.014007228222266761 0 0.033095037610375515 -0.0052377696279568842 0.00032941860346338684 7.3472190177506464e-05 0.00019526254366573277 0.0099250710824834061 0 0 0 -0.016650047229710641 0.0046602700550746152 0 0.020955307758565862 -0.024747710859691921 0 0 0 0 -0.017383275339859002 -0.0080804265914720241
leaf_weight=138.18712857784703 48.373993559740484 29.333653312991377 23.573945668060333 10.655139165697618 12.848772801691666 15.508343408117069 66.136980222770944 54.922906389576383 48.732821419253014 7.3821826321072876 14.709306083852423 5.6456362291937685 123.53575666539837 35.144802553695627 30.360734043177217 54.770686503965408 4332.7601133792195 75.462035142467357 9.390094395959748 88.177933269646019 1431.2891574456589 5820.8528421368683 10465.463524715451 10.612110337940974 16.911341748433188 56.980079150525853 50.069433596218005 2.3647411791607729 100.97618068265729 26.451884326059371 10.506592222955076 30.003766920650378 185.3151009096764 8.8241517674177867 4.9635016017127773 1.1616611671634007 56.416538470424712 72.248020653962158 30.948519199853763
leaf_count=882608 6630 1592 939 1013 433 744 3785 5642 4176 946 2130 810 12634 4299 4472 8391 310772 9380 372 3213 107765 606664 1072921 524 993 2622 6583 206 12034 1180 417 1207 16732 1541 550 94 2834 5729 1888
internal_value=0 0.000384669 0.00585404 0.0126915 0.0234201 0 -0.00582846 0.000227272 -0.00470356 -0.015776 0 0.000349543 0.0106064 -0.000228578 0.018323 0.00379475 0.000214282 0.00875609 0.0278535 0.0304488 0.00030152 -0.00075089 0.000838125 -0.0131735 -0.000594692 0.00609446 -0.00810179 0.0307855 -0.0135337 -0.00537753 0.010138 0.0145619 -0.0221868 0.0180619 0.0165961 0.0183217 -0.00905314 -0.0117307 0
internal_weight=0 23469.8 572.829 277.414 133.991 143.423 87.4042 22897 467.472 331.601 97.5535 22429.5 222.428 90.0677 135.87 85.1314 22207.1 82.8442 110.417 101.027 22050.4 7252.14 14798.2 76.7491 295.415 92.4389 156.691 50.7387 106.622 202.976 56.0187 40.5104 234.048 132.36 35.4588 30.4953 176.524 128.665 47.8599
internal_count=3107465 2224857 30129 12647 4957 7690 5322 2194728 53063 33364 12456 2141665 24116 9941 19699 12863 2117549 10326 4018 3646 2098122 714429 1383693 4309 17482 4858 19427 6836 12844 12624 2368 1624 20908 14175 2236 1686 11444 8563 2881
cat_boundaries=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=2 855370 2 2376736 8394954 8454144 193 2 572 512 4 4 1 4767768 3098 580 2 6 288 640 527424 262208 2314
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=40
num_cat=30
split_feature=0 7 1 3 6 4 6 4 1 3 1 6 6 4 3 1 5 3 4 3 1 2 1 1 2 1 1 2 1 6 3 3 1 3 1 2 3 4 1
split_gain=98.3588 1.77537 2.07386 4.89095 3.38096 2.08118 2.49309 4.74045 2.48853 2.13808 1.72153 1.66239 1.60533 6.23849 2.96208 2.64623 3.89696 3.13156 1.41187 1.6944 6.16895 5.7806 6.61116 3.86115 6.64467 10.441 6.43373 4.7017 7.02934 2.89041 3.66224 2.66868 2.29095 1.47527 1.40509 2.53767 1.23133 0.992277 0.86197
threshold=0 1 2 3 4 2.5000000000000004 5 1.0000000180025095e-35 6 7 8 9 10 2.5000000000000004 11 12 13 14 1.0000000180025095e-35 15 16 4.5000000000000009 17 18 3.5000000000000004 19 20 3.5000000000000004 21 22 23 24 25 26 27 5.5000000000000009 28 7.5000000000000009 29
decision_type=1 1 9 1 1 2 1 2 9 1 9 1 1 2 1 9 1 1 2 1 9 2 9 9 2 9 9 2 9 1 1 1 9 1 9 2 1 2 9
left_child=-1 18 5 4 34 6 9 8 -8 38 11 -7 15 14 -14 16 -5 -17 19 20 29 32 -23 27 26 -26 -25 31 -29 30 -2 -21 -22 -31 -4 -36 -13 -15 -3
right_child=1 2 3 12 -6 10 7 -9 -10 -11 -12 36 13 37 -16 17 -18 -19 -20 23 21 22 -24 24 25 -27 -28 28 -30 33 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.079035392005812832 0.0092632717906171429 0.0068616911405475186 0 -0.01081240244114237 0 -0.0089209048248715984 0.018700685030656205 -0.02279861998487083 -0.0054126019102817505 0.016374780182536939 0.028040130845005021 -0.0018412948091630977 0 0.015903033049880021 -0.022315521362663505 0.00072341734325975901 0.013421594065832194 -0.021029055487301163 0.0008561396237652246 0.0026371657555572269 0.00092761098315677056 -0.010401456326479935 0.013359837123202378 -0.0096891207326237055 -0.0065768037300417458 0.010317464222542322 0.00044803940792045925 -0.0039617378158366716 -0.021473859595104797 0.0022147717516877597 -0.0027109164901837146 -0.0062948030777495905 -0.0073860853048767971 -0.0072956777206825002 0.029510259420937213 0 0.016176903902350225 0 -0.0053157050961660625
leaf_weight=127.39718632401491 1238.9410931130406 62.573308229446411 13.673256655922158 54.260593400103971 194.56702913274057 24.967151482123882 40.503683370770887 62.226292472216301 38.639513310976326 131.80282174202148 53.275592147139832 15.641762242885305 58.037546981358901 56.453244912205264 178.19429597677663 117.77347259409726 201.43454684875906 64.52505612722598 10595.192317052686 880.50430410791887 348.70750112418318 121.20488308707718 348.39755622373195 887.39892530592624 477.6941140065901 1137.9451207284583 1768.7247197804973 960.53249277197756 309.29399735626066 406.59968884731643 260.32981778460089 476.97854672541143 1387.8034446133533 202.85377759346738 108.76404667762108 34.490275163436309 57.09649883210659 22.996502104215324 94.136592844035476
leaf_count=881795 93229 4052 1255 5626 14501 1133 4683 6678 2798 12809 6037 904 4853 2525 17468 7088 14637 4782 949804 56247 27689 14306 28393 107911 38055 105857 163185 150090 34142 38776 37031 53737 171581 20607 8125 2222 2076 558 10398
internal_value=0 0.000273851 0.00337202 0.000437585 0.00979265 0.00802977 0.00322088 -0.00563933 0.00714501 0.00853553 0.0177044 0.00209652 -0.00382104 -0.00883907 -0.0172299 0 0.00640917 -0.00802492 1.62958e-05 -0.000750696 0.000752542 -0.00283741 0.00642944 -0.00173193 6.33926e-05 0.00513395 -0.00293185 -0.0047206 -0.00905085 0.00463081 0.00697279 -0.000379648 -0.00559595 -0.000743189 0.0191657 0.0221929 0.0103627 0.0104455 0
internal_weight=0 23495.1 1686.03 1105.17 351.495 580.863 429.882 141.369 79.1432 288.513 150.981 97.7054 753.675 315.682 236.232 437.994 255.695 182.299 21809.1 11213.9 4314.84 2206.11 469.602 6899.07 4271.76 1615.64 2656.12 2627.31 1269.83 2108.72 1499.27 1357.48 1736.51 609.453 156.928 143.254 72.7383 79.4497 156.71
internal_count=3107643 2225848 135208 83640 26103 51568 41418 14159 7481 27259 10150 4113 57537 25404 22321 32133 20263 11870 2090640 1140836 431612 241969 42699 709224 415008 143912 271096 294216 184232 189643 130260 109984 199270 59383 11602 10347 2980 3083 14450
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=2 1 12670039 976 10 3 66 85 4162 2 5 4 8456 2 40 140 273176 6312961 4760335 84112 10490912 8963 1 12 259 4215811 132 270336 67 5137
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=40
num_cat=24
split_feature=0 7 1 1 4 4 3 1 4 1 2 1 1 3 5 1 6 2 2 4 2 3 1 4 1 3 1 1 1 3 3 2 6 2 2 2 4 3 2
split_gain=89.2034 1.62495 2.10736 1.3233 1.42538 3.43681 5.90676 3.70358 1.50636 1.81817 1.3408 20.2182 1.74711 1.31916 3.71269 2.25848 1.88759 1.18652 1.16763 1.10047 1.17168 1.0437 1.00204 0.551452 2.14613 0.833475 4.65348 2.8665 0.543399 0.528194 0.504073 0.469157 0.433643 0.415276 0.368481 0.342018 0.269964 0.217599 0.0899744
threshold=0 1 2 3 32.500000000000007 17.500000000000004 4 5 123.50000000000001 6 7.5000000000000009 7 8 9 10 11 12 1.5000000000000002 16.500000000000004 1.5000000000000002 3.5000000000000004 13 14 15.500000000000002 15 16 17 18 19 20 21 1.5000000000000002 22 1.5000000000000002 12.500000000000002 4.5000000000000009 144.50000000000003 23 34.500000000000007
decision_type=1 1 9 9 2 2 1 9 2 9 2 9 9 1 1 9 1 2 2 2 2 1 9 2 9 1 9 9 9 1 1 2 1 2 2 2 2 1 2
left_child=-1 3 29 18 5 10 7 -7 9 17 12 -12 -5 14 22 35 -17 -6 19 20 30 -21 -4 25 -25 26 -15 -27 -8 -3 -2 -26 -23 -11 -22 -16 -10 38 -20
right_child=1 2 13 4 8 6 28 -9 36 33 11 -13 -14 23 15 16 -18 -19 37 21 34 32 -24 24 31 27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.077664438166750394 -0.0059738921523670718 0 0 -0.0010058098584529811 0 -0.0039149245044019943 0 0.036803047065150842 0.0090776451809302713 0 -0.02890233944699562 0.0070702450748189385 0.00086523664891405218 0.0073731051311481796 0.018172037089269885 0.004293886310328416 -0.015983664592836243 -0.026434003661811003 0.013777746260101316 -0.011691867668343856 -0.019320888293136964 -0.00061197579597959285 -0.028495291382882166 -0.0056266350281333078 0 0.013596176164709567 -0.0075974148503523218 0 -0.01682475043493217 0.020332742575500537 0.0054853358425761131 0.02612560606743693 0.0079415545661232698 0.011475103621155799 0 0 0 0 0
leaf_weight=117.73760243711877 46.11206339293858 10.278749282355419 10.070315898861734 10385.012774211937 2.9533570064231744 11.878593620145692 2.6567640728317201 56.306802663952112 9.1509960023686272 3.5427789927925897 134.60593651235104 1355.9379989770241 9467.542740562174 386.69146861694753 45.286783789750189 40.982504026032984 45.250735541572794 59.714440320152789 5.127055267803371 14.299912072718142 101.22846825630404 9.2809715576004237 24.008796761743724 10.403094568755476 1.6864327308721829 207.43403805000708 364.33863461320288 446.3112803036347 16.151201633038003 58.452076253655832 25.393231729860418 31.315880658105016 80.255702199414372 6.7049705272074789 5.5106248192023477 5.4404648498166344 3.0263748946599653 2.5398539220914236 0.31628366652876128
leaf_count=881955 8606 1342 1058 1073571 293 1351 251 2147 407 334 21824 109326 830682 33083 2604 3565 5771 2343 797 1382 18305 857 2414 374 106 12942 26574 37553 1139 6106 4305 787 8062 784 974 535 292 425 56
internal_value=0 0.000278273 0.00324141 3.10182e-05 0.000140795 0.00021391 0.0173235 0.0281118 -0.01091 -0.016564 0.000105918 0.00297466 -9.8544e-05 0.00204828 -0.00492265 0.00180129 -0.00566324 -0.0211379 -0.00623389 -0.00850621 -0.0126996 0 -0.0255874 0.00318336 0.0128938 0.00243309 0 0.00492519 -0.0121505 0.0171988 0 0.0209593 0.0048238 0.00329354 -0.0182018 0.014501 0.00353329 0.00782035 0.00994995
internal_weight=0 23493.2 1687.95 21805.2 21515.2 21430.1 86.9934 68.1854 85.0929 72.9155 21343.1 1490.54 19852.6 1619.22 171.04 136.96 86.2332 62.6678 290.064 282.081 178.244 103.837 34.0791 1448.18 43.4054 1404.78 751.03 653.745 18.808 68.7308 71.5053 33.0023 89.5367 10.2477 106.739 50.7272 12.1774 7.98319 5.44334
internal_count=3105282 2223327 134814 2088513 2044744 2040291 4888 3498 4453 3754 2035403 131150 1904253 127366 15947 12475 9336 2636 43769 42491 32190 10301 3472 111419 1267 110152 59657 50495 1390 7448 12911 893 8919 1118 19279 3139 699 1278 853
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=2 1 12583941 4751365 124 5642 2107872 5130 25040 1 2 2101522 1 533 2097216 272656 44 80210 2115720 8390800 385 226 4 124
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=40
num_cat=27
split_feature=0 4 1 3 2 4 6 1 3 1 1 4 3 3 1 1 3 3 2 5 1 1 3 1 1 1 1 3 4 2 4 3 4 2 2 6 3 2 1
split_gain=80.9478 1.3299 5.82101 2.21661 1.9896 1.11862 1.00075 2.18515 5.27322 3.5047 2.84475 4.93274 2.12902 1.86372 5.71939 4.34421 7.1644 5.53256 2.10041 1.40855 161.35 68.4394 32.9316 41.1136 22.0672 19.1115 15.7088 14.3047 13.0701 11.2428 10.3304 5.56805 2.91748 2.86965 1.19675 0.978241 0.95976 1.49765 1.23733
threshold=0 14.500000000000002 1 2 3.5000000000000004 120.50000000000001 3 4 5 6 7 2.5000000000000004 8 9 10 11 12 13 8.5000000000000018 14 15 16 17 18 19 20 21 22 3.5000000000000004 2.5000000000000004 1.0000000180025095e-35 23 7.5000000000000009 9.5000000000000018 1.5000000000000002 24 25 4.5000000000000009 26
decision_type=1 2 9 1 2 2 1 9 1 9 9 2 1 1 9 9 1 1 2 1 9 9 1 9 9 9 9 1 2 2 2 1 2 2 2 1 1 2 9
left_child=-1 6 4 -4 5 35 19 8 9 -8 12 -12 -10 14 18 16 -15 -17 -9 20 30 26 23 -23 28 -24 31 -26 -22 -28 33 -21 -32 -2 -11 -3 37 38 -6
right_child=1 2 3 -5 36 -7 7 13 10 34 11 -13 -14 15 -16 17 -18 -19 -20 21 24 22 25 -25 27 -27 29 -29 -30 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.076262458745630327 -0.059097649530862641 0 0.027332029421544442 -8.9343466617380546e-05 0.018101327331349996 0.00073087105386347327 0.0096124757398342395 -0.013010640865579726 0.0077870356387957518 0.00090085569173951278 0.019784116260009546 -0.0053157586774478689 -0.003023878759712129 -0.0049262601401139396 0 -0.011860747758120502 0.0083086872778009441 -0.00015211312038331085 0.0047895980764649689 0.0020734820369488439 0.037497742855443585 0.0011198183347878895 -0.010535712662951703 -0.028374913842684209 -0.0064717708021234839 0.0045919401122448958 0.014928101866809665 0.0062078657340407708 -0.0091312693374374157 0.0027381863925410774 -0.027883035323992722 0.025432486270308613 0.00022699035147611559 -0.00083362064953507577 -0.017838417580185017 -0.018602908829929647 0.014226537532844778 -0.011442356864672286 -0.0029469723425215536
leaf_weight=109.01315389655065 367.21435114147607 7.7404478075914085 89.51497523568105 20.748481774819084 12.803095676470548 7.5399169614538541 31.895304329693317 634.32575016340706 278.5164955300861 2.6865849674213669 266.25665109104011 68.934442389756441 346.69744745641947 584.60175029281527 1328.2466590726981 519.03565048793098 1076.1320604244247 1664.0978666331503 32.396850436227396 169.51484079821967 286.37006602413021 765.65780355397146 1204.106000771164 1128.3070421552984 1078.5681681073038 2492.102406086633 1202.1034672533278 4096.9385170597234 49.655526434537023 2216.2421459497418 297.5907621786464 800.37372013588902 17.626881308853626 20.281010925071314 180.66771821351722 80.178528303513303 18.845861466834322 43.673480650875717 7.2085283154156068
leaf_count=882548 43746 354 4367 1908 327 471 4355 63797 26995 325 34673 4927 34484 60130 153305 40902 95004 158783 2161 25568 20026 72760 135230 112376 100552 263051 68707 366059 2138 206755 39037 49865 1807 3105 16771 4949 673 1705 478
internal_value=0 0.00026649 0.00671195 0.0215254 -0.00366247 -0.0128268 0.00016496 -0.00081188 0.0029686 -0.00954924 0.00634367 0.0134205 0.00151977 -0.00163913 -0.00409984 -0.000255713 0.00346712 -0.00323408 -0.0113828 0.000607454 -0.000538338 0.00135108 -0.00593742 -0.0165196 0.0052739 -0.000315903 0.0106704 0.00347856 0.0288167 0.00718366 -0.0443506 0.0218908 -0.025559 -0.0570458 -0.0153502 -0.0164238 0.00453971 -0.000253791 0.0103313
internal_weight=0 23495.4 288.253 110.263 177.99 95.4589 23207.1 7014.49 1175.65 215.25 960.405 335.191 625.214 5838.84 1994.97 3843.87 1660.73 2183.13 666.723 16192.7 6214.25 9978.41 5590.17 1893.96 5511.53 3696.21 4388.23 5175.51 336.026 3418.35 702.713 969.889 315.218 387.495 183.354 87.919 82.531 63.6851 20.0116
internal_count=3105174 2222626 15232 6275 8957 5774 2207394 696612 122530 21451 101079 39600 61479 574082 219263 354819 155134 199685 65958 1510782 576470 934312 583417 185136 488775 398281 350895 466611 22164 275462 87695 75433 40844 46851 17096 5303 3183 2510 805
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 2166058 124 9 15009411 7 8389635 8389762 328 864 532560 12368 144 3 2 1562 8390427 15 4777988 67584 4745220 531 896 864 4 241 32
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=40
num_cat=20
split_feature=0 4 1 4 3 4 2 1 5 6 4 1 3 1 4 2 6 1 2 6 5 1 1 3 2 2 3 1 6 2 2 4 2 4 4 3 2 4 2
split_gain=73.1444 1.33004 2.74624 2.80741 2.75535 2.01673 1.3187 13.888 5.32598 2.35192 2.0896 1.96392 3.35791 6.80804 2.6343 3.05284 2.06227 1.93069 1.83058 1.47842 2.3333 117.739 50.8543 1.84947 6.43234 5.61833 1.18868 2.17765 1.18325 3.08071 1.77264 0.799345 0.668779 0.686466 0.952497 0.646516 0.985123 0.959104 0.63328
threshold=0 9.5000000000000018 1 21.500000000000004 2 18.500000000000004 1.5000000000000002 3 4 5 6.5000000000000009 6 7 8 3.5000000000000004 4.5000000000000009 9 10 6.5000000000000009 11 12 13 14 15 2.5000000000000004 2.5000000000000004 16 17 18 3.5000000000000004 3.5000000000000004 101.50000000000001 1.5000000000000002 53.500000000000007 14.500000000000002 19 3.5000000000000004 60.500000000000007 10.500000000000002
decision_type=1 2 9 2 1 2 2 9 1 1 2 9 1 9 2 2 1 9 2 1 1 9 9 1 2 2 1 9 1 2 2 2 2 2 2 1 2 2 2
left_child=-1 6 4 5 32 28 7 8 -2 -9 -11 12 13 16 15 -14 -8 -16 -15 20 21 -13 -22 24 -21 -25 27 -10 29 -4 -30 38 -3 34 -34 37 -37 -5 -6
right_child=1 2 3 35 31 -7 11 9 26 10 -12 19 14 18 17 -17 -18 -19 -20 23 22 -23 -24 25 -26 -27 -28 -29 30 -31 -32 -33 33 -35 -36 36 -38 -39 -40
leaf_value=-0.07478578369980092 0.03390427345616577 -0.0046869320316096285 0 -0.014253761522274165 -0.018816767054124502 0.039687440180083813 0 0.006328621388747283 -0.0067096839631397391 -0.021835222771685814 0.0016779509698427214 -0.051382498367004481 0.00055739396937563054 0.0038603145546840254 -0.00044386809522264963 0.0076756387451787852 -0.020892830495934888 0.01631448564951939 -0.0085792083405588655 -0.0076711506493388169 0.0098876424208143646 0.0033958849491690455 -0.0067282384796768019 0.0021819820039276198 0.0028423639424163556 -0.0067817345713982709 -0.0067728338231370783 0.020212712089170096 0.010076412665916502 0.025521190075740947 -0.013480118763660943 0 0 -0.0019154877427670046 0.016610788138916085 -0.00095599351386380311 0.015924148580803325 3.0126306679898411e-05 0
leaf_weight=100.87279941591987 61.474732684437186 7.7232012148015192 58.462233131285757 38.408862905576825 86.151776715414599 16.719635156681761 68.432037705089897 7.9330023465445265 9.2629431127570552 287.60854234715225 12.196121358545495 389.70562387583777 2345.2443405437516 701.77789037831826 54.787063139257953 838.81078182044439 182.20665801479481 218.5432622062508 102.10116230673157 751.99745634495048 3602.8465731889009 4444.4870114696678 3674.3966164157609 1042.2396923066699 2236.6592798123602 1813.4185408324702 62.609517837758176 28.057756123365834 29.874958197819069 63.079518631799147 34.095525569282472 1.6062197149731208 90.408358502434567 7.5309571665711692 65.231360391480848 19.849058045074344 20.080160705605522 36.759589853463694 2.3918807143345466
leaf_count=881359 8214 1052 3108 1762 6472 680 9642 804 1286 28369 1377 46317 248333 83455 6074 72618 28056 9084 12057 78487 246530 405871 406649 83672 231007 175392 9185 4287 1580 2156 1262 123 4538 424 3537 984 633 1671 169
internal_value=0 0.000173988 0.00479357 0.0106232 -0.00192564 0.017307 3.83292e-05 -0.00502738 0.0156477 -0.0171419 -0.0193177 0.000164003 0.00202784 -0.00268431 0.00356511 0.00258011 -0.015929 0.0127779 0.00164902 -0.000291227 0.000319079 -0.00134669 0.00146811 -0.00160055 4.74964e-05 -0.00340578 0 0.0096364 0.008654 0.013159 0 -0.0137874 0.00433739 0.00720366 0.00949918 0 0.00562784 -0.00584424 -0.017132
internal_weight=0 23515.2 578.373 317.33 261.044 202.232 22936.8 469.143 161.405 307.738 299.805 22467.7 4511.9 1054.52 3457.39 3184.06 250.639 273.33 803.879 17955.8 12111.4 4834.19 7277.24 5844.31 2988.66 2855.66 99.9302 37.3207 185.512 121.542 63.9705 90.1499 170.894 163.171 155.64 115.098 39.9292 75.1685 88.5437
internal_count=3108276 2226917 30151 13836 16315 8786 2196766 53522 22972 30550 29746 2143244 469319 133210 336109 320951 37698 15158 95512 1673925 1105367 452188 653179 568558 309494 259064 14758 5573 8106 5264 2842 6764 9551 8499 8075 5050 1617 3433 6641
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=2 2688346 620 2376800 2 8 8468098 705 74240 10 8389122 1 2 24 281 216 572 17472 1 737
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=40
num_cat=27
split_feature=0 7 1 3 1 1 2 4 3 1 2 2 1 1 1 1 1 2 3 1 2 1 3 1 3 4 3 1 1 2 1 2 2 1 3 2 1 2 1
split_gain=66.5651 1.28241 1.83711 1.20641 3.69705 3.00021 1.61865 1.02632 1.52179 4.15525 9.90026 8.76583 13.2077 11.262 6.4607 4.78908 3.09431 11.2207 9.01886 2.84582 2.35791 5.777 1.88612 1.00253 8.74356 6.55038 6.50882 6.13478 5.47574 4.75475 3.75977 3.33364 2.89012 4.98067 3.15252 2.64976 2.5537 0.785088 1.30415
threshold=0 1 2 3 4 5 2.5000000000000004 1.0000000180025095e-35 6 7 2.5000000000000004 2.5000000000000004 8 9 10 11 12 4.5000000000000009 13 14 2.5000000000000004 15 16 17 18 2.5000000000000004 19 20 21 7.5000000000000009 22 5.5000000000000009 6.5000000000000009 23 24 9.5000000000000018 25 5.5000000000000009 26
decision_type=1 1 9 1 9 9 2 2 1 9 2 2 9 9 9 9 9 2 1 9 2 9 1 9 1 2 1 9 9 2 9 2 2 9 1 2 9 2 9
left_child=-1 7 -3 4 -4 -5 -6 8 9 11 14 13 -13 -2 -11 -12 17 19 -19 -10 21 -18 -22 24 25 27 30 -9 31 -30 35 -26 34 -34 -28 -25 -27 38 -7
right_child=1 2 3 5 6 37 -8 23 16 10 15 12 -14 -15 -16 -17 20 18 -20 -21 22 -23 -24 26 28 36 32 -29 29 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.073326565474840052 -0.014671322959242209 0.015593018103993831 0.0041794390501529288 -0.0051159826314010198 0 0.0032160442309415883 -0.012458358258910417 -0.0025060666923188927 0.0010167111065926087 0.0034139403832344341 0.0054856932474453834 0.015354367613460596 -0.010204803024817202 0.018822050915490381 -0.012898346949636208 -0.0023115381897008745 0.018006606324770396 -0.00021605762233008023 -0.040484728540373292 -0.0076452810177968346 -0.012825997027629463 -0.0063581106611176321 0.0019411644549827984 -0.026446903252850602 -0.021211554058336742 0.013193505736500211 -0.0011291687296740719 0.026952360432382749 7.3241830044702133e-05 0.012243876843185441 -0.0019777731926482172 0.0027814148370752059 0.0037282721152397721 -0.011128133710879071 0.0041071249515672618 0.0027316802719311575 -0.010907572926668316 0 0.017042860129268089
leaf_weight=93.713931336467795 82.038853710517287 72.787870056694373 583.88465874758549 162.65456134849228 114.16162263369188 260.93833429762162 247.32138745835982 67.936118240235373 1048.7038035771693 279.04121848318027 1644.6578922141343 260.79400403611362 565.01030971412547 552.85250906739384 889.15305992763024 1385.2877272132901 63.952988112112507 123.31812307256041 111.04397381155286 513.26866285095457 45.671382090542465 1009.0213364043157 2627.268802553881 156.71006563771516 157.13103791838512 18.709852343192324 1886.9731023997883 275.59293055126909 3877.7207866121316 325.45789200044237 275.81386449298589 45.495608844561502 349.76455818722025 454.63616685243323 2606.6705034995102 9.7960497126914543 100.61100686294958 84.888274027733132 167.61019009398296
leaf_count=882391 7586 7751 49671 15755 7831 19179 18904 7839 70355 23291 185798 20459 39782 30218 102441 165026 8724 15495 13413 69117 4847 89214 288886 14368 18314 1016 166062 20257 362376 19493 17089 7138 31444 32636 245356 1033 8469 5292 11050
internal_value=0 0.000212903 0.00283834 0.00170651 -0.00034001 0.00484621 -0.00807636 0 -0.000661392 0.000449965 -0.00109681 0.00500616 -0.00146705 0.0136387 -0.00884277 0.00184543 -0.00184378 -0.00521324 -0.0243993 -0.00177327 -0.000110717 -0.00407802 0.00139803 0.000709152 0.00176329 0.0142713 -0.000140251 0.0212446 0.000265202 0.00116384 -0.0113074 -0.0142579 0.000813613 -0.00449572 0.00185566 -0.0219325 -0.00307483 0.00868592 0.0104811
internal_weight=0 23504.4 1694.25 1621.46 945.368 676.091 361.483 21810.1 11201.1 5658.84 4198.14 1460.7 825.804 634.891 1168.19 3029.95 5542.25 1796.33 234.362 1561.97 3745.91 1072.97 2672.94 10609 4868.66 462.85 5740.36 343.529 4405.81 4203.18 442.32 202.627 5298.04 804.401 4493.64 166.506 119.321 513.437 428.549
internal_count=3105366 2222975 135433 127682 76406 51276 26735 2087542 1134652 574601 476556 98045 60241 37804 125732 350824 560051 168380 28908 139472 391671 97938 293733 952890 444902 37581 507988 28096 407321 381869 32490 25452 475498 64080 411418 15401 9485 35521 30229
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 1 12649477 45 29042 798992 156 334345 268289 2048 11026820 8306 4307469 352 4202504 2376832 512 10597074 3 3 10551938 16 2336 2305 88 2171392 2144
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=40
num_cat=28
split_feature=0 7 1 2 3 1 1 2 4 6 6 3 6 4 6 4 1 2 1 5 1 1 3 1 5 3 5 1 1 1 6 2 3 4 2 2 6 2 3
split_gain=60.3761 1.21543 1.62613 1.32697 1.11743 3.09992 2.98158 1.9402 1.86177 1.30948 1.27094 1.42112 1.25749 1.11669 1.10109 1.1003 1.02134 1.48069 13.7335 15.7592 9.76065 7.07031 7.02306 2.17432 22.0993 31.3528 22.0564 126.13 24.1845 15.7849 1.29976 1.24238 1.23172 2.30004 1.03576 0.966259 0.784991 0.76556 0.651882
threshold=0 1 2 6.5000000000000009 3 4 5 2.5000000000000004 1.0000000180025095e-35 6 7 8 9 3.5000000000000004 10 7.5000000000000009 11 5.5000000000000009 12 13 14 15 16 17 18 19 20 21 22 23 24 8.5000000000000018 25 2.5000000000000004 9.5000000000000018 2.5000000000000004 26 6.5000000000000009 27
decision_type=1 1 9 2 1 9 9 2 2 1 1 1 1 2 1 2 9 2 9 1 9 9 1 9 1 1 1 9 9 9 1 2 1 2 2 2 1 2 1
left_child=-1 16 3 14 5 12 10 8 -8 -9 11 -6 -4 36 -3 -15 30 23 22 20 -20 -21 31 24 29 -26 27 -25 -28 -18 32 -19 33 -2 -34 -32 -7 -35 -37
right_child=1 2 4 -5 6 13 7 9 -10 -11 -12 -13 -14 15 -16 -17 17 18 19 21 -22 -23 -24 26 25 -27 28 -29 -30 -31 35 -33 34 37 -36 38 -38 -39 -40
leaf_value=-0.07181300981338587 -0.00053282485538205457 0.025012204375376185 0.024343629506226594 0 0.014159886881928891 0.011607987994417049 -0.0051960850169504493 0 0.011634367286387262 -0.013583920393495708 0 0 0.00067043090388493821 -0.015700209532031894 0 0 -0.011802834910291811 0.016927993805004593 -0.012356660091897381 0.023074290442820018 0.0022479384992712065 0.0063601651052377084 -0.034723860634729646 -0.047602299853219406 0.0040428039379828383 -0.010217139138103338 -0.0066623017861360953 0.018093647976954352 0.0083845798091040803 0.0063070122926773622 0 -0.0040503642286684903 -0.0060023636740251865 0.020911984458183083 0.0077972534793470678 0 0 0 -0.019329408559649531
leaf_weight=87.071485135849798 243.74059796152869 42.121832223958336 64.189210688928142 19.956313092960045 168.28733460907824 38.328454284928739 103.63172735529952 145.40310569130816 84.836850711377338 222.54221538943239 339.38030605670065 65.455970444250852 78.537093983730301 48.96826527826488 32.723224814631976 35.853989559691399 499.18921042350121 25.270399793982509 646.36974045273382 335.87649594433606 1281.3383195740171 1306.9966573731508 112.89785561524332 486.20978615444619 2407.1132605740568 4066.0095968269743 1449.543594462797 616.76797503838316 3648.7349964834284 4044.3591734229121 25.801500849600416 5.3901952148880801 467.80849939299515 47.540785331861116 17.225208011921495 9.1435548610752431 205.74579888186418 7.2470546467229715 66.391861591197085
leaf_count=882221 32723 4817 4342 2051 15121 3458 6779 9482 4539 16555 29343 6124 5311 2258 3825 1137 68434 2385 90214 20359 86944 115507 14349 60667 283731 476085 142446 47348 220465 348325 2831 747 54897 6850 2567 1255 20294 1111 8247
internal_value=0 0.000172695 0.00272869 0.0136416 0.0015664 0.00545525 0 -0.00521277 0.00156403 -0.00942507 0.00471136 0.00984726 0.0159573 0 0.0196214 -0.00858485 -1.57393e-05 0.000113924 0.0019263 0.00333167 -0.00266176 0.0104851 -0.0246076 -0.00026224 -0.00111809 -0.00488357 0.00120797 -0.0113554 0.00403736 0.00417534 -0.00327937 0.00696674 -0.00118227 0.00309021 -0.00441838 -0.0124483 0.00314129 0.0175966 -0.0177451
internal_weight=0 23512.9 1695.96 94.8014 1601.16 471.623 1129.54 556.414 188.469 367.945 573.124 233.743 142.726 328.897 74.8451 84.8223 21817 20932.1 3714.14 3570.58 1927.71 1642.87 143.558 17217.9 11016.7 6473.12 6201.26 1102.98 5098.28 4543.55 884.899 30.6606 783.562 298.528 485.034 101.337 244.074 54.7878 75.5354
internal_count=3106144 2223923 135436 10693 124743 36800 87943 37355 11318 26037 50588 21245 9653 27147 8642 3395 2088487 1978006 330505 313024 177158 135866 17481 1647501 1176575 759816 470926 108015 362911 416759 110481 3132 98148 40684 57464 12333 23752 7961 9502
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2 1 12649479 976 2116232 29008 1 10 14 10 9 4767749 4104 2 3858 8455376 456 10495456 2 928 2 536 268288 1280 3 582 8 272
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=40
num_cat=31
split_feature=0 4 1 3 3 1 5 1 3 4 3 2 6 1 1 2 3 1 1 3 1 2 3 3 1 3 5 1 1 1 2 2 1 5 1 1 3 1 2
split_gain=54.7832 1.31801 1.77053 9.84833 4.99795 4.98094 2.90153 17.791 17.1274 5.98028 3.56282 2.95551 2.1853 5.53474 2.12914 1.54799 1.54368 9.00164 1.7341 1.47752 1.47149 1.33934 1.27971 1.26354 4.70133 7.83547 7.45809 50.2206 11.7216 6.87966 6.52809 5.78825 3.63788 3.30786 59.7032 38.3889 24.3979 10.6931 9.39779
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 7 4.5000000000000009 8 2.5000000000000004 9 10 11 4.5000000000000009 12 13 14 15 16 11.500000000000002 17 18 19 20 21 22 23 24 8.5000000000000018 3.5000000000000004 25 26 27 28 29 30 2.5000000000000004
decision_type=1 2 9 1 1 9 1 9 1 2 1 2 1 9 9 2 1 9 9 1 9 2 1 1 9 1 1 9 9 9 2 2 9 1 9 9 1 9 2
left_child=-1 23 3 15 5 -4 7 9 21 -5 -10 -9 16 22 -15 19 17 -6 -18 -3 -21 -8 -14 33 25 32 27 -26 31 -29 -30 -28 -25 34 -2 36 -35 -36 -37
right_child=1 2 4 6 12 -7 8 11 10 -11 -12 -13 13 14 -16 -17 18 -19 -20 20 -22 -23 -24 24 26 -27 28 29 30 -31 -32 -33 -34 35 37 38 -38 -39 -40
leaf_value=-0.070271960435589018 -0.040128287887491565 0.0023854133351191207 -0.0014053842075468985 -0.037638254249762824 -0.014351930066401182 -0.030038926200945532 0.04855435122289558 0.027592311918624986 0.013202856009659113 0.003875219843566815 -0.00039637673165298271 0.006137726714135627 0 0.0053616943841001 -0.0034818708208737507 -0.016551203435968744 0.0018445536937437446 0.0091716096742530742 -0.001496142317488463 0.0020291748466825725 -0.013526790613133896 0 -0.022649968557132378 -0.013709689287044597 -0.055487828074312129 -0.028957644875615869 -0.012052563229158597 0.0041582683586737891 0.0088304519113946763 -0.012947465192684747 -0.021033045704926707 0.0052281314256099418 0.0028327963711676572 -0.00034451920033508419 -0.001817115571726622 0.012273158242742031 -0.026029555814172975 0.011878596115979585 0.0005509105337590484
leaf_weight=81.003181265870808 249.00240239116829 171.81858257646672 223.13893206370994 98.70423107012175 153.09145048307255 66.565857057226822 100.5378176314407 71.772579166863579 253.57790547783952 23.735378849087283 448.67007971165003 468.52731686580228 48.065212783636525 401.49410792323761 669.32293670764193 139.47792181622935 4962.4215580985183 876.86479166476056 2128.8747843289748 40.577036602422595 134.5154887184035 1.1199944119434793 122.17350871372037 155.20270144811366 141.5061809392646 125.19027502456447 588.0472403766471 1078.9303124676808 1648.3176998308627 256.15098659740761 43.084563285345212 233.61436756351031 334.94693983567413 723.94765428360552 766.481663787039 1108.2780312803225 788.62641657632776 1806.1051538039465 1866.6177870438551
leaf_count=881842 31907 19232 23043 13687 13756 7996 5899 5536 20842 3217 36883 29565 5400 37259 54365 11911 456043 64344 186256 3355 5945 151 13643 18868 17560 15470 72599 104578 157381 35756 6269 22638 43808 77961 104513 58909 90683 158328 187890
internal_value=0 0.000137846 0.000905431 0.00363401 0.00030871 -0.0117406 0.0077919 0.00221151 0.011881 -0.0266928 0.00455693 0.0106289 0.00076183 -0.00301097 0 -0.00797304 0.00138706 0.00498889 0.00079681 -0.00289685 -0.00882006 0.0439457 -0.0178588 -0.000585111 -0.00188122 -0.00976217 -0.000506422 -0.00614168 0.00271809 0.000377002 0.00749861 -0.00669734 -0.00247858 0.000197257 0.00289891 -0.00144259 -0.014255 0.00771789 0.00507982
internal_weight=0 23519.1 11605 1953.03 9652.01 289.705 1466.65 662.74 803.906 122.44 702.248 540.3 9362.31 1241.06 1070.82 486.389 8121.25 1029.96 7091.3 346.911 175.093 101.658 170.239 11914.1 4604.99 615.34 3989.65 1476.59 2513.06 1335.08 1691.4 821.662 490.15 7309.06 2821.59 4487.47 1512.57 2572.59 2974.9
internal_count=3105288 2223446 1018328 156223 862105 31039 115780 52005 63775 16904 57725 35101 831066 110667 91624 40443 720399 78100 642299 28532 9300 6050 19043 1205118 494927 78146 416781 157894 258887 140334 163650 95237 62676 710191 294748 415443 168644 262841 246799
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=2 14778517 132 1 13386 2 16 1 48 3 552962 2312 4 790816 267106 128 2097152 516 158 2468357 608 2 24 8388704 12583136 8197 2 4195870 6576352 144 10502400
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=40
num_cat=28
split_feature=0 4 1 5 2 1 3 2 1 3 1 2 1 1 5 3 2 5 5 2 3 2 1 1 3 3 4 1 2 6 7 5 1 2 3 2 6 3 3
split_gain=49.6866 1.247 2.50652 2.53758 1.97325 1.25774 8.99216 8.99437 19.5719 8.48105 25.7749 9.83743 10.2631 8.7306 12.3875 8.07647 6.13374 5.0088 4.4555 9.4442 3.86713 3.69857 21.1214 15.798 10.4265 6.57728 5.65598 3.17266 3.14302 3.05317 3.99646 3.02656 2.19971 1.18168 1.62123 1.64783 0.939264 1.0445 0.776053
threshold=0 9.5000000000000018 1 2 6.5000000000000009 3 4 2.5000000000000004 5 6 7 2.5000000000000004 8 9 10 11 5.5000000000000009 12 13 6.5000000000000009 14 2.5000000000000004 15 16 17 18 2.5000000000000004 19 5.5000000000000009 20 21 22 23 3.5000000000000004 24 1.5000000000000002 25 26 27
decision_type=1 2 9 1 2 9 1 2 9 1 9 2 9 9 1 1 2 1 1 2 1 2 9 9 1 1 2 9 2 1 1 1 9 2 1 2 1 1 1
left_child=-1 5 3 4 -3 6 7 8 27 11 16 12 17 14 -13 -15 -11 -7 28 -20 -14 22 24 26 -8 -24 -23 -2 -9 32 -31 -25 -12 34 -5 -36 -35 -38 -4
right_child=1 2 38 33 -6 9 21 18 -10 10 29 13 20 15 -16 -17 -18 -19 19 -21 -22 23 25 31 -26 -27 -28 -29 -30 30 -32 -33 -34 36 35 -37 37 -39 -40
leaf_value=-0.068720442412168056 0.027447305163447316 0.025735940511605389 0.0041656333887977607 0.004437192945422103 0 0 0.019375814179689171 -0.03020741924740715 -0.031069288538499384 -0.028504527591438285 0.00010224261335901512 0.0081192904769692622 0.0075265637077576763 0.016391668767789559 -0.0063494957164665468 0.0040147597582936905 0 -0.019238497361523735 -0.0030524296584530947 -0.032857626625291535 -0.0018408212089379037 -0.014168612278324272 0.0016911588636886487 -0.00058659980187052152 -0.0085615300552498476 -0.012705530909677305 0.0084471830680989003 0.0045390130133740533 -0.002230296944297383 0.00056927126492157653 0.016006278558015112 0.0038952481572245646 -0.0085281130165595128 -0.00082697744479297633 0.0020287222642039154 -0.022574161670837291 0 0.021010942993006227 -0.0046339179777790613
leaf_weight=75.497629098157631 42.89726190030342 96.357322839554399 103.92343003605492 36.62249117391184 24.33403274603188 171.78311765007675 803.97784800594673 194.48303229897283 117.00699559692293 407.0676278679166 443.38814352382906 1189.1857963355724 639.92491705028806 1042.4251235993579 1108.7886569600087 1287.8046660652617 99.034885055851191 409.5393040527124 747.79478323273361 102.90601115324534 1142.0070506748743 960.20861051906832 659.63691905001178 3227.2363055225578 122.93255704001058 513.73750529100653 87.336982433567755 660.62254079570994 84.969366505043581 3316.4278581086546 150.76817266060971 2640.970121816441 583.28796204691753 14.97816760558635 5.2341258970554909 41.961105554597452 10.27536816941574 29.908351779915392 216.06456073268782
leaf_count=881739 5092 3598 5134 2211 927 14198 37199 24979 8860 54850 53925 81408 47444 80579 103165 104462 13736 45433 55948 14536 127085 80037 85214 319255 14882 46013 6107 32796 11535 373898 14280 282275 58173 723 557 2420 403 1169 13029
internal_value=0 5.02575e-05 0.00452065 0.0111559 0.0206018 -5.53154e-05 -0.000839588 -0.00693294 0.000678809 0.000637456 -0.00246379 0.00289939 -0.00223747 0.00559052 0.00101292 0.00986131 -0.0229807 -0.0133529 -0.0126523 -0.00799493 0.00144991 0.000470422 0.00413347 -0.000611211 0.0151594 -0.00457594 -0.0117133 0.0077408 -0.0237111 0 0.00145371 0.00138678 -0.00465563 0 -0.00538574 -0.0143698 0.00999955 0.0149288 -0.000797388
internal_weight=0 23537.8 579.659 259.671 120.691 22958.2 10966.7 1950.68 820.527 11991.4 4999.97 6991.46 2363.25 4628.2 2297.97 2330.23 506.103 581.322 1130.15 850.701 1781.93 9016.04 2100.28 6915.75 926.91 1173.37 1047.55 703.52 279.452 4493.87 3467.2 5868.21 1026.68 138.98 83.8177 47.1952 55.1619 40.1837 319.988
internal_count=3109274 2227535 30171 12008 4525 2197364 1024728 153746 46748 1172636 568862 603774 234160 369614 184573 185041 68586 59631 106998 70484 174529 870982 183308 687674 52081 131227 86144 37888 36514 500276 388178 601530 112098 7483 5188 2977 2295 1572 18163
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2 12612277 2 7127341 515 2375692 31 8208 14338 66240 2 12 2 2 3 2359308 12 156 480 2359300 2 1 2 3714 96 6 288 580
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=40
num_cat=29
split_feature=0 4 1 4 4 3 2 5 4 1 2 3 1 3 3 2 1 6 1 1 1 2 1 3 1 1 1 2 5 3 3 5 3 3 4 6 3 6 3
split_gain=45.2758 1.05755 2.23102 2.43541 2.82423 2.2733 1.57015 1.50394 1.38463 1.11582 14.6008 20.6622 16.3958 14.2451 11.6782 9.94642 11.408 8.16474 7.05503 5.53825 5.49829 4.9884 4.81839 4.68562 10.6933 6.53674 5.62504 5.17384 4.94021 3.92274 2.85794 2.80197 2.73517 2.20281 1.69299 1.52845 1.46647 1.0623 1.04768
threshold=0 9.5000000000000018 1 21.500000000000004 17.500000000000004 2 1.5000000000000002 3 79.500000000000014 4 2.5000000000000004 5 6 7 8 2.5000000000000004 9 10 11 12 13 4.5000000000000009 14 15 16 17 18 4.5000000000000009 19 20 21 22 23 24 4.5000000000000009 25 26 27 28
decision_type=1 2 9 2 2 1 2 1 2 9 2 1 9 1 1 2 9 1 9 9 9 2 9 1 9 9 9 2 1 1 1 1 1 1 2 1 1 1 1
left_child=-1 9 5 4 6 -3 -4 -5 -9 10 12 19 13 35 20 16 34 -15 29 37 -14 -21 30 24 27 -26 28 -17 -25 -18 -13 -28 -20 -16 38 -2 -24 -12 -11
right_child=1 2 3 7 -6 -7 -8 8 -10 15 11 22 14 17 33 23 18 -19 32 21 -22 -23 36 26 25 -27 31 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.067174091801533317 0.0068137208975449469 0.0035140684713838508 0.024534053756887296 0.0083999265733720931 0.036738832894670774 -0.013299963935497525 0.00038686968889906992 -0.017881119074677928 0.00063582696277735343 0.028730759648812498 0.0047179460324699397 0.0044725483829597783 0 0.020096466772433527 -0.0039881936437403754 -0.02364426045064727 0.0023940752940296208 -0.0014901551374061864 -0.0041915954129171642 -0.011308550283899139 -0.029787310611576058 -0.026970880168620533 0.0013935082887214362 0.0038449830255772813 0.018994987218211915 2.3244643705313346e-05 0.0017123291210382734 0 -0.0090034246586075724 -0.0051762288249149104 -0.0014634981773322048 0.0065651340451206896 -0.015390755805855673 0.0067082673036481626 0 -0.0063941488887532642 -0.0079929434522415244 -0.0088882768702246966 0.0029591084505242457
leaf_weight=70.528197577878018 56.808492052427027 164.80947105528321 10.05626806267537 49.031988729489967 26.87679229141213 81.487687018699944 180.41011715587229 42.831515724305063 25.931037843925878 85.952913453336805 182.76447746506892 1786.8106711811852 111.35371612140443 1026.2321125498856 265.03390626353212 252.21261944691651 1128.8464287288953 181.48408464808017 515.35053275665268 1036.3872413605568 181.95026297518052 333.35221184499096 137.99892122211168 526.14664202020504 154.81994348223088 3186.3693948953878 2057.5144579082262 171.10327289486304 578.50308490195312 1517.7960508357501 1333.1803544203285 3745.9115889328532 704.32617753045633 416.09391113964375 12.554528090171514 379.91226925916271 774.38476064795395 32.306667857803404 76.330682361265644
leaf_count=882295 5835 8803 1046 1575 1132 5894 8015 2354 1391 11260 25261 136835 10431 43290 26767 34297 101446 8307 58707 65448 12799 36098 21774 39629 19958 346447 190269 23662 39501 185670 114401 379999 74727 61018 1267 32181 75195 4035 7101
internal_value=0 6.99481e-05 0.00417834 0.00919888 0.0151762 -0.00208199 0.00618754 -1.95111e-05 -0.00978859 -2.64022e-05 -0.000967928 -0.00386942 0.00511189 0.0111444 -0.00486121 0.000481499 -0.00369977 0.0166684 -0.00495319 -0.0133867 -0.0203251 -0.0157187 0 0.00209914 -0.000672201 0.00120537 0.0036447 -0.0149639 -0.00265604 -0.00184811 0.00185471 0.00490532 -0.0111803 0.00213979 0.0185554 -0.00361922 -0.00625933 0.000424623 0.0221702
internal_weight=0 23531.2 581.435 335.138 217.343 246.297 190.466 117.795 68.7626 22949.8 8236.05 5617.19 2618.87 1644.44 974.432 14713.7 4041.16 1207.72 3866.32 1584.81 293.304 1369.74 4032.37 10672.6 3764.51 3341.19 6908.08 423.316 1104.65 2646.64 3119.99 5803.43 1219.68 681.128 174.838 436.721 912.384 215.071 162.284
internal_count=3106120 2223825 30210 15513 10193 14697 9061 5320 3745 2193615 679675 479047 200628 89613 111015 1513940 440178 51597 420550 130842 23230 101546 348205 1073762 424364 366405 649398 57959 79130 287116 251236 570268 133434 87785 19628 38016 96969 29296 18361
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2 2688330 620 2 2932781 519 2359308 353 27 66688 3 4688 16384 16384 2359329 864 9232 12583424 66176 2 275 112 2 810 36 12 320 3 115
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=40
num_cat=24
split_feature=0 4 1 3 4 4 2 5 4 1 3 2 1 1 2 5 3 1 5 2 1 1 3 1 2 1 2 1 1 3 5 2 3 4 2 3 2 4 3
split_gain=41.2687 1.01959 2.08091 2.21991 2.15492 2.51359 1.45359 1.26975 1.24361 1.06716 6.77495 7.72036 17.165 12.198 6.15975 14.2116 6.82028 21.966 5.94997 5.50018 8.55079 8.17651 4.6867 3.7152 3.26332 3.20815 2.57346 2.40358 1.97905 1.86155 8.48928 3.60996 1.71898 1.61266 1.56101 1.02609 0.884765 0.756922 0.717215
threshold=0 9.5000000000000018 1 2 21.500000000000004 18.500000000000004 1.5000000000000002 3 79.500000000000014 4 5 4.5000000000000009 6 7 7.5000000000000009 8 9 10 11 2.5000000000000004 12 13 14 15 1.5000000000000002 16 12.500000000000002 17 18 19 20 2.5000000000000004 21 5.5000000000000009 3.5000000000000004 22 3.5000000000000004 101.50000000000001 23
decision_type=1 2 9 1 2 2 2 1 2 9 1 2 9 9 2 1 1 9 1 2 9 9 1 9 2 9 2 9 9 1 1 2 1 2 2 1 2 2 1
left_child=-1 9 3 -3 5 6 -4 35 38 10 11 12 34 -13 16 22 19 33 -14 21 -21 -11 28 -19 32 -17 -27 -24 -16 30 -26 -31 -12 -18 -2 -6 -8 -5 -9
right_child=1 2 4 37 7 -7 36 8 -10 14 24 13 18 -15 15 25 17 23 -20 20 -22 -23 27 -25 29 26 -28 -29 -30 31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.065610988526543443 -0.032618480698447451 0.0035971292720711695 0.024226362026491373 -0.016563500581649845 0.016609855836000279 0.03729724121530105 -0.0041897326551739297 0 0.0005842159589237965 -0.01174304926419404 -0.0012423277307992322 -0.036781248941970143 -0.015268158646955516 0.00042887711761146764 0.029193915658538745 -0.00050098638662277181 -0.024251843112321508 -0.0016027758809383905 0.0040786839381185642 -0.00016534902156257943 0.0084403705090341126 0.0015596915232150748 0.0042025362633781151 0.0071680416714889617 -0.0032751508626096232 0.036149124939712229 0 -0.011507797461578803 -0.0015447657428809478 0.0029163647183162826 0.0061836532084957457 -0.002806689000837657 0.017462165558604564 0 -0.0033816682331953302 0 0.0072135853347905319 0 -0.020245232817312109
leaf_weight=65.959093297555228 162.95028895471478 164.61460639140569 10.950272729853166 79.543832830968313 15.043208131566642 18.885197172872722 83.609418196836486 15.140287619084118 25.958828722592443 570.26691209420096 31.69889826583676 150.45807581790723 150.24247402587207 143.1117542872671 26.814251081319526 23.116228769067675 443.01631638663821 3628.5283111641183 1174.5530476978165 2185.554132491583 2265.762800307828 1779.7992127771722 92.729167005047202 511.95423106628004 1696.5038299045409 181.38338115485385 16.498720032162964 240.93313320749439 9.6444708637427521 1486.5075866134721 2022.4226586431614 3751.44692193222 127.00196767644957 14.054608107311649 55.530345210805535 34.3377110788133 105.19046730943955 1.6378306655678887 26.757359620649368
leaf_count=882467 11529 8772 1113 5798 426 777 4210 826 1395 59331 4637 18836 18117 20002 1738 3104 59122 398306 62556 179546 177439 174974 8082 75200 165004 10030 964 19674 970 95442 240803 359163 17876 1461 9601 1148 4153 126 1517
internal_value=0 9.39764e-05 0.0041242 -0.00190715 0.00895968 0.0145377 0.00649092 0 -0.00891231 -3.96462e-07 -0.000725528 -0.00620654 -0.00300135 -0.0204801 0.000637255 0.0103401 8.25762e-05 -0.002851 0.00136359 0.0021144 0.00419374 -0.00169242 -0.00125273 -0.000388328 0.000368452 0.0287798 0.0317608 -0.00635633 0.0205847 6.07834e-05 0.00179224 -0.00111609 0.0133923 -0.0227297 -0.0266286 0.0078766 0.000910489 -0.0130472 -0.0167574
internal_weight=0 23524.2 581.669 245.796 335.873 218.635 199.75 117.237 67.8565 22942.5 10952.4 1836.85 1543.28 293.57 11990.1 591.119 11398.9 4597.55 1324.8 6801.38 4451.32 2350.07 370.121 4140.48 9115.58 220.998 197.882 333.662 36.4587 8956.88 3718.93 5237.95 158.701 457.071 218.481 49.3809 188.8 81.1817 41.8976
internal_count=3106235 2223768 30261 14696 15565 10253 9476 5312 3738 2193507 1023566 140641 101803 38838 1169941 44562 1125379 534089 80673 591290 356985 234305 30464 473506 882925 14098 10994 27756 2708 860412 405807 454605 22513 60583 21130 1574 8363 5924 2343
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=2 2688330 620 2 7127341 3 4194592 294952 2 31 8208 2 66240 14338 7 8391872 5122 8456336 9410 448 2 260 28 80
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=40
num_cat=27
split_feature=0 7 1 4 4 2 1 1 3 3 1 6 3 3 3 2 2 2 3 1 3 4 1 2 3 2 4 1 1 1 1 2 3 3 1 1 6 2 5
split_gain=37.5646 1.08244 1.43428 1.09151 0.909484 1.40276 12.0711 7.76768 6.63755 5.26641 5.13822 4.79011 4.73172 3.61827 3.11093 2.86775 1.95095 1.1046 1.01373 0.883569 6.132 5.09011 5.14898 4.50004 4.41096 3.75292 6.01323 2.96754 2.57363 2.56359 1.92886 2.31842 1.85529 0.767507 2.56994 2.16241 1.16946 2.69699 1.58877
threshold=0 1 2 2.5000000000000004 1.0000000180025095e-35 3.5000000000000004 3 4 5 6 7 8 9 10 11 8.5000000000000018 2.5000000000000004 5.5000000000000009 12 13 14 2.5000000000000004 15 1.5000000000000002 16 1.5000000000000002 6.5000000000000009 17 18 19 20 9.5000000000000018 21 22 23 24 25 1.5000000000000002 26
decision_type=1 1 9 2 2 2 9 9 1 1 9 1 1 1 1 2 2 2 1 9 1 2 9 2 1 2 2 9 9 9 9 2 1 1 9 9 1 2 1
left_child=-1 4 3 -3 5 7 8 14 18 10 -8 13 -13 -9 -2 -11 -16 -10 -7 24 21 22 -21 28 30 26 -26 -25 -22 -23 -6 -32 -27 34 -4 -35 38 -38 -36
right_child=1 2 33 -5 19 6 9 11 17 15 -12 12 -14 -15 16 -17 -18 -19 -20 20 23 29 -24 27 25 32 -28 -29 -30 -31 31 -33 -34 35 36 -37 37 -39 -40
leaf_value=-0.064035562079396757 -0.011559132120260395 0 0.0035549014899410869 0.024451685858769581 -0.0021893359783887582 0.0020861561787299553 0 -0.0017528541213284459 0.0087658972175351842 -0.0026850642565624354 -0.023391551286127507 0.0088302704775060793 -0.0040170893178780101 -0.017083455037566881 0.0055074704273027275 0.0095987113130263316 0 0.019041204856493209 -0.0056643801207019572 -0.003132568566152768 0.0031352121661353191 0.012960602557233279 0.022895537394546091 -0.010029596488806553 0.0012977162068684061 0.0029910349555658882 0.043853809670692252 0.001549907995803023 -0.021636946771187087 -0.011002221342115787 -0.022153855762632825 0.0040360814704684996 -0.0012474824466820822 -0.0055769430132247564 -0.011175087018237544 0.0068328572389362383 0.013431631572354878 -0.014886644587750755 0.0070145159927752629
leaf_weight=61.755808485089801 108.62372418236919 47.062469024967868 587.32823532307521 27.582368612056598 264.16697232169099 677.09788152191322 140.61635431996547 318.36566308664624 704.77398121729493 2343.2505710987025 205.53710907348432 271.05652615020517 2679.3677077028551 463.41046471573645 1440.5116983010666 169.37055924697779 1232.2776728415629 273.70727037964389 178.68202145886607 69.668831754475832 26.670445119496435 19.700461192522198 291.17351958691142 189.13596630608663 147.95440498366952 1400.8538025042508 21.276444349903613 4231.781209131761 102.54430456220871 101.86992073571309 149.21874489466427 9.3051760944072139 3598.6855024946854 126.19671415933408 45.502929111011326 555.75161101971753 4.3459816004615268 204.50948356394656 101.26456334535033
leaf_count=882258 15523 5107 50013 2866 15887 64517 21798 28378 54753 294231 19123 35238 280923 51656 99157 21535 110311 21583 18281 8097 3151 1093 20773 23725 18424 121673 2133 388996 11009 8689 14415 1019 311653 12423 3672 38911 470 15971 6171
internal_value=0 6.408e-05 0.00248028 0.0136821 -0.000113447 -0.000752151 0.000515794 -0.00170972 0.00681932 -0.00346528 -0.0144669 -0.00469365 -0.00263415 -0.0115946 0.00220373 -0.00162916 0.00303583 0.0122966 0 0.000532347 0.00149811 0.0117756 0.0177536 0.000249999 -0.000289023 0.000489568 0.0139517 0.000903797 -0.0161744 -0.00321389 -0.00967746 -0.0176893 0 0.00145425 -0.000124768 0.00393909 -0.0067052 -0.0109692 0
internal_weight=0 23530.2 1699.54 74.6448 21830.7 11206.6 4693.04 6513.61 1834.26 2858.77 346.153 3732.2 2950.42 781.776 2781.41 2512.62 2672.79 978.481 855.78 10624 5032.54 482.413 360.842 4550.13 5591.46 5168.77 169.231 4420.92 129.215 121.57 422.691 158.524 4999.54 1624.9 942.951 681.948 355.623 208.855 146.767
internal_count=3105606 2223348 135604 7973 2087744 1137007 515821 621186 159134 356687 40921 396195 316161 80034 224991 315766 209468 76336 82798 950737 465533 38652 28870 426881 485204 453883 20557 412721 14160 9782 31321 15434 433326 127631 76297 51334 26284 16441 9843
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 1 12649477 8655986 4549260 960 515 2171268 2 128 779 128 192 805165 3 14746242 3 16 2097232 6365696 802825 800 45 29042 790800 1 2
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=39
num_cat=25
split_feature=0 2 1 3 1 3 2 1 1 3 2 5 3 2 3 1 3 1 1 5 5 4 5 1 2 2 1 1 1 4 1 6 2 2 3 2 2 2
split_gain=34.2113 0.991239 1.80902 1.26779 0.932381 6.37861 12.7008 40.8406 8.54089 7.83481 6.00856 9.3298 5.96699 5.95865 5.44086 17.8351 5.17178 4.64785 4.43496 31.1746 13.4888 4.16714 3.05955 16.2807 16.2215 5.35492 3.3119 3.04437 3.02395 2.64626 2.6283 2.02223 1.84124 1.37305 1.1646 0.384991 0.017908 0.0436399
threshold=0 17.500000000000004 1 2 3 4 2.5000000000000004 5 6 7 7.5000000000000009 8 9 4.5000000000000009 10 11 12 13 14 15 16 3.5000000000000004 17 18 3.5000000000000004 7.5000000000000009 19 20 21 2.5000000000000004 22 23 3.5000000000000004 10.500000000000002 24 37.000000000000007 18.500000000000004 25.500000000000004
decision_type=1 2 9 1 9 1 2 9 9 1 2 1 1 2 1 9 1 9 9 1 1 2 1 9 2 2 9 9 9 2 9 1 2 2 1 2 2 2
left_child=-1 4 3 36 5 22 7 12 9 -8 14 16 -7 -10 18 29 28 34 19 -6 -20 -9 23 25 31 -2 -26 -17 -12 -16 -18 -24 -25 -19 -13 -5 -3 -38
right_child=1 2 -4 35 10 6 8 21 13 -11 11 17 -14 -15 15 27 30 33 20 -21 -22 -23 24 32 26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39
leaf_value=-0.062456581523768345 0.0056946412734842668 0 -0.0060861306190085236 0.029090094069447361 0.0072004641875419917 -0.00044848592412118668 -0.0030876710444348232 -0.025947872781203148 -0.0078046898288475081 -0.01761937793625112 0.031206653463514381 0.0084659590247313354 0.014207489228946241 0.0046598657503398727 -0.024042478699121416 0.0080436259068015058 -0.019433339547974146 0.035134055581843897 -0.0068826035735306892 -0.0098883609002049649 0.0078043713792018176 0.00014836235018215904 -0.001929911197368143 0 -0.0041158750357583552 -0.0087901699037569465 0.011277007265798578 -0.0013057411857122425 -0.0039322660766550844 0 0 -0.012044944043938868 -0.018706407500431864 0.0017592143012637208 -0.010070966780835092 0 -0.0040541534810259816 0
leaf_weight=57.896964488827507 1612.7319677690975 2.7556727628689268 7.8413133171852669 32.460670056985691 2348.6698625711724 315.05001693003578 719.08271501364652 395.6441354873823 704.25119063642342 987.91867561149411 40.071802587481216 13.353761012898756 1183.9879260609159 752.81390287599061 385.92378449405078 337.38436427194392 52.540821302914992 153.61772628128529 769.47065780661069 1903.8494398602634 2649.9426285341615 44.756845782976598 885.79633124108659 70.63176583207678 107.94113915204071 260.75837992294692 1592.9625867723953 4000.5630852304748 11.89628181257285 72.276811767369509 318.13279071706347 277.3188835256733 437.27378291194327 37.86067808396183 37.203165500890464 1.4584627675358195 7.4466064528096449 2.308499674545601
leaf_count=881827 124858 317 812 3584 188966 23141 61573 30227 79617 67923 3605 1621 46371 81425 52814 47800 8336 7968 62412 207669 216779 2823 106921 8339 18258 17999 164069 442001 1167 7896 21779 40262 67260 1966 3436 188 948 328
internal_value=0 3.68941e-05 0.010863 0.0174316 0 -0.000710297 -0.0032353 0.0029943 -0.0071501 -0.0118804 0.000556696 0.00961045 0.0110007 -0.00119086 2.85693e-05 -0.00257657 0 0.0240586 0.00170097 -0.00039489 0.00436861 -0.0223427 0.00169553 -0.000844183 0.00390365 0.00339639 0.0101138 -0.000443219 0.0216891 -0.0205144 -0.00453728 -0.00495241 -0.0161243 0.0296815 -0.000285122 0.0239434 0 -0.0021224
internal_weight=0 23535.9 54.2712 46.4299 23481.7 10348.9 5103.51 1939.44 3164.07 1707 13132.8 664.677 1499.04 1457.07 12468.1 4796.15 422.642 242.035 7671.93 4252.52 3419.41 440.401 5245.41 2381.4 2864.02 1873.49 1700.9 4337.95 51.9681 458.201 370.674 1163.12 507.906 191.478 50.5569 33.9191 12.5108 9.75511
internal_count=3105285 2223458 6177 5365 2217281 941066 393100 102562 290538 129496 1276215 49878 69512 161042 1226337 550511 34887 14991 675826 396635 279191 33050 547966 218456 329510 142857 182327 489801 4772 60710 30115 147183 75599 9934 5057 3772 1593 1276
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 6292851 133 2654509 480 2097164 2097160 521 2 1 31 8208 7 285698 4214976 2 2 2 2097188 5 4263938 27842 13314 5 897
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=40
num_cat=25
split_feature=0 4 1 2 2 3 1 2 3 3 4 1 4 3 2 1 1 3 4 1 3 1 3 3 2 1 4 1 3 4 2 1 6 1 1 6 4 4 6
split_gain=31.2171 0.951924 8.09242 6.76388 3.55931 2.93993 3.73987 2.30287 3.41639 3.26743 2.10025 1.66458 1.60072 1.43125 1.385 7.87794 1.96653 13.0747 10.2064 5.87459 5.03552 6.47096 1.46417 1.39699 3.95796 4.29903 1.84295 3.82193 1.77692 1.34353 1.31272 1.3042 1.29791 1.28893 1.20467 1.00577 0.90571 0.543519 0.540704
threshold=0 3.5000000000000004 1 1.5000000000000002 1.5000000000000002 2 3 6.5000000000000009 4 5 19.500000000000004 6 18.500000000000004 7 1.5000000000000002 8 9 10 1.5000000000000002 11 12 13 14 15 4.5000000000000009 16 1.5000000000000002 17 18 2.5000000000000004 4.5000000000000009 19 20 21 22 23 5.5000000000000009 95.500000000000014 24
decision_type=1 2 9 2 2 1 9 2 1 1 2 9 2 1 2 9 9 1 2 9 1 9 1 1 2 9 2 9 1 2 2 9 1 9 9 1 2 2 1
left_child=-1 14 4 11 -3 12 30 8 36 -9 -10 13 31 -4 15 22 17 18 -16 -20 21 -19 -2 24 33 -26 28 -28 -25 38 -7 -5 -22 -18 -14 -8 -6 -15 -17
right_child=1 2 3 5 7 6 35 9 10 -11 -12 -13 34 37 16 29 23 20 19 -21 32 -23 -24 26 25 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.060901210390393062 -0.0019105830328417013 -0.014104475800223433 0 0 -0.0034899808090494708 -0.0042029574977145313 0 0.012432209396703555 0.022960246590168605 -0.012967343912508436 -0.0016892142293867597 -0.0014550180377472118 -0.0016552839141186486 0.034691897216236216 0.014592853581671911 0 -0.0014577212730099924 -5.6533864184621279e-05 0.020034343741282466 -0.0096541101026937706 -0.010599919371817373 -0.040379401693744078 0.015614929057636742 0.0013413472802443678 -0.0027034682332466296 0.007744575600083352 -0.002131816728321283 0.0061661191651457403 -0.001357678417098523 0 0.0097872848760691567 -0.0086960900846413513 -4.8179059335189079e-05 -0.0056959063955697269 0.013161403795447613 -0.018295540102262357 0.0084389251210912047 0 -0.020507134868311933
leaf_weight=54.400522911542794 26.112340187421069 17.627938570221886 24.323620707960799 1073.8786465516314 90.020172296091914 155.74315658258274 44.611449674004689 66.48018812155351 341.57574798376299 56.441037873039022 9.386073128320275 9.6596669524442387 32.411746375029907 59.468469940125942 981.65520508075133 26.186850007681642 1671.8291559165809 111.15358619985636 38.868498881347477 322.70464076683857 102.19795969175175 48.186425297055393 105.59060943441 3530.0342719930923 739.48700310208369 714.32851620705333 861.23477367509622 1285.6007317773765 7307.3660690723918 34.187873751856387 72.787118828156963 173.31308292539325 1018.6860012842808 1768.9113146462478 103.1745653989492 247.60448048915714 79.649330387590453 1.5200896507594723 185.91936808393802
leaf_count=881972 3976 2566 2930 55795 6719 11317 2155 3690 22625 4211 708 1120 2176 7592 108191 2472 177673 13907 4895 25834 13202 6430 15634 283446 72411 59637 71229 111916 771097 3600 3983 14617 117500 177137 4007 14803 4330 146 17834
internal_value=0 1.28952e-05 0.00179534 -0.001297 0.0110853 -0.0028792 -0.00899731 0.0129828 0.0157481 0 0.0208842 0.0209893 -0.000155893 0.0239029 -0.000202052 -0.00598126 -7.23064e-05 0.00244557 0.00928366 -0.00414102 -0.00456571 -0.0194114 0.0107574 -0.000463105 -0.00189766 0.00231473 5.88012e-05 0.00273449 -0.000449666 -0.0160234 0 -0.00155522 -0.00160076 -0.00377405 0.00884443 -0.0158648 0.000984666 0.0302021 -0.0192378
internal_weight=0 23539.9 2659.68 1998.5 661.18 1903.52 520.746 643.553 520.631 122.921 350.962 94.9718 1382.78 85.3122 20880.2 377.997 20502.2 2623.45 1343.23 361.573 1280.22 159.34 131.703 17878.8 4894.56 1453.82 12984.2 2146.84 10837.4 246.294 228.53 1247.19 1120.88 3440.74 135.586 292.216 169.67 60.9886 212.106
internal_count=3105483 2223511 165490 120641 44849 108853 32258 42283 34382 7901 23333 11788 76595 10668 2058021 43516 2014505 289959 138920 30729 151039 20337 19610 1724546 486858 132048 1237688 183145 1054543 23906 15300 70412 130702 354810 6183 16958 11049 7738 20306
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 4284814 236 4688 552 60 10487920 580 2376992 8986112 824 8916992 1 8393728 264 552 278856 286772 259 265313 4 16461 265728 12 12
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=40
num_cat=29
split_feature=0 7 1 4 3 5 2 1 1 4 2 1 1 3 6 3 3 1 1 2 1 3 6 2 2 1 1 3 3 1 3 3 1 3 4 2 1 4 1
split_gain=28.4996 0.813522 1.26346 1.06247 0.761694 2.66262 1.46576 0.961183 0.665725 0.618503 1.27441 22.8265 14.0402 6.43951 3.73144 3.89561 2.46127 3.09005 2.6725 2.0971 1.42628 4.05224 1.63506 1.39631 0.662472 11.7995 5.30574 4.91358 3.21013 3.1354 4.72185 2.94042 2.89706 2.47557 2.05913 2.02449 1.29053 1.18101 1.17385
threshold=0 1 2 2.5000000000000004 3 4 4.5000000000000009 5 6 1.0000000180025095e-35 2.5000000000000004 7 8 9 10 11 12 13 14 5.5000000000000009 15 16 17 6.5000000000000009 2.5000000000000004 18 19 20 21 22 23 24 25 26 3.5000000000000004 6.5000000000000009 27 2.5000000000000004 28
decision_type=1 1 9 2 1 1 2 9 9 2 2 9 9 1 1 1 1 9 9 2 9 1 1 2 2 9 9 1 1 9 1 1 9 1 2 2 9 2 9
left_child=-1 9 3 -3 5 8 7 -7 -4 10 11 20 13 19 -13 -16 18 -18 -14 -12 22 -22 -2 -15 25 28 27 35 36 30 -28 32 -27 -31 -33 -26 -11 -29 -30
right_child=1 2 4 -5 -6 6 -8 -9 -10 24 12 14 16 23 15 -17 17 -19 -20 -21 21 -23 -24 -25 26 31 29 37 38 33 -32 34 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0593490617105671 0.030758924223867241 0 0 0.022841093804453934 0.002026844113763142 -0.0033087278026876729 -0.011641742461024708 0.010897497363263401 -0.024608727892733481 0.010430004847747143 -0.019443829759708348 -0.016324536800454027 0.0071719391400495202 -0.00069567895243270001 6.5503073041901903e-06 -0.0092616073147618744 -0.0023075983804961985 0.0040861214675327112 0.00097725963429697309 0 0.0097449822547599329 -0.0017378725204571085 0.00055191368284273549 -0.012329326102556876 0.01033552210779551 0.015095942659701284 0.014356047507918907 -0.018421968741215097 0 0.0012724193712327914 -0.0011651618001189278 0.0044794639425915885 0 -0.0027703189387471919 -0.0036235675043301582 -0.012128743166993682 -0.0046590931454135488 0 -0.018488981068356367
leaf_weight=51.178022580294055 35.431869685067795 47.508630822761916 10.548940358683465 28.324910848168656 1460.825379883172 13.6738087113481 20.715288601350039 103.45017139869742 20.784025330562148 49.387600921094418 484.80910217977362 488.39336445828667 1474.3234581521247 762.93955084925983 652.24222101742635 1113.2645312618697 1938.8817112891702 1179.866811311862 1574.0612851680489 52.730197782278992 878.49835633393377 391.70449421834201 64.855247730913106 106.19124111381825 125.42110720020719 437.26396921044216 354.32629452366382 299.07387377112173 77.055854174308479 4534.211417880666 321.94709998404142 1164.149390077102 203.69680679007433 2221.0498825738323 360.43710362748243 16.527757754549384 106.55298106669215 69.3033617422916 299.9017995755421
leaf_count=881828 4263 5181 1077 2889 113268 2082 2659 7403 2248 6496 33964 47333 139887 88808 61614 119890 249458 107684 169764 6744 44351 33057 9092 17641 11620 28865 28999 16649 12044 360493 36739 145256 20066 201342 32065 2712 10886 3433 35528
internal_value=0 0 0.00208834 0.0124985 0.00112411 -0.00413379 0.00116326 0.00737919 -0.0221727 -0.000160731 -0.000688101 -0.00222301 1.28385e-05 -0.00881917 -0.00841463 -0.00574717 0.00211951 3.73755e-05 0.00412448 -0.0171896 0.00771262 0.00602998 0.01909 -0.00278373 0.000366548 0.00171561 -5.8928e-05 -0.00956795 -0.010945 0.000601714 0.00689575 0.00510136 0.010745 -2.11197e-05 0.0023229 0.00407826 0 -0.0154453 -0.0156367
internal_weight=0 23544.3 1705.83 75.8335 1630 169.172 137.839 117.124 31.333 21838.5 11198.2 3624.39 7573.8 1406.67 2253.9 1765.51 6167.13 3118.75 3048.38 537.539 1370.49 1270.2 100.287 869.131 10640.3 2698.45 7941.86 510.326 532.898 7431.53 676.273 2165.55 640.961 6755.26 1524.59 141.949 155.941 368.377 376.958
internal_count=3105378 2223550 136807 8070 128737 15469 12144 9485 3325 2086743 1133550 319600 813950 147157 228837 181504 666793 357142 309651 40708 90763 77408 13355 106449 953193 291206 661987 34414 64954 627573 65738 226252 48931 561835 177321 14332 17382 20082 47572
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2 1 12649477 1 2 6752 2097216 2450572 2196493 774 2 913 143 8658 8398930 328836 14 6 13132038 4105 833 706 12623874 143 774 2098376 376 532486 16384
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=28
num_cat=16
split_feature=0 2 1 3 2 3 6 1 1 1 4 3 4 1 2 1 5 1 2 3 1 2 4 2 2 4 1
split_gain=26.0935 0.875257 1.58397 1.12407 0.930114 4.01111 1.52205 1.41977 1.21348 1.03672 2.11722 1.21612 1.15382 5.20253 1.42452 0.981757 8.69894 0.561167 0.559667 0.470539 0.431389 0.333308 0.0192062 0.0135863 0.0413158 0.00460223 0.00380413
threshold=0 17.500000000000004 1 2 13.500000000000002 3 4 5 6 7 29.500000000000004 8 4.5000000000000009 9 1.5000000000000002 10 11 12 1.5000000000000002 13 14 37.000000000000007 4.5000000000000009 18.500000000000004 25.500000000000004 31.500000000000004 15
decision_type=1 2 9 1 2 1 1 9 9 9 2 1 2 9 2 9 1 9 2 1 9 2 2 2 2 2 9
left_child=-1 4 3 23 9 8 20 -8 -6 10 11 -2 15 18 -15 16 -11 -17 -14 -12 -7 22 -5 -3 -25 -21 -10
right_child=1 2 -4 21 5 6 7 -9 26 12 19 -13 13 14 -16 17 -18 -19 -20 25 -22 -23 -24 24 -26 -27 -28
leaf_value=-0.05782820255463083 0 0 -0.005479472835499293 0.027708071487515831 0.020770450526664774 -0.0044000138012806186 6.5858363522545987e-05 -0.026935858109362318 0 -0.00932475815239419 0.012664137899542613 -0.02376479897814382 0 0.01087752710033664 -0.00098547300052224908 -0.0042015397042460623 0.0070853285918240491 -0.00023301289417867164 0.01414455182417013 0 0.0077301938096681544 0 0 -0.0038333849600620737 0 -0.0011740863779529406 -0.0010007515757157858
leaf_weight=48.250564169371501 11.303787040407769 2.7499396381899723 7.5357365123927584 30.80267887446098 15.229177109431474 5.9524285197257996 7.851811810163781 66.750493363011628 4.677532966947183 414.01773557101842 1.7120165629312394 35.868476535310037 5.5980130913667372 78.498591635143384 1419.3711708784103 335.67854510946199 1095.1747106868424 19635.894072695752 323.48061758140102 0.24175201798789148 17.303962153382603 1.4291745708324004 2.632950473111122 7.3614885609131289 2.2847100857179612 3.3862880165688694 8.3981936154887098
leaf_count=882221 1339 318 801 3376 1130 639 895 6247 507 55170 94 4802 712 8880 76416 43829 135494 1860778 21065 21 1499 187 214 954 330 264 947
internal_value=0 1.59785e-06 0.0101529 0.0162891 -2.22513e-05 -0.00771977 -0.0169121 -0.0224451 0.0120919 1.63434e-05 -0.010529 -0.0199409 7.09423e-05 0.00247052 0 -0.000122324 0.00227982 -0.000322971 0.0131022 0.00749344 0 0.0223483 0.0270711 0 -0.00185119 0 -0.000399353
internal_weight=0 23541.2 54.7967 47.2609 23486.4 126.164 97.8587 74.6023 28.3049 23360.2 52.5123 47.1723 23307.7 1826.95 1497.87 21480.8 1509.19 19971.6 329.079 5.34006 23.2564 34.8648 33.4356 12.3961 9.6462 3.62804 13.0757
internal_count=3109129 2226908 6180 5379 2220728 11864 9280 7142 2584 2208864 6520 6141 2202344 107073 85296 2095271 190664 1904607 21777 379 2138 3777 3590 1602 1284 285 1454
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=2 6292851 133 274 10 262273 271585 524289 267 4485268 8458754 2 4456452 72 2362010 256
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=40
num_cat=27
split_feature=0 4 1 4 4 3 2 5 4 3 4 1 5 3 3 1 2 6 4 3 1 1 1 5 1 1 1 1 3 3 3 2 3 4 3 3 2 7 4
split_gain=23.9253 0.646507 1.75938 2.20831 4.04455 1.55422 1.40636 1.33402 1.22522 0.971172 0.931408 0.783901 3.29352 26.5185 19.4203 14.7539 12.8097 6.2614 4.94203 4.7368 4.88877 4.57251 3.95924 3.19025 107.9 29.5008 17.2005 13.2897 12.661 9.06528 7.95198 7.49192 8.54826 7.15068 5.97801 3.59684 3.51675 2.76567 2.29291
threshold=0 9.5000000000000018 1 21.500000000000004 18.500000000000004 2 1.5000000000000002 3 79.500000000000014 4 10.500000000000002 5 6 7 8 9 6.5000000000000009 10 1.5000000000000002 11 12 13 14 15 16 17 18 19 20 21 22 2.5000000000000004 23 1.0000000180025095e-35 24 25 6.5000000000000009 26 1.0000000180025095e-35
decision_type=1 2 9 2 2 1 2 1 2 1 2 9 1 1 1 9 2 1 2 1 9 9 9 1 9 9 9 9 1 1 1 2 1 2 1 1 2 1 2
left_child=-1 11 5 4 6 10 -4 9 -9 -5 -3 12 14 15 19 -14 -17 18 -15 21 -21 -2 -16 24 33 27 29 34 -29 -26 -28 32 -27 -13 -25 -33 -35 -19 -24
right_child=1 2 3 7 -6 -7 -8 8 -10 -11 -12 23 13 17 22 16 -18 37 -20 20 -22 -23 38 25 26 31 30 28 -30 -31 -32 35 -34 36 -36 -37 -38 -39 -40
leaf_value=-0.056323498131006539 0 0 0.021475971463230326 0.015055502258358965 0.039324913953324929 0.00092625905849441365 0 -0.017599955410135426 0 -0.00051287017810566164 -0.020863512183379049 -0.051167270658268219 0.013789398317416594 -0.0093350648840937207 -0.018906420859149037 -0.0184763044542448 0.028193802460394018 0.006034660738861909 0.0080256453384506144 0.016961172445612134 0.0013196541511828464 0.023327891591226911 0.0012730266442950592 -0.0030824231562477876 -0.0079661464799165391 -0.0034728390221457281 -0.0061923227257015614 0.016639603742397414 0.00056612787045582855 0.025655124876517828 0.0033833840031790748 -0.023440608704072313 -0.021542294533477991 -0.026914263792741151 0.016795321808438613 -0.0022401099186047202 0 0.022788441340292627 -0.0060196689998400655
leaf_weight=45.554832518500916 90.146603172179312 7.0442016131710252 11.8563869188074 17.396794972708449 21.626312658423558 180.75986100803129 206.44836409459822 42.613910710206255 26.560220694169402 35.756842261413112 36.437987298239022 351.16749357397202 149.0006789494073 465.44791589048691 128.05594468605705 1165.5504925396526 30.933798267971724 1988.6953453021124 202.00383467657957 272.5577390382532 731.54399777296931 429.80971394944936 799.41843790072016 139.68212774326093 67.836648217751645 635.11675503209699 1153.8402466415428 526.82410190673545 4017.5586514483439 410.93653647677274 3073.1707062011119 46.941380190022755 520.02669845015043 242.14810419944115 1108.8625229015015 3283.6139357754146 45.034526912961155 96.747971586417407 775.41064632654889
leaf_count=882518 8736 634 1222 472 823 10299 8876 2384 1410 1188 3280 46447 20143 49667 21386 134001 1396 238593 21449 17012 55412 32451 81931 23477 6649 91551 114005 59965 297103 26212 314096 5220 53278 30716 59736 320015 6295 10701 48277
internal_value=0 2.9182e-05 0.00323233 0.00742936 0.0128589 -0.00263316 0.0045944 -0.00119798 -0.0101616 0.00631703 -0.0143776 -4.37405e-05 0.000792522 -0.00103133 0.00319161 -0.0123893 -0.0162326 0.00451412 -0.00348159 0.0112941 0.00633992 0.0191893 -0.00399898 -0.000456002 -0.00244145 0.000550843 0.00285521 0.00527531 0.00262387 0.0200662 0.000665667 -0.00547806 -0.012411 -0.0397595 0.014312 -0.00291119 -0.0225977 0.00723168 -0.00216273
internal_weight=0 23534.6 586.501 362.259 239.931 224.242 218.305 122.328 69.1741 53.1536 43.4822 22948.1 7325.32 4098.38 3226.94 1345.48 1196.48 2752.9 667.452 1524.06 1004.1 519.956 1702.89 15622.8 5344.13 10278.6 4705.78 5792.93 4544.38 478.773 4227.01 4485.7 1155.14 638.35 1248.54 3330.56 287.183 2085.44 1574.83
internal_count=3109026 2226508 30588 16375 10921 14213 10098 5454 3794 1660 3914 2195920 741155 475950 265205 155540 135397 320410 71116 113611 72424 41187 151594 1454765 544420 910345 460962 440281 357068 32861 428101 470064 144829 83458 83213 325235 37011 249294 130208
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 591178 387 2 28 8459458 2 15 15 8389634 2 3 8393856 8458242 1026 2 536 793 4196356 529 896 131 897 992 960 1 1
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=40
num_cat=26
split_feature=0 4 1 3 3 1 2 1 1 3 3 4 4 3 2 2 4 2 3 3 2 1 3 7 2 3 6 1 2 3 1 2 2 1 1 3 1 3 1
split_gain=21.8815 0.700291 1.81694 6.77963 2.28737 4.2109 1.97821 8.68243 6.74835 4.25141 3.83058 3.56888 2.53137 1.95597 2.0573 1.64721 1.48346 1.42821 3.3654 2.85925 1.21294 1.14613 4.92354 4.59773 4.11795 7.82633 3.6899 3.222 2.45532 2.66711 2.36875 2.36041 2.26829 7.75828 2.50946 6.76588 2.26072 1.92304 1.83344
threshold=0 1.0000000180025095e-35 1 2 3 4 2.5000000000000004 5 6 7 8 2.5000000000000004 1.5000000000000002 9 6.5000000000000009 7.5000000000000009 2.5000000000000004 4.5000000000000009 10 11 3.5000000000000004 12 13 14 2.5000000000000004 15 16 17 8.5000000000000018 18 19 4.5000000000000009 6.5000000000000009 20 21 22 23 24 25
decision_type=1 2 9 1 1 9 2 9 9 1 1 2 2 1 2 2 2 2 1 1 2 9 1 1 2 1 1 9 2 1 9 2 2 9 9 1 9 1 9
left_child=-1 21 3 13 5 -4 7 10 11 -9 -6 -8 -10 16 -15 17 20 18 -5 -19 -3 23 32 24 25 -2 -25 -27 38 -30 -24 -32 34 -34 35 -23 -28 -36 -26
right_child=1 2 4 15 6 -7 8 9 12 -11 -12 -13 -14 14 -16 -17 -18 19 -20 -21 -22 22 30 26 28 27 36 -29 29 -31 31 -33 33 -35 37 -37 -38 -39 -40
leaf_value=-0.054813642846481249 0.010282390626345105 0.0010580398615422368 -0.025392601722705705 -0.0011713899186028944 0.00537567986272 0 -0.018115292671320195 0.0097601172320103818 0.0025229665978094571 0.00071062271265361803 -0.016697170787224849 0.0031196369453725136 -0.0013364151037873848 -0.01639727804549912 0.0072732993149349674 0.023924968172151329 0.0070788492516696867 0.0071461778886771996 0.012865105769251288 -0.014021283992324791 -0.010064571717914805 0.0014555227785031238 -0.0074318941348757404 -0.00075531367233637871 0.0030451534405779596 -0.016131933977672003 -0.0025987310112272669 -0.0040699999589262964 -0.0040115519304573964 0.017921730018510992 -0.0043192904481341261 0.0033965485158169461 -0.025380561994493085 0.0068457564542199313 0.0050733923572862764 -0.02243238282802705 0.022940400176328524 -0.0003091074957574759 -0.0015749105596759971
leaf_weight=43.030310457543237 256.15485436585732 115.90533122362103 60.040982357575558 192.52690298977541 64.977131479885429 236.9719133276958 290.77978825895116 1019.9609375654254 2855.0351112678181 1198.2728564160643 261.18761433940381 64.939721191767603 4049.3260006648488 161.41546049900353 8.0496798504609597 60.104438892332837 143.77158002916258 135.04876449087169 512.63960894139018 59.96708827256225 148.61532426782651 470.8909695103066 1388.6664946028613 113.00218535680324 1857.2501548223663 314.74309672892559 16.40378571068868 1073.9433897399576 39.757039002608508 138.33981033880264 1071.8278205005918 554.4908795573283 92.979010298615322 122.48908633412793 1773.806149333599 109.75478792598005 169.26440837909468 890.39402489026543 1447.2662698263302
leaf_count=881910 24040 14284 8078 10038 6989 25326 16313 93809 299827 141372 34449 2953 276220 7357 622 4955 13936 8737 39348 5526 17785 56231 122341 13501 211356 34174 1825 106708 4104 14089 117103 53390 13989 12415 97572 13917 20751 77962 199908
internal_value=0 0 0.000559916 0.00371805 3.61609e-05 -0.00803007 0.000342625 0.00274263 -0.000464696 0.00510367 -0.0113737 -0.0131781 0.000219916 -0.00433043 -0.0122309 0.00883986 0 0.00686602 0.00889239 0 -0.00456101 -0.000529438 -0.00143592 0.000500998 -0.000174494 -0.00430564 0.011983 -0.00738891 0.00171135 0.0123799 -0.00438351 -0.00148463 0.00106736 -0.00799583 0.00183179 -0.00373118 0.019294 0.00318562 0.000940198
internal_weight=0 23541 11639.5 1538.04 10101.5 297.013 9804.48 2544.4 7260.08 2218.23 326.165 355.72 6904.36 577.757 169.465 960.287 408.292 900.182 705.167 195.016 264.521 11901.4 6475.3 5426.12 5127.45 1644.84 298.67 1388.69 3482.61 178.097 3014.99 1626.32 3460.31 215.468 3244.85 580.646 185.668 2664.2 3304.52
internal_count=3105210 2223300 1027924 122588 905336 33404 871932 276619 595313 235181 41438 19266 576047 53984 7979 68604 46005 63649 49386 14263 32069 1195376 564920 630456 594379 164922 36077 140882 429457 18193 292834 170493 272086 26404 245682 70148 22576 175534 411264
cat_boundaries=0 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=2 12681365 196 1 264992 532738 8 294 66 192 520 568 352064 77 1 784 1 2816 577 12591132 8429579 6324260 72 344064 5 6720
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=40
num_cat=21
split_feature=0 4 1 4 4 1 3 3 6 2 2 6 4 4 4 1 1 2 1 6 6 3 2 2 5 6 3 2 3 2 3 1 1 4 3 2 2 4 4
split_gain=20.086 0.716866 1.57129 1.99172 3.51315 1.71358 1.37287 1.37212 1.38956 1.0529 0.900064 0.796593 0.685321 0.641762 0.621249 0.965595 0.794226 0.690173 0.561307 4.22309 4.01591 3.80295 3.41403 2.83257 7.00692 4.36423 2.90292 3.36135 2.83451 2.64343 10.0016 2.45974 2.3957 2.68125 2.362 2.34125 2.21471 1.75766 1.57972
threshold=0 9.5000000000000018 1 21.500000000000004 18.500000000000004 2 3 4 5 2.5000000000000004 2.5000000000000004 6 79.500000000000014 26.500000000000004 38.500000000000007 7 8 1.5000000000000002 9 10 11 12 2.5000000000000004 7.5000000000000009 13 14 15 1.5000000000000002 16 6.5000000000000009 17 18 19 1.0000000180025095e-35 20 4.5000000000000009 8.5000000000000018 3.5000000000000004 2.5000000000000004
decision_type=1 2 9 2 2 9 1 1 1 2 2 1 2 2 2 9 9 2 9 1 1 1 2 2 1 1 1 2 1 2 1 9 9 2 1 2 2 2 2
left_child=-1 18 6 4 7 11 14 8 -4 -9 -8 -5 -13 -7 15 17 -16 -3 20 21 22 32 34 26 28 -26 35 -28 -25 -22 37 -32 -20 -34 38 -21 -24 -31 -2
right_child=1 2 3 5 -6 13 10 9 -10 -11 -12 12 -14 -15 16 -17 -18 -19 19 23 29 -23 36 24 25 -27 27 -29 -30 30 31 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.053352465067804812 -0.02076909620291471 0 -0.0018624208751347089 0.00056382044136170872 0.037037228442416734 0 -0.020619027154304054 0.0088439217285416986 0.018524127558993807 -0.0062623931646941036 0 -0.017193776051368702 0 0.021709530930280271 0.0030197997217946762 -0.0047139214071416895 -0.013299324875271587 0.012178254706949171 0.029797112147481875 0.004594090442232095 0.00022738294204605676 -0.0011933134043566776 -0.022296862601387676 0.0076116414998948076 0.01857085974232215 -0.0087277559930536742 -0.017109086875829262 -0.0010512692290714771 -0.0064973876853921106 0.0064477337036109236 0.0034337829462027705 -0.018399482393561407 0.017433214707683425 -0.0066138177373272801 0.012103684245487004 -0.0014636604022567896 0.0017546833361533531 -0.006914580113822991 0.0032958880603026208
leaf_weight=40.742785858128627 29.684864901704714 5.7804060217458746 12.653570805909112 25.57859415654093 22.427587380167097 3.3128721553366614 27.639872554223984 33.357920486479998 60.171861408976838 112.25049910368398 45.659398939926177 54.353986303554848 30.823781934101135 7.686955212848261 1.7357515888288617 13.280649015796369 11.553425034275275 117.28208408830687 83.013877408113331 1732.4117701542564 9655.2704544751323 117.49745832872577 173.22599693387747 164.34452779125422 346.50237298919819 32.805121115641668 105.90687989065191 8107.651695526496 384.21840970823541 445.07458245439921 27.334526149090379 390.75632053217851 49.703405028674752 64.002180464100093 60.524926070007496 885.39382665464655 14.963540412718428 78.124001592164859 5.6855724826455107
leaf_count=882075 2014 885 790 1020 828 312 2697 2027 3103 4188 2979 2095 1262 764 107 772 792 6090 7745 201526 775956 12441 14640 14036 24111 2588 11997 886950 39552 37630 2277 42623 6208 5175 4769 94849 1192 3816 367
internal_value=0 4.0563e-07 0.00337998 0.00731355 0.0124374 -0.000818731 -0.00214511 0.00453657 0.0129185 -0.000164303 -0.01117 -0.00733795 -0.0115293 0.0133725 0.00211743 0.00577796 -0.0059967 0.00927427 -7.70526e-05 0.00037672 -0.000607506 0.0111381 -0.0115947 2.69585e-05 0.00526307 0.0152508 -0.000407246 -0.00135458 -0.00155716 -0.000242249 -0.00522909 -0.016142 0.0187278 0.00304331 0.000752505 0.00242939 -0.0190312 0.00357871 -0.0109059
internal_weight=0 23539.6 585.549 362.618 240.861 121.756 222.932 218.434 72.8254 145.608 73.2993 110.756 85.1778 10.9998 149.632 136.343 13.2892 123.062 22954.1 12073.5 10880.6 314.217 284.085 11759.2 927.87 379.307 10831.4 8213.56 548.563 10596.6 941.289 418.091 196.719 113.706 95.8954 2617.81 188.19 523.199 35.3704
internal_count=3105248 2223173 30711 16389 10936 5453 14322 10108 3893 6215 5676 4377 3357 1076 8646 7747 899 6975 2192462 1307178 885284 31569 22982 1275609 80287 26699 1195322 898947 53588 862302 86346 44900 19128 11383 7150 296375 15832 41446 2381
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=2 591178 2369712 620 402 2 10 1346 524288 6867004 8 8 92 2 3 386 29 632 4196356 8655232 82
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=37
num_cat=15
split_feature=0 4 3 1 4 4 1 4 2 1 3 1 2 3 6 4 2 4 3 4 1 1 7 6 4 2 2 4 2 4 4 4 4 4 1 2
split_gain=18.423 0.688604 2.37975 3.30044 1.13045 1.03475 1.02113 0.951008 0.543664 1.26917 1.06363 0.6309 1.03731 3.00172 1.07034 0.838969 0.797846 0.531712 0.501675 0.471075 6.51438 0.695715 0.409659 0.371756 0.357013 0.222424 0.16125 0.162452 0.117339 0.0639568 0.0137762 0.129693 0.0131486 0.0075419 0.000869221 0.000410963
threshold=0 18.500000000000004 1 2 59.500000000000007 55.500000000000007 3 39.500000000000007 17.500000000000004 4 5 6 13.500000000000002 7 8 2.5000000000000004 16.500000000000004 88.500000000000014 9 3.5000000000000004 10 11 12 13 31.500000000000004 43.500000000000007 3.5000000000000004 137.50000000000003 7.5000000000000009 1.5000000000000002 1.0000000180025095e-35 3.5000000000000004 144.50000000000003 109.50000000000001 14 23.500000000000004
decision_type=1 2 1 9 2 2 9 2 2 9 1 9 2 1 1 2 2 2 1 2 9 9 1 1 2 2 2 2 2 2 2 2 2 2 9 2
left_child=-1 8 3 7 6 -5 34 23 11 10 25 16 19 15 -15 -14 18 -7 29 21 -21 -13 -20 28 -25 -10 33 -28 -3 -2 35 -32 -19 -6 -4 -12
right_child=1 2 4 5 26 17 -8 -9 9 -11 30 12 13 14 -16 -17 -18 32 22 20 -22 -23 -24 24 -26 -27 27 -29 -30 -31 31 -33 -34 -35 -36 -37
leaf_value=-0.051906891692253113 -0.00014172666917107996 0.013046391166996203 0 0.025684043877788457 -0.0014589046103181602 -0.0051820892711270557 -0.021080603309466605 -0.015724026042066568 0.026129599694939533 -0.0049469863770572834 0.00032973491907954498 -0.00076141652226267517 0.017125296406046441 0 -0.021252650646607387 0 0.001863448845316697 0.0089028851371026983 -0.019168929530437775 0.0094687335357492852 -0.0018012666970977896 0.00038795619877393471 0 -0.0083679574673272365 0.0014730010796413838 0 0.0094525809495359485 0 0 0.0041320624492210438 -0.0060446490070191136 0 0 0 0.00046171507927375739 0
leaf_weight=38.616459658602253 7.0287390124285576 4.3239970938302577 2.1514584879623726 77.982052806764841 5.4345598707441258 15.75865889713168 22.785801240941513 18.151270131347701 24.470232672523711 8.3164639738388342 7.7983162517193723 10203.394773364242 20.153230866417292 22.099670193623751 67.915797848487273 6.4307111452799282 1.4050503908656526 23.239083351800222 42.802956457308028 668.13423643982969 1747.9058660090668 10477.384703286632 5.2972370174247763 21.597256767097868 4.3940413161180905 0.38080072123557229 6.3858931530266991 0.95863137790001918 0.43154869601130474 7.4151409497717395 9.2660001693293434 2.3510342238005242 1.959015825530513 3.6308278189972043 3.735339060658589 3.0901149078272283
leaf_count=881856 1014 167 206 3038 365 578 1710 1197 2556 929 958 939664 2018 1927 6389 332 216 765 6057 43985 108598 1095098 531 1510 344 50 311 77 17 711 961 230 162 281 328 453
internal_value=0 -1.76113e-06 0.00528039 0.0109505 -0.00814761 0.0189465 -0.0173642 -0.00489783 -6.95213e-05 0.00783596 0.0138553 -0.000111362 -6.33571e-05 -0.00844958 -0.0164339 0.00898054 -0.00791049 0 -0.0127594 0 0.00130196 -0.000165093 -0.0150983 0.000357616 -0.00122897 0.0213548 0.000551262 0.00659975 0.00900057 0 0 -0.0018194 0.00860618 0 0.00010373 0
internal_weight=0 23546 212.919 167.837 45.0825 118.939 28.6726 48.8981 23333 55.673 47.3565 23277.4 23213.4 116.599 90.0155 26.5839 63.9491 40.9568 62.5441 23096.8 2416.04 20680.8 48.1002 30.7468 25.9913 24.851 16.4099 7.34452 4.75555 14.4439 22.5055 11.617 25.1981 9.06539 5.8868 10.8884
internal_count=3105589 2223733 11056 7778 3278 4543 2244 3235 2212677 6137 5208 2206540 2198011 10666 8316 2350 8529 1505 8313 2187345 152583 2034762 6588 2038 1854 2606 1034 388 184 1725 2602 1191 927 646 534 1411
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=2 124 335242 8915072 6292835 314 4751361 274 10 266 352654 288156 1 12 524288
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=40
num_cat=14
split_feature=0 4 1 3 3 4 2 4 1 6 4 2 4 4 2 4 1 3 4 1 2 6 3 1 2 2 3 2 1 2 2 4 4 4 2 4 2 2 4
split_gain=16.9931 0.571499 4.32022 2.18032 1.81877 1.95647 1.08397 1.25574 1.06355 0.823578 0.700388 0.68359 0.654043 0.640921 0.522548 0.442644 3.48895 1.39445 1.15906 0.440862 4.56805 0.910635 0.340488 0.297699 0.716265 0.485933 0.261334 0.372944 0.191512 0.184339 0.183781 0.139585 0.128088 0.227661 0.102745 0.0450503 0.0313114 0.0917932 0.0307151
threshold=0 14.500000000000002 1 2 3 37.500000000000007 3.5000000000000004 123.50000000000001 4 5 90.500000000000014 4.5000000000000009 13.500000000000002 92.500000000000014 27.500000000000004 9.5000000000000018 6 7 12.500000000000002 8 1.5000000000000002 9 10 11 4.5000000000000009 5.5000000000000009 12 10.500000000000002 13 12.500000000000002 37.000000000000007 2.5000000000000004 18.500000000000004 90.500000000000014 10.500000000000002 149.50000000000003 2.5000000000000004 5.5000000000000009 34.500000000000007
decision_type=1 2 9 1 1 2 2 2 9 1 2 2 2 2 2 2 9 1 2 9 2 1 1 9 2 2 1 2 9 2 2 2 2 2 2 2 2 2 2
left_child=-1 12 4 32 5 8 7 9 38 -6 29 -10 14 -5 15 19 17 -17 -18 20 -2 -21 30 25 -25 -8 27 -14 -12 -7 31 -16 36 34 -34 -9 -4 -38 -3
right_child=1 2 3 13 6 10 23 35 11 -11 28 -13 26 -15 22 16 18 -19 -20 21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 37 -39 -40
leaf_value=-0.050519867803872714 -0.01647836085729467 -0.0025936058908860023 0 0.037267912439710192 0 -0.014987480676742305 0 0.0036610358653773206 0.025403423252894648 -0.021459998176603809 -0.00030117447109374938 0 -0.016252760632011583 0 0.020817694579439997 -0.0012642692277680333 -0.011683035787645898 0.017415331391177406 0.0038524309878236263 0.00016511699696989622 0.001511571218967743 -0.0013024705895327692 0 -5.1572572352117551e-05 0.014615850338351725 -0.011299682029785083 0 0 0.0061598463145171511 0 0 0 -0.010430499894483575 0 0 0 0.0062075100453429354 0 0
leaf_weight=36.693046053005673 114.56863314990187 15.660909035708755 2.270282824290919 36.756552520091645 5.3947081500664353 19.658671669429172 20.636099033989012 3.6817741887643924 37.161007335875183 62.650226945057511 4.0127327376976609 16.567965989001095 25.053158198716122 1.5569414214696724 3.0844241324812178 17.930696248542517 98.856814372818917 120.38074893178418 21.34710999391973 12668.182304959279 4045.7639916526969 6111.2534026022186 2.7666698964312664 7.8160181508865234 14.14275339595042 17.714047696907073 8.4686898165382427 0.79257208807393809 10.367521913489325 0.36642736755311389 1.3505690647289155 0.31040918268263329 12.142754370695908 1.4442338256631035 0.47867371048778373 1.164334309287369 1.9476748604793104 0.92559859948232759 0.4711776436306544
leaf_count=882575 12656 975 285 2157 328 805 658 208 1387 4076 186 357 1322 123 373 722 5929 5460 1294 1166720 402778 608847 382 502 845 634 540 36 307 11 169 37 1067 127 20 133 152 49 30
internal_value=0 1.83331e-05 0.00419012 0.0221855 -0.00180868 0.00551674 -0.00922476 -0.0160429 0.0148343 -0.019954 -0.00598535 0.0186527 -2.70614e-05 0.0310059 0 -1.81985e-05 0.00385496 0.0135709 -0.00628966 -7.98848e-05 0.000828161 -0.000298282 0.0117939 0 0.00553971 -0.0037051 -0.0100975 -0.0118016 0 -0.0136429 0.0138818 0.0196863 0 -0.00539143 -0.00913603 0.000164277 0 0.00308624 0
internal_weight=0 23535.1 294.989 57.5227 237.466 104.266 133.2 72.891 69.8611 68.0449 34.4054 53.729 23240.1 38.3135 23205.8 23198.3 258.515 138.311 120.204 22939.8 4160.33 18779.4 7.51207 60.3089 21.9588 38.3501 34.3144 25.8457 14.3803 20.0251 4.7454 3.39483 19.2092 14.0657 12.6214 4.84611 5.14356 2.87327 16.1321
internal_count=3105262 2222687 15422 3980 11442 4058 7384 4745 2749 4404 1309 1744 2207265 2280 2205367 2204406 13405 6182 7223 2191001 415434 1775567 961 2639 1347 1292 1898 1358 493 816 579 410 1700 1214 1087 341 486 201 1005
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=2 2170218 416 44 7176 4 2128678 8 8467586 1 316 2097440 236 2368
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=37
num_cat=24
split_feature=0 2 6 1 5 3 2 5 4 2 1 3 1 4 3 4 3 3 4 1 4 3 4 1 1 4 3 1 5 1 3 3 1 2 4 3
split_gain=15.6428 0.508753 0.530079 2.25549 5.61488 3.15825 3.29059 2.6998 8.12387 3.95424 4.1695 3.91017 3.80921 2.3093 2.64754 1.93723 1.7301 1.45195 0.97309 4.11186 1.98171 2.73311 1.17668 1.85149 1.6235 1.15988 0.829155 10.8116 4.85373 2.97445 5.99417 4.76257 2.67599 0.35833 0.114697 0.0699253
threshold=0 27.500000000000004 1 2 3 4 2.5000000000000004 5 1.0000000180025095e-35 7.5000000000000009 6 7 8 3.5000000000000004 9 2.5000000000000004 10 11 8.5000000000000018 12 21.500000000000004 13 24.500000000000004 14 15 59.500000000000007 16 17 18 19 20 21 22 37.000000000000007 4.5000000000000009 23
decision_type=1 2 1 9 1 1 2 1 2 2 9 1 9 2 1 2 1 1 2 9 2 1 2 9 9 2 1 9 1 9 1 1 9 2 2 1
left_child=-1 2 18 4 13 6 -6 8 11 10 -9 -5 -10 14 -4 -7 -11 -15 26 20 21 -20 24 -24 -21 -22 27 28 -2 30 -28 -31 -29 34 35 -3
right_child=1 33 3 7 5 15 -8 9 12 16 -12 -13 -14 17 -16 -17 -18 -19 19 22 25 -23 23 -25 -26 -27 29 32 -30 31 -32 -33 -34 -35 -36 -37
leaf_value=-0.049134813168904376 -0.0021885989831627517 0 -0.00031053319852322237 0 -0.0047219331129588794 -0.0053496025333341036 0.0098554563016826045 0.008478320555155008 -0.0087427384283989603 0 -0.0039150182703453097 0.013403996288732348 0.0023581277420418583 0.012427053590636507 -0.021540299868280918 0.0073083296631912577 0.019601186211443671 -0.0087882540318798847 0 0 -0.0094242024942047618 0.027280264512847398 -0.0057243588763331472 0.017165377980696773 -0.015871850239224768 0.0093925102710902438 0.002127807471746236 -0.0014502575423857083 0.011218460676662118 -0.0044794503574957303 -0.0056888008237987106 0.0018186579706257538 -0.012117184264701999 0 0 0.015447548196994558
leaf_weight=34.877044447785011 297.87932231795276 0.93842105939984244 123.69302425114438 268.61646522488445 183.83371767471544 1044.530029012938 413.44073435285827 255.05360378860496 496.70610230928287 57.269358355551958 2431.774510813877 710.11700609757099 637.93103770946618 31.717993890168145 240.13251593965106 91.239294487400912 80.137359489221126 9.1994924643076939 57.782193620456383 180.25889464328066 34.655849277274683 93.084256262518466 19.823734358185902 28.530321077094413 65.810095230699517 36.383622428402305 1573.4876177677652 1409.5212038519676 1095.1841132426634 1369.1964446939528 2339.8587725399411 7573.300125138252 275.27021891484037 2.1501480625011027 0.32464383612386871 4.1431968919932842
leaf_count=882364 31584 138 17840 30740 13242 87353 44375 33095 31340 3464 267306 71658 54251 3068 34075 6923 6210 889 2518 7273 1583 3668 1089 1843 6670 1427 107117 135893 68055 128574 240749 744582 33540 279 40 504
internal_value=0 2.66125e-05 0 -0.000713279 -0.00341069 -0.000681577 0.00480264 0.000412345 0.00313995 -0.00153371 -0.0025307 0.00973865 -0.00239872 -0.0136313 -0.0162127 -0.00388023 0.0131291 0.00224015 0.000319254 0.00449073 0.013805 0.0199121 -0.00257814 0.0068139 -0.0061437 0 0.0001573 0.00163025 0.0080982 -0.000176164 -0.00248027 0.000805295 -0.00360761 0.011658 0.0156642 0.0167431
internal_weight=0 23533 23525.4 7075.39 2137.79 1733.04 597.274 4937.61 2113.37 2824.23 2686.83 978.733 1134.64 404.743 363.826 1135.77 137.407 40.9175 16450 516.329 221.906 150.866 294.423 48.3541 246.069 71.0395 15933.7 3077.85 1393.06 12855.8 3913.35 8942.5 1684.79 7.55641 5.40626 5.08162
internal_count=3105319 2222955 2221994 705829 207765 151893 57617 498064 187989 310075 300401 102398 85591 55872 51915 94276 9674 3957 1516165 26071 9196 6186 16875 2932 13943 3010 1490094 269072 99639 1221022 347866 873156 169433 961 682 642
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=2 9 557341 2 385 2 345600 96 75456 28 57 496 6578727 836 2200 67776 260 12594440 2 4484108 10 520 16628 131
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=40
num_cat=24
split_feature=0 4 3 1 4 1 4 4 1 2 2 3 4 4 3 6 6 2 3 2 1 3 3 1 6 1 3 1 1 6 3 6 2 4 2 2 6 4 3
split_gain=14.3967 0.558257 1.81381 2.75488 0.985217 0.980438 0.898601 0.786832 0.502556 3.26498 5.99079 4.32559 2.97893 1.82943 2.32007 1.2765 1.19007 0.9398 0.706572 0.488601 8.91516 13.759 2.8374 3.1344 2.06595 1.27066 0.935521 5.09595 3.72042 3.3782 3.09863 2.90036 1.24964 0.478709 0.57364 0.406507 0.374474 0.36408 0.339311
threshold=0 18.500000000000004 1 2 59.500000000000007 3 55.500000000000007 39.500000000000007 4 6.5000000000000009 3.5000000000000004 5 2.5000000000000004 1.5000000000000002 6 7 8 17.500000000000004 9 7.5000000000000009 10 11 12 13 14 15 16 17 18 19 20 21 5.5000000000000009 88.500000000000014 6.5000000000000009 3.5000000000000004 22 31.500000000000004 23
decision_type=1 2 1 9 2 9 2 2 9 2 2 1 2 2 1 1 1 2 1 2 9 1 1 9 1 9 1 9 9 1 1 1 2 2 2 2 1 2 1
left_child=-1 8 3 7 5 -4 -5 36 9 10 13 12 -12 16 -15 38 -2 18 -17 26 21 -21 25 -24 -23 -22 28 32 29 -10 -30 -29 -28 35 -35 -8 -3 -38 -11
right_child=1 2 4 6 -6 -7 33 -9 19 15 11 -13 -14 14 -16 17 -18 -19 -20 20 22 24 23 -25 -26 -27 27 31 30 -31 -32 -33 -34 34 -36 -37 37 -39 -40
leaf_value=-0.04778632221934722 -0.0098425986353890722 0.0088994973258415943 0.00027981536867129303 0.023052083600482932 0.00070957420882282365 -0.019747666808744881 -0.011810544324169883 -0.014461572826592243 -0.005309931956516978 -0.0017796144088210383 0.031017078285021229 0.00063600512872544245 0 -0.0040243070691133665 0.012906415054763502 0 -0.00016438769443840494 0 -0.020006416045120337 -0.024435553106318987 0.0051570897241025818 0.0077232275986757861 0.0018273481179450057 0.018597229106109853 -0.0050410233096085874 -0.0063118330197688595 -0.0051256693968604432 0.0060411234278301452 0.0011983407515706464 0.0029905049144822232 -0.0035832165293057678 -0.00021089131203832804 0 0.013322224019062296 0 0 -0.0086190532802183275 0.00091466895746962365 0.0073906189789213709
leaf_weight=33.201529038204171 158.58849452534923 4.7917544087395072 5.8066951632499695 80.105817951494828 16.334472600370646 21.775101696141068 8.2650500454474223 17.461118103004992 484.92109903541859 8.8208246659487468 131.65949414740317 182.00908800668549 27.947483356576413 81.502114380360581 153.84990569157526 11.186177268158643 564.9413492755848 3.5819751492235801 90.473528511356562 235.66568481840659 185.36442126659676 321.5174905633321 254.82005863660015 311.95661884895526 134.65263227606192 128.49956093309447 2713.3273828547681 805.09965030744206 2229.7840961916954 4931.1486953811254 3112.4999498263351 5505.0854549575597 537.08120512636378 22.123799285618592 3.3742832746356717 7.5464563497807822 21.745382623746998 4.5831721238791934 20.379681685473773
leaf_count=882277 20369 183 528 2992 1034 1666 362 1118 42706 1560 16162 25679 2717 10957 20103 1500 67634 529 14111 24624 16996 25169 27054 17554 11259 7344 267148 73807 239663 386712 304843 522647 60492 817 106 227 1494 344 3001
internal_value=0 0 0.00476422 0.00969669 -0.00684276 -0.0157532 0.0169648 -0.00453935 -4.45159e-05 0.00172413 0.00351955 0.0143263 0.0244615 -0.000344962 0.00645537 -0.0111879 -0.00312406 -0.0151411 -0.0185198 -0.000177039 0.00147175 -0.00659217 0.00812786 0.0121695 0.00324819 0 -0.00032145 -0.00104619 0.000296604 0.00215887 -0.00153766 0.000572572 -0.0042487 0 0.00795793 -0.00527033 0 -0.00172421 0.000857811
internal_weight=0 23540.3 213.913 169.997 43.9163 27.5818 121.415 48.5814 23326.4 1434.94 1300.5 341.616 159.607 958.882 235.352 134.442 723.53 105.242 101.66 21891.4 1572.48 691.836 880.641 566.777 456.17 313.864 20318.9 9560.59 10758.4 5416.07 5342.28 6310.19 3250.41 41.3096 25.4981 15.8115 31.1203 26.3286 29.2005
internal_count=3105488 2223211 10871 7643 3228 2194 4504 3139 2212340 184322 163621 44558 18879 119063 31060 20701 88003 16140 15611 2028018 130000 61052 68948 44608 36428 24340 1898018 924094 973924 429418 544506 596454 327640 1512 923 589 2021 1838 4561
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=2 124 335242 8915072 12653570 57 321 2 2 6 2392621 897 296 16640 9 8592 397 811289 305433 4 384 12 12 386
is_linear=0
shrinkage=0.1


Tree=73
num_leaves=40
num_cat=28
split_feature=0 7 1 4 6 3 3 6 4 1 1 3 4 3 2 4 2 1 1 3 6 3 3 2 3 2 6 3 1 3 2 3 1 1 3 2 4 1 3
split_gain=13.2432 0.579453 1.15182 2.93626 0.884429 0.926048 0.654781 1.25493 0.554178 2.21702 1.88326 1.6853 1.27512 0.941664 0.70237 0.517198 0.908378 7.87909 7.14064 4.80046 3.40522 3.32561 3.04904 3.83945 2.48465 1.89255 1.8217 1.33174 1.32689 0.886014 0.625751 4.19452 2.71847 2.40006 0.748405 0.73884 0.721525 0.495726 4.41222
threshold=0 1 2 2.5000000000000004 3 4 5 6 1.5000000000000002 7 8 9 2.5000000000000004 10 2.5000000000000004 1.0000000180025095e-35 3.5000000000000004 11 12 13 14 15 16 4.5000000000000009 17 8.5000000000000018 18 19 20 21 10.500000000000002 22 23 24 25 16.500000000000004 8.5000000000000018 26 27
decision_type=1 1 9 2 1 1 1 1 2 9 9 1 2 1 2 2 2 9 9 1 1 1 1 2 1 2 1 1 9 1 2 1 9 9 1 2 2 9 1
left_child=-1 15 3 4 -3 -6 7 -4 9 14 13 -11 -12 -10 -8 16 18 19 24 28 29 -22 23 -19 -2 -24 -26 -21 -18 -20 37 33 34 35 -33 -32 -34 38 -17
right_child=1 2 6 -5 5 -7 8 -9 10 11 12 -13 -14 -15 -16 30 17 22 20 27 21 -23 25 -25 26 -27 -28 -29 -30 -31 31 32 36 -35 -36 -37 -38 -39 -40
leaf_value=-0.04644807860258196 -0.0094698324559145813 -0.010969829155321182 0.0018360696305712004 0.024750834576489369 0.011695137286235857 -0.0023127163116933662 0 -0.011351012568400423 0 0.0046414659806910917 -0.011054912814360163 -0.0074968766059887552 0 0.016212784216489123 0.010245910849451952 -0.0059807845332193812 0.00099301587264585974 0 0 -0.0051512660829263696 -0.00095273017523632398 -0.0076679255518818552 -0.0023366663680990402 -0.020783939272882513 0.0077819890946085914 0.0074957206108491369 0.001303398128531899 0.00309583201223707 0.015664805945739015 0.019919454442409047 -0.012326045283720973 0.010780725453574447 -0.022193172064162651 0.018358762538657248 -0.0030305985880431006 0.0023212242181164014 0 0.00017044811300000689 0.0062474181561327537
leaf_weight=31.622175350872567 129.44469673797721 18.29303995333612 84.159447519108653 45.726575496606529 39.450707389973104 34.57063602108974 149.76119442353956 85.219799021957442 43.560633362736553 140.92261004052125 128.18398071988486 220.63132518227212 351.55041934200563 47.256245585856959 322.12038240325637 376.00618958892301 141.62969144620001 157.95615669293329 13.021475014742462 177.51496597402729 1360.9151488295756 2010.4447420109063 2334.8058691676706 175.39242169109639 559.10875490790932 173.17941580689512 2385.714782706229 1109.4448946213815 429.56401009415276 33.983437612652779 28.76941222557798 25.551029891939834 123.03052730136551 62.385195498820394 19.547309942310676 7.0429869443178168 6.8294023419730356 9105.4013286685222 889.38476958405226
leaf_count=881438 16660 2346 6311 5026 5128 5642 18818 8950 1517 8537 9309 13906 13905 2634 35938 47967 5445 16175 1218 18269 128815 232693 294787 24479 47095 21348 178013 99730 36594 4507 2236 2351 10500 3028 1934 623 357 797792 93369
internal_value=0 -1.42619e-05 0.00172675 0.00950095 0 0.00400562 0.00062938 -0.00426693 0.00152967 0.0031992 -0.000422069 -0.00202756 -0.0035239 0.00976951 0.00757299 -0.000166616 -0.000649332 0.000358363 -0.00142301 0.00541263 -0.00456894 -0.0050881 -0.00287337 -0.011454 0.00199704 -0.00145322 0.00272175 0.00161121 0.0128208 0.0144392 0.000313253 -0.00406849 -0.0129078 0.00898175 0.00265838 -0.00446377 -0.0194329 0.000468909 0.00231211
internal_weight=0 23547.5 1711.41 138.041 92.3144 74.0213 1573.37 169.379 1403.99 833.436 570.551 361.554 479.734 90.8169 471.882 21836.1 11192.1 4699.49 6492.63 1858.15 3418.36 3371.36 2841.33 333.349 3074.27 2507.99 2944.82 1286.96 571.194 47.0049 10643.9 273.156 174.958 98.1976 45.0983 35.8124 129.86 10370.8 1265.39
internal_count=3105390 2223952 137967 18142 13116 10770 119825 15261 104564 77199 27365 22443 23214 4151 54756 2085985 1125828 516827 609001 160038 367233 361508 356789 40654 241768 316135 225108 117999 42039 5725 960157 21029 15142 5887 4285 2859 10857 939128 141336
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2 1 12665861 4 59 1 1 2108226 4248 706 12 8655986 4549516 27 8 899 515 128 2 768 16 833 50 8668048 6298387 836 14778899 388
is_linear=0
shrinkage=0.1


Tree=74
num_leaves=29
num_cat=16
split_feature=0 2 1 3 2 1 3 6 1 4 3 3 4 1 1 1 3 3 4 3 2 4 1 4 4 4 2 2
split_gain=12.273 0.510808 1.3337 0.846839 0.552069 3.47308 1.2576 0.955022 0.682477 1.86427 1.19415 0.648476 0.620171 3.60382 1.23785 0.55201 8.49198 0.967675 0.521393 0.383329 0.293938 0.215066 0.178267 0.150277 0.116884 0.0283324 0.0058298 0.0317467
threshold=0 17.500000000000004 1 2 13.500000000000002 3 4 5 6 29.500000000000004 7 8 4.5000000000000009 9 10 11 12 13 5.5000000000000009 14 37.000000000000007 11.500000000000002 15 53.500000000000007 4.5000000000000009 1.5000000000000002 18.500000000000004 25.500000000000004
decision_type=1 2 9 1 2 9 1 1 9 2 1 1 2 9 9 9 1 1 2 1 2 2 9 2 2 2 2 2
left_child=-1 4 3 26 8 11 22 25 9 10 -2 21 15 18 -15 16 -10 -17 -14 23 -5 -6 24 -11 -7 -8 -3 -28
right_child=1 2 -4 20 5 6 7 -9 12 19 -12 -13 13 14 -16 17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29
leaf_value=-0.04518995378444278 0.00025790527720581885 0 -0.0053686429416593363 0.023224280067272639 0.025034850087103561 0.010028740422949513 -0.00024082963657253201 -0.022514767697616692 0.0073677722052259212 0.01676911847056636 -0.021735628440210347 0 0.00057376662268058317 0.00089071368685180721 -0.0064830768838371666 -0.0011562825248877841 -0.0048765829277512482 0.00028246773631136415 0.013418890313487811 0 0 0 0 0 0 0.0026583520587605239 -0.0031819430409301534 0
leaf_weight=30.20770629542676 8.8221174872014672 2.7407833191100535 8.529683946631847 34.568482093745843 13.823459278792139 5.3755301907658577 12.953739055432381 70.864956937264651 1133.1665752004483 2.5363808056572457 36.46023675322067 3.3315012122038778 97.642600835999474 1269.6112926078495 231.11067819967866 7466.975653360365 1036.1743723745458 11832.076462390192 239.19965153327212 2.3370181648060671 1.470879281638189 0.38320151250809509 6.2740906337276083 0.43386905081570137 0.6018354445695876 9.7394856065511686 7.1134992402512562 2.2810869517270476
leaf_count=882043 1086 307 944 3507 1606 454 1305 6586 147691 234 4742 408 7299 67348 17994 780694 129578 1033771 14744 177 187 28 767 32 31 627 883 319
internal_value=0 5.41345e-06 0.00767424 0.0139034 -1.01155e-05 -0.00599801 -0.0139925 -0.0179757 1.63328e-05 -0.00862517 -0.0179235 0.0142595 6.26798e-05 0.00181758 -0.000188965 -7.58724e-05 0.00140113 -0.000259925 0.0105763 0.00758962 0.0190839 0.0195157 0.00115891 0.0116849 0.00637654 0 0 -0.00121649
internal_weight=0 23536.6 56.7044 48.1747 23479.9 123.348 105.81 93.5582 23356.5 50.5896 45.2824 17.5382 23306 1837.56 1500.72 21468.4 2169.34 19299.1 336.842 5.30727 36.0394 14.2067 12.2515 2.97025 5.97737 22.6932 12.1354 9.39459
internal_count=3105392 2223349 6147 5203 2217202 11812 9770 8518 2205390 6271 5828 2042 2199119 107385 85342 2091734 277269 1814465 22043 443 3694 1634 1252 266 485 1932 1509 1202
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=2 6292835 133 287877 258 10 524289 11 496 4485268 8391008 10555906 752 624 200 4194912
is_linear=0
shrinkage=0.1


Tree=75
num_leaves=33
num_cat=19
split_feature=0 2 4 3 1 4 1 4 4 4 6 2 1 5 1 4 1 2 3 5 1 3 1 1 3 3 6 2 4 4 3 4
split_gain=11.3539 0.484118 0.427389 1.52405 2.34626 0.912641 1.00513 0.833781 0.72188 0.401724 0.332989 0.320451 0.309134 43.8957 44.2951 11.0174 9.51895 13.8185 6.52655 6.09217 23.5118 19.8561 38.5406 15.3652 15.1319 6.19208 3.03274 0.140404 0.158401 0.112162 0.0782277 0.00442772
threshold=0 27.500000000000004 18.500000000000004 1 2 59.500000000000007 3 55.500000000000007 39.500000000000007 88.500000000000014 4 37.000000000000007 5 6 7 2.5000000000000004 8 2.5000000000000004 9 10 11 12 13 14 15 16 17 3.5000000000000004 137.50000000000003 4.5000000000000009 18 109.50000000000001
decision_type=1 2 2 1 9 2 9 2 2 2 1 2 9 1 9 2 9 2 1 1 9 1 9 9 1 1 1 2 2 2 1 2
left_child=-1 2 12 4 8 6 -5 -6 10 -9 -4 29 13 14 15 -2 18 -18 -15 20 25 22 -21 -23 -22 -14 -16 31 -29 30 -3 -7
right_child=1 11 3 5 7 27 -8 9 -10 -11 -12 -13 19 16 26 -17 17 -19 -20 21 24 23 -24 -25 -26 -27 -28 28 -30 -31 -32 -33
leaf_value=-0.043947697473835312 -0.047334964107885874 0 0.0084080588335851639 0.00063021891842821064 0.021078839723398187 -0.0011197199837193672 -0.019324833066595746 -0.0051285157071347511 -0.013809998676493049 0.0070937196014928226 -0.0015029499670395348 0 -0.0023687040262735464 0.015842374604951852 0.0041512222313736446 0 0.0079477438173271731 -0.0051426062895421369 -0.0060868088533160558 0.0044503930223666116 0.013502447053888186 -0.0036568560329979984 -0.017482620236014552 0.0054915065737999678 0.0019819526851981538 -0.017103415448581318 -0.013843831084288709 0.0090757407157434754 0 0 0.014985879778845157 0
leaf_weight=28.873378956057422 394.78773788583931 0.94764750124886554 4.9872336154803634 5.6468373935203999 81.762549376115203 5.3151617329567689 21.469612641725693 15.747361134039236 17.111209879163653 25.921210250351578 26.182687096763406 2.063770329579711 655.40357850852888 806.76779111940414 463.44428589084418 66.741631707875058 1507.0857137810672 1650.8299248446128 122.49584974953905 1366.8273269085912 1484.3055301536806 3236.0377344536828 1803.0938973565353 4089.9694372320082 4988.3052733122604 602.61575512657873 73.419110119401012 6.5065118896309277 0.98700721375644196 0.33100602845661331 4.3176699266768992 3.5566997055429965
leaf_count=882054 50682 137 189 517 3076 363 1658 588 1108 933 1795 271 92189 22696 58327 8317 69049 134996 15449 155965 116411 357702 165974 470182 391300 93025 9421 319 78 40 504 277
internal_value=0 1.14976e-05 0 0.00414612 0.00871975 -0.00634238 -0.0150416 0.0154065 -0.00421177 0 0 0.0113416 -5.02435e-05 -0.000745469 -0.019272 -0.0405539 0.00381286 0.00102333 0.0125103 0.00012855 0.00226909 -0.00142139 -0.00799433 0.00141186 0.00473661 -0.00996759 0.000380947 0.000639463 0.00616062 0.0150371 0.0161258 0
internal_weight=0 23535 23527.3 215.194 171.712 43.4818 27.1165 123.431 48.2811 41.6686 31.1699 7.66009 23312.1 5085.57 998.393 461.529 4087.18 3157.92 929.264 18226.6 7730.63 10495.9 3169.92 7326.01 6472.61 1258.02 536.863 16.3654 7.49352 5.59632 5.26532 8.87186
internal_count=3105592 2223538 2222586 10901 7689 3212 2175 4597 3092 1521 1984 952 2211685 368937 126747 58999 242190 204045 38145 1842748 692925 1149823 321939 827884 507711 185214 67748 1037 397 681 641 640
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 124 335242 8915072 12 4767773 2 24 17 15 2 1794 15 8398594 8399904 11 60 3 131
is_linear=0
shrinkage=0.1


Tree=76
num_leaves=37
num_cat=26
split_feature=0 2 4 1 3 7 5 3 3 2 3 1 3 1 2 6 4 1 3 5 3 3 2 2 1 5 3 1 5 3 1 6 2 2 3 4
split_gain=10.4945 0.457682 0.417192 1.10196 5.64767 2.48847 2.17336 8.4268 7.05181 1.60521 3.10525 1.64776 1.34252 4.50593 1.29885 1.25 1.06923 0.953871 2.59011 3.10703 11.2312 2.79232 2.7425 1.25102 11.653 10.6813 7.68605 6.95095 6.58142 2.02874 0.730675 0.724687 0.491797 0.339235 0.115754 0.145786
threshold=0 27.500000000000004 1.0000000180025095e-35 1 2 3 4 5 6 10.500000000000002 7 8 9 10 9.5000000000000018 11 8.5000000000000018 12 13 14 15 16 4.5000000000000009 2.5000000000000004 17 18 19 20 21 22 23 24 5.5000000000000009 37.000000000000007 25 2.5000000000000004
decision_type=1 2 2 9 1 1 1 1 1 2 1 9 1 9 2 1 2 9 1 1 1 1 2 2 9 1 1 9 1 1 9 1 2 2 1 2
left_child=-1 2 17 4 5 14 7 -6 -8 12 11 -11 13 -5 -4 -14 -7 18 19 20 -2 -21 31 24 26 -26 -19 28 -25 -29 -12 -20 -24 34 -3 -36
right_child=1 33 3 9 6 16 8 -9 -10 10 30 -13 15 -15 -16 -17 -18 23 22 21 -22 -23 32 27 25 -27 -28 29 -30 -31 -32 -33 -34 -35 35 -37
leaf_value=-0.042739005678603059 -0.036018755716313682 0 -0.0076933668589967202 -0.024709173485348526 -0.028956068595939261 0.016051927421587651 0.030681900288110728 0.0077949227964048675 0.0040017569973008456 0.013938899436252209 0 -0.0057171628207704278 0.0009285401194214024 0.00021358080036813911 0.0077156231920390604 -0.0023624831152813425 -0.0017988448390421517 -0.00063164148435362454 0 -0.0076211645913356919 0.00042010209309134507 0.0059892786010266406 0.0062909193578217148 -0.02865200421393746 0.0018540183973567465 -0.012660978517490649 0.0138862669617497 -0.0001263485866645757 -0.0032331849897643083 0.0037343256968085446 -0.017029952073826893 -0.013785150210134876 -0.0023193563054133733 0 0.019955115368770919 0
leaf_weight=27.630663410174748 62.379171687120106 1.9677825656253833 566.4326189494459 53.886099147144705 35.594296630006284 51.679447900154628 112.4709048505174 305.59924431727268 456.92145958251785 55.261822406668216 44.833289939211681 23.193281100597233 8290.7076413839823 229.79745334852487 17.07453793217428 1266.2528282876592 4.4163236841559401 842.8496033916017 6.0073216196033172 134.33678067196161 405.15385073563084 748.34030120557873 73.818943356745876 91.116727349814028 813.65829169331118 1164.0289682091097 557.31941595708486 1995.9109542194055 1064.6181733133271 3454.1633656023769 140.04396220622584 345.86902690760326 120.45184302527923 2.1547850146889687 3.3184783859178428 0.34055463038384903
leaf_count=882013 5233 269 51474 7300 4026 3619 5648 21259 34907 2820 4489 1882 741060 24397 1798 114861 235 48585 853 6533 55022 27475 9003 14544 89126 128549 33923 240833 83629 388284 10276 45745 14982 275 375 38
internal_value=0 -1.6856e-07 -3.05044e-05 0.000380239 0.00282702 -0.00393783 0.00786006 0.000552288 0.0116229 0 -0.0072951 0.0056271 0.000211452 -0.00606217 -0.00639824 0.000453206 0.011025 -0.000458571 -0.00249274 0 -0.00643286 0.00338887 -0.00805125 -3.33965e-05 -0.00161877 -0.00656862 0.0051639 0.000735671 -0.00611284 0.00227522 -0.013814 -0.0131545 1.85721e-05 0.0109799 0.0149355 0.014441
internal_weight=0 23542 23534.2 11654.2 1550.19 639.603 910.586 341.194 569.392 10104 263.332 78.4551 9840.64 283.684 583.507 9556.96 56.0958 11880 1896.36 1350.21 467.533 882.677 546.147 9983.67 3377.86 1977.69 1400.17 6605.81 1155.73 5450.07 184.877 351.876 194.271 7.7816 5.62682 3.65903
internal_count=3105340 2223327 2222370 1030051 122966 57126 65840 25285 40555 907085 19467 4702 887618 31697 53272 855921 3854 1192319 164846 94263 60255 34008 70583 1027473 300183 217675 82508 727290 98173 629117 14765 46598 23985 957 682 413
cat_boundaries=0 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=2 12681365 198 1 2 1 1 38 16736 1 264992 3 6848661 31 2 1 8 349192 2 267 66568 2 848 263936 8 195
is_linear=0
shrinkage=0.1


Tree=77
num_leaves=37
num_cat=18
split_feature=0 2 1 3 5 3 1 3 1 2 3 2 1 4 4 3 1 4 2 4 6 1 1 1 2 4 1 4 2 4 2 3 2 2 4 4
split_gain=9.73496 0.447789 0.395554 3.3581 5.493 4.93781 4.004 5.37468 3.22575 2.77453 1.91205 1.369 1.06602 1.92093 1.81293 0.917843 1.80012 3.51823 3.89285 1.44977 1.42188 4.76618 2.12845 2.0126 4.82663 4.48973 1.34455 1.20759 0.829405 0.783393 0.514232 0.312505 0.205763 0.178318 0.143827 0.0162732
threshold=0 27.500000000000004 1 2 3 4 5 6 7 3.5000000000000004 8 1.5000000000000002 9 1.5000000000000002 1.5000000000000002 10 11 2.5000000000000004 1.5000000000000002 12.500000000000002 12 13 14 15 5.5000000000000009 2.5000000000000004 16 5.5000000000000009 6.5000000000000009 10.500000000000002 8.5000000000000018 17 9.5000000000000018 37.000000000000007 2.5000000000000004 2.5000000000000004
decision_type=1 2 9 1 1 1 9 1 9 2 1 2 9 2 2 1 9 2 2 2 1 9 9 9 2 2 9 2 2 2 2 1 2 2 2 2
left_child=-1 2 3 8 5 9 10 -8 11 -5 -6 35 14 -14 -10 20 17 26 -19 29 21 27 -23 24 -22 -25 -17 -4 -21 -18 -13 33 -7 34 -3 -2
right_child=1 31 15 4 6 32 7 -9 12 -11 -12 30 13 -15 -16 16 19 18 -20 28 23 22 -24 25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37
leaf_value=-0.041572369671560923 -0.00219641739544658 0.019713409667461004 -0.015872010658040402 0.023909517625255339 -0.0019419079284356514 -0.0036542544160924925 0 -0.01696555897377261 0.0006655524273290308 0.0020754816502125905 0.012323640343474478 0.025754214498037359 0.0032703184781968059 -0.01512369638616419 0.012263855167396807 0.0029422889979065386 0.00021065486135062912 0.013580030860047769 -0.011245593987553131 0.014047747660387839 -0.0022149699709648305 0.015898255519066835 -0.00047929788370672878 0.00088366765317994956 0.0057487217572642756 0.0092146299386634753 -0.0019024734601771937 0 0 -0.011108067840596529 0 0 0.00016469489395913562 0 0 0
leaf_weight=26.47995703993729 3.7320891579147419 3.3846590730827306 249.82607392943464 139.63585829595104 180.72237783437595 286.6101010388229 341.99151523754699 409.9799386714003 494.07587449316634 149.84653646033257 102.70802766468842 93.173879183246754 96.232649002922699 56.601879054913297 198.73121665406507 607.14593448210508 5148.1733609500261 34.067927149590105 623.05469111399725 88.666046121623367 3832.2735395217587 45.796690413029864 742.11039834923577 4364.6529459672765 908.90574255457614 757.51818273286335 3487.8203549891477 22.05408886866644 14.732793570030479 31.644865908427164 2.656192021444439 2.7200398466084144 15.681019430514423 1.3741952192503957 0.34055463038384903 0.67848070128820825
leaf_count=882190 280 376 28665 8809 24404 25570 38646 21687 38717 8844 13572 9281 16096 7922 12730 55324 445826 4534 39493 3834 404107 5204 73153 436802 65431 62103 365400 1739 460 1512 206 373 1697 171 38 130
internal_value=0 0 -2.34171e-05 0.00112159 -0.00149214 0.00575729 -0.00597652 -0.00971936 0.00580032 0.0143534 0.0031848 0.0204037 0.00288718 -0.0030955 0.00471328 -0.000180133 -0.000878883 -0.00229158 -0.00898521 0.000343105 0.000435323 -0.002919 0.000832405 0.000836362 -0.000597617 0.00221614 -0.00109273 -0.0134649 0.0106475 2.03562e-05 0.024666 0.0108655 -0.00248166 0.0129729 0.0184945 0
internal_weight=0 23539.3 23531.5 2573.06 1627.18 591.774 1035.4 751.971 945.882 289.482 283.43 100.241 845.642 152.835 692.807 20958.4 10035.3 4752.09 657.123 5283.22 10923.1 1059.79 787.907 9863.35 4741.18 5122.17 4094.97 271.88 103.399 5179.82 95.8301 7.81945 302.291 5.09941 3.72521 4.41057
internal_count=3105326 2223136 2222178 228591 143229 44920 98309 60333 85362 17653 37976 9897 75465 24018 51447 1993587 916383 464751 44027 451632 1077204 108761 78357 968443 469538 498905 420724 30404 4294 447338 9487 958 27267 585 414 410
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=2 12653696 816 2 12 8389632 193 4263936 192 8388736 204 2894090 4 551444 2359297 2359413 788480 316
is_linear=0
shrinkage=0.1


Tree=78
num_leaves=34
num_cat=17
split_feature=0 2 7 4 1 5 1 1 4 3 3 4 5 1 3 2 1 4 4 3 1 4 1 1 2 4 2 2 4 4 4 2 3
split_gain=9.06957 0.410787 0.35479 0.82833 2.11519 0.886214 7.30592 6.80315 3.70474 3.34344 1.43464 0.998353 0.838624 0.423478 5.94179 2.53107 4.36521 1.60375 1.52056 1.34461 10.3033 1.64875 1.30167 1.19301 0.991895 0.947652 0.690552 0.332347 0.216897 0.08036 0.079183 0.0955924 0.00998048
threshold=0 27.500000000000004 1 15.500000000000002 2 3 4 5 3.5000000000000004 6 7 6.5000000000000009 8 9 10 3.5000000000000004 11 32.500000000000007 123.50000000000001 12 13 18.500000000000004 14 15 13.500000000000002 1.0000000180025095e-35 5.5000000000000009 34.500000000000007 144.50000000000003 4.5000000000000009 17.500000000000004 1.5000000000000002 16
decision_type=1 2 1 2 9 1 9 9 2 1 1 2 1 9 1 2 9 2 2 1 9 2 9 9 2 2 2 2 2 2 2 2 1
left_child=-1 2 13 5 30 6 8 11 -4 -8 -9 -7 -6 14 22 16 -16 19 23 20 -15 -21 25 -19 -17 -2 -24 29 -20 32 -5 -32 -3
right_child=1 27 3 4 12 7 9 10 -10 -11 -12 -13 -14 17 15 24 -18 18 28 21 -22 -23 26 -25 -26 -27 -28 -29 -30 -31 31 -33 -34
leaf_value=-0.040453524783906111 0.0017627478393409755 0 0.0091752589925193761 0 0.028235975693905332 0.022706915102170017 0.00045472895006709113 0.0042609303564251511 -0.0087410838814297315 -0.023606156213746364 -0.0040505940586751891 0 0 -0.019153759670028817 0.0011735227866362056 -0.0037895256388941045 -0.020494842154381465 -0.02164788436617282 0.0078935448860608295 0.00038493542057745176 0.00017209212323028952 0.013281550802184062 0 0 0.011227505437711616 0.009699795323154084 -0.0081834542649597605 0 0 0 0 -0.010698658573617821 0.013958713617991614
leaf_weight=25.418746377617936 682.65089905477362 1.6339887843932948 402.83494415530004 1.5147582390345622 23.394985272549093 143.19322071585339 57.745733905932866 266.26239399821497 115.45588222239166 141.29594761948101 533.28272111830302 4.681032419204711 16.90602436917834 267.74562690395396 101.20867655810434 345.55203466746025 259.83620949089527 50.854563988978043 9.538675513584165 16736.291944483062 2396.4964219845133 71.482196794589981 514.53502755775116 16.286671955371276 13.972495423862709 245.59776895539835 87.223311146954075 3.1082504692021757 2.9629766938742241 0.24619902414269734 0.54223925527185013 7.687464876100421 2.9716144967824221
leaf_count=882782 25677 217 33964 41 568 10437 6417 22723 3986 13310 45118 378 701 29222 15268 54864 39586 1976 389 1619149 201814 3116 61236 1177 2308 14959 13178 387 277 31 38 244 327
internal_value=0 4.21259e-05 1.2552e-05 0.00139527 0.0116292 0.000710189 -0.00165298 0.00280219 0.00429871 -0.0164626 -0.00085424 0.0199926 0.0193051 -8.42285e-05 -0.00137606 -0.00868934 -0.0145236 5.17091e-05 -0.0119801 0.000134683 -0.00191373 0.000480881 0.00201075 -0.0177621 -0.00161598 0.00436816 -0.00120385 0.0104508 0.0026328 0.0146397 -0.00641981 -0.00937193 0.0154618
internal_weight=0 23525 23517 1714.8 50.0455 1664.75 717.333 947.419 518.291 199.042 799.545 147.874 40.301 21802.2 2250.58 720.569 361.045 19551.7 79.6429 19472 2664.24 16807.8 1530.01 67.1412 359.525 928.249 601.758 7.96005 12.5017 4.8518 9.74446 8.2297 4.6056
internal_count=3105865 2223083 2222121 137925 1592 136333 57677 78656 37950 19727 67841 10815 1269 2084196 227076 112026 54854 1857120 3819 1853301 231036 1622265 115050 3153 57172 40636 74414 962 666 575 323 282 544
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=2 1 272648 2 12671457 2098710 610 452 2 4736021 527 4210692 515 68256 1040 2105824 195
is_linear=0
shrinkage=0.1


Tree=79
num_leaves=36
num_cat=22
split_feature=0 2 4 1 5 3 3 4 4 2 3 1 5 2 1 1 2 1 5 3 3 2 5 1 1 3 1 2 6 2 6 4 3 2 4
split_gain=8.39035 0.421868 0.423196 1.07016 2.69654 8.29792 8.0372 2.44419 2.21883 2.08338 1.41405 3.04582 1.42712 1.23044 8.10233 4.88856 1.21775 0.794349 12.402 4.27588 3.66044 2.14495 1.86285 40.1846 22.216 17.0991 6.97845 4.66945 4.03073 0.904118 0.6988 0.664499 0.30791 0.173556 0.141245
threshold=0 27.500000000000004 1.0000000180025095e-35 1 2 3 4 1.5000000000000002 14.500000000000002 7.5000000000000009 5 6 7 2.5000000000000004 8 9 7.5000000000000009 10 11 12 13 15.500000000000002 14 15 16 17 18 9.5000000000000018 19 4.5000000000000009 20 6.5000000000000009 21 37.000000000000007 2.5000000000000004
decision_type=1 2 2 9 1 1 1 2 2 2 1 9 1 2 9 9 2 9 1 1 1 2 1 9 9 1 9 2 1 2 1 2 1 2 2
left_child=-1 2 17 4 6 7 16 -6 -8 -7 11 12 -5 14 -12 -15 -4 18 19 -2 30 -21 23 28 25 -24 -25 -26 -19 -22 -20 -13 33 34 -3
right_child=1 32 3 10 5 9 8 -9 -10 -11 13 31 -14 15 -16 -17 -18 22 20 21 29 -23 24 26 27 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36
leaf_value=-0.039328509649723925 -0.036774642807083188 0.019319569234280118 -0.026804511547708368 0.011967261033744103 0.033086031709491821 0 0.00077788853004828783 0.001917847310433346 0.02594161243622219 0.018367298267754777 0.0049949639774947811 -0.024936012477831483 -0.004138915143431318 -0.011359548544774941 -0.0088274636067245393 0.00014972372731809447 0 0.0010528182034734144 0.010333160755583047 -0.011124262462059218 -0.0078132283987111233 0.010737184551239742 -0.023160531971601117 -0.0049548456962882573 0.0033831637876205996 -0.00342149376384934 0.0062140328308335213 -0.021260536735210393 -0.03695054566397054 0.0034989104584344254 6.4327909382471191e-05 0 0 0 0
leaf_weight=24.391142161330208 60.497207207197789 3.4930265722796325 102.36596990225371 44.580537707079202 104.94045000214828 914.73114063899266 467.68134821747662 62.661956107709557 11.634979856200514 36.10489226388745 2024.3734107984928 60.155760304769501 179.57163042831235 347.93949173227884 484.94510051305406 6790.2621746186633 17.542059578932822 21.241511659929529 428.15744421666022 337.15784779225942 227.09703828452621 13.257030951092018 608.48448848887347 616.1938001512317 4274.8853905904689 1589.9298396327067 3215.331107450882 45.723517776699737 246.26398354722187 35.858739032992162 158.72442301473347 2.9433767234440884 2.723362441873177 1.3741952192503957 0.34205439034849394
leaf_count=882064 5262 377 11292 4662 4443 85495 35316 3752 701 2821 204564 8457 18674 19257 66477 560813 2216 3739 14080 59247 24023 1872 68630 91445 404711 183693 280504 5963 39563 3976 6226 403 375 171 38
internal_value=0 0 -2.39456e-05 0.000390075 0.00266456 0.00560931 -0.00231803 0.0238068 0.00340297 0.00121069 0 -0.00647739 0 0.000205767 0.00211771 -0.000430256 -0.0220488 -0.000455227 -0.00280119 -0.0165921 0.00383253 -0.00850352 -0.000138634 0.00149291 -0.00121267 -0.0093352 0.00430771 0.00290194 -0.0332129 -0.00487967 0.00821579 -0.0208039 0.010529 0.0126934 0.0181032
internal_weight=0 23539.2 23531.2 11652.4 1717.66 1118.44 599.224 167.602 479.316 950.836 9934.77 287.251 224.152 9647.52 2509.32 7138.2 119.908 11878.8 1260.75 410.912 849.838 350.415 10618.1 4099.03 6519.02 2198.41 3831.52 4320.61 267.505 262.956 586.882 63.0991 7.93264 5.20928 3.83508
internal_count=3105302 2223238 2222277 1029343 146036 96511 49525 8195 36017 88316 883307 32196 23336 851111 271041 580070 13508 1192934 114686 66381 48305 61119 1078248 415251 662997 252323 371949 410674 43302 27999 20306 8860 961 586 415
cat_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=2 12682389 2 3 131 1 2109512 2 2365544 8 6914069 2 1 29 2 1546 264416 15 8448 4 9 316
is_linear=0
shrinkage=0.1


Tree=80
num_leaves=40
num_cat=24
split_feature=0 1 2 3 1 1 2 2 2 3 3 2 4 1 6 4 3 3 1 2 2 1 3 2 6 1 1 4 6 1 1 4 1 2 2 3 2 3 3
split_gain=7.79308 0.441096 3.47741 2.62843 5.70862 2.77181 2.01913 2.78823 1.99878 3.31276 2.18238 1.05533 6.15585 5.38264 2.1825 1.26762 1.24535 1.21023 3.17074 5.62772 2.42606 1.78307 4.86995 1.84572 1.29676 8.73023 2.49117 1.17415 1.05137 3.83887 2.53039 1.02496 0.89452 2.50456 2.09597 0.748256 0.666825 0.596233 0.549402
threshold=0 1 1.5000000000000002 2 3 4 6.5000000000000009 2.5000000000000004 3.5000000000000004 5 6 1.5000000000000002 6.5000000000000009 7 8 25.500000000000004 9 10 11 5.5000000000000009 2.5000000000000004 12 13 2.5000000000000004 14 15 16 2.5000000000000004 17 18 19 5.5000000000000009 20 3.5000000000000004 3.5000000000000004 21 8.5000000000000018 22 23
decision_type=1 9 2 1 9 9 2 2 2 1 1 2 2 9 1 2 1 1 9 2 2 9 1 2 1 9 9 2 1 9 9 2 9 2 2 1 2 1 1
left_child=-1 2 35 4 36 6 7 -5 9 -7 -10 12 13 16 -15 38 -3 18 19 20 -13 22 23 -19 25 -20 -26 -24 30 -30 -23 -18 34 -34 -6 -2 -4 -16 -14
right_child=1 11 3 5 32 8 -8 -9 10 -11 -12 17 15 14 37 -17 31 21 24 -21 -22 28 27 -25 26 -27 -28 -29 29 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.038260195947233927 0 -0.0015515142858770338 0.0273098180930283 0 0.010114737001819562 -0.013614047102631666 -0.0053693831688054472 0.014661112792889248 0.00022222697585258348 0.003013579881232303 -0.0092053344873904205 -0.025373273218337673 0 0.0093448566737401803 0 0 0.018551243379383013 0 -0.0033670338505214859 0.0082012121189592377 -0.0072049301838250333 -0.0013276529570117215 -0.0042299808934389343 0.016195424311367196 -0.0054289692780324292 0.026248047078745496 0.00017435234016159444 0.006574869775741907 -0.0064809344096026268 0.00019649578136421791 0.0019760916320749971 0 -0.0090572183894787918 0.0074665702249824585 0 -0.017707558998483291 0 -0.018129373679961282 0.037592305427839305
leaf_weight=23.449993710219132 49.537887427082751 16.772893097251654 104.31485573708778 184.19406183098909 323.45110399043187 94.671991665032692 78.34740238962695 272.9781350500416 328.48890214425046 920.20916149177356 540.56756189686712 110.57433824922191 4.6610747638624161 4.7900452044559643 51.506523340358399 6.5326551934704176 125.32847241137642 90.677193947369233 322.63420576136559 128.68817038089037 439.08088382100686 4199.9156801567879 429.37249405879993 294.79979420220479 998.77469101385213 93.563427027082071 2970.3654875039356 84.94163952418603 1089.001269494649 3297.9181110609788 4961.9022238795296 2.6551291861105701 178.04417529329658 123.50736078771297 396.1475069897715 74.016870751453098 1.9584586278069753 125.59292383224238 23.010206840932373
leaf_count=882045 5270 2731 11627 24474 30421 13369 13551 42830 26849 93309 51045 11011 338 575 5869 578 18443 9313 30543 10423 55497 403305 52361 20913 86431 8973 277352 4525 79754 339348 394210 240 26896 16950 28373 8452 154 14804 2087
internal_value=0 -1.67672e-05 0.000970038 0.0016726 0.00557394 -9.12584e-05 0.00586904 0.00874333 -0.00202823 0.000727581 -0.0055196 -0.000215664 0.00488217 0 -0.0110395 0.033225 0.0120405 -0.000332752 -0.00166055 -0.00785848 -0.0125014 0.000115416 0.0043395 0.0123758 -0.00057167 0.0043507 -0.00120091 -0.00160092 -0.000154982 -0.00143691 0.000429815 0.015553 0.00248549 -0.00128276 0.00444394 -0.0135681 0.0244041 -0.0145928 0.0380623
internal_weight=0 23543.5 3670.44 3546.88 1127.42 2419.46 535.52 457.172 1883.94 1014.88 869.056 19873.1 360.85 326.646 181.889 34.2039 144.756 19512.2 5063.68 678.343 549.655 14448.5 899.791 385.477 4385.34 416.198 3969.14 514.314 13548.7 4386.92 9161.82 127.984 1021.15 301.552 719.599 123.555 106.273 177.099 27.6713
internal_count=3105239 2223194 393570 379848 114421 265427 80855 67304 184572 106678 77894 1829624 45665 42662 21248 3003 21414 1783959 480230 76931 66508 1303729 87112 30226 403299 39516 363783 56886 1216617 419102 797515 18683 102640 43846 58794 13722 11781 20673 2425
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=2 8459911 560 69636 8389634 1 265 2375968 8 256 560 811024 532480 7 4 352 2099208 1 4196360 278624 641 659 386 12
is_linear=0
shrinkage=0.1


Tree=81
num_leaves=37
num_cat=22
split_feature=0 2 1 5 1 1 4 3 3 4 2 1 4 1 1 5 1 4 3 2 3 2 1 1 3 2 3 2 4 3 1 3 2 2 3 4
split_gain=7.277 0.399455 0.369555 4.44438 12.0286 6.90811 8.71227 8.90499 6.70494 6.41485 4.66885 4.33789 3.1918 3.0577 2.99977 2.59081 57.9742 11.4097 11.2267 10.1591 9.84714 8.95267 9.04597 7.49375 6.72445 6.10264 4.99699 4.21392 2.8108 1.63878 1.28783 0.828365 0.342951 0.31596 0.0813555 0.0700337
threshold=0 27.500000000000004 1 2 3 4 5.5000000000000009 5 6 7.5000000000000009 1.5000000000000002 7 21.500000000000004 8 9 10 11 2.5000000000000004 12 3.5000000000000004 13 5.5000000000000009 14 15 16 7.5000000000000009 17 7.5000000000000009 1.0000000180025095e-35 18 19 20 17.500000000000004 34.500000000000007 21 4.5000000000000009
decision_type=1 2 9 1 9 9 2 1 1 2 2 9 2 9 9 1 9 2 1 2 1 2 9 9 1 2 1 2 2 1 9 1 2 2 1 2
left_child=-1 2 15 4 9 6 7 -5 13 32 30 -10 -8 -6 -12 16 17 27 23 24 -21 22 -20 28 -18 -25 -23 -2 -17 -11 -7 -19 -4 34 -3 -36
right_child=1 33 3 5 8 10 12 -9 11 29 14 -13 -14 -15 -16 18 19 31 21 20 -22 26 -24 25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 35 -37
leaf_value=-0.037234360233402548 -0.04563804191922459 0 -0.017733437988121856 -0.017104687427311322 0.0082027575990663345 0 0.018866167444581902 -0.002354177182007245 0.022898178875082154 -0.0011389475238630193 0.0005398084058442804 0.007363258399982889 -0.0093116290296269052 -0.0034781604133895167 0.0080408388170682184 0.0073105225062621753 -0.00064732909864468225 -0.007420413465475461 0.0016206527578701072 -0.0083984682293422805 0.0022352823060411814 -0.0010977542405212022 -0.0061192237320530501 0.0034475657972611352 0.0096820574135139809 -0.017526857820989294 0.013166163105526036 0 0.019503658056824667 0.026712045640487899 -0.020937032929528299 0.0075090929126192807 0 0 0.018031916974235045 0
leaf_weight=22.576422230344178 338.5746707621729 0.91623085062019349 311.57366724067833 622.50318678014446 289.56384036084637 55.225393561413512 158.06034761760384 1291.752485581208 261.23117716028355 9.4274969259276968 1681.1276400649222 997.60438371315831 15.913591807708142 654.53541846224107 824.20770425628871 689.23581319185905 969.0364000108093 28.837317559868097 2489.2262559676874 1586.2998055380303 1783.2520187528571 355.63503183366265 3573.9153191036294 1805.1799419703839 1524.664897531562 117.41790642717388 552.9746302049607 24.50759912841022 396.70233420282602 11.073901921277868 63.448460080193399 39.687483284855261 3.2865370109211645 3.0761451034341007 3.8556412230245769 0.17990299779921759
leaf_count=882306 44023 131 50766 40357 19929 6362 8286 131962 17107 791 186076 88706 996 55660 118416 45408 89183 3582 111365 143223 156766 25943 427735 198383 140148 12771 46177 3999 34793 732 6914 4920 501 385 426 20
internal_value=0 0 -5.38891e-06 0.000573248 0.0039501 -0.00119474 -0.00547246 -0.00759524 0.00674358 -0.0124691 0.00213247 0.0114239 0.0138275 0 0.00322562 -0.000282328 -0.00187943 -0.0356233 0.000697373 0.000781442 -0.00273064 -0.00147502 -0.00290743 0.00578093 0.00562507 0.00175437 0.0075355 -0.0429624 0.0123277 0.0199597 -0.0147781 0 -0.0173647 0.0102482 0.0143062 0.0134508
internal_weight=0 23533.7 23525.7 7250.54 2538.3 4712.24 2088.23 1914.26 2202.93 335.362 2624.01 1258.84 173.974 944.099 2505.34 16275.1 6294.86 431.607 9980.29 5863.25 3369.55 6971.75 6063.14 3008.54 2493.7 1922.6 908.61 363.082 1085.94 20.5014 118.674 68.5248 314.86 8.02792 4.95178 4.03554
internal_count=3105248 2222942 2221980 733561 234192 499369 181601 172319 181402 52790 317768 105813 9282 75589 304492 1488419 585844 56524 902575 529320 299989 611220 539100 291355 229331 211154 72120 48022 80201 1523 13276 8502 51267 962 577 446
cat_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=2 835965 2 1538 6293632 15 177 8390656 4265984 8400896 2 24 897 960 29 272 664 48 224 8388608 43 131
is_linear=0
shrinkage=0.1


Tree=82
num_leaves=40
num_cat=23
split_feature=0 3 1 2 2 1 1 4 4 4 3 1 2 5 4 4 4 4 3 3 1 1 5 1 3 1 3 6 2 4 6 7 3 4 1 4 2 2 5
split_gain=6.81044 0.446939 11.7242 7.82636 7.59676 11.724 6.9774 3.85692 3.42534 3.11301 2.93042 2.65293 9.65481 19.1256 5.18008 2.44003 2.33969 2.31311 1.80844 1.62433 1.35016 1.3159 2.05643 15.8808 10.4728 9.75204 7.91376 5.50328 3.20659 1.29 5.14037 4.82523 1.63967 1.19322 1.14014 1.13168 1.07487 0.97632 6.18501
threshold=0 1 2 5.5000000000000009 4.5000000000000009 3 4 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 5 6 2.5000000000000004 7 3.5000000000000004 29.500000000000004 4.5000000000000009 3.5000000000000004 8 9 10 11 12 13 14 15 16 17 2.5000000000000004 2.5000000000000004 18 19 20 1.0000000180025095e-35 21 1.0000000180025095e-35 9.5000000000000018 4.5000000000000009 22
decision_type=1 1 9 2 2 9 9 2 2 2 1 9 2 1 2 2 2 2 1 1 9 9 1 9 1 9 1 1 2 2 1 1 1 2 9 2 2 2 1
left_child=-1 2 3 7 6 35 9 10 34 -4 -2 12 15 14 36 -3 33 19 -5 -15 -18 29 25 27 -25 26 -23 -24 -27 37 32 -32 -31 -8 -7 -6 -14 -13 -39
right_child=1 11 4 18 5 8 16 -9 -10 -11 -12 21 13 17 -16 -17 20 -19 -20 -21 -22 22 23 24 -26 28 -28 -29 -30 30 31 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.036257351001495852 0 -0.027699402525153707 0.035159850418113626 0.010932683806163135 0.017071510167698891 0 0.0011139638581248478 0.00080182545560405528 -0.0033510042113839185 0 -0.026773252033811604 -0.0020104648247216078 -0.029595073880195916 0 0.0077925690255393754 0.0022207177714508629 0.0027458421274251053 0 -0.008359371594601402 0.031712133412751496 -0.01914885157907463 -0.013133947661020646 0.014636046079185814 0.022825098105858359 0.0041963914427450497 0.0073803738405243029 -0.001180148651860942 -0.0094668892217039564 0.0012291378588127717 0.0093195474444864278 -0.021614071060498476 0.0054529806693930094 0.0013364487017646959 0.006329842041446947 -0.035317170277832641 0 0 -0.0049927454579552534 0.0070247273260246176
leaf_weight=21.770569709040501 46.543819272425026 154.97243172937306 72.4015281216125 104.2143956751097 60.713003523647785 16.366318714572117 2104.8495860881503 44.811297547305003 87.529493007808924 29.898690017056651 321.8171667609131 4445.8799454523541 113.92647943494376 11.352251468691975 25.492475384613499 6.1811974835582069 5.5576224662363529 8.7041020011529309 23.133807627949864 126.01418970571831 41.880039642332122 686.62624370644335 60.504897660342976 316.04297254874837 2960.012552500586 1362.9577658786475 2704.3286768374965 1020.112523607906 2600.6859063871671 448.34609477920458 134.00737040920649 69.318378732074052 836.72319141507614 619.17518905363977 125.0459161370527 77.868345734197646 5.9353132890537372 839.51835554250283 801.61837770830607
leaf_count=883089 6635 11884 9200 12357 5283 2763 133613 4437 8897 3010 38601 581668 15956 1927 3590 568 253 934 3578 6867 3534 36784 6748 17194 204611 100492 267588 149568 260930 25624 11825 3774 68434 41150 13131 5818 976 84934 67287
internal_value=0 4.83815e-05 -0.000925371 -0.0140635 0.00131886 -0.0114981 0.00316772 -0.0207888 -0.0240473 0.0249739 -0.024031 0.000251578 -0.00696004 0.00315755 -0.0195296 -0.024814 0.00190097 0.0269182 0.00475945 0.030008 -0.0147579 0.000450382 0.00112182 0.00283836 0.00633763 5.84782e-05 -0.00381299 -0.00737537 0.00345036 -0.000548679 0.00198866 -0.0111097 0.00454532 0.00246451 -0.0336818 0.00894023 -0.0277391 -0.00122576 0.000718438
internal_weight=0 23521.1 3781.81 540.52 3241.29 367.523 2873.76 413.172 228.942 102.3 368.361 19739.3 452.578 291.425 145.354 161.154 2771.46 146.071 127.348 137.366 47.4377 19286.7 11711.3 4356.67 3276.06 7354.6 3390.95 1080.62 3963.64 7575.41 1488.4 203.326 1285.07 2724.02 141.412 138.581 119.862 6087.02 1641.14
internal_count=3105512 2222423 292260 65608 226652 35892 190760 49673 24791 12210 45236 1930163 42702 30250 20522 12452 178550 9728 15935 8794 3787 1887461 1043915 378121 221805 665794 304372 156316 361422 843546 109657 15599 94058 174763 15894 11101 16932 733889 152221
cat_boundaries=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=2 515 4262688 28871 8692742 512 524304 2 514 128 2101376 2384966 1 777 8 4196512 12 8 3 1 20 2098176 2
is_linear=0
shrinkage=0.1


Tree=83
num_leaves=40
num_cat=21
split_feature=0 3 1 1 2 1 1 4 4 4 2 4 2 1 2 5 4 4 4 2 3 2 1 5 1 3 1 3 3 2 3 5 4 1 4 5 5 2 2
split_gain=6.31852 0.384445 10.2769 5.52733 3.54699 11.9366 3.84328 3.34695 3.28946 2.83101 2.66482 2.49753 2.48335 2.11386 8.67559 15.3622 4.5348 2.24652 2.0129 1.72643 1.45054 1.22168 1.19356 1.90485 12.367 8.45346 7.89801 5.65409 4.92188 4.41207 1.3077 2.70373 3.80898 2.94435 1.39663 2.47878 1.9328 1.10146 0.976196
threshold=0 1 2 3 4.5000000000000009 4 5 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 7.5000000000000009 2.5000000000000004 2.5000000000000004 6 2.5000000000000004 7 3.5000000000000004 29.500000000000004 3.5000000000000004 5.5000000000000009 8 5.5000000000000009 9 10 11 12 13 14 15 2.5000000000000004 16 17 1.0000000180025095e-35 18 1.0000000180025095e-35 19 20 1.5000000000000002 9.5000000000000018
decision_type=1 1 9 9 2 9 9 2 2 2 2 2 2 9 2 1 2 2 2 2 1 2 9 1 9 1 9 1 1 2 1 1 2 9 2 1 1 2 2
left_child=-1 2 8 7 6 9 11 21 19 -6 -7 -5 -8 14 17 16 38 -3 20 37 -17 -4 30 24 28 -26 27 -25 -24 -28 34 32 -32 -33 36 -36 -15 -2 -16
right_child=1 13 3 4 5 10 12 -9 -10 -11 -12 -13 -14 22 15 18 -18 -19 -20 -21 -22 -23 23 26 25 -27 29 -29 -30 -31 31 33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.035260053420751301 0 -0.026285846004261783 0.029501691409942379 0.0031989369497240345 -0.041640803428775755 -0.0029884992466438186 -0.016126717305575893 0 0 0 0.014816690900894616 -0.010144256492689123 0 0.0014545430633116669 -0.027386592702308605 0 0.0074361811080484843 0.0019660909190492683 0 0 0.028599307770520922 0 0.0071761310296005118 -0.011111015789482117 0.020373126240015353 0.0037526003804421101 0.0081606070075085201 -0.0011790976491357005 -0.0094920720480696236 0.00069831345136837388 0 0.0032789240519953502 -0.011490701479006875 -0.0049325464041050874 -0.0013375681599440531 0.0048096629257243246 -0.0042004816038076547 -0.031166878472649175 0
leaf_weight=20.973068659077398 3.753935804590582 151.78405487415148 89.939913036825601 2426.5487657854101 80.320408960571513 256.24810292874463 167.56429432856385 44.015622120932676 74.231956779956818 35.313760223798454 83.074239203706384 110.70072664134204 224.42273727222346 1091.3320028039452 109.60541745345108 11.352251468691975 25.673940623179078 6.2712571667507282 8.7123139314353448 26.374728865223005 129.77666499232873 14.124780202575492 168.55970116110984 710.90549560904037 323.00678458798211 2972.4005980693619 1198.3034068455454 2906.2672455190332 900.8697920847917 2546.1730247798841 491.70975665538572 1090.4836570054758 579.63453722238773 670.6159988216823 1083.3176063330611 1402.4513346933527 1170.3281435862591 145.26925955771003 5.8952877717092624
leaf_count=882151 575 11761 11297 147036 10788 25770 15717 5054 7301 4127 8243 8075 24392 118768 14585 1927 3707 573 935 3308 6873 2017 23075 41266 17205 204706 81944 291954 131864 252697 59348 125248 38556 88175 97056 163662 154075 18450 975
internal_value=0 -3.97368e-07 -0.000930831 0.000466169 -0.000370297 -0.00835535 0.00083941 0.0171908 -0.0190686 -0.0313036 0.00137069 0.00237891 -0.00774798 0.000164087 -0.00629831 0.00319832 -0.0175424 -0.0234348 0.0240741 -0.0262909 0.0269573 0.0262207 0.000342623 0.000983402 0.00263167 0.00569643 0 -0.00331329 -0.00643047 0.00320326 -0.000609286 -0.00230891 -0.006205 0 0.000352912 0.0020274 -0.0013575 -0.0298241 -0.0255449
internal_weight=0 23537.3 3781.9 3532.27 3384.19 454.957 2929.24 148.08 249.63 115.634 339.322 2537.25 391.987 19755.4 449.071 291.016 141.175 158.055 149.841 175.398 141.129 104.065 19306.4 11726.5 4364.84 3295.41 7361.65 3617.17 1069.43 3744.48 7579.87 2832.44 1071.34 1761.1 4747.43 2485.77 2261.66 149.023 115.501
internal_count=3105236 2223085 292150 262516 244148 48928 195220 18368 29634 14915 34013 155111 40109 1930935 41336 29002 19267 12334 9735 22333 8800 13314 1889599 1044711 376850 221911 667861 333220 154939 334641 844888 311327 97904 213423 533561 260718 272843 19025 15560
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=2 515 4262432 8414214 262152 2392152 524304 2 128 2384966 2 777 8 12585120 12 16 204 2 2097220 2 2
is_linear=0
shrinkage=0.1


Tree=84
num_leaves=40
num_cat=24
split_feature=0 1 6 6 1 4 3 4 2 3 2 3 1 5 1 3 3 2 3 5 1 1 2 1 1 3 2 2 2 4 2 4 1 2 2 1 6 4 1
split_gain=5.91897 0.409853 5.17104 4.01784 3.82217 4.02597 3.35215 3.71778 3.21274 5.56638 4.07549 6.73412 5.64851 5.23553 3.1239 13.0386 2.79004 3.22437 2.75973 4.38791 10.8331 7.20188 7.32563 3.33698 2.4061 2.39958 2.12351 2.12049 2.11476 1.83362 1.83218 1.76645 1.75032 1.72707 1.6425 1.61831 1.59784 1.44656 1.38004
threshold=0 1 2 3 4 1.0000000180025095e-35 5 3.5000000000000004 6.5000000000000009 6 3.5000000000000004 7 8 9 10 11 12 7.5000000000000009 13 14 15 16 5.5000000000000009 17 18 19 1.5000000000000002 6.5000000000000009 15.500000000000002 3.5000000000000004 1.5000000000000002 4.5000000000000009 20 8.5000000000000018 8.5000000000000018 21 22 5.5000000000000009 23
decision_type=1 9 1 1 9 2 1 2 2 1 2 1 9 1 9 1 1 2 1 1 9 9 2 9 9 1 2 2 2 2 2 2 9 2 2 9 1 2 9
left_child=-1 2 8 4 16 32 31 27 10 -10 11 13 -13 -2 25 -16 17 26 19 20 36 22 -21 -22 -23 -12 -3 -8 35 -11 -7 38 -6 -32 -31 37 -5 -20 -4
right_child=1 3 6 18 5 30 7 -9 9 29 14 12 -14 -15 15 -17 -18 -19 28 21 23 24 -24 -25 -26 -27 -28 -29 -30 34 33 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.034336696694458629 -0.0075099989943112518 0 0.0046484468597891666 0.010834114714046935 0.021539511368745563 0.0093664296151876637 -0.016931552985381345 0.0040603953763883602 -0.018708541392465472 0.0022827510693496007 0.0092699974655876 -0.014150866316348897 -0.0018551383066028701 0.0045918244605593237 0.024278127042675662 -0.0075091941202808671 0 -0.0019620862596244448 0.0059469496704734962 -0.012019693232237684 -0.0034231716871062795 -0.0012172518496196038 0.011547837838757317 -0.022628550650660634 0.0094155015767585486 0.0020038127961348015 0.035484373530837908 0.00086188760913357343 0.017749313979787015 -0.019852109037226898 -0.017683763525196822 -0.015126701861599093 -0.0017366973353448391 0.004246468006033087 0 0.00034142933835623835 0.00048433277047918601 -0.0065045479757162433 -0.0053699699825680153
leaf_weight=20.256293156489846 379.46455735136988 2.6429083987604818 371.19378541270271 703.8368983467808 51.766383526613936 4.6967753204517058 474.24242971977219 82.977980225114152 191.59565699542873 492.5574005516246 1079.9137213979848 461.07493884686846 1897.2247159793042 2280.7217386561679 118.21834204811603 639.133946119342 52.285510934540071 9.5954741642344725 896.61990076489747 1235.6871589932998 546.78411668213084 756.73997449455783 110.54277926351642 95.882899532560259 238.11758115328848 1051.1522178610321 108.262917815533 37.876904190052301 46.756361298495904 51.293404331663623 119.8992528275121 44.98723361059092 16.858732404303737 8.2071417123079282 42.364487970247865 8337.4613745838578 281.41937486093957 56.570889276685193 151.69915183942067
leaf_count=882580 39903 296 33214 61282 5918 510 40297 3829 22270 38692 83718 58447 172447 106628 11905 53790 5284 762 101928 159774 62057 83901 7105 13272 35066 75368 10907 3182 4876 2415 9565 2530 2408 577 1856 861134 26679 5192 13844
internal_value=0 8.16661e-06 -0.000469441 0.000374187 0.0100778 0 -0.00662746 -0.0116838 0.000347404 -0.00560706 0.000990367 -0.000683198 -0.00458011 0.00267957 0.00397803 -0.00120211 0.0195504 0.0265622 4.94298e-05 -0.00212283 0.00170755 -0.00490974 -0.0095873 -0.00788598 0.00130335 0.00592707 0.0329366 -0.0150873 0.00100989 0 -0.00960394 -0.000415075 0.0159985 -0.0138422 -0.0112366 0.000837685 0.00830474 0.00467932 0.00105263
internal_weight=0 23528.3 9847.69 13680.6 374.215 201.428 1162.98 595.097 8684.72 777.811 7906.9 5018.49 2358.3 2660.19 2888.42 757.352 172.787 120.501 13306.4 3969.01 1627.92 2341.09 1346.23 642.667 994.858 2131.07 110.906 512.119 9337.41 586.215 132.803 567.88 68.6251 128.106 93.6579 9290.65 985.256 953.191 522.893
internal_count=3105408 2222828 764335 1458493 36227 18978 96896 47308 667439 65233 602206 377425 230894 146531 224781 65695 17249 11965 1422266 449136 163290 285846 166879 75329 118967 159086 11203 43479 973130 42963 10652 49588 8326 10142 4271 968254 87961 107120 47058
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=2 581688 3 8 8459140 197 263 775 8208 2 8240 321 244 581 2 10487876 10819652 70018 4194688 572 262210 12915200 1 40
is_linear=0
shrinkage=0.1


Tree=85
num_leaves=40
num_cat=22
split_feature=0 3 1 1 4 4 2 1 1 4 6 2 4 1 2 5 4 4 4 2 3 1 2 5 1 5 5 2 3 2 5 1 1 4 3 1 2 2 6
split_gain=5.5108 0.450306 8.6191 4.38403 2.90683 2.6012 2.44947 11.0175 3.02763 2.65352 2.4574 1.97542 1.87088 1.74688 7.00202 12.9792 4.11254 2.12299 1.74654 1.49455 1.27117 1.00962 6.56155 6.27326 3.87378 5.22589 4.91954 3.74082 2.4519 1.79061 7.42906 3.86269 3.09858 2.37782 4.60464 3.46173 0.94185 0.667607 0.494734
threshold=0 1 2 3 2.5000000000000004 1.5000000000000002 4.5000000000000009 4 5 1.0000000180025095e-35 6 4.5000000000000009 4.5000000000000009 7 2.5000000000000004 8 3.5000000000000004 29.500000000000004 3.5000000000000004 5.5000000000000009 9 10 3.5000000000000004 11 12 13 14 1.5000000000000002 15 4.5000000000000009 16 17 18 2.5000000000000004 19 20 9.5000000000000018 1.5000000000000002 21
decision_type=1 1 9 9 2 2 2 9 9 2 1 2 2 9 2 1 2 2 2 2 1 9 2 1 9 1 1 2 1 2 1 9 9 2 1 9 2 2 1
left_child=-1 2 4 5 11 19 8 38 10 -9 -5 -2 -10 14 17 16 36 -3 20 37 -17 29 23 27 26 -26 -24 -23 -25 33 32 -32 -31 35 -35 -15 -16 -4 -8
right_child=1 13 3 6 -6 -7 7 9 12 -11 -12 -13 -14 21 15 18 -18 -19 -20 -21 -22 22 24 28 25 -27 -28 -29 -30 30 31 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.03341399835371428 -0.02807472631446923 -0.024334192059108278 0 0 0 0 0 -0.030668109938782186 0.0020285816967946751 -0.0026491794860126032 -0.021707418367476201 0 -0.0136750385375446 -0.0068952617973327551 -0.026229287526176051 0 0.0068432617342529247 0.0024935253827816487 0 0 0.025824138306816388 -0.011824754899027729 0.00064620207617097916 0.0065419397091153854 -0.0050605405478951386 0.0048979589879118712 -0.01011893318837912 0.013993811375149845 -0.00058214270873035588 0.00095453109214883565 0.011033817980734925 0.00042040473577350683 -0.006701578804324715 0.0087827722512471493 -0.001734916000528557 -0.00075571212188386505 0 0.029375171561974858 0.0082247037453883117
leaf_weight=19.559884413771215 150.25035440275678 147.46239382354543 2.7634544740431002 125.02074099017773 44.910908737685531 39.682032888289541 20.646300359163433 132.82107395562343 2713.6745258344963 82.621624426683411 66.794839615002275 49.972094479948282 44.30624566366896 1069.0324779951479 107.45745588967111 11.303912381175905 25.980570884421468 6.0848568112123749 8.6917117154225689 13.079298289958386 133.25028366642073 25.456868063367438 715.10378732997924 668.18868020921946 770.55890048597939 1448.7036830394063 855.81473319837824 771.83943386015017 1313.3115482414723 1163.4488760962849 890.04948407277698 656.78644454129972 844.91915777057875 646.97708391875494 949.33151091891341 6518.9389057492372 5.837019723840057 78.465633905667346 219.79998287977651
leaf_count=882008 19599 11601 256 13619 3974 4202 2536 15004 172644 8119 6873 5846 3681 158385 13344 1928 3778 554 935 1775 6872 2823 42792 70992 117218 166458 62064 61738 147832 85366 62877 52448 73146 41459 69795 676101 978 9864 23799
internal_value=0 -1.61651e-05 -0.00102066 0.000240618 -0.0177642 0.0157791 -0.000459726 -0.00708766 0.00052344 -0.0218905 -0.0103094 -0.02305 0.00151882 0.000162814 -0.0057263 0.00262014 -0.0165999 -0.0214028 0.0215831 0.0240622 0.024271 0.000325928 0.00133447 0.00502355 -0.00130639 0.00127978 -0.0050791 0.0124079 0.00176242 -0.00017319 0.00169399 0.00688399 -0.00219863 -0.000931878 0.00247011 -0.00169385 -0.0243767 0.0279543 0.00658933
internal_weight=0 23539.3 3784.81 3539.68 245.133 133.99 3405.69 455.889 2949.8 215.443 191.816 200.222 2757.98 19754.5 446.068 292.521 139.275 153.547 153.246 94.3084 144.554 19308.5 6568.98 2778.8 3790.18 2219.26 1570.92 797.296 1981.5 12739.5 3555.2 1546.84 2008.37 9184.28 1596.31 7587.97 113.294 81.2291 240.446
internal_count=3105283 2223275 291791 262372 29419 16097 246275 49458 196817 23123 20492 25445 176325 1931484 39990 27835 18100 12155 9735 11895 8800 1891494 671917 283385 388532 283676 104856 64561 218824 1219577 273837 115325 158512 945740 111254 834486 14322 10120 26335
cat_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=2 515 4262432 8397830 20929 16768 1 524304 2 128 2385006 2 71808 2 2 48 2 1126 2359340 292 271364 4
is_linear=0
shrinkage=0.1


Tree=86
num_leaves=40
num_cat=27
split_feature=0 3 1 5 3 2 2 3 1 6 3 1 1 2 1 6 1 2 1 3 2 2 2 5 1 5 1 3 1 3 4 2 4 3 1 3 2 4 1
split_gain=5.18213 0.47872 2.74779 2.55993 4.27971 3.19333 2.84068 6.16248 3.74293 3.19087 2.46642 2.41778 1.18431 2.0558 2.37371 2.18234 3.03786 2.31548 3.15049 2.53335 1.75476 1.6359 1.6016 12.2197 11.7966 4.90434 6.0864 6.10796 4.74205 3.75771 3.35121 2.93618 2.25761 1.71405 1.65246 1.44956 0.998238 1.52526 2.27013
threshold=0 1 2 3 4 3.5000000000000004 6.5000000000000009 5 6 7 8 9 10 12.500000000000002 11 12 13 3.5000000000000004 14 15 2.5000000000000004 1.5000000000000002 3.5000000000000004 16 17 18 19 20 21 22 2.5000000000000004 9.5000000000000018 1.0000000180025095e-35 23 24 25 9.5000000000000018 1.5000000000000002 26
decision_type=1 1 9 1 1 2 2 1 9 1 1 9 9 2 9 1 9 2 9 1 2 2 2 1 9 1 9 1 9 1 2 2 2 1 9 1 2 2 9
left_child=-1 2 3 4 5 11 8 -8 10 -10 -5 -2 22 15 -15 16 21 18 -17 -19 -18 -14 25 28 31 29 33 -28 30 34 -24 -25 -31 -27 -3 -30 -4 38 -38
right_child=1 12 36 6 -6 -7 7 -9 9 -11 -12 -13 13 14 -16 17 20 19 -20 -21 -22 -23 23 24 -26 26 27 -29 35 32 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.03255832751178505 0.019825464995679758 -0.0083362272490418287 0.00046684136378563374 0.0062910190959111732 -0.019629811925770065 -0.0081232635740403816 0 -0.033839442816239101 0.010056045906010266 -0.014340185395108635 -0.0012033865598749267 -0.0030813096348516157 0.012048960671749546 -0.0049955486455928594 0.022942286498960247 -0.0035479747585970239 0 0.0070543324720401153 0.0038450211314306143 -0.0017622213770663909 0.022504550739040799 -0.011915229730884864 0.0037525668574779191 0.013623760393888351 -0.0098948971856403674 -0.0032432568591650385 -0.0082718802966602924 0.0037546305904077558 -0.0019485460790256192 0.0016764347813040033 -0.0081372835693442041 -0.0014721211505001218 -0.0077783429550020468 -0.013566666434287809 0.0072855543107997675 -0.010746528864906164 0.011947445338462306 0.017870467552336344 -0.011952836594020915
leaf_weight=18.931094685103744 61.740720586851239 24.242196621722542 4166.8267290904769 627.20046717801597 196.2039677327266 203.62553982809186 116.39316315692849 42.833539354149252 23.367102150339633 255.36923123343149 1134.7077625378734 39.236216809018515 3.8890033158240831 11.41589983133599 48.980738163460046 636.49185170960845 26.317252447130159 308.31712108338252 3042.5318029013579 3738.0816368740052 122.40609258366749 61.144274442689493 956.41468662163243 1142.3417234481312 256.7250362719351 384.48148638650309 625.18178521649679 1098.8395472295233 417.51089010993019 496.07216858037282 276.22912843339145 99.094462668756023 404.49108323018299 662.75178152351873 959.31184070999734 721.1819454258075 34.566221043467522 55.928082987898961 44.395815140102059
leaf_count=882660 4462 2224 356274 49681 26017 25561 9654 6751 2551 26030 86717 5505 425 1237 5385 80604 3002 34452 235311 361353 11050 3839 84454 89771 35787 53500 91795 146988 36540 54998 11161 7091 29901 66051 97824 68912 3332 2889 3543
internal_value=0 8.93216e-06 -0.000668355 -0.00316847 -0.00953556 -0.000362435 -0.00148987 -0.0132515 -0.000248562 -0.0103485 0.0013784 0.0112455 0.000314966 0.00119698 0.0164229 0.000983624 0.0101953 0.000637641 0.00246756 -0.000956892 0.0172994 -0.00359579 -0.000479401 0.000970321 0.00801329 -0.00174795 -0.00443983 -0.000525154 -0.00339887 0.00206221 0.000714822 0.0120815 -0.00233657 -0.0103112 0.00629669 -0.00795079 0.000846885 0.00859773 0
internal_weight=0 23526.8 7002.39 2700.68 500.806 304.602 2199.87 159.227 2040.64 278.736 1761.91 100.977 16524.4 7999.58 60.3966 7939.18 213.757 7725.42 3679.02 4046.4 148.723 65.0333 8524.87 3869.5 1498.16 4655.37 2771.25 1724.02 2371.34 1884.12 1232.64 1241.44 900.563 1047.23 983.554 1138.69 4301.72 134.89 78.962
internal_count=3105282 2222622 608967 242929 61545 35528 181384 16405 164979 28581 136398 9967 1613655 736658 6622 730036 18316 711720 315915 395805 14052 4264 876997 333716 132649 543281 358334 238783 201067 184947 95615 96862 84899 119551 100048 105452 366038 9764 6875
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 547 4983561 2 544 34 776 4 513 264192 2184310 8399368 8 2057 8921089 256 2 1138 2 1072 68 2162724 196 384 1044 20 10485954
is_linear=0
shrinkage=0.1


Tree=87
num_leaves=40
num_cat=30
split_feature=0 1 2 3 2 3 5 1 1 6 5 1 1 4 3 4 2 5 6 3 1 1 3 5 3 1 2 1 3 1 3 2 3 1 4 3 3 3 2
split_gain=4.82963 0.389474 4.28876 6.22971 3.98956 8.74617 6.90031 5.21377 3.56737 3.46899 5.05426 31.9531 9.86927 4.62254 4.81296 3.78969 2.80434 3.64764 3.68629 3.62793 3.29313 2.83787 2.82333 2.40358 10.1718 9.42496 8.10476 6.91331 6.34816 6.34709 6.41974 5.66461 5.64253 4.0954 5.91108 5.02155 2.38809 2.15109 1.93014
threshold=0 1 6.5000000000000009 2 3.5000000000000004 3 4 5 6 7 8 9 10 1.5000000000000002 11 4.5000000000000009 7.5000000000000009 12 13 14 15 16 17 18 19 20 3.5000000000000004 21 22 23 24 2.5000000000000004 25 26 5.5000000000000009 27 28 29 6.5000000000000009
decision_type=1 9 2 1 2 1 1 9 9 1 1 9 9 2 1 2 2 1 1 1 9 9 1 1 1 9 2 9 1 9 1 2 1 9 2 1 1 1 2
left_child=-1 2 4 -4 9 8 7 -7 -6 10 11 -2 -12 14 -11 -15 23 19 -19 20 -18 -21 -20 26 25 38 27 32 -29 37 -31 -27 -3 34 -26 -35 -8 -28 -25
right_child=1 16 3 -5 5 6 36 -9 -10 13 12 -13 -14 15 -16 -17 17 18 22 21 -22 -23 -24 24 33 31 29 28 -30 30 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=-0.03170265216953682 0.0053417080763049664 0.02873015452592256 -0.017360462795156396 0 0.0051874829872725747 0.0033082529582921373 0.0017790317316050989 -0.015632086653428131 -0.014614185240028991 -0.00088900658797352308 -0.0078402124440142395 -0.041814227855410988 0.0056786692851964627 0.012465413116747353 -0.013956623559532323 -0.0087195463423640467 0.015571408192479201 -0.0088823861000225032 -0.0036391445324237557 -0.018773867038177482 -0.002689452945844746 0 0.017595628506726493 -0.031002884572095893 -0.0040067325933773471 -0.01697747488608457 -0.0021660529131896961 0.0071832833123952255 -0.0028661271570067045 -0.012899785656082614 -0.00090929827990384772 0.0061332864339979547 0.0061894866697848648 0.0058842662579373763 0.011250580749155289 -0.00079364512770569427 0.015092330334476326 0.010448153798447076 0
leaf_weight=18.318057580792811 492.67189607315231 168.99588577536633 318.50748149165884 471.31995615269989 79.192227733321488 971.69644808862358 258.30277645168826 128.660082143615 297.59716723649763 596.17268789111404 673.96073951595463 155.34035627363482 2079.083416723297 204.73656733939424 636.23738530417904 89.909563110210001 181.37873095902614 37.204194647958502 39.886382558732294 84.092072878964245 123.16185127827339 292.05060713505372 365.17221587104723 214.87271138111828 3234.0469600226497 137.53731929539936 134.57188045815565 1257.6593929827795 1137.4008659144165 667.95585714583285 1411.3290099628503 241.97568678751122 442.4006895389175 1765.3315768337343 238.02602781285532 2813.3684640934225 707.06854904117063 389.18380616500508 4.3926923787221304
leaf_count=882342 39072 9501 31622 37084 2388 64743 14753 18305 16472 43554 68968 17950 91728 18279 57369 5305 13087 2784 2769 8769 15085 27751 23309 29854 346224 16319 13371 117831 120057 75676 135236 29373 29825 215025 16162 356598 58000 35369 317
internal_value=0 -3.38522e-05 -0.000601598 -0.00747039 0.000120403 0.00343809 0.00608632 0.000363106 -0.00963412 -0.00147429 0.000236364 -0.00740787 0.00220477 -0.00537506 -0.00816181 0.00486847 0.000248696 0.00499902 0.0117578 0 0.00786079 -0.00600167 0.0146914 -0.000113948 -0.00117739 -0.0133302 0.00147017 0.00501808 0.00231899 -0.00252412 -0.00507349 -0.00208875 0.0142621 -0.000173559 -0.00277976 0.00174475 0.012162 0.00675123 -0.028306
internal_weight=0 23542.5 8160.46 789.827 7370.63 2442.52 2065.73 1100.36 376.789 4928.11 3401.06 648.012 2753.04 1527.06 1232.41 294.646 15382 1122.95 442.263 680.683 304.541 376.143 405.059 14259 8649.55 598.778 5609.5 3006.46 2395.06 2603.04 2079.28 379.513 611.397 8050.77 3472.07 4578.7 965.371 523.756 219.265
internal_count=3108226 2225884 585592 68706 516886 174661 155801 83048 18860 342225 217718 57022 160696 124507 100923 23584 1640292 93554 28862 64692 28172 36520 26078 1546738 1009872 75863 536866 277214 237888 259652 210912 45692 39326 934009 362386 571623 72753 48740 30171
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=2 557114 387 6 2 40 16 1 2 32802 32 581 2 4 87 2377920 2374656 517 2 3 6293696 4459652 71 10565636 960 778 12871812 912 24 547
is_linear=0
shrinkage=0.1


Tree=88
num_leaves=40
num_cat=27
split_feature=0 1 3 5 1 3 1 1 3 2 2 4 2 2 3 4 4 6 4 3 1 5 1 3 1 3 6 4 2 5 1 3 1 5 1 6 1 2 4
split_gain=4.51859 0.561132 4.39944 3.26253 4.06743 3.45234 3.04677 2.56762 2.53226 2.74822 2.44189 2.35909 2.2429 2.19806 2.14732 2.4511 2.3971 1.95209 1.85085 1.80668 3.41682 3.52717 29.5466 13.2704 9.64854 10.7595 5.76137 5.34397 2.99284 4.85334 4.52548 6.19487 4.11031 3.43894 7.98316 5.45221 2.28139 2.4573 2.01969
threshold=0 1 2 3 4 5 6 7 8 3.5000000000000004 3.5000000000000004 6.5000000000000009 5.5000000000000009 8.5000000000000018 9 2.5000000000000004 1.5000000000000002 10 10.500000000000002 11 12 13 14 15 16 17 18 1.5000000000000002 3.5000000000000004 19 20 21 22 23 24 25 26 6.5000000000000009 1.0000000180025095e-35
decision_type=1 9 1 1 9 1 9 9 1 2 2 2 2 2 1 2 2 1 2 1 9 1 9 1 9 1 1 2 2 1 9 1 9 1 9 1 9 2 2
left_child=1 19 7 4 5 12 -5 11 9 -6 -9 13 -4 17 15 -8 -16 -3 -13 28 21 22 23 -21 26 -26 -23 -24 32 36 -31 -32 38 34 -34 -35 -30 -38 -1
right_child=-2 2 3 6 8 -7 14 10 -10 -11 -12 18 -14 -15 16 -17 -18 -19 -20 20 -22 24 27 -25 25 -27 -28 -29 29 30 31 -33 33 35 -36 -37 37 -39 -40
leaf_value=0.0087941836211614267 -0.030882867065025129 0 0.010944557918871183 -0.0049084723007984726 0.026872659509829751 -0.0057775089096071567 0.0029494164317905467 0.0064631349599233601 0.0043539492992503157 0.0065358205371168487 -0.0027914064300304914 0.016380183532644723 -0.0061755322000913273 0.0085977720143743767 0.0036320613063334215 0.021108509349539131 -0.0049544812566030827 -0.0097485670498259017 -0.0035495657178787028 0.006412172702300472 -0.0061240430053068557 0.0059201541693326663 -0.044076189796027301 -0.018368672742108478 0.011457074153659742 -0.01984999705587661 -0.0029334341242682805 0 0.0018177656662743454 0.011546603910598814 0.0054805426771094888 -0.0070790379227993862 0.0035766987825609879 -0.012500954997757486 -0.024305513905237143 -0.0019584672964985477 -0.0071663744468119829 0.0014019792291553846 0
leaf_weight=478.94469480926637 17.744970983651001 248.41389205114683 306.63262631930411 710.8421572727384 163.93922162533272 379.3052168590948 353.64628947904566 448.55482195981313 493.56531519489363 220.89511458401103 637.65031138088671 56.610868617193773 53.579670577310026 45.938836892135441 856.39420680631883 95.548090073978528 475.34905991214328 964.27428895023331 43.492806398542598 1058.2855973629048 1339.9277272339677 2294.0417134375311 171.34760735929012 227.07042320375331 110.82228323980235 359.65899941581301 995.1548107493436 42.671755644492805 1356.1874794769101 750.61337165907025 1488.7346373118926 475.90015260386281 1265.9533262145706 659.29378513572738 70.384278403827921 2076.0298446567613 827.03309687785804 451.95587341440842 493.02060727018397
leaf_count=55189 882269 30190 34461 59343 9168 40986 33213 59474 27222 15164 72182 3988 8312 5132 112909 4003 37009 107198 2824 86982 141392 106990 20967 27141 13447 53829 60011 5367 97378 55312 147942 43033 117160 76434 9322 249111 92452 42615 67697
internal_value=0 -6.13346e-05 0.000706478 0.00273082 0.00620188 0.000186791 0.000321945 -0.0025647 0.0106431 0.0168335 0.000825144 -0.0054352 0.00716656 -0.0067981 0.00263456 0.00834365 0.000303042 -0.00781622 0.00659347 -0.000376039 -0.00167435 -0.000446356 -0.00453868 0.00138579 0.00112835 -0.011568 0.00314831 -0.0357375 0.000422742 0.00208663 0.00504695 0.00220799 -0.00128429 -0.00272346 0.00123546 -0.00476834 -0.000873558 -0.00391673 0.00433013
internal_weight=0 23547.7 6554.63 4109.7 1617.92 739.518 2491.78 2444.94 878.4 384.834 1086.21 1358.73 360.212 1258.63 1780.94 449.194 1331.74 1212.69 100.104 16993 6598.98 5259.05 1499.38 1285.36 3759.68 470.481 3289.2 214.019 10394.1 5350.42 2715.25 1964.63 5043.63 4071.66 1336.34 2735.32 2635.18 1278.99 971.965
internal_count=3114818 2232549 662778 381790 135313 83759 246477 280988 51554 24332 131656 149332 42773 142520 187134 37216 149918 137388 6812 1569771 516126 374734 140457 114123 234277 67276 167001 26334 1053645 478732 246287 190975 574913 452027 126482 325545 232445 135067 122886
cat_boundaries=0 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 2659192 225 2 90114 6 4472963 8660993 776 6 2 248 33112 2 33088 7 280 256 1 2 592 224 2626304 2 96 10 2101288
is_linear=0
shrinkage=0.1


Tree=89
num_leaves=40
num_cat=27
split_feature=0 4 1 5 3 3 1 4 2 2 3 2 3 3 1 2 1 1 5 1 2 6 1 3 3 1 2 2 3 3 1 3 2 2 1 1 1 2 1
split_gain=4.21809 0.58259 1.19122 2.1447 4.69763 4.67169 4.31078 2.25934 1.97606 1.63175 1.61637 1.54521 2.64343 0.947167 2.58305 1.27533 6.68527 3.84326 0.981312 0.93836 3.99976 6.51314 4.21647 2.65921 2.24131 2.26649 3.04205 2.20213 2.08736 2.02465 2.71675 1.97687 3.09753 2.33428 2.87661 1.78734 1.3097 1.77611 1.25646
threshold=0 1.0000000180025095e-35 1 2 3 4 5 14.500000000000002 7.5000000000000009 7.5000000000000009 6 10.500000000000002 7 8 9 2.5000000000000004 10 11 12 13 2.5000000000000004 14 15 16 17 18 5.5000000000000009 7.5000000000000009 19 20 21 22 5.5000000000000009 2.5000000000000004 23 24 25 4.5000000000000009 26
decision_type=1 2 9 1 1 1 9 2 2 2 1 2 1 1 9 2 9 9 1 9 2 1 9 1 1 9 2 2 1 1 9 1 2 2 9 9 9 2 9
left_child=-1 19 3 4 6 -5 9 -6 10 -3 -7 13 -13 14 18 16 -15 -17 -4 31 21 29 28 -24 36 26 -26 -27 -23 38 -31 32 33 34 -2 -35 -22 -38 -21
right_child=1 2 11 5 7 8 -8 -9 -10 -11 -12 12 -14 15 -16 17 -18 -19 -20 20 24 22 23 -25 25 27 -28 -29 -30 30 -32 -33 -34 35 -36 -37 37 -39 -40
leaf_value=-0.030071531938600113 0.0079231957131052303 -0.037748040945305712 0.010058285450184785 0.021189606167073882 0 -0.0063893676058344121 0.00097584633476777887 0.024829503057115582 0.018897947410488905 0 0.0030726804513470825 0.0055321330709504034 -0.01287590964486404 0.0049098045569188212 -0.019779781627675852 -0.0091333489484968135 -0.0076833313516172898 0.00029430508485205824 -0.0031119109134284031 -0.0097947907549753715 -0.0041098328978340414 0 -0.0032056092698475886 -0.012335131572432856 0.0037173745995085282 0.0047116987928255425 -0.0057308407465497943 0.019804802765504684 0.021484112413806655 0.021003273877456177 -0.0023511292850550165 -0.0029748455972261278 0.011706760553828023 -0.0082499576337740355 -0.0050499142716100938 0 0.0072757289735398472 -0.0020287206700691342 0.0078594134932365462
leaf_weight=17.19101908031007 494.33658626652323 53.032628482673317 46.760999550577253 126.34236076509114 472.34091734263347 182.79358371970011 52.21215260901954 11.964987839339299 39.11418634862639 5.7139116073958567 773.2152562190895 66.435648454586044 191.35736122610979 2024.7762235145783 48.197018560371362 420.80678026145324 478.46861841203645 6478.7117993806023 181.40848835627548 50.576552290469408 739.61076027469244 98.815280124894343 909.00435352063505 661.63855159177911 1015.7629311359487 1351.7731270401273 467.20131450507324 98.890847499016672 34.750397023628466 141.764461284969 36.663424697704613 3566.4811015270825 204.6838332938496 412.96731402241858 191.44188236736227 666.31651678163325 305.08578966767527 432.07161634799559 23.858579509193078
leaf_count=881535 15754 6627 5111 6126 34059 15439 4182 704 2984 1138 74126 3702 14779 204712 6607 24936 70009 536561 18473 5491 99533 8517 102589 74349 133664 152156 55948 8498 5152 14696 3435 291350 19391 26169 23081 60598 37971 59010 2670
internal_value=0 -0.000107354 0.000379105 0.00278125 -0.0016316 0.00538973 -0.0173468 0.00247654 0.00230055 -0.0304682 0.000786241 -1.56938e-05 -0.00726258 0.000168248 -0.00515326 0.000377417 0.0023109 -0.000287209 0 -0.000608489 0.000178854 -0.0034985 -0.00585016 -0.00744854 0.00189122 0.00349784 0.000484654 0.0062812 0.00860222 0.0100802 0.0152792 -0.00156154 0.000856424 -0.00040455 0.00386278 -0.0034176 -0.00112311 0.00154483 -0.00074529
internal_weight=0 23557.3 11653.7 1716.73 595.265 1121.47 110.959 484.306 995.123 58.7465 956.009 9936.92 257.793 9679.13 276.367 9402.76 2503.24 6899.52 228.169 11903.7 6367.47 1957.07 1704.21 1570.64 4410.4 2933.63 1482.96 1450.66 133.566 252.863 178.428 5536.23 1969.75 1765.06 685.778 1079.28 1476.77 737.157 74.4351
internal_count=3111832 2230297 1030275 145385 46710 98675 11947 34763 92549 7765 89565 884890 18481 866409 30191 836218 274721 561497 23584 1200022 763679 216899 190607 176938 546780 350266 189612 160654 13669 26292 18131 436343 144993 125602 38835 86767 196514 96981 8161
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 12682389 2 131 1 1044 260 34 1 2109514 2365544 4104 2 6914236 12 279552 346 848 8414464 396 836 8663616 76 140 65548 291904 8391232
is_linear=0
shrinkage=0.1


Tree=90
num_leaves=40
num_cat=22
split_feature=0 1 3 1 2 2 3 2 1 4 2 5 1 2 2 3 2 1 1 2 6 1 5 1 4 2 2 1 3 4 3 1 3 1 1 4 4 2 4
split_gain=4.02008 0.414264 3.75804 3.48165 3.38103 3.1279 2.80565 2.4148 2.03143 4.119 4.75298 3.77824 4.29544 3.00603 1.87734 1.51987 8.09603 10.2777 7.83883 6.61862 3.24422 3.4201 2.69142 28.1624 9.68762 4.12299 3.99665 5.24758 5.18632 4.59212 4.17388 3.76039 3.55731 5.28473 3.4582 2.3865 2.18705 1.86786 1.82479
threshold=0 1 2 3 8.5000000000000018 2.5000000000000004 4 3.5000000000000004 5 1.5000000000000002 1.5000000000000002 6 7 5.5000000000000009 1.5000000000000002 8 2.5000000000000004 9 10 5.5000000000000009 11 12 13 14 2.5000000000000004 3.5000000000000004 3.5000000000000004 15 16 5.5000000000000009 17 18 19 20 21 1.0000000180025095e-35 3.5000000000000004 1.5000000000000002 1.0000000180025095e-35
decision_type=1 9 1 9 2 2 1 2 9 2 2 1 9 2 2 1 2 9 9 2 1 9 1 9 2 2 2 9 1 2 1 9 1 9 9 2 2 2 2
left_child=-1 15 3 -3 5 6 -5 -7 9 11 -11 12 -4 -13 -10 16 17 37 36 35 21 -19 23 24 25 -17 27 30 31 -29 -24 -28 33 -25 -30 -20 -18 -2 -22
right_child=1 2 8 4 -6 7 -8 -9 14 10 -12 13 -14 -15 -16 22 18 20 19 -21 38 -23 26 32 -26 -27 28 29 34 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.029350327617747859 0.0018754231988308762 -0.00063847034090310298 0.01397386797015935 0.015704067122475792 -0.015128682394906619 0.017245934982753126 -0.0047841783438463958 0.005819488898222998 -0.0091603585271831586 0.011846131129736917 -0.010583652813428534 -0.0050747123718476112 -0.0080509660732461501 0.0097875663124764242 0.0038445809815963053 -0.051213021934151073 -0.015363104473529378 0.00014355815029647607 -0.00035278425040912137 0.010741815670428785 -0.010446132291302118 0.011092258967064582 -0.0028316128761137933 0.00076318308368748962 0.0019659019624838144 -0.014313607101700085 -0.0057373605525480589 0.0020279102447969054 0.004183429911815654 -0.012878593340307299 -0.019859883800429145 0.0093116359523960409 0.0019052855923167872 -0.011187159323520539 -0.0043540123648324307 -0.0098165639849672609 0.0031963996691989093 -0.022756857485771189 0.0053532151214345427
leaf_weight=16.709291550378111 6.2871999756898722 920.29251083073905 295.07364613970276 44.254797495901585 30.400138771627098 380.3509429784026 277.96646049874835 659.46135825361125 86.504847488191444 68.909957327414304 828.94838868104853 884.45482535445262 74.757201273925602 120.74397424003109 917.54440073852311 126.16134221246466 727.97589588374831 505.77168941055425 652.0379177731229 309.66873075859621 157.1711005512625 888.2057868768461 707.76541875931434 872.38568073650822 54.910972010577098 112.84073813748546 136.14811926800758 3646.5235874917125 974.57501103798859 185.64028528367635 174.60079528251663 1578.4301994172856 3950.5899529313901 551.85702991916332 847.73950813431293 525.48471938166767 30.724444941617548 143.0779970518779 68.256399470381439
leaf_count=882990 964 109156 23058 4778 2247 32183 32258 45178 9969 8280 72109 126476 12240 10833 131106 17289 48585 53992 67066 26808 8529 25454 90319 71423 7217 16575 11884 384612 68961 14408 13375 149698 334606 65502 80954 38456 989 11167 3583
internal_value=0 5.68337e-06 0.000766299 0.00385265 0.00696532 0.00803941 0 0.010646 -0.00134167 -0.00303773 -0.0082115 0.000208672 0.00864958 -0.00276776 0.00217967 -0.000215865 -0.00192897 0.0029878 -0.00592984 -0.001339 0.00557129 0.00744381 0.000260825 -0.00138571 -0.029574 -0.038446 0.00142946 -0.000421709 0.00396389 0.00113077 -0.00724152 0.00784212 0.000309951 -0.0038415 4.25141e-05 -0.00496352 -0.0139611 -0.0188559 -0.00425437
internal_weight=0 23524.5 5589.66 2312.73 1392.43 1362.03 322.221 1039.81 3276.94 2272.89 897.858 1375.03 369.831 1005.2 1004.05 17934.8 4014.66 1768.77 2245.89 1487.19 1619.4 1393.98 13920.2 5668.75 293.913 239.002 8251.42 4714.53 3536.89 3832.16 882.366 1714.58 5374.83 1424.24 1822.31 1177.52 758.7 149.365 225.428
internal_count=3115277 2232287 619871 225800 116644 114397 37036 77361 394071 252996 80389 172607 35298 137309 141075 1612416 285593 103689 181904 132330 91558 79446 1326823 512612 41081 33864 814211 502714 311497 399020 103694 161582 471531 136925 149915 105522 49574 12131 12112
cat_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=2 2655224 526 4280326 514 289793 2 280576 518 524576 2097160 3 576 2 24 32 448 480 2097280 384 672 2097752
is_linear=0
shrinkage=0.1


Tree=91
num_leaves=40
num_cat=29
split_feature=0 7 3 1 6 3 6 1 4 4 3 6 1 1 1 6 4 1 2 2 4 2 1 3 1 3 2 3 1 1 2 1 6 2 1 3 1 3 1
split_gain=3.75114 0.426208 0.848552 1.32765 1.75653 2.19413 1.03702 0.672311 0.551952 0.801282 0.51385 3.73775 1.60226 1.45803 0.711641 1.9694 0.949721 0.447667 0.676842 0.374027 0.364941 0.846377 4.98744 2.17534 3.76443 2.09703 1.22719 0.592799 1.96652 1.75163 2.11509 1.12255 1.00931 0.500632 6.25159 3.49236 2.37707 2.68569 1.61185
threshold=0 1 2 3 4 5 6 7 5.5000000000000009 1.0000000180025095e-35 8 9 10 11 12 13 14.500000000000002 14 5.5000000000000009 2.5000000000000004 1.0000000180025095e-35 8.5000000000000018 15 16 17 18 9.5000000000000018 19 20 21 2.5000000000000004 22 23 2.5000000000000004 24 25 26 27 28
decision_type=1 1 1 9 1 1 1 9 2 2 1 1 9 9 9 1 2 9 2 2 2 2 9 1 9 1 2 1 9 9 2 9 1 2 9 1 9 1 9
left_child=-1 20 6 4 8 -6 17 -8 9 -4 11 12 -5 -13 15 -12 -16 18 19 -3 21 27 25 24 -24 -23 -25 29 32 -2 -31 -30 -29 34 35 -22 37 -35 -38
right_child=1 2 3 10 5 -7 7 -9 -10 -11 14 13 -14 -15 16 -17 -18 -19 -20 -21 33 22 23 26 -26 -27 -28 28 31 30 -32 -33 -34 36 -36 -37 38 -39 -40
leaf_value=-0.028596835304855774 0.001627402602631574 0 0 -0.00072288013257471972 -0.0028255065579653963 0.014735954430982731 0 -0.01399307223330052 0.0025744271259733487 -0.015019563449880181 0.0083867197147102172 0.0028916406819957398 0.018779725473590879 -0.014596870128386405 -0.0049236565890748178 -0.0030975289375503793 0.0094506046054844538 -0.0020160986502124555 -0.0001780031075114712 0.01726529818679096 0 0 -0.017644631582411616 0.025192360347608078 0.011592658079991814 -0.024201961311195674 0.005284366699409156 -0.0026128947155537353 0.003411480712912278 -0.0059882856417162629 0 -0.001207092018904484 -0.010992519492297806 0.0030350217509638611 0.0037969460448598739 -0.015492432065312589 0.0044645500550352518 -0.0082368618536751252 -8.5512461498365609e-05
leaf_weight=16.216387216640214 2881.2236992184189 20.435114178108051 22.482823041034862 25.200140865752473 51.387401640648022 241.39507493731799 13.483922465704381 71.698533926159143 10.682426183717324 34.169233557768166 221.68583735986613 31.288937006145716 110.82310541649349 63.958966714562848 451.38255493529141 269.46725867479108 10.492968817241488 39.498743380070664 4.0342768311966202 21.774046400096267 247.83413110492984 45.308265812695026 41.922964680707082 73.908080767374486 50.844132171710953 36.126465119421482 152.55907132220455 661.37952715735082 544.3205534091685 833.65285231331654 1602.0577108483703 3993.5916943578886 261.79804201447405 235.98654214013368 2199.5660317383008 256.30512820591684 832.72612024843693 655.70214729802683 6221.1245403048815
leaf_count=882467 200118 1520 2081 2830 4735 23630 1613 7199 660 3706 17220 2175 6825 5110 32036 22165 253 2332 744 1814 33697 5303 3939 7442 5197 3184 15842 42059 72408 87123 195906 469112 21068 26058 230675 35587 82021 48575 503667
internal_value=0 -5.30585e-05 0.00143182 0.00231465 0.00735983 0.010783 -0.00411692 -0.0105519 -0.00320135 -0.00863626 0.000345155 0.00432759 0.0141191 -0.00747763 -0.000454546 0.0017624 -0.00336235 0.00121318 0.00710577 0.0127253 -0.000185277 -0.000591017 0.00364007 0.00971517 -0.000695772 -0.0133599 0.0145699 -0.00078573 -0.00151346 0 -0.00198752 -0.000562597 -0.00565851 0.000213007 0.00139247 -0.00808048 -0.000154454 -0.00492952 0.00043149
internal_weight=0 23543.3 1715.34 1544.42 360.117 292.782 170.925 85.1825 67.3345 56.6521 1184.3 231.271 136.023 95.2479 953.029 491.153 461.876 85.7422 46.2434 42.2092 21827.9 11178.7 400.669 319.234 92.7671 81.4347 226.467 10778 5461.09 5316.93 2435.71 4537.91 923.178 10649.2 2703.71 504.139 7945.54 891.689 7053.85
internal_count=3110096 2227629 138648 123426 34812 28365 15222 8812 6447 5787 88614 16940 9655 7285 71674 39385 32289 6410 4078 3334 2088981 1128701 40907 32420 9136 8487 23284 1087794 604647 483147 283029 541520 63127 960280 299959 69284 660321 74633 585688
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2 1 1 12672533 4 386 1 2097505 898 5 270592 262336 2105632 10 2097230 113306 553 2098208 488 141 4194331 8378 10834432 1 13116166 202 2167817 321 12624386
is_linear=0
shrinkage=0.1


Tree=92
num_leaves=37
num_cat=21
split_feature=0 2 1 2 1 1 3 3 6 2 1 1 4 3 2 6 2 1 2 3 2 4 1 1 3 3 1 3 4 3 2 4 2 3 2 4
split_gain=3.52734 0.374446 0.348615 1.86082 4.89696 3.8669 3.46964 3.10544 3.01958 2.52837 2.65932 2.49598 2.17854 2.09059 1.78227 1.54635 1.4362 1.25498 0.964429 2.59868 2.81363 5.45873 3.14584 1.86015 2.36103 1.73015 1.42379 7.35606 2.77124 2.04551 1.84885 1.64026 0.825569 0.303667 0.174267 0.13792
threshold=0 27.500000000000004 1 3.5000000000000004 2 3 4 5 6 7.5000000000000009 7 8 2.5000000000000004 9 9.5000000000000018 10 2.5000000000000004 11 3.5000000000000004 12 7.5000000000000009 1.5000000000000002 13 14 15 16 17 18 3.5000000000000004 19 2.5000000000000004 6.5000000000000009 2.5000000000000004 20 37.000000000000007 2.5000000000000004
decision_type=1 2 9 2 9 9 1 1 1 2 9 9 2 1 2 1 2 9 2 1 2 2 9 9 1 1 9 1 2 1 2 2 2 1 2 2
left_child=-1 2 18 5 8 6 15 11 13 17 -11 -7 -9 -5 -10 -4 -8 -6 26 20 21 -20 -22 25 -25 -21 29 31 -29 32 -31 -28 -2 34 35 -3
right_child=1 33 3 4 9 7 16 12 14 10 -12 -13 -14 -15 -16 -17 -18 -19 19 23 22 -23 -24 24 -26 -27 27 28 -30 30 -32 -33 -34 -35 -36 -37
leaf_value=-0.027873553121049135 -0.0056162656585121836 0.018637507659137589 0.01491602261461014 0.002597078933942413 -0.0064942222579294426 0.0014083231448228509 -0.0010831655510361042 0.0077427364710190615 0.0072229686886214374 -0.0029489320139485138 0.012757391279052517 -0.012274001563298843 0 -0.018736588775192346 -0.0093161120853335246 8.2568803834022118e-05 -0.0094574308580151704 -0.0010108046419895259 0.0026393667214217298 -0.005366052633737484 0.0024743223800920058 -0.011494538937760245 -0.019122729357733268 0.0072230546665580436 0.0011361679989275832 0.00084910860299060103 -0.00016422432069492952 -0.01166212439867643 0.0041310933388964202 0.0025191551195912765 -0.0017035223052203963 0.01081141160600589 -2.8731630043473593e-05 0 0 0
leaf_weight=15.75293270041584 764.49128020601347 3.6822629971429706 83.326277394546196 40.204235781449825 1481.5710383472033 477.34770084702177 528.14482237241464 1622.7949303007335 978.50420816405676 182.33000280696433 145.91544279642403 130.7045392326545 429.19611121772323 54.062386414268985 28.984606452984735 278.31318541208748 460.65603849943727 811.03845355677186 978.6134372416418 543.74822208518162 63.042086406378075 339.19554796488956 158.41195259080268 943.71831884956919 2355.681061092997 1722.1160533663351 1982.6628192702192 884.48762405838352 81.116208807914518 2765.5083726887824 1541.1883811685257 113.2584348518867 564.64984613208799 2.7556499575730395 1.4004588460084049 0.34770549088716496
leaf_count=882115 100008 379 7741 3409 102044 47749 71690 167446 94348 21211 10386 16071 33978 6746 3157 25237 65657 115536 89140 63956 4203 22906 17936 53355 165544 209594 196189 63673 4807 211334 140464 6436 84340 375 173 38
internal_value=0 -5.35136e-05 -8.21124e-05 0.000449712 -0.00110449 0.0019652 -0.00221447 0.00419233 0.0042748 -0.0035047 0.00395304 -0.00164591 0.00606413 -0.00934046 0.00614316 0.00539245 -0.00538968 -0.00475399 -0.000361739 0.000472393 -0.0030526 -0.0009509 -0.012882 0.00151485 0.00303269 -0.000579477 -0.00107718 -0.00280105 -0.00985064 -7.28341e-05 0.000935369 0.000429931 -0.00349063 0.00978086 0.0121348 0.0174149
internal_weight=0 23543.2 23535 7733.09 3722.61 4010.48 1350.44 2660.04 1101.76 2620.85 328.245 608.052 2051.99 94.2666 1007.49 361.639 988.801 2292.61 15801.9 7104.53 1539.26 1317.81 221.454 5565.26 3299.4 2265.86 8697.36 3061.53 965.604 5635.84 4306.7 2095.92 1329.14 8.18608 5.43043 4.02997
internal_count=3109371 2227256 2226291 792406 356837 435569 170325 265244 107660 249177 31597 63820 201424 10155 97505 32978 137347 217580 1433885 626634 134185 112046 22139 492449 218899 273550 807251 271105 68480 536146 351798 202625 184348 965 590 417
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=2 4752249 8401920 8401920 518 261 4 2359302 18564 525 10 329856 261 80 776 26 18 4227656 481 736 316
is_linear=0
shrinkage=0.1


Tree=93
num_leaves=40
num_cat=20
split_feature=0 1 2 3 3 4 2 6 4 3 2 4 4 4 4 4 1 2 1 1 6 3 1 3 2 2 6 3 3 6 4 2 2 4 2 3 2 1 1
split_gain=3.32594 0.428838 2.4327 1.60403 1.05305 1.44273 0.870203 0.830329 0.889404 0.755335 0.714512 0.690842 0.652104 1.12094 0.520009 0.392233 5.21108 4.34973 6.24193 3.22033 2.61429 2.56456 2.3446 9.03104 3.35502 6.35826 3.44747 3.1617 2.23304 1.43215 1.24335 2.47263 1.52895 1.153 1.11415 1.03201 2.64527 2.53242 2.4673
threshold=0 1 3.5000000000000004 2 3 2.5000000000000004 2.5000000000000004 4 2.5000000000000004 5 4.5000000000000009 6.5000000000000009 5.5000000000000009 16.500000000000004 11.500000000000002 1.5000000000000002 6 1.5000000000000002 7 8 9 10 11 12 2.5000000000000004 3.5000000000000004 13 14 15 16 10.500000000000002 5.5000000000000009 4.5000000000000009 10.500000000000002 2.5000000000000004 17 5.5000000000000009 18 19
decision_type=1 9 2 1 1 2 2 1 2 1 2 2 2 2 2 2 9 2 9 9 1 1 9 1 2 2 1 1 1 1 2 2 2 2 2 1 2 9 9
left_child=-1 2 4 -4 5 -2 11 8 10 14 -5 -6 -7 -14 -8 22 21 18 -18 28 -21 29 23 27 26 -26 -25 -3 -19 -17 31 -23 -32 -20 -31 36 38 -37 -24
right_child=1 15 3 7 6 12 9 -9 -10 -11 -12 -13 13 -15 -16 16 17 19 33 20 -22 30 35 24 25 -27 -28 -29 -30 34 32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.027189358285920551 -0.01053296415671948 -0.028446440116234862 -0.0024052023783683579 0.00011039975779339527 0.010959817053423302 0.0096429581793942426 -0.014731406525682951 0 0 0.0026625747135610987 0.025435453558273272 -0.00055315493331748941 -0.01360771439156498 0.0074266591373718747 0 0.010324269686840028 0.021422163838701106 -0.012295843294688568 -0.024768668380840339 0.00085025122345993545 -0.0062410763949765236 0.013283968652178924 0.010190523432239782 0.013709390486075973 0.022605680624043972 0.0021195203505205095 -0.0081879763313430186 -0.0030046004759767151 -0.0012891921697232803 0.0022430990398847575 -0.01478287319349887 -1.406721420670174e-06 0.0092673585133558473 0 -0.009582914454727403 -0.0019872186088312916 0.0029353092165057882 0.0013085132324581628 -0.003114071605308362
leaf_weight=15.322998837276828 182.90742436225992 29.592062156414613 38.696346434066072 40.596595784649253 111.9884075219743 43.739300861139782 34.282671368098818 30.827143722213805 41.090976040111855 38.631985303072724 81.126100674504414 8.1666834792122227 21.980943523580212 5.3510546607431015 2.1356466305442146 35.337330926442519 144.28421523305587 379.51739324058872 17.747771725058559 3562.4137223254656 565.37784010265023 620.6635413330514 95.823929531034082 68.592767277034 314.34342166921124 347.5654215386603 169.79096863500308 381.74171013839077 488.5784987329971 63.762524569174275 24.116190652828664 121.97409400111064 12.350342218298463 3.6936151182744643 159.42538235918619 4041.8571799372148 911.61389997124206 5369.2458457606263 4930.6433394659543
leaf_count=882293 25949 4263 6734 5220 15845 5809 5995 3558 5108 5540 11852 1541 3143 693 300 2524 16571 27930 2240 266742 44021 37433 7534 9144 28958 28225 21465 51822 38907 4165 1842 8279 484 410 10954 384889 85484 536103 507300
internal_value=0 -4.78826e-05 0.00233086 0.0102005 -0.00144873 -0.00570206 0.0028999 0.0135475 0.0161811 -0.0024082 0.0206583 0.00822519 0.00263441 -0.00252567 -0.00997596 -0.000135826 0.000520994 -0.000742681 0.0137533 -0.00136394 -9.96337e-05 0.00687485 -0.000398772 0.0035576 0.00920496 0.0128404 0 -0.00785851 -0.00676114 -0.000760826 0.00968822 0.0107983 -0.00161761 -0.0155578 -0.00495816 -0.000764457 -0.00179504 -7.76071e-05 -0.00272815
internal_weight=0 23541.6 681.521 232.337 449.184 253.979 195.205 193.641 162.814 75.0503 121.723 120.155 71.0713 27.332 36.4183 22860.1 6199.24 5161.61 165.726 4995.89 4127.79 1037.63 16660.8 1311.63 900.293 661.909 238.384 411.334 868.096 258.525 779.104 742.638 36.4665 21.4414 223.188 15349.2 5938.08 9411.1 5026.47
internal_count=3107269 2224976 97287 32472 64815 35594 29221 25738 22180 11835 17072 17386 9645 3836 6295 2127689 462502 396821 19221 377600 310763 65681 1665187 143877 87792 57183 30609 56085 66837 17643 48038 45712 2326 2650 15119 1521310 600318 920992 514834
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=2 12649473 641 464 3 34 266382 2115680 526848 3 547 2560 195 6 1 305 12 564 823692 4096
is_linear=0
shrinkage=0.1


Tree=94
num_leaves=40
num_cat=26
split_feature=0 7 2 1 1 6 1 3 3 1 3 1 1 3 4 6 3 3 1 3 4 1 2 3 3 4 1 4 3 4 1 2 4 4 4 1 4 4 1
split_gain=3.15649 0.350404 0.573771 3.71016 1.7582 1.64124 2.26747 2.16409 1.28026 1.22619 0.728909 0.786079 0.740397 0.773044 0.699611 1.03024 1.21493 0.648114 0.424821 0.640466 0.529218 0.480306 0.420139 0.386759 0.33329 0.264346 2.96705 1.78265 0.712486 0.46171 4.66765 1.4144 0.901106 0.532259 0.514647 2.43631 1.17211 0.75291 1.91556
threshold=0 1 5.5000000000000009 2 3 4 5 6 7 8 9 10 11 12 3.5000000000000004 13 14 15 16 17 11.500000000000002 18 12.500000000000002 19 20 28.500000000000004 21 123.50000000000001 22 18.500000000000004 23 5.5000000000000009 24.500000000000004 25.500000000000004 13.500000000000002 24 14.500000000000002 12.500000000000002 25
decision_type=1 1 2 9 9 1 9 1 1 9 1 9 9 1 2 1 1 1 9 1 2 9 2 1 1 2 9 2 1 2 9 2 2 2 2 9 2 2 9
left_child=-1 25 4 14 10 6 8 9 -5 -7 12 -12 17 -14 15 16 -4 -3 19 -6 -20 -21 -8 -17 -22 29 28 -28 -27 34 31 33 -32 -31 37 36 -36 -2 -39
right_child=1 2 3 5 18 7 22 -9 -10 -11 11 -13 13 -15 -16 23 -18 -19 20 21 24 -23 -24 -25 -26 26 27 -29 -30 30 32 -33 -34 -35 35 -37 -38 38 -40
leaf_value=-0.026540892093220282 -0.00011614180849009642 0.0081016525012565354 -0.010448614465737959 -0.00052393050041516344 0.0041463659527188846 0.010927017164560519 -0.014839014080099716 -0.024980503528517169 0.02191035321006549 -0.0094038383451677567 0 0.014487445535438431 0.00052853471881882347 -0.012636809195458412 0 0 0.010178651920895987 -0.0016294923435707807 -0.0053580287246158898 -0.0068946723858555577 0 0 0 0.021120389986816451 0.0084511507455371695 0.020953285770296707 -0.019589203534963507 0.0028070107560011362 0 0.035542645094445179 -0.018424015714822366 0 0 0 -0.0047295606090433113 -0.018146014151797157 0.013733661791560504 0.019451430384298377 -0.0052938407599283609
leaf_weight=14.922908566686601 21499.610103783842 140.23730860801879 23.209401861298829 10.927620949689297 349.15955924149603 24.453818093752488 35.248569584684446 70.015456904890016 20.128829827299345 11.634542987914754 69.768435472156852 159.5142697255942 32.288472661050037 25.102092757704668 36.491015957668424 6.2385376289021224 10.658830248983575 28.537720221327618 252.41703523974502 75.074451309861615 10.097646410111336 262.16775048733689 2.5972869091201565 45.248774057952687 15.319837433286013 7.0904249252052978 76.401341285323724 12.420042783487586 5.2497209925204498 23.713318533264104 26.735596410813741 8.6035465716849995 10.580395305296404 5.6006294707767657 15.698371490696443 44.779002179973759 37.4578573461622 26.151795790297911 12.392260468332095
leaf_count=882939 2071628 9734 2068 498 27906 1841 3712 5121 856 1011 3847 19971 4461 3315 1438 668 862 2031 17637 4796 222 22085 367 3833 341 831 3652 645 583 892 1821 254 797 245 1089 2174 2458 1213 968
internal_value=0 0 0.00135519 -0.00201134 0.00229312 -0.0110195 0 -0.0173131 0.0139433 0 0.00713254 0.0110283 0.000992099 -0.00497457 0.00872334 0.0132078 0 0.00502234 0 0.00112693 -0.00323475 -0.00131213 -0.0106685 0.0182364 0.00333982 -0.000116503 -0.0046341 -0.0129268 0.0144713 -7.52896e-05 0.0064836 0.0232662 -0.0107423 0.0324694 -0.000120889 -0.00647273 0.00440454 -6.91342e-05 0.0103494
internal_weight=0 23529 1716.54 296.853 1419.68 175.006 68.9023 106.104 31.0565 36.0884 455.448 229.283 226.166 57.3906 121.847 85.3555 33.8682 168.775 964.236 686.402 277.835 337.242 37.8459 51.4873 25.4175 21812.5 101.162 88.8214 12.3401 21711.3 75.2335 37.9175 37.316 29.3139 21636.1 97.9352 53.1562 21538.2 38.5441
internal_count=3110810 2227871 138621 22275 116346 13406 5433 7973 1354 2852 43359 23818 19541 7776 8869 7431 2930 11765 72987 54787 18200 26881 4079 4501 563 2089250 5711 4297 1414 2083539 4009 1391 2618 1137 2079530 5721 3547 2073809 2181
cat_boundaries=0 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=2 1 14774321 8390414 1 2752 270 330 263492 523 8 1038 8 1 109 3 2119888 242 2097280 386 156 9180165 456 10496432 288470 2359804
is_linear=0
shrinkage=0.1


Tree=95
num_leaves=37
num_cat=21
split_feature=0 2 4 1 3 4 2 6 3 1 2 1 2 3 1 2 7 1 6 6 3 1 1 2 2 1 1 4 2 2 4 1 3 1 4 2
split_gain=2.95659 0.355892 0.352471 1.18606 2.89831 2.95562 0.971012 0.924947 0.585892 2.1135 0.8362 0.577096 2.59313 3.03735 2.34336 1.57697 1.28982 2.90553 4.11333 1.90679 1.02997 2.57897 1.92373 0.544317 0.510678 3.44903 2.1229 0.449047 0.41704 0.302119 0.180841 0.120992 0.0860675 0.0827749 0.067451 0.000587103
threshold=0 27.500000000000004 1.0000000180025095e-35 1 2 2.5000000000000004 14.500000000000002 3 4 5 2.5000000000000004 6 4.5000000000000009 7 8 11.500000000000002 9 10 11 12 13 14 15 11.500000000000002 4.5000000000000009 16 17 10.500000000000002 17.500000000000004 34.500000000000007 2.5000000000000004 18 19 20 4.5000000000000009 16.500000000000004
decision_type=1 2 2 9 1 2 2 1 1 9 2 9 2 1 9 2 1 9 1 1 1 9 9 2 2 9 9 2 2 2 2 9 1 9 2 2
left_child=-1 2 11 4 5 7 8 -4 9 -5 -10 12 20 14 -14 -15 24 18 -18 -19 21 -2 -22 30 26 -26 -13 -7 33 32 -6 -30 -3 -8 -34 -25
right_child=1 29 3 6 23 27 28 -9 10 -11 -12 16 13 15 -16 -17 17 19 -20 -21 22 -23 -24 35 25 -27 -28 -29 31 -31 -32 -33 34 -35 -36 -37
leaf_value=-0.025870851286581616 0.0020143230899941299 0 0 -0.017361409237065865 0.012196862090633699 0.010068883291671245 0 -0.012270715376613534 0.0018215427527143444 0 -0.00020917011193739696 -0.0019139928839402892 0.014310530362825728 -0.0046917352179231056 0 0.01097633769421387 -0.0021903186694572771 0.002935704986883966 0.019168157365705756 -0.01231682513887198 -0.0092297274459121927 -0.016045997426350253 -0.0017883924731986562 -0.00040901866854493087 -0.012850728573100904 0 0.001822507860446791 0 -0.0033415436638511765 0 0.0016454865544544774 0.0035199173203283329 0.017287222721278982 -0.013667269536533123 0 0
leaf_weight=14.516862386721186 658.94954249449074 0.91892104386351825 50.659646059852093 48.043836816214025 294.57667680154555 110.3575577265583 2.0852172463200986 163.83533419447485 2615.8833750358317 235.97612009639852 7952.4613709179685 2765.5599688854418 247.92085743462667 443.27712559315842 190.38943004608154 37.180119368014857 109.05603205447551 149.63800076302141 179.87601074809209 87.476951980497688 582.92362071608659 49.149610507651232 1187.5673262579367 5.0936185966711474 205.56425179971848 1717.8204353513429 3263.1294039753266 11.87239938857965 6.4243846200406551 3.1044258517213166 103.69615675194655 15.816072275396438 4.0667381039820611 37.975142212817445 0.18144788639619935 3.1042202485259622
leaf_count=882016 70332 130 6506 6812 23409 14631 83 20839 281908 24818 628639 339560 18214 38101 23258 3702 12887 12322 21667 8866 71971 9218 78447 609 19605 198268 273760 1967 491 388 12491 1366 430 2971 20 351
internal_value=0 -4.82259e-05 -7.64534e-05 0.000298279 0.00405853 -0.0020493 6.96321e-07 -0.00936481 0.00011462 -0.00401999 0.000268647 -0.000469342 -0.00156264 0.00273619 0.00852816 -0.00227319 0 0.00463045 0.0109084 -0.00257435 -0.00329562 0 -0.0045539 0.00952054 -0.000349675 -0.0017617 5.77943e-05 0.0079986 -0.010181 0.00953021 0.0104578 0 0.0135924 -0.0140029 0.0128952 0
internal_weight=0 23541.6 23533.3 11657.9 743.196 336.725 10914.7 214.495 10852.4 284.02 10568.3 11875.5 3397.36 918.768 438.31 480.457 8478.12 526.047 288.932 237.115 2478.59 708.099 1770.49 406.471 7952.07 1923.38 6028.69 122.23 62.3008 8.27153 398.273 22.2405 5.16711 40.0604 4.24819 8.19784
internal_count=3111053 2229037 2228069 1027891 80803 43943 947088 27345 942177 31630 910547 1200178 313243 83275 41472 41803 886935 55742 34554 21188 229968 79550 150418 36860 831193 217873 613320 16598 4911 968 35900 1857 580 3054 450 960
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=2 12681237 452 2 1 264992 6848693 158 52 1 8002 1 5 96 2621600 36 16392 8654402 278080 131 128
is_linear=0
shrinkage=0.1


Tree=96
num_leaves=37
num_cat=24
split_feature=0 2 2 4 1 3 7 5 3 2 1 5 2 6 2 1 1 2 3 3 2 7 1 6 3 6 1 2 6 2 4 1 6 6 4 3
split_gain=2.79589 0.329995 0.318942 0.259705 0.914165 3.66682 2.7914 2.56344 1.2015 1.52255 2.35031 1.06816 1.01999 0.938251 0.927484 0.897392 0.458894 2.23523 4.29713 1.63046 1.48642 0.932467 2.38958 3.42407 1.90262 0.883258 3.54578 0.967503 0.674524 0.566929 0.448628 0.398426 0.396066 0.352084 0.0734378 0.0319046
threshold=0 27.500000000000004 34.500000000000007 1.0000000180025095e-35 1 2 3 4 5 2.5000000000000004 6 7 14.500000000000002 8 4.5000000000000009 9 10 4.5000000000000009 11 12 11.500000000000002 13 14 15 16 17 18 4.5000000000000009 19 11.500000000000002 6.5000000000000009 20 21 22 4.5000000000000009 23
decision_type=1 2 2 2 9 1 1 1 1 2 9 1 2 1 2 9 9 2 1 1 2 1 9 1 1 1 9 2 1 2 2 9 1 1 2 1
left_child=-1 3 34 16 5 11 7 -7 9 10 -6 14 13 -10 -5 -11 17 19 29 31 -20 25 23 -23 -24 26 -18 -27 -21 -19 -13 -2 -8 -14 35 -3
right_child=1 2 -4 4 8 6 32 -9 12 15 -12 30 33 -15 -16 -17 21 18 20 28 -22 22 24 -25 -26 27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37
leaf_value=-0.025249494312952349 -0.0075923808164530156 0.013145417846158816 0 0.0040249012571969781 0.002708693709020913 -0.0020948101995029171 0 0.0056914814425835826 0.00059955964304167584 0.0050497007457097733 -0.021610072833574141 -0.016839046159563904 0 -0.0023086700094546199 -0.010518921034745341 -0.0068703180098239865 0.0077278429966037496 0.011794932502270844 -0.0056755950692194317 0 0.0098168443703597098 -0.0021426465038107355 0.0054505691765841472 0.017099432677109463 -0.0092686305752103116 0.00091030496639656782 -0.004410177793838713 -0.001876299357536481 -0.0072439972904541506 0 0 0 0.01721735922756808 -0.013257284658045735 0 0
leaf_weight=14.146822046095622 32.444278330425732 3.274170727469027 3.2020766180939972 84.210186694515869 26.983348502544686 667.53219816175988 33.430721572833136 921.44691427261569 8141.0792169191991 100.78816230001394 68.706612192676403 94.273730504792184 13.539584677200764 1225.2043433322106 37.101726471912116 74.062610577791929 237.07134765468072 339.1546709354152 407.10904535866575 197.07887810573447 32.451097595272586 108.98828970163595 104.10788102867082 183.69425551104359 150.60961424722336 4970.659925816406 1417.0511253424338 1602.053731853608 825.35852419459843 22.022762754000723 5.811532730003818 1237.6134946835809 131.92738863674458 36.496044265339151 0.24464541091583658 1.6720731137320379
leaf_count=882060 6974 326 393 4755 4470 51632 2284 81452 725930 10772 6152 5342 1079 111928 2369 8576 28824 24798 32814 22388 3052 12892 8392 21752 16229 515992 151015 183867 75132 2295 236 93149 8839 2806 30 221
internal_value=0 -3.58895e-05 0.00917937 -6.35942e-05 0.000255759 0.00220169 0.00389239 0.00225694 -0.000117976 -0.00624855 -0.0148597 -0.00859324 5.21234e-05 0.000179231 0 0 -0.000402503 -0.00144214 0.00284054 -0.00309078 -0.00326921 0 0.00385278 0.00963626 -0.00231143 -0.000302148 -0.00235207 0.000179942 -0.00600417 0.0105378 -0.0153753 -0.000381099 0.0155116 -0.0111352 0.0135115 0.0143127
internal_weight=0 23538.5 8.39297 23530.1 11662.6 1975.73 1754.34 1588.98 9686.86 270.541 95.69 221.397 9416.32 9366.28 121.312 174.851 11867.5 3093.23 800.738 2292.5 439.56 8774.24 547.4 292.683 254.717 8226.84 1654.12 6572.71 1022.44 361.177 100.085 1270.06 165.358 50.0356 5.19089 4.94624
internal_count=3111217 2229157 970 2228187 1028622 156909 144207 133084 871713 29970 10622 12702 841743 837858 7124 19348 1199565 260602 62959 197643 35866 938963 59265 34644 24621 879698 179839 699859 97520 27093 5578 100123 11123 3885 577 547
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=2 14778517 4 1 2 1 5184 2 3 8458 4817077 158 613 1 8002 1 202 2 287744 2 65540 4 10 316
is_linear=0
shrinkage=0.1


Tree=97
num_leaves=37
num_cat=21
split_feature=0 2 3 3 1 1 6 2 1 3 4 2 1 6 3 4 2 4 2 1 3 1 2 1 6 6 1 1 6 4 3 2 2 2 2 4
split_gain=2.63645 0.334219 0.297371 0.211199 3.047 1.76568 1.89997 1.95992 1.73114 2.00105 3.36113 1.77633 1.77264 3.16355 1.67658 1.18402 1.07921 1.90318 1.37969 7.41126 1.13301 1.03327 1.01832 2.91632 4.50405 2.86194 4.83648 1.54709 1.15778 0.738467 0.623352 0.611101 0.407947 0.265304 0.169279 0.134255
threshold=0 27.500000000000004 1 2 3 4 5 1.5000000000000002 6 7 3.5000000000000004 2.5000000000000004 8 9 10 1.5000000000000002 13.500000000000002 2.5000000000000004 8.5000000000000018 11 12 13 4.5000000000000009 14 15 16 17 18 19 2.5000000000000004 20 4.5000000000000009 21.500000000000004 3.5000000000000004 37.000000000000007 2.5000000000000004
decision_type=1 2 1 1 9 9 1 2 9 1 2 2 9 1 1 2 2 2 2 9 1 9 2 9 1 1 9 9 1 2 1 2 2 2 2 2
left_child=-1 3 34 4 22 6 7 -6 9 12 11 -11 13 -5 -12 -8 18 20 21 -20 -18 -10 25 24 -24 26 -2 -27 -25 -14 -19 33 -33 -7 35 -3
right_child=1 2 -4 8 5 31 15 -9 16 10 14 -13 29 -15 -16 -17 17 30 19 -21 -22 -23 23 28 -26 27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37
leaf_value=-0.024642378392964282 0.015287905821880979 0.018036840059142325 0 0.0073822381793297951 0.02032769760628449 0.0057173856201225837 0.00015051042789568969 0.0027667179695056621 -0.0064147552064507847 0.0087140783060948822 0 0 0.0041623574770007698 -0.015908300042609496 0.021554359191245688 -0.0074098966726901987 0.0011894673828454 0.010717870154356643 -0.0078416627095988737 0.013521725220251538 -0.019229766688148832 -0.00064860646330515631 0.010571562822864009 0.001763215477874474 -0.0050774601528452709 -0.00084430617739896701 -0.0080144949034628172 -0.0057796344184428928 -0.0065547946978226765 -0.0043310256880753923 -0.0026076167403898992 0.022029353605722505 0 0 0 0
leaf_weight=13.791154798003845 187.25174970633816 3.8502096901647747 2.7728703913744521 39.832549156039022 43.811194613692351 105.53007620311109 583.39483196748188 2140.1344736948959 294.63685237930622 288.1451576751424 35.338967413641512 843.86525386956055 310.74376827978995 147.47066909424029 118.93416990246624 241.07371273741592 5.389916070504114 20.104191084392369 242.01780784223229 323.62594733957667 73.995631716912612 13026.741414813237 488.53494431055151 166.15712591842748 225.36244406178594 1516.9446602771059 97.792286861687899 1360.4604418325471 440.49033312592655 91.905140579910949 4.0662403481546816 52.188439087476581 0.85308234207332034 17.318526619113982 1.4080684008076785 0.3510606070049106
leaf_count=881872 22021 379 381 4781 4685 11649 58106 173676 33422 36922 3795 105583 46247 16562 7961 18256 587 1235 17758 24447 7273 1177517 34827 13033 17024 170326 9506 157119 36920 9543 370 5593 98 1768 173 38
internal_value=0 -5.3301e-05 0.00920806 -8.10497e-05 0.000330731 0.00270874 0.00193158 0.00350933 -0.000299174 0.00248736 0.00472677 0.00234595 -0.00190915 -0.00920795 0.0175989 -0.00186971 -0.000700275 -0.00979992 -0.000590387 0.00403826 -0.016804 -0.000818027 -0.00130108 0.000854512 0.00522627 -0.00229881 0.00636796 -0.00332785 -0.00384447 0.00133361 0.00423259 0.0117909 0.0207649 0.0034099 0.0116856 0.0168147
internal_weight=0 23542.5 8.38221 23534.1 7667.3 3184.3 3008.41 2183.95 15866.8 1876.24 1286.28 1132.01 589.952 187.303 154.273 824.469 13990.6 103.556 13887 565.644 79.3855 13321.4 4482.99 1320.54 713.897 3162.45 285.044 2877.41 606.647 402.649 24.1704 175.89 53.0415 122.849 5.60934 4.20127
internal_count=3111453 2229581 971 2228610 734607 273831 254723 178361 1494003 231394 154261 142505 77133 21343 11756 76362 1262609 9465 1253144 42205 7860 1210939 460776 101804 51851 358972 31527 327445 49953 55790 1605 19108 5691 13417 590 417
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=2 316 792 2651250 2956 9 2188290 160 8192 2 64 4137 2 13369345 9264 1 4 2109506 16464 6 224
is_linear=0
shrinkage=0.1


Tree=98
num_leaves=37
num_cat=23
split_feature=0 2 3 4 1 3 7 6 6 1 3 3 3 1 2 2 1 3 2 2 2 1 6 1 3 3 1 6 2 6 2 7 4 2 4 2
split_gain=2.49133 0.299596 0.300633 0.204945 0.8011 3.45059 2.3253 1.39095 0.925944 4.07346 9.12177 2.80931 1.13433 2.64074 2.44705 0.553524 0.378928 1.39365 1.40263 1.3428 0.990129 5.06279 3.49454 2.20146 4.51145 1.54205 1.33091 0.663411 0.599719 0.475497 0.356656 0.252924 0.224557 0.169795 0.130997 0.0276471
threshold=0 27.500000000000004 1 1.0000000180025095e-35 2 3 4 5 6 7 8 9 10 11 3.5000000000000004 7.5000000000000009 12 13 2.5000000000000004 7.5000000000000009 2.5000000000000004 14 15 16 17 18 19 20 5.5000000000000009 21 1.5000000000000002 22 18.500000000000004 37.000000000000007 2.5000000000000004 10.500000000000002
decision_type=1 2 1 2 9 1 1 1 1 9 1 1 1 9 2 2 9 1 2 2 2 9 1 9 1 1 9 1 2 1 2 1 2 2 2 2
left_child=1 3 33 16 5 15 7 -7 12 10 -10 -11 14 -14 -6 32 17 28 27 -20 21 25 -23 24 -22 -18 -25 -19 31 -30 -8 -1 -5 34 -3 -17
right_child=-2 2 -4 4 8 6 30 -9 9 11 -12 -13 13 -15 -16 35 20 18 19 -21 23 22 -24 26 -26 -27 -28 -29 29 -31 -32 -33 -34 -35 -36 -37
leaf_value=0.00047586936997489287 -0.024059332113427367 0.017640436110773969 0 -0.010717676739094755 -0.0047300796166960622 0.0097919255024869895 0 0.000734489897982162 0.020129976577839197 0.0022644859542154919 -0.0064919088897245989 -0.010059317663259725 0.0037959792383131076 -0.00053943105453608381 0.0012795977878040593 0.0027054328459773843 0 0.0099876602032548181 -0.0079087748166431059 0.0037588763864742588 -0.0088524844643139405 0.0050381143321167722 -0.0068426646701918968 0.0062545321678359293 0.0023307820348083285 0.0061543063690822318 0.00089842312894321892 -0.00037765389644077153 0 0.0093442245104891682 0.015046919498661335 -0.005274167243466011 0 0 0 0
leaf_weight=705.57873980037402 13.454943515145713 3.9628087752498686 2.8301735136192274 206.83617059118114 1227.8471385899466 174.25906546437182 4.8204409070312968 1416.4507151288562 178.201916357968 194.01121331960894 259.84334782045335 629.23052497534081 2118.0527384406887 3752.3747493539704 1330.9070095731877 7.7724711794871819 893.82161075016484 28.549632103182375 684.62823569547618 59.101402088534087 637.89617991901468 234.65158200927544 1592.2695561150322 516.62671543797478 683.02858789986931 640.51837989757769 4772.8592452185694 250.01443197132176 18.357669889228418 93.159648818895221 162.60963486996479 54.936692588962615 2.8813674575649193 1.4251945400610564 0.3510606070049106 3.5882555556017905
leaf_count=59721 881838 382 382 11856 139972 14776 575 118346 14899 18693 27457 55059 183650 331927 99151 518 56835 2033 64871 7181 43475 25873 188761 51450 65177 41693 560716 15509 2356 10608 10586 4396 65 174 38 314
internal_value=0 -6.09763e-05 0.00867333 -8.79242e-05 0.000192543 0.00201615 0.00365902 0.00213965 -0.000156041 -0.00265602 0.00448879 -0.00683712 0.000193395 0.000989133 -0.00150391 -0.00845874 -0.00038876 -0.00168202 -0.00418132 -0.00648406 -0.000106986 -0.00152176 -0.00508074 0.000570685 -0.00295082 0.00255641 0.00152086 0.000891631 0.000973882 0.00696836 0.0142414 0 -0.0102039 0.011365 0.0164264 0
internal_weight=0 23544.3 8.56924 23535.7 11669.7 1979.22 1758.14 1590.71 9690.47 1261.29 438.045 823.242 8429.18 5870.43 2558.75 221.078 11866 1894.33 1022.29 743.73 9971.67 3361.26 1826.92 6610.41 1320.92 1534.34 5289.49 278.564 872.033 111.517 167.43 760.515 209.718 5.73906 4.31387 11.3607
internal_count=3111313 2229475 976 2228499 1027844 157036 144283 133122 870808 116108 42356 73752 754700 515577 239123 12753 1200655 166675 89594 72052 1033980 313162 214634 720818 108652 98528 612166 17542 77081 12964 11161 64117 11921 594 420 832
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 316 14778517 4 1 12 3 6408 564 320 81 287776 6914197 30 291848 12 17416 22 267 8390658 12 2 1
is_linear=0
shrinkage=0.1


Tree=99
num_leaves=28
num_cat=14
split_feature=0 2 1 2 2 3 1 3 4 2 1 3 2 4 4 4 1 3 6 2 3 1 3 4 4 4 3
split_gain=2.36969 0.293603 2.10252 1.03375 0.685962 0.653977 0.433935 1.31237 0.665181 0.366364 1.6994 1.20773 0.625175 0.621831 0.30908 0.225394 2.14541 1.95506 1.28658 0.38233 5.34412 0.543735 0.185047 0.0468314 0.0184269 0.0447852 0.00828081
threshold=0 16.500000000000004 1 34.500000000000007 31.500000000000004 2 3 4 30.500000000000004 13.500000000000002 5 6 15.500000000000002 4.5000000000000009 2.5000000000000004 4.5000000000000009 7 8 9 11.500000000000002 10 11 12 53.500000000000007 5.5000000000000009 1.0000000180025095e-35 13
decision_type=1 2 9 2 2 1 9 1 2 2 9 1 2 2 2 2 9 1 1 2 1 9 1 2 2 2 1
left_child=-1 6 3 5 -4 -3 7 8 24 15 11 13 22 -11 -13 19 17 -17 -18 21 -21 -8 -12 -10 25 -2 -14
right_child=1 2 4 -5 -6 -7 9 -9 23 10 12 14 26 -15 -16 16 18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28
leaf_value=-0.023501186449232905 -0.0011500670288129963 0.022931356814236723 -0.016853218079118073 0 0 0 0.001416519480584558 -0.015461154138795783 0.015615614957565091 0.019225672802190077 0 -0.0093585032658806879 0.0013977121582020831 0 0 -0.00078616845240696677 0.0014219238311363018 0.014475459262919661 -0.0045872595486977719 0.018516001320978338 -0.011833769971342223 -0.00030574845130228141 -0.021660717207442108 0 -0.0022689695696139242 0.0032607477746616821 0
leaf_weight=13.137891426202259 5.385017835767945 32.087833776371554 15.394822619855404 2.769962541293352 0.60976359294727522 25.657980449963361 1950.6363535783603 33.153023030841723 1.9958442822098725 23.270606781588871 2.7588139181025326 23.706443724222485 2.3874505476560444 4.2557984543964258 7.9495058208703986 84.80031195259653 1133.7327731435653 169.05315099167638 461.87953519891016 84.581600771751255 62.251502069877461 19359.775288367586 26.047861689934511 0.14086668007075775 5.7926508595701298 7.7193270461866632 6.9182154731824976
leaf_count=882026 939 3300 1281 356 55 2913 275698 4551 260 1453 345 2040 302 149 481 6308 60304 13491 28057 7088 5694 1813805 3098 8 479 1171 807
internal_value=0 -2.10236e-05 0.00518983 0.0137261 -0.00940755 0.0189072 -5.74006e-05 -0.00684249 0.00305665 -1.72225e-05 -0.00536986 0.00267172 -0.0159839 0.0130369 -0.00440087 0 0.00106133 0.00894332 -0.000203773 -7.98122e-05 0.00450556 -0.000131754 -0.0222597 0.0151065 0 0 0
internal_weight=0 23534.7 76.5204 60.5158 16.0046 57.7458 23458.2 54.1867 21.0337 23404 97.2947 59.1824 38.1123 27.5264 31.6559 23306.7 1849.47 253.853 1595.61 21457.2 146.833 21310.4 28.8067 2.13671 18.897 13.1043 9.30567
internal_count=3116459 2234433 7905 6569 1336 6213 2226528 7408 2857 2219120 8675 4123 4552 1602 2521 2210445 108160 19799 88361 2102285 12782 2089503 3443 268 2589 2110 1109
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=2 6292915 346 524289 75 287968 310 4477076 134 9 358 10552834 514 392
is_linear=0
shrinkage=0.1


Tree=100
num_leaves=29
num_cat=14
split_feature=0 2 3 4 1 3 3 4 4 4 4 1 4 5 3 6 4 1 6 1 2 2 4 2 4 3 4 3
split_gain=2.25619 0.271763 0.29943 0.186304 1.18663 2.89263 2.59944 0.551019 0.803376 0.505896 0.24116 2.39184 1.71714 1.71 0.702202 0.701921 0.255854 1.86483 0.64438 0.245643 2.07228 0.388085 0.2153 0.165213 0.129586 0.093754 0.0768652 0.0703362
threshold=0 27.500000000000004 1 18.500000000000004 2 3 4 82.500000000000014 27.500000000000004 70.500000000000014 13.500000000000002 5 14.500000000000002 6 7 8 12.500000000000002 9 10 11 3.5000000000000004 4.5000000000000009 89.500000000000014 37.000000000000007 2.5000000000000004 12 38.500000000000007 13
decision_type=1 2 1 2 9 1 1 2 2 2 2 9 2 1 1 1 2 9 1 9 2 2 2 2 2 1 2 1
left_child=-1 3 23 10 6 9 26 8 -7 -6 16 14 25 -14 -12 -16 19 18 -18 20 -2 -21 -11 24 -3 -13 -5 -9
right_child=1 2 -4 4 5 7 -8 27 -10 22 11 12 13 -15 15 -17 17 -19 -20 21 -22 -23 -24 -25 -26 -27 -28 -29
leaf_value=-0.022967613071862233 -0.0014102447911219212 0.017352267809611719 0 0.015019544327791349 0.023387206986518604 0 -0.015538199833329797 0 -0.016512990322695362 -0.0033967736387171977 0 0 0.027606968444248359 0 0 -0.021994198996489359 0.020780447881762847 -0.0070140544446745823 0 0.00013473752967969787 0.010273944329912146 -0.00077150743178310303 0.005866396698862031 0 0 -0.0067995508063681629 0 0.0038614279414082723
leaf_weight=12.839094101443152 429.79332706460264 4.0442403205670416 2.8513596567790938 9.616463545477016 57.000932209193707 26.342796687211376 50.85437603504397 4.2892174173612148 26.453099094913341 6.9922942838165936 8.3444030066020787 2.9311874457634985 18.686133529059589 20.214068860979751 4.5806707190349698 48.551630091620609 24.668837707024068 16.263547128299251 4.9080030864570316 16038.151239755414 178.96457978896797 6490.0022541641374 20.158240863820538 1.4223973751068113 0.35372550832107652 13.231167932273822 5.7103860061615697 10.760187936946748
leaf_count=882463 63180 381 384 385 2324 1199 3907 160 1351 269 246 163 752 1541 190 2540 1171 1009 199 1551427 24718 574045 716 174 38 842 316 602
internal_value=0 0 0.00837844 -1.11876e-05 0.00269381 0.00766566 -0.00473942 -0.0040013 -0.0094282 0.0177469 -5.28084e-05 -0.00410719 0.00640482 0.01704 -0.0148874 -0.0185281 -1.42215e-05 0.0057576 0.0162596 -4.60475e-05 0.00184733 -0.000113667 0 0.0111622 0.0161348 -0.00574491 0.0109978 0.0010898
internal_weight=0 23526.1 8.67172 23517.5 218.178 151.997 66.1812 67.8453 52.7959 84.1515 23299.3 116.539 55.0626 38.9002 61.4767 53.1323 23182.8 45.8404 29.5768 23136.9 608.758 22528.2 27.1505 5.82036 4.39797 16.1624 15.3268 15.0494
internal_count=3116692 2234229 977 2233252 11229 6621 4608 3312 2550 3309 2222023 6274 3298 2293 2976 2730 2215749 2379 1370 2213370 87898 2125472 985 593 419 1005 701 762
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=2 316 331658 104 20 10501417 2 10 4 263036 3 8455168 272 16
is_linear=0
shrinkage=0.1


Tree=101
num_leaves=34
num_cat=16
split_feature=0 2 3 4 1 3 4 1 3 5 4 4 4 4 4 1 4 5 3 6 2 3 4 4 1 3 4 2 4 3 4 4 6
split_gain=2.13668 0.269551 0.285524 0.194162 1.10959 0.816193 0.966078 1.37295 0.739927 0.64864 1.10632 0.94372 0.569651 0.392483 0.230274 2.14137 1.59456 1.60276 0.695755 0.907047 0.236853 3.98755 2.53254 1.57188 0.600634 0.566724 0.339523 0.164054 0.127759 0.0882303 0.0134896 0.177817 0.00162454
threshold=0 27.500000000000004 1 18.500000000000004 2 3 26.500000000000004 4 5 6 36.500000000000007 51.500000000000007 73.500000000000014 92.500000000000014 13.500000000000002 7 14.500000000000002 8 9 10 13.500000000000002 11 2.5000000000000004 2.5000000000000004 12 13 9.5000000000000018 37.000000000000007 2.5000000000000004 14 20.500000000000004 59.500000000000007 15
decision_type=1 2 1 2 9 1 2 9 1 1 2 2 2 2 2 9 2 1 1 1 2 1 2 2 9 1 2 2 2 1 2 2 1
left_child=1 3 27 14 8 6 7 -6 13 10 -7 -11 -8 -5 20 18 29 -18 32 -20 24 22 -22 -23 25 -1 -26 28 -3 -17 -10 -32 -16
right_child=-2 2 -4 4 5 9 12 -9 30 11 -12 -13 -14 -15 15 16 17 -19 19 -21 21 23 -24 -25 26 -27 -28 -29 -30 -31 31 -33 -34
leaf_value=0 -0.022431982189183505 0.017130558004895127 0 0.025960716091790799 0.019283012673312273 0.012076835150185532 -0.0083071906788627411 -0.0029086441322655658 0 -0.019044317265565477 -0.0088627053720989352 0 0.0043958932855704758 0 0 0 0.026305201982682738 0 0 -0.022846640318200811 0.025990395123297389 -0.018426697715705452 -0.0050622720105457757 0 0 -0.012717191714064748 0.0034593957821545044 0 0 -0.0067253963990783483 -0.0070435028276483432 0 0.00056330158576927618
leaf_weight=12.490803969441911 12.543278101424219 4.1072716892231256 2.7956048271153104 16.326762884622443 29.025669228751212 19.108240064466372 37.027102430118248 6.1943313907831898 1.9528595942538256 30.895204024622217 19.661749806720763 20.043988310266286 25.515510390279815 0.68501740600913663 3.5535235265269876 2.9733899352140725 19.151213634293526 20.269801222952083 4.0961349054705352 42.012050189077854 32.373677500756457 99.757847441593185 8.7318946123123151 27.624528405256569 22709.14732521362 36.588837331664763 257.16700535896234 1.4276499720290301 0.35372550832107652 13.194096853025259 8.5614074000040983 2.9767914428375652 11.197481567505745
leaf_count=1576 882161 381 381 1054 971 608 1564 439 149 2293 732 1173 994 69 181 167 782 1540 159 2059 3239 10671 510 1924 2179990 5247 12957 174 38 844 806 280 526
internal_value=0 0 0.00833949 -1.47725e-05 0.00274687 0 0.0042384 0.0137482 0.0135618 -0.00662159 0 -0.0125009 -0.000137954 0.0198701 -5.69655e-05 -0.00402294 0.00577578 0.0160949 -0.0142897 -0.0186091 -1.89487e-05 -0.00346047 0.0138714 -0.0126173 0 -0.00818303 4.24201e-05 0.0109932 0.0159176 -0.00574492 0 -0.00180208 0
internal_weight=0 23527 8.68425 23518.3 217.975 187.472 97.7626 35.22 30.5028 89.7092 38.77 50.9392 62.5426 17.0118 23300.3 116.448 55.5885 39.421 60.8592 46.1082 23183.9 168.488 41.1056 127.382 23015.4 49.0796 22966.3 5.88865 4.461 16.1675 13.4911 11.5382 14.751
internal_count=3116639 2234478 974 2233504 11132 8774 3968 1410 2358 4806 1340 3466 2558 1123 2222372 6258 3333 2322 2925 2218 2216114 16344 3749 12595 2199770 6823 2192947 593 419 1011 1235 1086 707
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=1 316 11034645 308 3296 76 2 10501417 2 138 4 274 4718593 266 272 6
is_linear=0
shrinkage=0.1


Tree=102
num_leaves=35
num_cat=15
split_feature=0 2 3 4 3 1 4 1 4 4 4 6 2 4 1 4 5 6 3 2 3 4 4 1 3 4 2 2 4 4 3 2 1 4
split_gain=2.02436 0.272767 0.275949 0.178076 1.0482 1.81848 0.947707 0.902782 0.683848 0.465722 0.325857 0.317043 0.229143 0.188038 1.9261 1.39795 0.984489 0.444843 0.508413 0.189213 3.53461 2.34804 1.47492 0.410256 0.560082 0.284569 0.155984 0.151254 0.164866 0.126288 0.0647866 0.00891891 0.000642494 7.68693e-05
threshold=0 27.500000000000004 1 18.500000000000004 2 3 59.500000000000007 4 39.500000000000007 55.500000000000007 88.500000000000014 5 4.5000000000000009 13.500000000000002 6 14.500000000000002 7 8 9 13.500000000000002 10 2.5000000000000004 2.5000000000000004 11 12 12.500000000000002 37.000000000000007 3.5000000000000004 137.50000000000003 2.5000000000000004 13 3.5000000000000004 14 109.50000000000001
decision_type=1 2 1 2 1 9 2 9 2 2 2 1 2 2 9 2 1 1 1 2 1 2 2 9 1 2 2 2 2 2 1 2 9 2
left_child=1 3 26 13 5 8 7 32 11 12 -11 -5 -7 19 17 30 -17 31 -19 23 21 -21 -22 24 -1 -25 29 33 -29 -3 -16 -15 -6 -8
right_child=-2 2 -4 4 6 9 27 -9 -10 10 -12 -13 -14 14 15 16 -18 18 -20 20 22 -23 -24 25 -26 -27 -28 28 -30 -31 -32 -33 -34 -35
leaf_value=0 -0.021920465642824127 0.016951772577114447 0 0.0081560834353538465 0 0.019687059003865963 -0.00014824998027251348 -0.018773870637116028 -0.013573346715868535 -0.0045115475859861419 0.0064423767686578497 -0.001616861787052397 0 0.0016598378600129499 0 0.022190649127323863 0 0 -0.019933168835790605 0.02461579241823586 -0.017591896557321351 -0.0049537753003718651 0 0 -0.011623339141711507 0.0061480899910876467 0 0.0094635260110569105 0 0 -0.0061216239105980046 0 0.00038908462244951602 0
leaf_weight=12.143805547500959 12.264568570830304 4.1579803200438619 2.7513383638579381 5.0596197608392686 2.1408235489507206 60.545936825219542 4.9754884792491811 21.071340637281541 17.003916810732335 15.460118939168749 26.217675702879205 26.171739109558988 24.810093987733126 2.3728322878014296 3.1221998250111938 21.408380953595042 21.144455255009234 7.272129868157208 44.172005060361698 33.0444574682042 98.491692599607632 8.6900194881018233 27.57009301148355 22925.761133938882 35.646377064941589 45.53796860948205 1.4080684008076785 6.3829844926949582 0.97405957244336594 0.35372550832107652 13.824456988135355 2.623470792779699 3.767465002136305 3.6685896692797542
leaf_count=1555 882127 380 378 183 229 2698 358 1677 1120 589 929 1823 610 122 157 808 1412 526 2325 3269 10601 510 1921 2190735 5183 2295 173 320 77 38 823 91 338 281
internal_value=0 -4.0509e-07 0.00837226 -2.68908e-05 0.00260965 0.00661887 -0.00574823 -0.0148098 -0.00427812 0.0125862 0 0 0.0168629 -6.77652e-05 -0.00366805 0.0050844 0.0146021 -0.0139071 -0.0166199 -3.21248e-05 -0.00311243 0.0129716 -0.0118983 0 -0.00682806 2.03911e-05 0.0109144 0.00145359 0.00656434 0.0157424 -0.0054004 0 5.85023e-05 0
internal_weight=0 23529.7 8.67111 23521.1 218.25 175.269 42.9808 26.9796 48.2353 127.034 41.6778 31.2314 85.356 23302.8 115.94 59.4995 42.5528 56.4404 51.4441 23186.9 167.796 41.7345 126.062 23019.1 47.7902 22971.3 5.91977 16.0011 7.35704 4.51171 16.9467 4.9963 5.90829 8.64408
internal_count=3116661 2234534 969 2233565 11232 7952 3280 2244 3126 4826 1518 2006 3308 2222333 6264 3200 2220 3064 2851 2216069 16301 3779 12522 2199768 6738 2193030 591 1036 397 418 980 213 567 639
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=1 316 124 335242 8915072 12 11017513 2 4 130 274 4718593 266 272 524288
is_linear=0
shrinkage=0.1


Tree=103
num_leaves=29
num_cat=16
split_feature=0 2 1 2 2 3 2 4 3 1 4 1 2 4 2 6 5 4 1 2 6 6 2 1 1 1 3 1
split_gain=1.92776 0.284529 1.95532 1.00484 0.657132 0.436916 0.214175 0.448245 0.232737 0.497957 0.195444 0.47184 5.75159 5.60536 3.161 1.64982 5.7959 2.17164 0.39061 1.15623 2.33531 1.79654 0.799112 4.01382 1.81177 0.177782 0.187226 0.0665679
threshold=0 16.500000000000004 1 34.500000000000007 31.500000000000004 2 14.500000000000002 1.0000000180025095e-35 3 4 1.0000000180025095e-35 5 3.5000000000000004 2.5000000000000004 7.5000000000000009 6 7 1.5000000000000002 8 2.5000000000000004 9 10 2.5000000000000004 11 12 13 14 15
decision_type=1 2 9 2 2 1 2 2 1 9 2 9 2 2 2 1 1 2 9 2 1 1 2 9 9 9 1 9
left_child=-1 6 3 5 -4 -3 10 8 27 -10 18 12 13 -12 -14 17 -17 -13 19 21 -21 -2 23 -20 -24 -9 -27 -8
right_child=1 2 4 -5 -6 -7 7 25 9 -11 11 15 14 -15 -16 16 -18 -19 22 20 -22 -23 24 -25 -26 26 -28 -29
leaf_value=-0.021432430684857975 0.0059652839243165799 0.021732162430015432 -0.016282286130960395 0 0 0 0 0 0 0.011767018459954631 0.0091224624866917056 -0.0014090828684946897 -0.0046347021683794867 -0.0018478554134879175 0.0074786081238773011 -0.011957337415829623 0.0023411496521953297 0.0020899282788514242 -0.008904281632631449 0.0041241101270450163 -0.0052679538192923992 -0.0061678468891575473 -0.0025357550169691555 0.0001751121086336 0.0014908429992713688 0 -0.013892434979137766 -0.004882605469772509
leaf_weight=12.002036491940089 362.51115879244662 32.782121223397553 15.097887647571039 2.7678801054134956 0.60939074447378594 25.289083976298571 1.0000638719648121 6.8069769623689353 2.8922879800666124 13.563294165302073 1207.2186768550309 3227.98023671587 1470.3918965192279 669.2747452390613 207.76408431632444 459.14051293686498 594.83144847897347 3760.6875835268293 534.58737029699842 277.44635328097502 1110.8468558319728 119.68211008422077 1342.5853254081449 2818.1047877849742 5229.6767408661544 3.8558155135251582 21.165118207922212 5.1686999925877899
leaf_count=882376 25267 3305 1276 355 54 2913 103 294 291 1630 117014 336743 115695 58147 15974 37927 59134 284842 71861 28291 102671 8063 111283 241310 606906 436 1886 576
internal_value=0 0 0.00516496 0.0133521 -0.00890557 0.0184578 -1.12513e-05 -0.00503941 0 0.00595985 0 0.000297929 0.00125703 0.0050849 -0.00285438 -9.33474e-05 -0.00373501 0.000431305 -0.000279284 -0.00158977 -0.00313999 0.00217925 0 -0.00127585 0.000613481 -0.0103531 -0.0113695 -0.00264126
internal_weight=0 23523.7 76.5464 60.8391 15.7073 58.0712 23447.2 54.4523 22.6243 16.4556 23392.7 11597.3 3554.65 1876.49 1678.16 8042.64 1053.97 6988.67 11795.4 1870.49 1388.29 482.193 9924.95 3352.69 6572.26 31.8279 25.0209 6.16876
internal_count=3116623 2234247 7903 6573 1330 6218 2226344 5216 2600 1921 2221128 1025476 306830 175161 131669 718646 97061 621585 1195652 164292 130962 33330 1031360 313171 718189 2616 2322 679
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=2 6292915 346 131 202 14782100 3 2 6914197 10 5 8390690 279560 192 128 81
is_linear=0
shrinkage=0.1


Tree=104
num_leaves=29
num_cat=14
split_feature=0 2 1 2 3 2 3 2 1 3 4 2 4 4 4 3 1 1 4 1 6 3 4 2 3 2 3 4
split_gain=1.82349 0.229634 1.87192 1.09995 1.03561 0.886213 0.427557 0.199241 1.61812 1.0125 0.818524 0.574157 0.196399 0.52445 0.377162 1.49203 0.502405 0.291074 0.233406 0.186938 0.155553 0.152642 0.0363097 0.0193002 0.0111579 0.0110486 0.00676953 0.000134292
threshold=0 16.500000000000004 1 28.500000000000004 2 34.500000000000007 3 13.500000000000002 4 5 3.5000000000000004 15.500000000000002 123.50000000000001 93.500000000000014 18.500000000000004 6 7 8 142.50000000000003 9 10 11 10.500000000000002 6.5000000000000009 12 20.500000000000004 13 10.500000000000002
decision_type=1 2 9 2 1 2 1 2 9 1 2 2 2 2 2 1 9 9 2 9 1 1 2 2 1 2 1 2
left_child=-1 7 4 6 25 -6 -4 12 9 20 19 21 13 14 16 -16 -2 -14 23 -11 22 -10 -9 -19 -13 -3 -5 -12
right_child=1 2 3 26 5 -7 -8 8 11 10 27 24 17 -15 15 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29
leaf_value=-0.020942584083078676 -0.0081136771474306247 0 0 0 0.026087696460372775 0 -0.017151484170013009 -0.0093241251420675113 0 0 -0.00019091564406601994 0.0016200462943339836 0 -0.010121987445947495 0.0090408198583569622 -0.0069022916497625403 -6.8439726782256871e-06 0.014744782698977263 0 0.017948826917266108 0 -0.020362181718119016 0 0 -0.00011037243980059347 -0.0017873641607764161 0.0037689848764970654 0
leaf_weight=11.741790275205858 37.070044265245087 7.0394145539030415 4.1445187185890973 1.241595616796985 34.679206263506785 1.5954300186131138 22.413464955519892 17.138769236393276 2.8674509862903506 8.4560150085017085 6.8439938609953961 2.2955851617734879 2.1093432509806007 21.407303178217262 145.84985165856779 32.426075110852253 23099.109375928761 8.876006655860694 4.5410919038113198 26.651577796787024 2.5161906855646547 24.991852377541367 0.80658737709745665 1.8538807230070222 6.9830668165814114 4.5845445194281638 1.4212112876120948 1.0495467558503149
leaf_count=881944 5358 906 310 119 3425 203 2185 1562 350 420 309 298 171 936 6748 2573 2199037 312 358 2373 235 3039 35 63 801 640 134 39
internal_value=0 -6.07359e-06 0.00459322 -0.00667597 0.014268 0.0200123 -0.0157808 -3.98198e-05 -0.00394158 0.00323459 0.0109995 -0.014901 -5.1468e-06 -3.09725e-05 0 0.00422674 -4.67787e-05 0.00640247 0.00937031 0.0173519 -0.00460313 -0.0209606 -0.00730309 0.0142399 0 0 0.00399272 0
internal_weight=0 23531 77.1194 29.2208 47.8986 36.2746 26.558 23453.8 100.601 63.4627 43.0011 37.138 23353.2 23335.9 23314.5 178.276 23136.2 17.3803 15.271 35.1076 20.4615 27.8593 17.9454 10.7299 9.27865 11.624 2.66281 7.89354
internal_count=3114883 2232939 7922 2748 5174 3628 2495 2225017 9461 4973 3141 4488 2215556 2214652 2213716 9321 2204395 904 733 2793 1832 3389 1597 375 1099 1546 253 348
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=2 6292659 645 16 287969 73 124 524289 3072 64 3 514 392 210
is_linear=0
shrinkage=0.1


Tree=105
num_leaves=19
num_cat=7
split_feature=0 2 3 4 4 1 4 4 1 3 3 2 2 4 4 1 4 2
split_gain=1.74028 0.236208 0.269929 0.152393 0.506474 0.274892 0.242583 0.188101 1.54509 2.11284 1.7205 0.148843 0.138461 0.123709 0.115215 1.95605 0.15433 0.0423963
threshold=0 27.500000000000004 1 123.50000000000001 93.500000000000014 2 142.50000000000003 18.500000000000004 3 4 5 37.000000000000007 1.5000000000000002 2.5000000000000004 13.500000000000002 6 12.500000000000002 6.5000000000000009
decision_type=1 2 1 2 2 9 2 2 9 1 1 2 2 2 2 9 2 2
left_child=1 3 11 4 7 -5 12 14 9 -9 -10 13 -7 -3 16 -16 -1 -14
right_child=-2 2 -4 5 -6 6 -8 8 10 -11 -12 -13 17 -15 15 -17 -18 -19
leaf_value=-2.4825338772050689e-05 -0.020483964828350749 0.016361126391317867 0 0 -0.0099459391302090614 0 0 0.022029248057079676 0.0058784607947685412 -0.0038218729255285106 -0.011712508968148971 0 0.015636173428052159 0 -0.010704172894021778 0.0095528797617452973 0.0044642398120170144 0
leaf_weight=23131.999583450564 11.501038970891384 4.3280558881815523 2.7764387282077205 2.1433576622512192 21.318515185033903 0.44654935435392218 4.6383176466915748 40.251517189783044 61.717313332250342 14.808895619818939 64.876583087723702 1.4087066850624976 8.572230085032059 0.36051708878949273 86.949665793916211 27.771543774171732 46.721885178703815 1.9130973620340217
leaf_count=2211891 882143 381 375 174 942 36 364 3152 2020 1281 3024 173 277 38 3684 2496 2382 66
internal_value=0 1.92032e-06 0.00779521 0 -2.23751e-05 0.00562959 0.00875665 0 0.00296701 0.013238 -0.00198343 0.0104785 0.0136459 0.0151407 -2.76107e-05 -0.00284324 0 0.0149153
internal_weight=0 23523 8.87372 23514.1 23496.4 17.7136 15.5702 23475.1 181.654 55.0604 126.594 6.09728 10.9319 4.68857 23293.4 114.721 23178.7 10.4853
internal_count=3114899 2232756 967 2231789 2230872 917 743 2229930 9477 4433 5044 592 379 419 2220453 6180 2214273 343
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=1 316 3072 8944661 220 56 10500457
is_linear=0
shrinkage=0.1


Tree=106
num_leaves=19
num_cat=7
split_feature=0 2 3 2 4 4 1 4 4 1 3 3 4 3 2 2 4 2
split_gain=1.66352 0.199335 0.27856 0.156109 0.133501 0.483551 0.268331 0.239527 0.213666 2.9316 3.71001 2.78833 0.403906 0.279417 0.135252 0.128967 0.121526 0.0405773
threshold=0 27.500000000000004 1 37.000000000000007 123.50000000000001 93.500000000000014 2 142.50000000000003 14.500000000000002 3 4 5 13.500000000000002 6 1.5000000000000002 13.500000000000002 2.5000000000000004 6.5000000000000009
decision_type=1 2 1 2 2 2 9 2 2 9 1 1 2 1 2 2 2 2
left_child=1 4 3 16 5 8 -6 14 12 10 -10 -11 15 -14 -8 -1 -3 -16
right_child=-2 2 -4 -5 6 -7 7 -9 9 11 -12 -13 13 -15 17 -17 -18 -19
leaf_value=4.8445955772245461e-05 -0.020052116772354592 0.016098884675664633 0 0 0 -0.0097025144613905774 0 0 0.010049433752926518 -0.0044695522149054692 -0.014829320176050022 0.021755981085164522 -0.010266161812097231 0 0.015304613992567453 -0.002511615414661023 0 0
leaf_weight=23003.611028610001 11.276867128883167 4.4040108618792146 2.8775294285733235 1.4458241122774778 2.1642117106821388 21.196331561775878 0.44654935435392218 4.6579127127770326 54.505891081644222 25.231353536015376 104.49194028764032 78.513027600711212 24.79264711169526 8.1412402607966197 8.6728820232674462 166.58199288183823 0.36051708878949273 1.9130973620340217
leaf_count=2197310 882849 383 384 175 175 947 36 365 1767 2023 4707 5371 1339 527 276 16201 38 66
internal_value=0 4.03521e-05 0.00719928 0.010204 1.56638e-05 0 0.00529319 0.00850049 2.60503e-05 0.00271169 -0.00448742 0.0138218 0 -0.00800677 0.0133383 1.38855e-05 0.0148839 0.0146011
internal_weight=0 23514 9.08788 6.21035 23504.9 23487.1 17.8547 15.6904 23465.9 262.742 158.998 103.744 23203.1 32.9339 11.0325 23170.2 4.76453 10.586
internal_count=3114939 2232090 980 596 2231110 2230192 918 743 2229245 13868 6474 7394 2215377 1866 378 2213511 421 342
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=1 316 3072 2163050 40 288 236
is_linear=0
shrinkage=0.1


Tree=107
num_leaves=29
num_cat=12
split_feature=0 2 1 2 2 3 1 3 4 2 1 3 2 4 4 4 1 2 2 1 2 2 3 4 3 4 4 3
split_gain=1.56752 0.207805 1.67953 0.932927 0.628458 0.226395 0.198032 1.08812 0.546051 0.156902 1.45932 0.89997 0.635668 0.538051 0.208332 0.164876 3.25512 4.41874 3.20696 0.345901 1.14376 0.954878 0.125818 0.0457132 0.011465 0.00546198 0.0435452 0.00161166
threshold=0 16.500000000000004 1 34.500000000000007 31.500000000000004 2 3 4 30.500000000000004 13.500000000000002 5 6 15.500000000000002 4.5000000000000009 2.5000000000000004 3.5000000000000004 7 1.5000000000000002 1.5000000000000002 8 5.5000000000000009 6.5000000000000009 9 53.500000000000007 10 5.5000000000000009 1.0000000180025095e-35 11
decision_type=1 2 9 2 2 1 9 1 2 2 9 1 2 2 2 2 9 2 2 9 2 2 1 2 1 2 2 1
left_child=-1 6 3 5 27 -3 7 8 25 15 11 13 22 -11 -13 19 18 -18 -17 20 -8 -21 -12 -10 -14 26 -2 -4
right_child=1 2 4 -5 -6 -7 9 -9 23 10 12 14 24 -15 -16 16 17 -19 -20 21 -22 -23 -24 -25 -26 -27 -28 -29
leaf_value=-0.0195912480473199 -0.0007095726159530749 0.019481710578402076 0 0 0 0 0 -0.0132050267979879 0.014488872006271816 0.017639746642113034 0 -0.007111063394654807 0.0016466321858894146 0 0 -0.016178861781074472 0.016571000076712191 -0.0024138376879146752 0.0089785024298697294 -3.1389243552631785e-05 -0.002993471814257128 0.0029423510846521036 -0.019675231628907476 0 0 -0.0012417934255114654 0.0033288484008555837 -0.014532273756238431
leaf_weight=11.040287725059898 5.2291379882954114 34.125577056780457 2.3643806660547853 2.8269271883182219 0.60828956635668952 24.982676004292443 6499.6414290567336 31.266292926215101 2.3086608741432424 23.966700593475256 2.9546417607925832 22.439671076601375 2.2845991086214781 4.1931708476040503 7.9480120565276584 20.001968672499061 98.721208633505739 1921.6715283284429 602.40298260585405 11439.870530215441 1582.4081390601932 1143.0089241119567 24.449312038021166 0.14925672952085722 6.693714613793416 5.4202628335915497 7.6956382122589275 12.444138071034098
leaf_count=881834 881 3324 156 357 54 2892 655519 4330 437 1454 353 2025 298 148 484 2861 11834 101182 48343 1127150 178251 84351 2980 15 785 466 1169 1123
internal_value=0 -1.1333e-05 0.00435443 0.0120973 -0.00840321 0.0170386 -4.40493e-05 -0.0046863 0.00344736 -1.29261e-05 -0.00354833 0.00334269 -0.0140439 0.0119525 -0.00263212 0 0.000744941 -0.0011056 0.00689768 -8.94329e-05 -0.000608489 0.000221136 -0.0203152 0.0139599 0 0 0 -0.0157103
internal_weight=0 23532.1 77.352 61.9352 15.4168 59.1083 23454.7 52.0692 20.803 23402.7 94.9298 58.5476 36.3823 28.1599 30.3877 23307.7 2642.8 2020.39 622.405 20664.9 8082.05 12582.9 27.404 2.45792 8.97831 18.345 12.9248 14.8085
internal_count=3115056 2233222 7906 6573 1333 6216 2225316 7298 2968 2218018 8527 4111 4416 1602 2509 2209491 164220 113016 51204 2045271 833770 1211501 3333 452 1083 2516 2050 1279
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12
cat_threshold=2 6292915 346 524289 75 287968 310 4547854 4547854 514 392 16
is_linear=0
shrinkage=0.1


Tree=108
num_leaves=16
num_cat=5
split_feature=0 2 3 2 4 4 1 4 4 4 1 3 4 2 2
split_gain=1.49032 0.196629 0.270326 0.146244 0.124071 0.422499 0.258409 0.23146 0.163058 0.11948 0.116617 2.43744 0.724044 0.0309969 0.139799
threshold=0 27.500000000000004 1 37.000000000000007 123.50000000000001 93.500000000000014 2 142.50000000000003 88.500000000000014 2.5000000000000004 3 4 36.500000000000007 6.5000000000000009 1.5000000000000002
decision_type=1 2 1 2 2 2 9 2 2 2 9 1 2 2 2
left_child=-1 4 3 9 5 8 -6 13 10 -3 11 -2 -12 14 -8
right_child=1 2 -4 -5 6 -7 7 -9 -10 -11 12 -13 -14 -15 -16
leaf_value=-0.019169736781535468 -0.0032501537537825021 0.015752214550239476 0 0 0 -0.0091970893952580939 0 0 0.0067620544635139529 0 -0.00011612478314949259 0.0021473267149959819 -0.0098923126416909993 0 0.014891412376141517
leaf_weight=10.826272046215308 1153.0128012252098 4.5046809557825327 2.859219965990631 1.4258972159586845 2.1687265862710774 20.929503907449543 0.4528121510520603 4.6645280772354445 4.5156456276308736 0.36312751378864039 19620.243690010178 2661.8376291068853 47.084354641847312 1.9111300208605815 8.8028283098246884
leaf_count=881848 130658 383 379 174 175 941 36 365 205 38 1894201 203555 2360 66 277
internal_value=0 -2.30371e-05 0.00701329 0.00999965 -4.7439e-05 -7.03204e-05 0.00495254 0.00820799 -3.77082e-05 0.0145355 -6.04015e-05 0.000421353 -0.000169705 0.0129434 0.0135493
internal_weight=0 23534.8 9.15293 6.29371 23525.6 23507.6 18 15.8313 23486.7 4.86781 23482.2 3814.85 19667.3 11.1668 9.25564
internal_count=3115661 2233813 974 595 2232839 2231920 919 744 2230979 421 2230774 334213 1896561 379 313
cat_boundaries=0 1 2 3 4 5
cat_threshold=2 316 3072 12651648 195
is_linear=0
shrinkage=0.1


Tree=109
num_leaves=34
num_cat=19
split_feature=0 2 3 1 2 4 3 2 4 6 4 3 2 2 2 1 3 5 3 1 5 1 6 4 5 1 1 4 3 2 4 3 2
split_gain=1.43191 0.170729 0.280783 0.14788 2.0282 1.09097 0.697496 0.848569 0.976671 0.495962 1.03229 0.715375 0.350244 0.328205 0.180871 6.67439 5.46254 5.39161 5.20772 2.68033 2.65721 1.68002 3.58702 4.7264 2.76553 25.2346 8.32106 2.35775 1.56499 0.145479 0.118087 0.000927928 0.0239444
threshold=0 27.500000000000004 1 2 4.5000000000000009 3.5000000000000004 3 2.5000000000000004 4.5000000000000009 4 2.5000000000000004 5 12.500000000000002 3.5000000000000004 4.5000000000000009 6 7 8 9 10 11 12 13 3.5000000000000004 14 15 16 2.5000000000000004 17 37.000000000000007 2.5000000000000004 18 12.500000000000002
decision_type=1 2 1 9 2 2 1 2 2 1 2 1 2 2 2 9 1 1 1 9 1 9 1 2 1 9 9 2 1 2 2 1 2
left_child=-1 3 29 4 6 12 7 8 -2 11 -11 -8 -6 -9 21 16 20 18 -17 -19 -16 24 27 -24 25 -5 -26 -23 -18 30 -3 -7 -33
right_child=1 2 -4 14 5 31 9 13 -10 10 -12 -13 -14 -15 15 17 28 19 -20 -21 -22 22 23 -25 26 -27 -28 -29 -30 -31 -32 32 -34
leaf_value=-0.0187808281787308 -0.015150709996420143 0.015585306493911889 0 -0.035958725411801701 0.024673363173078926 0 0.0043281274208124779 0.0081784315905296442 5.5192284837375407e-07 0 0.020098964491235573 -0.0075162423693913294 0 -0.0011731303640114714 -0.0022154570731315673 -0.00658373743846025 0.013246004388441274 0.00084579733197409027 0.0015499151670945583 0.0071646221234761406 -0.024242191298644418 0.003464723617843508 -0.0048890794080961525 0.012957853925722738 0.0067727225709814758 0.0031734630187433156 -0.0035882134656731964 -0.0025652995285886313 -0.0029970069175181179 0 0 -0.0026838742577139554 0
leaf_weight=10.630781137107988 77.111738379113376 4.5529179526492953 2.9597849608398956 131.9548659461434 29.226441428065304 1.7374752901960162 55.678233003127389 18.939714830019511 10.956543201813473 47.548905776173342 12.397497629164716 54.903010246052872 1.542012809542938 10.425658397376539 118.91201308788732 1459.1367822274915 30.341844692826271 1752.7169019812718 1542.7110217417357 1220.1996553311474 226.99447677726857 4536.3653020499041 1341.0064279475482 130.46596717927605 857.06105237721931 3652.5601961794309 5185.498353723844 674.90948576945812 328.28180073667318 1.4305282603017984 0.36312751378864039 4.8960560245905063 0.26571646495722223
leaf_count=882684 8884 382 389 15237 4581 194 7457 2450 1768 5566 1737 7379 215 1656 14050 142672 2959 165385 129183 81750 19490 408659 139487 10565 31728 291767 649064 55030 32370 174 38 736 38
internal_value=0 0 0.00659049 -1.31287e-06 0.00197833 0.0178843 -0.000587669 -0.00616114 -0.0112037 0.00229478 0.00782741 0 0.023145 0.000889838 -4.53846e-05 -0.000492412 -0.0094449 0.000569977 -0.00234737 0.00361153 -0.0177764 0.000117867 0.00135201 -0.00286056 -0.000693187 0.00137237 -0.0020378 0.00261134 0 0.00987016 0.014372 0 -0.000453285
internal_weight=0 23524.1 9.30636 23514.7 325.629 37.6677 287.961 117.434 88.0683 170.528 59.9464 110.581 30.7685 29.3654 23189.1 6679.29 704.53 5974.76 3001.85 2972.92 345.906 16509.8 6682.75 1471.47 9827.07 3784.52 6042.56 5211.27 358.624 6.34657 4.91605 6.89925 5.16177
internal_count=3115724 2233040 983 2232057 42661 5764 36897 14758 10652 22139 7303 14836 4796 4106 2189396 587859 68869 518990 271855 247135 33540 1601537 613741 150052 987796 307004 680792 463689 35329 594 420 968 774
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 316 12648448 193 1 800 51208 27 2 960 2372353 2 799988 5 2 16 16 768 26
is_linear=0
shrinkage=0.1


Tree=110
num_leaves=37
num_cat=19
split_feature=0 2 3 4 1 3 5 2 4 4 6 2 2 5 1 1 3 6 2 2 2 1 6 3 1 3 3 4 2 2 2 2 4 2 1 1
split_gain=1.35754 0.173755 0.26537 0.158243 0.5572 1.72761 4.58554 3.09406 1.66531 0.952263 0.720831 0.716184 0.445523 5.58451 1.57341 0.371792 0.781301 1.61454 0.418725 0.638608 0.371416 4.07194 3.81276 3.66982 2.0572 2.68127 1.15838 0.357765 0.331421 0.32687 0.135999 0.126843 0.115501 0.10637 0.0770826 0.0563547
threshold=0 27.500000000000004 1 1.0000000180025095e-35 2 3 4 5.5000000000000009 2.5000000000000004 9.5000000000000018 5 14.500000000000002 2.5000000000000004 6 7 8 9 10 7.5000000000000009 2.5000000000000004 2.5000000000000004 11 12 13 14 15 16 10.500000000000002 17.500000000000004 3.5000000000000004 37.000000000000007 13.500000000000002 2.5000000000000004 5.5000000000000009 17 18
decision_type=1 2 1 2 9 1 1 2 2 2 1 2 2 1 9 9 1 1 2 2 2 9 1 1 9 1 1 2 2 2 2 2 2 2 9 9
left_child=1 3 30 15 5 8 7 -7 10 -8 -5 12 13 -6 -14 16 17 33 19 -18 21 23 -23 -17 25 -22 -26 -10 34 -19 32 -20 -3 -1 -13 -30
right_child=-2 2 -4 4 11 6 9 -9 27 -11 -12 28 14 -15 -16 20 18 29 31 -21 24 22 -24 -25 26 -27 -28 -29 35 -31 -32 -33 -34 -35 -36 -37
leaf_value=-0.010643059867765595 -0.018367980728402077 0.015274939526494426 0 0 0.0086366577695907443 -0.019516954594713205 0.014257948720502324 0.0076836045078935815 0.0074119773256542277 0 -0.010221969844361219 0 0.00066037041655500606 -0.0013943660060020497 -0.0023045660625269321 -0.0010842639015845189 0 2.0339048219632032e-05 0.0048631806443472916 -0.0070281962004307879 0.0039968537583914528 0.0063388028926734258 -0.0058275817053257857 0.0085979419056883902 -0.00042682586659285041 -0.0044960903625189527 0.002503311585701014 0 0.0025475024608134838 0.0069520105662669671 0 0 0 0 -0.012056869497071408 -0.0020876886014683164
leaf_weight=72.753407743526623 10.425295187567825 4.6442224998027086 2.8829262964427453 50.475521869957447 720.83626354706939 65.087653635884635 309.91452396771638 32.879542395472527 113.81695601134561 8.7805110877379757 159.24874167650705 2.1327773816883564 5586.3269511209801 1997.328727477754 2548.1664718533866 860.96731770026963 266.44927284236655 244.55038794298889 28.013217343599536 435.64133341854904 422.69658525614068 248.11907897563651 1676.1360245762608 609.21571094938554 1991.432115730131 1491.7478906002361 3306.695006254944 12.351906827185301 15.370524330297483 177.52150836819783 1.4087066850624976 8.934974226402117 0.36312751378864039 14.023508968995882 36.591242695227265 6.8528308160603073
leaf_count=7338 882033 383 383 6686 59273 8953 23146 4411 15587 1035 20577 83 460354 235887 191603 49245 16083 21619 4128 41102 42803 27805 190096 35978 237872 114820 375031 2002 1308 20750 173 1473 38 2073 2939 545
internal_value=0 -8.29514e-06 0.00660597 -3.20599e-05 0.000214485 0.00277657 0.00697505 -0.00838246 -0.00182142 0.0130714 -0.00753508 7.36156e-07 0.000101881 0.00122186 -0.000238734 -0.00029985 -0.0019158 0.000613964 -0.0039848 -0.00476389 -7.4796e-05 -0.000954773 -0.00400895 0.00285067 0.00030006 -0.00242399 0.0013508 0.0052615 -0.0088037 0.00378356 0.00970153 0.00124407 0.0140681 -0.00876581 -0.0122798 0
internal_weight=0 23530.4 9.29898 23521.1 11666.2 752.555 416.662 97.9672 335.893 318.695 209.724 10913.6 10852.7 2718.16 8134.49 11854.9 1247.89 508.849 739.039 702.091 10607 3394.44 1924.26 1470.18 7212.57 1914.44 5298.13 126.169 60.9474 422.072 6.41606 36.9482 5.00735 86.7769 38.724 22.2234
internal_count=3105615 2223582 977 2222605 1034389 82397 37545 13364 44852 24181 27263 951992 947117 295160 651957 1188216 114566 51780 62786 57185 1073650 303124 217901 85223 770526 157623 612903 17589 4875 42369 594 5601 421 9411 3022 1853
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1 316 12681237 452 2 2 2 27554 6914069 30 2 283784 12 267 17544 321 848 128 2097450
is_linear=0
shrinkage=0.1


Tree=111
num_leaves=40
num_cat=25
split_feature=0 3 1 5 1 2 1 1 1 6 2 2 2 4 2 2 4 1 2 1 3 6 1 5 6 1 5 1 4 4 1 4 2 3 6 3 2 1 1
split_gain=1.301 0.188139 11.7562 4.79048 24.0183 8.51494 5.28909 2.95985 2.74295 2.44501 1.87402 1.61372 1.34563 1.22926 1.02731 0.934267 0.69378 0.604963 2.38145 4.07477 3.0247 2.50426 2.58949 2.43126 2.00896 5.65969 1.68489 1.80499 1.52537 0.967357 3.43735 2.54445 3.188 1.72345 1.30105 1.93175 1.27154 3.10543 1.3294
threshold=0 1 2 3 4 5.5000000000000009 5 6 7 8 2.5000000000000004 7.5000000000000009 2.5000000000000004 6.5000000000000009 11.500000000000002 12.500000000000002 4.5000000000000009 9 3.5000000000000004 10 11 12 13 14 15 16 17 18 10.500000000000002 1.5000000000000002 19 7.5000000000000009 2.5000000000000004 20 21 22 3.5000000000000004 23 24
decision_type=1 1 9 1 9 2 9 9 9 1 2 2 2 2 2 2 2 9 2 9 1 1 9 1 1 9 1 9 2 2 9 2 2 1 1 1 2 9 9
left_child=-1 2 13 4 9 6 10 -7 11 -4 -5 -6 -10 15 -11 -2 -9 29 20 -20 21 23 -23 -19 -22 -26 28 -28 -21 33 31 32 -31 -3 -32 -36 37 -35 -38
right_child=1 17 3 5 8 7 -8 16 12 14 -12 -13 -14 -15 -16 -17 -18 18 19 26 24 22 -24 -25 25 -27 27 -29 -30 30 34 -33 -34 36 35 -37 38 -39 -40
leaf_value=-0.017992362728695449 -0.041872459275399371 0.00063198124937445207 -0.00038537601098310493 0.0024299181963367729 -0.048064730960558986 0.0014837304971141629 -0.015771110496330672 -0.034535801576108922 0.0035770786517521792 0.033617262374745382 0.011210568168329544 0 -0.014436618491422862 0 0 0 0 0.0083994757047130813 0.019117694520427036 -0.00056423179124113305 0.0018470799983977227 0.017550958657631212 0.00027579203895563122 -0.0010054774153256531 0.015974396231601878 -0.013838418532977004 -0.0090790451448001797 0 0.016706783179032472 0.020313269709208458 0.00055815072822240012 -0.0072118453434364795 0.0040465719624808673 -0.013258943501455553 0.0015393995185902279 -0.0091818216025708523 -0.0027833223709243585 -0.0019880979221684829 0.001175439719436623
leaf_weight=10.240135979187471 57.089127871091478 5799.2019914194243 20.02387712080963 565.93039748794399 88.208523513865657 23.635412420495413 61.741396162810815 56.574235354084522 28.755507212830707 75.665229014644865 668.41577685275115 2.9640288529917589 48.015319263446145 1.7479357097763557 1.3335389632266004 2.3247157479636362 3.5261563677340737 406.25945893698372 46.27724847313948 665.62577815650729 615.23670637252508 284.82676746032666 180.53299518837593 607.13182884769049 38.335862604697468 252.95384472887963 549.9004765083082 283.88855245380546 24.078170360298827 170.95636088703759 3517.0222827150719 67.406113418517634 540.17605087184347 242.6013641647296 223.65580377075821 325.73932106909342 1287.4049232732505 3446.8297516901512 2242.1568066035397
leaf_count=882428 8540 577009 2104 32631 12930 1769 10083 7010 2728 7779 40816 387 4544 209 138 429 411 37184 7575 69795 78342 27448 20884 63319 6047 34683 43033 38478 1007 8504 253573 3211 30157 30119 20461 20237 109565 357158 253897
internal_value=0 0 -0.000994729 0.000842698 -0.0105159 0.00342 0.00578629 -0.0224338 -0.0312393 0.0225815 0.00751578 -0.0425387 -0.00527618 -0.0341682 0.0292081 -0.0400404 -0.0294299 8.38805e-05 0.00120511 -0.00167443 0.00322663 0.00598227 0.0119951 0.00258568 -0.00104844 -0.00755426 -0.00296012 -0.00594949 0.000293146 -0.000149751 0.00102974 0.00694758 0.00902584 -0.000613184 -8.93545e-05 -0.00450001 -0.00165191 -0.00295184 -0.000200041
internal_weight=0 23524.1 1705.95 1644.79 264.966 1379.82 1296.09 83.7358 167.943 97.0226 1234.35 91.1726 76.7708 61.1618 76.9988 59.4138 60.1004 21818.2 3955.05 1569.77 2385.28 1478.75 465.36 1013.39 906.526 291.29 1523.49 833.789 689.704 17863.2 4844.96 778.539 711.132 13018.2 4066.42 549.395 7218.99 3689.43 3529.56
internal_count=3106622 2224194 132508 123330 30610 92720 83530 9190 20589 10021 73447 13317 7272 9178 7917 8969 7421 2091686 427795 159888 267907 148835 48332 100503 119072 40730 152313 81511 70802 1663891 336143 41872 38661 1327748 294271 40698 750739 387277 363462
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 1 4459040 2 107717 8394010 2101399 24 2 2631162 12582912 572 1 72192 2 9 4521988 2 333824 138 330 3 448 1042 2097352
is_linear=0
shrinkage=0.1


Tree=112
num_leaves=40
num_cat=17
split_feature=0 1 2 3 2 4 2 4 3 3 3 4 6 2 4 4 2 2 4 4 1 4 1 3 2 7 2 5 4 4 4 3 1 2 5 1 5 2 2
split_gain=1.24067 0.20944 2.31082 2.23872 2.13538 2.78713 1.91425 3.11326 3.66536 1.84776 1.19845 1.01871 0.693984 0.500309 0.512134 0.53981 0.419226 0.413082 0.38003 0.999717 1.23356 0.717721 2.35975 1.35301 2.97481 0.708091 0.977232 0.408741 0.331935 0.324686 0.315375 0.313994 2.70273 3.82384 2.78472 1.8894 7.63785 2.76918 0.270467
threshold=0 1 4.5000000000000009 2 6.5000000000000009 2.5000000000000004 2.5000000000000004 2.5000000000000004 3 4 5 6.5000000000000009 6 10.500000000000002 1.5000000000000002 8.5000000000000018 3.5000000000000004 5.5000000000000009 32.500000000000007 123.50000000000001 7 18.500000000000004 8 9 4.5000000000000009 10 1.5000000000000002 11 142.50000000000003 1.5000000000000002 6.5000000000000009 12 13 5.5000000000000009 14 15 16 8.5000000000000018 13.500000000000002
decision_type=1 9 2 1 2 2 2 2 1 1 1 2 1 2 2 2 2 2 2 2 9 2 9 1 2 1 2 1 2 2 2 1 9 2 1 9 1 2 2
left_child=-1 2 6 13 5 -5 9 8 16 29 12 -11 -9 14 17 -16 -8 -4 21 20 25 31 27 24 -24 26 -20 -23 -21 -2 -31 32 33 -3 -34 36 -33 -37 -6
right_child=1 18 3 4 38 -7 7 10 -10 11 -12 -13 -14 -15 15 -17 -18 -19 19 28 -22 22 23 -25 -26 -27 -28 -29 -30 30 -32 35 34 -35 -36 37 -38 -39 -40
leaf_value=-0.017618588561104008 0 -0.0095468998061893108 0.0082890671687233467 0.037581491147390553 -0.0015754203513939601 0 -0.0257102790596366 0.023161044851895851 0 0.01366107960874678 -0.0015507818623668396 -0.00095825151312949281 0 0.004923502245109841 -0.016477361093928045 0 -0.003251089685738152 -0.0048388051767766496 0 0.010073085021910984 0.0029128113900402063 0 0.033303775441979287 0 0 0 -0.022679859493965643 -0.01497393737688007 0 -0.0092606832672410769 0 0.0020888035703270579 -0.0011606244368354262 0.0070188293391198701 0.0023669339885033095 0.00065619177563936381 -0.0066626336740280611 -0.011234341250914279 0.0076000826939060726
leaf_weight=10.057562716438042 80.716780158865731 540.83332439116202 13.329862915968986 40.282888059562538 45.825753182289191 17.244612731272355 94.667817951645702 11.880441373679787 147.18722043564776 155.09808050865286 33.016292601474561 11.331801568157969 35.99097512033768 12.801977249328045 23.652066511102024 3.356438723858445 56.527395258948673 19.273149008047767 2.9697453132830551 12.209137174999343 13.271285561844705 4.6055787347722799 38.939011827576905 24.258589985780418 17.636238999664783 17.644023372791708 55.529025392141193 13.318113567191178 5.0298828333616248 58.015854524448514 15.541090714745222 1917.5678072307492 3787.6010717402678 139.10248354659416 5153.0646117434371 8775.8982372852624 1948.1656430976582 168.67168407328427 13.566756186308337
leaf_count=882430 12339 70911 1936 5420 6799 2296 16870 1779 26353 21737 5236 2110 5281 2032 3147 422 9208 2968 292 417 1264 266 1139 1072 384 472 2342 1364 385 6263 2101 174766 353132 13963 575500 693708 185389 13104 1882
internal_value=0 0 0.00146686 0.0105773 0.0172791 0.02856 -0.000899729 -0.00582974 -0.010805 0.00407512 0.00777562 0.0106042 0.014515 -0.000813922 -0.00672047 -0.0126818 -0.0198046 0 -6.46654e-05 -0.0053331 -0.0104018 -1.93969e-05 0.00740401 0.0146692 0.0208238 -0.0146139 -0.0196645 -0.00896381 0.00451619 -0.00236714 -0.00651427 -7.52824e-05 0.000338942 -0.00550436 0.000839266 -0.000409741 -0.0022561 0.000361332 0
internal_weight=0 23525.6 889.307 189.334 116.92 57.5275 699.974 379.27 298.382 320.704 80.8877 166.43 47.8714 72.4135 59.6115 27.0085 151.195 32.603 22636.3 106.653 89.4141 22529.7 98.7575 80.8338 56.5753 76.1428 58.4988 17.9237 17.239 154.274 73.5569 22430.9 9620.6 679.936 8940.67 12810.3 3865.73 8944.57 59.3925
internal_count=3108479 2226049 136179 26902 16397 7716 109277 64727 52431 44550 12296 23847 7060 10505 8473 3569 26078 4904 2089870 5172 4370 2084698 4225 2595 1523 3106 2634 1630 802 20703 8364 2080473 1013506 84874 928632 1066967 360155 706812 8681
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=2 8455173 672 116 448 124 10 2107872 529162 116 1 2 976 548880 2 7115168 2
is_linear=0
shrinkage=0.1


Tree=113
num_leaves=37
num_cat=19
split_feature=0 2 3 1 5 3 4 4 5 3 1 2 2 3 1 3 1 4 6 4 4 1 2 3 3 4 2 1 4 2 4 3 3 2 4 4
split_gain=1.17988 0.167762 0.25725 0.152305 17.5888 12.8661 9.96926 7.3883 2.67365 8.91586 13.402 11.3425 5.17171 5.57878 5.52914 4.58508 4.1286 5.55715 4.22833 3.9793 3.95547 3.08519 2.66393 3.7287 2.53803 2.46256 1.80215 1.63198 1.48219 0.96315 0.618594 0.37386 0.367178 0.139158 0.114336 0.0216369
threshold=0 27.500000000000004 1 2 3 4 7.5000000000000009 6.5000000000000009 5 6 7 6.5000000000000009 3.5000000000000004 8 9 10 11 6.5000000000000009 12 3.5000000000000004 2.5000000000000004 13 6.5000000000000009 14 15 29.500000000000004 6.5000000000000009 16 1.0000000180025095e-35 1.5000000000000002 12.500000000000002 17 18 37.000000000000007 2.5000000000000004 1.5000000000000002
decision_type=1 2 1 9 1 1 2 2 1 1 9 2 2 1 9 1 9 2 1 2 2 9 2 1 1 2 2 9 2 2 2 1 1 2 2 2
left_child=-1 3 33 4 5 26 28 22 12 10 11 -10 15 20 -15 27 17 -11 -18 -12 -14 -17 24 -24 -6 32 30 -5 -7 -8 -2 -27 -9 34 -3 -28
right_child=1 2 -4 8 7 6 29 25 9 16 19 -13 13 14 -16 21 18 -19 -20 -21 -22 -23 23 -25 -26 31 35 -29 -30 -31 -32 -33 -34 -35 -36 -37
leaf_value=-0.017245212914164365 -0.04771215020763965 0.015108934009383804 0 -0.0074780405548705662 0.0061768026608548104 -0.013558852658090129 0 0 -0.014794916767376527 -0.0047533713929308113 -0.00092942281840652566 0.022466512721508042 0.0064155068823230146 -0.0094616133936153996 0 0.019200728857949753 -0.0024850270236791388 0.0157311686402512 0.0039020299731055714 0.01440731568398915 -0.0051259616578094615 0.0055741637968890062 0.0084121474342824087 -0.018704668755049871 0.0011070238726119401 0.0090003771854224642 -0.00084589355006415071 0.0013598423683023504 -0.004350840473739126 0.030702797510931898 0 -0.0016291253040636011 -0.029091874834922888 0 0 0.0024408608525346683
leaf_weight=9.8768307254285901 89.409954340080731 4.6925549663137645 2.8575305901467782 214.08083298034035 1897.9968667481398 513.67992674047127 3.1696649794466785 4.524727917043494 1332.3305787056452 1707.1110109458095 1364.6068208616944 54.634311486966908 1268.2515987919178 969.68917773675639 1677.8997188256762 186.43305873358622 1291.5056332993554 108.89102244260721 4122.5885857044468 159.93357441038825 331.816665841965 1916.4872033736319 38.021236693952233 90.648614126024768 2444.0725493602804 4.9250101842917502 4.271346755558624 1102.6490005034721 508.32491734146606 41.348888140171766 0.45115340664051373 5.7129898039856908 62.737032030709088 1.4284593216143546 0.36382732726633538 2.2009349670261145
leaf_count=881976 13494 382 381 14232 117996 61953 364 497 140281 213862 148093 3901 117787 108377 121109 12097 144623 8997 455592 8517 10727 172495 4272 10187 142649 687 584 97166 83228 3623 68 545 5767 174 38 387
internal_value=0 -9.66579e-06 0.00648352 -3.32394e-05 -0.000489911 -0.0113465 -0.00690594 0.00227513 9.72005e-05 -0.000948953 -0.00559507 -0.012582 0.00151836 -0.000752739 -0.00360704 0.00440835 0.000902533 -0.00311003 0.00231637 0.000728811 0.00376465 0.00725807 0.00294021 -0.00937426 0.00343557 -0.0233193 -0.0410254 -3.40556e-05 -0.00951882 0.0278086 -0.0470773 0.000735023 -0.0292614 0.00953508 0.0139031 0
internal_weight=0 23529.7 9.34237 23520.4 5711.5 1162.86 1066.52 4548.64 17808.9 10141.6 2911.51 1386.96 7667.31 4247.66 2647.59 3419.65 7230.1 1816 5414.09 1524.54 1600.07 2102.92 4470.74 128.67 4342.07 77.8998 96.3334 1316.73 1022 44.5186 89.8611 10.638 67.2618 6.48484 5.05638 6.47228
internal_count=3107108 2225132 975 2224157 446301 163701 149168 282600 1777856 1123866 300792 144182 653990 358000 229486 295990 823074 222859 600215 156610 128514 184592 275104 14459 260645 7496 14533 111398 145181 3987 13562 1232 6264 594 420 971
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 316 573979 2 1 2 15 2429152 31 267584 148 12593156 2 2052 224 73 8398852 88 513
is_linear=0
shrinkage=0.1


Tree=114
num_leaves=40
num_cat=25
split_feature=0 1 5 1 4 2 3 3 1 3 4 4 2 1 1 2 4 1 3 2 3 2 2 3 5 3 1 3 1 4 4 1 2 5 6 1 1 2 6
split_gain=1.12744 0.181059 2.84293 20.6588 11.5105 5.12547 7.61847 4.5059 4.24482 4.51093 4.22817 3.95197 3.56676 3.53932 3.01634 3.24294 2.87689 2.872 7.06075 3.79891 2.57505 2.9976 2.24791 3.48423 2.78212 4.35688 6.74139 3.60922 4.38157 7.85915 2.9103 2.67846 2.41621 2.22803 2.10934 4.67374 3.74764 2.01717 1.8582
threshold=0 1 2 3 1.0000000180025095e-35 2.5000000000000004 4 5 6 7 5.5000000000000009 7.5000000000000009 3.5000000000000004 8 9 4.5000000000000009 1.0000000180025095e-35 10 11 6.5000000000000009 12 3.5000000000000004 7.5000000000000009 13 14 15 16 17 18 3.5000000000000004 1.0000000180025095e-35 19 2.5000000000000004 20 21 22 23 9.5000000000000018 24
decision_type=1 9 1 9 2 2 1 1 9 1 2 2 2 9 9 2 2 9 1 2 1 2 2 1 1 1 9 1 9 2 2 9 2 1 1 9 9 2 1
left_child=-1 2 3 4 37 7 -7 16 10 14 20 12 -6 -8 15 -10 -5 19 -19 -11 21 -4 24 -24 27 26 32 31 29 -29 -30 -3 -26 -25 35 -27 -36 -2 -16
right_child=1 22 8 5 11 6 13 -9 9 17 -12 -13 -14 -15 38 -17 -18 18 -20 -21 -22 -23 23 33 25 34 -28 28 30 -31 -32 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=-0.016886574156321846 -0.036349836559229437 -0.0026154588798815537 -0.010783442232582 0.0031151609843515153 -0.02115206480826794 0.002368023698969633 -0.0024566188552857908 0 0.022912272349040294 0.0011377496848336724 -0.01698171895522969 0.018877783448961152 0.00012730888972757817 -0.014679161803371013 0.0034471090586564927 0.0043498378732299168 0.03026540732998197 0.00039053910637053886 -0.010075708297823394 -0.021259294704774535 0.0083915373006515567 0.0088487315103171031 0.013702968132771399 -0.00684169401350562 -0.0094874278707868989 -0.0093223489707939984 -0.022983796775187262 0.013648067533632763 0.0019771910915773083 -0.014096907069314817 -0.0040440570088412318 0.011973875878973526 0.0099965843023853782 0.0082852819003517066 -0.0048319495990510573 0.0086432865691064911 0.00061920624767681631 0 -0.0069427135639446554
leaf_weight=9.7047601310214304 247.33407059963793 113.49610973941162 148.48317815631162 105.26215085724834 100.90906868060119 2040.3548947793897 697.84795048911474 274.99691057682503 135.25379245867953 2786.3216618384467 45.203943263739347 27.559723088052124 130.83513307431713 425.95466647273861 580.67588649049867 408.30502328556031 104.80844104243442 1405.7829026859836 1075.5803680527897 47.219936137320474 1274.8254088815302 98.663180131930858 269.56447662506253 215.30192690994591 73.149819236947224 142.38641718705185 191.28621130555621 495.3086240713601 1581.0939690475352 90.922855393495411 1512.8638879596256 494.60435214871541 121.31829582480714 127.5101156309247 1946.6066118406598 555.68945491180057 3230.7846207373077 9.8432325096800906 193.71286554870312
leaf_count=881685 38874 10239 24017 13831 13252 197794 54907 27497 19106 144397 4730 2410 17954 65036 68536 38857 9452 153977 113538 6138 74858 12036 16945 16346 9540 17879 27202 32569 150600 4268 114744 34267 12271 6576 185891 58468 403083 1461 27583
internal_value=0 -3.99404e-06 -0.000279401 -0.00241513 -0.0203672 0.00024417 -0.00116654 0.00956555 0.000773629 -0.000300197 0.00539465 -0.00367061 -0.00935463 -0.0076924 0.00479388 0.0102696 0.0192002 -0.00164578 -0.00411509 0.000439398 0.00660273 -0.00169306 0.000274247 0.00602246 -4.69398e-05 -0.00141582 -0.0112313 0.00187821 0.000567396 0.00824744 -0.000878757 0.00879466 0.000998173 -0.000191386 -0.000646686 0.00426575 -0.00139416 -0.0347243 0.000266379
internal_weight=0 23527.6 12365.7 4165.71 516.481 3649.23 3164.16 485.068 8200.03 6632.85 1567.18 259.304 231.744 1123.8 1317.95 543.559 210.071 5314.9 2481.36 2833.54 1521.97 247.146 11161.9 612.377 10549.5 6261.22 385.754 4288.29 3680.19 586.231 3093.96 608.1 194.468 342.812 5875.47 698.076 5177.39 257.177 774.389
internal_count=3112814 2231129 1130241 442468 73951 368517 317737 50780 687773 572132 115641 33616 31206 119943 154082 57963 23283 418050 267515 150535 110911 36053 1100888 39867 1061021 714334 49013 346687 302181 36837 265344 44506 21811 22922 665321 76347 588974 40335 96119
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 6849342 2 536 124 707 530 896 4227108 2097408 12 96 928 151 2 3 8418304 3 8460288 8476800 2 12 9216 8734848 5
is_linear=0
shrinkage=0.1


Tree=115
num_leaves=40
num_cat=25
split_feature=0 1 2 3 6 3 3 2 3 5 2 2 2 1 4 2 3 6 1 2 4 1 2 1 2 3 4 2 1 5 3 3 1 3 1 1 3 4 3
split_gain=1.08 0.208793 3.15914 1.90196 1.10141 1.99059 1.63384 1.55751 2.01143 1.05622 0.755078 0.725899 0.718261 0.560835 0.75057 0.42731 1.59239 2.05523 0.882411 0.75273 0.724196 0.51099 0.387565 0.373884 0.392634 0.323372 0.306321 0.305902 2.41453 4.54559 4.84207 3.88468 5.01687 3.46582 2.89208 2.27916 5.87766 1.84565 1.62834
threshold=0 1 11.500000000000002 2 3 4 5 6.5000000000000009 6 7 6.5000000000000009 1.5000000000000002 20.500000000000004 8 1.5000000000000002 13.500000000000002 9 10 11 31.500000000000004 2.5000000000000004 12 30.500000000000004 13 9.5000000000000018 14 43.500000000000007 3.5000000000000004 15 16 17 18 19 20 21 22 23 1.0000000180025095e-35 24
decision_type=1 9 2 1 1 1 1 2 1 1 2 2 2 9 2 2 1 1 9 2 2 9 2 9 2 1 2 2 9 1 1 1 9 1 9 9 1 2 1
left_child=-1 2 4 -4 6 23 10 9 -9 -7 11 -2 26 25 -15 27 20 18 -18 -19 21 22 -17 -6 -25 -8 -5 35 31 30 -30 32 -29 -31 -33 36 -3 -38 -37
right_child=1 15 3 12 5 7 13 8 -10 -11 -12 -13 -14 14 -16 16 17 19 -20 -21 -22 -23 -24 24 -26 -27 -28 28 29 33 -32 34 -34 -35 -36 38 37 -39 -40
leaf_value=-0.016557089646240468 -0.00093208217753221493 -0.012695014445975089 -0.0028596683905713141 0.03133840596991698 0 0.0013688340695574728 0.008412317702833778 0 -0.017706733963160744 -0.0032044601996049633 -0.00057727246587113343 0.0097604324494651225 0 -0.0090032884986159557 0.00028432001740666196 0.019798908368709726 0.012238280611192122 -0.021367388462304088 -0.0041760438973178137 0 -0.00097268766705951425 0 0 0.011421383793203456 0 0 0 -0.0071758095729762099 -0.011128461773778867 0.0081998027289709573 0 0 0.0059128037058137741 0.0014722080340625965 -0.011027184994067971 0.0051342601793787895 0.00015089179376225317 0.0071923729515985003 -0.0014027988827880272
leaf_weight=9.5479819941465394 11.361513129319063 176.49026865378255 8.2770373476669175 40.276298471493647 3.2958401744253933 915.29946210508933 23.465353119652718 80.124966814415529 93.948623005766422 948.17555936687859 32.908919473644346 390.13209265936166 5.3954358797054729 134.0956919027376 64.050824933336116 25.61284153000452 20.301433139713481 79.234061544993892 6.8921486614272025 2.3706629397347561 7.1792115394491693 3.2544956088531789 0.93166555580682953 150.62685838917969 4.4981867165770373 23.049171296879649 0.41900016227736969 402.91897966619581 408.34811279096175 1124.0092225717381 2719.8546283444157 378.55571536335628 790.64781718305312 2797.8555049665738 621.79711800286896 342.40088590490632 705.97319306875579 1053.775535954861 8928.2566102165729
leaf_count=882214 1456 24821 965 4279 547 80361 3371 9889 8077 99314 3317 38051 710 11073 4284 2283 1734 7384 791 239 417 395 89 16585 448 3413 26 30807 40287 102150 229229 32492 93234 250622 62119 44619 94372 107941 815698
internal_value=0 -1.50636e-06 0.000768931 0.0198732 0.000105543 -0.000884954 0.00359542 -0.00190309 -0.0103551 -0.000813619 0.0072213 0.00871883 0.0245638 -0.00189863 -0.00483173 -0.000126898 -0.00506303 -0.0109662 0.00360395 -0.0178769 0.00573922 0.0130096 0.0151288 0.00844185 0.00977118 0.00358545 0.0305442 -6.9762e-05 0.000337601 0.0012674 -0.00149978 -0.00248668 0.0011618 0.00354834 -0.0070055 -0.000432476 0.00260982 0.00455951 -0.00110812
internal_weight=0 23526.1 2929.4 54.3678 2875.03 2195.97 679.064 2037.55 174.074 1863.48 434.403 401.494 46.0907 244.661 198.147 20596.7 145.777 108.798 27.1936 81.6047 36.9782 29.799 26.5445 158.421 155.125 46.5145 40.6953 20450.9 9243.99 7050.07 3128.2 2193.92 1193.57 3921.86 1000.35 11206.9 1936.24 1759.75 9270.66
internal_count=3110103 2227889 286166 5980 280186 215221 64965 197641 17966 179675 42824 39507 5015 22141 15357 1941723 13332 10148 2525 7623 3184 2767 2372 17580 17033 6784 4305 1928391 840940 622288 269516 218652 124041 352772 94611 1087451 227134 202313 860317
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 12928129 11 10 259 716 28 2 4260865 274 10 354 2097512 65536 34 2132494 2 768 361 2048 898 2050 2132486 257 256
is_linear=0
shrinkage=0.1


Tree=116
num_leaves=40
num_cat=25
split_feature=0 3 1 6 1 6 4 3 1 2 3 3 1 4 1 1 4 4 1 4 2 3 1 3 2 6 4 1 2 6 2 1 3 2 1 3 2 4 3
split_gain=1.02847 0.242193 2.97601 5.72305 2.34564 2.87671 2.01586 1.64837 1.42404 1.27451 7.08057 3.86487 4.4028 3.25555 2.80198 2.33917 1.23766 2.32219 1.23731 2.4807 3.86708 2.27576 1.60976 2.79695 2.09499 1.50283 1.9784 3.66237 2.91691 1.05272 1.03154 1.01927 0.964199 0.87139 0.773315 0.670315 0.659876 0.548756 0.690845
threshold=0 1 2 3 4 5 2.5000000000000004 6 7 4.5000000000000009 8 9 10 1.0000000180025095e-35 11 12 2.5000000000000004 1.5000000000000002 13 1.5000000000000002 2.5000000000000004 14 15 16 1.5000000000000002 17 2.5000000000000004 18 10.500000000000002 19 1.5000000000000002 20 21 2.5000000000000004 22 23 6.5000000000000009 39.500000000000007 24
decision_type=1 1 9 1 9 1 2 1 9 2 1 1 9 2 9 9 2 2 9 2 2 1 9 1 2 1 2 9 2 1 2 9 1 2 9 1 2 2 1
left_child=1 2 3 6 5 -3 7 -1 29 11 15 14 -13 -12 -10 -11 17 36 19 20 21 -4 24 -24 -21 31 28 -28 -27 32 -31 -20 34 -9 -6 -33 -7 38 -18
right_child=-2 4 18 -5 8 16 -8 33 9 10 13 12 -14 -15 -16 -17 37 -19 25 22 -22 -23 23 -25 -26 26 27 -29 -30 30 -32 35 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.01621842592814857 -0.0048253737351258109 0.0050613175586147613 -0.0095042530125550081 0 0.0066386928143466768 -0.0013710847836867865 0 -0.012706282382043733 0.0093759194461996084 -0.030074622975364659 -0.0116733416189905 -0.00016358029577455977 -0.0012873793148641273 0.0023158363431837864 -0.0041005368821967012 0.0014717688566683801 0.023478412086507541 0 0.01138275646287141 0.012808492930883517 -0.0138635718208809 0.020283972046814321 -0.0053953678172605785 -0.0074497814629779953 -0.00015304411736460959 0.010776158346092525 0 0.01605292865931874 0.0084914253546774232 -0.00032830490883777535 0 0 0.039025342981016342 0.01748029565231117 -0.0084612874019906591 -0.00071886500092339185 0.0092782712832945122 -0.0091629719796029081
leaf_weight=12.58586058486253 9.3881202780939912 204.08643129630946 83.202701612957753 594.16384513000958 3.8295673492830247 504.48408871231368 11.31200237595476 11.095804209355263 88.595640116749564 165.32455829763785 118.61602544179186 587.90436301461887 835.96666510484647 88.799547692760825 1992.3835205294381 287.50962820788845 38.275059265026357 80.12194662715774 384.8829185256036 31.751084752846509 446.56467809010064 73.96089725010097 45.820890033384785 35.758042677072808 347.2549784865696 6875.74850849621 489.88126549543813 826.25021317228675 82.677561562275514 103.86141478834907 7297.9576726899541 76.415755401132628 125.78591894375859 24.505499344551936 59.673580378992483 357.61758565274067 61.222553629428148 2.9134618160314849 71.877051752409898
leaf_count=1624 881925 27039 8696 71171 572 66619 739 1404 12158 21431 10612 75018 99241 7890 97568 26857 3497 8163 32045 3916 31158 6633 4752 4428 19523 658345 23708 56218 7354 14681 747731 9312 11498 3249 5746 34068 9479 264 5821
internal_value=0 -2.04785e-05 0.000312998 -0.0059783 -0.000327526 0.0042731 0.0158828 0.0247735 -0.000743019 -0.00222128 -0.00628811 -0.00132971 -0.00530992 -0.0198957 0.00130727 0.000572487 0.00721453 0.00897889 0.000769128 0.00395922 0.00812294 -0.00350676 -0.000969299 0.00848869 -0.00431395 0.000347205 0.000786874 0.00430165 6.4667e-05 3.61552e-05 -0.000130228 -0.00357581 0.00673837 0.0292019 0.014083 -0.00670396 0.00534273 -3.17579e-05 -0.00435187
internal_weight=0 23530.6 10811.5 653.663 12719.2 962.981 59.4992 48.1872 11756.2 4165.1 660.25 3504.85 1423.87 207.416 2080.98 452.834 758.894 645.829 10157.8 1064.31 603.728 157.164 460.585 81.5789 379.006 9093.47 8274.56 1316.13 6958.43 7591.11 7401.82 818.916 189.289 35.6013 63.5031 434.033 565.707 113.066 110.152
internal_count=3112153 2230228 978343 78187 1251885 120882 7016 6277 1131003 350775 66790 283985 174259 18502 109726 48288 93843 84261 900156 79106 46487 15329 32619 9180 23439 821050 745625 79926 665699 780228 762412 75425 17816 4653 6318 43380 76098 9582 9318
cat_boundaries=0 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=1 796 2625538 4 2707458 2 4 1508 224 3 8396824 4196864 12583448 12912641 784 67584 24 4 9608 8 16456 65 1028 256 130
is_linear=0
shrinkage=0.1


Tree=117
num_leaves=40
num_cat=21
split_feature=0 3 1 4 1 2 4 2 1 4 1 4 4 1 2 1 5 2 2 3 2 4 4 1 3 3 3 3 1 3 2 6 4 2 6 1 1 2 2
split_gain=0.9936 0.232448 8.03373 3.62201 3.15386 2.15497 1.00202 0.882145 7.98628 1.54388 1.58152 1.21562 1.16335 1.14726 0.7403 0.693668 1.7828 3.73614 3.41468 3.57779 2.5824 2.55 3.29504 3.92989 3.61966 2.32833 1.54539 1.03581 1.88529 2.23258 2.0841 6.93289 2.86478 1.02601 2.33121 3.79549 2.21827 4.57476 3.62404
threshold=0 1 2 2.5000000000000004 3 12.500000000000002 1.5000000000000002 4.5000000000000009 4 4.5000000000000009 5 4.5000000000000009 1.0000000180025095e-35 6 12.500000000000002 7 8 4.5000000000000009 9.5000000000000018 9 1.5000000000000002 5.5000000000000009 1.0000000180025095e-35 10 11 12 13 14 15 16 1.5000000000000002 17 2.5000000000000004 4.5000000000000009 18 19 20 2.5000000000000004 2.5000000000000004
decision_type=1 1 9 2 9 2 2 2 9 2 9 2 2 9 2 9 1 2 2 1 2 2 2 9 1 1 1 1 9 1 2 1 2 2 1 9 9 2 2
left_child=-1 2 3 5 6 -2 14 9 12 10 -6 -10 -9 -11 -4 16 21 20 19 -19 26 22 23 -3 -24 -22 -18 28 29 -17 31 -30 -32 36 35 -35 38 -38 -29
right_child=1 15 4 -5 7 -7 -8 8 11 13 -12 -13 -14 -15 -16 27 17 18 -20 -21 25 -23 24 -25 -26 -27 -28 33 30 -31 32 -33 -34 34 -36 -37 37 -39 -40
leaf_value=-0.015909376712029456 -0.029983166952452674 0.0022946953232083627 0.020061816252515519 0.0021428999487189764 -0.0044618980720881199 0.0011410650612812565 0 0.012673016489675226 -0.021996409741062699 0.0023499103465441395 0.0017739950770592424 0 0 -0.017773262329192022 0 -0.0036539095147186738 0 -0.0035335231094692173 -0.011694217987805771 0.010374920476683872 0.0041818657997959828 0.0066601924249333842 0.00044488179460153913 -0.012019637271909606 -0.011706451915156723 -0.0020410174375577782 -0.024620350627688137 0.0028713471959751005 -0.015732347829380367 0.019678590668250256 0.0021256041987345316 0.021241282924734636 -0.0039112514686284634 -0.011787985811977481 -0.0034616141133864361 0.0067954179442021121 -0.0034146823964576849 0.0065244104041822298 -0.0034848793025371947
leaf_weight=9.2433623035794881 129.72933281416772 1008.3266761418781 96.693837764563796 26.343356842873618 430.58289131056517 2.6135551661718628 38.130725248949602 122.42690262268297 161.02001320407726 3.8776112988125533 2457.6986874751747 7.8393574999645343 92.800187267363071 40.479590914444998 1.7472385962028045 23.084673388046212 18.273043557826895 183.88695957121672 64.271575914695859 786.96511724067386 731.25647727720207 207.62573051848449 299.648205947713 193.87197510059923 715.23038012313191 2525.0371667075669 32.805827078176662 1486.0402204375714 31.023641304345801 86.056115561397746 3701.3473365160171 132.53873827448115 944.57284985110164 89.026771601755172 1981.2836423598928 545.10364625009242 618.32942194928182 1399.7261987493257 2099.343607382616
leaf_count=882524 16861 101578 11740 2259 48354 437 3732 15695 14495 291 138698 863 7601 3553 299 2647 2098 15626 3457 54372 97686 9257 21446 27248 55876 349695 4099 117333 3992 7460 372817 15849 53036 9558 187767 53026 74162 165265 159390
internal_value=0 1.17981e-05 -0.000707273 -0.0202895 0.000328712 -0.0274233 0.0133919 -0.000272988 -0.00463739 0.000237604 0.00069603 -0.0191288 0.00695441 -0.0138154 0.0184218 0.000158476 -0.000640718 0.000514878 0.00571404 0.00748221 -0.00105917 -0.00281614 -0.00391416 -8.55917e-05 -0.00802961 -0.000520341 -0.0188071 0.000593608 0.00173783 0.0130756 0.00131295 0.0116116 0.000816859 -5.99347e-05 -0.00171688 0.0031968 0.000665109 0.00331103 -0.000763347
internal_weight=0 23516.7 3611.98 158.686 3453.3 132.343 136.572 3316.73 384.086 2932.64 2888.28 168.859 215.227 44.3572 98.4411 19904.7 6767.2 4342.5 1035.12 970.852 3307.37 2424.7 2217.08 1202.2 1014.88 3256.29 51.0789 13137.5 4918.62 109.141 4809.48 163.562 4645.92 8218.85 2615.41 634.13 5603.44 2018.06 3585.38
internal_count=3112142 2229618 264878 19557 245321 17298 15771 229550 38654 190896 187052 15358 23296 3844 12039 1964740 742438 527033 73455 69998 453578 215405 206148 128826 77322 447381 6197 1222302 455801 10107 445694 19841 425853 766501 250351 62584 516150 239427 276723
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=2 3 4262432 25607 2101696 2101504 2097408 795734 2 800 262212 68 264 448 816 4263936 256 2 10 2103305 8458920
is_linear=0
shrinkage=0.1


Tree=118
num_leaves=40
num_cat=25
split_feature=0 1 2 1 2 3 2 2 2 6 1 4 6 1 3 6 6 2 3 6 2 1 1 2 2 1 3 1 3 4 4 3 4 3 3 1 2 1 1
split_gain=0.940942 0.210432 2.0963 1.00474 0.82688 0.726772 2.84162 1.34809 1.04531 0.671122 1.4406 1.25887 0.491435 0.465498 0.459934 0.374063 0.318987 0.288973 1.62284 1.44195 0.926556 0.670721 0.563969 0.45345 0.232329 2.13175 4.49675 1.9996 1.30195 1.47534 1.2752 1.6427 1.26542 1.1701 0.909765 2.43797 2.29535 0.71563 0.661693
threshold=0 1 9.5000000000000018 2 20.500000000000004 3 6.5000000000000009 7.5000000000000009 4.5000000000000009 4 5 6.5000000000000009 6 7 8 9 10 13.500000000000002 11 12 31.500000000000004 13 14 31.500000000000004 3.5000000000000004 15 16 17 18 3.5000000000000004 10.500000000000002 19 1.0000000180025095e-35 20 21 22 4.5000000000000009 23 24
decision_type=1 9 2 9 2 1 2 2 2 1 9 2 1 9 1 1 1 2 1 1 2 9 9 2 2 9 1 9 1 2 2 1 2 1 1 9 2 9 9
left_child=-1 2 5 -4 16 7 9 8 12 10 -7 -11 -2 -8 -15 -10 -5 24 21 22 -21 23 -20 -19 25 26 37 30 29 -27 31 -26 -28 -32 35 -29 -36 -3 -30
right_child=1 17 3 4 -6 6 13 -9 15 11 -12 -13 -14 14 -16 -17 -18 18 19 20 -22 -23 -24 -25 27 28 32 34 38 -31 33 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=-0.015577384662341718 0.0048855448242005883 -0.013913717036914431 0 0 0 0.0096194386363683826 0 0.018234615841994005 0 6.9127160566288527e-05 -0.0038662954033098721 -0.011451149458586664 -0.0010931789555162811 0 -0.017468420748831585 -0.0069589173260839327 0.021906406263128158 0.014984722092838548 0.0093564844655613377 -0.021198745560200662 0 -0.0015124874846927372 -0.0036322392892755907 0 0 2.1798947612101404e-05 0.0004130611199547923 -0.0052441019937843935 -0.00067667464902502485 0.016035886111574509 -0.001653178850618546 -0.006063881448597444 0.0062889169067575279 0.016066365180170645 0.0044918439320521652 0.0013721058040547631 2.9128728499526545e-05 0 -0.0026361347840195481
leaf_weight=9.0890377411415102 456.68929009645944 135.5383230750449 15.588125000242144 1.6182503239251673 5.3856614995747796 171.29860690020723 6.0155518744140863 26.337764184223488 26.011994376545772 1541.5226408388116 63.639534939662553 68.339457512367517 77.28514166327659 28.793102044495754 94.55388878332451 125.98516514385119 59.042835041880608 37.396923600928858 19.16088365833275 70.307440865319222 1.8419348648749281 14.505840781843288 5.6013317320030209 1.5344459712505329 656.03448385430966 286.83250802394468 721.69384026140324 741.29493835056201 6099.6228398535168 57.991400953847915 21.388708596350625 956.92582336717169 1098.7967813343857 27.916829250287265 1887.7013735754881 1817.1219177850289 3238.2820749955717 42.067493671813281 2822.7200262662955
leaf_count=881706 49029 17269 2321 155 697 12677 972 3314 3191 149837 7814 6983 8027 3645 7590 14453 5700 3498 1637 6577 199 1077 639 154 76389 40204 95883 49809 569089 4509 1156 98545 110754 1092 179742 167522 274170 7008 247762
internal_value=0 -2.23861e-05 0.000774185 0.0142353 0.0175519 0.000104855 -0.000772762 0.00284631 0.00113692 0.000167702 0.00484426 -0.000434864 0.00354339 -0.0136222 -0.0144754 -0.0048593 0.022115 -0.000144283 -0.00417193 -0.0111365 -0.0170542 0.00505485 0.00135732 0.010829 -9.44204e-05 -0.00041023 0.00247754 0.000254316 -0.00107263 0.00446419 -0.00280541 -0.00350906 0.00414375 0.00869662 0.000965796 -0.000480686 0.00174395 -0.010845 -0.00133905
internal_weight=0 23530.4 2768.11 81.6349 66.0467 2686.47 1974.16 712.309 685.972 1844.8 234.938 1609.86 533.974 129.363 123.347 151.997 60.6611 20762.3 150.349 96.9116 72.1494 53.4372 24.7622 38.9314 20611.9 11265.3 1998.1 9346.67 9267.17 344.824 1662.27 1612.96 1820.49 49.3055 7684.4 2558.42 5125.98 177.606 8922.34
internal_count=3112795 2231089 276405 8873 6552 267532 189518 78014 74700 177311 20491 156820 57056 12207 11235 17644 5855 1954684 13781 9052 6776 4729 2276 3652 1940903 1092478 230914 848425 861564 44713 177182 174934 206637 2248 671243 217331 453912 24277 816851
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 8471681 1024 775 12 8454272 3 8454144 8 2 8 794 10 6562082 370 6588934 257 6588934 256 352 355 804 72 2099712 12360
is_linear=0
shrinkage=0.1


Tree=119
num_leaves=37
num_cat=18
split_feature=0 2 1 2 3 2 3 1 2 3 4 6 3 4 3 1 2 3 6 4 2 1 2 1 1 4 3 4 3 4 2 1 2 4 4 2
split_gain=0.909122 0.189427 1.36948 0.889815 0.845824 0.777351 0.369824 0.18348 1.80999 1.77734 0.982612 0.939121 1.56006 2.90131 1.40828 0.730527 0.611293 0.717065 1.49804 0.594795 0.560457 0.337768 0.305561 1.53069 1.02165 1.54435 1.20909 0.78329 0.688671 0.301107 0.123509 0.10454 0.0771964 0.0477959 0.0224738 0.0083371
threshold=0 16.500000000000004 1 28.500000000000004 2 34.500000000000007 3 4 11.500000000000002 5 3.5000000000000004 6 7 2.5000000000000004 8 9 13.500000000000002 10 11 2.5000000000000004 1.5000000000000002 12 3.5000000000000004 13 14 1.0000000180025095e-35 15 7.5000000000000009 16 10.500000000000002 15.500000000000002 17 15.500000000000002 2.5000000000000004 2.5000000000000004 19.500000000000004
decision_type=1 2 9 2 1 2 1 9 2 1 2 1 1 2 1 9 2 1 1 2 2 9 2 9 9 2 1 2 1 2 2 9 2 2 2 2
left_child=-1 7 4 6 35 -6 -4 8 11 10 32 14 13 -13 19 -14 22 30 21 -2 -16 -19 24 27 25 -9 -26 -24 -25 -20 31 -18 -10 -11 -5 -3
right_child=1 2 3 34 5 -7 -8 16 9 33 -12 12 15 -15 20 -17 17 18 29 -21 -22 -23 23 28 26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37
leaf_value=-0.01528470533931669 -0.011914629999978749 0 0 0.0043392564150817178 0.023054818218236111 0 -0.015766705961339032 -0.0019377050592482789 0.033961191370907577 -0.0048934174837148752 0 0.0051845237310260452 0 -0.0079341618163767842 -0.0028742122776187831 -0.0042191542466514112 0.0072502358982844371 0.0083060652172305804 -0.020563072577694755 0 0.0055150393350961516 -0.00034359826716237748 -0.0040730530425383193 -0.00099926526500005147 0.0044637943800558341 0.0041327570500739961 -0.0011418543648113329 0.0048851098928031546 0.0012813248224639335 0 0 0 0 0 0 -0.0015323856223138704
leaf_weight=8.9539916005196574 51.281911544501781 5.9721736081410182 7.4510331382043669 2.5522123854607339 36.237618304090574 1.613444244256242 17.892268551047898 585.86438201350393 16.819715597201146 6.7199917591642571 7.2177973708603522 785.49997069878737 584.19991153897718 170.60692917578854 21.40941933443537 999.93816267949296 6.5333092538639903 14.232029203325508 54.630792656447738 14.407236076076513 729.19570010533789 5.1058896752074387 978.55765466287266 1477.0239882917376 344.8001355783781 1046.4259437299334 8904.9189497199004 53.393683638423681 6573.6880983952433 1.3289775224402536 2.4672382853459558 2.0290671153925341 1.7850942092481989 3.387776518240571 0.28096472891047586 5.5041460758075118
leaf_count=882242 6749 772 652 221 3440 202 1767 73319 1484 741 361 79579 81202 14895 2700 87727 595 1056 5219 1397 71499 668 103768 129267 44679 106682 816262 3215 587044 56 266 251 158 259 33 762
internal_value=0 0 0.00419273 -0.00522739 0.012394 0.0175248 -0.0139002 -1.3781e-05 0.00064695 0.0171343 0.0236475 0.000233562 -0.000626627 0.00234546 0.00316225 -0.00261873 -0.000141562 -0.00740232 -0.0107852 -0.00692045 0.00472958 0.00227437 -8.4174e-05 0.000324587 -0.000452793 0.00176718 -0.000882279 -0.00317227 0.000822965 -0.0174914 0.00161518 0.00602678 0.0330926 -0.00253195 0.00343848 0
internal_weight=0 23521 77.5039 28.1765 49.3274 37.8511 25.3433 23443.5 3392.47 35.9304 25.8226 3356.54 2540.24 956.107 816.294 1584.14 20051 86.3273 75.2977 65.6891 750.605 19.3379 19964.7 9082.66 10882 1632.29 9249.72 1031.95 8050.71 55.9598 11.0296 8.56238 18.6048 10.1078 2.83318 11.4763
internal_count=3111189 2228947 7849 2673 5176 3642 2419 2221098 348751 3003 2003 345748 263403 94474 82345 168929 1872347 8111 6999 8146 74199 1724 1864236 823294 1040942 180001 860941 106983 716311 5275 1112 846 1642 1000 254 1534
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=2 6292659 645 21 8767104 372 10 818 259 50176 770 10 352 4196359 6293510 256 772 360
is_linear=0
shrinkage=0.1


Tree=120
num_leaves=35
num_cat=16
split_feature=0 2 3 1 2 6 3 2 3 6 4 2 4 1 2 3 3 2 3 3 4 1 3 2 3 2 4 2 2 4 4 2 4 6
split_gain=0.861555 0.145572 0.254917 0.136576 1.51227 1.60708 1.04607 1.00804 0.867568 0.762553 1.00682 0.735879 0.279958 2.19816 4.24622 7.21211 2.02617 1.42711 1.17067 0.88875 0.287009 2.54536 3.63744 0.702756 0.374765 1.97341 0.931677 0.186148 0.154048 0.1439 0.139507 0.134425 0.111388 0.00410109
threshold=0 27.500000000000004 1 2 7.5000000000000009 3 4 6.5000000000000009 5 6 1.5000000000000002 2.5000000000000004 7.5000000000000009 7 4.5000000000000009 8 9 7.5000000000000009 10 11 6.5000000000000009 12 13 5.5000000000000009 14 7.5000000000000009 4.5000000000000009 21.500000000000004 11.500000000000002 16.500000000000004 20.500000000000004 37.000000000000007 2.5000000000000004 15
decision_type=1 2 1 9 2 1 1 2 1 1 2 2 2 9 2 1 1 2 1 1 2 9 1 2 1 2 2 2 2 2 2 2 2 1
left_child=-1 3 31 4 7 6 -6 9 33 10 -2 -11 20 14 15 -14 -16 18 -15 -19 24 23 -23 -22 25 -5 -26 -8 30 -10 -7 32 -3 -9
right_child=1 2 -4 12 5 28 27 8 29 11 -12 -13 13 17 16 -17 -18 19 -20 -21 21 22 -24 -25 26 -27 -28 -29 -30 -31 -32 -33 -34 -35
leaf_value=-0.014973019539399703 0 0.014676700842329533 0 -0.00024648915752084795 0 -0.010244355346943528 0.022641715656935537 0 -0.016934437908526272 0.0037147180884860966 0.018276101869640595 -0.0010687790548850587 0.025203118937469307 0.0011164954475648403 -0.01381052407282661 -0.0064211601258085853 0.0053910919985042122 0 -0.0086418203876063217 0.015923827133249344 -0.025259900995042096 0.014132723467057738 -0.01039652245534637 0 -6.1593643696009084e-05 -0.0071991007123917011 0.0041442921279985006 0 0 0 0 0 0 0.0012595331044904709
leaf_weight=8.8111968655139208 31.053145557641983 4.8198379867244512 2.9106949984561634 5018.5720542261261 45.980634326813743 13.138787809759378 67.204943808494136 2.1770223551429808 47.404040898894891 378.9667702706065 26.664752129232511 1471.7236158858868 159.85008262167685 117.08357287279796 74.521421355893835 76.736706745577976 49.175624432275072 21.923629028722644 270.1722099261242 18.857371155638248 31.432374114636332 85.952280242228881 69.574853975558653 9.2422683227341604 14481.222054455371 427.26844353438355 513.59674159728456 0.3703108576592048 2.9857412853743872 0.59809168800711532 0.25592425884679038 1.4303901218809185 0.36600182438269246 9.1449738310184312
leaf_count=881544 2483 382 383 491387 4199 1038 4737 144 4448 46615 1390 121064 7360 7006 2463 3631 2157 908 14596 792 2078 4724 3886 707 1430119 37072 32987 47 289 52 12 174 38 636
internal_value=0 -2.98909e-05 0.00597563 -5.26687e-05 0.000687101 0.0100446 0.0141851 0 -0.0104496 0.000410491 0.00902101 0 -0.000140194 0.00163142 0.00721092 0.0149567 -0.00521055 -0.0026737 -0.00528469 0.00923522 -0.000224723 -0.00383286 0.00174324 -0.0186905 -0.000169868 -0.000881604 7.04381e-05 0.0201115 -0.00481917 -0.0144597 -0.00849585 0.00921747 0.0134725 0.000761408
internal_weight=0 23532.4 9.52692 23522.9 2097.67 129.936 113.556 1967.73 59.3241 1908.41 57.7179 1850.69 21425.2 788.321 360.284 236.587 123.697 428.037 387.256 40.781 20636.9 196.202 155.527 40.6746 20440.7 5445.84 14994.8 67.5753 16.3805 48.0021 13.3947 6.61623 5.18584 11.322
internal_count=3111548 2230004 977 2229027 187154 10322 8983 176832 5280 171552 3873 167679 2041873 38913 15611 10991 4620 23302 21602 1700 2002960 11395 8610 2785 1991565 528459 1463106 4784 1339 4500 1050 594 420 780
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=2 316 12649600 3 704 20 8 280613 228 224 592 212 2646552 424 289 2
is_linear=0
shrinkage=0.1


Tree=121
num_leaves=40
num_cat=19
split_feature=0 1 4 2 4 3 4 3 3 4 2 2 4 1 4 4 2 3 2 2 1 1 1 1 6 4 3 1 2 2 4 1 3 1 5 3 2 4 4
split_gain=0.834246 0.198019 1.11894 3.46147 1.88789 3.18161 1.15783 1.08434 0.902188 1.67371 1.53204 1.3596 1.23101 3.22712 1.56795 0.735483 3.36963 1.79193 4.78328 3.48914 2.99245 1.38431 1.22176 1.1368 1.05679 1.57482 0.787157 2.31878 1.73242 2.57465 1.34123 3.072 2.03943 1.6103 7.57026 4.00471 1.52515 0.845973 0.573063
threshold=0 1 24.500000000000004 2.5000000000000004 7.5000000000000009 2 42.500000000000007 3 4 4.5000000000000009 4.5000000000000009 10.500000000000002 2.5000000000000004 5 1.5000000000000002 7.5000000000000009 1.5000000000000002 6 4.5000000000000009 4.5000000000000009 7 8 9 10 11 95.500000000000014 12 13 10.500000000000002 8.5000000000000018 2.5000000000000004 14 15 16 17 18 9.5000000000000018 4.5000000000000009 8.5000000000000018
decision_type=1 9 2 2 2 1 2 1 1 2 2 2 2 9 2 2 2 1 2 2 9 9 9 9 1 2 1 9 2 2 2 9 1 9 1 1 2 2 2
left_child=1 15 4 -4 8 38 7 -5 12 11 -11 -10 14 -14 -3 26 24 18 20 21 -18 -19 -20 -21 25 -17 27 -1 29 -29 33 32 -32 35 -35 -28 -33 -30 -6
right_child=-2 2 3 6 5 -7 -8 -9 9 10 -12 -13 13 -15 -16 16 17 19 22 23 -22 -23 -24 -25 -26 -27 30 28 37 -31 31 36 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.0080693066893797391 -0.014700848475032322 -0.0022632217352873004 -0.0075079644715009709 0.036073379691528594 -0.00052728922781885635 -0.013237128150729744 0 0 0.00032204009520183009 0.0008549912018321333 0.015960522533632202 0.0094778359189838929 0.011052243121364245 -0.015924296337771562 0.0095962336477819193 0.039634494131869952 -0.0056998542451278719 0.00054895558133627876 -0.014302000686175912 -0.0027130704091167654 0.018504548428693292 -0.020598144146744157 0.00037798420287057536 0.013820416392291819 0 0 -0.0078229488468451909 0.0019701974675923302 0.022666327532764121 -0.015477300208392742 0.011501324664323506 -0.0067197830934593783 -0.0023433684727919043 9.5741535520049356e-05 -0.0095336715361658397 0.0020942024160090014 0.0059184331803341901 0 0.0092260132302283172
leaf_weight=208.71837847353891 8.6873587558620766 684.07891459506936 16.206559397280216 11.049988788785411 19.570608447305858 215.89453732501715 11.662057659355922 4.3307696776464608 6037.0785495867822 222.26917956792749 115.07267148559913 141.30774486018345 17.446598710259423 125.69603112130426 100.60100314253941 18.480257360963154 29.482469473266974 13.469560430850832 70.560529716312885 23.075499107828364 174.84692587633617 88.951985400635749 48.962671877350658 38.969096909742802 6.3078381125815239 1.7680570753291238 403.71102644992061 2842.0678119356744 29.252696890849624 54.369966682279482 162.95456571411341 1190.1435810957337 147.27513625402935 5049.7602847034304 930.70578852176368 4128.7881444912637 55.554298753384501 1.8135150724556286 80.960507411975414
leaf_count=24552 882266 68415 1473 514 873 15263 624 196 657602 17457 5705 12588 1945 5966 7671 1344 1258 1232 2353 1296 8706 3712 2566 1329 502 146 46816 234636 3247 5923 13525 83684 10533 438018 140211 401518 2960 138 2867
internal_value=0 0 0.000406702 0.0127989 0.000250623 -0.00689823 0.0277761 0.0349987 0.000621134 0.00106908 0.00770705 0.000624553 -0.00213523 -0.00983974 -7.7136e-05 -0.000208157 0.00335126 4.90692e-05 0.00476016 -0.00687919 0.0139957 -0.0175713 -0.00834392 0.00673866 0.0265327 0.0289179 -0.000354876 0.00100885 0.00185723 0.00138487 -0.000735898 -0.00346634 0.00455527 -0.00029532 -0.00139071 0.00108456 -0.00574999 0.0189729 0.00496392
internal_weight=0 23523.2 7803.23 43.2494 7759.98 316.426 27.0428 15.3808 7443.55 6515.73 337.342 6178.39 927.823 143.143 784.68 15720 514.875 488.319 323.853 164.466 204.329 102.422 119.523 62.0446 26.5562 20.2483 15205.1 3136.22 2927.5 2896.44 12068.9 1555.93 310.23 10513 5980.47 4532.5 1245.7 31.0662 100.531
internal_count=3111630 2229364 799159 2807 796352 19003 1334 710 777349 693352 23162 670190 83997 7911 76086 1430205 24444 22452 14883 7569 9964 4944 4919 2625 1992 1490 1405761 268496 243944 240559 1137265 110702 24058 1026563 578229 448334 86644 3385 3740
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1 2652476 524 120 516 8390147 230 12552 16652 2097200 18696 5 772 2101248 524552 200 2119712 1 3
is_linear=0
shrinkage=0.1


Tree=122
num_leaves=40
num_cat=16
split_feature=0 1 4 2 2 1 3 3 4 1 2 3 2 4 6 2 2 4 4 4 1 4 3 4 2 6 2 4 4 7 4 4 3 4 2 4 6 3 3
split_gain=0.802182 0.163154 1.98488 2.25371 1.0405 7.38271 5.21076 2.08426 2.71038 1.56182 2.82017 3.27775 1.75021 1.73874 1.15139 1.11256 1.07298 0.993128 0.917655 1.44749 0.950004 0.926719 0.852475 1.96708 2.50488 1.63741 1.60262 1.44923 0.734433 0.714323 0.686173 0.677718 0.674043 0.322474 0.371013 0.411621 0.211341 0.188989 0.182203
threshold=0 1 24.500000000000004 2.5000000000000004 2.5000000000000004 2 3 4 2.5000000000000004 5 4.5000000000000009 6 6.5000000000000009 1.0000000180025095e-35 7 5.5000000000000009 12.500000000000002 1.0000000180025095e-35 21.500000000000004 18.500000000000004 8 46.500000000000007 9 7.5000000000000009 4.5000000000000009 10 10.500000000000002 2.5000000000000004 42.500000000000007 11 17.500000000000004 1.5000000000000002 12 54.500000000000007 3.5000000000000004 120.50000000000001 13 14 15
decision_type=1 9 2 2 2 9 1 1 2 9 2 1 2 2 1 2 2 2 2 2 9 2 1 2 2 1 2 2 2 1 2 2 1 2 2 2 1 1 1
left_child=-1 18 4 36 5 6 30 8 -7 10 13 -12 15 -6 -9 -11 -14 -8 19 22 -21 -20 25 26 -25 31 -24 -27 32 -22 -3 -2 -5 38 35 -35 -4 -36 -23
right_child=1 2 3 28 9 7 17 14 -10 12 11 -13 16 -15 -16 -17 -18 -19 21 20 29 33 23 24 -26 27 -28 -29 -30 -31 -32 -33 -34 34 37 -37 -38 -39 -40
leaf_value=-0.014421182443737088 -0.00080754752830507551 0.028390425211100863 0 0.032836492959705713 -0.014084521030693018 0.00052081928084816694 0.0086943051963880632 0.0030271825329355397 0.015265309634057023 0 -0.010699001388785281 0.0060066308798860536 0.0061813493920999212 -0.0023361949360805605 -0.0034945701087512309 -0.0053169494003358466 -0.0046394389201312308 -0.0015815999783331779 -0.014932323114453356 -0.00049448702856707324 0.028050802295372431 0.0097518883069256466 -0.00072678939958303846 0.015077956883924881 -0.0026810162578321745 0.00070041371792131798 -0.0089228837551386924 0.0061451324425567623 0 0 0 -0.011457007299748984 0 -0.012819688327158227 -0.00068925403858321739 0 -0.0066094124133876863 0.0061263811007212336 0
leaf_weight=8.5609319110626529 267.16085965686943 155.0190238803043 1.3656001363415269 12.961361546302212 271.35053498111665 732.52626722108107 119.02982236497337 250.29869093478192 134.77975423983298 4243.1230032658204 115.50496671593282 397.70003050594823 640.483105979627 374.06010555638932 1476.2691376505427 400.11958046758082 51.497267183614895 144.14340707007796 54.614265782933217 3.1836514177266508 15.304274061694741 5.4130606665275991 9054.3704475136474 144.86405665276106 87.745809237938374 3354.9509541749139 224.57320881308988 589.28346629568841 13.83189159305766 3.5825930656865284 1.0665351380594064 97.258634452009574 5.513705883407968 22.051370046800006 18.551702345255762 8.2638829927891475 12.210643496830015 9.6121464692987519 3.2014896250329894
leaf_count=882302 24315 20270 96 583 53479 93251 17670 27382 12794 418923 15727 44150 41269 42536 175813 28216 3017 12362 2903 283 436 325 850636 7607 3746 266711 20069 33105 827 68 169 7155 238 1144 577 464 1120 387 146
internal_value=0 9.8966e-06 0.000339344 0.0164964 0.000178618 0.00172788 0.013425 -0.000230599 0.00354076 -0.000498894 -0.00377351 0.00122487 0.000180138 -0.00812593 -0.00233216 -0.00047036 0.00480122 0.00237582 -0.000194391 -8.76179e-05 0.0164989 -0.00795468 -0.000171446 -0.000717479 0.0076955 0.000960865 -0.000985499 0.00162552 0.0262765 0.0200462 0.0262399 -0.00494035 0.0322331 0 -0.00286847 -0.00857802 -0.00195988 0 0.00804099
internal_weight=0 23516.8 9552.85 45.8832 9506.97 3013.13 419.259 2593.87 867.306 6493.84 1158.62 513.205 5335.22 645.411 1726.57 4643.24 691.98 263.173 13964 13842.3 22.0705 121.708 13820.2 9511.55 232.61 4308.65 9278.94 3944.23 32.307 18.8869 156.086 364.419 18.4751 67.0937 58.4791 30.3153 13.5762 28.1638 8.61455
internal_count=3112271 2229969 1009892 2864 1007028 359711 50471 309240 106045 647317 155892 59877 491425 96015 203195 447139 44286 30032 1220077 1214131 787 5946 1213344 882058 11353 331286 870705 299816 1648 504 20439 31470 821 3043 2572 1608 1216 964 471
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=2 4761914 2425988 675 276 2425861 644 12 524546 780 4 1 120 12 112 216
is_linear=0
shrinkage=0.1


Tree=123
num_leaves=40
num_cat=28
split_feature=0 1 6 3 6 3 1 3 3 6 1 3 2 1 2 2 2 1 6 3 1 4 2 3 4 1 3 3 2 3 4 1 3 4 3 1 1 2 7
split_gain=0.77039 0.150784 2.34937 2.69135 1.91677 2.29183 3.10105 2.45423 1.82514 1.81156 1.64047 2.65277 1.52952 1.52963 3.17065 2.92978 1.19371 2.99923 1.43207 2.99176 2.91632 1.19024 1.66522 1.23716 1.1599 1.15416 3.26412 1.10318 1.06333 1.04805 1.39443 1.03399 2.5386 0.950082 0.943246 0.89973 0.806108 0.799822 0.768028
threshold=0 1 2 3 4 5 6 7 8 9 10 11 6.5000000000000009 12 2.5000000000000004 2.5000000000000004 6.5000000000000009 13 14 15 16 1.5000000000000002 2.5000000000000004 17 12.500000000000002 18 19 20 2.5000000000000004 21 9.5000000000000018 22 23 2.5000000000000004 24 25 26 10.500000000000002 27
decision_type=1 9 1 1 1 1 9 1 1 1 9 1 2 9 2 2 2 9 1 1 9 2 2 1 2 9 1 1 2 1 2 9 1 2 1 9 9 2 1
left_child=-1 4 3 36 8 35 7 9 12 -7 11 -10 13 15 -15 -2 18 29 25 -20 -21 22 -12 -23 -14 26 -4 -27 -9 -18 -31 34 -33 -13 -19 -6 -3 -38 -8
right_child=1 2 16 -5 5 6 38 28 10 -11 21 33 24 14 -16 -17 17 31 19 20 -22 23 -24 -25 -26 27 -28 -29 -30 30 -32 32 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.014153370049748037 -0.0019151464896798765 0.0026932941214607123 -0.0087629662165595919 0.012951156779520282 0 0.022733936860777789 -0.00661211655737148 -0.0068614487875418538 -0.018858047283655137 0 -0.0048236864059955911 0.0024129698106512155 -0.0072177895693415319 0.0043463633677383361 -0.002152155837299182 0.0073998242470803806 0.0021477781512540674 0.0047768703908698537 -0.0019090136287076985 0 0.014486958198345288 0 0.00051587160602546461 -0.0080050701119935286 0.0097725926024483517 -0.0024513002171654202 0.0082974377030851573 -2.3723763541916725e-05 0.0062955169211635249 -0.01853772162529339 0.0024646321412283888 0 0.013106903323691056 -0.0017938398409737353 -0.0015867347991250628 -0.011059035307511995 -0.016138392507886106 0 0
leaf_weight=8.4406348676384368 396.96215951663908 12.419259369838981 104.00283527560532 252.72090233355993 132.11169668473303 84.395807680790313 448.13087080273544 94.022157825762406 25.155567970941775 26.243729876354337 804.12034091301939 2152.8434338711086 265.99571651639417 1331.9897487624548 1591.8664913591929 1132.2745078166481 9.8447439235169423 372.20083753555082 497.01328290352831 212.1591262681759 282.48923147318237 242.59473011107184 1680.0592736434191 592.84292263968382 6.1808407912030807 3596.0491740302805 373.43518297513947 4399.6142272177694 90.968752794200554 96.808815031778067 3.1466692413669071 281.99681821849663 306.70029494655319 605.4404823089717 412.17873742408119 385.43271472118795 48.076859598280862 1.2783295419067133 164.16507776477374
leaf_count=882540 34567 1149 16661 24377 9435 7416 47456 5333 3732 1976 65300 203297 25932 70355 126956 74657 1462 39669 55193 23291 30989 24011 161657 46636 244 390947 58221 497789 8851 15036 371 16400 14504 31209 43225 31638 5383 132 12010
internal_value=0 1.22851e-05 0.000287641 0.00830143 -0.000216507 -0.00362312 -0.000163937 0.00732639 0.00021603 0.016917 -0.00089229 0.000814096 0.00170594 0.002211 0.000718386 0.00476852 7.4109e-07 0.00263586 -0.000387539 0.00307293 0.00840812 -0.00240502 -0.00113014 -0.00570645 -0.00490724 -0.00083986 0.00361118 -0.00115963 0 -0.0104272 -0.0140691 0.00413971 0.00731383 0.00136772 0.00115425 -0.00870636 -0.00538696 -0.0110731 -0.00446785
internal_weight=0 23515.9 11262.1 314.495 12253.8 1425.47 907.926 295.63 10828.3 110.64 6103.06 2783.44 4725.27 4453.09 2923.86 1529.24 10947.6 1482.88 9464.76 991.662 494.648 3319.62 2484.18 835.438 272.177 8473.1 477.438 7995.66 184.991 109.8 99.9555 1373.08 588.697 2758.28 784.38 517.544 61.7744 49.3552 612.296
internal_count=3110007 2227467 1234799 31041 992668 124115 83042 23576 868553 9392 535842 238238 332711 306535 197311 109224 1203758 130667 1073091 109473 54280 297604 226957 70647 26176 963618 74882 888736 14184 16869 15407 113798 30904 234506 82894 41073 6664 5515 59466
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2 846393 8 898 3 267 264200 560 782 4 557600 1 272401 5122 3 102 1412 129 1026 784 589 5 2097408 864 850 270352 4228 1
is_linear=0
shrinkage=0.1


Tree=124
num_leaves=37
num_cat=14
split_feature=0 2 3 2 4 7 3 1 1 2 2 4 2 4 2 3 4 1 1 4 4 4 1 4 1 3 2 4 1 3 4 4 4 2 4 2
split_gain=0.738396 0.140232 0.237096 0.13108 0.109298 0.0891417 0.415183 2.83312 2.70709 1.80936 1.35243 1.90654 1.34692 1.25847 0.818316 0.620996 0.538813 0.704156 0.483161 0.420706 0.370441 0.186331 2.75105 1.08486 0.438154 0.738672 0.855524 0.437934 2.67318 0.436683 0.33441 0.218674 0.153116 0.127386 0.108371 0.00267545
threshold=0 27.500000000000004 1 37.000000000000007 2.5000000000000004 2 3 4 5 5.5000000000000009 5.5000000000000009 7.5000000000000009 9.5000000000000018 1.0000000180025095e-35 1.5000000000000002 6 1.5000000000000002 7 8 60.500000000000007 66.500000000000014 26.500000000000004 9 123.50000000000001 10 11 13.500000000000002 17.500000000000004 12 13 13.500000000000002 139.50000000000003 5.5000000000000009 6.5000000000000009 137.50000000000003 2.5000000000000004
decision_type=1 2 1 2 2 1 1 9 9 2 2 2 2 2 2 1 2 9 9 2 2 2 9 2 9 1 2 2 9 1 2 2 2 2 2 2
left_child=-1 5 3 4 -3 21 8 13 16 14 11 -9 -12 15 -10 -8 18 -18 -7 -15 -11 24 29 33 25 32 -27 30 -29 31 -26 -23 -2 -24 -25 -31
right_child=1 2 -4 -5 -6 6 7 10 9 20 12 -13 -14 19 -16 -17 17 -19 -20 -21 -22 22 23 34 27 26 -28 28 -30 35 -32 -33 -34 -35 -36 -37
leaf_value=-0.013882702865693384 0.0060280488570871142 0.014365672417934891 0 0 0 -0.00022350444800026595 0.0049973817491471388 -0.002019859900136018 0.0097608981855561924 -0.024302175447519645 -0.015201968223863173 0.015308278360250928 0.0014012686757389631 0.0127721153019003 -0.0046889774883735885 -0.0044586649323339039 0.0091645218574404139 -0.0030789712398398752 0.0089320187630713734 0 0 0.023083941101831165 -0.018516520364638026 0.0053652354916704521 0 -0.018744287142287968 0 0.018593350070248375 -0.0064147557955873073 -0.00089659366321646851 -0.0055428272999681963 0 0 0 0 0
leaf_weight=8.3198166555221178 13.331840008206202 4.9124711046461016 2.8197790049016458 1.4320122350472955 0.36771643720567215 5.0711620873771608 119.08761701843468 414.60777241899632 5.4873766459058961 37.647708584321663 99.530233228811994 43.616148127242923 23.760361017892137 258.88176374416798 291.77927019260824 72.523349087685347 23.565087037393823 139.62218745774589 188.50916536326986 1.5454599731601764 0.24143493827432294 12.165279453038234 66.746678891358897 7.6474606387782824 21453.591613100813 33.858702292220187 10.081746101146562 40.548669600160792 38.949068622430786 3.2817386197857585 79.360588802490383 0.43370665051043111 4.1482290034182361 10.131325098220257 5.3272895214613527 3.2355676894076169
leaf_count=882307 1894 383 376 174 38 711 8092 39762 644 3197 7063 1282 1728 17183 21773 6700 1417 6859 22039 87 12 1572 3255 267 2065606 4937 1420 1193 2618 337 4695 48 481 364 385 249
internal_value=0 1.92042e-06 0.00595611 0.00898772 0.0131621 0 0.000676881 0.002011 -0.000916311 -0.00728001 -0.00219607 0 -0.0103971 0.00777136 -0.00263524 0 0.00443702 0 0.00774207 0.0121562 -0.0231069 -6.31959e-05 -0.00373243 -0.0122315 -2.57922e-05 -0.00658362 -0.0120694 0 0.00631274 0.0130185 -2.70513e-05 0.0176716 0.000789818 -0.0172755 0 0
internal_weight=0 23517.8 9.53198 6.7122 5.28019 23508.3 1725.48 1033.55 691.923 335.156 581.515 458.224 123.291 452.038 297.267 191.611 356.768 163.187 193.58 260.427 37.8891 21782.8 108.969 89.8528 21673.9 61.4205 43.9404 21612.4 79.4977 19.1163 21533 12.599 17.4801 76.878 12.9748 6.51731
internal_count=3111148 2228841 971 595 421 2227870 138549 81897 56652 25626 49835 41044 8791 32062 22417 14792 31026 8276 22750 17270 3209 2089321 6477 4271 2082844 8732 6357 2074112 3811 2206 2070301 1620 2375 3619 652 586
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=2 316 1 41 4222109 10818403 82 10817536 8650752 9197313 4718593 392 2369712 472
is_linear=0
shrinkage=0.1


Tree=125
num_leaves=28
num_cat=12
split_feature=0 2 1 2 2 1 4 3 3 1 2 3 4 4 2 4 4 6 4 4 3 4 4 2 3 1 3
split_gain=0.709772 0.150849 1.17264 0.802611 0.520638 0.174565 1.02561 0.526249 0.362504 0.142033 1.35905 1.48696 1.21985 1.54149 0.806285 0.554293 0.547031 1.25201 0.748998 0.525545 1.02494 0.401345 0.120999 0.119061 0.0673118 0.00472907 0.00197357
threshold=0 16.500000000000004 1 34.500000000000007 31.500000000000004 2 29.500000000000004 3 4 5 11.500000000000002 6 14.500000000000002 11.500000000000002 1.5000000000000002 3.5000000000000004 28.500000000000004 7 123.50000000000001 18.500000000000004 8 13.500000000000002 53.500000000000007 1.5000000000000002 9 10 11
decision_type=1 2 9 2 2 9 2 1 1 9 2 1 2 2 2 2 2 1 2 2 1 2 2 2 1 9 1
left_child=-1 5 3 24 26 6 7 -2 22 16 12 25 13 -11 -14 -13 19 23 -19 21 -21 -7 -8 -18 -3 -12 -4
right_child=1 2 4 -5 -6 9 8 -9 -10 10 11 15 14 -15 -16 -17 17 18 -20 20 -22 -23 -24 -25 -26 -27 -28
leaf_value=-0.013627915540433036 0 0.016936426135190499 0 0 0 -2.4825648715706296e-05 0.015126014335764895 -0.014828275906819158 0 0.00024481575582054998 0 0.029272110216774384 0 -0.017431557844649691 0.01784978299746548 0 0 -0.014861659518325299 0 0.01294959396715418 -0.0020643549581521362 -0.0057525211013681543 0 0.0093814738816369141 0 -0.0029083551706956638 -0.012577946193839853
leaf_weight=8.2067777744232444 12.108997103059664 32.310400000307709 2.4394509780686349 2.8521984743420026 0.61973537458106953 19511.954635337403 2.9966876524267723 33.779167297412641 2.4761010082438579 3506.0063188201748 1.7741783121600747 16.951498092385016 3.2889940270688376 20.033020836766809 34.315458028111607 6.7898029750213018 0.65869282279163677 82.955203938763589 15.629677873104809 50.200739315245301 24.585619979770854 94.385237689130008 0.38926461595110584 10.605174865573643 28.437820554012433 6.2310735103674215 11.289704458322371
leaf_count=882486 1580 2957 144 352 54 1832889 523 4937 206 360997 149 1384 359 1753 3112 340 35 3829 728 1357 1367 4373 37 273 3254 599 1065
internal_value=0 9.10497e-06 0.00374061 0.0102479 -0.00658508 0 -0.00435952 -0.0120176 0.00591165 8.98892e-06 0.000594493 0.0154024 0.000253273 0 0.0135591 0.0214201 -8.32353e-05 -0.00632614 -0.0108114 -2.36382e-05 0.00701175 -7.64231e-05 0.0106038 0.00611714 0.014871 -0.00238099 -0.0136054
internal_weight=0 23516.1 77.9493 63.6004 14.3489 23438.1 51.7502 45.8882 5.86205 23386.4 3595.39 31.7466 3563.64 3526.04 37.6045 23.7413 19791 109.849 98.5849 19681.1 74.7864 19606.3 3.38595 11.2639 60.7482 8.00525 13.7292
internal_count=3111139 2228653 7826 6563 1263 2220827 7283 6517 766 2213544 368693 2472 366221 362750 3471 1724 1844851 4865 4557 1839986 2724 1837262 560 308 6211 748 1209
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12
cat_threshold=2 6292915 524289 267 200 2108282 137 8 60 344 262144 16
is_linear=0
shrinkage=0.1


Tree=126
num_leaves=22
num_cat=14
split_feature=0 2 3 2 4 2 1 2 1 6 3 3 1 6 3 2 3 6 2 3 3
split_gain=0.680244 0.116608 0.240609 0.126902 0.107095 0.0825039 0.169056 0.10137 1.47912 0.69689 0.50596 0.220169 0.138362 1.96703 2.13101 1.8507 3.63849 2.31261 1.21386 0.0256355 0.00270125
threshold=0 27.500000000000004 1 37.000000000000007 2.5000000000000004 21.500000000000004 2 16.500000000000004 3 4 5 6 7 8 9 10.500000000000002 10 11 11.500000000000002 12 13
decision_type=1 2 1 2 2 2 9 2 9 1 1 1 9 1 1 2 1 1 2 1 1
left_child=-1 5 3 4 -3 7 20 12 9 19 -10 -11 15 14 -14 17 -17 -2 -15 -9 -7
right_child=1 2 -4 -5 -6 6 -8 8 10 11 -12 -13 13 18 -16 16 -18 -19 -20 -21 -22
leaf_value=-0.01336751031307839 -0.0082210304498666568 0.01401964087438355 0 0 0 0 -0.0071337905519523598 0 0 0 -0.012107187592177014 0.021820867141695142 0.017463933365862057 -0.00013055042403635204 0.00015130225486676696 0.0002634851678830873 -0.021536886368461908 0.00016983757414185203 0.0090062000993143942 -0.0023864669588467054 0.00078704448470634449
leaf_weight=8.091934440046316 297.62530809221789 5.015678217401728 2.9126521807629597 1.4320122350472955 0.37016700580716122 1.7207506964914498 9.4315556278452259 2.1917312054429203 5.1343395248986781 6.7630192150827497 15.528285561827945 19.700938631780449 98.155231954180636 11023.805306135211 236.05758746390347 149.00483587011695 79.946502269012854 11438.50840335706 117.32983861421235 5.0123243648558855 3.608020591083914
leaf_count=882076 22593 383 381 174 38 192 1098 212 406 661 1572 1851 9763 1211128 24132 12397 8477 923632 9174 520 355
internal_value=0 0 0.0054175 0.00873493 0.0128152 -9.00474e-07 -0.00429334 0 0.003466 0.0134021 -0.00651171 0.0183087 -5.16885e-06 0.000229112 0.00736079 -0.00025486 -0.00862507 -4.4717e-05 0 0 0
internal_weight=0 23519.3 9.73051 6.81786 5.38585 23509.5 14.7603 23494.8 54.3306 33.668 20.6626 26.464 23440.4 11475.3 334.213 11965.1 228.951 11736.1 11141.1 7.20406 5.32877
internal_count=3111215 2229139 976 595 421 2228163 1645 2226518 5222 3244 1978 2512 2221296 1254197 33895 967099 20874 946225 1220302 732 547
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=2 316 2097234 6292643 2 20 36 6858811 8 80 370 8 296 12
is_linear=0
shrinkage=0.1


Tree=127
num_leaves=40
num_cat=18
split_feature=0 1 2 3 4 6 2 3 3 4 6 4 2 6 3 6 4 6 2 4 4 1 6 4 4 1 2 3 3 3 4 4 2 4 2 2 4 3 2
split_gain=0.654884 0.127656 1.58168 1.73548 2.92585 1.79968 1.43867 2.84067 2.29836 2.25766 1.22816 1.20605 0.660975 0.597607 0.381117 0.375954 0.271137 0.315366 0.199348 0.171746 0.143366 1.73779 1.0566 0.894654 0.851355 2.87947 0.846181 0.827659 0.455804 0.385465 0.239292 0.218677 0.212132 0.138359 0.20135 0.159838 0.132448 0.12531 0.111499
threshold=0 1 3.5000000000000004 2 1.5000000000000002 3 2.5000000000000004 4 5 2.5000000000000004 6 5.5000000000000009 1.5000000000000002 7 8 9 34.500000000000007 10 34.500000000000007 42.500000000000007 21.500000000000004 11 12 53.500000000000007 18.500000000000004 13 8.5000000000000018 14 15 16 54.500000000000007 139.50000000000003 12.500000000000002 8.5000000000000018 6.5000000000000009 6.5000000000000009 6.5000000000000009 17 8.5000000000000018
decision_type=1 9 2 1 2 1 2 1 1 2 1 2 2 1 1 1 2 1 2 2 2 9 1 2 2 9 2 1 1 1 2 2 2 2 2 2 2 1 2
left_child=-1 2 6 16 5 18 7 11 15 13 19 12 -2 -10 -12 -8 17 -4 -5 -9 24 22 26 27 38 -26 28 -23 -22 30 -25 -31 -29 34 -6 -35 -17 -24 -3
right_child=1 20 3 4 33 -7 8 10 9 -11 14 -13 -14 -15 -16 36 -18 -19 -20 -21 21 23 37 29 25 -27 -28 32 -30 31 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=-0.013126525527538714 0 -0.00010214607547418133 -0.0069696361525391284 0.023770252004766512 0 -0.0010439971794863757 -0.003006162023889627 -0.010176266055813649 0 0.0023382084826208288 0.0080418076660140579 -0.0031298242680699094 0.013775244675613167 -0.019938965736540026 0 0.0057947471515621104 0.0037082290356314873 0 0 0 0 0 0 0 0.023055295858757145 -0.0074341185726256379 0 -0.022234127944887161 0.021283454270584305 0.0089750815774393561 -0.0088541480163122754 0 0 0 -0.0081415561382758069 0.0068952420917160976 0 -0.0057488442638887914 0.00094188446079316191
leaf_weight=7.9862683906030725 41.886546230060048 21130.417835769797 77.491758314659819 127.22719343006611 40.856633820338175 17.40902338293381 29.840552139561623 172.38577846257249 2.7424200584646314 27.380255915690213 29.212376237846911 19.423584274714813 194.61762013460975 127.43399092217442 59.400214197987225 118.22355664370116 0.84575164364650746 39.61876646662131 0.37444292823783953 0.14433023449964721 7.0939661765005466 9.1943551390431821 4.3682742062956095 0.41556190233677881 24.342214711476117 15.600078748771919 2.0595024912618092 48.214340434875339 27.791108491306655 24.056289052357901 30.431122002191842 2.3082668571732929 0.55168303078971703 5.5838437261991185 23.029214306734502 3.618710063630715 2.1587173661682746 10.627348576206712 1016.9060857974691
leaf_count=882273 4596 1991595 10846 14270 3862 1971 3408 22467 363 3935 4173 3116 24316 18832 7546 13534 112 5663 50 31 269 342 349 23 589 822 81 2003 1811 824 1450 158 21 536 2375 291 239 692 81473
internal_value=0 1.23474e-05 0.00102506 0.00664059 0.0113497 0.0190824 -0.00105261 0.00173669 -0.00636485 -0.0135714 -0.00462647 0.00893231 0.0116246 -0.0194491 0.00218343 0.00121542 -0.00125686 -0.00416634 0.0220735 -0.00928831 -2.85909e-05 -0.00271408 0.00707745 -0.00957443 0 0.0110104 0.0141425 -0.01657 0.0200755 0 -0.00533134 0.00526689 -0.0191132 -0.00106965 -0.00399915 0 0.00462116 -0.00249993 -3.94723e-05
internal_weight=0 23515.3 1160.91 336.055 218.099 145.011 824.85 517.07 307.779 157.557 261.143 255.928 236.504 130.176 88.6126 150.223 117.956 117.111 127.602 172.53 22354.4 167.112 51.9402 115.172 22187.3 39.9423 36.9446 57.9604 34.8851 57.2112 30.8467 26.3646 48.766 73.0884 63.8858 9.20255 120.382 14.9956 22147.3
internal_count=3111307 2229034 146532 39976 23355 16291 106556 66245 40311 23130 34217 32028 28912 19195 11719 17181 16621 16509 14320 22498 2082502 8023 3202 4821 2074479 1411 2161 2366 2080 2455 1473 982 2024 7064 6237 827 13773 1041 2073068
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=2 8492033 708 3 692 651 1 8 9 2 1 803652 9 2123952 16 7 208 72
is_linear=0
shrinkage=0.1


Tree=128
num_leaves=24
num_cat=14
split_feature=0 2 3 2 4 2 1 1 2 1 3 1 3 3 2 2 1 4 3 1 3 4 3
split_gain=0.628062 0.111556 0.234121 0.124397 0.105382 0.0920351 0.164869 0.0890052 1.51253 3.8933 4.10628 2.57047 2.03303 1.9932 0.927733 0.337517 2.58062 2.62723 2.40163 1.3433 6.72186 1.29606 0.00239743
threshold=0 27.500000000000004 1 37.000000000000007 2.5000000000000004 21.500000000000004 2 3 2.5000000000000004 4 5 6 7 8 16.500000000000004 2.5000000000000004 9 1.5000000000000002 10 11 12 1.5000000000000002 13
decision_type=1 2 1 2 2 2 9 9 2 9 1 9 1 1 2 2 9 2 1 9 1 2 1
left_child=-1 5 3 4 -3 7 22 15 9 12 -11 13 -9 -10 -13 16 17 -2 -18 20 -17 -21 -7
right_child=1 2 -4 -5 -6 6 -8 8 11 10 -12 14 -14 -15 -16 19 18 -19 -20 21 -22 -23 -24
leaf_value=-0.012888286676141678 -0.00069040179011267103 0.013808321748170435 0 0 0 0.00074981385102218881 -0.0072099415557454714 0 -0.00017070722801991003 0.0065852550497143853 -0.0086626036150072167 -0.001537232454861243 0.015083116133925873 0.021274348262028869 0.011780202212556689 -0.0096875006743146683 0.00010435779339627013 0.0053682188283772497 -0.0072003997768319075 0.0012553586261375255 0.0031906370255510054 -0.00096156778460069082 0
leaf_weight=7.8823810414287436 3282.5058702031383 5.0784367583692074 2.8956913775764388 1.4319169721566138 0.3703755997121333 2.6421171468682587 9.472820589784531 117.52311480557546 40.943651935522212 295.22595239791553 321.50576082060797 3090.2255441936431 288.08609946584329 56.282686515594833 18.983859306201339 691.67058991244994 681.9232083990355 868.36640811921097 962.44377181760501 8249.8767341224011 832.12328217294998 3699.230170436902 2.7591795918997377
leaf_count=882302 290302 382 378 174 38 238 1105 14835 6233 33884 37686 317286 34579 8533 1974 39851 50641 77890 121705 882433 69189 239074 312
internal_value=0 0 0.00528938 0.00858357 0.0126075 -1.07337e-05 -0.00453542 0 0.000411112 0.00374392 -0.00095021 -0.000582412 0.0109152 0.0126399 -0.00124459 -9.3438e-05 -0.000739367 0.000533461 -0.00406245 0.000163141 -0.00256135 0.000542852 0
internal_weight=0 23521.6 9.77642 6.88073 5.44881 23511.8 14.8741 23496.9 4228.78 1022.34 616.732 3206.44 405.609 97.2263 3109.21 19268.1 5795.24 4150.87 1644.37 13472.9 1523.79 11949.1 5.4013
internal_count=3111024 2228722 972 594 420 2227750 1655 2226095 455010 120984 71570 334026 49414 14766 319260 1771085 540538 368192 172346 1230547 109040 1121507 550
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=2 316 2097234 797562 2163844 692 12582912 324 53 262248 11 262152 38 112
is_linear=0
shrinkage=0.1


Tree=129
num_leaves=36
num_cat=23
split_feature=0 2 3 2 4 4 1 3 2 6 1 3 3 1 2 3 3 6 3 4 2 2 4 3 1 1 3 3 1 1 6 6 2 4 6
split_gain=0.606318 0.105232 0.227515 0.12083 0.103475 0.072889 3.89057 1.92182 1.97895 2.83295 1.73254 4.24634 1.98809 1.69415 2.03157 2.13796 1.96467 2.07652 1.67603 1.42913 1.14744 1.14097 1.17005 1.06564 2.61217 2.46805 1.40123 1.20526 0.922928 0.861269 0.559995 0.493653 0.201739 0.148368 0.0792464
threshold=0 27.500000000000004 1 37.000000000000007 2.5000000000000004 1.5000000000000002 2 3 2.5000000000000004 4 5 6 7 8 1.5000000000000002 9 10 11 12 12.500000000000002 1.5000000000000002 3.5000000000000004 3.5000000000000004 13 14 15 16 17 18 19 20 21 8.5000000000000018 6.5000000000000009 22
decision_type=1 2 1 2 2 2 9 1 2 1 9 1 1 9 2 1 1 1 1 2 2 2 2 1 9 9 1 1 9 9 1 1 2 2 1
left_child=-1 5 3 4 -3 10 7 21 9 -9 11 12 -2 14 15 -8 19 -18 -16 -15 34 22 -7 24 26 27 -12 -25 -26 -27 -22 -14 -10 -23 -13
right_child=1 2 -4 -5 -6 6 13 8 32 -11 23 20 31 16 18 -17 17 -19 -20 -21 30 33 -24 25 28 29 -28 -29 -30 -31 -32 -33 -34 -35 -36
leaf_value=-0.012658774963555129 -0.020342225651335373 0.013580567302520337 0 0 0 -0.02149839958820636 -0.0041103883351634443 -0.0021799222654286677 0.004258779514217991 0.019598505266785627 -0.00073806692107945913 0 0 -0.0035299213818061805 0.0039730018682281026 0.017464871136746468 0.0030711960780819441 -0.0046001043001141877 -0.006774957076924883 0.0069245868108864465 -0.0003169772375012349 0.0053151815875288159 0 0 -6.6984103028891605e-05 -0.0059357562986638015 -0.015676250696675272 0.013430107400197792 0.002126232625574299 -0.0012724799940529872 0.0077770071191314606 -0.0077226603260956194 0 0 -0.0051057508299021913
leaf_weight=7.782835262169101 30.075610497035086 5.146891419775784 2.8775521852076036 1.4278993657790122 0.3703755997121333 30.664899300783873 41.070511284749955 47.206843461375684 720.3276327396743 188.90800091915298 209.45594876767882 3.995905612478964 393.81259732716717 1470.3710421406431 107.97018511150964 48.271115925163031 2259.0544933186611 354.16872906766366 1006.8419077225262 98.289784297347069 22.934853623388335 24.816305233398456 6.3592803650535634 52.087379895150661 4456.1570476599736 435.62450592900677 110.4010459901765 129.69647880992852 3031.6155582872452 7057.6790008298422 1017.710333206458 50.675631253514439 58.598899991018698 2.2833768432028583 36.849945166613907
leaf_count=882460 3911 382 377 174 38 2817 4997 3120 45364 10806 21662 443 56473 127337 6109 6177 164468 27497 89880 4523 2564 2713 661 3335 418948 49809 12408 12556 283842 743251 105747 7611 4057 306 3497
internal_value=0 1.92032e-05 0.00516169 0.00843 0.0123845 0 0.000295068 0.0056942 0.0069744 0.0150166 -9.78373e-05 0.00301655 -0.00427234 -0.000765977 -0.00401559 0.00761187 0.000127856 0.00186476 -0.0054196 -0.00255358 0.00652076 -0.00658384 -0.0156128 -0.000437072 0.000355261 -0.00127964 -0.00789714 0.00893817 0.000787723 -0.00161348 0.00738421 -0.000976078 0.00378542 0.00106652 -0.00413427
internal_weight=0 23513.8 9.82272 6.94517 5.51727 23504 6465.2 1079.17 1015.04 236.115 17038.8 1556.05 474.564 5386.04 1204.15 89.3416 4181.88 2613.22 1114.81 1568.66 1081.49 64.1239 37.0242 15482.7 7807.63 7675.09 319.857 181.784 7487.77 7493.3 1040.65 444.488 778.927 27.0997 40.8459
internal_count=3110320 2227860 971 594 420 2226889 500832 69844 63347 13926 1726057 180246 67995 430988 107163 11174 323825 191965 95989 131860 112251 6497 3478 1545811 736860 808951 34070 15891 702790 793060 108311 64084 49421 3019 3940
cat_boundaries=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=2 316 4526223 513 2 69120 195 1 3600 676 328 3 516 331 266241 266240 3 4 565676 13107219 8 3 4
is_linear=0
shrinkage=0.1


Tree=130
num_leaves=34
num_cat=20
split_feature=0 2 3 2 4 4 1 3 2 1 1 3 2 1 1 3 4 3 3 2 3 1 1 4 4 2 4 3 3 4 3 1 1
split_gain=0.580769 0.0988751 0.225225 0.114897 0.101586 0.0896512 3.05767 2.01086 1.42545 5.52799 2.10945 2.75255 1.42024 2.83091 2.05553 3.78458 2.87036 1.30333 1.23818 0.971166 0.862447 3.3324 2.8622 0.819186 0.795747 1.54905 1.26219 0.704632 0.616519 0.696147 0.443054 0.188346 0.0949086
threshold=0 27.500000000000004 1 37.000000000000007 2.5000000000000004 1.5000000000000002 2 3 1.5000000000000002 4 5 6 1.5000000000000002 7 8 9 1.0000000180025095e-35 10 11 3.5000000000000004 12 13 14 3.5000000000000004 10.500000000000002 2.5000000000000004 14.500000000000002 15 16 1.0000000180025095e-35 17 18 19
decision_type=1 2 1 2 2 2 9 1 2 9 9 1 2 9 9 1 2 1 1 2 1 9 9 2 2 2 2 1 1 2 1 9 9
left_child=-1 5 3 4 -3 12 7 19 9 17 11 -10 13 28 15 -14 -17 -8 -12 23 21 -16 -22 -7 25 -9 -26 -11 31 -30 -15 -2 -21
right_child=1 2 -4 -5 -6 6 8 24 10 27 18 -13 14 30 20 16 -18 -19 -20 32 22 -23 -24 -25 26 -27 -28 -29 29 -31 -32 -33 -34
leaf_value=-0.012423414805682284 0 0.013354466908276416 0 0 0 -0.019986303245613041 0 0.012961304893363449 -0.010977410808834243 0 -0.0021633173079801372 0 -0.018560620938078597 0 0.011789331935556216 0.00068525391955768004 0.0096949870473674715 0.020193803002135437 0.0013197937083685102 0.0039030777646751219 -0.0073968741009923988 -0.0019192708353815973 0.00054784549265637428 0 -0.013921743371045976 0.0035854443953841492 0.0056762097184307365 -0.022951137222983017 0.01273982979882771 0 -0.019495865017494802 -0.0068190125570703449 0
leaf_weight=7.6812956393005152 2.1002645452972502 5.2150879991240799 2.8928288752213103 1.4129112991504369 0.3703755997121333 32.030004642903805 44.155124346958473 302.60451632505283 415.80193369369954 5.9128505603875965 1672.8503202769207 523.8233909108676 32.224339363863692 44.745960374362767 139.25655996031128 991.38332263304619 605.94640180794522 109.68679785530549 2467.670170429803 22.300466559128836 434.66456139000547 5154.9495963033114 9433.9647032208431 7.2564633230213067 25.658185336738825 776.40012797748204 32.185868080006912 19.580597941996533 54.066383652447257 40.404756793112028 88.87101939164495 23.224387595022566 6.9049268281087306
leaf_count=882042 237 382 376 173 38 3067 5294 22997 34619 678 135295 45172 4307 4574 14134 119415 66369 12425 176992 2218 50837 597230 840997 802 1923 53492 2363 2392 8629 6163 9811 3734 1140
internal_value=0 0 0.0049756 0.0083027 0.012163 -7.0826e-06 0.000295001 0.00478388 -0.000706028 0.00720694 -0.00108612 -0.00526162 -0.000139537 -0.00716134 -3.1562e-06 0.00330919 0.00437627 0.015326 -2.29233e-05 -0.00758445 -0.000386636 -0.00141674 0.000139195 -0.0154721 0.00601642 0.00676489 -0.00138745 -0.0177446 0.00231723 0.00678241 -0.0155509 -0.00370082 0
internal_weight=0 23520.5 9.8912 6.99837 5.58546 23510.6 6464.82 1205.34 5259.48 179.335 5080.15 939.625 17045.8 253.413 16792.4 1629.55 1597.33 153.842 4140.52 68.4919 15162.8 5294.21 9868.63 39.2865 1136.85 1079 57.8441 25.4934 119.796 94.4711 133.617 25.3247 29.2054
internal_count=3110317 2228275 969 593 420 2227306 500869 88002 412867 20789 392078 79791 1726437 33148 1693289 190091 185784 17719 312287 7227 1503198 611364 891834 3869 80775 76489 4286 3070 18763 14792 14385 3971 3358
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=2 316 12914831 513 2115680 3584 305 12861792 8457728 1 645 330 688 266241 266245 17 267 656 16384 69769
is_linear=0
shrinkage=0.1


Tree=131
num_leaves=40
num_cat=20
split_feature=0 7 3 1 1 6 4 1 4 2 4 2 1 2 2 2 4 2 4 6 6 1 1 2 3 1 6 3 3 2 2 4 4 4 2 2 6 1 3
split_gain=0.551157 0.127537 0.451525 2.92231 1.66433 1.62636 1.09835 1.12577 0.820042 0.786219 0.618819 1.22755 1.13008 0.618633 0.540518 0.473915 0.466276 0.444988 0.437415 0.36967 0.338031 3.00188 1.50519 0.307675 0.434133 0.126281 2.51113 3.32165 2.5277 1.83117 1.49624 0.84574 0.824848 0.669396 0.5467 0.414287 0.358724 3.70377 3.23918
threshold=0 1 2 3 4 5 4.5000000000000009 6 5.5000000000000009 1.5000000000000002 2.5000000000000004 4.5000000000000009 7 6.5000000000000009 9.5000000000000018 1.5000000000000002 48.500000000000007 2.5000000000000004 9.5000000000000018 8 9 10 11 5.5000000000000009 12 13 14 15 16 7.5000000000000009 1.5000000000000002 5.5000000000000009 14.500000000000002 1.0000000180025095e-35 13.500000000000002 4.5000000000000009 17 18 19
decision_type=1 1 1 9 9 1 2 9 2 2 2 2 9 2 2 2 2 2 2 1 1 9 9 2 1 9 1 1 1 2 2 2 2 2 2 2 1 9 1
left_child=-1 25 3 6 9 13 15 16 -9 -4 20 12 -12 17 18 -3 -8 -5 -7 -13 21 -6 -22 24 -11 26 27 30 29 -28 -2 -30 -33 35 -31 -29 37 -27 -39
right_child=1 2 4 5 10 14 7 8 -10 23 11 19 -14 -15 -16 -17 -18 -19 -20 -21 22 -23 -24 -25 -26 36 28 33 31 34 -32 32 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.0121919761508566 -9.2001099261680122e-05 0 0.0043895739931026721 0 -0.014416070482933634 -0.01659151497286639 -0.013527619739324388 0 0.015865206607831413 0 0 0.0012129070229595896 0.016616035188463191 -0.0051920491535905177 0 0.012907733531409615 0 0.010292953456963079 0 -0.0075523713561426566 0.0047874329986906453 0.010781573742367153 -0.0051087012026912251 0 -0.011938277022771449 0.0059408024455133582 -0.0058686892357061368 0 0.0033695381056652674 0.014087617103279944 0.022886513123020515 -0.012276682980142374 0.0027447832199410192 -0.0072437160553840895 0 0.012275856455216132 -0.00013244761123687391 0.0044226741316692724 -0.021589332221382148
leaf_weight=7.5819777464848812 4.0225665220059446 8.3168903274927271 7.2786403435748062 27.221935986774042 75.169651504606009 90.919234709523153 35.176748392172158 5.6925708851777044 25.137117202859372 86.735509705031291 43.423465599305928 41.504552997881547 79.00847883708775 18.136653541820124 3.2985290230717501 244.15599954943173 7.1050037913955739 62.404343448579311 3.8356275400146833 24.024712550919503 427.24791476118844 32.894655113806948 171.2491758633405 45.869778616353869 159.9377606199123 139.92736952466657 853.4133841797011 40.769520278670825 1041.4656518147094 33.17859734245576 119.08663485338911 44.507077299756929 6.6446977755986145 74.011912464629859 3.0006903770845375 6.4446466362569472 19298.357166614442 35.113349069841206 105.56956238287967
leaf_count=881521 463 1173 807 3572 6064 10453 1003 307 1001 5779 1455 2018 4987 1348 258 18205 213 5739 223 1292 30600 4679 22863 3031 11744 17706 68988 3719 87921 1887 10326 2991 419 5172 223 594 1882993 3020 9403
internal_value=0 -3.32431e-05 0.00076639 0.00311159 -0.000107247 -0.00482339 0.00892717 0 0.00829726 -0.00630842 0.00183127 0.00655174 0.0118919 0.00168727 -0.0125675 0.0120386 -0.00880662 0.00668117 -0.0152234 -0.00088644 0 -0.00387922 0.00134333 -0.00808381 -0.00934358 -0.000111233 0.000562142 0.00941943 -0.000546015 -0.00451852 0.0190605 0.00246882 -0.00633527 -0.000810452 0.010337 0.00418015 -0.000204035 -0.00356082 -0.0138948
internal_weight=0 23531.3 1725.74 531.401 1194.34 205.816 325.584 73.1114 30.8297 299.822 894.523 187.961 122.432 107.763 98.0534 252.473 42.2818 89.6263 94.7549 65.5293 706.561 108.064 598.497 292.543 246.673 21805.5 2226.55 244.335 1982.21 889.593 123.109 1092.62 51.1518 121.226 36.1793 47.2142 19579 280.61 140.683
internal_count=3116160 2234639 138814 43495 95319 21593 21902 2524 1308 21361 73958 9752 6442 10659 10934 19378 1216 9311 10676 3310 64206 10743 53463 20554 17523 2095825 182703 20274 162429 71098 10789 91331 3410 9485 2110 4313 1913122 30129 12423
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=2 1 976 6319785 6564480 9 2105376 42 9 8 4219 4191 8 8720512 12 625 77 8 8518 33
is_linear=0
shrinkage=0.1


Tree=132
num_leaves=21
num_cat=11
split_feature=0 2 3 2 4 2 1 2 1 6 3 3 2 1 4 7 4 1 4 3
split_gain=0.534156 0.0845723 0.226261 0.11643 0.0995629 0.0812688 0.168449 0.0699215 1.35585 0.289515 0.263573 0.103317 0.102872 0.519859 0.1928 0.0805009 0.412705 0.25837 0.0496818 0.0026111
threshold=0 27.500000000000004 1 37.000000000000007 2.5000000000000004 21.500000000000004 2 16.500000000000004 3 4 5 6 14.500000000000002 7 2.5000000000000004 8 15.500000000000002 9 10.500000000000002 10
decision_type=1 2 1 2 2 2 9 2 9 1 1 1 2 9 2 1 2 9 2 1
left_child=-1 5 3 4 -3 7 19 12 9 -9 -11 -10 15 14 -14 17 -17 -2 -15 -7
right_child=1 2 -4 -5 -6 6 -8 8 11 10 -12 -13 13 18 -16 16 -18 -19 -20 -21
leaf_value=-0.011981788683318629 -0.0021539369621705047 0.013126822553511653 0 0 0 0 -0.0071373225228388753 0 0 0.018070706454192571 0 -0.010113311769533527 0.0069890645215891379 -0.010722003297921716 0 9.8853285670491938e-05 0.0076193723173422758 -2.1010827782952228e-06 0 0.00077374977611205256
leaf_weight=7.492231990036089 542.25754629872972 5.2839775970205665 2.9706052057445032 1.4315758899319915 0.36989838210865844 1.7233498995192347 9.4354727328754944 9.0095374302472919 2.0361057654954493 22.40810063900426 11.481891472823916 9.9099225781392288 12.807789646089079 35.563799975207075 4.0150052695535114 1665.6090999276494 52.671375605976209 21132.791385647666 0.78249784326180716 3.6135979488026351
leaf_count=881772 92036 382 389 174 38 192 1106 930 126 2063 1165 953 1161 3651 217 136278 1576 1991458 46 355
internal_value=0 -1.14336e-05 0.00453786 0.0080976 0.0119416 -3.18992e-05 -0.0043155 -1.09593e-05 0.00282051 0.0114907 0.0144096 -0.00795562 -3.39571e-05 -0.00356001 0.00153762 -8.58594e-06 0.000627771 -7.36525e-05 -0.00895203 0
internal_weight=0 23526.2 10.0561 7.08545 5.65388 23516.1 14.7724 23501.3 54.8456 42.8995 33.89 11.946 23446.5 53.1691 16.8228 23393.3 1718.28 21675 36.3463 5.33695
internal_count=3116068 2234296 983 594 420 2233313 1653 2231660 5237 4158 3228 1079 2226423 5075 1378 2221348 137854 2083494 3697 547
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11
cat_threshold=2 316 2097234 6292899 2 218 16 278848 1 4719621 12
is_linear=0
shrinkage=0.1


Tree=133
num_leaves=24
num_cat=9
split_feature=0 2 3 2 2 1 4 3 1 2 2 2 1 4 1 6 4 2 4 4 4 4 3
split_gain=0.520194 0.0771943 0.215124 0.119304 0.0871626 0.158987 0.0781031 0.0761044 3.95681 2.15042 1.65535 1.50085 1.44298 1.28351 1.20767 1.54249 3.3062 1.3556 0.566823 0.84962 0.367119 0.160236 0.00215508
threshold=0 27.500000000000004 1 34.500000000000007 21.500000000000004 2 2.5000000000000004 3 4 3.5000000000000004 10.500000000000002 8.5000000000000018 5 4.5000000000000009 6 7 1.0000000180025095e-35 6.5000000000000009 27.500000000000004 17.500000000000004 46.500000000000007 109.50000000000001 8
decision_type=1 2 1 2 2 9 2 1 9 2 2 2 9 2 9 1 2 2 2 2 2 2 1
left_child=-1 4 3 6 7 22 -3 8 9 12 11 -10 -2 -12 18 16 -16 -17 19 -9 -20 -11 -6
right_child=1 2 -4 -5 5 -7 -8 14 10 21 13 -13 -14 -15 15 17 -18 -19 20 -21 -22 -23 -24
leaf_value=-0.011785677838808592 0.00089377761445256468 0.012844172356316907 0 0 0.00071076917606328904 -0.0070503497328680484 0 -0.00061086157175351268 0.0022641050645515605 -0.0094800141857798587 0.023652129837408289 -0.010071120720787967 -0.010065075451507482 0 0.011772433159143239 -0.0001379923841169114 -0.00031940213362213982 0.0048159206747439721 -0.013716243779591492 0.00939011730654081 0 0 0
leaf_weight=7.4088832380975873 699.19309669311042 4.4954213663004339 2.9267466100864095 2.3888593215961009 2.6585841127671301 9.3904833730775845 0.29438665835186828 12835.211477580771 3206.5213616916444 482.13185403135139 33.561971648363397 64.618194004753605 98.888376849354245 3.5936279792804262 368.07470455850125 4558.6666730675424 415.04931946267607 585.01626653096173 26.769917619181797 52.338107426883653 59.082447972847149 0.15063359215855499 2.7611107546836138
leaf_count=882473 76435 317 383 250 239 1103 30 1157938 257818 47524 3529 6767 12928 235 42656 535011 40170 43028 1567 2265 2709 11 312
internal_value=0 1.56395e-05 0.00440357 0.0078792 0 -0.00439412 0.0118797 1.65189e-05 0.000389424 -0.00417135 0.00227286 0.00184025 -0.000528025 0.0183946 -5.88168e-05 0.00110157 0.00515616 0.000391357 -0.000613739 -0.000525309 -0.00777827 -0.00931216 0
internal_weight=0 23513.8 10.1054 7.17867 23503.7 14.8102 4.78981 23488.9 4588.66 1280.36 3308.3 3271.14 798.081 37.1556 18900.2 5926.81 783.124 5143.68 12973.4 12887.5 85.8524 482.282 5.41969
internal_count=3115698 2233225 980 597 2232245 1654 347 2230591 405247 136898 268349 264585 89363 3764 1825344 660865 82826 578039 1164479 1160203 4276 47535 551
cat_boundaries=0 1 2 3 4 5 6 7 8 9
cat_threshold=2 316 2097234 772 2953799 4676 8416696 12 112
is_linear=0
shrinkage=0.1


Tree=134
num_leaves=35
num_cat=22
split_feature=0 2 3 2 4 1 3 2 1 3 2 6 1 2 1 4 1 3 6 3 1 2 2 3 2 1 1 1 1 2 3 3 4 3
split_gain=0.496283 0.0797285 0.203805 0.118836 0.0817575 2.79247 4.31782 4.3103 2.21375 1.40152 2.78639 2.74037 2.61338 1.32947 1.29336 1.52448 1.1132 3.09628 1.80333 1.31146 1.02268 0.978533 0.910357 0.821887 1.18118 5.05499 1.71398 0.811239 0.696556 0.640622 3.57067 1.37972 0.0768513 0.0213343
threshold=0 27.500000000000004 1 34.500000000000007 1.5000000000000002 2 3 7.5000000000000009 4 5 2.5000000000000004 6 7 6.5000000000000009 8 16.500000000000004 9 10 11 12 13 5.5000000000000009 5.5000000000000009 14 6.5000000000000009 15 16 17 18 4.5000000000000009 19 20 2.5000000000000004 21
decision_type=1 2 1 2 2 9 1 2 9 1 2 1 9 2 9 2 9 1 1 1 9 2 2 1 2 9 9 9 9 2 1 1 2 1
left_child=1 4 3 32 16 6 7 28 22 10 11 -7 -12 -10 15 -11 17 27 33 -20 -9 -16 -8 24 26 -26 -18 -1 -6 31 -31 -25 -3 -19
right_child=-2 2 -4 -5 5 9 8 20 13 14 12 -13 -14 -15 21 -17 23 18 19 -21 -22 -23 -24 29 25 -27 -28 -29 -30 30 -32 -33 -34 -35
leaf_value=0 -0.011569296463856564 0.012655121484262795 0 0 0 0.01971142353176469 -0.014662634378759183 0.00091934064101444925 0 -0.011942466763145088 0.0073184752275211986 0.0014256620896261972 -0.0035039247414761902 0.014681435552951644 -0.0024361941074430315 0.0061017747628948939 0.0032398737966423995 0 0 0.0052157948694073883 -0.011833355354174725 0.001828087900100318 0 0.00053690824460590736 -0.022936718170977154 0.00064864273489466677 -0.0011092907039944788 -0.02335207850899151 0.01092955724384446 0.003875361092654551 -0.0030356239906286424 -0.0022645940142837855 0 -0.011937176345204583
leaf_weight=6.7813801950542256 7.3173473257920696 4.5516332695260644 2.8551696701906604 2.3982315941248089 72.723185399197973 104.63216547737829 132.26698129216675 48.557611006312072 397.51474143227097 229.04922086745501 238.31529859919101 320.18224355904385 969.0585673453752 36.253259097225964 2274.5893293226836 14.059004630660636 2094.1783998005267 9.789597588358447 807.0860057696118 1309.5641171879251 85.622147564543411 596.98906688462012 91.063250237610191 2310.5290083345317 68.479973485693336 429.61012741108425 1416.9619604649151 25.051632977556441 855.97363943420351 1412.7922605542699 1485.265310337476 5630.2950886191684 0.29438665835186828 41.444739734753966
leaf_count=934 881903 317 378 250 9511 10798 13947 2425 20450 36401 10381 31479 63408 3052 183598 1491 232013 1019 104778 138950 7492 31878 6247 215906 9146 40175 136761 3339 68431 133553 147230 563375 30 5478
internal_value=0 -6.37059e-06 0.00441475 0.00772535 -2.66339e-05 0.000258934 0.00369878 0.00760673 -0.00226586 -0.000945816 0.00129506 0.00805692 -0.000968844 0.0014272 -0.00221673 -0.00891832 -0.000152791 0.00189974 0.00265213 0.0033003 -0.00673114 -0.00143161 -0.00970525 -0.000481204 0.000695122 -0.00356675 0.00141149 -0.0181074 0.0102164 -0.000944852 0.000239054 -0.00141502 0.0116938 -0.0105443
internal_weight=0 23524.8 10.0994 7.24425 23514.7 6466.85 1719.97 1062.88 657.098 4746.87 1632.19 424.814 1207.37 433.768 3114.69 243.108 17047.8 2199.72 2167.88 2116.65 134.18 2871.58 223.33 14848.1 4009.23 498.09 3511.14 31.833 928.697 10838.9 2898.06 7940.82 4.84602 51.2343
internal_count=3116524 2234621 975 597 2233646 500989 131555 87859 43696 369434 116066 42277 73789 23502 253368 37892 1732657 254498 250225 243728 9917 215476 20194 1478159 418095 49321 368774 4273 77942 1060064 280783 779281 347 6497
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 316 5050767 472 786688 551 10 32 17920 8474112 1 8 196 262273 321 270363 6324330 8389632 65541 44 130 272
is_linear=0
shrinkage=0.1


Tree=135
num_leaves=24
num_cat=16
split_feature=0 2 3 2 4 2 1 3 1 2 1 1 3 4 6 6 1 1 6 3 1 4 3
split_gain=0.480309 0.0788883 0.201856 0.106776 0.0756089 0.0747983 0.154421 0.0765847 1.09623 1.10354 4.25317 0.960218 1.32444 2.41612 2.30359 1.16668 3.2398 0.90046 0.798602 0.868529 0.600345 0.585697 0.00217278
threshold=0 27.500000000000004 1 34.500000000000007 2.5000000000000004 21.500000000000004 2 3 4 11.500000000000002 5 6 7 1.0000000180025095e-35 8 9 10 11 12 13 14 2.5000000000000004 15
decision_type=1 2 1 2 2 2 9 1 9 2 9 9 1 2 1 1 9 9 1 1 9 2 1
left_child=-1 5 3 4 -3 7 22 11 18 20 -11 12 13 -2 -14 17 -17 -13 19 -9 -10 -20 -7
right_child=1 2 -4 -5 -6 6 -8 8 9 10 -12 15 14 -15 -16 16 -18 -19 21 -21 -22 -23 -24
leaf_value=-0.011374116436953467 0.0154952785416175 0.012467162190694759 0 0 0 0.00071369254432380948 -0.0068273574666973414 0.001878540867992962 -0.0052921367971107067 0.015918332305400122 -0.0098663169587903752 0.0003198053397130062 0.0030215218535312519 -0.0044709617800830215 -0.010589778471068331 0.00059361043910429508 -0.010534685890035889 0.0028889944507856703 0.0054426567758645295 -0.0085859942990354991 -0.00048143034937578522 0 0
leaf_weight=7.2351636480652814 64.958697887952439 4.6076814278494567 2.8416880271397513 2.3509310355875641 0.29438665835186828 2.6573572072666138 9.2738461205735785 131.76755863483413 242.96022380097747 126.58441545977257 56.945801344700158 7110.5593669748923 125.67903760948684 110.28390703717014 332.45584851375315 846.29355927204597 312.16967956942972 1775.476964210975 719.04172756316257 78.334559636190534 11338.003754412055 125.48834293487016 2.7450692569836974
leaf_count=882145 8944 317 379 248 30 239 1104 18432 27831 8087 6088 635815 15229 14224 40780 83203 28936 185846 94104 9327 1044294 10289 311
internal_value=0 0 0.00442276 0.00770167 0.011509 -1.39771e-05 -0.00410429 0 -0.000170624 -0.000472696 0.0065342 0.000191119 -0.00341475 0.00252834 -0.00631078 0.000460886 -0.00240632 0.000877398 0.00281908 -0.00157275 -0.000626579 0.00427256 0
internal_weight=0 23521.8 10.0947 7.253 4.90207 23511.7 14.6763 23497 12819.1 11764.5 183.53 10677.9 633.377 175.243 458.135 10044.5 1158.46 8886.04 1054.63 210.102 11581 844.53 5.40243
internal_count=3116202 2234057 974 595 347 2233083 1654 2231429 1218452 1086300 14175 1012977 79177 23168 56009 933800 112139 821661 132152 27759 1072125 104393 550
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=2 316 2097234 908 6361094 8650977 2691074 128 6 3 8659308 9196 2 97 8650753 112
is_linear=0
shrinkage=0.1


Tree=136
num_leaves=40
num_cat=16
split_feature=0 7 1 3 2 4 3 1 2 2 1 4 4 4 3 6 6 4 3 2 2 4 4 2 6 2 2 4 4 1 3 4 4 3 4 4 4 1 2
split_gain=0.460932 0.0995428 0.381363 1.41844 0.892042 0.725588 0.602591 0.855077 1.37227 1.19325 0.819832 0.731822 0.617138 1.48038 1.17516 0.589766 0.461344 0.723645 0.449304 0.383646 0.378963 0.589112 0.48284 0.273166 0.203762 0.211103 0.189475 0.142281 0.118176 1.23544 1.50052 1.55561 0.876456 0.755812 0.583308 0.521616 0.456839 1.64743 0.384093
threshold=0 1 2 3 2.5000000000000004 2.5000000000000004 4 5 7.5000000000000009 1.5000000000000002 6 2.5000000000000004 2.5000000000000004 7.5000000000000009 7 8 9 8.5000000000000018 10 17.500000000000004 3.5000000000000004 3.5000000000000004 4.5000000000000009 12.500000000000002 11 1.5000000000000002 10.500000000000002 2.5000000000000004 13.500000000000002 12 13 82.500000000000014 37.500000000000007 14 92.500000000000014 16.500000000000004 12.500000000000002 15 11.500000000000002
decision_type=1 1 9 1 2 2 1 9 2 2 9 2 2 2 1 1 1 2 1 2 2 2 2 2 1 2 2 2 2 9 1 2 2 1 2 2 2 9 2
left_child=-1 28 3 4 16 15 7 9 11 -4 18 -9 14 -14 -12 -5 17 -3 23 -17 21 -6 -22 -8 -7 -26 -10 -18 36 33 32 -32 35 -30 -35 -31 -2 38 -38
right_child=1 2 6 5 20 24 10 8 26 -11 12 -13 13 -15 -16 19 27 -19 -20 -21 22 -23 -24 -25 25 -27 -28 -29 29 30 31 -33 -34 34 -36 -37 37 -39 -40
leaf_value=-0.011175164081517077 -7.4956384671618145e-05 0.032128709280503091 0.0066847100768671593 0 -0.011168029774537725 0 0.0083210556688737749 0 -0.016040101451170349 -0.010917555368627915 -0.0025312452797305123 0.0078489999371667667 -0.012996947360312356 0.0034218415086253655 0.0092996503385771 -0.013586987517549909 -0.004717324903918612 0 0 0 0.010183319793750024 0.0023844142839971236 0 0 0 0.010178883384773595 0 0.0039438743210157313 -0.0015078949804236104 0 -0.017451268265846052 0.0012202340788612679 -0.0057293175016588016 0.015320269581544069 0 0.013989188070034332 0.021671707651954787 -0.0054318739815203887 0
leaf_weight=7.1517632873728871 21485.395421729307 16.045927475439388 4.6353918814565978 15.97905631933827 19.333364926511425 8.6928449489641935 253.45031900284812 478.13034406164661 25.27947352337651 156.42732021957636 145.93088985886425 111.43046064535156 85.162280309945345 44.891388899646699 90.682781850919127 65.57845380413346 9.7917227847501653 1.0040592276491214 78.263275092933327 0.52812736365012725 49.329348907747772 6.9193544099107376 13.147541087586431 1.6124113537371147 1.0985830486752117 26.765767209464684 12.035395716316996 4.5449944753199807 19.565366183232982 17.523496049456298 108.56325999717228 19.851397633785382 20.063685718225315 49.17962948360946 2.8540375153534105 35.05233816546388 26.673033280763779 12.442759980214758 0.80260358052328129
leaf_count=881951 2078486 1998 547 2521 2591 707 19087 39059 1760 10700 10310 4679 3444 1116 9028 10235 1178 83 8533 62 5607 438 814 128 204 2497 960 390 1718 885 6036 1024 785 3309 249 1598 1196 935 28
internal_value=0 -6.04628e-06 0.000702715 0.00409788 0.0107614 -0.00176976 0 -0.00179378 0 -0.00747927 0.00213147 0.00150045 -0.000481534 -0.0058761 0.00166783 -0.00767875 0.0215915 0.024135 0.00555304 -0.0108567 0.000822433 -0.00289631 0.00606176 0.00743751 0.00420569 0.00688273 -0.0135328 0 -7.68221e-05 -0.00205993 -0.00645656 -0.0122155 0.00178351 0.00567153 0.0111128 0.0095394 -3.49532e-05 0.00799916 0.0169565
internal_weight=0 23524.7 1726.69 238.759 120.116 118.643 1487.93 787.938 626.876 161.063 699.993 589.561 366.667 130.054 236.614 82.0856 31.3867 17.05 333.326 66.1066 88.7296 26.2527 62.4769 255.063 36.5572 27.8644 37.3149 14.3367 21798 272.653 201.054 128.415 72.6395 71.599 52.0337 52.5758 21525.3 39.9184 27.4756
internal_count=3116876 2234925 138676 29325 13099 16226 109351 57705 46458 11247 51646 43738 23898 4560 19338 12818 3649 2081 27748 10297 9450 3029 6421 19215 3408 2701 2720 1568 2096249 15604 10328 7060 3268 5276 3558 2483 2080645 2159 1224
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=2 1 14763015 115 43 10880 11032 20 8 5 532 8 9201685 554 672 2359804
is_linear=0
shrinkage=0.1


Tree=137
num_leaves=40
num_cat=23
split_feature=0 7 1 3 6 6 4 2 3 1 4 2 2 1 3 4 1 6 1 2 2 2 1 2 1 2 3 1 2 3 2 3 2 6 3 1 3 2 4
split_gain=0.444465 0.0685276 0.322741 0.673771 0.863452 0.438317 0.488634 0.305585 0.231656 2.25549 1.83694 1.41033 0.929296 0.667804 0.9324 0.78938 0.566047 0.400015 1.60076 0.807112 0.398371 0.216305 0.106128 1.45232 2.29719 1.88746 6.80494 2.28792 1.76805 1.73408 1.31956 1.58674 1.67131 1.4341 2.79237 1.41854 1.30406 1.26801 2.20548
threshold=0 1 2 3 4 5 2.5000000000000004 10.500000000000002 6 7 3.5000000000000004 1.5000000000000002 3.5000000000000004 8 9 5.5000000000000009 10 11 12 4.5000000000000009 1.5000000000000002 2.5000000000000004 13 6.5000000000000009 14 5.5000000000000009 15 16 10.500000000000002 17 7.5000000000000009 18 6.5000000000000009 19 20 21 22 5.5000000000000009 2.5000000000000004
decision_type=1 1 9 1 1 1 2 2 1 9 2 2 2 9 1 2 9 1 9 2 2 2 9 2 9 2 1 9 2 1 2 1 2 1 1 9 1 2 2
left_child=-1 22 3 4 -3 6 -5 -6 9 12 11 -11 -4 14 15 -10 -14 18 -15 -19 -16 -8 23 25 28 -2 -27 -28 -25 -26 31 32 -24 34 -32 -34 -30 -33 -39
right_child=1 2 8 5 7 -7 21 -9 13 10 -12 -13 16 17 20 -17 -18 19 -20 -21 -22 -23 30 24 29 26 27 -29 36 -31 33 37 35 -35 -36 -37 -38 38 -40
leaf_value=-0.010987105183025148 -0.00027305542828644501 0 -0.012464455174856932 0 0.022314034703759419 -0.0084787737870973649 0 0 -0.0031900998988306801 -0.00051011566422695892 -0.00035877820128641459 0.021857996819746053 -0.0040423419684670952 -0.010931433152951271 0 0.012767053365292581 0.0079072037441663065 0.0031451417237197349 0.0028661703330636959 -0.0027470349333883525 -0.01479218533631464 0.014896770319120354 0.0010738445339215749 0.0086305425675777519 0 0.017287813585998946 0.0015952012118131253 -0.01424741487274165 0.0030911073890726119 -0.0097014936522874136 0 -0.00034135501359911099 0.015631569705679648 0.00085212447003310565 0.019824782616130784 -0.0013606405976714668 -0.015092224806118375 -0.0060816766641178877 0.0044064127899389668
leaf_weight=7.0732721901458717 8646.688007229759 6.8922159844078124 56.136831307550892 9.6363870291934273 26.131705055595379 13.403321106045043 0.73322932398877938 2.4121700387913725 75.571942606009543 3.144342699320986 37.926489581819624 84.740260533755645 28.452343815937638 100.3789818957448 0.62288764282129605 11.837577738333492 32.642986330203712 784.06845084554516 129.42699727043509 249.72389317140914 70.175559316528961 4.7611101777292788 2741.9640987367311 190.34745310316794 212.75205017556436 232.41969138244167 187.92946275440045 94.689221010077745 22.768533035647124 523.41032215347514 95.35514855873771 6747.5378249287332 111.65192830900196 676.77858535491396 102.51307311258279 28.39375012065284 34.89995853533037 951.10598476615269 194.76910003484227
leaf_count=882074 692834 620 7314 1074 2274 1482 104 186 4617 421 1631 7555 2931 6559 86 276 2154 63390 11212 19194 5009 587 306861 19482 17977 18594 14420 9218 2295 46611 7835 778402 9880 50769 7475 1960 3951 95456 12044
internal_value=0 -6.70054e-06 0.00057762 0.00605339 0.0120497 0 0.00314133 0.0176121 5.07712e-05 0.00279378 0.0112581 0.0185867 -0.00493508 -0.00027651 -0.00578794 0 0 0.000339838 -0.00277583 0.00138942 -0.0121353 0.0125056 -6.75232e-05 -0.000312065 -0.0039082 5.27588e-05 0.00578704 -0.00389122 0.00335167 -0.00673692 0.000120179 -0.000160635 0.00179813 0.0038033 0.0106355 0.0116292 -0.00725897 -0.000918885 -0.00397691
internal_weight=0 23524.8 1728.82 63.9701 35.4361 28.534 15.1307 28.5439 1664.85 243.043 125.811 87.8846 117.232 1421.81 158.208 87.4095 61.0953 1263.6 229.806 1033.79 70.7984 5.49434 21796 10145.9 984.178 9161.73 515.038 282.619 248.016 736.162 11650.1 10775.4 2882.01 874.647 197.868 140.046 57.6685 7893.41 1145.88
internal_count=3116814 2234740 138676 6327 3080 3247 1765 2460 132349 22006 9607 7976 12399 110343 9988 4893 5085 100355 17771 82584 5095 691 2096064 825382 90316 735066 42232 23638 25728 64588 1270682 1204603 318701 66079 15310 11840 6246 885902 107500
cat_boundaries=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=2 1 4260869 54 4 5 960 8661312 787072 24 262400 8 12330 6818875 2099216 332 43 46 274 10 928 8651588 82
is_linear=0
shrinkage=0.1


Tree=138
num_leaves=40
num_cat=25
split_feature=0 1 2 6 3 2 3 3 6 2 1 2 4 1 6 3 4 4 1 3 4 4 1 3 6 2 3 4 1 6 3 3 1 4 1 3 4 2 1
split_gain=0.439119 0.0728111 3.39637 2.36006 3.42608 2.73859 1.78752 1.70187 1.91428 1.65617 1.93639 1.49804 3.47919 1.59789 1.47826 2.79075 2.61029 2.11343 1.27957 1.21971 1.12681 1.0296 0.95641 1.4041 0.786105 0.741631 4.09071 1.48246 1.22347 0.740708 3.09339 0.993761 0.666468 0.658885 0.645148 0.635105 0.429456 0.414624 0.339826
threshold=0 1 1.5000000000000002 2 3 7.5000000000000009 4 5 6 7.5000000000000009 7 1.5000000000000002 1.5000000000000002 8 9 10 6.5000000000000009 1.0000000180025095e-35 11 12 1.5000000000000002 48.500000000000007 13 14 15 7.5000000000000009 16 1.0000000180025095e-35 17 18 19 20 21 1.0000000180025095e-35 22 23 5.5000000000000009 4.5000000000000009 24
decision_type=1 9 2 1 1 2 1 1 1 2 9 2 2 9 1 1 2 2 9 1 2 2 9 1 1 2 1 2 9 1 1 1 9 2 9 1 2 2 9
left_child=-1 11 6 4 5 -4 34 8 18 20 -11 12 22 -14 15 32 17 -17 -5 -15 -9 -21 24 -24 33 29 28 -28 -27 30 -16 -31 -13 -2 -3 -10 -34 38 -6
right_child=1 2 3 7 37 -7 -8 9 35 10 -12 14 13 19 25 16 -18 -19 -20 21 -22 -23 23 -25 -26 26 27 -29 -30 31 -32 -33 36 -35 -36 -37 -38 -39 -40
leaf_value=-0.010823360116287147 0.015406544681809976 -0.0069125807999617849 0.022159961705957312 0.0084612392157366184 0 -0.0049709807649547383 -0.020020834516022986 -0.0018879081668849466 0.00018411435229390898 0 0.011128001821852807 0 -0.00075728643300013491 0 0.010462498173933747 -0.00092242078360974629 0.0064310486208006921 -0.021498458616600109 0.0019427046928846348 0.026990809124965383 0.0013420827743202545 0 0.0011838264403496504 -0.015924407651809615 -0.0037127603687711372 0 0.0053303035383281709 -0.0029564979782261149 -0.020143771121925568 -0.0018760004726376758 -0.00022852270657148688 0.00035030025682251009 0.016479205615210987 0 0.0070896863251319123 -0.0086944458143463285 0 0 -0.010873648883036109
leaf_weight=7.0051995866233483 35.68841032194905 12.593537082429973 151.15022436765139 450.37331355409697 17.141636278945953 13.914538343669845 83.522921126161236 4357.1195264542475 44.522495182405692 296.31770300958306 210.56955621181987 29.191016528289765 24.339028686285019 41.173599584028125 311.36634575016797 117.6845057560131 33.972960354061797 152.0420209383592 1451.005247995985 101.4880920634605 1298.2592360259732 3.4703990872949353 37.960979898402002 56.134694736509118 24.27149581676349 12.947470278711988 314.99455905635841 544.60288063855842 116.22917602374218 2485.1249540712452 964.72750724316575 9397.874732545868 38.283738907659426 23.030144520103931 38.354013483854942 142.26303351810202 6.6393603761680415 23.924952284083702 39.983285471098498
leaf_count=883236 6453 1483 14398 39609 1060 1118 9933 502168 6139 30600 16900 3222 3283 4870 30808 12158 929 12475 138558 11336 114069 274 4094 6099 3928 1330 27390 32836 11071 199313 86880 865869 4023 3740 4414 13295 252 2143 4066
internal_value=0 5.49978e-05 0.000292166 0.000599828 0.0095596 0.0170482 -0.0138693 0.00025081 0.00271437 -0.000547754 0.00466118 -6.29672e-05 0.00612681 0.0154472 -0.000244047 -0.0061134 -0.0105861 -0.0145127 0.00378378 0.0185107 -0.00109049 0.0234327 -0.00233478 -0.00849092 0.0028872 -4.91973e-05 -0.00266352 0 -0.0168678 0.000130071 0.00239084 -9.48625e-05 0.00687186 0.00905323 0 -0.0055961 0.0121667 -0.00380704 -0.00833906
internal_weight=0 23504.3 8631.02 8496.54 246.115 165.065 134.47 8250.43 2088.16 6162.27 506.887 14873.2 347.557 170.471 14525.7 377.814 303.699 269.727 1901.38 146.132 5655.38 104.958 177.086 94.0957 82.9901 14147.9 988.774 859.597 129.177 13159.1 1276.09 11883 74.1141 58.7186 50.9476 186.786 44.9231 81.0499 57.1249
internal_count=3115822 2232586 899953 884123 22785 15516 15830 861338 197601 663737 47500 1332633 44077 19763 1288556 33059 25562 24633 178167 16480 616237 11610 24314 10193 14121 1255497 72627 60226 12401 1182870 117688 1065182 7497 10193 5897 19434 4275 7269 5126
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 7129194 8 244 658 774 3 5376 524354 8 65 8397824 645 278624 817 9 769 2099200 4 656 18 4196362 78976 768 4224
is_linear=0
shrinkage=0.1


Tree=139
num_leaves=40
num_cat=21
split_feature=0 1 2 3 6 3 2 1 6 3 2 2 1 3 1 1 4 4 4 1 3 6 3 6 4 2 3 2 4 2 4 1 2 2 1 1 2 2 2
split_gain=0.412915 0.066545 1.54321 2.12004 1.72387 2.44833 3.40267 0.741913 0.550273 1.87391 2.62552 2.56924 0.730163 0.713788 0.705477 0.696636 0.563103 0.672227 0.527364 0.508603 1.13772 1.1836 1.06981 1.40757 0.904366 0.652196 0.437613 1.46777 2.30308 4.04013 3.46518 1.61618 1.525 1.37624 3.42488 1.28285 3.15076 1.66584 1.1312
threshold=0 1 1.5000000000000002 2 3 4 6.5000000000000009 5 6 7 2.5000000000000004 4.5000000000000009 8 9 10 11 92.500000000000014 1.0000000180025095e-35 34.500000000000007 12 13 14 15 16 8.5000000000000018 3.5000000000000004 17 2.5000000000000004 8.5000000000000018 1.5000000000000002 3.5000000000000004 18 7.5000000000000009 8.5000000000000018 19 20 4.5000000000000009 7.5000000000000009 9.5000000000000018
decision_type=1 9 2 1 1 1 2 9 1 1 2 2 9 1 9 9 2 2 2 9 1 1 1 1 2 2 1 2 2 2 2 9 2 2 9 9 2 2 2
left_child=-1 8 3 7 5 -4 -7 -3 9 10 14 13 -11 -12 -2 -13 17 -14 -16 20 24 -22 23 -21 -6 -24 33 28 30 -30 -28 -29 -33 35 38 36 -10 -37 -35
right_child=1 2 4 -5 19 6 -8 -9 26 12 11 15 16 -15 18 -17 -18 -19 -20 22 21 -23 25 -25 -26 -27 27 31 29 -31 -32 32 -34 34 -36 37 -38 -39 -40
leaf_value=-0.010614732349290647 0 -0.0042700691425602939 -0.0040764699471388102 -0.015719605064129557 0.0015968291516159031 0.020933873096425734 -0.0063823589277453201 0.0091215809518156842 -0.0075565447260144249 0 0 0.012026092228262959 -0.0013619620608444627 -0.017288878040917232 0.020150052955172741 -0.00085849138858647579 0 -0.020116968358107695 0 0.014145575025369934 -0.00034054264386340621 -0.0052602039666785555 -0.0032332744563228462 0 -0.0086201959108489004 0.0031331788979244756 -0.001827678353691819 0.0011739590904560773 0.033832286097467017 -3.842010574926842e-05 -0.014722369888928333 -0.0035457046098947686 0.0081448458019714436 -0.0017417846632906801 -0.01830633967308893 0.0010530731101888837 0.0057046946567037779 0.013898531522382905 0.015744115164816115
leaf_weight=6.9188284055162512 4.6022016776259989 13.240802366053684 62.132907438208349 99.534543213667348 2807.2564261271036 144.08757298041019 26.097911519231275 46.872899894253351 495.33034889306873 33.45160382555332 19.214993583969772 39.363677119603381 75.096481787972152 67.075909558916464 65.660248341038823 12.289296679897232 0.99870995059609313 83.770825439598411 2.0672118309885255 111.84813724493142 2373.0814999886788 639.69657467279467 318.90791300195269 215.12413519012625 52.138500160304829 262.8092228473397 2276.6551017390448 4997.0441213247832 16.850727150449529 77.216300077911001 215.06547046999913 1383.6191567475908 79.405063413782045 19.642646318301558 84.469258694211021 5970.6843911826145 221.68618134222925 77.930196363478899 32.721191683318466
leaf_count=881839 539 1405 6170 11724 318819 13925 2238 5395 44892 2808 2022 2104 6762 5870 6668 1310 30 6408 65 16982 264732 72983 49707 33768 3064 38433 257186 411060 1197 5381 20689 138087 4900 2270 5156 439438 16064 5712 3297
internal_value=0 -7.42636e-06 0.000231421 -0.00858617 0.000510785 0.00833564 0.0142079 0.00264775 -0.000130804 -0.00360961 0.00182314 -0.00470996 -0.0101041 -0.0146233 0.0151207 0.00746507 -0.0126906 -0.0144644 0.0168127 0.000150656 -0.000147921 -0.00153863 0.00232124 0.00657497 0.00121493 0 -1.51947e-05 -0.000489852 -0.00250128 0.0103246 -0.00322152 0.000276129 -0.00254233 0.000562882 -0.00825708 0.000821902 -0.00295091 0.00133351 0.00650712
internal_weight=0 23524.7 7172.83 159.648 7013.18 232.318 170.185 60.1137 16351.9 403.591 210.274 137.944 193.318 86.2909 72.3297 51.653 159.866 158.867 67.7275 6780.86 5872.17 3012.78 908.689 326.972 2859.39 581.717 15948.3 9045.86 2585.79 94.067 2491.72 6460.07 1463.02 6902.46 136.833 6765.63 717.017 6048.61 52.3638
internal_count=3111099 2229260 839345 18524 820821 22333 16163 6800 1389915 34586 18578 11306 16008 7892 7272 3414 13200 13170 6733 798488 659598 337715 138890 50750 321883 88140 1355329 838500 284453 6578 277875 554047 142987 516829 10723 506106 60956 445150 5567
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=2 813176 657 8 778 4264070 8 105 10240 64 286720 270432 2102148 432 5 75 6 782 120 16432 524320
is_linear=0
shrinkage=0.1


Tree=140
num_leaves=35
num_cat=17
split_feature=0 2 3 2 4 4 1 3 4 2 2 4 4 1 4 6 2 2 1 3 1 3 2 3 1 1 3 1 2 2 2 3 2 6
split_gain=0.391028 0.0681851 0.208108 0.103885 0.074405 0.0626791 1.76233 2.428 3.05312 2.3619 2.19969 1.31743 1.27019 1.16299 0.908859 2.75045 1.21244 0.81152 2.46709 2.10587 0.357011 0.679451 0.273421 7.18355 4.25037 2.69302 0.36989 1.37369 1.32299 0.251891 0.133758 0.433727 0.359254 0.0967806
threshold=0 27.500000000000004 1 34.500000000000007 2.5000000000000004 3.5000000000000004 2 3 6.5000000000000009 9.5000000000000018 1.5000000000000002 6.5000000000000009 5.5000000000000009 4 7.5000000000000009 5 1.5000000000000002 2.5000000000000004 6 7 8 9 8.5000000000000018 10 11 12 13 14 4.5000000000000009 16.500000000000004 3.5000000000000004 15 4.5000000000000009 16
decision_type=1 2 1 2 2 2 9 1 2 2 2 2 2 9 2 1 2 2 9 1 9 1 2 1 9 9 1 9 2 2 2 1 2 1
left_child=-1 5 3 4 -3 20 7 8 9 -7 11 12 -8 -13 15 -9 -16 18 -12 -19 21 30 26 24 -24 -25 27 -22 -28 -23 31 -2 -32 -10
right_child=1 2 -4 -5 -6 6 10 14 33 -11 17 13 -14 -15 16 -17 -18 19 -20 -21 22 29 23 25 -26 -27 28 -29 -30 -31 32 -33 -34 -35
leaf_value=-0.010423430402450869 0.0075003097865558831 0.012262736137767495 0 0 0 0.025843358527565044 0.0076015129807476744 0.010716938218309177 0.0012872847676275989 -0.0034791651220311814 0.002262928605366974 0.023023398763309402 -0.014065934314099289 0 -0.0061800647907098525 -0.0092477723691940482 0.011986781887306265 0.0039867195860378976 -0.010700852799369824 -0.0033304612035584507 0.0015245013807872439 -0.0060191470729471699 -0.021413623668264423 0 0 0.014266862237619802 6.7175463233685019e-05 -0.0010901403998921572 -0.0023748287327672417 0 -0.0060392730336718253 -0.00065907065005261427 0.0025445792044382874 -0.0029718197758256547
leaf_weight=6.8399836446824338 63.114651235810015 4.6687812958844006 2.967296433169393 2.3487100501079112 0.2949494239874183 114.63047711877152 46.837043780484237 50.501179994316772 12.962442123796791 5.1293276785872868 192.38313918653876 39.129288532538339 11.759130840189753 7.8725529171060762 7.2795263277366749 194.28851941903122 87.360250246711075 582.93559146905318 289.2513424543431 989.31580959726125 4512.8202507020906 340.93500314696576 122.60852502472699 234.16234194510616 180.06721606734209 307.69243255374022 8595.4984748912393 3456.9501873120316 2862.7600621264428 6.9235422969795755 50.731803593575023 29.354558340952281 70.081919731921516 59.645614243810996
leaf_count=881093 10455 317 385 248 30 10072 6686 4827 1109 430 15878 2997 1246 1166 804 18891 7350 30748 19982 42550 426074 54456 9556 18580 15536 28334 854953 346334 267398 929 9761 4478 10680 4226
internal_value=0 -5.29932e-05 0.0039368 0.00756178 0.011306 -7.24846e-05 0.00034899 0.00536413 0.0132874 0.0221389 -0.000826329 0.011243 0 0.0198416 0 -0.00326341 0.00703132 -0.00174771 -0.00527213 -0.000402326 -0.000141733 -0.00255602 -5.51649e-05 0.00164801 -0.00953026 0.00860528 -0.000147074 0.000353145 -0.000520982 -0.00523727 0.00076905 0.00349216 0 0
internal_weight=0 23535.3 10.2797 7.31244 4.96373 23525 2691.28 531.797 192.368 119.76 2159.48 105.598 58.5962 47.0018 339.429 244.79 94.6398 2053.89 481.634 1572.25 20833.7 561.141 20272.6 844.531 302.676 541.855 19428 7969.77 11458.3 347.859 213.283 92.4692 120.814 72.6081
internal_count=3108559 2227466 980 595 347 2226486 168962 47709 15837 10502 121253 12095 7932 4163 31872 23718 8154 109158 35860 73298 2057524 90759 1966765 72006 25092 46914 1894759 772408 1122351 55385 35374 14933 20441 5335
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=2 316 4285702 70 2672 2 4160 673 4259847 139 45 2112584 21160 809 8948840 130 2
is_linear=0
shrinkage=0.1


Tree=141
num_leaves=17
num_cat=6
split_feature=0 2 3 2 4 2 1 4 4 1 4 4 1 4 2 3
split_gain=0.388365 0.0682387 0.187074 0.109219 0.0731804 0.0690142 0.164346 0.0568078 0.350862 0.216387 0.21625 0.149016 2.73315 0.150717 0.130939 0.00263816
threshold=0 27.500000000000004 1 34.500000000000007 2.5000000000000004 21.500000000000004 2 123.50000000000001 93.500000000000014 3 142.50000000000003 30.500000000000004 4 21.500000000000004 1.5000000000000002 5
decision_type=1 2 1 2 2 2 9 2 2 9 2 2 9 2 2 1
left_child=-1 5 3 4 -3 7 15 8 11 -9 14 13 -13 -2 -11 -7
right_child=1 2 -4 -5 -6 6 -8 9 -10 10 -12 12 -14 -15 -16 -17
leaf_value=-0.010270701822235669 2.2658117915499144e-05 0.012077228389419992 0 0 0 0 -0.0068736934855127899 0 -0.0083206341342712108 0 0 -0.0061307250233425684 0.019621350020932779 -0.0041165671128873963 0.012850442501032025 0.00077777135746131827
leaf_weight=6.7772781595176639 23311.285985700219 4.7244284662883729 2.7962189931422454 2.3868822895456105 0.2949494239874183 1.6822610637173054 9.2986416011117381 2.2216620470862836 20.476467706495896 0.49969418509863928 4.7681770820636293 54.721312798792496 25.650973543291911 58.231679568008985 11.163628127193077 3.6111964527517557
leaf_count=882163 2214174 317 372 250 30 192 1110 175 944 36 367 2248 2363 2945 345 354
internal_value=0 1.32202e-05 0.00413232 0.00734461 0.0111236 0 -0.00392163 1.36059e-05 0 0.0034301 0.0069634 2.44085e-05 0.0036916 0 0.0114772 0
internal_weight=0 23513.8 10.2025 7.40626 5.01938 23503.6 14.5921 23489 23470.4 18.6532 16.4315 23449.9 80.3723 23369.5 11.6633 5.29346
internal_count=3108385 2226222 969 597 347 2225253 1656 2223597 2222674 923 748 2221730 4611 2217119 381 546
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2 316 2097234 3072 2105850 12
is_linear=0
shrinkage=0.1


Tree=142
num_leaves=40
num_cat=22
split_feature=0 4 1 3 4 6 2 2 4 4 1 4 5 2 2 4 4 3 1 2 1 3 6 4 1 2 1 3 6 6 1 1 3 2 6 1 7 2 2
split_gain=0.37432 0.0591704 1.54755 2.28408 2.49216 1.85874 2.51455 1.81729 1.37578 1.20086 1.02295 0.958282 0.821638 1.71827 1.0324 1.31594 0.834845 0.66662 4.57537 1.37777 1.35875 0.950493 0.882926 0.604009 0.595501 0.29663 3.43685 1.83479 1.5434 1.36566 0.46362 0.417442 1.68112 2.41227 2.9536 2.52858 0.73774 0.85205 0.356747
threshold=0 3.5000000000000004 1 2 6.5000000000000009 3 9.5000000000000018 1.5000000000000002 6.5000000000000009 5.5000000000000009 4 95.500000000000014 5 2.5000000000000004 1.5000000000000002 7.5000000000000009 15.500000000000002 6 7 4.5000000000000009 8 9 10 9.5000000000000018 11 1.5000000000000002 12 13 14 15 16 17 18 2.5000000000000004 19 20 21 2.5000000000000004 11.500000000000002
decision_type=1 2 9 1 2 1 2 2 2 2 9 2 1 2 2 2 2 1 9 2 9 1 1 2 9 2 9 1 1 1 9 9 1 2 1 9 1 2 2
left_child=-1 25 3 4 5 -3 -7 8 9 24 11 -10 13 -5 -14 -16 -15 18 19 -9 22 -22 -19 -20 -4 26 28 30 -2 -29 -28 32 36 35 -35 -34 37 -27 -38
right_child=1 2 7 12 -6 6 -8 17 10 -11 -12 -13 14 16 15 -17 -18 20 23 -21 21 -23 -24 -25 -26 31 27 29 -30 -31 -32 -33 33 34 -36 -37 38 -39 -40
leaf_value=-0.010100549362823919 0.015707935860066087 -0.0015433947693596825 0.01234761689897583 0.0094352331230072375 0 0.028791846504050589 -0.0027799940610021105 0 0.028168195547138411 -0.014241932902794434 0 0 -0.0094888094037441483 -0.015044891672618816 0 0.016081511891683782 0 -0.0029975982694192202 -0.012831509233976537 0.013736082281896331 0 -0.0079822047126929477 0.0039833752641850817 -0.00042911060924420274 0 -0.00048129884536448996 0.0060075535227848576 0.00029069599081047283 -0.001876867708207779 -0.018372187133900247 -0.0039096495386735384 -0.00013536733327621086 -0.0035457035505954216 0.010962313549051042 -0.0069055828287966116 0.010615710387707686 0.019574165862659712 0.006274267180987822 0
leaf_weight=6.7076698999480868 73.658810188993812 13.596929582767189 22.148876253282651 10.952113162958993 72.916384541196749 107.48152089398354 4.8812583016697308 189.51965539169032 37.374905082397163 11.84789276216179 7.6669042729772618 2.4412133642472318 10.832719719270242 91.577328479848802 156.08627518569119 56.576023745117709 8.0215049181133491 161.46431861794554 313.50027723331004 85.991415731608868 251.48209392093122 254.96515327994712 687.18390050821472 105.91880597081035 25.301827031653374 194.07220340881031 54.123574053752236 19.754086668137461 36.236186933703721 139.5790215664274 41.072240038425662 18751.404235473688 155.05827675713226 60.396462213015184 624.70157804735936 254.87850671703927 30.761074811220173 391.95670012570918 0.86045807553455134
leaf_count=882116 11387 1469 2065 1234 5557 9515 417 14335 2794 1258 1158 196 1549 8750 13857 5227 411 8599 16335 3265 13099 19191 30471 3770 4645 28393 5717 2308 5535 16407 4722 1793127 15876 7536 78411 35375 3319 48927 80
internal_value=0 0 0.000445363 0.00513142 0.0126449 0.0203813 0.0233743 -0.000650323 0.0102574 0 0.0190602 0.021928 0 -0.00633099 0.00319205 0.00616751 -0.0121623 -0.00150558 -0.00393523 0.00498819 0 -0.00408506 0.00224244 -0.0103739 0.00674195 -5.00492e-05 -0.00276642 -0.00928059 0.00895467 -0.0149593 0 0 0.00147826 -0.00066152 -0.00446033 0.00486144 0.00553756 0.00363558 0.0178859
internal_weight=0 23518.2 2689.73 532.922 198.876 125.96 112.363 2156.81 106.782 59.2986 47.483 39.8161 334.046 110.551 223.495 212.662 99.5988 2050.03 694.93 275.511 1355.1 506.447 848.648 419.419 47.4507 20828.5 364.424 254.529 109.895 159.333 95.1958 20464.1 1712.69 1095.03 685.098 409.937 617.65 586.029 31.6215
internal_count=3108403 2226287 169167 47986 16958 11401 9932 121181 12116 7968 4148 2990 31028 10395 20633 19084 9161 109065 37705 17600 71360 32290 39070 20105 6710 2057120 46076 29154 16922 18715 10439 2011044 217917 137198 85947 51251 80719 77320 3399
cat_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=2 4285702 71 4 2672 2 594 9179712 2099385 40 2 10489896 278944 658 1 12 2100760 11014656 736 4 4096 1
is_linear=0
shrinkage=0.1


Tree=143
num_leaves=23
num_cat=14
split_feature=0 2 3 2 4 2 1 1 2 6 3 3 3 2 4 3 3 6 1 2 1 3
split_gain=0.355981 0.0685291 0.182168 0.107259 0.0718741 0.0587814 0.15477 0.0597797 2.89783 1.17974 2.8862 1.02477 0.846636 0.567632 2.8698 1.44542 1.41572 0.664257 3.00725 0.687575 0.186683 0.00209679
threshold=0 27.500000000000004 1 34.500000000000007 2.5000000000000004 21.500000000000004 2 3 1.5000000000000002 4 5 6 7 1.5000000000000002 1.5000000000000002 8 9 10 11 12.500000000000002 12 13
decision_type=1 2 1 2 2 2 9 9 2 1 1 1 1 2 2 1 1 1 9 2 9 1
left_child=1 5 3 4 -3 7 21 13 12 10 -10 -11 20 14 15 -1 -16 18 -15 -19 -9 -7
right_child=-2 2 -4 -5 -6 6 -8 8 9 11 -12 -13 -14 17 16 -17 -18 19 -20 -21 -22 -23
leaf_value=0.0010468654361371944 -0.009919848112384012 0.011909984479291145 0 0 0 0.00070106188708511001 -0.0066325530074201377 -0.0050489744209648484 0.015943840668084703 0.0034722225674489364 -0.0030452449294010066 -0.00017387854864749934 -0.017695059257059411 -0.014459439243519827 0.018482882729182682 -0.01342081287844997 0 -2.6972767284910669e-05 0.001472213877541294 -0.0063129742972033087 0.0026781182262776851 0
leaf_weight=127.70187634194735 6.634034575909026 4.7747653452679515 2.7791420281864685 2.3873200912494212 0.29407903039827932 2.6620779365766793 9.1729540473315847 10.514984356705098 123.48143986263312 827.25686895602848 99.561937663005665 6067.2945893916476 73.985639566846658 136.90018167742528 90.858143189456314 56.767897111130878 88.170487446128391 15346.793391637708 265.05143220117316 147.69574594893493 40.740063823010132 2.6647961954586208
leaf_count=17619 881289 317 370 250 30 238 1109 1277 10956 94189 9647 670401 8773 11923 10438 7804 10109 1331122 23304 11989 4780 310
internal_value=0 -1.99219e-05 0.00404322 0.00722819 0.0109619 -3.95796e-05 -0.00371893 -1.98234e-05 0.000202545 0.000535971 0.0071529 0.00023785 -0.0132427 -0.000137522 0.00356727 -0.00383804 0.0120886 -0.000247721 -0.0040927 -0.000118224 0 0
internal_weight=0 23527.5 10.2353 7.45616 5.06884 23517.3 14.4998 23502.8 7242.84 7117.59 223.043 6894.55 125.241 16259.9 363.498 184.47 179.029 15896.4 401.952 15494.5 51.255 5.32687
internal_count=3108244 2226955 967 597 347 2225988 1657 2224331 800023 785193 20603 764590 14830 1424308 45970 25423 20547 1378338 35227 1343111 6057 548
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=1 316 2097234 2902142 8 212 770 659 752 314 8 18442 4272256 112
is_linear=0
shrinkage=0.1


Tree=144
num_leaves=36
num_cat=17
split_feature=0 2 3 2 4 1 3 5 6 4 2 6 2 4 2 2 2 2 4 4 2 1 3 3 1 1 2 3 2 1 2 1 1 6 4
split_gain=0.349437 0.0533511 0.188992 0.101368 0.0706727 0.0608667 1.27476 1.56527 1.80572 1.23673 1.17431 0.900781 0.55697 0.751859 0.603797 0.462318 0.447237 0.367885 0.308157 0.215792 0.181087 3.68489 1.53399 1.42595 2.29939 1.20499 0.394774 0.270474 1.90381 3.93339 1.63566 1.40773 1.1628 0.697353 0.0251863
threshold=0 27.500000000000004 1 34.500000000000007 2.5000000000000004 2 3 4 5 1.5000000000000002 3.5000000000000004 6 7.5000000000000009 6.5000000000000009 14.500000000000002 2.5000000000000004 1.5000000000000002 1.5000000000000002 16.500000000000004 3.5000000000000004 9.5000000000000018 7 8 9 10 11 24.500000000000004 12 7.5000000000000009 13 7.5000000000000009 14 15 16 1.5000000000000002
decision_type=1 2 1 2 2 9 1 1 1 2 2 1 2 2 2 2 2 2 2 2 2 9 1 1 9 9 2 1 2 9 2 9 9 1 2
left_child=-1 5 3 4 -3 6 12 10 19 -10 16 -12 13 15 18 -2 -8 -15 -14 -9 27 22 34 24 -23 -25 -24 30 33 -30 32 -32 -7 -29 -22
right_child=1 2 -4 -5 -6 20 7 8 9 -11 11 -13 14 17 -16 -17 -18 -19 -20 -21 21 23 26 25 -26 -27 -28 28 29 -31 31 -33 -34 -35 -36
leaf_value=-0.0097794140251550189 0.0047959182159510692 0.011726888712412932 0 0 0 0.003852764660426436 0 0.014657397853953813 -0.0078287206586484664 0 0.0016187883890462695 -0.0081207157604803147 0.016431234424587032 0 0 0 0.0081805240136667689 0.015665277810904984 0 0 0.0024817924913345685 0.0065817689604391275 -0.029548774361050714 0.0087199432036591876 -0.015233765212912621 0 0 0.00037423711735287723 0.0030189322023952431 -0.014809360031644597 0.012541964841381828 0.00063577986369161492 -0.0002484686617750845 -0.0016814977839955192 0
leaf_weight=6.5770109149161726 211.74641700042412 4.8299857696983963 2.9003072557970864 2.368068014504388 0.29407903039827932 703.60810298280558 6.6605394656071431 23.761640768847432 581.76578692611656 272.56098018563353 218.31845948283444 91.875807411735877 48.587280644685961 2.1076059772167381 2.9362168281804761 720.36822666521766 257.51330442656763 29.338616550434381 0.84815775509923597 4.3528515864163628 10.891581506235527 30.787030223757029 48.824270262150094 212.21398616069928 81.582795667927712 286.2836604421027 0.37371664633974333 7102.8678728201194 173.93611187115312 224.18018328445032 159.79435750935227 340.94773698877543 9566.8485646966728 2086.4956139412243 6.4245105811860403
leaf_count=882424 24164 317 382 249 30 97011 836 2025 64376 23248 14769 6463 2704 384 170 63434 17601 2142 27 299 1364 2116 6420 15478 8308 24061 59 647687 16376 15118 9827 31817 925176 203790 703
internal_value=0 0 0.00363323 0.00714293 0.0107818 -3.6555e-06 0.000446554 -0.00129843 -0.00402774 -0.00527086 0.00236871 -0.00103695 0.0031873 0.00208072 0.012119 0.000986961 0.00708538 0.0133084 0.0151099 0.0108464 -7.15561e-05 -0.00164696 -0.0189613 0.00085212 -0.0071291 0.00360424 -0.0254123 -2.11359e-06 -0.000401876 -0.00692915 0.000326139 0.00574293 1.72756e-05 -6.53593e-05 0
internal_weight=0 23519.2 10.3924 7.49213 5.12406 23508.8 2472.74 1456.81 882.441 854.327 574.368 310.194 1015.93 963.561 52.3717 932.115 264.174 31.4462 49.4354 28.1145 21036.1 677.382 66.5141 610.867 112.37 498.498 49.198 20358.7 9587.48 398.116 10771.2 500.742 10270.5 9189.36 17.3161
internal_count=3111355 2228931 978 596 347 2227953 222642 129617 89948 87624 39669 21232 93025 90124 2901 87598 18437 2526 2731 2324 2005311 58509 8546 49963 10424 39539 6479 1946802 882971 31494 1063831 41644 1022187 851477 2067
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=2 316 8491140 817 2 8 1 9226 400 640 2113 4213296 716 6318352 9816 7078915 5
is_linear=0
shrinkage=0.1


Tree=145
num_leaves=36
num_cat=19
split_feature=0 2 3 2 4 1 2 3 3 4 4 4 3 6 3 2 2 4 3 1 1 6 4 3 6 3 1 2 1 6 2 6 2 4 4
split_gain=0.335 0.0488991 0.189513 0.0950265 0.0869516 0.0551914 1.53546 2.51148 2.46409 1.26569 1.10225 0.887689 3.40661 0.87246 0.835277 0.68427 0.507548 0.496679 2.15374 1.72981 1.65971 1.33192 1.32301 1.19123 0.969346 0.709504 1.5366 2.86067 1.18503 1.13877 0.718897 0.518349 0.350238 0.275444 0.0695283
threshold=0 27.500000000000004 1 37.000000000000007 2.5000000000000004 2 5.5000000000000009 3 4 14.500000000000002 1.0000000180025095e-35 2.5000000000000004 5 6 7 4.5000000000000009 14.500000000000002 1.5000000000000002 8 9 10 11 2.5000000000000004 12 13 14 15 2.5000000000000004 16 17 2.5000000000000004 18 1.5000000000000002 78.000000000000014 3.5000000000000004
decision_type=1 2 1 2 2 9 2 1 1 2 2 2 1 1 1 2 2 2 1 9 9 1 2 1 1 1 9 2 9 1 2 1 2 2 2
left_child=-1 5 3 4 -3 6 8 13 15 10 -9 14 -13 34 -10 32 -15 25 20 21 22 -20 -19 -22 -21 26 27 -7 29 -27 -28 -30 -2 -11 -8
right_child=1 2 -4 -5 -6 17 7 9 11 33 -12 12 -14 16 -16 -17 -18 18 19 24 23 -23 -24 -25 -26 28 30 -29 31 -31 -32 -33 -34 -35 -36
leaf_value=-0.0096098767931111981 0 0.011619045164951101 0 0 0 0.0064687395133873702 -0.0025812450253740534 -0.00074240080648449208 -0.00031870997844445081 0.01042908225858819 -0.014143548833673731 0.011071389081613814 -0.0051412069717420052 0.016424630899721335 0.0034570279599416679 0 0 -0.004992353366506665 0.004920949153346268 0.00070080219318055959 0.010556501596619243 -0.0022393795385126534 0.0026627603006739199 0.0029718387794500025 -0.0041411515393426244 0.0076342998235907102 -0.00045970898669029075 -0.0082877851142501967 -0.00075045983890068338 0 0.0019412278907771721 -0.0028319712154532728 -0.013378636260177969 0 0.00069184617624681226
leaf_weight=6.5084069080403424 20.855106976698153 5.7464245166629553 2.9425919493660313 1.4083440969698129 0.36920550884678949 135.45919025957119 71.015970011008903 145.069393503014 692.27045626641484 7.8051319939549995 268.41440827632323 118.0494617021177 586.54958997922949 42.667270762845874 1624.9202169722994 23.916636548587121 2.4705907723400733 330.10250534699298 653.46926882816479 441.50090863625519 341.93155842879787 321.06335905077867 570.12345255201217 1056.6024778968422 1352.4753403847571 246.72383741976228 1594.5622648102581 435.88969977383385 6061.8817752177129 754.84375329644536 3691.6503307707608 1754.8949507127982 147.7094917014474 1.5904964022338388 16.445802444592118
leaf_count=881801 2593 384 383 173 38 21988 9380 17661 87849 380 28703 10441 55046 5739 182478 2884 385 31280 31195 36569 22702 17900 36034 75057 103566 30479 146575 55189 562436 89475 364365 173943 21717 86 1698
internal_value=0 -2.73676e-06 0.00343831 0.00706709 0.0104664 -2.13906e-05 -0.000377313 -0.00512944 0.000390136 -0.00889942 -0.0104865 0.00122507 -0.0015946 0.00472874 0.00222491 -0.00939943 0.0122718 3.2041e-05 0.000895767 -0.00089907 0.00316023 0.00227097 0 0.00527675 -0.00279666 -0.000246982 0.000574282 -0.0040744 -0.000826222 0.00224983 0.00115988 -0.00126799 -0.0119394 0.00587004 0
internal_weight=0 23523.4 10.4666 7.52397 6.11563 23512.9 3769.75 555.479 3214.27 422.879 413.484 3021.79 704.599 132.6 2317.19 192.481 45.1379 19743.2 5067.27 2768.51 2298.76 974.533 900.226 1398.53 1793.98 14675.9 5857.56 571.349 8818.34 1001.57 5286.21 7816.78 168.565 9.39563 87.4618
internal_count=3108572 2226771 978 595 422 2225793 427040 64032 363008 46830 46364 335814 65487 17202 270327 27194 6124 1798753 354303 189230 165073 49095 67314 97759 140135 1444450 588117 77177 856333 119954 510940 736379 24310 466 11078
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 316 806403 833 257 6 1 68 688 2175116 2170948 1 528 10 329 77828 77828 10 5
is_linear=0
shrinkage=0.1


Tree=146
num_leaves=22
num_cat=14
split_feature=0 2 3 2 4 2 1 2 1 6 3 3 1 3 4 7 1 3 4 3 3
split_gain=0.325979 0.0463103 0.174811 0.103017 0.0682944 0.0591778 0.160083 0.0582594 1.2811 0.647757 0.465102 0.256472 0.132725 0.829003 0.778084 0.558763 0.0551682 1.3512 0.412018 0.0249342 0.00282479
threshold=0 27.500000000000004 1 34.500000000000007 2.5000000000000004 21.500000000000004 2 16.500000000000004 3 4 5 6 7 8 1.5000000000000002 9 10 11 41.500000000000007 12 13
decision_type=1 2 1 2 2 2 9 2 9 1 1 1 9 1 2 1 9 1 2 1 1
left_child=-1 5 3 4 -3 7 20 12 9 19 -10 -11 13 14 -2 -15 17 -14 -18 -9 -7
right_child=1 2 -4 -5 -6 6 -8 8 10 11 -12 -13 16 15 -16 -17 18 -19 -20 -21 -22
leaf_value=-0.0094604967206400464 -0.0037016466314591916 0.011363569850099821 0 0 0 0 -0.0066759693149778879 0 0 0 -0.011678532564156942 0.020377039795624493 0.0039977606548344041 -0.017130293989121841 0.012272456701958114 0 0 -0.0024839473230370028 -0.0060217170860474897 -0.0023540064594265424 0.00080491986816837299
leaf_weight=6.4481721104129974 14.603037404885979 4.9400193383917212 2.8517701569944602 2.4005643334239721 0.29407903039827932 1.6719493675045667 9.1970033398829383 2.2191966632381082 5.269220014102757 6.8552580927498639 15.264323447365316 20.394790784223009 608.54622435951023 26.597508704517168 19.804121080145705 4.4586095926351872 22122.407566287613 558.19137015848537 83.961830778978765 4.9966417979449034 3.5995134592521936
leaf_count=882076 2045 317 375 251 30 192 1113 212 409 665 1562 1855 68525 4020 2532 452 2063027 71456 3977 518 353
internal_value=0 0 0.00338196 0.00681319 0.0104245 -1.18829e-06 -0.00364809 0 0.00261729 0.0121449 -0.00630915 0.0168814 -3.75878e-06 -0.00354797 0.00196371 -0.0115443 0 0.000668626 -2.34146e-05 0 0
internal_weight=0 23518.5 10.4864 7.63466 5.2341 23508 14.4685 23493.6 54.9994 34.4659 20.5335 27.25 23438.6 65.4633 34.4072 31.0561 23373.1 1166.74 22206.4 7.21584 5.27146
internal_count=3105962 2223886 973 598 347 2222913 1658 2221255 5221 3250 1971 2520 2216034 9049 4577 4472 2206985 139981 2067004 730 545
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=2 316 2097234 6292643 2 20 36 4718593 458 1 8753156 690 296 12
is_linear=0
shrinkage=0.1


Tree=147
num_leaves=40
num_cat=26
split_feature=0 1 4 2 4 1 5 2 6 3 1 2 2 5 4 4 5 1 3 3 3 1 1 4 2 3 4 3 6 3 1 2 1 7 3 5 1 1 2
split_gain=0.316789 0.0485635 0.928873 1.74542 1.09606 1.14358 1.61739 2.40946 1.10971 0.814751 6.212 4.91619 3.50093 1.97102 1.18194 1.05104 0.79566 16.206 5.59851 4.91542 4.45649 8.54576 2.40241 0.77373 0.763916 0.673805 0.661337 0.643804 0.554552 3.02845 2.54358 1.17561 0.922829 1.81809 0.808784 0.611578 6.25968 4.28104 4.05142
threshold=0 1 24.500000000000004 2.5000000000000004 7.5000000000000009 2 3 3.5000000000000004 4 5 6 6.5000000000000009 2.5000000000000004 7 1.0000000180025095e-35 6.5000000000000009 8 9 10 11 12 13 14 92.500000000000014 12.500000000000002 15 18.500000000000004 16 17 18 19 2.5000000000000004 20 21 22 23 24 25 6.5000000000000009
decision_type=1 9 2 2 2 9 1 2 1 1 9 2 2 1 2 2 1 9 1 1 1 9 9 2 2 1 2 1 1 1 9 2 9 1 1 1 9 9 2
left_child=-1 9 4 -4 16 25 7 -7 -8 10 15 12 14 -14 -12 24 17 18 -3 -19 21 -18 -22 27 -2 -6 -27 -5 35 32 31 -31 -30 -34 -32 37 -37 -11 -38
right_child=1 2 3 23 5 6 8 -9 -10 28 11 -13 13 -15 -16 -17 20 19 -20 -21 22 -23 -24 -25 -26 26 -28 -29 29 30 34 -33 33 -35 -36 36 38 -39 -40
leaf_value=-0.0093137195590380743 -0.035212889863186624 -0.039971057658662039 -0.0025622150211978539 0 -0.00041040760041307842 0.012932498082090746 0 -0.0085795973101470396 -0.01688591037293859 0.0015714209985136281 0 -0.026859710336958637 -0.0062411966673558547 0.011715265273451987 -0.014767733568182782 0 -0.017371322328577448 0.006045043516595721 -0.00476402927066374 -0.0014809378043436729 0.00083263641231402926 0.0025842890291647895 0.0060664042172513628 0 0 0.021950428872340777 0 0.026033769752063077 0 -4.1493917408831442e-05 8.4006818642874676e-05 0.0083426662005251749 -0.016018293662839293 0 -0.0063307808845235077 -0.0054686145891365036 0.0052538008554990651 -0.0034059571398870067 -0.0046707910289430377
leaf_weight=6.3891801726658741 48.299842527951114 96.99900533107575 14.889426405774428 3.8358257068321109 7.1469309313688427 58.091797745088115 48.140419714618474 97.175417159916833 123.56040728185326 4853.6559231267893 266.84638286079644 32.745516207301989 30.665565748000517 329.30441431957297 56.006023596040905 1.6103253769688297 316.08460504934192 1236.2989474174101 134.71672126743942 2583.162140758679 3258.564654458547 472.45677651587175 1272.9732589885098 4.959280510665848 2.2635889796074471 9.3117180503904837 1.5261912583373476 20.422519566025592 141.83595895464532 157.06090219912585 235.67910147923976 420.28179365769029 215.98081948433537 72.00049618864432 341.97320033749565 942.45246148284059 2546.9027368103252 2621.99760522408 433.60520516033284
leaf_count=882314 7131 13333 1309 90 1162 2402 3688 3792 8987 418979 18929 4337 4565 27035 4413 201 44062 101138 18996 235175 380183 22665 110687 344 404 1536 183 1199 14714 12312 24209 47254 17951 6266 31431 142972 200008 257611 32032
internal_value=0 2.19032e-05 0.000201784 0.0113917 8.55042e-05 -0.00517147 -0.00716478 0 -0.013274 -8.42506e-05 -0.00317682 0 0.00233742 0.00905383 -0.00443402 -0.0276314 0.000326807 -0.000680639 -0.0243208 0.000914776 0.00114955 -0.00550525 0.00240871 0.0212643 -0.033321 0.00672914 0.0139569 0.025221 8.47806e-05 -0.0016123 0.00088181 0.00558651 -0.00845743 -0.011525 -0.00339192 0.000351775 0.00136619 -0.000143446 0.00366598
internal_weight=0 23511.5 9760.32 44.1071 9716.21 344.953 326.968 155.267 171.701 13751.2 767.742 715.568 682.822 359.97 322.852 52.1738 9371.26 4051.18 231.716 3819.46 5320.08 788.541 4531.54 29.2176 50.5634 17.9848 10.8379 24.2583 12983.4 1584.81 1154.99 577.343 429.817 287.981 577.652 11398.6 3922.96 7475.65 2980.51
internal_count=3105999 2223685 950931 2942 947989 21750 18869 6194 12675 1272754 67015 59279 54942 31600 23342 7736 926239 368642 32329 336313 557597 66727 490870 1633 7535 2881 1719 1289 1205739 154137 115206 59566 38931 24217 55640 1051602 375012 676590 232040
cat_boundaries=0 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=2 5040936 6 2 6 1 4459040 2 2 1040 23 7 518 2097218 8458436 326 4 3 266 4458760 270880 1 192 1 525064 533256
is_linear=0
shrinkage=0.1


Tree=148
num_leaves=40
num_cat=19
split_feature=0 3 1 5 1 2 6 6 6 1 5 2 2 4 1 4 2 4 2 1 2 6 4 2 2 1 2 3 2 1 4 4 4 4 3 4 4 6 6
split_gain=0.302968 0.0706848 3.02406 2.41197 2.4911 2.34356 1.58868 0.970754 0.932017 2.71017 3.46153 1.66723 1.43325 1.28266 0.875403 0.798974 0.789462 0.78488 0.776029 0.569389 2.41592 0.409609 0.370447 0.366821 0.669567 0.31539 0.988581 1.50963 6.83891 2.38825 2.0292 1.23571 1.11982 1.69609 3.74823 1.00611 0.748896 3.78962 1.75711
threshold=0 1 2 3 4 5.5000000000000009 5 6 7 8 9 4.5000000000000009 2.5000000000000004 1.0000000180025095e-35 10 12.500000000000002 7.5000000000000009 1.0000000180025095e-35 2.5000000000000004 11 5.5000000000000009 12 1.0000000180025095e-35 1.5000000000000002 3.5000000000000004 13 6.5000000000000009 14 8.5000000000000018 15 2.5000000000000004 1.0000000180025095e-35 5.5000000000000009 8.5000000000000018 16 1.5000000000000002 1.0000000180025095e-35 17 18
decision_type=1 1 9 1 9 2 1 1 1 9 1 2 2 2 9 2 2 2 2 9 2 1 2 2 2 9 2 1 2 9 2 2 2 2 1 2 2 1 1
left_child=-1 2 8 5 6 7 16 -4 9 12 11 -11 -2 -14 21 -9 -5 -6 -12 23 -21 -7 -16 -10 -25 26 32 28 -28 30 -29 -31 36 34 -34 -30 37 -3 -38
right_child=1 25 3 4 17 14 -8 15 19 10 18 -13 13 -15 22 -17 -18 -19 -20 20 -22 -23 -24 24 -26 -27 27 29 35 31 -32 -33 33 -35 -36 -37 38 -39 -40
leaf_value=-0.0091579753065323104 0.010223515355831369 0.016975947035397048 0 0.020114224136466255 0 0 -0.0011265297255048869 -0.028067428561427701 -0.0040973083563002844 0.011989687487697194 0.00031002037404358434 -0.0077772623179115973 -0.010295553341062877 0.00062131526493461732 0 0 0 -0.014738034860242735 0.0231138836912122 -0.015318507171537097 0.0065370773520202451 -0.009197230612622816 0.014911947934350404 0.010248919086540305 0 -0.00031766112102227543 0.022028722953140827 0 0 0 0.017038987311765431 -0.016602642488737388 0 0.00030059815341519939 -0.023884635900389722 -0.013139776835012155 -0.0095973322550250515 -0.0012567707515499359 0.0024513413039824222
leaf_weight=6.3267931300906639 76.409224509028718 77.383682853542268 8.7380916222464293 71.063821407034993 29.434504025615752 5.1880840996745974 44.648140700301155 82.990722090471536 6.4556087427772573 35.718070134229492 47.54891789064277 89.45125737413764 120.38182932016207 221.1735911249998 5.0851409432943937 0.61920905904844303 3.6653984785079947 63.254056952777319 147.35899887420237 79.255108727840707 47.536024587228894 58.413865756709129 13.420013971859587 74.670372058841167 122.47222122346284 15421.760944671521 158.65968387445901 199.63828612118959 86.357034605112858 61.742959272814915 68.761139018693939 75.473619475029409 123.02472790121101 211.52864081226289 73.023088143672794 53.17958961892873 80.413318073609844 3030.8628306847786 2345.088483103551
leaf_count=881874 10094 10258 1187 9233 4428 528 6321 10361 990 3589 6860 10474 13497 18020 702 50 192 9233 15255 11201 5772 5581 2026 10568 12462 1332358 11025 11321 8768 8636 2670 7679 8412 11504 4038 2553 8099 379271 258900
internal_value=0 -4.28974e-09 0.000650974 -0.00627626 0 -0.0142169 0.00918274 -0.0230067 0.00356371 0.00549855 0.0118931 0 0 -0.00293955 0 -0.0245446 0.0162023 -0.00929822 0.019668 -7.55154e-05 -0.00519672 -0.00607261 0.00918296 0.00221182 0.00435042 -5.75963e-05 0.000499365 0.00396779 0.00887678 0 0.00512785 -0.00943427 2.122e-05 -0.00479376 -0.010928 -0.0050363 0.000453714 -0.000499219 0.00178824
internal_weight=0 23521.9 1454.95 386.521 212.066 174.455 119.377 92.348 1068.43 738.042 320.077 125.169 417.965 341.555 82.1071 83.6099 74.7292 92.6886 194.908 330.389 126.791 63.6019 18.5052 203.598 197.143 22066.9 6645.14 703.812 298.196 405.616 268.399 137.217 5941.32 407.576 196.048 139.537 5533.75 3108.25 2425.5
internal_count=3115990 2234116 168624 49842 29407 20435 15746 11598 118782 77789 36178 14063 41611 31517 8837 10411 9425 13661 22115 40993 16973 6109 2728 24020 23030 2065492 733134 52652 22346 30306 13991 16315 680482 23954 12450 11321 656528 389529 266999
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 768 12847548 2 64 1 4 1 262196 2 4163 262324 4 2167367 45 65601 240 8 8
is_linear=0
shrinkage=0.1


Tree=149
num_leaves=40
num_cat=25
split_feature=0 4 1 2 2 6 7 5 3 2 4 5 4 4 4 3 1 6 6 1 1 6 1 7 2 3 1 1 2 5 2 6 2 6 2 2 1 3 1
split_gain=0.29334 0.0536883 1.12884 2.01884 2.21696 1.94751 1.94782 1.7127 1.5133 1.35325 1.25635 1.40793 1.11225 1.02165 0.956989 0.640375 2.16822 1.09764 1.07684 1.8408 1.57673 0.886716 0.613155 0.356099 0.297457 5.39811 3.62516 3.27519 1.50581 1.47937 1.41251 1.34309 1.03153 0.911989 0.776346 0.733505 0.392198 0.361309 0.256799
threshold=0 3.5000000000000004 1 1.5000000000000002 3.5000000000000004 2 3 4 5 1.5000000000000002 6.5000000000000009 6 10.500000000000002 5.5000000000000009 25.500000000000004 7 8 9 10 11 12 13 14 15 8.5000000000000018 16 17 18 9.5000000000000018 19 11.500000000000002 20 15.500000000000002 21 12.500000000000002 31.500000000000004 22 23 24
decision_type=1 2 9 2 2 1 1 1 1 2 2 1 2 2 2 1 9 1 1 9 9 1 9 1 2 1 9 9 2 1 2 1 2 1 2 2 9 1 9
left_child=-1 24 3 23 8 6 -6 -7 -5 10 13 -12 -10 22 -13 16 17 -11 19 -17 -20 -18 -4 -3 38 26 35 31 36 30 -29 37 -31 -30 -33 -26 -28 -27 -2
right_child=1 2 9 4 5 7 -8 -9 12 15 11 14 -14 -15 -16 18 21 -19 20 -21 -22 -23 -24 -25 25 27 28 29 33 32 -32 34 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0090192925296459937 -0.00053254465762352565 -0.016565390881840929 0.011694304420679799 0 0.020212297232416389 -0.011430345333238822 -0.0046611218505928061 0.0023096558623156025 0.025047344760701713 0.012525701798304534 0 0.027241228123288941 0 -0.013695483505972867 0 0 0 -0.0012971122665702967 -0.0083935310579588626 -0.013459915810645618 0.0021823653578566006 -0.014597874054062602 0 0 -0.021518014061014546 0 0 -0.012752065163929486 0.01523254345195311 0.011758436930030409 0.0017661658135559189 -0.0028109450460192926 -0.0043963871375992704 0 0.011773821757621762 0 -0.011220628912286945 0.019857130755416237 0.00016987558620500961
leaf_weight=6.2714202848437708 9848.9009031970345 16.669357642764226 22.5053484874079 62.66124150948599 62.117322594393045 111.44166885898449 8.5083312143105996 167.14916377048939 89.397742041386664 33.767107248306274 8.4794283835217357 33.249587773345411 17.882465151604265 11.585589679889379 6.9415591363795093 225.72285817167722 34.703982459614053 126.3013692595996 112.36087750853039 117.1634870627895 1242.4240160544869 152.84441824397072 25.806618517730385 0.89369142358191567 120.2185235908255 27.014363159425557 11.949701573816126 102.48309284402058 30.806511837756261 90.609274233225733 62.535386646632105 77.867655290523544 7.5634600766934446 109.99802208691835 19.855811611516401 1.3672594758681942 52.696440042927861 190.14677695464343 10077.322680175886
leaf_count=882198 1126521 2325 2278 6907 5202 9972 514 11746 9758 1781 628 2848 1660 1253 631 13984 1228 6276 13191 7407 58378 6887 4666 150 9491 3282 1036 8704 3065 7801 5818 7294 763 10321 2042 119 5057 16128 851923
internal_value=0 -4.01786e-07 0.000403117 0.00439504 0.00636948 0.00058286 0.0124963 -0.00270372 0.0148885 -0.000518722 0.00879715 0.017205 0.0200916 0 0.0230728 -0.00128031 -0.00500383 0.00204067 -0.000240229 -0.00505976 0.000874595 -0.0116364 0.00555491 -0.0139423 -6.74058e-05 0.00164838 -0.00765627 0.00752586 0 0 -0.00628658 0.0138764 0.00743554 0.0065417 0 -0.019006 -0.00904824 0.018046 -0.000162736
internal_weight=0 23521.9 2690.58 536.721 519.158 349.216 70.6257 278.591 169.941 2153.86 108.568 48.6706 107.28 59.8976 40.1911 2045.29 347.617 160.068 1697.67 342.886 1354.78 187.548 48.312 17.563 20831.3 905.112 327.036 578.076 205.451 263.191 165.018 314.885 98.1727 140.805 97.7235 121.586 64.6461 217.161 19926.2
internal_count=3111233 2229035 169670 48234 45759 27434 5716 21718 18325 121436 12304 4107 11418 8197 3479 109132 16172 8057 92960 21391 71569 8115 6944 2475 2059365 80921 29089 51832 19479 23086 14522 28746 8564 13386 9336 9610 6093 19410 1978444
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 4285702 2 1 2 554 2 530 8655424 2 2 625 8393232 12 10489896 1 45 2112584 14953808 2 9 10 646 256 4548036
is_linear=0
shrinkage=0.1


Tree=150
num_leaves=40
num_cat=19
split_feature=0 3 1 6 2 2 1 4 4 1 6 3 4 4 3 2 2 4 4 2 4 2 2 2 1 1 1 2 1 1 1 3 2 1 1 1 2 4 2
split_gain=0.285645 0.0697202 1.08439 1.88504 0.857266 1.44258 1.06953 1.15605 0.854009 0.817712 1.36811 1.71905 2.20889 1.48376 1.68339 1.50381 1.30136 0.816281 1.76159 3.12549 1.5576 2.97095 1.28804 2.2084 1.72983 1.64081 0.938303 0.738 0.684619 0.63897 0.470856 0.428181 0.40908 0.403936 0.318217 0.265313 1.54284 1.96659 1.13861
threshold=0 1 2 3 11.500000000000002 12.500000000000002 4 2.5000000000000004 1.0000000180025095e-35 5 6 7 2.5000000000000004 2.5000000000000004 8 2.5000000000000004 8.5000000000000018 1.5000000000000002 3.5000000000000004 2.5000000000000004 10.500000000000002 2.5000000000000004 9.5000000000000018 8.5000000000000018 9 10 11 5.5000000000000009 12 13 14 15 15.500000000000002 16 17 18 12.500000000000002 1.5000000000000002 4.5000000000000009
decision_type=1 1 9 1 2 2 9 2 2 9 1 1 2 2 1 2 2 2 2 2 2 2 2 2 9 9 9 2 9 9 9 1 2 9 9 9 2 2 2
left_child=-1 2 17 34 6 29 8 -8 -5 10 13 12 31 14 -3 -16 -13 22 19 30 21 -20 23 26 -25 32 -2 -14 -21 -6 -19 -12 -24 -22 -4 -11 38 -38 -37
right_child=1 9 3 4 5 -7 7 -9 -10 35 11 16 27 -15 15 -17 -18 18 20 28 33 -23 25 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 36 37 -39 -40
leaf_value=-0.0088811986249909651 8.1603493932734351e-05 -0.00088579034002017924 0 -0.0016518633382026971 0.020507918799236548 0 0.0064007382119519235 -0.0027836127976809889 0.00091319765861683818 0 0 -0.012980966586804078 0.014821890109977762 -0.0056077258804838361 0 0.030584331643657699 0.0014915483323579629 -0.0015080449479233182 -0.0093818442178706263 -0.0020644181910710359 0 0.01050318388453865 0.010032702481107009 -0.0032068484321350651 0.023047955909383796 -0.018226670736459175 -0.0044960878515072729 0 -0.014778533816894821 0 0.0069529919904138433 -0.0060189509595143815 0 -0.011829397586569751 0.011492674056027849 0.001693541815236628 0.025178961171494374 -0.001187947506336451 -0.0015919942858091543
leaf_weight=6.2164496081968537 2510.388162323623 24.417876958963461 9.3845575745217484 2747.505550922011 30.71796513046138 82.387868029298261 466.02145604370162 117.37523732567206 2265.266481714556 7931.8604605917353 109.58632410457358 247.7298980926862 73.27581041684607 16.290609091985971 11.163278512773102 29.521946352440864 27.803822030313313 20.864778699818999 65.996018568985164 151.17438205820508 6.6768727237358689 223.05091034411453 15.289066230878236 6.4560011345893145 31.239907196373679 50.040871485834941 477.55186367887654 22.898051472380757 272.45607539871708 5.9619250283576539 104.76782769570127 265.35167808574624 5.9499979789834461 53.79411384742707 150.69706993270665 3432.6637723831809 28.892001589061692 13.299534075660629 1410.3899938283721
leaf_count=882388 251706 3867 1307 238234 1601 6402 70514 12671 182182 735861 18119 34116 5955 1284 1465 3923 2799 2864 7258 15388 495 16292 1852 634 3293 5720 59537 1764 24860 801 11607 40378 816 3252 11981 291732 3591 1127 148579
internal_value=0 0 -0.000190471 0.000637563 0.000247808 0.00773844 0 0.00395361 -0.000433827 0.000157073 -0.00277403 -0.00443171 0 0.0064107 0.0140669 0.0210059 -0.0102017 -0.00147661 -0.00414192 -0.00759158 0.000660267 0.00456742 -0.000579552 -0.000106649 0.0176223 -0.0117134 -0.000602675 0.0110149 -0.0117106 0.0187141 0.00395022 -0.00409198 0.00252808 -0.0100213 0.0102218 0.000377809 0.00095477 0.0156722 0.000671257
internal_weight=0 23516.2 9871.01 5875.32 5715.24 119.068 5596.17 583.397 5012.77 13645.1 828.039 746.646 471.112 81.3937 65.1031 40.6852 275.534 3995.7 898.781 549.263 349.518 289.047 3096.92 3025.64 37.6959 71.2799 2987.94 96.1739 423.63 36.6799 125.633 374.938 21.2391 60.471 160.082 12817.1 4885.25 42.1915 4843.05
internal_count=3108215 2225827 931267 525693 512405 8804 503601 83185 420416 1294560 113670 103131 66216 10539 9255 5388 36915 405574 82016 54719 27297 23550 323558 315170 3927 8388 311243 7719 40248 2402 14471 58497 2668 3747 13288 1180890 445029 4718 440311
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 99 12856077 8 69872 2688002 4 140 132 2057 8653313 8968 12585473 224 12582916 128 8196 17410 28912
is_linear=0
shrinkage=0.1


Tree=151
num_leaves=40
num_cat=22
split_feature=0 3 1 6 4 2 1 2 2 1 6 3 3 2 4 2 2 2 4 4 2 2 2 2 1 1 3 6 2 6 1 3 6 6 1 3 2 1 3
split_gain=0.27213 0.0601845 1.0876 2.87858 2.2247 1.39249 0.859728 1.10408 0.793459 0.619227 1.1334 2.59787 0.944862 0.843256 1.03507 0.980358 0.83039 0.60512 0.808959 0.535389 2.05357 1.8462 0.516642 0.468818 4.25813 1.16843 1.08968 0.888559 1.21059 0.872305 0.682528 0.868141 0.570162 0.460328 1.09317 1.29212 1.04034 2.16441 1.3766
threshold=0 1 2 3 2.5000000000000004 2.5000000000000004 4 4.5000000000000009 9.5000000000000018 5 6 7 8 3.5000000000000004 2.5000000000000004 1.5000000000000002 3.5000000000000004 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 5.5000000000000009 3.5000000000000004 2.5000000000000004 8.5000000000000018 9 10 11 12 14.500000000000002 13 14 15 16 17 18 19 5.5000000000000009 20 21
decision_type=1 1 9 1 2 2 9 2 2 9 1 1 1 2 2 2 2 2 2 2 2 2 2 2 9 9 1 1 2 1 9 1 1 1 9 1 2 9 1
left_child=1 2 3 4 5 -1 7 -4 -5 10 12 17 19 15 -15 -14 -13 -12 -19 21 -21 -3 -6 30 27 26 -26 -25 -29 -27 31 -11 -33 36 35 -35 38 -38 -8
right_child=-2 9 6 8 22 -7 33 -9 -10 23 11 16 13 14 -16 -17 -18 18 -20 20 -22 -23 -24 24 25 29 -28 28 -30 -31 -32 32 -34 34 -36 -37 37 -39 -40
leaf_value=0 -0.0087328651082657794 -0.0097212373075947489 0 -0.0075379817033336127 0 0.01484025854165502 0.0047661034818020052 0.015149657218719179 0.0025394473416677013 0.00043392386221139246 0.0094535556506348626 -0.013984099426755074 -0.001772131124646463 0.0043164058240501169 -0.00794257786592493 0.010355698742388619 0 -0.0039761949527648268 0.0082307539739604457 0.0087139279884034283 -0.010435702508987836 0.0054290917990966461 -0.013095355417541489 0 0 -0.0095459487786908864 -0.01877177699983669 0.020060488046586004 0 0.0015797272046746223 -0.00037909234454253674 0.00022575076542377545 -0.010106491541809901 0.0028986575106873277 -0.0038113601674680943 -0.0038083385168094018 -0.00035624132800844596 0.0091785747159694037 -0.00054596983194099568
leaf_weight=68.125450364022981 6.1575877505165399 156.12787596869748 179.99785532153328 632.10767595213838 12.124443915206937 143.29007250443101 528.98821832565591 66.506186311074998 26.254281281493604 94.889683022280224 90.977268420159817 136.08219488780014 22.794221936550457 235.43623466836289 56.875206825323403 361.06764272344299 92.921804012497887 127.55682812677696 52.641759461490437 178.85618019802496 37.635364939458668 90.012299687601626 32.691733722342178 15.107021285919473 14.943407383747397 43.304043616633862 37.12497982243076 141.13971967063844 12.782679038355125 413.59270749369171 13228.465116791485 7.8073996193706989 194.31416756822773 937.71717362955678 738.78819700726308 344.58237682876643 410.14401991129853 390.13425626396202 3171.4896846860647
leaf_count=7658 881830 17553 24341 82459 1443 18169 56205 7246 2698 11437 12983 17093 2603 33225 5078 47383 12809 17829 7185 26453 5400 10699 3475 978 2079 3825 4278 7893 967 31675 1186060 849 23350 86665 64396 42946 33174 26768 279201
internal_value=0 -1.63159e-05 0.000197397 -0.00290746 0.00497131 0.0100202 0.000675631 0.00611714 -0.00651253 -0.000139073 0.00164587 -0.00186022 0.00345115 0.00574154 0.000483127 0.0088344 -0.0093019 0.00384796 0 0 0.00330289 -0.00310652 -0.0086396 -0.000370148 0.00205728 -0.0022489 -0.0125548 0.0143095 0.016662 0 -0.000518517 -0.00504069 -0.00849698 0.000388206 -0.000775704 0.000808778 0.000979163 0.00420059 0.000176514
internal_weight=0 23525.4 7682.94 914.594 256.232 211.416 6768.35 246.504 658.362 15842.5 1638.98 500.18 1138.81 676.173 292.311 383.862 229.004 271.176 180.199 462.632 216.492 246.14 44.8162 14203.5 677.995 508.965 52.0684 169.029 153.922 456.897 13525.5 297.011 202.122 6521.84 2021.09 1282.3 4500.76 800.278 3700.48
internal_count=3108358 2226528 736844 115902 30745 25827 620942 31587 85157 1489684 216293 67899 148394 88289 38303 49986 29902 37997 25014 60105 31853 28252 4918 1273391 51695 41857 6357 9838 8860 35500 1221696 35636 24199 589355 194007 129611 395348 59942 335406
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 792 2642946 6 12910597 2642946 9 69 5 12910672 8201 160 4 4 12910593 130 8 1 2400 24 2368 256
is_linear=0
shrinkage=0.1


Tree=152
num_leaves=40
num_cat=23
split_feature=0 1 4 2 4 3 5 1 3 3 3 2 6 2 3 4 2 3 4 1 4 5 1 4 1 3 4 4 6 3 7 6 3 4 4 2 1 1 2
split_gain=0.266064 0.0583736 0.842491 2.0249 0.8973 1.13885 0.955412 14.2005 4.57408 4.5402 3.19244 4.39976 1.80535 0.885335 0.80993 1.29409 0.705992 4.45183 1.57078 1.52467 1.09696 0.924902 6.78626 7.18517 2.74686 8.47394 8.86676 3.20462 2.58164 2.14569 2.5861 1.69684 1.48163 1.38882 1.29881 1.15024 0.54605 0.536585 0.305724
threshold=0 1 24.500000000000004 2.5000000000000004 10.500000000000002 2 3 4 5 6 7 3.5000000000000004 8 3.5000000000000004 9 42.500000000000007 10.500000000000002 10 1.0000000180025095e-35 11 2.5000000000000004 12 13 1.0000000180025095e-35 14 15 3.5000000000000004 6.5000000000000009 16 17 18 19 20 7.5000000000000009 2.5000000000000004 5.5000000000000009 21 22 10.500000000000002
decision_type=1 9 2 2 2 1 1 9 1 1 1 2 1 2 1 2 2 1 2 9 2 1 9 2 9 1 2 2 1 1 1 1 1 2 2 2 9 9 2
left_child=-1 16 4 -4 6 13 7 8 -3 -9 12 -12 -8 -6 15 -5 21 18 19 -18 -19 22 23 28 27 26 -26 32 -2 34 -31 -27 -23 -25 -24 -29 -20 -7 -39
right_child=1 2 3 14 5 37 10 9 -10 -11 11 -13 -14 -15 -16 -17 17 20 36 -21 -22 24 29 33 25 31 -28 35 -30 30 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.0086008355640154032 -0.031251288257273739 -0.0019919392687522525 -0.0042399918683757492 0.036123513207074388 0.011125070192251179 0 0.0079663995215513931 0.0038015792905132084 -0.034056765510376411 -0.0023975983381644903 -0.0024468904156321972 0.0029813875787126679 -0.00059635115173273495 -0.0046560572652431451 0 0 -0.002551190691098605 -0.020523554983728255 -0.0065106188566417811 0.021825835589750358 0 0.0026254588295457977 0.0011530197580746672 -0.0005875278052220504 -0.019810531205356908 0.0068897919317369386 0.0086913442468255376 -0.020804641650352441 0 0.0059216389907184516 -0.0052959882429075419 -0.0012792638841291227 -0.0013104254134115201 0.018663099056874365 -0.0060638719292023489 0 0.0051794245968432434 -0.015418480223328824 0
leaf_weight=6.105357187228492 111.79006000852678 108.49437909421977 14.655884058680384 12.884068484650927 32.7404703584034 9.753985951654613 852.82841429601604 2137.6468082645442 128.4558810206363 2511.9517149665626 3253.0690352161746 2708.4313103550812 254.92795143375406 28.304108335636556 5.9979095978196737 10.092136940918861 6.1305626719258726 107.99725420668256 49.948851449880749 40.822927851695567 33.204524077475071 2962.4604920502752 1079.8357766070694 121.77204535203055 460.09607111435616 241.14158492092974 105.20719211804681 60.060323947109282 44.045041160425171 1831.3328793341061 179.42903291108087 2316.5049751828774 1262.256966545945 12.599893154110758 285.2426386307925 10.08247726690024 21.421906745294109 102.56599390367046 4.1208550243172786
leaf_count=882019 19948 14741 1325 658 1453 1053 66054 188960 18787 268923 409615 261033 22116 1024 295 598 654 10297 3274 3545 1849 205818 96158 16205 37378 29707 5292 2947 7966 141595 10704 255695 102492 519 13476 285 1704 7476 204
internal_value=0 0 0.00014399 0.0108341 5.43775e-05 -0.00642667 0.000191464 -0.000848748 -0.0228664 0.00039661 0.000953306 0 0.00578237 0.00125217 0.021824 0.0239714 -0.000170377 -0.00505143 0.00681416 0.0174955 -0.0156807 -1.59207e-05 0.0012492 -0.0123074 -0.000683965 -0.00294393 -0.013603 0.000903714 -0.0256671 0.00262924 0.00468753 -0.000299342 0.00138113 0.00246925 -0.000236235 -0.0165649 0 -0.01125 -0.0134453
internal_weight=0 23520.3 12176.9 43.63 12133.3 177.485 11955.8 4886.55 236.95 4649.6 7069.26 5961.5 1107.76 61.0446 28.9741 22.9762 11343.4 259.526 118.324 46.9535 141.202 11083.9 3666.05 290.207 7417.81 3122.95 565.303 4294.86 155.835 3375.84 2010.76 2557.65 4224.72 134.372 1365.08 70.1428 71.3708 116.441 106.687
internal_count=3113842 2231823 1264315 2876 1261439 11210 1250229 491411 33528 457883 758818 670648 88170 2477 1551 1256 967508 21323 9177 4199 12146 946185 306571 44638 639614 328072 42670 311542 27914 261933 152299 285402 308310 16724 109634 3232 4978 8733 7680
cat_boundaries=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=2 7121452 524 2 1040 968 23 769 5 248 338 4203016 2 520 8712 15 1 401 1 4 541 2080 4112
is_linear=0
shrinkage=0.1


Tree=153
num_leaves=40
num_cat=23
split_feature=0 3 1 2 6 2 1 2 1 2 1 3 5 1 3 6 3 1 7 2 1 1 2 4 3 3 4 4 3 1 1 2 4 4 6 2 4 2 4
split_gain=0.253981 0.0721127 2.01447 1.82364 1.55097 1.04095 0.914623 1.46415 0.815969 3.58674 4.73354 1.64603 1.64553 2.93657 2.58589 1.64589 1.4102 1.12494 1.04109 0.807508 2.89112 2.52967 1.86782 1.69893 2.98619 1.50349 1.16259 0.880948 2.7962 1.79111 0.803948 0.799376 0.774496 0.741793 2.16511 0.705836 3.85409 1.24551 0.951174
threshold=0 1 2 2.5000000000000004 3 1.5000000000000002 4 2.5000000000000004 5 2.5000000000000004 6 7 8 9 10 11 12 13 14 2.5000000000000004 15 16 5.5000000000000009 1.5000000000000002 17 18 1.5000000000000002 1.5000000000000002 19 20 21 8.5000000000000018 2.5000000000000004 1.5000000000000002 22 4.5000000000000009 1.0000000180025095e-35 8.5000000000000018 2.5000000000000004
decision_type=1 1 9 2 1 2 9 2 9 2 9 1 1 9 1 1 1 9 1 2 9 9 2 2 1 1 2 2 1 9 9 2 2 2 1 2 2 2 2
left_child=-1 2 3 4 5 -2 35 30 9 10 -3 -12 14 16 17 -16 -14 -11 -15 20 33 22 26 25 -25 -22 -21 29 -29 -23 -8 -24 -32 -10 -35 38 -37 -38 -4
right_child=1 8 6 -5 -6 -7 7 -9 19 12 11 -13 13 18 15 -17 -18 -19 -20 21 23 27 31 24 -26 -27 -28 28 -30 -31 32 -33 -34 34 -36 36 37 -39 -40
leaf_value=-0.0084676913299057913 0 0.00025326909783583641 0.0012635517744987593 0.00032507922374739261 -0.0021543032687007129 0.019543192827144472 -6.5760028926987522e-05 -0.00089451612074020368 0.0041080057846670636 0.010555106839436681 -0.00055737649343109476 -0.018504991861915451 0.018046070302015896 0 0.0045292489640274634 -0.0093971000384010153 -0.0010403396702830636 0 0.0091267567936563817 -0.0077336854583860831 0.0028483727164828158 0.0054320604408379641 0.012309997183539319 0.0080915421175416745 -0.0033518924786990383 -0.0034293323680522521 0 0.0027378242008116258 -0.003415897878934088 0.0004331528633854177 -0.011964934187278932 -0.0012073830266062522 0 -0.0031240375755345298 0.017413561773387001 -0.012148537292235185 0 0.014427987595106632 -0.0051464175356199862
leaf_weight=6.0528378071353472 21.80977529817028 386.45795513992198 2902.2257021688274 392.88568836287595 23.19019296776969 133.92287096299697 203.15460361842997 1956.6216455304821 905.35048711311538 85.512117621838115 117.80508537462447 272.32279097224819 129.51125334063545 1272.3282956156181 49.430930993054062 469.23447407293133 17.484370440943167 390.12208036263473 103.53821565792896 774.54469164260081 433.67035047052195 838.54692433879245 58.295497827813961 523.52347046823706 311.39685400365852 1422.5007464759983 172.77658591244835 1177.3200266242493 1755.048694269266 5018.5479208596516 277.19564335011728 11.409809362143276 43.483550099423155 32.893845637096092 132.9714372215094 235.37992211594246 211.49496949231252 53.537901706760749 209.18230171082541
leaf_count=881985 2874 50202 205576 53060 2959 16873 27801 207794 40982 9135 14285 30138 4484 149467 5331 63868 2885 51412 8642 65767 65054 76262 5728 55817 36677 152148 13481 77517 97113 526065 35911 1681 5483 1598 5590 19370 14156 3239 17754
internal_value=0 -2.4538e-05 -0.000311137 0.00509149 0.012816 0.0159078 -0.000897042 -0.00236371 7.146e-05 -0.00130903 -0.00714057 -0.0143387 0.000430094 0.00257592 -0.00254275 -0.00730361 0.0144346 0.00228018 0.000706877 0.000431472 0.00167246 -1.7349e-05 -0.00466895 0 0.00356325 -0.00178468 -0.00611071 0.000505642 -0.000843546 0.00123379 -0.00700673 0.00739098 -0.00988295 0.00596351 0.0126838 4.29159e-05 -0.00323779 0.00408976 0.000692074
internal_weight=0 23526.6 6664.08 571.809 178.923 155.733 6092.28 2480.46 16862.5 3293.75 776.586 390.128 2517.16 1522.86 994.3 518.665 146.996 475.634 1375.87 13568.8 3762.31 9806.49 1017.03 2691.09 834.92 1856.17 947.321 8789.46 2932.37 5857.09 523.834 69.7053 320.679 1071.22 165.865 3611.82 500.413 265.033 3111.41
internal_count=3106164 2224179 612850 75766 22706 19747 537084 276989 1611329 389849 94625 44423 295224 165478 129746 69199 7369 60547 158109 1221480 357866 863614 86657 309696 92494 217202 79248 776957 174630 602327 69195 7409 41394 48170 7188 260095 36765 17395 223330
cat_boundaries=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=2 67 11035650 3 32984 2647058 2114560 8 2 16 804 4 60 8194 1 331916 69644 308 896 656 8391168 327716 2
is_linear=0
shrinkage=0.1


Tree=154
num_leaves=40
num_cat=20
split_feature=0 1 4 2 3 4 5 1 4 3 1 3 2 4 4 3 3 4 1 3 3 3 3 2 5 2 4 2 1 4 2 5 3 1 2 2 2 4 4
split_gain=0.246384 0.069736 1.23759 2.83902 0.732843 1.03837 0.693109 13.0368 6.43647 4.01323 3.58601 5.97515 4.3027 3.56772 3.50933 3.071 2.05471 1.53753 1.23807 1.11166 0.993003 0.393402 0.382199 3.9578 2.08427 3.51218 2.17015 1.81004 1.25151 0.812666 0.590357 0.585383 2.76195 1.97685 4.52503 2.82745 1.90302 2.4723 1.75234
threshold=0 1 24.500000000000004 2.5000000000000004 2 92.500000000000014 3 4 3.5000000000000004 5 6 7 6.5000000000000009 1.0000000180025095e-35 6.5000000000000009 8 9 1.0000000180025095e-35 10 11 12 13 14 6.5000000000000009 15 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 16 2.5000000000000004 16.500000000000004 17 18 19 2.5000000000000004 1.5000000000000002 3.5000000000000004 1.5000000000000002 4.5000000000000009
decision_type=1 9 2 2 1 2 1 9 2 1 9 1 2 2 2 1 1 2 9 1 1 1 1 2 1 2 2 2 9 2 2 1 1 9 2 2 2 2 2
left_child=-1 22 6 21 -5 -6 7 8 15 18 14 12 -12 -11 16 -3 -8 -13 -9 -10 -16 -4 23 24 27 26 -26 -2 -27 30 -25 32 36 34 -34 -35 -24 -38 -33
right_child=1 2 3 4 5 -7 10 9 19 13 11 17 -14 -15 20 -17 -18 -19 -20 -21 -22 -23 31 29 25 28 -28 -29 -30 -31 -32 38 33 35 -36 -37 37 -39 -40
leaf_value=-0.0083324749278392389 0 -0.040312790280127811 0 0 0.035628183294210074 0 -0.00085686489975140352 0.0062355479046557125 0.01437066667201053 0.0020780465907550625 -0.011145762735692405 -0.0014936919025103483 0.017078976602329071 -0.0052678100580539483 0 -0.011750947722231916 0.0069939783171226516 0.0027354269996632957 -0.0026140175864616815 -0.0016219843997222151 -0.018873027255457558 -0.010322641538218449 -0.00059033824633898506 -0.030319782922610995 0 0.010350745968440317 -0.018753991758103015 -0.0210747777606601 -0.0042032995653651702 0 0 0.0015892507396157128 0.0047920992160046909 0.0089097239707011285 -0.0027715834439389405 -0.0039104301980656822 0.0015711886249508593 0.013114312471883001 -0.0048532017594010921
leaf_weight=5.9996571979445434 35.194171885726973 74.759079378738534 5.3028240925632417 4.856350508518517 21.64270228729584 4.6488667414523652 342.30335045361426 1236.6482345880941 25.344791279756464 1294.7510095694452 679.77506167488173 1406.3208429287188 24.105869339779019 1231.4227043653955 10.032279856270177 249.65180671319831 1455.3698514403513 1938.8488931636093 111.50401800096733 42.797045465791598 40.809630164410919 11.084516049828382 646.97151324118022 32.9891555380309 253.93148636258957 336.31275861314498 56.546803792007267 52.084520337171853 20.395150627940893 4.0024147294461718 1.1637626455631096 4018.5023432288981 1295.2889278481016 140.80780916091135 1916.0957177472301 3167.0111173806945 603.85302717844024 305.36602079961449 425.80406143097207
leaf_count=881670 4350 11518 518 160 1214 334 48255 101843 3010 126932 81045 163809 1550 96158 1317 37977 103467 219205 9783 5192 4874 991 90436 4099 17070 27449 4679 6496 3087 663 154 398201 53885 16979 154228 320755 64249 22775 15263
internal_value=0 -1.69605e-05 0.000164552 0.0127672 0.0254222 0.0265836 3.89505e-05 -0.000896619 -0.0173972 0.000861585 0.000767556 -0.000842907 -0.00898922 -0.00139977 0.0043931 -0.0235036 0.00537897 0.00086856 0.00523326 0.00514309 -0.0152714 -0.00570428 -0.000178731 -0.00225808 0 0.00188817 -0.00506596 -0.012511 0.00864027 -0.0253722 -0.0284709 -1.64301e-05 -0.000546344 -0.0014823 0.000202114 -0.00319009 0.00312892 0.00606248 0.000876555
internal_weight=0 23524.3 10212 47.5353 31.1479 26.2916 10164.4 4266.88 392.553 3874.33 5897.57 4049.05 703.881 2526.17 1848.52 324.411 1797.67 3345.17 1348.15 68.1418 50.8419 16.3873 13312.3 792.62 754.465 667.186 310.478 87.2787 356.708 38.1553 34.1529 12519.7 8075.39 6519.2 3211.38 3307.82 1556.19 909.219 4444.31
internal_count=3105640 2223970 1019152 3217 1708 1548 1015935 392413 57697 334716 623522 465609 82595 223090 157913 49495 151722 383014 111626 8202 6191 1509 1204818 68047 63131 52285 21749 10846 30536 4916 4253 1136771 723307 545847 208113 337734 177460 87024 413464
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=2 2894120 6 2 1552 7 1555 7 5 912 8437954 908 641 48 1 2 2097416 1 896 8200
is_linear=0
shrinkage=0.1


Tree=155
num_leaves=40
num_cat=19
split_feature=0 3 1 2 4 1 5 1 1 2 3 4 4 6 1 5 4 4 4 2 7 3 4 2 2 2 1 1 4 1 1 4 6 2 2 2 2 1 2
split_gain=0.240105 0.11553 1.27584 1.84782 1.85035 3.08683 2.38776 2.16678 1.09981 1.82241 1.43661 1.03103 1.00497 1.47631 0.844653 2.438 2.8468 0.846175 0.681585 0.620004 1.13595 0.804359 0.611319 0.585177 0.584017 2.13074 1.31738 1.19652 1.04355 5.30843 2.91947 0.750308 0.517828 1.0286 0.454284 0.437687 0.380742 3.06893 1.19741
threshold=0 1 2 3.5000000000000004 2.5000000000000004 3 4 5 6 5.5000000000000009 7 5.5000000000000009 1.0000000180025095e-35 8 9 10 1.5000000000000002 1.0000000180025095e-35 7.5000000000000009 5.5000000000000009 11 12 12.500000000000002 7.5000000000000009 10.500000000000002 8.5000000000000018 13 14 2.5000000000000004 15 16 4.5000000000000009 17 3.5000000000000004 6.5000000000000009 2.5000000000000004 8.5000000000000018 18 13.500000000000002
decision_type=1 1 9 2 2 9 1 9 9 2 1 2 2 1 9 1 2 2 2 2 1 1 2 2 2 2 9 9 2 9 9 2 1 2 2 2 2 9 2
left_child=1 2 3 4 5 6 -1 -6 9 12 34 23 32 18 15 17 -17 -5 -14 20 -16 -21 -9 -12 25 28 -26 -27 30 -30 -4 -28 35 -34 -11 -3 -10 -38 -39
right_child=-2 8 24 14 7 -7 -8 22 36 10 11 -13 13 -15 19 16 -18 -19 -20 21 -22 -23 -24 -25 26 27 31 -29 29 -31 -32 -33 33 -35 -36 -37 37 38 -40
leaf_value=-0.0043254799881788592 -0.0082134063617011043 -0.00027347445043860444 0.0048476595427344761 -0.013179765162586855 0.001697767352405957 -0.011066422116051067 0.0078068473546426716 -0.022746909229435664 -0.00069789343923650307 0.010917273007093735 -0.016053823347428359 0.002372320091254139 0.010961806017676143 -0.0028162327334193111 -0.0042602450180850579 0.023244948644238827 -0.0026424079867433219 0.00056245978280765742 0 0.0062319093581431461 0.0076737165936403831 -0.0017225801300467651 0 0 -0.0031148108237612519 0 0.013561554425863979 -0.012312183306343346 -0.0066212973347187431 0.0063613558179225014 -0.00060126819037090108 0 -0.011488061232720091 0.0025227605741603709 0 0.0054022326032639291 -0.0049704745074732846 0.012350265872611834 -0.0013214892464950417
leaf_weight=284.74891650339123 5.9529572642786652 100.80007553694304 1143.4513917557779 27.423872615792789 34.517151659354568 247.01295944687445 281.481286603841 107.14946561353281 10937.987681002149 25.682399817975238 101.23534131213091 13.045414779102428 415.3852578351507 62.793109951307997 575.68338339438196 80.779249887447804 30.039177616126835 52.133915944490582 44.417564204894006 207.27942971023731 48.957560494774953 151.93698362133 13.746878990321418 61.249308696947992 52.486451694974676 77.078687478788197 127.52717838087119 154.24200195865706 362.04883213376161 1250.3081366756232 5554.6620035492233 18.199784881668165 63.397390573984012 43.793078825576231 51.835776183987036 221.05350438668393 244.54642927739769 221.82097951648757 29.339219028828666
leaf_count=36524 882127 14697 116057 4087 5596 31465 44675 9914 989339 3443 10112 540 40891 6013 74093 5169 2429 7637 3343 19317 4652 13885 956 7341 2824 6982 10620 9372 27812 68819 547684 715 7823 6042 7077 34998 20789 17202 2734
internal_value=0 -7.80571e-06 0.000216988 -0.00190846 -0.00511454 -0.00249745 0.00127055 -0.0145713 -0.000225105 0.00255744 -0.00404084 -0.00890001 0.0047135 0.00758832 0.000532877 0.00610208 0.0150294 -0.00374812 0.00956931 -0.000453252 -0.00255783 0.00233905 -0.0194425 -0.0120547 0.000778598 0.000604523 0.00593412 -0.00817866 0.00091351 0.0031942 0.000308122 0.010458 0.000291228 -0.00398662 0.00403739 0.00282014 -0.000552322 0.00193513 0.00938191
internal_weight=0 23521.3 10882.9 2142.89 968.657 813.243 566.23 155.413 12638.4 1204.69 253.048 175.53 951.64 522.596 1174.23 190.376 110.818 79.5578 459.803 983.857 624.641 359.216 120.896 162.485 8740 8541.79 198.213 231.321 8310.47 1612.36 6698.11 145.727 429.044 107.19 77.5182 321.854 11433.7 495.707 251.16
internal_count=3105795 2223668 1051284 260399 129130 112664 81199 16466 1172384 142320 28513 17993 113807 50247 131269 19322 7598 11724 44234 111947 78745 33202 10870 17453 790885 776726 14159 16354 760372 96631 663741 11335 63560 13865 10520 49695 1030064 40725 19936
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1 824 2647058 2646016 2 1026 2630658 65 3 1040 2 1 304 6720 12583296 2565 8456708 5 119465
is_linear=0
shrinkage=0.1


Tree=156
num_leaves=40
num_cat=25
split_feature=0 1 2 6 3 2 6 3 4 2 2 1 2 2 1 2 3 2 2 2 3 2 1 3 3 1 3 3 1 2 6 3 2 1 3 3 3 1 3
split_gain=0.231667 0.0797451 1.81178 1.58532 1.33594 1.65122 1.00546 3.54983 3.71001 1.5264 1.33009 1.67206 1.32374 1.23481 2.06168 1.63948 1.19028 2.78805 1.02727 0.96636 0.96602 0.936374 3.14131 2.81462 2.66099 1.19596 3.59855 1.62418 0.913764 0.761212 1.1109 1.66847 0.785635 2.27344 1.42058 0.727855 0.71488 0.686039 1.19111
threshold=0 1 1.5000000000000002 2 3 6.5000000000000009 4 5 4.5000000000000009 1.5000000000000002 2.5000000000000004 6 8.5000000000000018 6.5000000000000009 7 10.500000000000002 8 10.500000000000002 9.5000000000000018 4.5000000000000009 9 3.5000000000000004 10 11 12 13 14 15 16 6.5000000000000009 17 18 3.5000000000000004 19 20 21 22 23 24
decision_type=1 9 2 1 1 2 1 1 2 2 2 9 2 2 9 2 1 2 2 2 1 2 9 1 1 9 1 1 9 2 1 1 2 9 1 1 1 9 1
left_child=1 6 28 4 5 -4 7 10 9 -9 -1 -12 -11 21 15 18 17 -16 -15 -13 -17 25 24 -24 -23 26 -8 -27 36 32 35 -32 34 -34 -5 -31 -3 -6 -39
right_child=-2 2 3 29 37 -7 13 8 -10 12 11 19 -14 14 16 20 -18 -19 -20 -21 -22 22 23 -25 -26 27 -28 -29 -30 30 31 -33 33 -35 -36 -37 -38 38 -40
leaf_value=0.013390827484138355 -0.0080898484256905177 0.0043554885849054889 0.015597234268895567 -0.0021701120032425699 -0.0057340735705161891 -0.0026050302868245306 -0.0083276193224984495 0 0.0060197582571567265 -0.02852943016304816 -0.013473678519106486 -0.0006891816578224471 0 0.002316893590309079 -0.0055330296795612511 0.0021702445256461694 -0.0077681988863026966 0.018645110394171133 0.021775740735489865 0.014211211430599358 -0.012845859686791698 -0.011923375318542991 -0.002041695551436162 0.0054151424980487918 0 -0.0027852896572603874 0 0.0017633598952958699 -0.017488552306249166 0 0.0050976994658978973 -0.012269359293644812 0.0099892490371367229 -0.001705512043858372 0.0015115829292327695 0.0046790610277969626 -0.0079168904755716162 0.012778282568209266 -0.0041850147687360921
leaf_weight=54.295167027739808 5.9046249197890566 57.592509993934073 169.0298644710565 1314.2103078853688 80.279857540037483 21.842274220194668 642.3635991695337 3.3327141061890861 24.658038888126612 105.91336840542499 37.998964896425605 34.623421380994841 6.3617171503137788 184.43384904065169 130.1760687972419 21.37170793605037 636.42553454532754 36.125569235300645 23.110313772922382 33.229687693296 40.94539598049596 205.53352884319611 591.80157377326395 1941.2708036394324 871.3879730735207 965.47053141609649 1936.1883318199543 3195.4034861383261 45.850640237356856 385.40723937388975 41.322959422832355 85.94258655468002 127.63262062892318 4263.5722827772552 4147.5516006101388 950.15663413947914 44.519547053147107 46.242086555692367 19.311608566436917
leaf_count=4355 882181 7414 17519 149762 6804 1455 43266 444 971 8982 4196 2594 590 18572 15061 1975 52011 3543 2311 2385 4773 20941 38678 144137 87537 89347 192838 232239 5315 34972 4101 7233 12821 441520 481032 69350 5417 4591 2270
internal_value=0 -1.55281e-05 0.000153487 0.000330651 0.00672508 0.0115617 -0.000211104 -0.00557286 -0.0156932 -0.0237486 0.00315709 -0.00144937 -0.0261628 -2.49534e-05 -0.00322988 0.00337801 -0.00582389 0.000226172 0.00822305 0.00513692 -0.00657106 0.000286646 0.00159572 0.00355175 -0.00271326 -0.000374212 -0.00207666 0.000620027 -0.00980808 9.06545e-05 0.00221303 -0.0049662 -0.000199761 -0.00121353 0.000562851 0.00322366 0 0 0.00524667
internal_weight=0 23522.9 11800.5 11652.5 336.706 190.872 11722.4 300.413 140.266 115.608 160.147 105.852 112.275 11422 1072.59 269.861 802.727 166.302 207.544 67.8531 62.3171 10349.4 3609.99 2533.07 1076.92 6739.43 2578.55 4160.87 147.963 11315.8 1462.83 127.266 9852.97 4391.2 5461.76 1335.56 102.112 145.834 65.5537
internal_count=3105503 2223322 1251576 1233430 32639 18974 971746 24517 10987 10016 13530 9175 9572 947229 98246 27631 70615 18604 20883 4979 6748 848983 291293 182815 108478 557690 236104 321586 18146 1200791 115656 11334 1085135 454341 630794 104322 12831 13665 6861
cat_boundaries=0 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 7097402 8 216 8 101 18440 6293520 30 80 6309888 262 547 525360 30 289 8389060 3 833 8392704 643 832 418 705 36
is_linear=0
shrinkage=0.1


Tree=157
num_leaves=40
num_cat=22
split_feature=0 1 5 3 4 6 4 1 4 3 1 2 3 3 2 2 3 2 4 5 2 3 1 4 1 3 1 2 4 4 3 1 1 4 4 2 3 1 4
split_gain=0.226562 0.0847876 4.87991 10.2375 3.85274 2.65952 2.11683 2.08996 3.11173 1.91817 1.25005 1.83031 1.47422 1.0997 2.09785 0.950478 0.813056 0.777579 0.741154 0.542813 3.02459 3.22453 3.81016 3.77255 3.90814 3.02091 10.8365 5.19485 4.03747 3.69603 2.71696 3.90158 2.39423 1.80208 1.72826 1.60478 1.45282 3.42078 3.15765
threshold=0 1 2 3 4.5000000000000009 4 6.5000000000000009 5 1.0000000180025095e-35 6 7 6.5000000000000009 8 9 2.5000000000000004 1.5000000000000002 10 7.5000000000000009 1.0000000180025095e-35 11 3.5000000000000004 12 13 2.5000000000000004 14 15 16 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 17 18 19 1.5000000000000002 14.500000000000002 12.500000000000002 20 21 4.5000000000000009
decision_type=1 9 1 1 2 1 2 9 2 1 9 2 1 1 2 2 1 2 2 1 2 1 9 2 9 1 9 2 2 2 1 9 9 2 2 2 1 9 2
left_child=-1 2 3 17 7 -6 10 15 -9 -8 13 16 -13 18 -15 -5 -12 -2 -4 20 30 23 -23 24 -22 26 27 -21 35 -29 32 -32 -3 -34 -25 -28 37 38 -27
right_child=1 19 6 4 5 -7 9 8 -10 -11 11 12 -14 14 -16 -17 -18 -19 -20 25 21 22 -24 34 -26 36 28 29 -30 -31 31 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.0079738499868152769 -0.039549539130236386 -0.0092641687987085521 0.003335770864806633 0.013993189682572644 0 0.026291254131868991 0.0039995341395759609 -0.020967316520828824 0 -0.021243891817803829 0.0029922172258837728 -0.021373547796675014 6.5850391864591382e-05 -0.015840255119497378 0.0051459174747532374 -0.0021078476829239122 -0.00030667799391922561 0 0.011469428612179094 -0.01115007233662812 0.011822892958282207 -0.010489410964814788 -0.0010462820395093547 -0.0094707308691162322 0 -0.006960435936680511 -0.032380973164813733 0.019571375430559011 -0.00010934790405432254 -0.00093996295261926279 -0.0046731891838529454 0.0068323874876619443 -0.00069367056056140412 0.0080395847090837282 0.0068859009522963498 0 0.0010951076452961363 0.00071301273012838468 0.0056389575319387084
leaf_weight=5.8593673421455605 73.555417245952412 218.68803610326722 670.28375776488792 6.8112309726420781 53.74545441090595 31.655418910551816 10.86817758635152 139.7877413694514 121.15342140756547 38.907982865464874 1078.3066415873473 28.564117467496544 22.778987550875172 46.751894867513329 72.773722204845399 551.38019407930551 1847.5500464537181 3.692704416345804 208.28856238303706 125.60582822130527 490.95527388271876 517.32041789579671 2341.7232319694886 276.72853689990006 676.08680326421745 1319.8976042205177 158.95553807169017 161.25840731337667 80.971719595137984 109.85993945831433 290.0215930902632 1870.8971447364893 856.59112593100872 273.10579868266359 36.778367984341457 1.721098698908462 5827.8640662176495 2693.6079234959907 183.55127285188064
leaf_count=882530 13183 14316 15955 1051 5703 3154 1280 20332 16432 3115 66929 2994 3309 6835 8273 70078 90800 572 6613 15360 50654 89063 172234 9997 56637 127055 23595 21568 8850 11279 34038 156729 87683 14902 786 245 662266 319544 9699
internal_value=0 0 -0.000375178 -0.00663063 -0.0024796 0.0140976 0.00111349 -0.00502742 -0.0118249 -0.0147019 0.00149505 0.000333429 -0.0142769 0.00451028 -0.00242534 -0.000685992 0.000834731 -0.0346844 0.00584496 8.60858e-05 0.000728696 -0.000983553 -0.00297957 0.00265706 0.00541777 -0.0003595 -0.00682164 0.00292338 -0.0220286 0.0109981 0.00292121 0.00509503 -0.000413925 0.00130106 -0.00624475 -0.0309015 4.80253e-05 -0.00133172 -0.00511301
internal_weight=0 23519 5006.86 981.782 904.533 85.4009 4025.07 819.133 260.941 49.7762 3975.3 2977.2 51.3431 998.098 119.526 558.191 2925.86 77.2481 878.572 18512.2 7848.9 4339.59 2859.04 1480.55 1167.04 10663.3 638.373 396.724 241.648 271.118 3509.3 2160.92 1348.38 1129.7 313.507 160.677 10024.9 4197.06 1503.45
internal_count=3105638 2223108 336608 130505 116750 8857 206103 107893 36764 4395 201708 164032 6303 37676 15108 71129 157729 13755 22568 1886500 687039 379371 261297 118074 107291 1199461 80897 48207 32690 32847 307668 190767 116901 102585 10783 23840 1118564 456298 136754
cat_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=2 4997145 2 1 1 4997120 65 524305 131 15 521 2 29 66818 76064 3 8402694 148 2101760 8398852 76 2168996
is_linear=0
shrinkage=0.1


Tree=158
num_leaves=40
num_cat=24
split_feature=0 1 2 1 2 2 3 2 1 2 1 3 1 3 6 4 3 6 4 6 4 4 3 6 4 3 6 4 3 3 2 3 4 1 1 6 4 4 1
split_gain=0.214751 0.102793 0.705258 2.28327 1.94949 1.89903 2.26147 1.65572 1.53606 2.16213 1.52268 1.32981 1.6449 1.23621 1.60712 1.85485 1.22621 1.17722 2.85692 1.12969 1.09418 1.08296 2.0442 1.18682 1.03877 1.17996 0.88833 0.739005 0.86445 0.627572 0.47607 0.579314 2.17439 1.88486 1.84846 1.59091 1.00018 0.903997 2.20526
threshold=0 1 3.5000000000000004 2 6.5000000000000009 6.5000000000000009 3 9.5000000000000018 4 2.5000000000000004 5 6 7 8 9 1.0000000180025095e-35 10 11 2.5000000000000004 12 2.5000000000000004 3.5000000000000004 13 14 9.5000000000000018 15 16 9.5000000000000018 17 18 3.5000000000000004 19 1.5000000000000002 20 21 22 16.500000000000004 1.0000000180025095e-35 23
decision_type=1 9 2 9 2 2 1 2 9 2 9 1 9 1 1 2 1 1 2 1 2 2 1 1 2 1 1 2 1 1 2 1 2 9 9 1 2 2 9
left_child=-1 30 8 4 24 21 7 -7 13 10 29 12 -11 14 20 -16 -12 -15 -19 -13 -3 23 -23 -5 25 -4 -8 28 -6 -10 31 32 33 35 36 -2 -34 -33 -39
right_child=1 2 3 5 27 6 26 -9 9 11 16 19 -14 17 15 -17 -18 18 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 37 34 -35 -36 -37 -38 38 -40
leaf_value=-0.0078472852592381317 0.0021354128275656459 0.013448157704135617 0 0.0020151842537101668 -0.015387078091793667 -0.01079841771925944 0.012032991637816542 0.0055167967102148783 0.00021587748423911943 0.012204760828222409 -0.0075921887984090469 0.0007924194662323825 -0.005959581552294483 0.012296052151397573 -0.012721551670754281 6.1069204529594061e-05 0.0066733206211420969 0.0058692223807887828 -0.0053735069269318821 -0.011277353032001522 -0.00075949439875148137 -0.0080682670435036179 0.0077938336251114626 -0.0058857068789623344 -0.0018822022062868352 0.01653451454119876 0 0.0044252628877195135 0 -0.0080502873426415138 0.00036400323874688468 -7.077577751523942e-05 0.014555036489196366 -0.0078988576511930149 0 -0.0074820509296128455 -0.0006166453882945613 0.0038966367591757381 -0.0033994945181274557
leaf_weight=5.8101176729132931 1139.5396553716855 81.992430244106799 55.992362619377673 145.26152227690909 32.889268086990342 115.77644158294424 199.17607333383057 57.242480448214337 73.549788898148108 47.896054620156065 17.239859771681949 44.768639182904735 60.599800227675587 176.97324351442512 132.06485791472369 234.63809783046599 479.42045936514842 883.57738731158315 248.4505016162293 320.17904493527021 31.752264235634357 82.95439723180607 172.3713170918636 1268.1747828743828 7.6063820275012395 160.78178727766499 29.364943267311901 3.4734291094355276 22.169747659470886 123.94771298463456 8467.0446193843381 4479.1466218408896 214.09647587127984 276.11112759169191 258.36763804638758 155.76955966278911 6.0454987161792806 415.80319708876777 2805.0732951136306
leaf_count=882118 80832 8979 6793 14278 4181 9612 16388 5592 9588 5616 2666 5283 9746 14687 14481 20252 61397 79422 19232 41091 2480 3707 10485 118631 910 16222 2472 377 3598 15528 768569 422405 15122 36443 21649 12055 308 44040 303803
internal_value=0 -3.73185e-05 0.000330594 -0.000878387 0.0067585 -0.0021683 0.00344617 -0.003722 0.00139341 -0.0012298 0.0019835 -0.00639888 0.00116648 0.00325086 -0.000550226 -0.00429197 0.00509015 0.00484332 0.00304236 -0.00912388 0.00753972 -0.00374569 0.00127278 -0.00486769 0.0113617 0.0132145 0.00960778 -0.00460617 -0.0100627 -0.00419084 -0.000161467 -0.000648352 0.000753136 -0.000900994 0.00652273 0.000564698 0.0124186 -0.00106135 -0.00233651
internal_weight=0 23527.3 5310.29 2353.23 282.913 2070.32 401.56 173.019 2957.05 1167.6 694.158 473.444 108.496 1789.45 480.448 366.703 496.66 1309 1132.03 364.948 113.745 1668.76 255.326 1413.44 224.381 216.774 228.541 58.5324 55.059 197.498 18217 9749.95 2049.93 1571.42 478.51 1295.31 220.142 7700.02 3220.88
internal_count=3111038 2228920 523694 213246 32081 181165 34064 15204 310448 150915 89179 61736 15362 159533 46192 34733 64063 113341 98654 46374 11459 147101 14192 132909 23925 23015 18860 8156 7779 25116 1705226 936657 166409 129330 37079 92887 15430 770248 347843
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=2 811898 8393728 712 4294788 8388608 704 10485760 135 10 256 12 12 48 12 900 3 184 796 260 9048 16424 3 786962
is_linear=0
shrinkage=0.1


Tree=159
num_leaves=40
num_cat=24
split_feature=0 1 5 3 4 3 4 2 1 3 2 2 2 2 1 1 6 3 1 5 3 1 2 3 2 1 2 1 3 2 1 3 1 4 3 4 4 2 3
split_gain=0.20931 0.0681455 3.98881 8.90025 2.67009 2.09 2.5328 2.52719 3.52912 2.50059 1.72523 1.57849 1.57775 1.67685 3.2629 2.96194 1.57306 1.24419 1.0676 0.561129 3.58353 8.29739 3.64983 2.54444 2.45644 2.19085 2.01461 2.01136 1.60487 1.46253 2.09085 3.09059 1.92933 2.27719 2.12681 1.45078 1.32984 1.31158 2.71264
threshold=0 1 2 3 4.5000000000000009 4 6.5000000000000009 2.5000000000000004 5 6 5.5000000000000009 1.5000000000000002 6.5000000000000009 2.5000000000000004 7 8 9 10 11 12 13 14 2.5000000000000004 15 5.5000000000000009 16 3.5000000000000004 17 18 7.5000000000000009 19 20 21 5.5000000000000009 22 10.500000000000002 1.0000000180025095e-35 3.5000000000000004 23
decision_type=1 9 1 1 2 1 2 2 9 1 2 2 2 2 9 9 1 1 9 1 1 9 2 1 2 9 2 9 1 2 9 1 9 2 1 2 2 2 1
left_child=-1 2 3 10 11 12 7 9 -9 -7 -2 -5 13 15 -15 -4 -6 -13 -14 23 21 24 -23 25 -21 26 -3 37 -29 32 31 -31 33 -22 -34 -27 -24 38 -25
right_child=1 19 5 4 16 6 -8 8 -10 -11 -12 17 18 14 -16 -17 -18 -19 -20 20 29 22 36 27 -26 35 -28 28 -30 30 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0077285313252114605 -0.038821074100769563 -0.010086660668717169 0.0082811776179877086 0.012699242852435703 0 0.0043878751530361621 -0.020576452058715933 0.004612009506434824 -0.0074135610658281909 -0.0087729632958309153 0 -8.9210187696265155e-05 0.0020816821194880584 0.022099559183171077 0.0039764710950437347 -0.0035475129893535618 0.020341842373730466 -0.0085824229044974259 -0.015085631537444364 -0.027282745952855403 -0.0024177759208593784 -0.011361057806814784 0.01198672680704306 0.0088871233524317507 0 0.0063077429573547188 0.0034978815139515549 0 -0.0044793075096302227 -0.00050914762000128615 0.00061498051096430494 0.025402203380959134 0.0089863471582158939 0.0051489659215501202 0.00050029455212871295 -0.0073615048591975946 0 0 -0.0010259361316266459
leaf_weight=5.7640294023940442 69.114211813895963 167.70600564475171 283.56931400194298 14.315964105422607 57.732897414709441 1094.7865879297024 34.645078734552953 285.84968637255952 778.33611112937797 115.88285131537123 6.9171044530812642 384.18523796554655 12.707879928406328 93.030767526593991 950.33714143140242 556.67727504123468 34.339059210615233 471.40642595954705 37.520980451838113 172.83561978186481 4277.5994790963887 132.68935375701767 170.53142493451014 570.13639898883412 24.864178096177056 1471.4665792766027 177.27961764205247 2063.0591463675955 1366.6675952877849 50.917834208346903 469.44367305003107 65.502916189376265 288.93226963002235 388.25025433767587 4291.1040099273669 37.491184340789914 120.14114770153537 1527.1743598325702 408.98268699459732
leaf_count=882015 12705 16666 10378 2073 6281 31438 3168 21534 50692 16153 1170 53173 925 12717 50632 35105 3422 60689 4490 25307 466275 16544 21999 45676 2347 107991 26431 196708 151320 2526 30420 3581 37175 22013 541617 893 12414 98797 30494
internal_value=0 -2.5155e-05 -0.000348372 -0.00585432 -0.00220527 0.000959125 -0.000971433 -0.000282975 -0.00389693 0.00266932 -0.0322572 -0.00429396 0.00338479 0.00404511 0.00668733 0.000302 0.0110962 -0.00533762 -0.00946956 5.25797e-05 -0.000407765 -0.00753789 0.000177282 0.000707909 -0.0225711 0.00390977 -0.00251738 -0.000262558 -0.0018705 4.13794e-05 0.00478517 0.0149195 -0.000241328 -0.00169178 0.00117374 0.00559991 0.0069556 0.00181483 0.0046196
internal_weight=0 23524.1 5281.35 1038.01 961.98 4243.34 2309.5 2274.86 1064.19 1210.67 76.0313 869.908 1933.84 1883.61 1043.37 840.247 92.072 855.592 50.2289 18242.8 10452.8 621.062 423.362 7789.96 197.7 1853.94 344.986 5936.02 3429.73 9831.75 585.864 116.421 9245.89 4665.85 4580.04 1508.96 290.673 2506.29 979.119
internal_count=3115954 2233939 376745 139513 125638 237232 122985 119817 72226 47591 13875 115935 114247 108832 63349 45483 9703 113862 5415 1857194 1182218 78611 50957 674976 27654 151981 43097 522995 348028 1103607 36527 6107 1067080 488288 578792 108884 34413 174967 76170
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=2 802842 2 1 585 18 22 278530 524304 1 676 16 2 3 2162912 11 12653316 12654628 84 10561664 76 12658852 768 864
is_linear=0
shrinkage=0.1


Tree=160
num_leaves=40
num_cat=18
split_feature=0 1 2 3 4 2 3 2 4 2 3 4 4 2 4 4 2 1 1 2 4 3 3 4 4 6 2 1 3 4 1 3 3 4 4 3 3 4 1
split_gain=0.197429 0.128238 0.704043 1.08516 1.29043 0.853949 0.58592 1.77637 2.09839 1.56687 0.58108 0.439236 1.45503 0.374437 0.270701 0.264441 0.252325 1.29869 1.12885 3.36444 3.80375 4.0473 2.21186 2.18028 1.02618 1.00209 0.908063 2.15736 2.34695 1.9527 1.26213 3.59379 1.45461 0.896938 0.726261 1.33499 1.11571 0.564088 3.41499
threshold=0 1 7.5000000000000009 2 5.5000000000000009 6.5000000000000009 3 3.5000000000000004 1.5000000000000002 1.5000000000000002 4 2.5000000000000004 5.5000000000000009 16.500000000000004 1.5000000000000002 8.5000000000000018 3.5000000000000004 5 6 2.5000000000000004 10.500000000000002 7 8 1.0000000180025095e-35 10.500000000000002 9 2.5000000000000004 10 11 1.5000000000000002 12 13 14 28.500000000000004 1.0000000180025095e-35 15 16 2.5000000000000004 17
decision_type=1 9 2 1 2 2 1 2 2 2 1 2 2 2 2 2 2 9 9 2 2 1 1 2 2 1 2 9 1 2 9 1 1 2 2 1 1 2 9
left_child=-1 2 5 -4 13 6 7 9 -9 -2 -7 14 -13 -5 -8 -12 18 24 19 22 21 -21 -3 -24 34 33 30 29 -29 -28 31 -20 -32 -26 35 -18 -36 -19 -39
right_child=1 16 3 4 -6 10 11 8 -10 -11 15 12 -14 -15 -16 -17 17 37 26 20 -22 -23 23 -25 25 -27 27 28 -30 -31 32 -33 -34 -35 36 -37 -38 38 -40
leaf_value=-0.0076053275526686758 -0.0060403542527361345 0.0036294591235764627 -0.00034716301577154645 0.019851157142903607 -0.00047872450167437195 0 -0.00015129935856670939 -0.0072894105126002917 0.0070074236375078569 0.0089661735699418047 -0.016627866801290882 -0.0080620034355188327 0.0040878632688804029 0 0.0032113387817180473 0 0.0049274044073656827 0.00022165891739148451 -0.012082811505359626 -0.00070021004883392968 -0.018318413819068784 0.012771068059237847 -0.01511518877542814 -0.00017798405092724629 0.022850292258956826 -0.0026305267998391201 0.0025776028211452096 -0.001299079651278673 -0.0083109383868337078 -0.0045514321016371278 -0.0045725076598552902 0.0034275267535834142 0 0 0 -0.005764753176211849 -0.0085121515616667209 0.0075738624561738624 -0.0016477194686318215
leaf_weight=5.7163402568839956 35.916816901532002 246.70663998427335 58.801993386819959 64.092328880098648 9.6634189030155522 37.272861563367769 1533.6935413607571 250.58859980796115 118.85318736440968 419.66591267619515 36.537757101934403 230.81231622223277 98.369827307993546 1.7761946101672936 234.27468027663417 1.2174064847640682 208.70146896038204 6775.3581128048245 118.23103889753111 302.29258336883504 25.244570969371125 530.72354100295343 174.88768242945662 271.020987559692 19.049362475518141 9.0090697563718987 1291.0520260875346 1412.1803057225188 827.4166939528659 501.4094977658242 894.92987898725551 1706.4354539588094 2662.7743217661155 7.2713886278215787 324.29468820663169 180.01286537095439 429.18710331199691 670.78073337092064 812.81384888780303
leaf_count=881504 4712 31929 3590 6023 536 4663 151607 26075 9167 42925 3204 22886 7894 181 27691 68 19985 664029 18686 30213 1093 46622 24084 35623 725 423 191283 124747 55341 41218 97121 85337 288537 323 32334 22471 33390 31041 45283
internal_value=0 -6.80193e-05 0.000500745 0.00690284 0.0127123 5.07926e-05 0.000462558 0.00269515 -0.00175807 0.0068652 -0.00868142 -0.000311547 -0.00355784 0.018647 0.000173579 -0.0132866 -0.000170772 0.000185165 -0.000504193 0.00190284 0.00612104 0.00782033 -0.00291981 -0.00710111 -0.00282028 0.00825335 -0.000938283 -0.00207015 -0.00412158 0.000374618 -2.9905e-05 0.002024 -0.0011774 0.0145974 -0.00364526 0 -0.00539909 0.000661123 0.00243008
internal_weight=0 23533.3 3131.54 134.334 75.5319 2997.2 2922.17 825.025 369.442 455.583 75.028 2097.15 329.182 65.8685 1767.97 37.7552 20401.8 9436.48 10965.3 1550.88 858.261 833.016 692.615 445.909 1177.53 35.3298 9414.43 4032.06 2239.6 1792.46 5382.37 1824.67 3557.7 26.3208 1142.2 388.714 753.482 8258.95 1483.59
internal_count=3114564 2233060 311222 10330 6740 300892 292957 82879 35242 47637 7935 210078 30780 6204 179298 3272 1921838 850004 1071834 169564 77928 76835 91636 59707 109651 1471 902270 412589 180088 232501 489681 104023 385658 1048 108180 42456 65724 740353 76324
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=2 12669060 720 848 29 297474 297474 401 146 9 8512 241 2098184 448 20 156 353 2105425
is_linear=0
shrinkage=0.1


Tree=161
num_leaves=40
num_cat=22
split_feature=0 1 3 2 4 1 4 6 4 6 4 1 1 6 2 2 1 1 4 3 6 1 2 3 6 1 4 1 1 2 4 4 6 4 4 4 3 4 3
split_gain=0.196525 0.101713 0.61649 1.61383 1.57136 2.61683 2.1998 1.12467 1.11638 0.792857 0.683226 1.76233 1.35054 1.63861 0.924404 0.677058 0.676646 0.589893 0.580484 0.572587 0.812352 0.418637 0.40325 1.57504 2.13145 2.68904 2.37954 2.65985 1.99123 2.37492 2.82088 2.00488 2.72096 2.67772 1.81312 1.73529 1.03563 1.79626 2.8447
threshold=0 1 2 5.5000000000000009 4.5000000000000009 3 8.5000000000000018 4 4.5000000000000009 5 1.0000000180025095e-35 6 7 8 2.5000000000000004 7.5000000000000009 9 10 1.5000000000000002 11 12 13 3.5000000000000004 14 15 16 2.5000000000000004 17 18 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 19 1.5000000000000002 8.5000000000000018 1.5000000000000002 20 2.5000000000000004 21
decision_type=1 9 1 2 2 9 2 1 2 1 2 9 9 1 2 2 9 9 2 1 1 9 2 1 1 9 2 9 9 2 2 2 1 2 2 2 1 2 1
left_child=-1 22 3 4 5 7 16 -3 17 -8 11 -4 -12 14 -14 -15 -6 -5 -19 -13 -21 -10 23 24 26 -26 27 -2 31 35 -31 32 -25 -33 -28 -30 -24 -38 -39
right_child=1 2 10 8 6 -7 9 -9 21 -11 12 19 13 15 -16 -17 -18 18 -20 20 -22 -23 36 28 25 -27 34 -29 29 30 -32 33 -34 -35 -36 -37 37 38 -40
leaf_value=-0.0075018971913211746 -0.0092952550076716278 0.00059478356718469904 -0.0060868530910918595 0.0086712393410135879 0 0.0053142402667014444 0.0039953935411784509 -0.0058850238900026988 0 -0.011220927549250474 0.0017705251371417669 0.00341726884170763 -0.0013030311249472553 -0.0058789587985521533 0.014026407401213215 0.00024779738809887298 0.022803634575710274 -0.0029369755652515249 0.0023091470931561565 0.0049329531883552831 -0.0027967303245441479 -0.013074323631931185 0.0018451343806634582 -0.0032228742263828813 0.003731305485354817 -0.0099282402490253364 -0.0099092863032088606 0.0021708037362185338 -0.00037979513184155985 -0.0058801905212718776 0.0071979338689445813 0.009872093533144893 0.0054478112158307494 0.00071655662952725989 0.0023182487217683345 0.006876552061571806 -0.0017796261333268421 0.01025361433120826 -0.00081769949849393403
leaf_weight=5.6764026351520442 184.79126583709149 630.40093749822699 267.89229458330374 20.642467186669819 23.890843239147216 1067.1012206897722 33.146474140230566 351.33710214454914 2.8293498966377228 13.707939671585335 522.20806983567309 1053.9782922604354 10.358530811732633 1028.7711019485723 49.666445685434155 104.61934333038516 66.230018924223259 660.67253948468715 217.61291276779957 148.6597353425459 411.88785391196143 68.975037361960858 2893.3201285642572 1030.7892862112476 130.33838488429319 606.22476390667725 395.23197281896137 1691.572955049458 1996.1024409660313 1352.6626925789751 141.94727785210125 594.99985320761334 502.85926631710208 826.34025655337609 106.24643070215825 352.43531387177063 3110.2242809135932 316.88564229407348 535.37364170583896
leaf_count=882028 31895 65559 28947 2946 3541 145965 3114 37817 236 1306 84895 136681 1119 101346 3617 7743 5551 76241 17580 15627 42237 3999 217197 120154 16610 76539 34823 228876 105483 88566 6742 74365 54885 70876 6389 18286 252697 20686 23479
internal_value=0 -2.54561e-05 0.000285322 0.00132591 0.00288009 0.00191411 0.0125924 -0.00157015 -0.00184204 -0.000135372 -0.000549664 0.000643773 -0.0020227 -0.00391293 0.00764655 -0.00502059 0.0200883 -0.000356183 -0.00125965 0.00205815 -5.52143e-05 -0.0119103 -0.000168857 -0.000588486 -0.00244381 -0.00705711 -0.000797603 0.000718337 0.0002278 -0.00121868 -0.00432416 0.00220036 -0.000123829 0.00488078 -0.00676959 0.000656005 0.000393974 -0.000599513 0.00327442
internal_weight=0 23522.9 6754.59 3156.55 2185.81 2048.84 136.975 981.738 970.732 46.8544 3598.04 1882.42 1715.62 1193.42 60.025 1133.39 90.1209 898.928 878.285 1614.53 560.548 71.8044 16768.3 9912.54 3114.41 736.563 2377.84 1876.36 6798.14 3843.15 1494.61 2954.99 1533.65 1421.34 501.478 2348.54 6855.8 3962.48 852.259
internal_count=3116643 2234615 786067 363855 262853 249341 13512 103376 101002 4420 422212 223492 198720 113825 4736 109089 9092 96767 93821 194545 57864 4235 1448548 934489 395132 93149 301983 260771 539357 219077 95308 320280 175039 145241 41212 123769 514059 296862 44165
cat_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=2 2927736 944 8405126 1 9 4263937 86019 8 8454656 12648452 70 6 4097 208 5 265216 533520 44096 1 88 643
is_linear=0
shrinkage=0.1


Tree=162
num_leaves=40
num_cat=21
split_feature=0 1 2 2 3 3 5 3 4 2 6 4 4 6 4 3 4 6 2 2 1 3 3 1 4 3 3 2 3 2 2 1 4 1 4 2 1 6 4
split_gain=0.190063 0.157396 0.865493 0.68328 1.17601 1.15741 1.08497 1.84078 1.61388 1.08234 0.841463 0.521102 0.419856 1.03079 0.817093 0.396764 0.349317 0.31232 0.306855 0.236605 1.88674 1.61981 1.29501 1.35858 0.918026 2.47792 0.695363 0.626433 0.337799 1.71604 1.42598 2.47138 1.84856 0.75755 2.33373 1.40191 0.487224 1.46506 0.448564
threshold=0 1 9.5000000000000018 3.5000000000000004 2 3 4 5 2.5000000000000004 1.5000000000000002 6 2.5000000000000004 2.5000000000000004 7 6.5000000000000009 8 9.5000000000000018 9 21.500000000000004 9.5000000000000018 10 11 12 13 4.5000000000000009 14 15 18.500000000000004 16 7.5000000000000009 7.5000000000000009 17 4.5000000000000009 18 1.5000000000000002 8.5000000000000018 19 20 1.0000000180025095e-35
decision_type=1 9 2 2 1 1 1 1 2 2 1 2 2 1 2 1 2 1 2 2 9 1 1 9 2 1 1 2 1 2 2 9 2 9 2 2 9 1 2
left_child=1 2 3 4 9 12 7 -6 -8 -1 11 -7 13 -5 -14 -4 -12 -17 -19 28 21 -21 23 -22 26 -26 -24 -23 29 36 38 -32 -33 35 -35 -31 37 -3 -30
right_child=-2 19 15 5 6 10 8 -9 -10 -11 16 -13 14 -15 -16 17 -18 18 -20 20 22 27 24 -25 25 -27 -28 -29 30 33 31 32 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.0045523997558653672 -0.007389083445933961 0.0084893720259410967 0 -0.0037629606764460486 0.0069426739222402641 -0.00022467026424316452 0 -0.0044258267538533165 -0.012288960192591901 0.0075519105357572131 -0.0059045262347950248 0.0093498253075811333 -0.0082035001162200343 0.0062238065731523495 0.0057297327675386684 0 0 0.016147552869626866 0 0.0011188101756002614 0.0025601378839217042 -0.026570746050582107 0 -0.013968148785051336 0.0080571285199720743 -0.017737415010905259 0.0073359417060697056 0 -0.00086820120004287276 -0.0026315180741205268 0.0014415190758764649 -0.016669520899210435 0.0019070661053104271 0 0.023431994637356277 0.0093252660205133328 -0.00018228519397159727 -0.00023508375549298702 0.00051266006976058833
leaf_weight=34.891409476171248 5.6329435196166733 227.19700823549647 11.620913251303135 74.427515811810736 392.39324807468802 130.1925975997583 637.14289480500702 148.23013482749229 108.17863791284617 425.4939522423665 658.67446443755762 33.418181375251152 72.402487559942529 336.78663092484931 22.743652321631089 1.7126671902369708 17.579883702797815 59.16730861691758 4.5915590850636354 17.133913417346776 29.61605588812381 42.983416528790258 149.18214142392389 79.835280678467825 24.794081617379561 34.006902669556439 273.54693377157673 3.1512777341995379 4976.9302781303413 200.25816265377216 173.23017114354298 187.66400773474015 27.726211225846782 102.49145654449239 60.544327075593174 121.18455070327036 8976.8904775955016 478.41907273413381 4167.1746985025238
leaf_count=4631 881866 29965 1072 7340 40982 15027 69251 12916 11493 43272 68867 3139 5137 28403 1292 160 1065 5388 558 1993 1659 5648 11513 8299 925 1432 22067 487 484032 17821 16052 13541 1076 6760 3022 10604 846414 66454 364040
internal_value=0 -2.78939e-05 0.000606131 0.000200348 0.00157548 -0.00136095 0 0.00327517 -0.00246962 0.00568449 -0.00369328 0.00126201 0.00197051 0.00365913 -0.00190059 0.00952326 -0.00531452 0.0113888 0.0132573 -0.00014232 -0.00198681 -0.0144519 0 -0.00800027 0.00254751 -0.00552513 0.00468103 -0.0215517 -6.30012e-05 0.000319702 -0.000502071 -0.0062369 -0.0126014 0.00594851 0.0111137 0.00139416 0 0.00247643 -0.000206592
internal_weight=0 23523.6 3169.65 3092.56 1746.33 1346.23 1285.94 540.623 745.322 460.385 839.865 163.611 506.36 411.214 95.1461 77.0924 676.254 65.4715 63.7589 20354 654.25 63.2686 590.981 109.451 481.53 58.801 422.729 46.1347 19699.7 10167 9532.73 388.62 215.39 484.478 163.036 321.443 9682.51 705.616 9144.1
internal_count=3115663 2233797 319993 312815 182545 130270 134642 53898 80744 47903 88098 18166 42172 35743 6429 7178 69932 6106 5946 1913804 54023 8128 45895 9958 35937 2357 33580 6135 1859781 981040 878741 30669 14617 38207 9782 28425 942833 96419 848072
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 12669061 848 307 2 12 2 2 259 8 9226 400 640 2112 39 41 716 2140432 2361634 2884610 6
is_linear=0
shrinkage=0.1


Tree=163
num_leaves=40
num_cat=22
split_feature=0 1 2 3 4 4 4 4 4 4 4 3 3 3 3 6 2 6 3 2 2 1 3 3 6 4 4 4 4 3 6 1 3 7 6 2 3 3 4
split_gain=0.188698 0.100074 0.999292 1.41526 1.28777 1.24376 1.80658 0.823959 0.801624 0.648407 0.524835 1.27585 1.04061 0.400504 0.353036 2.22067 0.67933 0.352302 0.328975 0.269477 0.243023 1.68034 3.66275 1.92618 1.73623 1.45429 1.40737 8.43508 0.98029 1.38194 0.94717 0.610937 3.43523 1.11974 1.18064 1.00766 1.01208 0.670235 0.667333
threshold=0 1 2.5000000000000004 2 1.5000000000000002 17.500000000000004 11.500000000000002 1.5000000000000002 17.500000000000004 92.500000000000014 1.0000000180025095e-35 3 4 5 6 7 13.500000000000002 8 9 1.5000000000000002 2.5000000000000004 10 11 12 13 2.5000000000000004 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 14 15 16 17 18 19 6.5000000000000009 20 21 1.5000000000000002
decision_type=1 9 2 1 2 2 2 2 2 2 2 1 1 1 1 1 2 1 1 2 2 9 1 1 1 2 2 2 2 1 1 9 1 1 1 2 1 1 2
left_child=-1 2 3 4 17 6 14 10 18 13 11 -5 -12 -7 15 -4 -16 -2 -9 -19 21 22 28 24 -23 -26 30 -28 -3 -30 -25 32 33 -22 -35 36 -34 -37 -33
right_child=1 20 5 7 -6 9 -8 8 -10 -11 12 -13 -14 -15 16 -17 -18 19 -20 -21 31 23 -24 26 25 -27 27 -29 29 -31 -32 38 35 34 -36 37 -38 -39 -40
leaf_value=-0.0072837392571226157 0 0.0056110578268192338 0.011000624213710673 0.0094663336662180794 -0.0081806014633870015 0 -0.018581120489848679 0 0 0 0.0067132475127152152 -0.0015244856689530665 -0.0072774596556415827 0.019536875584255781 -0.0017513269309620012 -0.00062057379514308692 0.0080569679567254835 0 0.017761368490404141 0.0082886166891235832 -0.0075584435726787705 0.0097596916680255524 -0.011734704939358189 0.0013498751570333021 -0.0038925783631465136 0.0031136091956143063 0.020055860406244044 -0.0022271794604811447 0.0043796064059522929 -0.0089324802227930735 -0.0044169635945515871 0.00090770781661943559 0 0.012816611279800542 -0.0044648315354482541 0 0.0063625261438286429 -0.012131928177349038 -0.00067313116005256841
leaf_weight=5.5924573785955545 185.17329995683394 226.60475380299613 148.10401451296639 205.30028907605447 136.38992485019844 5.2046976871788502 26.268832501024008 35.45925494725816 3.4283201131038359 1.7768401757348318 42.159791134297848 104.39578726149557 87.224684595363215 16.943323423620321 1724.7696405784227 1048.3634001910686 35.218557227635756 12.334067989606408 86.869109749328345 94.109267990977969 745.96094789422932 68.332446057582274 364.21692378760781 1864.9516848406056 1876.0651971067964 279.49681904376484 231.05173326143995 417.37076572375372 78.275394268101081 131.29234018723946 284.15466902486514 8298.5743119490216 345.41811826726189 27.63241347449366 30.727756484178826 22.702784497407265 490.59439190223929 33.710677299066447 3696.5927341101924
leaf_count=882021 22565 28011 13609 24037 17504 292 1487 4703 457 126 4655 13251 10314 869 168740 110584 3697 1732 9122 11442 57376 6934 47228 147259 181193 25022 24818 34507 10930 17207 23102 884847 23116 1661 2836 2433 53004 3429 239869
internal_value=0 0 0.000456636 0.00319232 -0.000592545 -0.000369049 -0.000730036 0.00635305 0.0135783 0.014441 0.00304351 0.00530464 -0.000466253 0.0184387 -0.000285911 0.000884659 -0.00124874 0.00243723 0.0155288 0.00609121 -9.00144e-05 -0.000638309 -0.00477827 0 -0.00211961 -0.00280377 0.00178991 0.00580647 0.000898326 -0.00297229 0.000385327 0.000122078 -0.00159855 -0.00629384 0.002841 0.00239992 0.0036216 -0.00692721 0.000394795
internal_weight=0 23513.2 3999.49 992.844 428.007 3006.65 2982.72 564.837 125.757 23.9249 439.081 309.696 129.384 22.148 2956.46 1196.47 1759.99 291.617 122.328 106.443 19513.7 5821.81 800.389 5021.42 2223.89 2155.56 2797.53 648.422 436.172 209.568 2149.11 13691.9 1696.75 804.321 58.3602 892.426 836.013 56.4135 11995.2
internal_count=3115989 2233968 419186 119782 53243 299404 298117 66539 14282 1287 52257 37288 14969 1161 296630 124193 172437 35739 13825 13174 1814782 546211 103376 442835 213149 206215 229686 59325 56148 28137 170361 1268571 143855 61873 4497 81982 76120 5862 1124716
cat_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=2 10572929 456 52 545 32 329 12 1 32 4727554 90 89 8 66 3 786444 166 1 1 24 280
is_linear=0
shrinkage=0.1


Tree=164
num_leaves=40
num_cat=20
split_feature=0 1 3 2 2 5 4 2 2 6 3 4 2 6 2 6 4 4 2 2 4 2 4 2 1 3 1 5 1 1 5 1 1 3 3 3 4 4 4
split_gain=0.180048 0.131696 0.50689 1.00439 0.960747 1.19149 2.4178 1.62916 0.888753 0.853452 0.745079 0.730226 0.72312 0.69531 0.597575 0.434586 0.417391 1.40627 0.371543 0.280819 0.257952 0.231848 0.20698 0.115005 1.53047 2.12177 2.56841 2.26517 4.83346 3.04926 1.90325 2.95315 2.34739 4.76887 3.17776 2.04164 1.75973 1.00631 0.945948
threshold=0 1 2 7.5000000000000009 6.5000000000000009 3 1.0000000180025095e-35 5.5000000000000009 2.5000000000000004 4 5 4.5000000000000009 3.5000000000000004 6 1.5000000000000002 7 6.5000000000000009 2.5000000000000004 9.5000000000000018 12.500000000000002 7.5000000000000009 5.5000000000000009 88.500000000000014 2.5000000000000004 8 9 10 11 12 13 14 15 16 17 18 19 1.0000000180025095e-35 6.5000000000000009 39.500000000000007
decision_type=1 9 1 2 2 1 2 2 2 1 1 2 2 1 2 1 2 2 2 2 2 2 2 2 9 1 9 1 9 9 1 9 9 1 1 1 2 2 2
left_child=-1 2 4 8 5 7 9 10 11 -7 -2 14 -8 19 -4 -13 17 -10 22 -5 -9 -18 -6 24 30 27 37 28 -26 -29 31 36 34 -34 -32 -33 -3 -27 -28
right_child=1 23 3 13 18 6 12 20 16 -11 -12 15 -14 -15 -16 -17 21 -19 -20 -21 -22 -23 -24 -25 25 26 38 29 -30 -31 32 35 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.007177680315998654 0.0057778267306795271 -0.023537082501633784 0 0.017363760676469438 -0.012802018367421196 6.3227414662562367e-05 0.0052745532111990448 0.020571517189937744 0.0002724312397877243 -0.0097837202191224173 -0.0020317799612778668 0.001697107249278052 -0.0015392650032568789 0 0.0086909661975004635 -0.008733740955216767 0.0090987021183682286 -0.0094548431437501707 0 0 0 0 0 1.8266520983710733e-05 0.0031679590502922089 -0.0033053845603144209 -0.014712286390345171 0.0081435874915999351 -0.028225674767861045 -0.0072944399043634311 0.0045546355048627172 0.0094634429227188083 -0.023462367761584099 -0.0018395909812464143 -0.0055244467432017967 0.0011188798616306075 0 0.0081234201676330126 0.00017300884889588322
leaf_weight=5.5517893760297738 162.47605311882216 35.032105568330735 31.494980490475427 57.237441582023166 67.274068015627563 49.547396220266819 302.13260721898405 34.250894039694685 870.77091029283474 309.67589505645446 208.24999875802314 3.188309064367786 178.61624866403872 9.5205410367343557 272.83166827814421 22.149875504197556 36.436209275620058 138.3493244239362 28.049365132814273 10.682730361586435 2.2789318067952982 8.646108986809848 0.17052540136501093 14544.446141186403 86.935110485181212 596.35420597298071 303.67575068940641 429.85858982685022 36.363679651578423 123.25424176259912 1126.1851653950289 515.60606476687826 75.688865559874102 1526.9515976347029 370.28045247890987 875.48352695407812 18.894546627765521 47.882081424817443 3.9273504216689608
leaf_count=882008 9246 4833 3579 3924 5794 6480 33796 2946 80702 41943 18588 317 17874 742 30838 3450 2636 9750 2442 767 88 429 14 1368798 7060 81495 35790 24497 6348 12540 27461 50430 11671 195877 29957 86908 2103 3962 416
internal_value=0 -1.62402e-05 0.000605967 0.00192636 -0.000628236 0 -0.00193654 0.00444835 0.000954675 -0.00800432 0.00091205 0.00530314 0.00221388 0.0115625 0.00710939 -0.00306309 -0.000237564 -0.00100693 -0.00899653 0.0140544 0.0192333 0.00650953 -0.0119316 -0.000115907 -0.000479185 -0.00309231 -0.00609064 0.000812654 -0.00948012 0.0040052 0.000411564 0.00341594 -0.000911413 -0.00358988 0.00178655 0.00459948 -0.0132411 -0.00166269 -0.0132429
internal_weight=0 23520.8 2804.03 1461.31 1342.72 1247.23 839.972 407.256 1383.87 359.223 370.726 329.665 480.749 77.4407 304.327 25.3382 1054.2 1009.12 95.494 67.9202 36.5298 45.0823 67.4446 20716.8 6172.37 1628.25 951.839 676.412 123.299 553.113 4544.12 1445.02 3099.11 1602.64 1496.47 1391.09 53.9267 644.236 307.603
internal_count=3108499 2226491 276345 137134 139211 130961 100093 30868 131701 48423 27834 38184 51670 5433 34417 3767 93517 90452 8250 4691 3034 3065 5808 1950146 581348 172108 121663 50445 13408 37037 409240 144274 264966 207548 57418 137338 6936 85457 36206
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=2 12653700 202 2 12 8 3 12 2375784 11 2816 2 10496 533008 2 8 8 3 30 707
is_linear=0
shrinkage=0.1


Tree=165
num_leaves=40
num_cat=26
split_feature=0 1 2 2 3 4 2 3 5 4 3 3 4 3 4 6 6 5 1 4 3 3 1 3 1 3 6 1 4 2 6 3 2 3 1 1 2 3 2
split_gain=0.1776 0.0611752 0.558859 1.0862 1.66839 1.28303 0.917101 2.77033 4.0808 1.45387 2.46386 2.06951 1.02929 0.739188 0.425636 0.952752 0.381795 0.109801 9.60359 8.52664 3.17186 3.11269 2.50678 2.20675 1.95492 3.17883 2.95066 3.81593 2.07512 1.85282 1.8367 1.45548 1.94643 1.16649 1.51606 1.43775 1.09753 2.50417 1.09704
threshold=0 1 1.5000000000000002 2.5000000000000004 2 1.0000000180025095e-35 4.5000000000000009 3 4 1.5000000000000002 5 6 1.0000000180025095e-35 7 1.0000000180025095e-35 8 9 10 11 1.0000000180025095e-35 12 13 14 15 16 17 18 19 5.5000000000000009 4.5000000000000009 20 21 3.5000000000000004 22 23 24 2.5000000000000004 25 7.5000000000000009
decision_type=1 9 2 2 1 2 2 1 1 2 1 1 2 1 2 1 1 1 9 2 1 1 9 1 9 1 1 9 2 2 1 1 2 1 9 9 2 1 2
left_child=-1 2 13 4 14 -6 9 8 -8 11 -11 -5 -9 -2 15 -4 -16 18 19 20 -3 22 38 29 28 26 27 -26 31 -21 -22 32 -19 35 -35 -27 37 -23 -20
right_child=1 17 3 6 5 -7 7 12 -10 10 -12 -13 -14 -15 16 -17 -18 24 21 23 30 36 -24 -25 25 33 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.0070808291591740154 -0.012295104044172694 0 0.0019754077989448502 0.0035096781621727011 0.013895653167579083 0.0007863388984639014 0 0.0018116414507617935 0.020463595886480185 0.014472896108738141 -0.0009030533049061856 -0.0058863207000885969 -0.0083943753676866979 0 0.0064900928204715339 -0.010735852541485425 -0.002675288164225556 -0.0093617111180665687 0.002179165018807504 -0.023070105603793741 0 0.0083993300961138998 -0.012959140242497683 0.0048126011942175254 0.017112509203409686 0.0032634985227084252 -0.0040218102536817525 0 -0.012380075955154489 0.0009052933901065323 -0.033639550704756695 0.0055545422949927906 0.0061136808085865014 0.00017181345015679592 -0.0025946160287597404 -0.0010245947721135319 0.00039634726351790554 1.1643654529948392e-06 -0.011988586669566622
leaf_weight=5.5147331678308547 37.456071356835309 38.360195802757517 38.096328479819931 245.7798064610397 186.43959816871211 202.05492024216801 202.88049908867106 103.5082180237514 138.60195728670806 95.264063996844925 319.99883171240799 867.33440459833946 170.9779039346613 45.362904553650878 46.628357226960361 83.485985291597899 10.097683767089618 145.69657004828332 299.74687799368985 39.789335322100669 13.755559479584917 591.44656939629931 253.0075863545062 191.11332291492727 277.09245416650083 1344.1424181424081 143.17609894095222 182.32983683119528 42.456294215051457 16.408297818619758 174.02569692753605 1311.5466260372123 104.70765677862801 3127.6337498666253 4588.8779849864077 1622.2703418539604 5188.0115160762798 989.08688897942193 35.433553853072226
leaf_count=882432 4881 6123 4481 31669 22429 24538 12613 11321 9516 11201 21125 84925 15428 5478 5077 9620 818 23938 26005 6158 2629 57013 31379 24918 32362 157751 19107 19222 4504 2120 29340 75149 12361 202523 518597 145520 454961 95689 3410
internal_value=0 0 0.000432368 0.00081105 0.00460251 0.0081449 -0.000102826 0.00291302 0.00872108 -0.00154347 0.00299276 -0.00353234 -0.00364154 -0.00618595 -0.00203041 -0.00574906 0.00147822 -6.28342e-05 -0.000366245 -0.0136114 -0.0266768 0.000515101 -0.00614945 0 9.86311e-05 -0.000345648 0.00643837 0.0103599 0.00333795 -0.0131816 -0.0306514 0.00419985 -0.00179495 -0.000778885 -0.00143955 0.00083621 0.00117104 0.00348017 0
internal_weight=0 23514.1 2793.97 2711.15 566.803 388.495 2144.35 615.969 341.482 1528.38 415.263 1113.11 274.486 82.819 178.308 121.582 56.726 20720.1 7830.19 473.452 226.141 7356.73 588.188 247.311 12889.9 11285.5 602.598 459.422 1604.41 56.1976 187.781 1561.95 250.404 10682.9 7716.51 2966.41 6768.54 1580.53 335.18
internal_count=3108331 2225899 275120 264761 66963 46967 197798 48878 22129 148920 32326 116594 26749 10359 19996 14101 5895 1950779 739745 71288 38092 668457 60794 33196 1211034 1095082 70691 51584 115952 8278 31969 111448 36299 1024391 721120 303271 607663 152702 29415
cat_boundaries=0 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=2 8459396 11 61 2 320 643 340 6 3 2 536 160 768 4204577 9 531 768 5 264520 4 928 136 4202504 2900288 195
is_linear=0
shrinkage=0.1


Tree=166
num_leaves=40
num_cat=23
split_feature=0 1 2 2 1 3 4 5 3 4 5 3 1 4 1 1 5 2 1 5 1 1 4 4 3 2 2 4 4 2 6 4 3 1 3 2 2 3 1
split_gain=0.170581 0.0823663 0.794077 2.45037 2.34085 3.17663 3.15541 6.38945 2.07725 2.29636 1.6673 4.17708 6.98836 3.26477 3.11323 2.13454 1.6154 1.52769 1.28817 1.08675 2.22999 1.08686 1.25969 1.01575 0.99488 0.806082 0.671897 0.510719 0.512088 0.457283 0.45582 0.454342 2.09224 1.28425 0.388016 0.347838 1.30594 1.64576 1.60002
threshold=0 1 6.5000000000000009 4.5000000000000009 2 3 1.5000000000000002 4 5 3.5000000000000004 6 7 8 6.5000000000000009 9 10 11 1.5000000000000002 12 13 14 15 2.5000000000000004 53.500000000000007 16 14.500000000000002 16.500000000000004 54.500000000000007 130.50000000000003 6.5000000000000009 17 24.500000000000004 18 19 20 4.5000000000000009 6.5000000000000009 21 22
decision_type=1 9 2 2 9 1 2 1 1 2 1 1 9 2 9 9 1 2 9 1 9 9 2 2 1 2 2 2 2 2 1 2 1 9 1 2 2 1 9
left_child=-1 27 3 10 6 16 7 -5 19 18 13 12 -12 15 -13 -3 -6 -15 -10 21 -21 34 -23 26 -8 -22 -11 31 29 -29 -7 35 33 -33 -4 -2 37 -37 -38
right_child=1 2 8 4 5 30 24 -9 9 23 11 14 -14 17 -16 -17 -18 -19 -20 20 25 22 -24 -25 -26 -27 -28 28 -30 -31 -32 32 -34 -35 -36 36 38 -39 -40
leaf_value=-0.006972729396411706 0.0001159118248944265 -0.011122643987353707 0 0.0029247102265933743 0.012615848028362756 0 -0.0067737597617522063 0.025797572749493066 -0.014041932173508648 -0.021515937901847599 0.00049321667872638628 -0.0022686379265260724 -0.017043427330698368 -0.0012865042747672588 0.0049979089014801914 0.0015544637269861378 -0.00078446517778329018 0.02051468413227471 0 -0.004945912355332302 0.020553942711439718 -0.0098162235250857377 0.0040266980536735981 0 0.0033744873144176909 0 0 -0.018511654790348706 0 0 -0.0098953318979534462 0 -0.0079399165306413052 0.025658344470423502 0.01276842175065392 -0.0053824989836612188 -0.0053988723896126788 -0.00012940557364469809 0.0026352246663304464
leaf_weight=5.4734642580260697 11202.311407056473 98.84378398465924 3.0283012406434864 390.89276403991971 148.14764620480128 46.520296077476814 112.69502487813588 184.40237709588837 36.567210868932307 100.04044183040969 430.50074563280214 1590.8905047214939 380.07662104687552 6.3749743595253667 875.63131196959876 2079.0497117823979 99.36534240655601 98.178588113980368 478.41860768315382 29.003369464771822 80.625366789288819 131.77674173994455 51.594016501447186 4.6029810905456534 218.4109146365663 4.5598153928294769 2.6022269474342457 13.785591450287034 3.088188574416562 2.7898719997610888 218.96570070576854 13.869601428275926 10.558456383179871 18.394585688482039 31.59014719654806 1027.0653033151757 244.6220302269794 1650.2415007153759 1397.0520641268231
leaf_count=882052 1042948 16331 459 31355 12752 4512 6931 17720 5458 5381 56034 210230 26516 641 98793 177512 8021 3316 39296 2746 6074 11384 3030 206 12926 390 196 834 209 138 19090 677 426 1327 4585 99235 20902 157108 118496
internal_value=0 -5.61788e-06 0.000242066 0.000648875 0.00432362 -0.000602315 0.0072905 0.0116671 -0.00235456 -0.00579444 -0.000253817 -0.00173903 -0.00779175 0.00174379 0.000229937 0.000656588 0.00642058 0.0169653 -0.00201623 0.00327641 0.0101904 0 -0.00429547 -0.017767 0 0.01686 -0.0200798 -0.000151203 -0.0103409 -0.0149658 -0.0081152 -9.93194e-05 0.00770547 0.0174715 0.00950909 -0.000154967 -0.000922489 -0.00231308 0.00116668
internal_weight=0 23517.1 7933.36 6978.95 1419.4 512.999 906.401 575.295 954.409 622.231 5559.55 3277.1 810.577 2282.45 2466.52 2177.89 247.513 104.554 514.986 332.178 114.189 217.989 183.371 107.246 331.106 85.1852 102.643 15583.8 19.6637 16.5755 265.486 15564.1 42.8226 32.2642 34.6184 15521.3 4318.98 2677.31 1641.67
internal_count=3106237 2224185 781885 702680 113307 44375 68932 49075 79205 50537 589373 391573 82550 197800 309023 193843 20773 3957 44754 28668 9210 19458 14414 5783 19857 6464 5577 1442300 1181 972 23602 1441119 2430 2004 5044 1438689 395741 256343 139398
cat_boundaries=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=2 7088473 8389670 169 2 47 2 13 8410624 8406052 67072 2 20486 2 8389122 8389122 147 2 248 2107416 2 147 270345
is_linear=0
shrinkage=0.1


Tree=167
num_leaves=40
num_cat=26
split_feature=0 1 2 1 3 6 1 1 1 4 3 4 2 3 4 3 4 6 6 3 4 4 6 3 2 2 5 1 3 1 1 4 3 6 3 1 4 4 1
split_gain=0.167782 0.0913779 0.549959 1.58428 1.15594 1.4163 2.61829 1.26305 1.22206 1.80759 1.6726 0.941299 0.82638 1.90628 1.31571 1.20217 1.10964 0.855139 0.712956 0.661381 0.586339 0.396546 0.40662 0.317235 0.269512 0.164041 0.981988 3.76679 3.50749 2.93954 2.62245 2.04296 1.93714 4.60819 1.87562 5.15361 1.52919 1.07676 1.07129
threshold=0 1 3.5000000000000004 2 3 4 5 6 7 1.0000000180025095e-35 8 3.5000000000000004 4.5000000000000009 9 1.5000000000000002 10 5.5000000000000009 11 12 13 1.5000000000000002 3.5000000000000004 14 15 12.500000000000002 3.5000000000000004 16 17 18 19 20 1.0000000180025095e-35 21 22 23 24 1.0000000180025095e-35 3.5000000000000004 25
decision_type=1 9 2 9 1 1 9 9 9 2 1 2 2 1 2 1 2 1 1 1 2 2 1 1 2 2 1 9 1 9 9 2 1 1 1 9 2 2 9
left_child=-1 2 4 11 7 8 20 -2 9 -6 -10 23 14 16 18 -16 -14 -15 -5 -8 -7 22 -9 -4 -25 -3 28 32 30 36 37 -31 33 -28 35 -29 -30 -27 -36
right_child=1 25 3 12 5 6 19 21 10 -11 -12 -13 13 17 15 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 26 27 34 29 31 -32 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=-0.0068824380969341667 0.012322220365316725 -0.00033183637151756206 0 -0.0025447936125865358 -0.0073700624342917772 0.015349811103633411 0 -0.0022974954498863887 0 0.0059256488076000558 -0.016455730852451358 0 0.010804699919277509 0.002544183514912971 -0.0050198309378896109 0.008597112523963819 -0.0035906115897331829 -0.0060972963804919924 -0.014302158384323289 -0.01042407335322308 0 -0.0056601722589948653 0.0045680168455078073 0.023270803148920043 0 0.011473080568582254 0.0052604200360125827 -0.009662421311709345 -0.0038527052242598768 -0.0015504044041927617 1.075682472434525e-05 -0.011494630862706403 -0.0054332821446643163 -0.0092366372260778411 0 0.0053436318099414149 0.0024114836788910608 0 0.0054870788480593426
leaf_weight=5.4390674652568123 157.3020110274083 11371.609434851194 3.4407910716254282 267.71254925685935 150.88932438622578 134.14996346191037 98.414190809242427 33.030392940621823 70.104595431999769 204.96398901904467 94.748409410007298 9.1011231166776252 186.0263868032489 90.010153529525269 72.502908665686846 88.330590677098371 18.519631510134786 303.20360240066657 110.42737927907729 46.9237122014747 60.61027531302534 28.048095224425197 242.78611557628028 31.519129975233227 0.52885507117025454 338.90512211294845 680.19338058284484 350.42409700376447 671.32194978662301 459.64440697431564 1340.703621215187 552.09744638088159 958.30546786915511 271.0639283801429 551.33735526353121 501.58186665084213 822.94386924197897 63.87104363925755 2074.3938368107192
leaf_count=882642 20457 1101973 718 28460 14364 13474 13652 2047 11373 19012 15850 1278 12349 7250 3622 7551 571 23700 13695 6349 4145 1484 16338 5616 86 23278 54748 41457 58183 63465 142120 57524 78823 27595 39071 30260 54404 1907 205461
internal_value=0 0 0.000570356 -0.000812295 0.00202263 0 0.00450176 0.00583962 -0.00339429 0 -0.0095793 0.011987 -0.00195281 0.000156176 -0.00473831 0.00124992 0.00760546 -0.00337442 -0.00792498 -0.00380169 0.011568 0.000568312 0.00269438 0.0188206 0.0191311 -6.40803e-05 0.000220826 0.00113911 -0.000873055 -0.00329742 0.00244412 -0.00736886 -0.00231269 0.000620762 0.00312122 -0.000648458 -0.000224946 0.00913371 0.00444834
internal_weight=0 23511.7 2503.29 1181.32 1321.97 860.804 340.098 461.167 520.706 355.853 164.853 44.5899 1136.73 597.76 538.973 160.833 204.546 393.214 378.14 145.338 194.76 303.865 275.817 35.4888 32.048 21008.4 9636.79 5387.3 4249.49 2506.01 1743.48 1011.74 1909.56 951.257 3477.74 852.006 1494.27 402.776 2625.73
internal_count=3106352 2223710 243441 104896 138545 98219 37620 40326 60599 33376 27223 7698 97198 43870 53328 11173 12920 30950 42155 20001 17619 19869 18385 6420 5702 1980269 878296 477415 400881 233576 167305 120989 161166 82343 316249 71717 112587 25185 244532
cat_boundaries=0 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=2 8454788 8388608 22 1 65668 66052 8388736 648 41 47 10 9 104 4 5 2 6596616 31 6301752 268329 793 1 25 16673 4160
is_linear=0
shrinkage=0.1


Tree=168
num_leaves=40
num_cat=23
split_feature=0 1 3 6 4 4 1 2 1 3 6 1 4 1 2 1 2 3 2 3 2 2 4 3 1 1 3 4 4 3 4 1 7 4 1 2 4 5 1
split_gain=0.163008 0.102974 1.38441 1.11274 3.11883 1.41814 1.0655 0.976802 1.40331 1.79796 1.89731 1.33982 1.5706 0.939749 1.65305 0.775867 1.19144 0.605726 0.589833 1.061 0.530356 0.511886 1.8278 1.88784 1.35203 1.16981 1.02709 0.855809 0.500629 0.435577 2.02203 1.32822 1.65831 1.10366 2.22635 1.92696 0.80991 0.715021 6.26173
threshold=0 1 2 3 1.0000000180025095e-35 3.5000000000000004 4 4.5000000000000009 5 6 7 8 4.5000000000000009 9 3.5000000000000004 10 3.5000000000000004 11 6.5000000000000009 12 15.500000000000002 1.5000000000000002 1.5000000000000002 13 14 15 16 48.500000000000007 5.5000000000000009 17 6.5000000000000009 18 19 1.5000000000000002 20 8.5000000000000018 10.500000000000002 21 22
decision_type=1 9 1 1 2 2 9 2 9 1 1 9 2 9 2 9 2 1 2 1 2 2 2 1 9 9 1 2 2 1 2 9 1 2 9 2 2 1 9
left_child=1 21 3 4 13 15 -7 8 9 10 -4 12 20 -3 -15 17 -17 -5 -13 -20 -9 22 23 25 26 -1 -24 -28 -6 30 33 36 -33 35 -35 -23 -32 38 -31
right_child=-2 2 7 5 28 6 -8 11 -10 -11 -12 18 -14 14 -16 16 -18 -19 19 -21 -22 29 24 -25 -26 -27 27 -29 -30 37 31 32 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.0009785104333832268 -0.0067861504462259636 -0.0016835627889976079 0.0066962943160630553 -0.0070985315482561488 -0.016713544159760976 0 0.013812356002852882 0.015511016755933672 -0.00023874680501686946 -0.015763738508259986 -0.0057170605801179792 0.0017600234693941333 -0.0044832223807175662 0.022000600268345383 0 0.0058910199350524911 0 0.00021331546769214789 0.0015458506729706394 -0.009313157390990378 0 -0.0016247792865388491 0 -0.014087004595293485 -0.0023081316157664749 0.01381890805822087 0.020728660211093396 0 0 -0.015794102080663716 -0.0053264685791360143 -0.018236002196154327 0 0.0056491511066464207 -0.0032483352471327645 0.0088722132415551182 0.010179342516512535 0.00075964946705592458 1.9107115108991503e-05
leaf_weight=101.99033206462627 5.4024597656170945 30.768074880121276 116.48310239880811 97.252673170645721 92.932340056635439 47.289006297942251 160.68434766028076 124.84480754774995 1681.5075641538715 117.14933330158237 405.50938602618407 490.87758987816051 16.851159699261189 37.04117277241312 27.282671060645953 713.28801375179319 659.34161298384424 290.08390009298455 98.899524610023946 127.9012211994268 1.6437660644296546 4454.0499982411275 41.3915843043942 52.87998255288403 27.391640300163999 29.270405588904396 107.32095959619619 3.7302432279102495 10.818220506655051 223.44102654664312 34.303501780377701 137.46972192358226 30.574786906130612 702.93796604941599 376.27658943179995 145.32912601856515 30.555783183313906 7316.1825528895715 4347.382925772341
leaf_count=13987 882756 2414 15678 12183 8652 1080 10835 15492 198954 16282 54116 43555 1840 4687 3485 70841 55328 43752 7717 10156 218 356057 4792 7256 3584 3815 11728 274 652 35605 1422 5778 749 39159 27148 13799 1129 728149 391265
internal_value=0 0 0.000390596 0.00235561 -0.00366152 0.00317383 0.0107756 -0.000867134 -0.00199409 -0.00585505 -0.00213374 0.00178873 0.00941427 0.00644517 0.0117459 0.00196012 0.00312356 -0.00141313 0 -0.00408477 0.0142889 -0.000106808 0.00341825 -0.00228867 0.0101833 0.00302639 0.0134708 0.0176594 -0.0148094 -0.000201412 -0.000906396 -0.00954397 -0.0133772 -0.000452874 0.0022942 -0.00117295 0 0.000126062 -0.000820936
internal_weight=0 23510.9 5348.45 2166.78 198.842 1967.94 207.973 3181.67 2320.65 639.142 521.992 861.018 143.34 95.0919 64.3238 1759.97 1372.63 387.337 717.678 226.801 126.489 18162.5 363.975 184.141 179.834 131.261 152.443 111.051 103.751 17798.5 5911.5 232.904 168.045 5678.59 1079.21 4599.38 64.8593 11887 4570.82
internal_count=3106369 2223613 577917 213909 19890 194019 11915 364008 285030 86076 69794 78978 17550 10586 8172 182104 126169 55935 61428 17873 15710 1645696 45436 25058 20378 17802 16794 12002 9304 1600260 445241 9078 6527 436163 66307 369856 2551 1155019 426870
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 2886011 534 4 128 74240 168 2 8454660 4198532 12600320 16 265 752 2361384 2082 645 534 2099458 1 262266 2 25
is_linear=0
shrinkage=0.1


Tree=169
num_leaves=40
num_cat=28
split_feature=0 1 2 1 3 6 2 1 3 1 3 4 3 1 1 2 6 2 2 4 2 1 3 6 7 7 2 4 7 6 3 1 3 3 3 4 3 3 1
split_gain=0.153827 0.0707975 0.946049 1.37187 1.27047 0.811878 0.736993 2.69434 1.92675 2.15089 1.59382 1.28165 0.898285 0.875374 0.831068 0.777173 0.776817 0.756116 0.740061 0.469838 0.430174 1.29299 1.99486 1.56998 1.85074 0.821199 0.777044 0.819877 1.95898 1.24931 1.08656 1.05213 3.31547 2.47421 0.716743 0.651282 2.89933 2.74935 1.83745
threshold=0 1 1.5000000000000002 2 3 4 2.5000000000000004 5 6 7 8 1.5000000000000002 9 10 11 3.5000000000000004 12 4.5000000000000009 4.5000000000000009 1.0000000180025095e-35 1.5000000000000002 13 14 15 16 17 2.5000000000000004 1.0000000180025095e-35 18 19 20 21 22 23 24 1.5000000000000002 25 26 27
decision_type=1 9 2 9 1 1 2 9 1 9 1 2 1 9 9 2 1 2 2 2 2 9 1 1 1 1 2 2 1 1 1 9 1 1 1 2 1 1 9
left_child=-1 20 3 4 -3 -6 7 12 11 -10 14 -9 19 15 18 -12 -16 -15 -8 -4 21 23 -23 24 -2 34 27 28 29 -22 -30 32 -29 -33 -24 37 -37 38 -28
right_child=1 2 6 -5 5 -7 10 8 9 -11 13 -13 -14 17 16 -17 -18 -19 -20 -21 26 22 25 -25 -26 -27 35 31 30 -31 -32 33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.006681892204707056 0.020359113219712805 -0.0092784877633840437 0.0065828343738624923 -0.017256797374140358 -0.0014814392018689662 0.012451076689225524 -0.0042187403805439335 0.00078679379574117861 0.0063285087042248269 -0.007250336867945466 -0.00056998424171156043 0.0094689162983486244 0.013394765352672764 -0.0040093660493177993 0.0035705466434847889 0.0090178006276923559 -0.00014393307359519627 0 0.0019458560880184093 -0.001603107785758556 -0.008633043258012273 0.0072664699425841126 0 -0.002398815245763717 -0.0040182266653048162 0.0005010860880966994 0.0076631601816671531 -0.0051365575387729082 -0.0013690536500632418 -0.0020397674555723746 0.012019292045503061 0.0033578299433261573 0.0058060497300533344 -0.0079712474127262879 -0.016348354907147169 -0.0052773017887350372 0.00080803860342294103 -0.00091812884363590098 0.0015114434894840441
leaf_weight=5.3629073366300872 98.037492663162993 36.987986605352489 75.435440560453571 34.782143549935427 11.718426355510019 54.892315803910606 410.95787062050658 1317.5975562934764 94.725245384033769 492.96106463856995 102.60203903133515 189.39952497370541 210.01842273963848 1534.4749706618313 1505.0281561290321 96.411434999667108 656.68096816667821 720.42705991689581 248.69016368850134 94.301916313357651 415.78789814491756 89.165341141982935 40.56506394315511 31.45945218927227 5.3394153048284343 8.7064267571549845 627.92125296778977 364.7485350270872 42.585299646132626 1525.5465726699913 92.357938722823747 274.50920257926919 756.86503763741348 392.11411358672194 70.725230815121904 1057.4817637486849 2521.7227058699355 4456.2968595942948 2761.586300818366
leaf_count=882260 14216 5183 11374 4192 1447 6810 58075 60288 14152 45979 10085 8687 25145 142070 114690 10419 59803 61830 29028 9224 41670 10606 4410 4318 514 953 49568 54931 5574 137481 9553 35226 92034 42285 8298 81966 173615 460220 317735
internal_value=0 -2.64803e-05 0.000200986 -0.00712634 0 0.00754984 0.000397621 0.00182474 0.000199664 -0.00431989 -0.000221775 0.00222221 0.00915707 -0.00211511 0.00132746 0.00319803 0.00232379 -0.00276233 -0.00145501 0.000928755 -0.000160595 0.00313165 -0.000891293 0.00968511 0.0150982 -0.00912927 -0.000260343 -0.00148701 -0.00282508 -0.0037681 0.00714055 0 0.00193492 -0.00295549 -0.0125985 0.000131198 -0.000948068 0.000663379 0.00281464
internal_weight=0 23521.6 7888.09 138.381 103.599 66.6107 7749.71 2474.44 2094.68 587.686 5275.27 1507 379.756 2453.92 2821.36 199.013 2161.71 2254.9 659.648 169.737 15633.5 343.998 209.162 134.836 103.377 119.997 15289.5 3864.51 2076.28 1941.33 134.943 1788.24 1121.61 666.623 111.29 11425 3579.2 7845.8 3389.51
internal_count=3105914 2223654 678481 17632 13440 8257 660849 174849 129106 60131 486000 68975 45743 224404 261596 20504 174493 203900 87103 20598 1545173 43315 24267 19048 14730 13661 1501858 418754 194278 179151 15127 224476 146965 77511 12708 1083104 255581 827523 367303
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2 838514 10485772 324 2 2163844 30 4096 341 340 12587009 2167813 1 278576 336 5 1 1 1 2 268 526928 336 448 128 268 300 2576
is_linear=0
shrinkage=0.1


Tree=170
num_leaves=40
num_cat=22
split_feature=0 1 3 2 6 5 2 1 4 2 2 1 3 6 3 2 2 1 1 1 3 1 3 6 2 2 1 6 7 1 2 2 2 2 2 1 4 4 2
split_gain=0.150432 0.0741378 1.05555 0.809937 0.748492 0.9971 1.07206 0.549934 0.477907 0.457988 0.447366 0.39353 1.03887 3.03038 0.389907 0.374677 0.295257 1.23899 0.944027 0.276943 0.256313 1.38853 0.834096 0.8028 1.68666 0.619253 2.41092 1.25063 0.99653 0.883581 1.25846 1.01588 0.874277 0.8526 1.07096 0.665436 0.614926 0.556993 0.498881
threshold=0 1 2 8.5000000000000018 3 4 4.5000000000000009 5 1.0000000180025095e-35 3.5000000000000004 5.5000000000000009 6 7 8 9 1.5000000000000002 3.5000000000000004 10 11 12 13 14 15 16 2.5000000000000004 9.5000000000000018 17 18 19 20 6.5000000000000009 8.5000000000000018 13.500000000000002 8.5000000000000018 6.5000000000000009 21 2.5000000000000004 2.5000000000000004 2.5000000000000004
decision_type=1 9 1 2 1 1 2 9 2 2 2 9 1 1 1 2 2 9 9 9 1 9 1 1 2 2 9 1 1 9 2 2 2 2 2 9 2 2 2
left_child=1 2 4 11 5 6 19 10 -6 -9 -7 12 15 -14 -5 -4 18 -18 -13 -1 25 22 23 24 -22 29 32 -28 -29 30 38 -32 37 34 -31 -35 -25 -27 -3
right_child=-2 20 3 14 8 7 -8 9 -10 -11 -12 16 13 -15 -16 -17 17 -19 -20 -21 21 -23 -24 36 -26 26 27 28 -30 33 31 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=0.010517578250188914 -0.0065871976285407224 -0.0025962349345007314 -0.0094684064074510143 0 0.0012047243280716173 0.0047070675165993836 0 -0.0071775489712046052 -0.0068698913506384674 9.593207490553497e-05 -0.0013962154670596994 -0.0041961158940453467 0.0068756397554584452 -0.014008907257474999 0.0097680579416348241 2.3565179714838209e-06 0.010629564819128776 -0.0026928161133820926 0.0027551772092154771 0 -0.0069747538344825874 5.4324611963379741e-05 -0.0073042092451158502 -0.00087709041408184679 0.011730942894803236 0.024796251636500691 0.00098255151873415949 -0.011317107779414181 0.00214428098520112 0.0015360590458242058 0.0086114933406545493 -0.0022994447040313513 0 0 -0.0026131231907009023 0.013408134502029751 -0.0067245028404915863 0 -0.00016952326401450653
leaf_weight=323.58565649960656 5.3270591934706308 1466.5571372950217 11.933817507931961 35.657867637928575 56.536559545318596 319.59648683369733 136.96540241921321 104.34935754426988 89.500190289400052 49.749038001755252 69.939198003383353 194.32953821338015 53.244490631273948 183.85874934459571 64.855116409016773 678.19266799464822 30.339898121310398 841.60105510614812 792.13249431713484 3.6524353452259666 31.975455394480377 7437.186831160594 362.9461189841677 958.71798529848456 96.682490163249895 16.322122084908194 101.8707228959538 285.74906856729649 13.790121654747052 4684.1588583388366 222.29989938717335 57.573737416183576 5.8524178187362841 89.48716328968294 643.37563861673698 65.97359700803645 263.20732528227381 7.2742496449500313 2667.7283650548197
leaf_count=31149 882238 167015 1404 3119 5816 25233 15407 15378 8801 8833 3341 25401 6462 20975 4552 82057 5213 77404 72912 593 3934 566703 41323 102501 9321 1706 8189 22487 979 521734 14114 3228 753 6576 59446 6626 15173 560 256856
internal_value=0 -1.55048e-05 0.000356056 -0.000585928 0.00290418 0.00399292 0.00735434 0.000434753 -0.00223988 -0.00338307 0.00280777 -0.00103252 -0.00267804 -0.00792088 0.00683975 -0.000130632 -8.90666e-06 -0.0014705 0.000993051 0.0102388 -0.000108503 -0.000502903 -0.00303857 -0.00149939 0.00446965 0.000212596 -0.00330318 -0.00620755 -0.00936407 0.000405605 -0.000599762 0.00539351 0.0132151 0.00126705 0.000967164 0.00817596 -0.00248736 0.0206756 -0.0011149
internal_weight=0 23518.7 4040.02 2886.15 1153.87 1007.84 464.203 543.634 146.037 154.098 389.536 2785.63 927.23 237.103 100.513 690.126 1858.4 871.941 986.462 327.238 19478.7 9150.72 1713.53 1350.58 128.658 10328 430.859 401.41 299.539 9897.15 4414.16 279.874 29.4488 5483 5327.53 155.461 1221.93 23.5964 4134.29
internal_count=3105512 2223274 414050 299499 114551 99934 47149 52785 14617 24211 28574 291828 110898 27437 7671 83461 180930 82617 98313 31742 1809224 738955 172252 130929 13255 1070269 34674 31655 23466 1035595 441213 17342 3019 594382 581180 13202 117674 2266 423871
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 8478853 263 3 2 8321 8193 24 2 192 8388608 8388608 8413312 744 7078434 274 4 4196880 10 1 2136 2102816
is_linear=0
shrinkage=0.1


Tree=171
num_leaves=40
num_cat=14
split_feature=0 1 6 4 2 7 4 2 4 3 4 3 2 6 4 2 2 4 4 2 3 2 3 3 1 2 4 2 2 4 1 4 4 4 1 4 4 1 4
split_gain=0.14782 0.0597842 0.795623 1.50934 2.9687 2.72507 2.11281 6.32459 3.91373 2.83273 1.21992 1.07218 0.809948 0.733307 0.912401 0.631022 0.630086 0.562101 0.5133 0.513011 0.442825 1.1602 0.361305 0.20562 1.08461 0.511594 1.03074 1.55078 0.841032 0.397384 1.31251 0.647843 1.16607 0.602909 0.463197 1.08888 0.667666 0.392254 0.379281
threshold=0 1 2 1.0000000180025095e-35 3.5000000000000004 3 2.5000000000000004 3.5000000000000004 8.5000000000000018 4 14.500000000000002 5 3.5000000000000004 6 1.0000000180025095e-35 2.5000000000000004 4.5000000000000009 67.500000000000014 10.500000000000002 1.5000000000000002 7 2.5000000000000004 8 9 10 10.500000000000002 1.0000000180025095e-35 3.5000000000000004 3.5000000000000004 21.500000000000004 11 24.500000000000004 36.500000000000007 53.500000000000007 12 10.500000000000002 2.5000000000000004 13 1.0000000180025095e-35
decision_type=1 9 1 2 2 1 2 2 2 1 2 1 2 1 2 2 2 2 2 2 1 2 1 1 9 2 2 2 2 2 9 2 2 2 9 2 2 9 2
left_child=1 2 3 4 5 19 9 18 -9 15 11 13 -11 14 -4 -5 -15 -12 -8 -1 -13 -22 -6 29 25 26 28 -28 -25 34 31 -31 -33 -32 35 36 -3 -37 -27
right_child=-2 23 10 6 22 -7 7 8 -10 12 17 20 -14 16 -16 -17 -18 -19 -20 -21 21 -23 -24 24 -26 38 27 -29 -30 30 33 32 -34 -35 -36 37 -38 -39 -40
leaf_value=0 -0.0064946410271416429 0.0015563519902647954 0 0 0.0033634026683205462 -0.0062312216847235403 -0.013618250261523412 0.032527813690051505 -0.0060050651676600651 -0.00086041963321714188 0.016775285204565803 -0.00057387563061800687 -0.01471819247538318 0 0.0074503964250552364 0.018015254589722116 -0.011346250954513595 0 0 0.021238872203482664 0.0058307882101922785 -0.0053539522930463922 -0.003759049574900389 -0.0092469355278277151 4.5403034722376272e-05 0.0087969810774065071 0.0029386676026454971 -0.0048382006505662163 -0.00094355329264429277 0 -0.017098438626686498 0.02339797352837646 0 0 -0.00015065693426232157 0 -0.0017182884298931858 0.013449337415456437 0
leaf_weight=1.1101525537669648 5.2920905823375497 2862.6546313812141 304.22478443551972 1.7960636052303041 78.344441580818966 13.585524589754639 51.861612922977656 66.621375788003206 8.9261093775276077 129.55215122672962 29.189335307921286 1468.1405609730282 139.9117353236652 81.438033997488674 320.66965075797634 26.613217547128443 31.316912054666318 2.6060286194551727 7.1186099809128782 155.4127557920292 56.524846092856023 691.9760872470215 120.9488813339849 377.96600392984692 7528.4633748887863 31.273520450340584 476.35534932394512 460.91632659407333 313.99704572849441 4.7539136037230518 44.160183412255719 7.7975146682001677 9.9767444459721428 45.33528616419062 6763.6570340487815 13.873577209655194 689.64563432405703 58.349312900332734 37.669612871250138
leaf_count=169 882239 302706 37781 183 8225 1605 4011 4547 460 13896 1709 142247 13001 8579 23111 3495 2552 230 728 18798 6037 72766 14935 50343 579370 3513 42428 33839 37198 233 2585 370 562 1985 744134 751 39500 1842 2989
internal_value=0 0 0.000349513 0.00310405 0.0076317 0.0162666 -0.000292213 0.00828758 0.0247199 -0.00548583 -0.000322231 -0.000703985 -0.00949408 0.00234747 0.00391396 0.0122705 -0.00312175 0.0133634 -0.010627 0.0205159 -0.00187287 -0.00388195 0 -8.11684e-05 -0.000435336 -0.00269117 -0.00318469 -0.000607008 -0.00609036 0.000202051 -0.00493834 0.00585734 0.0137498 -0.0105611 0.000300535 0.001216 0.000827801 0.0116472 0.00309692
internal_weight=0 23514.7 3787.89 801.803 369.402 170.108 432.401 134.528 75.5475 297.873 2986.09 2954.29 269.464 737.649 624.894 28.4093 112.755 31.7954 58.9802 156.523 2216.64 748.501 199.293 19726.8 9226.64 1698.18 1629.23 937.272 691.963 10500.2 112.024 22.5282 17.7743 89.4955 10388.2 3624.52 3552.3 72.2229 68.9431
internal_count=3105652 2223413 379065 84053 43732 20572 40321 9746 5007 30575 295012 293073 26897 72023 60892 3678 11131 1939 4739 18967 221050 78803 23160 1844348 749680 170310 163808 76267 87541 1094668 5735 1165 932 4570 1088933 344799 342206 2593 6502
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=1 4808837 2 1 640 275 1 12 100 744 2359842 8393040 2359842 2097664
is_linear=0
shrinkage=0.1


Tree=172
num_leaves=40
num_cat=21
split_feature=0 1 3 2 6 3 2 4 2 3 4 6 3 2 6 2 3 6 6 2 4 4 2 6 2 2 7 4 5 4 3 1 3 7 5 4 6 2 4
split_gain=0.14295 0.0581343 0.913303 0.877106 0.763397 0.790987 0.844058 0.705277 0.910667 0.753809 1.15633 0.967132 0.531158 0.498162 0.710075 0.712009 0.458768 3.57386 1.40333 0.41099 0.725288 0.410257 0.292148 0.264441 0.213469 0.410666 0.274339 0.349139 0.342464 0.204686 0.198854 1.02019 0.586132 0.669957 1.27487 0.662816 0.599202 1.4003 0.795303
threshold=0 1 2 4.5000000000000009 3 4 6.5000000000000009 2.5000000000000004 3.5000000000000004 5 10.500000000000002 6 7 4.5000000000000009 8 3.5000000000000004 9 10 11 2.5000000000000004 2.5000000000000004 2.5000000000000004 6.5000000000000009 12 7.5000000000000009 8.5000000000000018 13 1.0000000180025095e-35 14 5.5000000000000009 15 16 17 18 19 116.50000000000001 20 2.5000000000000004 2.5000000000000004
decision_type=1 9 1 2 1 1 2 2 2 1 2 1 1 2 1 2 1 1 1 2 2 2 2 1 2 2 1 2 1 2 1 9 1 1 1 2 1 2 2
left_child=1 2 13 7 5 22 -7 8 12 10 -9 -11 -4 14 19 -16 18 -18 -6 20 -1 -21 -5 -10 26 29 27 -15 -28 -26 31 32 36 34 -34 -35 37 -3 -38
right_child=-2 30 3 4 16 6 -8 9 23 11 -12 -13 -14 24 15 -17 17 -19 -20 21 -22 -23 -24 -25 25 -27 28 -29 -30 -31 -32 -33 33 35 -36 -37 38 -39 -40
leaf_value=-0.0028041950517688845 -0.0064007155372168209 -0.006426542839878595 0.0016447193897283236 0.0099719235897261435 0.0077000205028702751 -0.0173794571771793 0 0.010657406776792951 0 0.0058766296494621008 -0.0052668656303421447 -0.0073940140757096902 -0.002749581563986303 0 0.0016357905379782601 -0.011972593752027316 0.015316750941278299 -0.0091623309363863641 -0.0028150384983683789 0.0095699327618893899 0.01052077527146821 0 0 -0.0063386117963917816 0.012612344524240966 0 0 -0.0071997723496863833 0.0093626120478600174 0 0.00019769165642177225 2.8114216406055136e-05 0.0017676568683997946 -0.01954756160691741 -0.0090980661717996025 0 -0.00041755067756983806 0.010507364554627769 -0.0068561947059315141
leaf_weight=110.74992075818591 5.2566754952531474 31.617785873357207 433.47542688806425 5.4127611726871692 404.15793792944169 36.990373397013173 12.785469274735076 138.52150773059111 12.758449351415038 33.587756753200665 13.725085613783447 101.18472016835585 522.54218573548133 80.882096194603946 56.51418218226172 19.576875894330442 50.460794480401091 132.91841530654347 108.10383429401554 292.92344388458878 25.526919738040306 80.911407203413546 2.9747900445945561 531.93848625055398 16.610083048930395 19.629659706959501 5.6314258833881468 102.84298828733154 11.606497760862114 1.6130578503943969 10649.799170604736 7801.352679554635 164.59187246358488 38.88681235932745 152.7846284317784 0.18391579762101073 952.22113906801678 97.156981477513909 260.51562885497697
leaf_count=11812 882045 3922 48869 592 27086 3202 885 12618 1342 2075 1254 6506 59184 6663 4832 1810 4833 12640 8131 26863 2067 3931 273 65473 843 1108 255 4879 475 40 1114956 617325 19915 4061 16474 3 102073 9270 15053
internal_value=0 -3.04632e-06 0.00036451 -0.000482737 0.00215121 -0.00527908 -0.0108044 -0.00177822 -0.00273504 0.00206371 0.00658377 -0.00178217 -0.000474658 0.00322297 0.00477879 -0.0013097 0.00340429 0 0.00489461 0.00617465 0 0.00794198 0.00313629 -0.00594842 0 0.00431061 -0.00194517 -0.00398544 0.00217042 0.0105501 -7.99169e-05 -0.00042212 -0.0026164 -0.00626899 -0.00293346 -0.0168857 -0.00127532 0.0037926 -0.00215684
internal_weight=0 23515.7 3366.56 2541.54 753.804 58.1634 49.7758 1787.73 1500.71 287.019 152.247 134.772 956.018 825.019 586.203 76.0911 695.641 183.379 512.262 510.112 136.277 373.835 8.38755 544.697 238.816 37.8528 200.963 183.725 17.2379 18.2231 20149.1 9499.31 1697.96 356.447 317.377 39.0707 1341.51 128.775 1212.74
internal_count=3105638 2223593 320541 254963 57642 4952 4087 197321 174868 22453 13872 8581 108053 65578 51315 6642 52690 17473 35217 44673 13879 30794 865 66815 14263 1991 12272 11542 730 883 1903052 788096 170771 40453 36389 4064 130318 13192 117126
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 12689540 262 4 128 208 10 585 3 57 10 9 8 1 2 279 2884130 274 1 2 4
is_linear=0
shrinkage=0.1


Tree=173
num_leaves=40
num_cat=26
split_feature=0 1 2 3 4 3 1 2 6 1 6 3 1 2 2 5 1 6 4 1 2 3 5 1 4 4 4 1 2 4 3 4 3 1 3 1 3 1 6
split_gain=0.139694 0.0648872 2.10053 1.88472 0.600181 2.63306 2.32924 3.59099 1.43358 1.38796 2.58955 0.837162 1.22899 1.1784 0.829084 0.816316 4.90013 1.96235 0.72164 0.524501 0.507241 2.22813 0.919212 2.0079 0.852122 0.736122 0.582434 0.471001 0.42715 1.16975 5.76783 3.13786 4.49054 3.12779 2.85145 2.16585 0.862717 1.45178 1.78503
threshold=0 1 1.5000000000000002 2 1.5000000000000002 3 4 7.5000000000000009 5 6 7 8 9 7.5000000000000009 3.5000000000000004 10 11 12 3.5000000000000004 13 1.5000000000000002 14 15 16 1.5000000000000002 6.5000000000000009 3.5000000000000004 17 3.5000000000000004 2.5000000000000004 18 1.0000000180025095e-35 19 20 21 22 23 24 25
decision_type=1 9 2 1 2 1 9 2 1 9 1 1 9 2 2 1 9 1 2 9 2 1 1 9 2 2 2 9 2 2 1 2 1 9 1 9 1 9 1
left_child=1 20 3 27 11 6 7 -6 -8 10 -7 12 14 -14 -4 16 -13 -17 -11 -5 21 24 23 26 -1 -24 -23 -3 29 31 35 34 -33 -32 -22 -31 37 -30 -39
right_child=-2 2 4 19 5 9 8 -9 -10 18 -12 15 13 -15 -16 17 -18 -19 -20 -21 28 22 25 -25 -26 -27 -28 -29 36 30 33 32 -34 -35 -36 -37 -38 38 -40
leaf_value=0 -0.0063134961606755137 -0.0042756665868179996 0.0093201277173536982 0 0.015223959741821756 0.0046674689600403677 0.0043994461364221657 -0.0066573434730035092 -0.0061666960039999143 -0.0002599221718923891 -0.0094810099036657103 -0.016376418378746493 -0.0027565394237010067 0.0047719308080618325 0 0.0027892750730322919 0.0013340509858935849 -0.002363362359959 0.0055755898886633293 -0.024504713405370127 0.0030132572444231892 0.02215543107146159 -0.0098244368205762534 -0.0073512727980205271 0.01881481880759478 0.0010768580159303623 0 0.0063727364772772771 -0.0049907209224801293 0 0.0037887617092605625 -0.0039749800451135816 0.0054886374545766586 -0.0075587447334975692 -0.0033820412086056845 -0.020601152483484524 0.0011888190041831074 0.0083181802320496951 -0.0011205649676390209
leaf_weight=68.209665827453136 5.2238529960850419 54.967009752086597 137.56631087127607 13.245003905962221 357.96568226418458 133.24853668198921 335.55136641324498 53.712802943307906 147.76920718862675 489.96995733410586 356.36141751916148 146.73934800410643 2438.8660438753432 173.12345916265622 109.66787722168374 2923.289075213077 819.19770352245541 891.98200641991571 257.37298376881517 40.625165321813256 821.50700687628705 26.291011591209102 133.50556447322015 21.332799210213125 70.255608608946204 21.138774548657238 4.8453819784335783 33.227172304992564 670.30818439368159 83.56909040856408 716.78681748360395 643.63302702823421 1656.1876243073493 317.30410230252892 3038.6775280045113 190.73557208059356 4001.7987459679134 206.88039607508108 906.36276124580763
leaf_count=8816 882166 7407 21384 1460 33386 13856 18042 4453 8893 30402 38691 25323 265579 16888 16891 239930 102305 87493 13927 4861 107003 3373 18654 2878 7341 1661 371 3874 51757 8559 49189 77677 204440 25284 297865 17463 305380 16677 63968
internal_value=0 0 0.000186007 -0.0107063 0.000407429 0.0018785 0.00592875 0.0111785 0.000371288 -0.00092576 -0.00500231 0 -0.00135152 -0.00208758 0.00458818 0.000798744 -0.00161848 0.00149868 0.00148236 -0.0202704 -0.000149406 0.00341871 -0.00221564 0.00489595 0.0119436 -0.00677671 0.0162313 0 -0.000272649 -0.000783494 -0.00347506 -0.000149263 0.00270078 0 -0.00193211 -0.0153276 0.000335861 -0.00139937 0.000601031
internal_weight=0 23513.8 9914.45 142.064 9772.38 2131.95 894.999 411.678 483.321 1236.95 489.61 7640.43 2859.22 2611.99 247.234 4781.21 965.937 3815.27 747.343 53.8702 13599.3 345.579 207.114 52.4692 138.465 154.644 31.1364 88.1942 13253.8 7468.4 1308.4 6160.01 2299.82 1034.09 3860.18 274.305 5785.35 1783.55 1113.24
internal_count=3105567 2223401 955045 17602 937443 161650 64774 37839 26935 96876 52547 775793 320742 282467 38275 455051 127628 327423 44329 6321 1268356 43094 26937 6622 16157 20315 3744 11281 1225262 787480 100495 686985 282117 74473 404868 26022 437782 132402 80645
cat_boundaries=0 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 2907248 976 152 12583179 9 12583680 10 664 66053 2 4260361 5 8388608 570 2 279648 8462336 643 48 267360 672 2624528 801 264256 2
is_linear=0
shrinkage=0.1


Tree=174
num_leaves=40
num_cat=20
split_feature=0 1 2 4 3 1 3 4 2 3 1 2 4 2 3 1 1 6 6 4 4 4 4 2 1 3 4 2 3 4 4 1 6 3 2 3 6 2 4
split_gain=0.134643 0.0666565 1.37669 1.31084 1.42274 1.19018 1.58525 1.14376 0.764912 1.72563 1.11677 0.481791 0.33099 0.297458 1.81522 0.780368 0.67787 1.24369 0.483418 0.423338 0.419466 0.405121 0.287264 0.234946 1.04241 3.16091 2.43719 1.36117 0.711294 2.80689 0.750405 0.590457 1.45177 1.81601 1.41213 0.818245 2.05343 1.61392 0.231085
threshold=0 1 1.5000000000000002 14.500000000000002 2 3 4 10.500000000000002 3.5000000000000004 5 6 5.5000000000000009 55.500000000000007 1.5000000000000002 7 8 9 10 11 25.500000000000004 11.500000000000002 9.5000000000000018 88.500000000000014 3.5000000000000004 12 13 3.5000000000000004 2.5000000000000004 14 2.5000000000000004 1.0000000180025095e-35 15 16 17 5.5000000000000009 18 19 5.5000000000000009 12.500000000000002
decision_type=1 9 2 2 1 9 1 2 2 1 9 2 2 2 1 9 9 1 1 2 2 2 2 2 9 1 2 2 1 2 2 9 1 1 2 1 1 2 2
left_child=1 13 5 7 -5 -3 -7 8 9 -4 -10 -9 -6 14 15 19 18 38 20 -1 -16 -19 -8 24 25 26 -15 -27 29 -26 -30 32 34 -34 -25 37 -37 -33 -18
right_child=-2 2 3 4 12 6 22 11 10 -11 -12 -13 -14 23 16 -17 17 21 -20 -21 -22 -23 -24 31 28 27 -28 -29 30 -31 -32 35 33 -35 -36 36 -38 -39 -40
leaf_value=0.016572762618138261 -0.0062276962297122332 0 0.0083797785291685935 -0.0024864879863501746 0.023052910587033106 0.0025259449377950504 -0.025978476392856116 -0.015852886758173718 0.010575017902357174 0.00055778007225839058 -0.0009995367533762844 0 0 -0.011689112577554986 0.009454489596096502 0 0.0076407825074078541 -0.013823893380962161 -0.002799688686215409 0 0 0 0 0.0092752468505809399 0 0.0023501358140920734 0.0050440461716708693 -0.0027696436452193775 -0.00014603114162650878 -0.008588725451499685 0.0024245406990710313 -0.0033369907103156537 0.0017756429143487617 -0.0033979922068830357 -0.0007923211345793453 -0.0052781136993663505 0.0026706893211126629 0.0027702944462073679 0
leaf_weight=98.752507311408408 5.1916233909651046 67.431383221934084 324.44719780271407 10.8031115247868 37.406580584298354 6.8001322639174759 45.457779218952055 30.001649509416893 43.871260757325217 1799.0423018226866 2336.2508337630425 9.3709666188806278 3.2630706559866658 463.78002176666632 78.141203882114496 23.989846452022903 27.480145095090851 98.278331127599813 23.619125444907695 3.0291843656450501 4.2984644498210391 5.7217408106662324 0.50091688521206279 232.02879462763667 2938.9091752870263 934.21741704200394 60.413154000649229 1064.0466481315671 2303.0587238381304 396.0352480361471 1882.5820335200406 1034.715238038305 905.19065787736326 1994.9961780760204 186.41533925733529 304.46282941964455 3072.9807293310587 662.46726300497539 1.8847563515882928
leaf_count=11799 882276 9100 38967 758 2451 785 5388 1743 7798 203041 227784 425 200 37314 11583 3147 3334 11443 3386 181 288 375 33 28967 306128 93083 3151 89177 196456 41107 167694 85098 106897 227655 19855 22668 204104 50404 189
internal_value=0 -6.75066e-06 0.000313152 0.000678419 0.0133723 -0.00897788 -0.0160878 0.00038221 0.000637805 0.0020338 -0.000493008 -0.0121621 0.0187902 -0.000103382 0.00256496 0.0109442 -0.00179146 -0.00638445 0.00209685 0.0142854 0.00640623 -0.0114993 -0.0222258 -0.000176621 -0.000510765 -0.0022556 -0.00889022 -0.000227683 4.42985e-05 -0.00099602 0.000945758 0.000187981 -0.00079725 -0.001679 0.00427296 0.000891773 0.00181296 -0.000768259 0.00359062
internal_weight=0 23516.1 4714.65 4594.46 51.4728 120.19 52.7588 4542.98 4503.61 2123.49 2380.12 39.3726 40.6697 18801.5 365.195 125.772 239.424 133.365 106.059 101.782 82.4397 104 45.9587 18436.3 10043 2522.46 524.193 1998.26 7520.59 3334.94 4185.64 8393.26 3318.63 2900.19 418.444 5074.63 3377.44 1697.18 29.3649
internal_count=3106232 2223956 498473 483167 3409 15306 6206 479758 477590 242008 235582 2168 2651 1725483 45725 15127 30598 15341 15257 11980 11871 11818 5421 1679758 934110 222725 40465 182260 711385 347235 364150 745648 383374 334552 48822 362274 226772 135502 3523
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 2366844 289 8405120 64 322 8388608 563 2366496 262260 10 5 263216 540 451 2361600 12 386 900 4
is_linear=0
shrinkage=0.1


Tree=175
num_leaves=40
num_cat=23
split_feature=0 1 2 3 3 6 4 4 4 4 5 5 2 3 4 4 4 4 2 2 3 1 5 6 6 4 3 1 3 4 5 1 1 2 3 3 4 1 5
split_gain=0.129361 0.0505651 1.51229 0.93277 0.68767 0.689929 1.54524 3.33506 1.34211 0.773693 1.27448 0.680028 0.366515 0.567093 0.537839 0.482474 0.928113 0.438933 0.32314 0.267899 1.51136 1.70795 1.5468 1.10535 0.951389 0.845946 0.63886 0.624217 0.554875 0.342714 3.52858 3.84841 3.02731 2.00762 1.79847 0.80002 0.68278 2.91705 2.61269
threshold=0 1 1.5000000000000002 2 3 4 2.5000000000000004 6.5000000000000009 1.5000000000000002 9.5000000000000018 5 6 4.5000000000000009 7 1.5000000000000002 6.5000000000000009 2.5000000000000004 1.5000000000000002 6.5000000000000009 1.5000000000000002 8 9 10 11 12 6.5000000000000009 13 14 15 6.5000000000000009 16 17 18 3.5000000000000004 19 20 5.5000000000000009 21 22
decision_type=1 9 2 1 1 1 2 2 2 2 1 1 2 1 2 2 2 2 2 2 1 9 1 1 1 2 1 9 1 2 1 9 9 2 1 1 2 9 1
left_child=1 2 3 -1 12 6 8 -8 -6 10 -7 -11 13 14 -4 16 -14 -15 -17 20 27 22 24 28 -22 -25 -24 -3 -23 36 32 34 35 -34 -32 -31 -21 -38 -39
right_child=-2 19 4 -5 5 9 7 -9 -10 11 -12 -13 15 17 -16 18 -18 -19 -20 29 21 23 26 25 -26 -27 -28 -29 -30 30 31 -33 33 -35 -36 -37 37 38 -40
leaf_value=0 -0.0061399533437386149 0 0.011615959569823912 -0.016482221908834527 0.0022985354633530053 0.0016190167502397987 0.022084810367861744 -0.0083116987060137069 -0.011090261162825242 0 -0.0041996636582965078 0.015256778522596685 0.00057228591230040629 0 0 0.01281348111473579 -0.0094877007058126392 0.0048837919209597999 0 -0.00014672262264729056 0.019901211739681426 -0.0023120036878872259 0.0059118312753338696 -0.015016254156906054 0 0 -0.0058943606290850223 0.016581895778320418 0.0095489589603709301 0.00148304770158521 0.0014799249147342624 -0.024300421960907592 0.019320831432433221 0.0012105543686116689 -0.011327823791918788 -0.011087431941049525 -0.0030749927453779433 0 0.025129360034234695
leaf_weight=56.316377949202433 5.1587253192446942 8.0981302583822963 131.06032456696266 43.684189358746153 359.76088997302577 478.66380991757615 70.253444319590926 19.244150589220226 62.377746977261268 12.960870555834845 1009.7177661111054 18.820233160862699 413.81719203008106 637.74755855460535 68.074399879318662 16.694027116522197 75.818938236683607 255.16269695851952 10.148615004494784 18239.118930380675 40.549214987549931 20.255137057625689 32.409688647836447 110.68881368188886 12.289937139023094 16.742646906059235 71.03950687951874 53.116317925625481 20.169226546538994 17.30115443142131 292.53102244238835 75.700715709477663 105.77443477255292 194.10862687882036 108.95317537360825 91.837804828770459 153.62839002767578 45.853808851679787 68.648138691671193
leaf_count=7379 882162 983 15971 5281 42962 41260 5231 1174 5706 401 117085 1617 34446 73457 6827 517 3611 13741 379 1736376 4468 2425 4193 13611 1567 1230 10905 6478 2442 580 16461 7165 3475 6624 6255 5401 7684 3353 4752
internal_value=0 -1.9914e-05 0.000297326 -0.010155 0.000747658 -0.000355143 0.00249469 0.0125925 0 -0.00154596 -0.00213578 0.00859458 0.00229292 0.00332235 0.00809485 0 -0.000865968 0.00159936 0.0088331 -9.55125e-05 0.00237337 -0.000118392 0.00578442 -0.00711323 0.0164397 -0.0114302 0 0.0131297 0.00168162 -0.000163655 -0.00206172 -0.00790002 0.00414059 0.00939903 -0.00202769 -0.00721986 -5.33942e-05 0.00466478 0.0147967
internal_weight=0 23519.1 3740.32 100.001 3640.32 2031.8 511.636 89.4976 422.139 1520.16 1488.38 31.7811 1608.52 1092.04 199.135 516.479 489.636 892.91 26.8426 19778.8 385.359 324.144 156.288 167.856 52.8392 127.431 103.449 61.2144 40.4244 19393.5 886.207 477.185 409.022 299.883 401.484 109.139 18507.2 268.13 114.502
internal_count=3105635 2223473 377045 12660 364385 215436 55073 6405 48668 160363 158345 2018 148949 109996 22798 38953 38057 87198 896 1846428 48302 40841 21133 19708 6035 14841 15098 7461 4867 1798126 45961 29881 16080 10099 22716 5981 1752165 15789 8105
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 12656775 960 279 10 2 2 258 530 278888 2 10 5 44 17728 300 2 805216 2623760 488 6 524896 2
is_linear=0
shrinkage=0.1


Tree=176
num_leaves=40
num_cat=21
split_feature=0 1 3 2 1 6 2 4 2 2 3 1 1 4 3 3 2 2 2 3 1 6 2 2 6 6 2 2 6 1 1 4 1 3 6 2 2 4 2
split_gain=0.129226 0.068459 0.748865 3.69399 1.89213 1.64123 0.993421 0.911818 0.660264 0.56796 1.97794 1.95149 1.0419 0.995076 1.02297 0.845277 0.488706 0.48441 0.396801 0.391549 0.757376 2.34842 1.42995 0.93564 0.749587 0.740036 0.657601 0.637452 2.16703 1.92991 1.04106 1.12452 0.951107 1.76534 1.05898 0.870243 0.864888 0.62285 0.573022
threshold=0 1 2 2.5000000000000004 3 4 6.5000000000000009 5.5000000000000009 16.500000000000004 6.5000000000000009 5 6 7 10.500000000000002 8 9 34.500000000000007 12.500000000000002 1.5000000000000002 10 11 12 11.500000000000002 15.500000000000002 13 14 2.5000000000000004 5.5000000000000009 15 16 17 1.0000000180025095e-35 18 19 20 12.500000000000002 13.500000000000002 7.5000000000000009 1.5000000000000002
decision_type=1 9 1 2 9 1 2 2 2 2 1 9 9 2 1 1 2 2 2 1 9 1 2 2 1 1 2 2 1 9 9 2 9 1 1 2 2 2 2
left_child=-1 19 3 5 6 18 7 -5 9 13 11 -11 -12 15 -15 -4 -10 -6 -3 20 21 26 24 -24 -23 -22 -2 32 30 -30 31 -29 38 34 -34 -32 -31 -27 -21
right_child=1 2 8 4 17 -7 -8 -9 16 10 12 -13 -14 14 -16 -17 -18 -19 -20 27 25 22 23 -25 -26 37 -28 28 29 36 35 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.0060652610142507097 0 0 -0.0022603274938887206 -0.017733038653174243 0.0086224567405190373 -0.0015002183614784364 0 0 0.013877701543312738 -0.004327812170395246 0 0.0095692892440156583 -0.012611380915155269 0.00018284734859998171 -0.013969094017578336 0.0012033019378922614 0 -0.00061874138195668049 0.025551706551250487 0.0048240721149249311 0.00048615461295935849 -0.002022451227676139 0.014681457236628016 -0.00025595805583095344 -0.0067915347533705362 -0.004152577391006336 0.015723861919398216 -0.0068563904237633104 0.00020347740990814394 -0.010711381229759155 0.0042812386847578257 0.0012620021645451368 0.012928115074928376 0 0.0027838795514640241 -0.0051987853036792224 0.00065994089388851152 0.0061162396943291279 0
leaf_weight=5.1307692375758052 18.826320412335917 4.2351324281844418 790.0809027524665 83.180643966887146 96.632718773675151 11.632012308575211 15.002998728770761 3.3743803843390188 29.363681920571256 166.96392036508769 51.501054477877915 139.67514709301759 185.52546111284755 36.936120908008888 58.359709207667038 3682.2208568265778 1.8878432812634844 3.1824491580482563 77.560649622813798 224.06692830345128 4752.8707939574397 1902.43340768895 46.155452053295448 15.914058559108524 522.00247025757562 599.13585860584863 63.332416218356229 253.15422561042942 271.4172800470842 427.13177845394239 822.57731840666384 298.38336991565302 190.36659453716129 795.18974065768816 476.54041915317066 56.376531549263746 18.344456896418706 16.630732782650739 6301.5446981479181
leaf_count=882785 2029 463 93098 10113 11422 1237 1749 165 3063 18699 3761 11192 19320 2423 4444 415958 230 499 8403 28502 316476 204088 3894 1465 62074 44766 5899 31462 30036 28151 52364 24948 23506 104680 61444 3955 1380 922 585074
internal_value=0 0 0.000316437 0.00489986 -0.00174478 0.0189923 -0.0104201 -0.0150707 0 -0.00010512 -0.00310847 0.00151069 -0.00941023 0.000205058 -0.00845941 0.00051145 0.0103377 0.00551695 0.0223459 -8.66947e-05 -0.000623759 -0.00202351 -0.00274649 0.00875774 -0.00327788 5.0764e-07 0.0111359 0.000305223 -0.00116066 -0.00555064 0.000934408 -0.00207425 0.000739971 0.00302214 0.00667159 0.00315689 -0.00940233 -0.00309154 0.000166523
internal_weight=0 23509.7 5437.32 294.801 201.373 93.4278 101.558 86.555 5142.51 5111.26 543.666 306.639 237.027 4567.6 95.2958 4472.3 31.2515 99.8152 81.7958 18072.4 7937.3 2568.66 2486.51 62.0695 2424.44 5368.64 82.1587 10135.1 2147.38 716.894 1430.49 551.538 7987.71 1462.1 666.907 878.954 445.476 615.767 6525.61
internal_count=3106139 2223354 606239 34051 23948 10103 12027 10278 572188 568895 52972 29891 23081 515923 6867 509056 3293 11921 8866 1617115 641613 279449 271521 5359 266162 362164 7928 975502 172296 59567 112729 56410 803206 189630 84950 56319 29531 45688 613576
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=2 4987768 3 2163840 3 300 25603 8462336 548 800 71 4461344 8 5 3 1 4194568 6400 526456 144 10
is_linear=0
shrinkage=0.1


Tree=177
num_leaves=40
num_cat=22
split_feature=0 3 1 1 5 6 4 4 2 1 1 2 1 3 2 2 1 1 1 1 4 4 4 2 1 2 6 2 4 4 3 2 2 6 1 4 1 1 3
split_gain=0.130239 0.0536607 0.527922 0.506958 0.981709 3.67361 1.59746 1.06395 1.34757 0.957205 0.924669 0.859738 0.436524 0.485759 4.35764 0.629455 1.91856 0.574352 0.499528 0.477209 0.409732 1.24851 0.702911 1.51721 0.393414 0.723172 0.630897 1.38726 0.396839 0.379605 1.40016 0.487341 0.371936 1.73417 0.508816 0.327616 0.324859 0.303057 0.278376
threshold=0 1 2 3 4 5 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 6 7 4.5000000000000009 8 9 2.5000000000000004 2.5000000000000004 10 11 12 13 32.500000000000007 61.500000000000007 19.500000000000004 5.5000000000000009 14 2.5000000000000004 15 6.5000000000000009 7.5000000000000009 1.0000000180025095e-35 16 1.5000000000000002 1.5000000000000002 17 18 3.5000000000000004 19 20 21
decision_type=1 1 9 9 1 1 2 2 2 9 9 2 9 1 2 2 9 9 9 9 2 2 2 2 9 2 1 2 2 2 1 2 2 1 9 2 9 9 1
left_child=1 2 29 4 5 11 -7 10 37 -10 -6 -3 20 14 19 16 -15 -16 -17 -14 22 -22 -4 -24 25 -5 27 -27 -28 38 -31 -32 33 34 -26 -35 -8 -9 -1
right_child=-2 3 12 24 7 6 36 8 9 -11 -12 -13 13 15 17 18 -18 -19 -20 -21 21 -23 23 -25 32 26 28 -29 -30 30 31 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=0.0043279898597850582 -0.0059874749228932328 0.020421512681920044 -0.00025819262162596481 0 0.0098847674384244591 -0.01088420286344084 0.0070358135970980387 0 0.0028859938725653914 -0.0063622746211342831 0.0003252099283784309 0 0 0.0029562545281576883 -0.0037019071128796066 0 -0.010532069037624478 0.0020625569975958528 0.0037210652856629282 0.018375556904324689 -0.018514193902124023 0.00016141608403477946 0.018308977437785316 -0.0045124940294040648 0 0.024338707583455348 -0.0015672875453229787 0 0.010227111913142004 0.00092457237100287417 0 -0.016766592311138497 0.00025317952401937392 -0.0098367863362813068 0.015521436032361585 0 -0.00031823847206092094 -0.011195182927059018 -0.0039783607687813643
leaf_weight=48.870842440868728 5.1017019897590208 31.886869536247104 10338.563935279031 122.34683651791238 118.51562352420297 394.55320800084155 32.749591056490317 24.206241323496215 347.33270697016269 116.7738130192738 517.2603342687944 22.34826082829386 32.290685233077966 150.95873596263118 293.04640698956791 838.85261889907997 156.97678980126511 270.90276555460878 462.9691755452659 128.5240127437246 19.453856031410396 32.600123321870342 32.729015392484143 7.2568835397250941 70.625192509964108 30.014104629983194 84.861746073933318 14.690402877982704 5.2434054445475331 68.423724244581535 9.1476247335085628 77.11506721645128 8285.0515885921195 38.598085102392361 64.284742753137834 13.374055790714918 35.24116550758481 126.35503994778264 30.705045550907016
leaf_count=5395 883124 3433 889640 14685 14131 51727 2831 4455 27802 14130 72339 2684 4810 19977 36331 82272 19325 29127 41005 14837 824 1310 1108 201 8288 3144 10041 1607 372 7999 951 9500 786614 5320 8744 1838 2030 17055 4479
internal_value=0 5.39631e-05 -6.4417e-05 0.000228683 -0.00124729 -0.00480802 -0.00822419 5.84158e-05 -0.00259563 0 0.00307629 0.0127775 5.42267e-06 0.00125147 0.00335047 6.62621e-05 -0.00358071 -0.000491039 0.0012159 0.016529 -0.000248524 -0.00737921 -0.000163011 0.00972171 0.000566034 0.00425912 0.0088162 0.0150237 0 -0.00440963 -0.00710793 -0.0135668 0.000399202 0.0045775 0.0103923 -0.00570751 0.00191761 -0.00993414 0
internal_weight=0 23495.7 12999.4 10496.3 1767.22 516.779 462.544 1250.44 614.668 464.107 635.776 54.2351 12765.1 2334.52 724.764 1609.76 307.936 563.949 1301.82 160.815 10430.6 52.054 10378.5 39.9859 8729.09 257.156 134.81 44.7045 90.1052 234.262 154.686 86.2627 8471.93 186.882 134.91 51.9721 67.9908 150.561 79.5759
internal_count=3105485 2222361 1169091 1053270 212617 62705 56588 149912 63442 41932 86470 6117 1140767 247684 85105 162579 39302 65458 123277 19647 893083 2134 890949 1309 840653 29849 15164 4751 10413 28324 18450 10451 810804 24190 17032 7158 4861 21510 9874
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 103 12877825 2634770 2 4 2105360 2101250 7036 67 83072 2171904 2114688 81922 12845057 6 66 9 67652 13328 2 38
is_linear=0
shrinkage=0.1


Tree=178
num_leaves=40
num_cat=27
split_feature=0 1 6 3 1 5 1 7 1 5 3 2 4 4 3 1 4 4 1 1 3 1 5 4 2 1 4 4 6 1 4 3 4 3 2 5 1 3 3
split_gain=0.122257 0.0644701 0.444966 4.67483 3.30844 3.89451 1.70844 1.49714 1.28641 1.04768 3.15541 2.21795 1.78572 1.69703 2.81527 2.96234 1.70568 1.68294 1.6698 1.46481 1.34711 1.11151 0.932595 0.908511 0.782069 0.729616 0.447251 0.296963 1.13065 1.59138 3.21328 2.71572 2.3865 2.37024 1.79252 1.59361 1.30243 2.60394 1.87673
threshold=0 1 2 3 4 5 6 7 8 9 10 4.5000000000000009 3.5000000000000004 3.5000000000000004 11 12 12.500000000000002 5.5000000000000009 13 14 15 16 17 5.5000000000000009 9.5000000000000018 18 35.500000000000007 2.5000000000000004 19 20 6.5000000000000009 21 7.5000000000000009 22 3.5000000000000004 23 24 25 26
decision_type=1 9 1 1 9 1 9 1 9 1 1 2 2 2 1 9 2 2 9 9 1 9 1 2 2 9 2 2 1 9 2 1 2 1 2 1 9 1 1
left_child=-1 27 3 8 22 6 -6 -7 -3 10 11 17 19 14 15 -11 20 -4 -13 -12 -15 -16 -5 24 -10 -14 -18 -2 36 30 34 35 -33 -32 -30 -31 37 -29 -38
right_child=1 2 9 4 5 7 -8 -9 23 13 12 18 25 16 21 -17 26 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 29 31 33 32 -34 -35 -36 -37 38 -39 -40
leaf_value=-0.0058990579400792775 -0.00026069708733044745 0.002904347708303604 0.0097775047106012803 0.0012891632262182779 0.01042744451056208 0.024702065410107246 -0.0058634242861568577 0 -0.015348629365636277 -0.0038483560077498475 -0.0064320498573292688 -0.0069236054373939607 8.0691995090678887e-05 0.011755697945843312 -0.0096744637936462315 0.0054072616293622672 -0.011576143218531971 -0.004931356258698158 0.0052335659281694466 0.0022204154501268185 0 -0.0024227655783939706 -0.012776414836258599 0 0 -0.014776261306972932 0 0.014961767306903469 0.0013067879954627817 0.010449664538890296 0.005215035074222836 -0.0090966591121367565 0.0036349362167660765 -0.0090053171169991991 0.01011299785737195 -0.00082282531252073467 0.0022504571382071796 -0.0081375100441614286 -0.015558069894414123
leaf_weight=5.0687205303456722 15087.648610529839 34.722075255936943 698.69656864448916 24.08809676929377 68.550372112658806 167.19926449493505 113.62442650226876 51.348826067987829 170.69475706882076 622.81592315416492 243.89720588643104 185.09858161618467 3.8845711445901543 198.22610816382803 476.99769639817532 660.23635029187426 42.501335300970823 40.467418800806627 177.07924039487261 558.30442104235408 204.62612508912571 707.02145300083794 56.682347659254447 14.913665525149552 5.6728367100004098 100.05347810406238 13.139237164985387 49.915548512712121 517.44047262053937 203.39429339556955 134.56771102966741 466.94164575298782 150.28397821105318 255.52798513369635 608.14050977281295 169.32692392065655 45.490888205356896 56.667499873088673 120.12607230711728
leaf_count=882684 1470251 5847 58802 3368 6949 16603 5910 3689 18125 76437 30407 16243 339 18543 40418 77046 3851 1453 20114 42359 19129 90769 8207 894 700 5053 1384 2490 42986 14722 8693 29113 7082 10871 34228 11912 4675 3647 9286
internal_value=0 9.70952e-06 0.000313737 0.00258884 0.00826598 0.0121356 0 0.0205887 -0.00780256 0 0.00171361 0.00530511 -0.00239233 -0.00123307 -0.00235313 0.00070716 0.00395403 0.00842127 -0.000312091 -0.00023739 0.00670347 -0.00580999 -0.00610879 -0.0112094 -0.0138278 -0.0131846 -0.00782452 -7.00163e-05 0.000850286 0.00162147 0.00367554 -0.00125279 -0.0054246 -0.00345385 0.00646333 0.00478502 -0.00461306 0.00176462 -0.00972128
internal_weight=0 23506 5640.54 707.497 481.493 400.723 182.175 218.548 226.003 4933.05 2007.48 1101.34 906.14 2925.56 2467.07 1283.05 458.493 739.164 362.178 802.202 402.852 1184.02 80.7704 191.281 176.368 103.938 55.6406 17865.5 2777.82 2505.62 1515.68 989.947 617.226 390.096 1125.58 372.721 272.2 106.583 165.617
internal_count=3105279 2222595 572639 70292 44726 33151 12859 20292 25566 502347 174770 96612 78158 327577 284670 153483 42907 60255 36357 72766 37672 131187 11575 19719 18825 5392 5235 1649956 179705 159607 96778 62829 36195 19564 77214 26634 20098 6137 13961
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 844664 12 390 1031 2 10555392 1 6 2 334 689 12650501 4198531 10490880 333 2166912 2 69633 4 8536 556 353 2 262192 310 192
is_linear=0
shrinkage=0.1


Tree=179
num_leaves=16
num_cat=4
split_feature=0 4 4 4 4 3 2 2 1 4 4 4 4 3 2
split_gain=0.115371 0.0430777 0.31549 0.190215 0.147601 0.141227 0.117616 0.0866121 0.0682002 1.01714 0.825035 0.914262 0.612199 0.592389 0.522054
threshold=0 123.50000000000001 93.500000000000014 142.50000000000003 89.500000000000014 1 1.5000000000000002 1.5000000000000002 2 36.500000000000007 37.500000000000007 11.500000000000002 12.500000000000002 3 10.500000000000002
decision_type=1 2 2 2 2 1 2 2 9 2 2 2 2 1 2
left_child=1 2 4 5 8 -3 -7 -6 9 12 11 -10 -1 -12 -11
right_child=-2 3 -4 -5 7 6 -8 -9 10 14 13 -13 -14 -15 -16
leaf_value=-0.00018357898547544349 -0.0058065929627706169 0 -0.007957685710485829 0 0 0 0.012109842126618401 0.0083807575814340077 0.00025014350877176721 -0.014840393946039143 0 -0.007822811301372334 0.005117113963522337 0.016785325551700033 0
leaf_weight=14975.80597015965 5.0342953171639229 3.0323787843808532 20.275242009898648 5.6514543730299911 0.55356566631235127 0.47893472900614398 9.7167988985311222 3.097064598929137 8141.8439018347126 41.224895699415356 3.3523348381277174 111.83688382711262 188.96047359058866 11.162573257228358 1.0880502387881268
leaf_count=1506612 881876 125 940 452 38 34 311 128 696128 2153 257 6881 8432 906 40
internal_value=0 -1.66569e-05 -3.54207e-05 0.00288838 -5.67219e-06 0.00731 0.00861128 0.00658354 -2.78613e-05 -0.000164245 0.000186487 7.66049e-05 -8.78135e-05 0.0138111 -0.0120304
internal_weight=0 23518.1 23499.2 18.8796 23478.9 13.2281 10.1957 3.65063 23475.3 15207.1 8268.2 8253.68 15164.8 14.5149 42.3129
internal_count=3105313 2223437 2222515 922 2221575 470 345 166 2221409 1517237 704172 703009 1515044 1163 2193
cat_boundaries=0 1 2 3 4
cat_threshold=1 136 848242 32
is_linear=0
shrinkage=0.1


Tree=180
num_leaves=19
num_cat=6
split_feature=0 4 4 1 4 4 1 4 1 2 3 4 1 2 2 4 2 2
split_gain=0.115313 0.032988 0.291986 0.183535 0.202491 0.13411 2.2204 0.134669 3.30803 1.52321 0.592958 0.261078 2.95692 0.129666 0.122362 0.0857612 0.0603888 0.0411448
threshold=0 123.50000000000001 93.500000000000014 1 142.50000000000003 46.500000000000007 2 21.500000000000004 3 2.5000000000000004 4 18.500000000000004 5 13.500000000000002 1.5000000000000002 13.500000000000002 3.5000000000000004 6.5000000000000009
decision_type=1 2 2 9 2 2 9 2 9 2 1 2 9 2 2 2 2 2
left_child=-1 2 5 -3 14 7 -7 11 9 -9 -10 15 -13 16 -5 -2 -8 -16
right_child=1 3 -4 4 -6 6 13 8 10 -11 -12 12 -14 -15 17 -17 -18 -19
leaf_value=-0.0057369499410959484 1.7532133968987004e-05 0 -0.0076247698705298704 0 0 -0.010884620334404585 0 -0.0010324398561700123 0 0.021952773851250884 -0.019096095638943707 0.020062712711636246 -0.009930958109739603 0 0.012616088775436933 -0.0024303902009647151 0.022225671843704137 0
leaf_weight=5.0084118528316139 23169.94616064056 2.1975408510770649 20.105970382457599 0.50835714675486698 4.8263074250426135 9.0743646069895458 18.764983836794272 11.169053619261829 8.8940505958162248 24.84138733940199 51.359640914539341 25.710374008398503 18.214073073584586 0.31936708558350702 9.5115634147077781 113.98343932954594 15.329985071672125 1.9634357225149859
leaf_count=882451 2205517 176 941 36 366 465 1214 951 407 1101 2954 589 1128 17 279 6113 603 66
internal_value=0 6.21546e-06 0 0.00259804 0.00617494 1.70662e-05 0.00428278 0 -0.00325299 0.0113329 -0.0156817 2.12783e-05 0.00595482 0.0154391 0.0105285 0 0.0184374 0.0119042
internal_weight=0 23506.7 23487.7 19.0072 16.8097 23467.6 43.4887 23424.1 96.2641 36.0104 60.2537 23327.9 43.9244 34.4143 11.9834 23283.9 34.095 11.475
internal_count=3105374 2222923 2222000 923 747 2221059 2299 2218760 5413 2052 3361 2213347 1717 1834 381 2211630 1817 345
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=2 3072 2367946 280385 16 2123952
is_linear=0
shrinkage=0.1


Tree=181
num_leaves=40
num_cat=13
split_feature=0 1 2 2 3 2 2 2 3 4 4 4 4 2 4 3 2 3 2 3 4 4 4 2 2 1 6 2 1 3 4 4 4 4 1 4 4 3 4
split_gain=0.112548 0.0477657 0.387779 0.308935 3.13685 1.27096 0.899323 0.853658 1.44749 0.677162 1.38487 0.5596 0.549477 0.453555 0.298473 0.29404 0.309243 0.23828 0.177929 0.923878 1.2454 0.746656 0.645861 0.402387 0.333343 0.273659 0.115355 0.0850758 1.8865 0.519116 0.238576 0.233405 0.221137 0.131739 0.697845 1.10265 0.564517 0.890463 0.642448
threshold=0 1 16.500000000000004 6.5000000000000009 2 10.500000000000002 9.5000000000000018 4.5000000000000009 3 3.5000000000000004 10.500000000000002 6.5000000000000009 1.0000000180025095e-35 3.5000000000000004 2.5000000000000004 4 20.500000000000004 5 13.500000000000002 6 2.5000000000000004 4.5000000000000009 2.5000000000000004 31.500000000000004 30.500000000000004 7 8 12.500000000000002 9 10 2.5000000000000004 1.0000000180025095e-35 9.5000000000000018 32.500000000000007 11 123.50000000000001 18.500000000000004 12 15.500000000000002
decision_type=1 9 2 2 1 2 2 2 1 2 2 2 2 2 2 1 2 1 2 1 2 2 2 2 2 9 1 2 9 1 2 2 2 2 9 2 2 1 2
left_child=-1 2 3 7 5 11 17 9 12 13 -11 -5 -9 -2 -10 -4 -17 -6 27 22 23 -22 24 -21 25 -20 -23 33 32 31 -31 -30 -29 36 35 -35 38 -38 -3
right_child=1 18 15 4 6 -7 -8 8 14 10 -12 -13 -14 -15 -16 16 -18 -19 19 20 21 26 -24 -25 -26 -27 -28 28 29 30 -32 -33 -34 34 -36 -37 37 -39 -40
leaf_value=-0.0056654331151687696 0 0 0 0.029801774166643327 0 0 0 0 0.0086468885561446947 0.0086097662564440323 -0.0059954183775731123 0 -0.0097352729357225512 -0.0034441410734182068 0 0.017469347554989779 0 -0.012052883156822883 0.014099358690671105 -0.015730005021647741 0.012809827153193582 0 -0.0020744246541328786 0 0 0 -0.0060137212412282454 0.023205424242059607 0.0078453794022193164 -0.01484648287908908 0 -0.00016168792561923427 0 -0.013533245426525576 0.0047441822320516552 0.002345306015418519 0.010792043291297165 -0.0030884090171773358 -0.0091530208524443161
leaf_weight=4.9818713097920408 1177.4530298479949 20378.29982387615 2.7595317647792399 14.517251152661634 23.415030534844846 4.1349876984022549 77.068060811143368 30.872554113389924 304.13140297768405 187.90774962725118 43.367439804133028 1.6535864947363723 55.26039215340279 512.61513679215568 77.40773998433724 9.0504829005803931 6.4149638544768086 151.50249891588464 29.669396515237167 78.079346244456246 13.205965370172636 2.5893884610850364 7.5766760222613803 2.8359381868503979 1.2658673133701075 2.4820749917998901 7.6803595351520908 14.496568107744677 7.9029831425286856 20.135583875235174 6.3683948309626421 12.749377088155596 0.4278690523933627 71.09480415773578 11.331766624702139 17.206541192252189 80.340964260743931 13.377375790965742 46.980494707357138
leaf_count=882825 129330 1911229 379 1727 2255 598 7826 3625 29516 19338 4862 99 4884 55920 5438 1004 783 15429 2372 7955 918 163 429 268 98 272 482 1446 615 1643 307 743 21 3049 1149 746 2514 1073 2031
internal_value=0 1.06276e-05 0.000413296 0.000137087 -0.00271218 0.0171375 -0.00737488 0.000615461 0.00434185 -0.000190643 0.00434893 0.0271134 -0.00434459 -0.00105128 0.00713769 0.00943556 0.0114202 -0.0111415 -2.75014e-05 -0.00319923 -0.00821068 0.0019046 0.00400586 -0.0143118 0.0110759 0.0133719 -0.00376489 0 0.00303223 -0.0046958 -0.0105215 0 0.0179971 -1.41394e-05 -0.00319286 -0.00746233 0 0.0067401 -3.48044e-05
internal_weight=0 23505.6 2679.53 2661.31 272.291 20.3058 251.986 2389.02 467.672 1921.34 231.275 16.1708 86.1329 1690.07 381.539 18.225 15.4654 174.918 20826.1 145.385 104.391 23.4757 40.994 80.9153 33.4173 32.1515 10.2697 20680.7 62.0808 47.1563 26.504 20.6524 14.9244 20618.6 99.6331 88.3013 20519 93.7183 20425.3
internal_count=3105361 2222536 283013 280847 27934 2424 25510 252913 43463 209450 24200 1826 8509 185250 34954 2166 1787 17684 1939523 12957 9786 1563 3171 8223 2742 2644 645 1926566 4775 3308 1950 1358 1467 1921791 4944 3795 1916847 3587 1913260
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13
cat_threshold=2 8455303 5 774 7 256 274 2359656 2 278792 83 2107744 124
is_linear=0
shrinkage=0.1


Tree=182
num_leaves=40
num_cat=18
split_feature=0 3 1 5 1 2 4 5 1 2 1 4 2 2 4 1 4 1 2 4 2 4 2 1 4 2 4 1 2 2 1 2 3 5 4 1 4 3 1
split_gain=0.108713 0.041625 0.577648 3.45582 2.12315 3.72808 4.08025 1.68155 5.7288 2.8818 1.2666 2.16403 1.2153 0.931056 1.71924 1.25431 0.89034 0.837309 0.713573 0.918707 0.654004 0.609016 0.585855 3.65951 1.97658 0.301589 0.275093 0.251721 1.97488 2.67436 2.94476 2.89108 2.43613 1.88397 2.52538 1.46849 1.29567 1.1019 1.35587
threshold=0 1 2 3 4 3.5000000000000004 1.0000000180025095e-35 5 6 5.5000000000000009 7 6.5000000000000009 9.5000000000000018 2.5000000000000004 2.5000000000000004 8 21.500000000000004 9 4.5000000000000009 1.0000000180025095e-35 3.5000000000000004 20.500000000000004 4.5000000000000009 10 2.5000000000000004 2.5000000000000004 5.5000000000000009 11 2.5000000000000004 4.5000000000000009 12 6.5000000000000009 13 14 1.5000000000000002 15 6.5000000000000009 16 17
decision_type=1 1 9 1 9 2 2 1 9 2 9 2 2 2 2 9 2 9 2 2 2 2 2 9 2 2 2 9 2 2 9 2 1 1 2 9 2 1 9
left_child=1 2 3 17 21 25 -7 8 13 -10 22 12 -12 15 -15 -4 -13 -1 20 -20 -19 26 24 -24 -9 -6 -5 -3 33 35 32 -32 -31 37 -35 -30 -37 38 -29
right_child=-2 27 7 4 5 6 -8 10 9 -11 11 16 -14 14 -16 -17 -18 18 19 -21 -22 -23 23 -25 -26 -27 -28 28 29 30 31 -33 -34 34 -36 36 -38 -39 -40
leaf_value=-0.00012746185100514148 -0.0055772733685623731 -0.00016806070631274133 0.012700732724595647 -0.0046129058184160012 0 0.031036135541334761 0 0.0027389549651540704 -0.025658577494838398 0 -0.007208918771447196 0.015058927887085821 0.0066445726226197271 -0.0043535755912618174 0.0054081200267540302 -0.0004088120321147587 0 0.00573831382578327 0.020531023953431753 0.0010950142380691998 -0.00066204757821146073 0.0043187254021619633 0.0047468948787719525 -0.011557478755477857 -0.0097284685911626419 -0.006327743055381631 -0.01452301440247322 0.013508127623595496 0 0.018193701733333782 -0.0050096046338435046 0.0022667081769515212 -0.00033447987614034403 -0.010360297592184646 0.00066412479914270068 0.0060097379255004135 -0.0039893606988092968 -0.0016218909136833902 -0.0038727765852606686
leaf_weight=125.80450138472952 4.9492097596776139 10796.526830817573 70.062555626966059 664.24791890848428 132.46675470139598 52.759455948980758 58.560443184222095 2240.4465338557975 135.74606841878267 40.903776002116501 564.75028842946631 48.549513009376824 24.90467324340716 797.92227631481364 180.43127133790404 105.84110004699323 16.09548454452306 547.41344148624921 71.823649268248118 85.15974142565392 104.85370386345312 3.4244705678429446 287.98943600407802 187.46382246189751 96.834882659371942 105.69528797268867 54.97694690618664 107.33446574688423 798.90916929207742 102.11630337545648 1323.7087574522011 826.05876194243319 89.4300495472271 456.82148218760631 273.50482788833324 1694.223155794316 83.005603680387139 135.3271265339572 15.953532487386836
leaf_count=14162 882020 1049799 7070 86124 18311 6044 5883 131187 23261 6004 60689 2340 1902 74000 6182 7755 721 44648 4591 3895 7045 156 30681 14675 6385 14171 3574 10058 51966 8912 141223 79782 10197 47231 35370 185378 4597 15725 1700
internal_value=0 3.04842e-07 -0.000193735 0.00115636 -0.00249727 0.00318358 0.0165942 -0.000825439 -0.00382229 -0.0188029 0.000259749 -0.00346308 -0.0058463 -0.000693428 -0.00214844 0.00504242 0.0097023 0.00561586 0.00675978 0.0134592 0.00428586 -0.00562811 0.00126642 -0.0015273 0.00197895 -0.00300245 -0.00632203 9.75525e-05 0.000631392 0.00149722 -0.0008429 -0.00207379 0.00968415 -0.00329057 -0.00597382 0.00372435 0.00528899 0.00308077 0.00902404
internal_weight=0 23508 6805.13 2007.19 1072.13 349.482 111.32 4797.94 1330.91 176.65 3467.03 654.3 589.655 1154.26 978.354 175.904 64.645 935.055 809.251 156.983 652.267 722.649 2812.73 475.453 2337.28 238.162 719.225 16702.9 5906.39 4917.45 2341.31 2149.77 191.546 988.941 730.326 2576.14 1777.23 258.615 123.288
internal_count=3105414 2223394 581456 208604 134263 44409 11927 372852 124272 29265 248580 65652 62591 95007 80182 14825 3061 74341 60179 8486 51693 89854 182928 45356 137572 32482 89698 1641938 592139 482055 240114 221005 19109 110084 82601 241941 189975 27483 11758
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=1 35 95302 2 8256 2 2394528 2098073 2361344 5122 2097921 95854 8650768 588 2 262272 536 2099584
is_linear=0
shrinkage=0.1


Tree=183
num_leaves=40
num_cat=22
split_feature=0 3 1 4 2 1 2 2 1 4 4 4 1 1 6 2 4 1 5 4 2 2 3 4 1 3 2 3 1 1 4 3 1 6 2 2 1 1 5
split_gain=0.106031 0.0592845 2.88898 2.66897 1.59598 1.1225 0.685456 0.325167 4.25679 1.07449 0.831341 0.626076 1.04789 0.876304 0.237655 0.22719 0.218648 0.211455 1.24372 2.3393 2.27425 2.74334 3.54132 2.21592 3.42304 1.83578 1.47906 1.351 1.50212 1.28233 0.623785 1.29966 1.82405 3.27333 2.23086 1.82303 1.00363 0.81088 0.745107
threshold=0 1 2 2.5000000000000004 5.5000000000000009 3 12.500000000000002 4.5000000000000009 4 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 5 6 7 4.5000000000000009 10.500000000000002 8 9 5.5000000000000009 9.5000000000000018 5.5000000000000009 10 1.0000000180025095e-35 11 12 1.5000000000000002 13 14 15 2.5000000000000004 16 17 18 1.5000000000000002 9.5000000000000018 19 20 21
decision_type=1 1 9 2 2 9 2 2 9 2 2 2 9 9 1 2 2 9 1 2 2 2 1 2 9 1 2 1 9 9 2 1 9 1 2 2 9 9 1
left_child=-1 2 3 4 -2 6 14 11 10 -10 -9 12 -7 -13 -4 16 -5 18 19 23 21 26 -23 24 -3 -25 -20 28 -21 -29 38 32 33 -32 -34 37 -37 -33 -19
right_child=1 17 5 15 -6 7 -8 8 9 -11 -12 13 -14 -15 -16 -17 -18 30 20 27 -22 22 -24 25 -26 -27 -28 29 -30 -31 31 35 34 -35 -36 36 -38 -39 -40
leaf_value=-0.0055087357701809302 -0.023283990508714936 -0.014405005972832077 0 0.011152839242697268 0 -0.0053699881731360394 -0.0016717796716356334 0.0098722228480054575 -0.020704900582525044 0 0 0.002489784449541821 0.0011279249686796165 -0.013607961429734715 0.010612655518675379 0 0 -4.3096072728493355e-05 -0.012793467782550831 -0.0014273174527765753 -0.014390416632176238 0.01388009411509997 -0.0005532020975049178 0 0.0014773949519394768 -0.0091201797204581332 0.00026288229691470445 0.012889783649235043 0.019594087043582297 -0.0049987952976117281 0.018922010269234769 0.0012565021611830565 0.008455689090872848 -0.004790005161908196 -0.009409629804478039 0 0.017385698351116842 -0.0033962307698649076 0.0017194239803645683
leaf_weight=4.923859530840673 103.18998860716238 112.35873565590009 4.3909429470077157 16.563005364034332 13.610550766112281 225.05928418296389 3.5333432592451564 126.20211206655949 91.427951656165533 63.282920777099207 93.421647382201627 3.8162067919038236 2659.9713779638987 36.701933888019994 146.98962995755801 7.2993664632085702 1.0274064370896656 4628.6741243770794 58.070539445441682 15.488504031207411 69.435119959758595 303.89115938567556 265.08992029179353 325.69994544843212 1163.0599125168519 730.99868952244287 5408.484266422136 13.653728541452436 69.566832596668974 116.43266310519539 48.404774237191305 976.24783159513026 38.685119325527921 108.70902706100605 526.56916432781145 17.942581418668851 54.268390654120594 531.36228411679622 4327.0394847708503
leaf_count=882410 13433 17274 591 1583 1965 26761 507 15691 7781 5578 7601 286 157871 3419 16181 614 69 526058 6982 1307 4226 18398 17194 23530 120134 58160 570515 799 4321 3178 4154 50177 4177 10764 27612 924 3108 53242 437345
internal_value=0 4.62589e-06 -0.000351935 -0.0126755 -0.0195745 0.000206938 0.00761788 -0.000138216 -0.00284161 -0.0141868 0.00505875 0.000131054 0.000453511 -0.00900001 0.0101493 0.00492873 0.00870384 8.46453e-05 -0.000266474 -0.00213124 0.00046887 0.000759606 0.00718631 -0.00316243 -8.98822e-05 -0.00649002 5.3736e-07 0.00684205 0.014135 0 0.000381038 -0.00102303 -0.00445435 0.00335075 -0.00719752 0.000438295 0.0134381 -0.000236445 0.000777994
internal_weight=0 23506.6 3596.49 141.69 116.801 3454.8 154.914 3299.88 374.335 154.711 219.624 2925.55 2885.03 40.5181 151.381 24.8898 17.5904 19910.1 8652.23 2547.26 6104.97 6035.54 568.981 2332.12 1275.42 1056.7 5466.55 215.142 85.0553 130.086 11257.9 2302.19 722.368 157.114 565.254 1579.82 72.211 1507.61 8955.71
internal_count=3105920 2223510 259931 17664 15398 242267 17279 224988 36651 13359 23292 188337 184632 3705 16772 2266 1652 1963579 846018 228703 617315 613089 35592 219098 137408 81690 577497 9605 5628 3977 1117561 154158 46707 14918 31789 107451 4032 103419 963403
cat_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=2 3 4262432 287751 2101696 2097408 2097408 8 799838 2 88 1048 68 480 263170 267270 592 12583680 10 4196993 2163105 1
is_linear=0
shrinkage=0.1


Tree=184
num_leaves=40
num_cat=17
split_feature=0 1 2 3 3 6 2 2 4 2 6 4 6 4 4 4 2 6 4 1 3 2 2 3 3 2 2 2 2 2 6 4 4 4 3 1 6 1 2
split_gain=0.103198 0.0514107 0.263778 0.512759 0.377227 0.57 0.704301 0.532612 0.863836 0.620988 0.804782 0.427823 0.336746 0.326584 0.575579 0.51262 0.309666 0.180059 0.0806632 0.559477 1.39753 1.05813 0.857749 3.33048 3.02724 1.83617 1.44174 0.788928 0.477971 0.369069 0.359618 0.204081 0.131999 0.0887596 1.98133 1.99706 1.89129 2.76276 1.36182
threshold=0 1 1.5000000000000002 2 3 4 6.5000000000000009 2.5000000000000004 2.5000000000000004 7.5000000000000009 5 3.5000000000000004 6 5.5000000000000009 4.5000000000000009 14.500000000000002 2.5000000000000004 7 8.5000000000000018 8 9 5.5000000000000009 4.5000000000000009 10 11 3.5000000000000004 1.5000000000000002 11.500000000000002 6.5000000000000009 1.5000000000000002 12 53.500000000000007 9.5000000000000018 6.5000000000000009 13 14 15 16 3.5000000000000004
decision_type=1 9 2 1 1 1 2 2 2 2 1 2 1 2 2 2 2 1 2 9 1 2 2 1 1 2 2 2 2 2 1 2 2 2 1 9 1 9 2
left_child=-1 2 3 -2 5 6 16 8 17 11 -11 -9 -10 14 -7 -15 -4 -6 33 20 28 29 24 30 26 -26 -21 -25 31 -22 -24 -20 -23 -3 35 -35 -36 -38 -37
right_child=1 18 4 -5 7 13 -8 9 12 10 -12 -13 -14 15 -16 -17 -18 -19 19 22 21 32 23 27 25 -27 -28 -29 -30 -31 -32 -33 -34 34 36 38 37 -39 -40
leaf_value=-0.0054381095714630566 0.00059470040190657278 -5.3746224002735452e-05 0 -0.0086131432560465071 0 -0.0011276715616525186 -0.00057953687519617309 -0.00094460081578330623 0.0013571059145106603 0.01179578587098616 -0.00058125739737331802 0.0044378124231512859 -0.0068638710857201832 -0.010647927735443513 0.0089512950515754693 0 0.015427797286058895 0.0084950928446174325 0.015075421525450054 0.0084774256421952191 0 -0.00056185218290647116 0.012535126698524296 -0.017188636971319893 0.0037244575721284514 0.02531956877254677 -0.011130993153725482 0 0 -0.017810735090494963 0 0 0.0052449447782219501 -0.010114234303589299 0.0038711739958537366 0.020681566353382599 -0.022263388080833887 6.652980819984257e-06 0
leaf_weight=4.8977756665772176 33.489758270676248 19724.322096895459 11.147400740184819 52.891891381674213 10.904398544691503 1078.7723798896186 5.0591246935073277 1004.5923509988061 9.1719353939406574 64.901488263509236 27.811878024134785 140.35976245510392 36.682751894462854 57.934875078499317 26.417817431502044 16.303889724891633 32.434269481280353 236.46232561394572 15.896529276855293 10.385968845803289 1.0035202952567477 4.976824157638478 56.125584915280342 82.677624315954745 184.66356241120957 55.578419900964946 100.69675208185799 5.7613895686808965 3.9115167208947232 60.435600294149481 17.394967227941379 0.66118344408460039 17.58184827468358 10.926944340812041 46.266119039617479 54.348024730337784 86.54730204353109 63.91679790825583 59.636944620404392
leaf_count=882584 4505 1880476 1124 6558 1225 125677 385 91652 1119 4514 2239 9152 5390 6120 2939 1698 2361 30093 1740 689 126 237 1780 2622 9369 1805 4085 221 279 3608 697 70 853 924 2520 3458 4088 4099 2605
internal_value=0 0 0.000401566 -0.00392147 0.000686652 -0.000430439 0.00688235 0.00175752 0.00551987 0.000533837 0.0073177 0 -0.00210414 -0.00119391 -0.000392285 -0.00681671 0.0126441 0.00808947 -4.85646e-05 0.00101238 -0.00384238 -0.0103385 0.00273073 -0.00178699 0.00564846 0.0116553 -0.00537729 -0.0135045 0.00705913 -0.0165342 0.00961476 0.0134241 0 -9.76909e-05 -0.00170491 0.00596203 -0.00795306 -0.0132134 0.0116784
internal_weight=0 23509.1 2845.34 86.3816 2758.96 1228.07 48.6408 1530.89 293.221 1237.67 92.7134 1144.95 45.8547 1179.43 1105.19 74.2388 43.5817 247.367 20663.7 617.751 104.467 83.9978 513.284 161.96 351.325 240.242 111.083 88.439 20.4692 61.4391 73.5206 16.5577 22.5587 20046 321.642 124.912 196.73 150.464 113.985
internal_count=3105686 2223102 296751 11063 285688 140304 3870 145384 37827 107557 6753 100804 6509 136434 128616 7818 3485 31318 1926351 28181 6913 4824 21268 5320 15948 11174 4774 2843 2089 3734 2477 1810 1090 1898170 17694 6987 10707 8187 6063
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=2 12682884 145 209 8 1 2 8 536856 320 285 280 9 416 2883609 10 2101352
is_linear=0
shrinkage=0.1


Tree=185
num_leaves=40
num_cat=18
split_feature=0 4 1 4 2 3 4 3 1 1 4 4 5 3 4 2 2 1 2 4 4 3 1 3 6 2 2 4 4 1 2 1 2 2 4 1 3 6 4
split_gain=0.0967507 0.0585416 0.847982 0.871094 0.614675 0.555003 0.383803 0.340903 2.70934 2.45942 1.98131 1.7349 2.12979 1.04883 1.01387 0.913515 0.873763 0.845322 0.697131 0.507572 0.445216 0.328754 0.184981 1.14554 1.27309 2.28473 0.711399 0.801304 2.18615 1.21248 0.725916 0.810091 0.709599 1.00141 0.9988 0.651052 0.629497 1.04433 2.60009
threshold=0 3.5000000000000004 1 17.500000000000004 9.5000000000000018 2 32.500000000000007 3 4 5 25.500000000000004 5.5000000000000009 6 7 15.500000000000002 1.5000000000000002 4.5000000000000009 8 2.5000000000000004 18.500000000000004 55.500000000000007 9 10 11 12 2.5000000000000004 11.500000000000002 1.5000000000000002 2.5000000000000004 13 12.500000000000002 14 10.500000000000002 5.5000000000000009 2.5000000000000004 15 16 17 1.0000000180025095e-35
decision_type=1 2 9 2 2 1 2 1 9 9 2 2 1 1 2 2 2 9 2 2 2 1 9 1 1 2 2 2 2 9 2 9 2 2 2 9 1 1 2
left_child=-1 22 3 4 5 -3 -5 8 13 15 14 17 -13 16 -11 21 -4 -10 -15 -17 -12 -9 36 26 25 -25 27 29 -29 -24 31 -28 33 -26 -34 -32 37 -2 -39
right_child=1 2 7 6 -6 -7 -8 9 11 10 20 12 -14 18 -16 19 -18 -19 -20 -21 -22 -23 23 24 32 -27 30 28 -30 -31 35 -33 34 -35 -36 -37 -38 38 -40
leaf_value=-0.0053570465252867436 -0.00013656879699053311 0 0.015103532710041501 -0.0098292567856268793 0 0.015357693074387654 0.00059329757539812792 0.0080552283335594346 -0.00581878776483732 0.0023527442923520249 0.025018939682433662 0 -0.015970134170496256 -0.0035909266826354373 -0.011076081585524483 -0.0076876099770665706 0 0.0049662264353488861 0.0038534465752035349 0 0 0 0.0032209933358713031 0.0013312566382846181 -0.00059182237621824697 -0.018401931590649186 0.020333937739186334 0.0075225323723379593 -0.0020359048220996542 -0.00088449075758081387 0.0084311343662550279 0 -0.011779614941975379 0.0037276783789298058 0.0036658719199085194 -0.0043251813835800271 0.00016430248199701388 3.0026877686999881e-05 -0.0085551943929565843
leaf_weight=4.8678852241337154 2618.3086787264037 27.592756903264672 140.75610288884491 10.955149810994046 5.2072432013228527 85.954951088642702 7.7154986436944446 21.727471210993826 52.708517141873017 574.02992537710816 17.408791112480689 119.1106999090407 155.82245927106123 112.45427101408131 28.302446047891863 555.70337329572067 76.279157270677388 188.51843636843842 413.01900295377709 61.874293836997822 6.9318989096209398 27.224492950597778 985.2168219104642 63.245926202973351 5496.7834080152024 82.544978467747569 23.610982765909284 563.38990825403016 316.23305938555859 2242.1924705397978 27.905452684499323 6.3988560000434545 93.673433647491038 558.49946499674115 9.397605349775402 49.993594289757311 6433.9358105253195 682.60464908511494 575.95397534884978
leaf_count=881981 333124 4040 8034 1317 689 13170 1026 2229 2200 34468 1260 4029 11493 8667 1351 32159 4730 13190 20112 2200 355 2985 114012 4576 418644 7907 1443 45731 23057 204158 2861 629 10646 50579 766 3403 672074 88172 72181
internal_value=0 -2.37034e-05 0.000393251 0.00708264 0.0110035 0.0129726 -0.00164744 0 0.00107973 -0.00119223 0.00291914 -0.00400145 -0.00925078 0.00501931 0.000751765 -0.00542878 0.0106291 0.00108921 0.00158382 -0.00675386 0.0215446 0.00301512 -9.24053e-05 0.000183203 -0.000636248 -0.00886432 0.00147379 0.00114636 0.00380256 0.00030197 0.00890706 0.0174152 -0.000337111 -0.000127708 -0.00760796 0 -0.000402096 -0.00141074 -0.00374466
internal_weight=0 23519.2 2689.3 137.426 118.755 113.548 18.6706 2551.87 1258.67 1293.2 626.673 516.16 274.933 742.509 602.332 666.53 217.035 241.227 525.473 617.578 24.3407 48.952 20829.9 10519.1 6304.14 145.791 4214.94 4107.03 879.623 3227.41 107.909 30.0098 6158.35 6055.28 103.071 77.899 10310.8 3876.87 1258.56
internal_count=3105648 2223667 169704 20242 17899 17210 2343 149462 72455 77007 37434 30912 15522 41543 35819 39573 12764 15390 28779 34359 1615 5214 2053963 888412 493118 12483 395294 386958 68788 318170 8336 2072 480635 469223 11412 6264 1165551 493477 160353
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=2 4260870 643 167 2124080 2123825 2 7 266368 272 4285782 624 8 2103808 8389288 2359297 624 9
is_linear=0
shrinkage=0.1


Tree=186
num_leaves=40
num_cat=23
split_feature=0 5 1 4 4 3 3 6 1 4 3 6 1 4 4 1 3 3 1 2 4 4 2 4 1 3 4 1 2 2 1 2 2 6 3 1 1 1 2
split_gain=0.0977297 0.0379971 6.52872 7.28405 2.8181 2.77008 2.61524 2.83961 1.45272 3.01755 1.53699 2.39406 4.73952 2.34503 2.1932 1.56173 1.36728 1.25931 3.14921 1.70486 1.28256 2.62993 1.68626 1.17217 3.17811 2.47926 2.11283 1.62358 2.49141 1.30682 1.11055 1.03234 0.9736 0.9459 1.96529 3.55174 1.89351 0.91676 0.914476
threshold=0 1 2 1.0000000180025095e-35 12.500000000000002 3 4 5 6 6.5000000000000009 7 8 9 2.5000000000000004 1.0000000180025095e-35 10 11 12 13 7.5000000000000009 2.5000000000000004 4.5000000000000009 5.5000000000000009 4.5000000000000009 14 15 21.500000000000004 16 8.5000000000000018 4.5000000000000009 17 7.5000000000000009 7.5000000000000009 18 19 20 21 22 5.5000000000000009
decision_type=1 1 9 2 2 1 1 1 9 2 1 1 9 2 2 9 1 1 9 2 2 2 2 2 9 1 2 9 2 2 9 2 2 1 1 9 9 9 2
left_child=1 2 3 6 5 30 31 -8 9 16 11 12 13 -10 -14 -13 -3 18 20 38 22 -22 -4 27 26 -26 -25 29 -29 -12 -5 -1 -17 34 36 -36 -19 -7 -20
right_child=-2 8 17 4 -6 37 7 -9 10 -11 23 15 14 -15 -16 32 -18 33 19 -21 21 -23 -24 24 25 -27 -28 28 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.0085892356387352511 -0.0052937999423979974 -0.0013014240347368061 -0.013981960542518818 0.00016951789342110923 0.022786230990740911 0.0099089047900795882 0 -0.032339641883426688 0.020239147246704146 -0.014676004782631195 0.0013861664612232793 0.0035591770862025579 -0.015097948013402893 0 0.0026276100444682913 -0.015279281714231525 0.0049905840099161462 0 0.0011317864257662615 -0.0073114407703343369 0.011622363560800904 -0.011977955523699801 -0.0010741810875938265 0.01376861973649357 0.0033337492366005308 -0.0086798264916252785 -0.0071403644097767479 -0.0022758805467497519 0.007097937798325054 -0.0031463880564873287 -0.015160041062343137 0.0071064980209754646 0.00019459369771553523 0.0016409778214471261 0.0092050360061896163 -0.0077145449841712361 -0.01698634812925998 -0.0011726109674560961 0.0096468570296039183
leaf_weight=87.781702776905149 4.8446002157143075 343.9725545453839 298.59573629009537 23.685481841908768 18.474057691870257 97.530364113859832 20.949287683935836 149.52579503922607 226.2304741605767 59.616404767613858 3734.6371094125789 67.653231516538654 63.778862610342912 79.640957396361046 192.73831546591828 98.964554649835918 1482.1092477002817 109.78219426725991 629.81869543046923 128.80703274160624 77.541863834718242 52.055458599701524 233.63834823772777 276.93154921219684 386.26348130468978 235.30173637974076 18.031334006460384 6434.6015756515808 253.94756118708756 710.57643259328324 129.66429762891494 20.325005253544077 6.8341566303279242 5990.3021252318285 238.74402389011811 174.20159497833811 105.17313042888418 67.926302252337337 179.95083596277982
leaf_count=13940 882477 48355 39370 3379 1399 14138 3937 26376 27305 7295 276243 9625 10949 8406 18247 13438 103781 8253 54162 10928 7567 4070 29496 17822 25486 12930 1315 750377 16837 60136 19082 3295 573 506243 22394 11959 10901 9794 13524
internal_value=0 5.832e-06 -0.000143391 -0.00977242 0 -0.00293889 -0.0210278 -0.027722 0.0001162 0.0026906 -0.000247381 0.00402332 0.00730694 0.0151276 -0.00178944 -0.00459195 0.00366175 0.000585846 -0.00182853 0.0016463 -0.0069968 0 -0.00920899 -0.000545429 0.00276225 -0.00101051 0.0106969 -0.000851769 -0.00184248 0.000577068 -0.0116955 -0.00239031 -0.0114083 0.00122222 -0.00218262 0.0013542 -0.00930027 0.00455677 0.00365831
internal_weight=0 23506.3 8834.47 615.862 337.281 318.806 278.582 170.475 14671.8 1885.7 12786.1 735.841 562.389 305.871 256.517 173.452 1826.08 8218.61 1600.41 938.577 661.831 129.597 532.234 12050.3 916.528 621.565 294.963 11133.8 6688.55 4445.21 153.35 108.107 105.799 6618.2 627.901 412.946 214.955 165.457 809.77
internal_count=3105804 2223327 814207 95340 47792 46393 47548 30313 1409120 159431 1249689 88543 64907 35711 29196 23636 152136 718867 159117 78614 80503 11637 68866 1161146 57553 38416 19137 1103593 767214 336379 22461 17235 14011 559750 53507 34353 19154 23932 67686
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 2 525850 89 936 12 1555 768 5 8653128 2891812 912 896 2169152 2436 216 2715656 8 4 36 10756417 88224 522
is_linear=0
shrinkage=0.1


Tree=187
num_leaves=40
num_cat=21
split_feature=0 1 5 3 3 1 2 1 2 2 4 1 7 6 3 3 4 4 1 1 1 4 1 4 2 2 4 2 2 2 1 6 2 3 4 4 2 3 1
split_gain=0.0929454 0.0621375 1.06372 5.97125 1.46371 1.75922 2.59166 1.17745 1.24804 1.11561 1.83261 2.34804 0.995265 0.93574 1.0162 0.912913 0.893377 0.873599 0.814803 0.813955 0.783091 0.677847 1.42808 1.10578 0.59752 1.26317 0.747503 0.453997 0.344563 0.244362 1.61242 2.44756 0.816434 0.744948 1.02904 0.617614 0.537967 3.45139 1.6676
threshold=0 1 2 3 4 5 3.5000000000000004 6 11.500000000000002 5.5000000000000009 2.5000000000000004 7 8 9 10 11 12.500000000000002 5.5000000000000009 12 13 14 14.500000000000002 15 35.500000000000007 8.5000000000000018 11.500000000000002 7.5000000000000009 4.5000000000000009 9.5000000000000018 12.500000000000002 16 17 31.500000000000004 18 2.5000000000000004 5.5000000000000009 11.500000000000002 19 20
decision_type=1 9 1 1 1 9 2 9 2 2 2 9 1 1 1 1 2 2 9 9 9 2 9 2 2 2 2 2 2 2 9 1 2 1 2 2 2 1 9
left_child=1 2 3 7 9 6 12 -1 16 10 11 -4 -6 19 -15 18 -9 -8 27 -7 -12 22 -17 -23 26 -26 -11 -5 -20 36 33 -32 -33 35 -35 -31 -3 38 -38
right_child=-2 29 4 15 5 13 17 8 -10 24 20 -13 -14 14 -16 21 -18 -19 28 -21 -22 23 -24 -25 25 -27 -28 -29 -30 30 31 32 -34 34 -36 -37 37 -39 -40
leaf_value=0 -0.0052191888706884307 7.0327878973070008e-05 0.00012693543793529407 0.0081866151233911302 -0.0034223323067845944 0.00063176209045561729 0.013971356121422737 -0.023283655251045823 0 -0.0044682173358065909 0.00013841944893541692 0.0092208095771032905 0.010159422020462567 0.00070866848855870171 -0.0050566186103927204 0.0013044813674118003 0 0 -0.0034088139691375082 -0.0097926606150779104 -0.010374405440095305 0.020266029938861823 -0.0089455232890664135 -0.00036936656498226549 0.013317315614026612 -0.0058816146676285369 0.008866096486292073 -0.00082333498916551783 -0.015497402048607459 0.014296011399700492 0.0049408540356497225 -0.027958909056038178 0 -0.011003230633985389 0.0069563076179340148 0 -0.0019156780454651818 -0.010551634762324714 0.025328304274192789
leaf_weight=55.49377840955276 4.8171706884604637 16968.510673326895 588.55384188742028 43.540367412148044 340.82258770440239 34.314367028768174 179.17871793545783 170.92381402896717 3.4336278408300123 396.08302724431269 67.907185313757509 693.21095384762157 27.876802866347134 713.50927904841956 415.4598625744693 1629.4200119515881 1.1579455758910615 7.7368023351300499 323.29541488760151 272.29059854929801 71.889823978825007 16.019959646509964 105.32403035933385 3.0327647989615789 47.87704231753014 12.309448892483486 5.6998289837501934 51.151599246542901 34.701807606965303 44.473389091668651 14.965402542147785 42.421690418152139 0.54463602160103519 41.376341833267361 12.752061915118245 4.0375747112557283 6.803863782202825 23.278842919971794 43.668908322229981
leaf_count=5853 882138 1499066 21447 3927 27498 4424 8336 23638 555 35991 6179 95957 1386 84930 47674 215017 150 895 48729 33684 8661 691 15176 167 3628 1063 355 5750 4831 3172 1105 3420 48 4306 853 141 744 1896 2331
internal_value=0 -9.4584e-06 -0.000287474 -0.00194487 0.000684519 -0.00109435 0.00328648 -0.0159601 -0.0196779 0.00270112 0.00412985 0.00544349 -0.000955816 -0.00303631 -0.00125675 -7.72887e-05 -0.0222444 0.012164 -0.00400211 -0.00782218 -0.00498156 0.000835194 0.000327372 0.0126484 -0.00101439 0.00541395 -0.00298139 0.00174644 -0.00629911 7.55908e-05 -0.00343129 -0.0133623 -0.0226619 0.00248664 -0.00199699 0.00952048 0.000132221 0.00734288 0.0191166
internal_weight=0 23515 6312.22 2437.5 3874.72 1991.19 555.615 231.009 175.515 1883.53 1421.56 1281.76 368.699 1435.57 1128.97 2206.49 172.082 186.916 452.689 306.605 139.797 1753.8 1734.74 19.0527 461.969 60.1865 401.783 94.692 357.997 17202.8 160.571 57.9317 42.9663 102.639 54.1284 48.511 17042.3 73.7516 50.4728
internal_count=3105812 2223674 706592 324484 382108 208827 38115 30196 24343 173281 132244 117404 28884 170712 132604 294288 23788 9231 63237 38108 14840 231051 230193 858 41037 4691 36346 9677 53560 1517082 13045 4573 3468 8472 5159 3313 1504037 4971 3075
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 7132432 2 257 929 4719632 6325248 4227088 1 2 74 160 4460560 278528 272 2380032 65697 10 310 370 10755
is_linear=0
shrinkage=0.1


Tree=188
num_leaves=40
num_cat=16
split_feature=0 4 3 1 1 2 4 4 4 2 4 2 1 6 6 2 6 2 2 4 4 6 1 5 3 6 2 4 3 4 2 4 2 4 2 4 3 1 2
split_gain=0.0924685 0.0416839 0.330898 2.07083 2.0295 1.84156 0.931752 0.610835 0.585396 0.758492 0.51108 1.91112 1.00907 0.917696 0.734886 0.734149 0.445531 0.30605 0.286152 0.257729 0.107205 0.256146 0.0723744 2.31441 5.1372 1.69421 1.06957 0.556398 0.484817 1.94654 1.73378 1.63054 3.40648 1.89381 0.59895 0.337337 0.111452 1.24186 1.41378
threshold=0 9.5000000000000018 1 2 3 4.5000000000000009 14.500000000000002 13.500000000000002 10.500000000000002 1.5000000000000002 14.500000000000002 4.5000000000000009 4 5 6 3.5000000000000004 7 7.5000000000000009 12.500000000000002 113.50000000000001 51.500000000000007 8 9 10 11 12 2.5000000000000004 7.5000000000000009 13 1.0000000180025095e-35 4.5000000000000009 1.0000000180025095e-35 3.5000000000000004 1.5000000000000002 6.5000000000000009 1.0000000180025095e-35 14 15 4.5000000000000009
decision_type=1 2 1 9 9 2 2 2 2 2 2 2 9 1 1 2 1 2 2 2 2 1 9 1 1 1 2 2 1 2 2 2 2 2 2 2 1 9 2
left_child=-1 22 4 6 5 8 -4 17 -3 -10 12 16 13 -5 -13 -14 -12 -7 -9 -8 21 -6 23 24 27 35 -27 -2 29 34 -31 32 -30 -33 -25 -26 37 38 -24
right_child=1 2 3 10 20 7 19 18 9 -11 11 14 15 -15 -16 -17 -18 -19 -20 -21 -22 -23 36 28 25 26 -28 -29 31 30 -32 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0051554222407990792 -0.027156506194454699 0 0 0.016124835292002971 0 -0.0020155317513221925 0.024934482132830726 -0.0143825423052115 0 0.01586495285330616 0 0.011468221663938086 0.0017959349790406935 0 -0.0021261464957153301 -0.011004524063723228 -0.014462855054531296 0.0088698067307651906 0 0 0 -0.013715448676711742 0.01081048835255124 -0.00051451851933863335 -0.0012728662432405719 0 -0.016911275329536554 0 -0.0015471193904914552 0.013262737303592599 -0.0018194717058009173 -0.011523341961071668 0.01667876102898988 0.0010653805145451323 0.012309067722639514 0.0026908085772028613 0.00012118730992893721 -0.0018357674142176147 -0.0046726439374872569
leaf_weight=4.793762141539446 80.636184724891791 16.69717795914039 27.540684246923774 38.747559213778004 8.5860208412632346 17.177751788636673 32.281730958027765 29.015488261356953 8.7932387846522015 98.92650135490112 7.9334900954272598 33.755638006376103 36.834448184585199 20.8413898460567 10.646072522504253 36.711211089976132 80.568382889963686 6.4652745658531776 0.95725145447067816 0.46225164365023275 7.8916477453894904 76.766837526287418 150.43859509599861 728.25238642922432 393.34310074464884 24.958269904134795 76.593537200591527 1.0953537984751154 272.65144289814634 228.21433908306062 53.430271883960813 187.17893646855373 112.08328207978047 172.5088996469276 8.206399097107349 346.64461185288383 18511.166755855553 1527.8135528187267 35.437975130742416
leaf_count=882445 12702 873 2089 1348 436 681 2586 1012 607 4979 361 1119 2213 810 426 1513 3938 242 45 43 541 4493 15855 34964 40519 3003 9940 226 21050 15955 4027 24272 8996 22256 952 60496 1803086 112816 3145
internal_value=0 0 0.000809089 0.00305147 -0.000996026 0.00409599 0.015519 -0.00622285 0.0110959 0.0134369 -0.000452524 -0.00509795 0.00240283 0.0101023 0.00588918 -0.00276624 -0.0132373 0 -0.0124837 0.0240015 -0.0112808 -0.0129697 -1.61675e-05 -0.000508394 -0.00456682 -0.00129189 -0.0113985 -0.0239425 0.0014882 0.00288533 0.00953917 -0.000108797 0.00386159 -0.00509864 0 0.000223875 3.52771e-05 -0.000703249 0.00595396
internal_weight=0 23508.3 597.6 326.323 271.277 178.033 60.2847 53.6158 124.417 107.72 266.038 132.904 133.135 59.5889 44.4017 73.5457 88.5019 23.643 29.9727 32.744 93.2445 85.3529 22910.7 2685.8 923.271 841.54 101.552 81.7315 1762.53 1018.1 281.645 744.423 384.735 359.688 736.459 739.988 20224.9 1713.69 185.877
internal_count=3107060 2224615 30355 16446 13909 8439 4718 1980 6459 5586 11728 5844 5884 2158 1545 3726 4299 923 1057 2629 5470 4929 2194260 259358 126886 113958 12943 12928 132472 55898 19982 76574 30046 46528 35916 101015 1934902 131816 19000
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=2 165 13382163 2114662 2336 1 9 4 4 4739091 2 257 3 579 514 8662532
is_linear=0
shrinkage=0.1


Tree=189
num_leaves=40
num_cat=27
split_feature=0 1 2 3 1 5 6 3 3 1 4 4 1 5 3 5 1 2 3 4 3 6 4 4 6 3 4 3 4 3 2 6 3 2 3 1 3 1 4
split_gain=0.0881735 0.066827 0.44035 1.45827 1.66233 2.2774 1.63107 1.56972 1.42383 2.03084 1.6565 1.83955 1.3345 1.63033 2.44864 1.04097 1.01473 0.964444 0.853256 1.14959 0.756268 0.688235 0.728654 0.647893 0.704788 0.647456 0.595731 0.566462 0.452716 0.450547 0.341157 1.35125 4.05138 2.10568 1.71581 1.18403 1.14057 1.12946 0.907404
threshold=0 1 4.5000000000000009 2 3 4 5 6 7 8 1.0000000180025095e-35 1.5000000000000002 9 10 11 12 13 11.500000000000002 14 1.5000000000000002 15 16 3.5000000000000004 5.5000000000000009 17 18 18.500000000000004 19 1.0000000180025095e-35 20 4.5000000000000009 21 22 6.5000000000000009 23 24 25 26 2.5000000000000004
decision_type=1 9 2 1 9 1 1 1 1 9 2 2 9 1 1 1 9 2 1 2 1 1 2 2 1 1 2 1 2 1 2 1 1 2 1 9 1 9 2
left_child=1 2 8 4 6 29 27 -7 9 10 15 -12 13 14 -5 -1 23 -8 19 -18 -15 28 -23 24 -10 -25 -14 -4 -11 -6 -3 32 38 -34 37 36 -36 -33 -32
right_child=-2 30 3 12 5 7 17 -9 16 21 11 -13 26 20 -16 -17 18 -19 -20 -21 -22 22 -24 25 -26 -27 -28 -29 -30 -31 31 34 33 -35 35 -37 -38 -39 -40
leaf_value=0.00044442904396173994 -0.0050828843702892135 -0.00015160130676968042 0.0072417311656187118 0.011707590292731579 0 -0.0020978359446618584 0.023708943191828438 0.0065312875197929892 0.00063135576540217404 0 -0.0048348343316663928 0.0078161759410497449 -0.0087499673193870975 0.0020937622815824122 -0.0027183712653682194 0.015670075610421046 -0.0017099688978733088 0 -0.006153286272971693 0.015128033269594401 -0.0055650600495149088 0 -0.0089000543468901287 0 -0.0028468461499003895 0.010435317181184773 0.00077644642550005996 -0.0031485519866867305 0.0065296905021715443 -0.0095122602552531431 0.010736806910607008 0 -0.020747384101433952 0 4.6207458692122737e-05 0.00028907536252585923 -0.011279763145572948 0.0052804490852432443 -0.0011987560191300229
leaf_weight=109.91696699103341 4.7671719394929815 11831.077671557388 42.591795675922185 167.75770151149482 137.17482335551176 305.054580939468 55.924113736487925 404.04842944256961 1861.7014864176163 73.94612182083074 181.92667056294158 198.51122688065516 452.61565472604707 81.44407251290977 193.8822163620498 212.01506656361744 152.27166020008735 6.4103366646450004 517.91842508484842 18.204230169765651 558.97027240158059 498.98851230321452 106.39849888766184 41.548142383573577 765.19085154077038 76.787132917204872 6.435896066017448 94.493415605509654 160.73350032023154 210.86682679574005 111.31333690485917 694.8502555328887 120.01056346460246 86.333175122039393 83.894549957010895 1429.1440751558985 151.33170878409874 1276.5150100672035 35.899770757649094
leaf_count=19071 882086 1136017 5256 20242 19488 32664 6645 39835 161870 7737 27404 20711 50774 7139 29419 29386 15524 766 56247 814 50130 51105 9139 2964 76948 4633 235 9887 18589 28299 9825 55015 9696 6458 8344 107910 14902 71220 2047
internal_value=0 -7.18558e-06 -0.000259429 -0.00129544 0.00101624 -0.00040674 0.00862031 0.00253867 0.000250313 0.00277915 0.00662208 0.0011243 -0.00344882 -0.000942818 0.00382127 0.0118051 -0.000818959 0.0184613 -0.00413989 0.000558526 -0.00414524 -0.000247932 -0.00231648 0 -0.000297944 0.0064875 -0.00780396 0 0.00355626 -0.00693731 9.69191e-05 0.000904469 -0.0044942 -0.0130183 0.00155181 -0.000661686 -0.00673065 0.00354575 0.00608
internal_weight=0 23514.1 7693.73 2717.67 1256.56 1057.14 199.42 709.103 4976.06 1542.44 702.37 380.438 1461.11 1002.05 361.64 321.932 3433.62 62.3345 688.394 170.476 640.414 840.067 605.387 2745.23 2626.89 118.335 459.052 137.085 234.68 348.042 15820.4 3989.29 353.557 206.344 3635.74 1664.37 235.226 1971.37 147.213
internal_count=3106441 2224355 802921 300779 142840 120286 22554 72499 502142 183142 96572 48115 157939 106930 49661 48457 319000 7411 72585 16338 57269 86570 60244 246415 238818 7597 51009 15143 26326 47787 1421434 285417 28026 16154 257391 131156 23246 126235 11872
cat_boundaries=0 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 2906384 866 2113552 2 1 64 720 2625792 266512 2 24 2 18704 2 4 6 1 264 576 576 4 396 61 65667 128 12624393
is_linear=0
shrinkage=0.1


Tree=190
num_leaves=40
num_cat=19
split_feature=0 1 2 5 2 3 2 4 5 3 3 6 2 6 4 2 4 4 4 4 6 4 2 2 3 4 4 2 1 3 1 3 3 2 7 2 1 4 6
split_gain=0.0875341 0.058492 0.659862 1.4334 0.874999 0.721091 0.593247 0.338338 0.329337 1.93076 1.01001 0.999338 2.73158 0.687036 0.901344 0.597946 0.539313 0.936739 0.328982 0.269933 0.25594 0.240098 0.229044 0.219674 0.345307 0.149728 0.100303 0.0942516 1.89161 1.20583 0.949823 1.01045 0.827006 1.34767 0.759871 0.459809 0.375655 0.260618 0.155205
threshold=0 1 7.5000000000000009 2 8.5000000000000018 3 9.5000000000000018 15.500000000000002 4 5 6 7 2.5000000000000004 8 1.5000000000000002 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 10.500000000000002 5.5000000000000009 9 5.5000000000000009 10.500000000000002 14.500000000000002 10 2.5000000000000004 1.0000000180025095e-35 9.5000000000000018 11 12 13 14 15 11.500000000000002 16 24.500000000000004 17 15.500000000000002 18
decision_type=1 9 2 1 2 1 2 2 1 1 1 1 2 1 2 2 2 2 2 2 1 2 2 2 1 2 2 2 9 1 9 1 1 2 1 2 9 2 1
left_child=-1 2 8 4 5 -4 -6 23 9 13 16 15 -13 19 -15 -12 17 -10 -18 -2 26 -7 -8 24 -5 -22 -11 -3 29 -29 32 34 38 -34 -32 37 -33 -31 -30
right_child=1 27 3 7 6 21 22 -9 10 20 11 12 -14 14 -16 -17 18 -19 -20 -21 25 -23 -24 -25 -26 -27 -28 28 30 35 31 36 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.0050204983345790936 -0.0088466082192588912 0 -0.00034570725417667943 0 -0.015025323621296752 0.018539926132998201 0.0064634039839851932 0 0.0033660099689621242 0 -0.0042608773402558579 0.0049368045353053716 -0.011090302618792182 0.012858549024734682 0 0.0060231187714608328 0.0072099243199211897 -0.0060103848665478367 0 0 -0.0008750112421013241 0 -0.0033311866561542367 0 0.02242612883845788 -0.0070624636616393706 0.0058015730773550546 0.00046087493232320806 0.00034721011965587367 -0.024060146034576214 -0.0071730948218052372 0.004655735322091281 0.026997725227817338 0 0.0045597932129856434 0 -0.0012449150388976467 0 -0.0053676066517660851
leaf_weight=4.7443355792020157 7.0985547269228846 20825.001009274118 11.849800557363777 8.7372242587152851 17.724737650016323 16.113455880666159 11.010203161975367 0.75217586336657305 218.94263161646086 4.9368637106381383 37.546963596832938 100.89878552634036 329.08680402688333 193.43136990483617 73.489004992996342 112.00637585599907 167.1987049478339 151.22946736740414 10.883925321744753 1.4805902440566567 391.35201688494999 1.4436754845082749 22.015979133313522 1.3567169131711114 20.663356001139629 71.891724282409996 14.706434276886283 12.551167886005715 2.8126695507671684 48.44571682868991 258.62812795303762 242.48884890414774 17.87079918733798 22.452709107892588 13.738582311198114 1.0956914410926391 51.424046448199078 0.503230060916393 13.690417529316621
leaf_count=882334 391 1988880 699 506 1104 1062 630 24 26219 353 3942 11694 34138 15129 3545 12245 16584 14219 1117 36 28301 45 1241 89 1044 2626 578 1297 306 6233 20874 16491 2060 3157 928 154 4997 64 1500
internal_value=0 0 0.000515236 0.00710041 0 0.00811082 -0.00774343 0.0186857 0 0.00159884 -0.00105064 -0.00398465 -0.00646011 0.00789535 0.00938261 0.00141128 0.00161872 0 0.00578393 -0.00182658 -0.0017795 0.0138951 0 0.0202278 0.0213422 -0.00275869 0.00264602 -4.51527e-05 -0.00117402 -0.0138853 0.000428777 -0.000609521 0.00985126 0.0152781 -0.00502908 -0.0194214 0.00269944 -0.023285 0
internal_weight=0 23508.6 1997.85 111.667 80.1579 29.4069 50.7509 31.5095 1886.18 758.387 1127.79 579.539 429.986 275.5 266.92 149.553 548.255 370.172 178.083 8.57914 482.887 17.5571 33.0262 30.7573 29.4006 463.244 19.6433 21510.7 685.702 62.5958 623.106 566.28 56.8266 40.3235 272.367 50.0446 293.913 48.9489 16.5031
internal_count=3106836 2224502 177561 6444 4781 1806 2975 1663 171117 50959 120158 62019 45832 19101 18674 16187 58139 40438 17701 427 31858 1107 1871 1639 1550 30927 931 2046941 58061 7748 50313 43290 7023 5217 21802 6451 21488 6297 1806
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 12648580 2 602 2 904 114 10 8 8 384 13322 272 18449 712 534 1 262496 2
is_linear=0
shrinkage=0.1


Tree=191
num_leaves=22
num_cat=13
split_feature=0 2 3 2 4 2 1 2 1 5 3 4 2 1 3 1 5 4 3 3 3
split_gain=0.0851906 0.0408829 0.157621 0.0963105 0.0658834 0.0606526 0.146087 0.0629552 1.23181 0.797936 0.225491 0.144484 0.11864 0.332949 0.182368 0.0595392 1.95693 0.139586 0.0319226 0.00787407 0.00102995
threshold=0 27.500000000000004 1 34.500000000000007 2.5000000000000004 21.500000000000004 2 15.500000000000002 3 4 5 7.5000000000000009 14.500000000000002 6 7 8 9 21.500000000000004 10 11 12
decision_type=1 2 1 2 2 2 9 2 9 1 1 2 2 9 1 9 1 2 1 1 1
left_child=1 5 3 4 -3 7 20 12 9 11 -10 -9 15 18 -15 16 -1 -17 -14 -11 -7
right_child=-2 2 -4 -5 -6 6 -8 8 10 19 -12 -13 13 14 -16 17 -18 -19 -20 -21 -22
leaf_value=-0.0047135673044587196 -0.0049557537129291517 0.010850464212559354 0 0 0 0.00049084983380510321 -0.0064896575579724662 0.016516351221895455 0 0 -0.010723671836947111 0 0 0.005891061042216806 -0.0014127484965645231 9.3017757607981931e-05 0.0014603835956376137 -0.0026117771916246671 -0.010467555124267955 -0.0012367872275612273 0
leaf_weight=730.60669444795349 4.7206675618763247 5.094441028079018 2.7681718182284367 2.398114004638046 0.29816154437139619 2.7481913855299354 9.0977525056805444 44.161387849831954 3.4407367466483265 3.3295980512630194 13.542111436370762 1.3132993048056949 1.3668101294897497 9.9290923478547466 5.5475245211273458 21016.2871613444 1472.2197493685408 157.37220682715997 13.360261281253766 11.476556195877491 2.6396809038706124
leaf_count=106425 882351 317 364 250 30 238 1096 4538 187 215 1268 90 132 961 475 1992397 106022 6958 1255 1026 305
internal_value=0 0 0.00317339 0.00644422 0.00990584 -4.04835e-06 -0.00369362 0 0.00241966 0.00984958 -0.00751424 0.0157766 -8.12744e-06 -0.00444209 0 0 -0.000486598 5.50732e-05 -0.00908542 0 0
internal_weight=0 23509 10.5589 7.79072 5.3926 23498.4 14.4856 23484 77.2637 60.2808 16.9828 45.4747 23406.7 30.2037 15.4766 23376.5 2202.83 21173.7 14.7271 14.8062 5.38787
internal_count=3106900 2224549 961 597 347 2223588 1639 2221949 7324 5869 1455 4628 2214625 2823 1436 2211802 212447 1999355 1387 1241 543
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13
cat_threshold=1 316 2097234 6292899 2 16 2099674 468 541713 2 2 280 112
is_linear=0
shrinkage=0.1


Tree=192
num_leaves=40
num_cat=15
split_feature=0 3 1 5 2 1 2 1 1 4 1 4 2 1 4 4 2 2 2 4 4 7 1 2 4 2 2 4 1 2 2 2 1 4 1 1 2 4 4
split_gain=0.0818278 0.0595614 0.536336 1.74711 2.13391 4.18101 2.77993 2.07174 1.58851 1.95404 1.58643 0.787133 2.53017 1.58598 1.52534 0.729069 0.673821 0.594157 0.514892 2.03827 1.51062 1.15563 1.08705 1.01701 1.00748 0.458884 0.28872 0.28746 0.196912 1.42558 1.1823 2.19802 2.13817 0.961694 0.867403 0.855928 0.80605 0.721263 0.718071
threshold=0 1 2 3 5.5000000000000009 4 3.5000000000000004 5 6 1.0000000180025095e-35 7 6.5000000000000009 4.5000000000000009 8 21.500000000000004 4.5000000000000009 6.5000000000000009 4.5000000000000009 4.5000000000000009 2.5000000000000004 3.5000000000000004 9 10 2.5000000000000004 1.5000000000000002 18.500000000000004 3.5000000000000004 10.500000000000002 11 12.500000000000002 2.5000000000000004 4.5000000000000009 12 3.5000000000000004 13 14 9.5000000000000018 4.5000000000000009 4.5000000000000009
decision_type=1 1 9 1 2 9 2 9 9 2 9 2 2 9 2 2 2 2 2 2 2 1 9 2 2 2 2 2 9 2 2 2 9 2 9 9 2 2 2
left_child=1 2 3 8 6 -6 7 -5 9 25 -8 18 13 14 -13 -11 -14 26 20 24 23 -22 -21 -4 -20 -1 -10 -18 36 30 34 35 -33 -31 38 -32 -3 -36 -30
right_child=-2 28 11 4 5 -7 10 -9 17 15 -12 12 16 -15 -16 -17 27 -19 19 22 21 -23 -24 -25 -26 -27 -28 -29 29 33 31 32 -34 -35 37 -37 -38 -39 -40
leaf_value=-0.016263479971646996 -0.0048905890666432698 0 0.0010314375110018678 0.00012865195351460798 0.0070185176371421899 -0.019340099282766133 0.010695032216357973 -0.0070233558320456947 0.0043883406687529672 0.010642709375456498 0 0.024064299635600358 -0.013382836369509954 -0.0035613279428800418 0 -0.0030410186840923604 0.0072925212798274188 0.011590959483455128 0 -0.0016117412123340239 -0.016172471228213376 0 0.01306871536019601 -0.0033112114928375048 -0.0092875277085858483 0 0 -0.0031382586243950982 0.0044784930238045894 0.017246483383306213 0 0.0077879220410832957 -0.0023379709997451183 0 -0.005715006858874886 0.0042496149129160618 -0.0047288204032942087 0.0014889603160829889 -0.0065898825201181101
leaf_weight=67.579116009641439 4.6968785386088703 10591.775647307426 747.07862136462063 1345.5784162257332 52.702094589709304 120.91668685444165 291.11088069499237 496.90907403104939 617.1570160316769 47.414718251209706 213.40786993294023 71.730672829085961 31.687304348219186 10.666916283546014 19.426033228635788 10.057124054990707 15.967323954682799 164.43711427762173 660.90697890054435 21.572734971996397 104.30364519963041 16.657902681967244 126.56961510982364 1303.9538502546784 117.46024625631981 0.5576711893081655 119.01983584207483 13.662495483178644 223.68648614111589 54.702960837166756 797.71333418600261 184.37044263049029 1974.7302872753935 10.188276398694141 663.0254667403351 1746.852805554925 340.35332434414886 84.228820649790578 32.61277238529874
leaf_count=13126 882266 1040110 60305 92555 4782 9343 23868 72395 50509 7311 20354 2552 1148 1224 608 921 623 8953 69985 1387 7267 864 6527 104791 7940 84 7969 461 25560 5975 51966 17686 200375 670 75631 188385 26422 9446 3675
internal_value=0 -2.3733e-06 -0.000262434 0.000528895 -0.000793619 -0.0106155 0 -0.00175843 0.00399659 -0.00447451 0.00641687 -0.0012098 0.00461881 0.0138021 0.0175354 0.00459677 -0.0068701 0.00559455 -0.0016578 1.61115e-05 -0.00249857 -0.0124955 0.0099786 -0.0015932 -0.00180883 -0.014705 0.00353521 0 8.60834e-05 0.000567561 0.000310767 0.00102457 -0.00121648 0.0128124 -0.00267721 0.00303468 -0.000141935 -0.00443384 0.00142937
internal_weight=0 23512.7 6808.49 3546.85 2520.63 173.619 2347.01 1842.49 1026.22 125.609 504.519 3261.64 163.141 101.824 91.1567 57.4718 61.3171 900.614 3098.5 926.51 2171.99 120.962 148.142 2051.03 778.367 68.1368 736.177 29.6298 16704.2 5772.11 5707.22 4703.67 2159.1 64.8912 1003.55 2544.57 10932.1 747.254 256.299
internal_count=3106019 2223753 577852 312170 223297 14125 209172 164950 88873 21442 44222 265682 6616 4384 3160 8232 2232 67431 259066 85839 173227 8131 7914 165096 77925 13210 58478 1084 1645901 579369 572724 458412 218061 6645 114312 240351 1066532 85077 29235
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=1 35 128590 2 74246 22024 1546 5134 2099376 1 8652800 2192494 8650768 787072 262272
is_linear=0
shrinkage=0.1


Tree=193
num_leaves=40
num_cat=23
split_feature=0 3 1 4 2 1 4 4 2 4 2 1 2 2 1 1 6 1 5 3 6 4 1 2 6 1 2 7 2 4 1 4 1 3 2 6 3 1 5
split_gain=0.0793624 0.069787 2.20424 1.84541 1.14491 0.72244 0.965257 0.562692 0.278735 0.229202 1.05591 2.63823 1.18804 0.690888 0.803118 0.632689 0.223236 0.218363 0.832081 2.00482 3.08608 4.34913 2.42942 1.74515 1.22457 3.13146 1.16094 1.49932 1.36651 0.939878 0.829712 0.305099 0.765193 1.59108 1.644 1.18403 1.16714 0.617984 0.519626
threshold=0 1 2 1.5000000000000002 12.500000000000002 3 1.5000000000000002 3.5000000000000004 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 4 8.5000000000000018 9.5000000000000018 5 6 7 8 9 10 11 1.0000000180025095e-35 12 1.5000000000000002 13 14 9.5000000000000018 15 7.5000000000000009 2.5000000000000004 16 2.5000000000000004 17 18 6.5000000000000009 19 20 21 22
decision_type=1 1 9 2 2 9 2 2 2 2 2 9 2 2 9 9 1 9 1 1 1 2 9 2 1 9 2 1 2 2 9 2 9 1 2 1 1 9 1
left_child=-1 2 3 4 -2 6 8 -8 -4 13 11 -11 -12 15 -15 -7 -10 18 19 24 21 -21 -22 30 25 -3 28 -28 -25 -26 -20 38 35 37 -35 -33 -37 -34 -19
right_child=1 17 5 -5 -6 9 7 -9 16 10 12 -13 -14 14 -16 -17 -18 31 23 20 22 -23 -24 26 29 -27 27 -29 -30 -31 -32 32 33 34 -36 36 -38 -39 -40
leaf_value=-0.0048250450036337565 -0.020031849124250919 0.0067880257605790438 0 0.00034154788413151614 0 0.00065674772841651954 -0.0098270183132705136 0.0033889490950459542 0 0.017037244723457856 -0.0032449796818663393 0 0.010892727322192201 0.00056689288006310219 -0.016369302623185457 -0.0026292972781609097 0.012519466277523617 0 0 0.02088109023445579 0.0014959640412139023 -0.0045644664006283435 -0.0081469621529522539 0.00054508214081412708 6.5347133280747071e-05 -0.014943442398793952 -0.015191526566371197 0.0063855963857475748 0.0095950223485718172 0.0058557152490298983 -0.017067297613986437 0.0077312982951330406 0 0.0046210608523773586 -0.0041242761163877316 0 -0.0087875307982886279 -0.0066859114722407067 0.0015888431440546373
leaf_weight=4.672983866677896 104.10369106096914 62.52927903435193 1.1231473116204131 44.146829459117725 2.151422628434374 1587.9666987882229 23.801234109792858 14.945685442537068 3.2918397343019024 87.415125951869413 495.84089391760062 256.10349646629766 31.630182002903894 3.6604701604228467 19.646159804891798 821.12349200104291 101.22545326966792 4537.7302725501922 18.852513080579229 83.486081283306703 268.88454089767765 112.10749536380172 1075.7059591694269 5922.9149090950377 1415.6942969687516 120.24933463800699 70.477843235014006 4.6587754660286 148.41156570450403 359.58401561295614 43.001747289323248 28.707365112146363 125.05918415554333 897.91301931755152 219.76149887731299 231.02757615456358 322.0244082515128 295.68203347385861 3550.4069028320355
leaf_count=882081 14503 8581 133 4642 333 115030 2242 1259 435 4896 36204 16190 2679 217 2177 45431 11925 521966 2182 8910 34894 7821 101370 601153 157415 11441 4451 262 8020 21993 5324 1471 13523 55495 11256 20344 23404 13945 330300
internal_value=0 -4.62981e-06 -0.00041822 -0.0109097 -0.0176327 7.33029e-05 0.00622212 -0.00111113 0.0112331 -0.000176951 0.00105993 0.00532773 -0.00131849 -0.00074992 -0.0122239 -0.000366934 0.0121638 5.57537e-05 -0.000265281 -0.0015105 -0.00418082 0.00603186 -0.00601444 0.000391744 0.000489005 -0.00627845 0.000639783 -0.00955989 0.000861565 0.00147402 -0.0131488 0.000390126 -0.000598461 0.000420261 0.002555 -0.00361899 -0.00519573 -0.00432892 0.000687957
internal_weight=0 23513 3598.18 150.402 106.255 3447.77 144.387 38.7469 105.64 3303.39 870.99 343.519 527.471 2432.4 23.3066 2409.09 104.517 19914.9 9706.56 3498.24 1540.18 195.594 1344.59 6208.32 1958.06 182.779 6146.46 75.1366 6071.33 1775.28 61.8543 10208.3 2120.18 1538.42 1117.67 581.759 553.052 420.741 8088.14
internal_count=3105898 2223817 258296 19478 14836 238818 15994 3501 12493 222824 59969 21086 38883 162855 2394 160461 12360 1965521 973817 352425 152995 16731 136264 621392 199430 20022 613886 4713 609173 179408 7506 991704 139438 94219 66751 45219 43748 27468 852266
cat_boundaries=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=2 3 12651040 25606 2359440 80 456 8 2913370 2 228 12 279552 4 2113546 1 2359314 2560 580 8 196 8388869 1
is_linear=0
shrinkage=0.1


Tree=194
num_leaves=40
num_cat=20
split_feature=0 3 1 6 3 4 3 2 3 2 2 1 4 4 1 2 3 7 1 2 2 3 4 2 1 1 2 3 3 6 2 2 2 2 6 6 4 4 4
split_gain=0.0771817 0.0471431 0.526265 0.450804 1.67215 0.485553 0.70094 1.02546 0.476853 0.405537 0.391367 2.40838 2.73402 0.547645 0.380217 1.25378 0.699861 0.445991 0.376184 0.723068 0.743013 0.740098 0.344387 0.322097 1.0735 0.361717 0.665653 2.74081 0.869505 0.319123 1.21637 0.82002 0.305351 0.285021 0.755492 0.641569 0.261035 0.244808 0.216291
threshold=0 1 2 3 4 4.5000000000000009 5 10.500000000000002 6 10.500000000000002 10.500000000000002 7 1.5000000000000002 13.500000000000002 8 2.5000000000000004 9 10 11 1.5000000000000002 8.5000000000000018 12 17.500000000000004 1.5000000000000002 13 14 2.5000000000000004 15 16 17 7.5000000000000009 7.5000000000000009 2.5000000000000004 2.5000000000000004 18 19 1.0000000180025095e-35 6.5000000000000009 1.0000000180025095e-35
decision_type=1 1 9 1 1 2 1 2 1 2 2 9 2 2 9 2 1 1 9 2 2 1 2 2 9 9 2 1 1 1 2 2 2 2 1 1 2 2 2
left_child=1 2 3 4 9 6 -5 -8 -7 32 14 12 -12 38 15 16 -4 -17 19 -3 21 -21 -23 24 -20 26 27 -25 -28 30 -27 -31 -1 35 -35 -16 -6 -26 -13
right_child=-2 18 10 5 36 8 7 -9 -10 -11 11 13 -14 -15 33 17 -18 -19 23 20 -22 22 -24 25 37 29 28 -29 -30 31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0 -0.004760828575118157 0.0043968881371438074 -0.00040345640432251894 0.0051244207484502056 0.00038955561090956564 0.0132207702833931 -0.010173453958384033 0.0051429826589210739 0 0 0.023045889065006566 -0.00052685752006921321 -0.0071579148911208607 0 0.0026303878307328099 -0.00025381454337240826 -0.010657376913373855 0.00605254868571517 0.0021202745370205163 0 0 -0.018965150713957837 0 0.013958496098506638 -0.011334827450442328 -0.00050065908469636004 -0.0062141703631773525 -0.0015987288604791896 0.001090357427408587 -0.00029080494081047291 -0.013133834092212308 0.003384492020071675 0.026831354624073586 0.0033679602150891302 -0.00028614927380318507 -0.00083996657347398796 -0.006671265212273356 0 -0.015680307034933103
leaf_weight=19.138994206790812 4.6496055130992309 1.5969661611761683 221.73052136145998 30.267679810523987 13.774008234322535 11.927032789913936 117.08565259014722 11.702475862810386 10.900058693718167 3.5236221221275619 31.512447656830773 61.615269132191315 17.118787103332579 1.6693863901309658 1431.6985156418523 1157.3424803790404 153.83123821474146 89.989737572846934 90.259587778127752 9.2994219632819295 30.012292585568503 59.053417812043335 1.1240813480690111 147.20227287779562 100.53723105942663 955.44249176501762 138.72974425600842 204.23799918568693 1506.4652476300253 9065.3103494529205 60.98634684458375 618.92562504101079 23.296597503125668 584.58933619724121 5743.7249264040438 646.92111751256743 30.897556593525223 18.562762161251158 91.043983449460939
leaf_count=2145 881913 204 25104 4086 1929 1654 13395 1228 1252 306 3758 5385 1524 71 152074 147136 21556 8342 11440 743 3514 5295 37 17616 12548 90512 14763 24009 141876 792164 5103 45321 2110 58489 521021 75537 3626 1612 6452
internal_value=0 -4.68149e-06 0.000138743 0.00418209 0.00881674 0 -0.00170221 -0.00581732 0.00903017 0.0179265 0 -0.00403571 0.00880431 -0.0103973 0.000108976 -0.00123066 -0.0060936 9.77654e-05 -0.000143573 -0.00531031 -0.00917559 -0.0135751 -0.0160273 -6.36526e-05 -0.0036981 0 0.0012266 0.00504035 0.000164484 -0.000226899 -0.00188216 -1.52894e-05 0.0220805 0.000407572 2.33684e-05 0.00141996 -0.00105362 -0.00918518 -0.0122976
internal_weight=0 23513 10505.3 272.514 90.6308 181.883 159.056 128.788 22.8271 45.9592 10232.8 202.96 48.6312 154.329 10029.8 1622.89 375.562 1247.33 13007.7 101.086 99.4892 69.4769 60.1775 12906.7 209.36 12697.3 1996.64 351.44 1645.19 10700.7 1016.43 9684.24 42.4356 8406.93 6328.31 2078.62 44.6716 119.1 152.659
internal_count=3106850 2224937 1058180 31731 10116 21615 18709 14623 2906 4561 1026449 17190 5282 11908 1009259 202138 46660 155478 1166757 9793 9589 6075 5332 1156964 25600 1131364 198264 41625 156639 933100 95615 837485 4255 807121 579510 227611 5555 14160 11837
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=1 920 12910593 6 536 768 136 19720 549906 520 1 4456449 2 2114660 2696322 67 2 4 4 9
is_linear=0
shrinkage=0.1


Tree=195
num_leaves=40
num_cat=17
split_feature=0 3 1 4 2 1 2 4 2 2 1 4 1 3 2 4 2 4 6 2 1 2 3 3 4 3 4 2 1 4 4 2 1 1 3 2 2 4 5
split_gain=0.0792222 0.0505288 2.0255 1.76471 1.18022 0.530258 0.440464 0.372009 0.283738 0.204419 1.17429 0.419458 0.284159 1.11438 1.5228 1.47518 1.04642 1.13049 1.07333 0.341168 0.891376 0.42549 1.58596 0.302943 0.277878 0.272342 0.23579 0.189892 3.25694 1.14923 0.69388 0.465179 1.25714 0.670743 0.185979 0.160355 0.135553 0.0657409 0.0629455
threshold=0 1 2 1.5000000000000002 12.500000000000002 3 12.500000000000002 1.5000000000000002 1.5000000000000002 15.500000000000002 4 1.0000000180025095e-35 5 6 9.5000000000000018 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 7 13.500000000000002 8 11.500000000000002 9 10 40.500000000000007 11 17.500000000000004 4.5000000000000009 12 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 13 14 15 5.5000000000000009 43.500000000000007 13.500000000000002 16
decision_type=1 1 9 2 2 9 2 2 2 2 9 2 9 1 2 2 2 2 1 2 9 2 1 1 2 1 2 2 9 2 2 2 9 9 1 2 2 2 1
left_child=1 2 3 4 -1 6 7 8 -4 12 37 36 13 14 15 -3 17 -15 -18 21 23 25 -23 -21 -16 -14 -22 31 30 -30 -29 33 -33 -7 -13 -9 -12 -11 -5
right_child=-2 9 5 38 -6 27 -8 35 -10 10 11 34 19 16 24 -17 18 -19 -20 20 26 22 -24 -25 -26 -27 -28 28 29 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.019558874140679593 -0.0047111225078657129 0 0 0 0.00015428493419166177 -0.0028296554540715867 -0.00066519428030714482 -0.0035855881467204234 0.01103811774378557 -0.006397936949543769 0.017445243018591669 0.0045727816574669192 -0.00036297614147559414 0 -0.017346996066393016 0.0091624496914285182 -0.010910398575168475 -0.01620478465562197 0 0.0080682781759875855 -0.016692819220357893 0.01450801833056866 -0.0013732414131005293 -0.00016038811139034315 0 0.0004636504059334209 0 0.0089620756335829412 -0.018811291661728839 0 0 0.0049999749169315627 -0.009434212201893527 0.00065376156639754138 -0.0035742283691475429 0.0046860292907988576 0 0 0.0031426032412336224
leaf_weight=103.34838559414493 4.6315310440695603 839.07237097725738 1.2782530177964861 8.5375902489759028 1.940611836966126 727.03093883732799 3.1974487267434588 31.33494805614464 106.75258313294034 28.310569895664234 33.52276753867045 16.140328558627516 5518.6245685477043 67.851032603535714 19.303980736527595 195.10245744057465 62.712065721396357 94.737653264484834 671.38200113538187 7.9466763648670167 28.288607827387754 56.930507857119665 91.776581360492855 24.658693823264912 0.1628811655100425 12132.880219111419 0.27114606881514092 127.47099101170897 88.658371521625668 63.000587214482948 93.274044728605077 428.75378855946474 20.469074829015881 1745.8245230388129 13.688476425595583 7.1150098815560332 0.3618796884547909 0.44713784474879403 35.502960743615404
leaf_count=14495 882677 98441 150 683 322 67626 461 2714 12495 2383 3756 1363 521815 8363 2489 11770 9432 16659 91007 498 2710 4273 6440 1842 14 1180412 9 15688 7637 5454 7588 30115 2399 86727 1147 825 50 27 3943
internal_value=0 3.53041e-05 -0.000286469 -0.0103907 -0.0170244 0.000179782 0.0053422 0.00756673 0.0100078 0.000108879 0.00422711 0.0109578 6.82304e-05 -0.00104133 0.000940073 0.00197374 -0.00363057 -0.0105537 -0.00139796 0.000208163 -0.0057612 0.000255276 0.00517779 0.00105332 -0.0156126 0.000188124 -0.013152 -2.60638e-05 -0.00213034 -0.0122808 0.00458863 0.000159328 0.00307431 -0.000280851 0 0 0.0167748 -0.00463623 0.000485465
internal_weight=0 23497.7 3593.49 149.33 105.289 3444.16 149.678 146.481 108.031 19904.2 92.4712 63.7135 19811.7 1950.32 1053.64 1034.17 896.683 162.589 734.094 17861.4 61.1651 17800.2 148.707 32.6054 19.4669 17651.5 28.5598 3294.48 372.404 151.659 220.745 2922.08 449.223 2472.86 29.8288 38.45 33.8846 28.7577 44.0406
internal_count=3106899 2224222 259322 19443 14817 239879 16645 16184 12645 1964900 8726 6316 1956174 238175 112714 110211 125461 25022 100439 1717999 5059 1712940 10713 2340 2503 1702227 2719 223234 36367 13091 23276 186867 32514 154353 2510 3539 3806 2410 4626
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=1 3 12651040 25607 8665644 533507 76 4 279200 324 276 68 2101696 4440 4416 208 2
is_linear=0
shrinkage=0.1


Tree=196
num_leaves=40
num_cat=20
split_feature=1 4 3 4 2 4 4 4 3 3 2 3 1 3 2 3 4 4 4 2 6 4 3 2 2 1 3 3 1 1 4 3 1 2 2 1 6 4 3
split_gain=0.0877121 0.882269 1.5184 1.23389 0.889208 1.32666 0.709217 0.864043 0.9798 0.751795 0.870414 0.411332 0.471544 0.404391 0.319409 0.311066 0.370129 0.617686 0.213971 0.882881 1.1169 1.03416 0.713943 1.62517 1.25694 1.4383 1.32348 0.697826 0.551693 0.525141 0.293482 1.69926 2.15652 0.951295 0.351344 1.01762 1.36604 0.954915 1.9784
threshold=0 24.500000000000004 1 18.500000000000004 2.5000000000000004 42.500000000000007 14.500000000000002 10.500000000000002 2 3 3.5000000000000004 4 5 6 4.5000000000000009 7 6.5000000000000009 1.0000000180025095e-35 7.5000000000000009 1.5000000000000002 8 95.500000000000014 9 5.5000000000000009 4.5000000000000009 10 11 12 13 14 6.5000000000000009 15 16 2.5000000000000004 1.5000000000000002 17 18 5.5000000000000009 19
decision_type=9 2 1 2 2 2 2 2 1 1 2 1 9 1 2 1 2 2 2 2 1 2 1 2 2 9 1 1 9 9 2 1 9 2 2 9 1 2 1
left_child=15 3 4 6 -3 -6 7 11 -9 -8 -11 12 -2 -5 -13 16 17 -1 30 20 21 27 23 28 25 -24 -26 -20 -21 -25 34 32 -32 -33 35 36 -17 -36 -39
right_child=1 2 -4 13 5 -7 9 8 -10 10 -12 14 -14 -15 -16 18 -18 -19 19 22 -22 -23 24 29 26 -27 -28 -29 -30 -31 31 33 -34 -35 37 -37 -38 38 -40
leaf_value=0 0 0 -0.0037504518298877073 0 0.033410747582621081 0 0 0.00073471782782508633 -0.013319925536539183 0 0.025138560730156675 0 -0.010360293513049953 -0.015908718719680578 0.0015008755721497122 0.0024028600764788664 -0.00021040367294855513 0.011536249383056684 0 0 -0.0015676690467418351 0 0.010835250304064112 -0.00020631514623673094 0.0080805166245554068 -0.003707057514485967 -0.0087071878778569832 0.028183370396651659 -0.013921050999601982 0.011053478026693138 -0.0080340394787498763 0 0.017460492925107988 -0.017765011659847507 -0.00026901496368466818 0.00067644985243283935 -0.013563692280395924 0.01767815873402059 0
leaf_weight=36.512297161485094 6.1209524532901014 9.6976272774854788 11.566842139644448 5.9795386542750748 14.302563880877189 11.226274040632232 13.239861400953485 30.122165367019079 60.795131821552786 12.404380133759334 11.831666762095663 5841.5941624273582 41.09684717077289 23.191088081037837 1924.1213557369265 30.201999065794098 3.0349793027203296 66.345122808446831 9.1956295270724677 4.4417789078056558 7.5744150390050882 1.9240688981058145 183.97361060025423 9.7653004971834871 16.971612955546789 41.503579894029826 111.46820560470724 13.589215461562622 87.750644958930025 20.106156646120329 14.964767698120339 18.970220676674671 28.071252408576584 62.603476124961617 14263.235892572338 164.31666327644189 113.48864795348709 51.580869284427081 135.94369779993986
leaf_count=13248 2880 5469 3240 538 694 725 2073 4332 14030 3550 530 974539 16410 4037 157909 26020 741 20087 5896 345 4201 397 10345 342 1301 3611 4943 7058 4189 683 1552 3834 1780 4002 1444539 250941 94896 2938 9153
internal_value=0 0.000239741 0.0109503 9.88376e-05 0.0177372 0.0255282 0.000242318 0.000116267 -0.00819621 0.0105097 0.0152663 0.00028223 -0.00636346 -0.0142106 0.000393112 -0.000164081 0.00433649 0.00707233 -0.000225646 0.00164906 0.0128551 0.0181619 0 -0.00542502 0.00245272 0.00714221 -0.00352501 0.0259654 -0.0125484 0.00591458 -0.000313122 -0.00476076 0.00538283 -0.0121986 -0.000245703 -0.00347619 -0.00878209 -0.000149072 0.00637364
internal_weight=0 8017.29 46.7933 7970.5 35.2265 25.5288 7941.33 7903.85 90.9173 37.4759 24.236 7812.93 47.2178 29.1706 7765.72 15497.5 105.892 102.857 15391.6 508.264 32.2833 24.7089 475.981 122.064 353.917 225.477 128.44 22.7848 92.1924 29.8715 14883.4 124.61 43.036 81.5737 14758.8 308.007 143.691 14450.8 187.525
internal_count=3107998 1190956 10128 1180828 6888 1419 1176253 1170100 18362 6153 4080 1151738 19290 4575 1132448 1917042 34076 33335 1882966 43311 17552 13351 25759 5559 20200 13956 6244 12954 4534 1025 1839655 11168 3332 7836 1828487 371857 120916 1456630 12091
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=6846776 376 524 324 512 8650752 260 512 5 24 2115632 259 78 256 2304 41 2121992 4732944 10 14
is_linear=0
shrinkage=0.1


Tree=197
num_leaves=40
num_cat=22
split_feature=0 1 3 2 1 1 4 4 4 2 3 1 4 3 1 1 7 5 1 2 4 4 3 6 2 4 4 1 2 4 2 4 1 6 4 3 3 3 6
split_gain=0.0748836 0.0505145 0.215393 2.00173 2.66598 0.998672 0.953817 0.926398 0.683964 0.516113 1.33732 3.34839 3.02141 0.764066 1.8058 1.67405 0.973316 0.911838 0.69492 0.833947 0.786467 0.635046 0.420759 0.414743 0.508874 0.406284 0.381748 0.241557 0.181976 0.10046 0.077525 0.0771212 1.0814 1.63534 2.13992 2.06453 1.37767 1.35231 1.41702
threshold=0 1 2 3.5000000000000004 3 4 1.0000000180025095e-35 4.5000000000000009 1.0000000180025095e-35 4.5000000000000009 5 6 2.5000000000000004 7 8 9 10 11 12 6.5000000000000009 4.5000000000000009 6.5000000000000009 13 14 11.500000000000002 1.5000000000000002 6.5000000000000009 15 22.500000000000004 5.5000000000000009 6.5000000000000009 2.5000000000000004 16 17 6.5000000000000009 18 19 20 21
decision_type=1 9 1 2 9 9 2 2 2 2 1 9 2 1 9 9 1 1 9 2 2 2 1 1 2 2 2 9 2 2 2 2 9 1 2 1 1 1 1
left_child=-1 31 3 4 8 23 28 -6 27 13 18 21 -13 14 17 29 -17 -4 19 -11 -20 -12 -16 30 -25 -10 -8 -3 -7 -15 -5 -2 33 36 -35 -36 -33 -34 -39
right_child=1 2 9 5 7 6 26 -9 25 10 11 12 -14 15 22 16 -18 -19 20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 32 37 34 35 -37 -38 38 -40
leaf_value=-0.0046375293160409023 -0.00014245062963222084 0 0.0017960895122498327 0.0035542171876135524 0.013404060454572403 0.0087522265752840497 0 0 0.0073813321424956203 0.004389142609020606 -0.0080534675600513785 0.02513298628915335 -0.0045842686377729367 0 0.010017298103685748 -0.0088195884173596986 0.0017401062921061372 -0.005551371068807231 0.0094122767506655304 -0.011462036279491277 0 0.001150462942421872 0 -0.0084599579583342684 0 0 -0.009914886923573769 -0.0082696935235718732 0 0.0038052103825552026 -3.9371146898279842e-05 0.0025394394388258308 0.0026406869279857401 0.0055859739520963611 0.0055174866941113711 -0.0077764508964608021 -0.012143793043235632 -0.00047712586529896959 -0.0086216200039751414
leaf_weight=4.6048047753483843 16210.803745521585 47.379023994319141 220.28138871490955 31.364699834026396 286.50996303925058 115.63976192977862 156.18916628981242 20.831392612075433 65.751245758438017 30.796008059522137 319.22454275563359 48.683500844286755 21.974638320039958 644.60383918596199 170.93289854656905 428.38697380601297 42.14647756703198 321.87616362667177 320.13910823268816 24.90924407588318 39.89521282655187 19.292814671760425 137.57044243277051 283.81590831768699 11.981093500042332 106.81835835421225 17.453688465524465 79.721731499332236 1.0354941899422545 39.861446276074275 10.862074353964998 51.915112830465659 461.82943510520272 1140.2328737125499 135.88366471463814 252.9405800732784 100.6318807604257 755.59065517812269 326.56292545911856
leaf_count=882596 1565658 7914 13027 3121 34061 21982 20564 1385 10516 2343 30306 5393 2033 57923 21388 61490 4637 30558 29526 2484 1669 599 17051 28715 855 15872 2199 15324 136 3631 1137 5100 26628 77915 8760 10965 7009 50528 25241
internal_value=0 1.39829e-05 0.000341568 0.00143559 0.00555494 -0.00213822 0.00137686 0.0115371 -0.000496775 -4.4738e-05 0.00190214 -0.00159509 0.0130066 -0.0010093 0.0010016 -0.00271689 -0.00708522 -0.00206794 0.00579857 -0.000653354 0.00751228 -0.00648784 0.00687498 -0.00572049 -0.00708457 0.00238687 -0.00203997 -0.00606138 0.00797834 9.74044e-05 0 -3.97099e-05 0.000380917 0.00218105 0.00333276 -0.00240579 -0.00609925 -0.00139824 -0.00342196
internal_weight=0 23502.3 4065.93 1235.35 607.012 628.342 290.318 307.341 299.67 2830.57 824.915 409.175 70.6581 2005.66 850.661 1155 470.533 542.158 415.74 55.7053 360.034 338.517 308.503 338.024 295.797 172.57 173.643 127.101 116.675 684.465 42.2268 19436.4 3225.59 1681.6 1529.06 388.824 152.547 1543.98 1082.15
internal_count=3108239 2225643 447839 163781 85072 78709 44881 35446 49626 284058 74353 38331 7426 209705 82024 127681 66127 43585 36022 4827 31195 30905 38439 33828 29570 26388 22763 23238 22118 61554 4258 1777804 212146 109749 97640 19725 12109 102397 75769
cat_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=2 555385 194 8390148 327810 41 6292098 532 8651906 8684672 1 2 295936 528 12 512 8537 4 353 194 550 9
is_linear=0
shrinkage=0.1


Tree=198
num_leaves=40
num_cat=21
split_feature=0 3 1 2 1 5 1 1 6 2 2 7 2 2 1 5 4 3 4 3 3 2 2 3 2 2 6 1 3 2 3 2 4 4 1 4 2 4 1
split_gain=0.0722492 0.0493118 1.12501 0.779945 0.935459 0.87314 3.73405 0.758224 0.566616 0.506648 0.478646 0.504335 0.329609 0.337819 0.180077 1.66851 5.56106 3.47009 2.61962 1.39764 1.31906 1.44411 0.877718 1.21203 0.84413 0.584091 0.294562 1.71413 2.8689 3.42704 2.08208 1.59995 0.867688 1.26684 1.18475 1.01557 0.768024 0.696874 0.667285
threshold=0 1 2 8.5000000000000018 3 4 5 6 7 2.5000000000000004 8.5000000000000018 8 9.5000000000000018 22.500000000000004 9 10 4.5000000000000009 11 4.5000000000000009 12 13 4.5000000000000009 8.5000000000000018 14 2.5000000000000004 3.5000000000000004 15 16 17 5.5000000000000009 18 2.5000000000000004 13.500000000000002 19.500000000000004 19 12.500000000000002 11.500000000000002 61.500000000000007 20
decision_type=1 1 9 2 9 1 9 9 1 2 2 1 2 2 9 1 2 1 2 1 1 2 2 1 2 2 1 9 1 2 1 2 2 2 9 2 2 2 9
left_child=-1 2 10 4 5 9 -7 -5 -6 -4 11 -2 -9 -14 15 16 17 -3 20 -20 25 -22 23 -18 -19 -17 32 30 29 -29 37 -30 35 36 -35 -16 -34 -28 -37
right_child=1 14 3 7 8 6 -8 12 -10 -11 -12 -13 13 -15 26 18 22 24 19 -21 21 -23 -24 -25 -26 -27 27 28 31 -31 -32 -33 33 34 -36 38 -38 -39 -40
leaf_value=-0.0045716552316129692 0.0099912054892880211 -0.028104901918910172 0.004367281500117874 0 0 -0.020139729451956759 -0.00054038129898007826 0 -0.01412260868186003 -0.00064069701120008889 -0.00053503104951435902 0 0.022306387729135527 0 5.9982311324372582e-05 0.0045130666576732193 -1.5154835478483294e-05 -0.0093702883908121214 0.0014556017235403641 -0.015176429308793657 -0.006694109967710817 0.0039130253257825221 0 0.018752674784260778 -0.0017785288898886317 0.00054170869829354789 -0.013578192598101491 0.011459358452007382 -0.0056148409065096628 -0.0059024119117748724 0.00035837295673741719 0.0023914129476632746 -0.015691402397275317 0.0061298600088803435 -0.0088957461285390834 0 0 0 0.01615057429174915
leaf_weight=4.5809174854025514 152.42376204649918 37.647079868445871 306.43027470284142 22.462455862667412 6.5224686316214502 74.48338164947927 944.97225079196505 5.2322820613626417 65.95030704070814 290.55190226098057 4.1110633281059554 22.448424699599855 13.030382508644831 0.70914372778497714 15499.245300466262 1056.0500503364019 15.665617853170263 247.298961485154 29.664306211576331 110.15490363223944 314.35048252041452 142.5707438653335 9.0926017519086582 97.775407374370843 670.28843889688142 870.37209370592609 160.51732883718796 534.14603459427599 345.64724776922958 97.589806949952617 396.18936437752018 697.61914072977379 86.823520022910088 98.122006405377761 44.129163281293586 6.4176577203907073 1.408777309115975 4.2932763136923304 25.318822255590934
leaf_count=882101 15195 7396 21646 2226 621 9800 42251 343 6086 28074 425 2663 941 74 1495442 86770 1598 34079 3308 6903 44924 14820 669 7918 87403 69945 13550 54546 31300 8095 42445 71439 4485 3801 3210 531 71 114 985
internal_value=0 0 -0.000478141 -0.00144391 -0.00199714 -0.00113135 -0.00299005 0.00807283 -0.0111928 0.00153738 0.0060469 0.0080168 0.0144054 0.0203045 4.68356e-05 -0.000575171 -0.00386006 -0.00672542 0.000737085 -0.0110554 0.00168203 -0.00267617 0.0134401 0.0159147 -0.00432739 0.00289315 0.000188918 0.00125517 0.00294023 0.00805624 -0.00313765 -6.38455e-05 1.58737e-05 -0.005684 0 0.000130545 -0.0133539 -0.0114352 0.0129573
internal_weight=0 23507.7 1909.33 1730.34 1688.91 1616.44 1019.46 41.4343 72.4728 596.982 178.983 174.872 18.9718 13.7395 21598.4 3600.93 1077.77 955.234 2523.16 139.819 2383.34 456.921 122.534 113.441 917.587 1926.42 17997.5 2236 1675 631.736 561 1043.27 15761.5 230.483 142.251 15531 88.2323 164.811 31.7365
internal_count=3108193 2226092 130345 112062 108478 101771 52051 3584 6707 49720 18283 17858 1358 1015 2095747 365733 139063 128878 226670 10211 216459 59744 10185 9516 121482 156715 1730014 221489 165380 62641 56109 102739 1508525 11567 7011 1496958 4556 13664 1516
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=2 2 8678917 2101592 2 2097216 266 4 1 844304 2 1 705 29 33 3 4195367 561 552 8393057 8391682
is_linear=0
shrinkage=0.1


Tree=199
num_leaves=40
num_cat=17
split_feature=0 4 3 1 1 2 3 4 4 2 2 4 1 2 4 6 6 4 2 4 2 2 4 1 6 2 3 2 3 5 4 4 3 2 2 3 2 1 1
split_gain=0.0670489 0.0581116 0.427438 1.72933 1.64638 1.37019 0.759449 0.719298 0.562671 0.29505 0.268664 0.253308 0.448616 0.324439 1.044 0.667542 0.212516 0.255 0.202606 0.18962 0.107507 0.0974616 0.154093 0.0550578 1.05706 0.921039 1.42969 1.11711 1.27428 0.80386 0.642036 0.828936 0.320756 0.247953 0.331066 0.216704 1.16886 3.55068 2.37693
threshold=0 9.5000000000000018 1 2 3 4.5000000000000009 4 10.500000000000002 13.500000000000002 7.5000000000000009 12.500000000000002 10.500000000000002 5 3.5000000000000004 14.500000000000002 6 7 10.500000000000002 7.5000000000000009 113.50000000000001 3.5000000000000004 1.5000000000000002 66.500000000000014 8 9 7.5000000000000009 10 6.5000000000000009 11 12 5.5000000000000009 1.0000000180025095e-35 13 4.5000000000000009 2.5000000000000004 14 5.5000000000000009 15 16
decision_type=1 2 1 9 9 2 1 2 2 2 2 2 9 2 2 1 1 2 2 2 2 2 2 9 1 2 1 2 1 1 2 2 1 2 2 1 2 9 9
left_child=-1 23 4 16 5 6 7 -3 9 -7 -10 12 18 14 -13 -15 -4 -18 -5 -19 -8 -6 -23 24 25 27 -27 28 -2 30 31 -26 -29 34 -31 36 38 -38 -25
right_child=1 2 3 11 21 8 20 -9 10 -11 -12 13 -14 15 -16 -17 17 19 -20 -21 -22 22 -24 35 29 26 -28 32 -30 33 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.0045111363061881892 0.0033686118667771584 0 0 0.01367157074671202 0 -0.0017012506894481386 -0.0021533558571146553 0.019350494681918289 -0.013582692067960528 0.0087822424422279843 0 0.0014461035377634655 0 0.0056014196524226643 -0.012174003657672613 -0.0062472918930968962 0 0.021862748860061648 0 0 0.0039155499733794317 -0.01295797360862808 0 -0.015511197141651632 0 0 0.018309203182629977 0 -0.0012476170916500737 0 0 -0.020528743280803508 -0.011723633666315018 0.0025851740210702827 -0.0061818567715334572 0.00016460232408924919 0.017677815342235625 -0.0014938743891130134 -0.00070222183591390455
leaf_weight=4.5590007130435879 829.78852059179917 7.8895648634061208 3.9953459831885993 19.42209404218011 6.8858226069714865 17.035999858751897 51.114588195458055 52.05589342280291 28.534161394461993 6.4896027541253707 0.95435583055950601 46.520298528485 20.196979387896135 86.668399423360825 67.813347634160891 29.2077039279975 6.6743828931357703 41.668814711039886 2.5082848807796827 0.39162988681346078 15.588963337009771 79.749241601850372 5.6015890643466255 75.637694452889264 43.087689574458636 79.60409082355909 29.857120343018323 24.903808256611228 1827.2199125543411 59.276965196069796 5.8568847270216784 51.176341133075766 65.198048022575676 52.014938872307539 108.54329720861278 15771.294350969762 95.925156788900495 244.34738570009358 3556.7889909506775
leaf_count=881902 67309 309 229 719 730 678 3045 2389 1010 242 45 2521 1222 3187 3625 1261 445 3218 74 36 735 4413 362 5645 4169 6904 3535 2088 177248 4382 669 6822 6653 4492 11617 1615310 4101 27255 247421
internal_value=0 -2.63019e-05 0.00089474 0.00342726 -0.00125107 0.00320695 0.00931187 0.0145565 -0.0054719 0 -0.0116776 0 0.00465198 -0.00193291 -0.005405 0 0.0152982 0.0172652 0.00988144 0.0211912 0 -0.0105467 -0.0120994 -6.45004e-05 -0.00044817 9.17639e-05 0.00808718 -0.000202386 0.000111799 -0.00557666 -0.0122419 -0.0144428 -0.00967889 -0.000458011 -0.00316676 0 -0.000658246 0.00453201 -0.0012613
internal_weight=0 23517.5 596.967 325.067 271.9 179.663 126.649 59.9455 53.0141 23.5256 29.4885 272.337 42.1274 230.21 114.334 115.876 52.7302 48.7348 21.9304 42.0604 66.7036 92.2367 85.3508 22920.5 3176.53 2856.57 109.461 2747.11 2657.01 319.956 100.121 94.264 90.1019 219.835 167.82 19744 3972.7 340.273 3632.43
internal_count=3108017 2226115 30495 16537 13958 8453 6478 2698 1975 920 1055 12609 2015 10594 6146 4448 3928 3699 793 3254 3780 5505 4775 2195620 295888 263737 10439 253298 244557 32151 11660 10991 8741 20491 15999 1899732 284422 31356 253066
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=2 165 13382147 2114662 32 2468 9 4 4218896 3 60 518 2 8 6 1248 65568
is_linear=0
shrinkage=0.1


Tree=200
num_leaves=40
num_cat=19
split_feature=0 4 3 1 1 2 4 1 4 2 2 2 6 4 4 1 4 1 2 4 6 2 4 5 1 3 2 3 1 2 4 1 3 1 3 2 6 2 4
split_gain=0.0682634 0.0510123 0.377399 1.54661 1.52581 1.44493 1.06084 0.758075 0.641753 0.624725 0.589028 0.410865 0.264541 0.270076 0.208452 0.203313 0.190775 0.436125 0.260913 0.915914 0.586222 0.19148 0.175701 0.0612448 7.43859 4.20341 2.74082 1.40735 2.2737 1.50238 1.37196 1.37073 1.67254 1.62293 3.04547 1.40793 1.92119 1.52084 0.949851
threshold=0 9.5000000000000018 1 2 3 4.5000000000000009 10.500000000000002 4 10.500000000000002 1.5000000000000002 10.500000000000002 5.5000000000000009 5 10.500000000000002 139.50000000000003 6 10.500000000000002 7 3.5000000000000004 14.500000000000002 8 7.5000000000000009 113.50000000000001 9 10 11 3.5000000000000004 12 13 2.5000000000000004 7.5000000000000009 14 15 16 17 8.5000000000000018 18 10.500000000000002 1.0000000180025095e-35
decision_type=1 2 1 9 9 2 2 9 2 2 2 2 1 2 2 9 2 9 2 2 1 2 2 1 9 1 2 1 9 2 2 9 1 9 1 2 1 2 2
left_child=-1 23 4 12 5 6 15 11 -6 -8 -9 -7 -4 -14 -10 -3 17 21 19 -18 -20 -5 -15 31 25 26 30 28 29 -26 -25 -2 35 34 -34 36 -33 -37 -35
right_child=1 2 3 16 8 7 9 10 14 -11 -12 -13 13 22 -16 -17 18 -19 20 -21 -22 -23 -24 24 27 -27 -28 -29 -30 -31 -32 32 33 38 -36 37 -38 -39 -40
leaf_value=-0.0044614750461535796 0.0025946265051802336 0 0 0.013065957552639149 0 0 0 -0.015711614059330001 -0.017631119973862758 0.013831556374864218 0 0.011096669564487134 0 0.021065402924824894 0 -0.0062720292874221331 0.0013136803272706529 0 0.0051965012229595545 -0.011309742598478821 -0.0059344114183639673 0 0 -0.030854943871510901 0.011188199039112686 0 -0.0039521126612999053 0.0011347587324810698 -0.0064166567400165192 -0.0003214004080788228 0 0.0031501989194028255 -0.0072284934466601315 0.0015038106978634909 -0.00086137821382890423 0.020025300728075828 -0.0031813607751431938 0 -0.0013006536208949972
leaf_weight=4.5410369219703171 1863.4206821324055 2.4831952808890492 4.1480500935576856 19.667769359890375 11.196661359630523 3.7754047720227373 12.419953674776478 45.643767284229398 48.750066405104008 117.97726002614945 4.0147453544195733 5.8464182263705879 6.7567261604126534 42.08549490198493 0.42000386817380686 18.878235195297751 46.61651291558519 20.398849209072068 87.113520036451519 66.914624579017982 28.991654304787517 2.5082848807796827 0.37766781449317832 137.86211428421666 95.037998030777089 219.72431982972194 112.742822623346 6493.5825946537061 673.65038657339755 824.06973258554353 1.9780277351383109 1666.5247298263712 922.68158794415558 3086.5650354753598 4271.9104132418297 58.314876169431955 591.30989105350454 33.513954501366243 1860.1989593367325
leaf_count=882398 155202 273 241 719 689 235 851 1522 3232 5777 142 370 449 3233 29 795 2523 1231 3188 3600 1259 74 34 24873 10725 32851 17009 568316 83544 66785 166 200715 109472 236685 488088 3985 76162 2780 123287
internal_value=0 0 0.000880786 0.00326155 -0.00109219 0.00223669 0.00803589 -0.00671027 -0.0119722 0.0117282 -0.0112548 0.00221659 0.0144385 0.0165524 -0.016819 -0.00234749 0 0.00397618 -0.00171128 -0.00484515 0 0.00941264 0.0204253 -3.21527e-05 -0.000252442 -0.0119603 -0.0199782 0.000450294 -0.00211593 0.000859603 -0.0293285 7.85883e-05 -0.000279963 -0.000858893 -0.00209623 0.00206576 0.00134077 0.0128788 0.00038667
internal_weight=0 23510.1 596.985 325.579 271.406 211.039 151.759 59.2803 60.3667 130.397 49.6585 9.62182 53.3679 49.2199 49.1701 21.3614 272.211 42.5749 229.636 113.531 116.105 22.1761 42.4632 22913.1 8558.65 472.307 252.583 8086.34 1592.76 919.108 139.84 14354.4 12491 10141.4 5194.59 2349.66 2257.83 91.8288 4946.76
internal_count=3113509 2231111 30466 16551 13915 9965 7696 2269 3950 6628 1664 605 3957 3716 3261 1068 12594 2024 10570 6123 4447 793 3267 2200645 804269 74899 42048 729370 161054 77510 25039 1396376 1241174 957532 597560 283642 276877 6765 359972
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 165 13382147 2120806 2118656 4 17414 2468 9 1 1560 29 896 12845221 525843 896 2410848 7 5
is_linear=0
shrinkage=0.1


Tree=201
num_leaves=40
num_cat=29
split_feature=0 1 5 3 1 4 7 3 4 4 3 2 1 3 4 3 1 1 2 6 6 3 4 2 6 1 1 1 7 6 6 3 2 1 5 1 5 4 1
split_gain=0.065631 0.0556529 0.592081 3.31429 1.39215 2.545 1.37282 2.34291 1.28757 1.29955 1.27608 1.08183 0.948836 2.40491 0.937953 0.837408 0.770996 0.739852 0.716153 0.597128 0.534196 0.730246 0.486898 0.48011 0.556075 0.418908 0.384618 0.245684 0.233267 0.217162 0.216403 0.153614 1.33197 3.07764 3.32294 2.22542 3.70526 1.62614 0.752959
threshold=0 1 2 3 4 3.5000000000000004 5 6 3.5000000000000004 7.5000000000000009 7 2.5000000000000004 8 9 11.500000000000002 10 11 12 10.500000000000002 13 14 15 1.5000000000000002 3.5000000000000004 16 17 18 19 20 21 22 23 5.5000000000000009 24 25 26 27 6.5000000000000009 28
decision_type=1 9 1 1 9 2 1 1 2 2 1 2 9 1 2 1 9 9 2 1 1 1 2 2 1 9 9 9 1 1 1 1 2 9 1 9 1 2 9
left_child=-1 2 3 4 5 18 10 14 15 30 11 16 13 -12 19 29 -4 -13 -2 -8 21 -6 -14 27 -25 -22 -17 -9 -11 -5 -10 32 35 -34 -35 38 -37 -36 -3
right_child=1 31 6 8 20 -7 7 23 9 28 12 17 22 -15 -16 26 -18 -19 -20 -21 25 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 33 34 37 36 -38 -39 -40
leaf_value=-0.0044020892495365248 -0.026085095207754934 0 0.0083184274783806352 0 0.010500336700294502 0.00041614371972033422 0 0 0.018578246046103589 0.00127932631553651 -0.021764595800218483 0 0.0020050034940040573 0.00082142067516407331 0 0.0048281590284601624 -0.0035806010601154349 -0.0099072537479321012 0 0.022154546154209833 0 -0.003317870652084165 -0.0014719391541209083 0.010534934884497393 -0.00048181021433883043 -0.0069269260249875085 0 -0.0095632683253335307 -0.0077174336969664309 -0.0061800357399428955 0 0.00021607575348394265 -0.0072378066209523549 0 0.023729010292131793 0 -0.0096992255818712375 0 0.0049683847570539379
leaf_weight=4.5195798273693981 91.232955884566763 1711.3941512849415 54.792129701003432 20.136418137000874 25.67292286362499 26.54633991967421 15.530032312497497 58.709562213392928 47.840903837699443 33.259154699044302 26.140340546728112 38.828166974475607 1842.4596960581839 88.866016521118581 2.0936178746633223 230.58651153021492 59.31537855474744 268.43179061030969 5.2074240481015286 73.774900174001232 80.224319759989157 16.651681324932724 388.22013742756099 21.030520087806508 27.436398927588016 254.98265612521209 237.32010294415522 25.989718722645193 7.4275082643143824 179.72697542759124 19.175188544206321 15137.113760673747 101.34741331578698 175.2515023156302 117.88947013579309 1019.5480719567277 632.80416524031898 6.6534295459277919 342.21501405228628
leaf_count=882159 15288 85235 7627 2147 2478 3816 1364 2140 2672 1511 3191 4294 154818 9172 141 31329 11708 35886 880 5378 6043 1659 22907 1282 1396 28829 20030 2779 247 22113 1169 1516447 14087 15415 9398 80063 72885 233 33364
internal_value=0 -4.36913e-06 -0.000340165 -0.00215364 -0.00826749 -0.0169503 0.000346613 0.0074125 0.00166296 0.0104921 -0.000192927 -0.00508197 0.000630858 -0.00666853 0.0168735 0 0.000922316 -0.00823569 -0.0244084 0.0204456 -0.00336754 0.00244914 0.00125015 -0.00017433 0.00395658 -0.00508434 0.00217966 -0.00558547 0 -0.00498516 0.0170353 5.50939e-05 -0.000462242 0.00467299 0.0098229 -0.00113269 -0.00385508 0.0208231 0.000951693
internal_weight=0 23511.8 4267.61 1275.99 500.518 122.987 2991.62 224.565 775.473 107.703 2767.05 421.367 2345.69 115.006 91.3986 667.77 114.108 307.26 96.4404 89.3049 377.532 42.3246 2230.68 133.166 48.4669 335.207 467.907 84.6993 40.6867 199.863 67.0161 19244.2 4107.1 401.142 299.794 3705.96 1652.35 124.543 2053.61
internal_count=3113580 2231421 404294 140211 58993 19984 264083 14480 81218 5599 249603 59515 190088 12363 6883 75619 19335 40180 16168 6742 39009 4137 177725 7597 2678 34872 51359 4919 1758 24260 3841 1827127 310680 39133 25046 271547 152948 9631 118599
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2 2372624 2 177 1040 1 180 448 2359296 6 264 274432 2097152 4 4 144 6 266240 2359296 1040 1 4 9 518 8405515 2 8407566 2 16392
is_linear=0
shrinkage=0.1


Tree=202
num_leaves=40
num_cat=21
split_feature=3 1 4 6 4 2 2 6 5 4 1 6 1 1 2 2 4 1 4 1 2 4 6 2 2 4 6 1 3 3 2 6 3 3 4 4 1 2 5
split_gain=0.0647668 0.499174 1.42482 1.11601 1.47116 0.90425 1.01291 0.933129 0.629367 1.5734 3.99934 1.60631 3.02085 1.9904 5.53921 1.68659 1.20281 4.9194 1.70523 1.39451 1.48818 1.41685 2.06181 1.27808 1.14442 1.12697 1.04672 0.982477 0.943009 0.878393 0.554648 0.535066 1.07742 0.664368 0.529374 0.700189 0.399301 2.71012 2.81883
threshold=0 1 1.5000000000000002 2 24.500000000000004 2.5000000000000004 3.5000000000000004 3 4 4.5000000000000009 5 6 7 8 3.5000000000000004 4.5000000000000009 4.5000000000000009 9 12.500000000000002 10 1.5000000000000002 1.0000000180025095e-35 11 7.5000000000000009 3.5000000000000004 54.500000000000007 12 13 14 15 10.500000000000002 16 17 18 2.5000000000000004 4.5000000000000009 19 8.5000000000000018 20
decision_type=1 9 2 1 2 2 2 1 1 2 9 1 9 9 2 2 2 9 2 9 2 2 1 2 2 2 1 9 1 1 2 1 1 1 2 2 9 2 1
left_child=36 2 5 34 -5 -2 7 -7 16 11 -11 13 29 14 -10 -14 19 -18 27 21 -21 30 -23 -20 -15 28 -22 -19 -12 -13 -3 32 -8 -33 -4 -36 37 -1 -39
right_child=1 8 3 4 -6 6 31 -9 9 10 25 12 15 24 -16 -17 17 18 23 20 26 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 33 -34 -35 35 -37 -38 38 -40
leaf_value=0.00058710437707192194 0.0069417236308655641 -0.0017656839910981303 -0.0031110081369035937 -0.013981852232277069 0.0055396294087665327 0.0025090486376689747 0.0080838231822576122 -0.010595480867847874 -0.013530970735966314 -0.003802112166989067 0.015862056346940455 0 0.0044264188334853473 0.0075051714462843234 0.0046206167564120304 -0.00017905581365770622 -0.022500776586533846 0.005930196892863511 0.019202579872050179 0.013498751907661068 0.0018068706974398666 0.010973053842141586 -0.0021637644899411826 -0.00087231966688923121 -0.0012936996365141616 -0.0018374437459245882 -0.0027052686995455103 -0.0062758419495235699 0 -0.0075579884063100558 0.0086948352743353163 0.0020669438998731772 -0.0028708647112805573 -0.0084206171904093949 0.016032308995760931 0 -0.00084337367501710863 0 -0.022274307735619208
leaf_weight=7513.9215449231424 134.86631001987098 415.65149257303347 20.344686031795845 195.11633139571722 5.793504280009528 19.402029844153276 176.72975583632433 137.13019193308537 394.46584712563299 193.93052704059664 278.16795454892645 286.15596718535107 2140.0071416075684 180.07853636683785 226.95458512056211 1060.9713175672473 82.85780887042938 37.163426246496329 46.895637206549509 34.038106758946924 574.1366582618507 331.94745754041605 115.05664189161598 7.0310322160908063 360.57926677911519 6.5915182489106874 2012.8307869978103 181.20964089580502 43.112250285756545 350.48713613966947 24.990070173603272 40.058156279584637 77.810880946979978 70.683797532487915 16.335615263317781 14.747358312013146 5546.1815725658471 86.072771239663325 77.172956992103991
leaf_count=790956 44099 106433 3456 30302 1140 3437 23161 27506 61760 17276 36796 32345 300862 28861 20744 92245 16400 9538 5643 145050 70143 66731 22956 265 43802 877 228400 16321 7235 59816 3215 6237 12064 10179 2666 2620 744120 7352 5593
internal_value=0 0.000141238 -0.00199616 -0.00799876 -0.0109969 9.31366e-05 -0.00141443 -0.0076541 0.000387679 0.00108925 0.00620535 0.000461831 0.00149773 -0.00264938 -0.00643486 0.00281088 -0.000537521 -0.00584381 0.000683988 0 -0.00111964 0.00338183 0.00722403 0.0136344 0.00132846 0.0125412 -0.00158343 -0.00253925 0.014179 -0.00443717 -1.85919e-05 0.000878449 0.00378143 -0.00309503 0.000994358 0.00896378 -0.000186943 0.000250317 -0.0113706
internal_weight=0 10294.3 909.019 252.337 200.91 656.681 521.815 156.532 9385.31 5521.5 521.802 4999.7 3837.62 1162.08 621.42 3200.98 3863.81 355.158 272.3 3508.65 2621.01 887.646 447.004 53.9267 540.658 327.872 2586.97 218.373 321.28 636.643 440.642 365.283 254.541 110.742 51.4277 31.083 13223.3 7677.17 163.246
internal_count=3108602 1560581 166867 40184 31442 126683 82584 30943 1393714 702619 62184 640435 485268 155167 82504 393107 691095 48167 31767 642928 443593 199335 89687 5908 72663 44908 298543 25859 44031 92161 109648 51641 35225 16416 8742 5286 1548021 803901 12945
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=47 91649 2 12 2 10752056 2 4720660 8392824 2099458 14682372 5 10 8392860 208 784 9 272 704 8498763 2
is_linear=0
shrinkage=0.1


Tree=203
num_leaves=40
num_cat=23
split_feature=0 3 1 2 3 1 2 4 3 4 3 6 2 3 4 1 2 6 1 6 1 1 2 6 4 6 4 2 1 1 3 4 1 2 1 6 4 2 4
split_gain=0.0612823 0.0537867 0.707346 1.04344 0.712527 0.627923 2.12835 1.18332 1.44884 1.14738 1.54267 0.602453 0.534357 0.425455 0.412349 0.397391 1.43112 1.64151 1.59603 1.53887 2.82632 0.966981 0.739033 2.49582 2.8797 2.05194 1.5095 1.20953 0.736146 0.602108 0.344352 0.750782 0.29833 1.48494 1.24285 1.1775 1.2255 0.886991 0.826439
threshold=0 1 2 3.5000000000000004 3 4 2.5000000000000004 1.5000000000000002 5 1.0000000180025095e-35 6 7 17.500000000000004 8 1.0000000180025095e-35 9 2.5000000000000004 10 11 12 13 14 2.5000000000000004 15 1.5000000000000002 16 2.5000000000000004 4.5000000000000009 17 18 19 2.5000000000000004 20 2.5000000000000004 21 22 1.0000000180025095e-35 4.5000000000000009 4.5000000000000009
decision_type=1 1 9 2 1 9 2 2 1 2 1 1 2 1 2 9 2 1 9 1 9 9 2 1 2 1 2 2 9 9 1 2 9 2 9 1 2 2 2
left_child=-1 2 3 4 -2 6 9 8 -8 10 -3 14 -10 -11 -6 16 17 18 -4 20 -18 -19 23 26 -25 29 -17 -27 -21 -24 31 -9 -7 35 38 36 -34 -36 -35
right_child=1 5 15 -5 11 32 7 30 12 13 -12 -13 -14 -15 -16 22 19 21 -20 28 -22 -23 25 24 -26 27 -28 -29 -30 -31 -32 -33 33 34 37 -37 -38 -39 -40
leaf_value=-0.0043689497522672203 0.0091104518298147554 0 0.0053937051480318606 0.011586723641771282 0 -9.4016625170439833e-05 0 0.013469662800431366 -0.019948772265174265 -0.007956948503799759 0.021023466091770762 -0.0054501014876049449 0 0.0016437995475711981 0.01100988713209651 0.010928157005753751 -0.0058171416249384418 0 -0.010247187995378325 -0.0016903452915559552 0.013285997392382308 0.0070627065955655918 0.00053348155441013557 -0.0047300794933147587 0.0050212483095622498 -0.00020444951956181997 -0.0063488742405973658 -0.011326853303858346 -0.0060242821880825068 0.0034226546801651419 -0.0045729932650826781 0 0 0.010054198715632089 0.0026464662385156444 -0.00076846714278980483 -0.020402906050690138 -0.00039585760204794134 -0.00063969456872075463
leaf_weight=4.5076175837998562 31.105474006675649 39.750889708870091 44.009046752122231 92.539741602638969 35.499904353520833 8796.1784539264627 73.56716292060446 21.882859287434258 115.2374346384604 28.106144546531141 30.117990464495506 172.77394826390082 2.8759747315198174 23.749962656525895 13.098309118067844 205.16780490137171 90.924124965211377 265.04103004129138 147.05741088639479 1391.6362715255236 123.74837268574629 434.65289044659585 2201.6697192114079 1537.2903860617826 321.72267415351234 323.10110069997609 19.669019392691553 163.00644287373871 805.21515809022821 1356.3685846892477 42.457187933032401 40.432119702687487 30.617934816458728 254.36400232039159 1782.4450708059594 670.7203638210467 47.261077087838203 1718.9671100074193 26.124990273499861
leaf_count=881686 2631 3179 5426 8261 4530 837341 13843 2152 18617 3130 4743 18784 397 2676 1310 18315 12745 30686 11243 142924 10052 31431 173723 138814 26795 29985 1579 11054 70612 112704 4946 5776 2983 23392 178239 78723 5615 177700 3834
internal_value=0 -4.13053e-05 -0.00022804 0.00390149 0 7.00432e-05 -0.00353461 -0.00835989 -0.0125019 0.00533618 0.0124839 -0.00216357 -0.0176286 -0.00167519 0.00331996 -0.000426642 -0.00130585 0.00188244 -0.00503618 -0.00262042 0.00437407 0.00432202 3.91002e-06 -0.00146307 -0.00281584 0.000838662 0.00738043 -0.00486278 -0.00349231 0.00174406 0 0.0040991 0.000215836 0.000878626 0.0017386 -0.00296895 -0.0124319 0.00107421 0.00787281
internal_weight=0 23520.2 9775.3 345.017 252.478 13744.9 418.178 296.453 191.681 121.725 69.8689 221.372 118.113 51.8561 48.5982 9430.28 3302.28 890.76 191.066 2411.52 214.672 699.694 6128 2083.85 1859.01 4044.15 224.837 486.108 2196.85 3558.04 104.772 62.315 13326.7 4530.5 3781.9 748.599 77.879 3501.41 280.489
internal_count=3112576 2230890 863604 35516 27255 1367286 59459 45731 32857 13728 7922 24624 19014 5806 5840 828088 315119 78786 16669 236333 22797 62117 512969 185503 165609 327466 19894 41039 213536 286427 12874 7928 1307827 470486 383165 87321 8598 355939 27226
cat_boundaries=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=2 51 69636 16 69637 640 12 10 324 11291922 2 2361344 4 17664 8915200 4 3 1298 200 328 2122346 12582928 4
is_linear=0
shrinkage=0.1


Tree=204
num_leaves=40
num_cat=17
split_feature=0 1 5 2 3 3 3 4 2 2 4 4 4 4 2 4 3 4 6 4 2 2 2 2 3 1 1 3 1 6 6 4 1 4 3 2 2 4 4
split_gain=0.0632903 0.044468 2.03894 2.66783 5.50606 2.54709 1.31704 1.26813 1.25806 0.846288 0.971346 2.01326 0.720344 0.703032 0.635001 0.577565 0.470177 0.451008 0.410823 0.34044 0.304702 0.296774 0.133238 0.124286 1.99813 1.32156 1.12254 0.612568 0.480371 0.420636 0.263195 0.322689 0.113059 1.6706 0.832577 2.20888 1.24481 0.508637 0.956335
threshold=0 1 2 2.5000000000000004 3 4 5 2.5000000000000004 4.5000000000000009 4.5000000000000009 1.0000000180025095e-35 2.5000000000000004 5.5000000000000009 4.5000000000000009 1.5000000000000002 1.0000000180025095e-35 6 1.5000000000000002 7 18.500000000000004 5.5000000000000009 3.5000000000000004 30.500000000000004 1.5000000000000002 8 9 10 11 12 13 14 95.500000000000014 15 33.500000000000007 16 5.5000000000000009 4.5000000000000009 32.500000000000007 123.50000000000001
decision_type=1 9 1 2 1 1 1 2 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 1 9 9 1 9 1 1 2 9 2 1 2 2 2 2
left_child=-1 2 3 4 12 8 9 -6 19 10 21 -12 -2 22 16 18 -8 -17 -16 -5 -10 -4 -7 24 26 30 -3 28 -27 -29 31 -26 37 34 36 -36 -34 -25 -39
right_child=1 23 6 5 7 13 14 -9 20 -11 11 -13 -14 -15 15 17 -18 -19 -20 -21 -22 -23 -24 32 25 27 -28 29 -30 -31 -32 -33 33 -35 35 -37 -38 38 -40
leaf_value=-0.004320517389154995 0.015682871426341016 0.0011910738574598088 -0.0038137996967808488 0.014243513830272135 -0.03118550552445315 -0.011967855195611185 0 0 -0.0064161968227231751 0.00039302995638027097 -0.019968132619189737 0.0010285635415580015 0 0 0.0018409924724872434 0.006659595696763599 -0.012088214968122617 0.00072733576943159435 -0.0017767599355443223 0 0.0019754330594014069 0.0048812864316567402 0 -1.8117546616431968e-05 0.015913495838042035 0 -0.011411420616422988 0.00035653062449746863 0.011268235566937493 -0.0077688583329973276 0 0 -0.0058031866681906141 0.020082702172985724 0.0033233868248994159 -0.0083992272390001708 0.0047039385953334635 -0.012117596221495157 0.0026211834520568408
leaf_weight=4.4901500595728976 27.506519100628797 65.384458311833441 69.606060176622123 90.008723771898076 87.960400089039467 156.87539912690409 3.3661732817417942 16.848263195483014 32.494662086013705 102.40047000255436 85.624964464223012 30.002058070618659 3.4667826096992931 23.936261323979124 908.98846722533926 411.64155401708558 15.691597286121125 376.32636157074012 368.53115213499404 1.1106536726001639 91.534918078104965 33.749757098034024 0.45923134777694841 18230.222643271671 120.97751599084586 7.6075393122155219 95.861752528871875 12.722931935335508 26.338979234566068 83.158269712352194 32.225239528110251 0.94809732050634821 406.22126881586155 13.921912105521185 1149.4679967343982 147.05343311879551 96.255068200989626 68.300291506573558 16.09603442135267
leaf_count=882118 2233 8118 7110 8876 11426 20153 396 1461 4115 12336 15723 3346 327 2575 66326 32564 1668 20635 32016 61 13155 4144 69 1662812 15158 922 13088 1487 3159 9503 4064 66 66103 1698 147594 15048 13060 2796 652
internal_value=0 -2.62541e-06 -0.000374342 -0.00586696 -0.0166385 -0.000562967 0.000773248 -0.0256123 0.00561149 -0.00460386 -0.00809612 -0.0133704 0.00916575 -0.00891137 0.0018109 0.00217511 -0.00836917 0.00432375 0.000551593 0.0131495 0 0 -0.0116519 3.65325e-05 0.001635 0.00679628 -0.00558945 0 0.00650607 -0.00469529 0.0121491 0.0142421 0 0.000743265 0.000106692 0.00159572 -0.00301871 -7.63387e-05 -0.00673393
internal_weight=0 23510.9 2938.13 532.202 135.782 396.42 2405.93 104.809 215.149 321.383 218.983 115.627 30.9733 181.271 2084.55 2065.49 19.0578 787.968 1277.52 91.1194 124.03 103.356 157.335 20572.8 445.225 283.979 161.246 129.828 33.9465 95.8812 154.151 121.926 20127.5 1812.92 1799 1296.52 502.476 18314.6 84.3963
internal_count=3108161 2226043 260715 64451 15447 49004 196264 12887 26207 42659 30323 19069 2560 22797 153605 151541 2064 53199 98342 8937 17270 11254 20222 1965328 55565 34359 21206 15071 4081 10990 19288 15224 1909763 243503 241805 162642 79163 1666260 3448
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=2 8211 2 706 692 928 64 9 324 10764584 281284 19 65732 12 5 2378216 321
is_linear=0
shrinkage=0.1


Tree=205
num_leaves=40
num_cat=19
split_feature=4 1 2 4 3 4 1 4 1 4 6 4 4 6 2 2 4 3 2 6 1 5 3 4 3 4 3 3 2 2 4 4 6 3 1 1 2 3 2
split_gain=0.0664947 2.04221 1.61304 0.549245 0.495386 0.809963 1.12984 0.791886 0.449299 0.422269 0.381396 0.389418 0.341604 0.294962 0.265102 0.185275 0.183639 0.41724 0.310845 0.133635 0.131577 2.19154 3.62392 0.696233 0.842896 0.520595 1.9802 1.36885 0.489 0.45971 0.500471 0.376666 0.783477 0.836877 2.19688 0.999741 0.481765 0.351901 0.496347
threshold=14.500000000000002 0 1.5000000000000002 92.500000000000014 1 37.500000000000007 2 19.500000000000004 3 90.500000000000014 4 48.500000000000007 123.50000000000001 5 1.5000000000000002 6.5000000000000009 13.500000000000002 6 10.500000000000002 7 8 9 10 3.5000000000000004 11 1.0000000180025095e-35 12 13 12.500000000000002 7.5000000000000009 12.500000000000002 9.5000000000000018 14 15 16 17 2.5000000000000004 18 5.5000000000000009
decision_type=2 9 2 2 1 2 9 2 9 2 1 2 2 1 2 2 2 1 2 1 9 1 1 2 1 2 1 1 2 2 2 2 1 1 9 9 2 1 2
left_child=16 2 -2 -4 5 6 13 14 12 15 -10 -12 -9 -3 -6 -7 20 -18 -19 -8 21 22 29 25 -25 27 -27 -23 -26 30 -1 -22 33 35 -35 -33 -34 -24 -39
right_child=1 4 3 -5 7 9 19 8 10 -11 11 -13 -14 -15 -16 -17 17 18 -20 -21 31 23 37 24 28 26 -28 -29 -30 -31 -32 32 36 34 -36 -37 -38 38 -40
leaf_value=-0.030054248981650458 -0.002190982703820643 0 0.022809288696256154 0 0 -0.013344561080840953 0 -0.0085666958003119392 0 0 0.014157401563797085 0 0 0.016324201496674736 -0.015502866751380132 0 0 -0.013857398396529948 0 -0.0061666747296618037 -2.2703157849279443e-05 0.010020004361993448 0.0039258371438887218 0.00115442554888665 -0.019503407663428868 -0.0066301363757900536 0.0095457396775617698 -0.0013318036147359244 0 0 0 0.0076166147046971763 2.6498029128103364e-05 0.02029222189627506 -0.00035852736594003384 -0.0076484073251737814 -0.010215208454472099 -0.0071070817192399527 0
leaf_weight=52.396980426329264 6.7858481348102933 4.0826766549166678 52.60732109487526 2.8830540405620004 2.2229840442259947 14.294784824101958 1.405208283950742 50.955875811143414 7.3809133386926078 14.260789094923437 25.951745098434913 8.7833075176449693 9.5105084405363396 43.966601999238264 42.400208951065906 2.2880071227891667 6.9395368689988572 23.626893864751317 0.79534169938415189 11.765779393196222 21542.057880311484 83.792255999941517 52.071488268063149 12.202345615667127 22.983451305117345 52.611644562161928 228.78843622045451 670.21962257095856 0.70870018843561311 8.247518435264281 0.17545942534070391 37.110240540321229 9.6337717642813896 63.201428673253304 57.48017203897416 54.430847246243047 28.609206998286936 111.86563832695083 96.086966091690101
leaf_count=43571 11694 257 6756 395 1708 1031 158 3656 1000 677 2451 1119 484 2129 2183 67 1041 3300 40 1358 2832229 3317 28055 1281 3585 5231 14402 27853 66 1223 46 6098 2605 4853 10340 5663 1256 67760 13115
internal_value=0 0.00133735 0.0137818 0.0209397 -0.00238535 0.001015 0.00839861 -0.00587696 0 -0.00545791 0.00519852 0.00921109 -0.00475739 0.0139845 -0.0140589 -0.0113823 -6.41918e-05 -0.005566 -0.00970953 -0.00310702 -3.66434e-05 -0.00096887 -0.00794889 0.000999951 -0.00827125 0.00182679 0.00530429 0 -0.0142136 -0.0240664 -0.0289953 1.08509e-05 0.00366054 0.00643999 0.0109486 0 -0.00380424 -0.000208125 -0.00291951
internal_weight=0 301.546 62.2762 55.4904 239.269 92.0638 61.2203 147.206 102.582 30.8436 42.116 34.7351 60.4664 48.0493 44.6232 16.5828 23216 31.3618 24.4222 13.171 23184.7 1392.15 320.844 1071.31 35.8945 1035.41 281.4 754.012 23.6922 60.82 52.5724 21792.5 250.466 212.223 120.682 91.5411 38.243 260.024 207.953
internal_count=3114053 37123 18845 7151 18278 5677 3902 12601 8710 1775 4570 3570 4140 2386 3891 1098 3076930 4381 3340 1516 3072549 209505 153770 55735 4932 50803 19633 31170 3651 44840 43617 2863044 30815 26954 15193 11761 3861 108930 80875
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=13386903 42 2105696 2105640 2 4 786 4 5013521 2 5 17 148 20 3 168 2112296 17574 640
is_linear=0
shrinkage=0.1


Tree=206
num_leaves=40
num_cat=20
split_feature=1 5 3 2 4 3 4 2 2 4 3 3 4 4 2 2 3 3 2 2 3 1 6 6 1 4 1 2 1 2 5 1 2 1 2 1 2 4 6
split_gain=0.0674734 3.09833 3.99071 2.24262 1.42342 0.870727 0.390376 0.243643 0.145632 0.141792 1.55415 1.15172 0.111954 0.226316 0.111137 0.0583931 0.0570857 0.0414399 0.0567486 0.0578518 0.0352629 0.795346 1.32334 1.2803 2.75671 2.17731 1.39014 1.06881 1.05041 1.78191 1.47263 1.21796 0.985016 0.822695 0.713791 0.703843 0.63099 0.523641 0.414028
threshold=0 1 2 5.5000000000000009 12.500000000000002 3 3.5000000000000004 6.5000000000000009 1.5000000000000002 1.0000000180025095e-35 4 5 1.5000000000000002 30.500000000000004 2.5000000000000004 11.500000000000002 6 7 8.5000000000000018 4.5000000000000009 8 9 10 11 12 2.5000000000000004 13 4.5000000000000009 14 2.5000000000000004 15 16 4.5000000000000009 17 5.5000000000000009 18 4.5000000000000009 6.5000000000000009 19
decision_type=9 1 1 2 2 1 2 2 2 2 1 1 2 2 2 2 1 1 2 2 1 9 1 1 9 2 9 2 9 2 1 9 2 9 2 9 2 2 1
left_child=1 2 6 4 -4 7 17 8 -3 11 12 -7 -11 -14 -8 -16 -12 -1 19 -19 21 22 36 28 27 26 -26 37 29 31 34 -23 -27 -31 -30 -32 -2 -25 -22
right_child=20 5 3 -5 -6 9 14 -9 -10 10 16 -13 13 -15 15 -17 -18 18 -20 -21 38 23 -24 24 25 32 -28 -29 30 33 35 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 0 -0.03578083264901271 0 0 0.011078189561037288 0 0 -0.010903476776999974 0.010635145694577439 0 -0.0002233442776388664 0 0.0082716557888582141 0.010781517441631382 0 -0.0087059315432508177 0 0 -0.0055347489775875022 0.00082333849147934015 0.0032371278075119096 -0.011560946242855804 -0.013103283980540247 0.00077206728915624808 0 0.012869059180485613 0 -0.0047725442710337693 0.0094966664705497528 0.0035117529676003817 -0.0053128879138205423 -0.015379538300972452 0.0024886729722520913 0.000157570552264744 -0.001169773253768459 0.013369040606272371 0 -0.00033798722775322181
leaf_weight=21.237024123648553 25.707705885558426 0.32070462402816602 58.260775225744965 19.971140233671122 2.2833435675511273 57.85145437992287 2.4558904840691893 4.826366810837043 51.601739461497345 142.38108369745305 17.661936889576737 660.12293735570029 80.013580241528871 3.2335213536352958 19.536207651301996 0.26293167050061939 23.411144951089682 19.782429872905141 4.1370845675542105 22.859230214009585 3919.460925256556 278.30848394683971 106.19589095515221 259.52703596645051 609.23029401031499 77.198286547174575 94.251945137785242 106.07144575809298 638.93254393833422 411.13396033559638 1027.1414721860201 282.00571559491846 69.065765565926995 619.31211873005623 323.67384912892112 323.20637439604843 11.36145742658209 12.611403192642682 13108.570889742172
leaf_count=14991 7311 2450 48664 3050 611 1085 4801 509 9641 5687 1822 21335 5776 684 5431 49 1144 27843 844 4741 489565 71059 28795 57629 93578 12438 21109 12054 151160 59689 118141 63939 5325 64683 36981 54117 1498 3974 1600024
internal_value=0 -0.000740384 -0.0122736 -0.0241011 -0.0330269 0.00115477 0.00107611 -0.00733702 -0.0100321 0.00219298 0.00444705 0.000839131 0.00816214 0.000307253 0.00881761 0.0101932 -0.00676732 -0.000209955 -0.00219662 -0.00378511 4.19734e-06 0.000240427 -0.00611514 0.000521794 -0.00215469 0.000766163 0.00344786 -0.00888008 0.0014531 0.00340007 0 -0.00064436 -0.00877805 0.00587025 -0.00285791 0.00218979 0.00349648 -0.0121325 -5.1797e-05
internal_weight=0 1212.21 170.786 80.5153 60.5441 1041.42 90.2708 56.7488 51.9224 984.676 266.701 717.974 225.628 83.2471 22.255 19.7991 41.0731 68.0158 46.7787 42.6417 22303 5274.94 143.265 5131.67 1227.96 849.746 703.482 378.21 3903.71 1590.76 2312.95 560.314 146.264 1030.45 962.606 1350.35 37.0692 272.138 17028
internal_count=3114227 161158 111025 52325 49275 50133 58700 12600 12091 37533 15113 22420 12147 6460 10281 5480 2966 48419 33428 32584 2953069 863480 37604 825876 206107 132450 114687 73657 619769 259370 360399 134998 17763 124372 188141 172258 8809 61603 2089589
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=524304 2 992 416 75 4 16 576 897 74240 2 5 8391746 33192 8422602 2 8388800 8389642 2101536 10
is_linear=0
shrinkage=0.1


Tree=207
num_leaves=40
num_cat=15
split_feature=1 3 5 2 2 4 3 4 2 3 4 4 4 3 2 2 2 2 2 4 4 5 3 6 3 3 2 2 6 3 2 3 2 2 2 2 2 3 2
split_gain=0.0659203 0.397145 2.01614 2.27153 1.18526 1.58359 1.55138 0.970988 0.798828 1.62909 0.709659 0.647624 0.571869 0.618406 0.489514 0.475882 0.396811 0.369058 0.317853 0.298922 0.271928 0.795178 0.761962 0.714737 1.0588 0.69859 0.659881 0.465747 0.321296 0.734039 0.424316 0.393991 0.359716 0.181204 0.160191 0.137718 0.128589 0.120923 1.20364
threshold=0 1 2 8.5000000000000018 3.5000000000000004 7.5000000000000009 3 14.500000000000002 4.5000000000000009 4 10.500000000000002 1.0000000180025095e-35 6.5000000000000009 5 10.500000000000002 11.500000000000002 22.500000000000004 4.5000000000000009 3.5000000000000004 53.500000000000007 1.5000000000000002 6 7 8 9 10 4.5000000000000009 5.5000000000000009 11 12 8.5000000000000018 13 2.5000000000000004 2.5000000000000004 9.5000000000000018 1.5000000000000002 6.5000000000000009 14 5.5000000000000009
decision_type=9 1 1 2 2 2 1 2 2 1 2 2 2 1 2 2 2 2 2 2 2 1 1 1 1 1 2 2 1 1 2 1 2 2 2 2 2 1 2
left_child=1 7 4 10 5 6 -3 20 12 14 11 18 13 -6 -10 -5 -11 -13 -4 34 28 23 27 24 -22 -25 -24 -23 29 30 -1 32 -30 -33 35 -9 -31 38 -2
right_child=37 2 3 15 8 -7 -8 19 9 16 -12 17 -14 -15 -16 -17 -18 -19 -20 -21 21 22 26 25 -26 -27 -28 -29 31 36 -32 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0079161231751756333 -0.00071402413381083335 -0.0012905357079594539 0 0.023652907359751195 0.012982321737111722 0.0049854910395092525 -0.02282180036088903 0 0.0081616139348153587 -0.014348365154732687 -0.01296682638801926 0.0047948257680162018 -0.0014686081500606555 0 -0.0020458558471190269 0 0 0 -0.0041643318438192812 0 0.011211975571975804 0.0041309406985472379 -0.012985317757792767 0.0042145221287416147 -0.00012578876867195161 -0.0080254306668787675 0 -0.0069035984215320622 -0.0010273753658905556 -0.0017081707576319734 0 0 0.0032093836827215409 -0.0031072441091040317 0 0.016866758006389666 0.0033421397295137992 0.00028335234692360335 0.0025093738057821793
leaf_weight=226.59357412720919 7775.4607745684898 108.82720481046999 484.64716221654908 18.975980582796641 48.120924469079 7.8797113306627571 87.360580470685363 0.3818016351506327 60.867313348164771 94.911370592620642 13.198594875627348 316.87158729710609 4.3596373162895352 12.524233788737545 8.6910715965277614 4.4875740325878715 1.6376816392362332 125.86423901042645 279.6958871099996 0.96747620664018441 91.74471472823825 96.992981078052253 115.54229533101125 9.6777093496098132 103.09349853393041 85.511006073616045 59.460620580605337 22.25325051532127 191.72366398798431 241.1220761368063 7.5583602217034231 144.84202858441722 431.80861782421744 427.99893414273492 0.45918312353933188 26.129730513053346 14.366729960881456 10449.7874502999 1312.6468676374298
leaf_count=41746 901667 54129 31207 1096 8670 2846 44761 886 8982 13681 1414 33842 623 3358 1029 333 126 8525 30542 157 23895 7291 13700 2163 18398 18404 3913 991 42692 38953 941 48804 47289 65938 18 1820 2040 1473443 110660
internal_value=0 -0.00039955 -0.00158633 0.000269763 -0.00724534 -0.0124315 -0.0150259 0.000351431 -0.000614946 -0.00508144 -0.000365208 0 0.00564117 0.00977878 0.00330844 0.0205789 -0.0121493 0.00301038 -0.00166122 0.0131376 0 -0.001779 -0.00540944 0.00112868 0.00493582 -0.00368309 -0.00892021 0 0.000672113 0.00274407 0.00644975 -1.08417e-08 0.00143825 -0.00204676 0.0150996 0.0160685 -5.0232e-05 3.92392e-05 -0.000208596
internal_weight=0 3977.15 1678.92 1243.74 435.18 204.067 196.188 2298.23 231.112 166.107 1220.28 1207.08 65.0048 60.6452 69.5584 23.4636 96.5491 442.736 764.343 27.9382 2270.29 584.276 294.249 290.027 194.838 95.1887 175.003 119.246 1686.01 489.641 234.152 1196.37 623.532 572.841 26.9707 26.5115 255.489 19537.9 9088.11
internal_count=3110973 625203 245164 106959 138205 101736 98890 380039 36469 23818 105530 104116 12651 12028 10011 1429 13807 42367 61749 2881 377158 88755 25895 62860 42293 20567 17613 8282 288403 83680 42687 204723 89981 114742 2724 2706 40993 2485770 1012327
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=2646032 590 2 400 288 176 2 4 1 584 514 6 584 6 78
is_linear=0
shrinkage=0.1


Tree=208
num_leaves=40
num_cat=16
split_feature=0 3 1 1 2 6 6 2 6 2 1 4 4 2 1 4 4 1 4 4 6 6 4 4 2 4 4 2 3 4 4 2 1 4 4 1 6 4 2
split_gain=0.0611243 0.0584729 1.57765 0.937316 1.94375 1.40582 1.02821 0.944395 0.886999 1.18259 0.826674 0.7128 0.661197 0.55645 0.549414 0.513945 0.605184 0.467843 0.858844 0.717276 0.587832 0.522356 2.33338 1.11302 0.41361 0.618856 0.408113 0.543365 1.15279 2.04058 1.40253 0.887159 3.03558 0.406946 0.403087 0.345059 0.338428 0.295872 0.294507
threshold=0 1 2 3 2.5000000000000004 4 5 7.5000000000000009 6 2.5000000000000004 7 3.5000000000000004 1.0000000180025095e-35 6.5000000000000009 8 1.5000000000000002 13.500000000000002 9 24.500000000000004 18.500000000000004 10 11 1.0000000180025095e-35 12.500000000000002 1.5000000000000002 78.000000000000014 27.500000000000004 10.500000000000002 12 1.0000000180025095e-35 1.5000000000000002 8.5000000000000018 13 46.500000000000007 17.500000000000004 14 15 100.50000000000001 5.5000000000000009
decision_type=1 1 9 9 2 1 1 2 1 2 9 2 2 2 9 2 2 9 2 2 1 1 2 2 2 2 2 2 1 2 2 2 9 2 2 9 1 2 2
left_child=1 2 36 4 5 11 13 -8 15 14 -7 -4 -11 -6 -10 35 -17 26 19 21 24 22 -19 -23 -20 -26 27 31 30 -30 -29 34 -33 -28 -3 -5 -1 -35 -21
right_child=-2 17 3 8 6 10 7 -9 9 12 -12 -13 -14 -15 -16 16 -18 18 20 38 -22 23 -24 -25 25 -27 33 28 29 -31 -32 32 -34 37 -36 -37 -38 -39 -40
leaf_value=0 -0.0042145030861488759 -0.00045829686231752345 0.0028857594732702996 -0.0060741267399167433 0 0 -0.0022839644795868762 -0.011984772552930276 0.0016840722425397088 0.0078121433881160303 -0.011170203915638466 0.012891266860611959 0.0021415278535397201 0.014192595181514354 -0.0056111215472490119 -0.013210694801453912 0 0.0084390897520723509 0 -0.013976442307104035 0 0 -0.0016838684642984593 0.012142060382199803 0.023694489109841357 0 -0.012640254181004408 0.010430757898997032 -0.02067451948591505 0 -0.0073216459985908956 -0.015549069001626434 0.008270990412284027 0.004414211262978091 0.0063884524746510435 0.0037605196518513285 -0.0077716447869013499 -0.005583192337923897 0
leaf_weight=54.647275305993389 4.4519768176432981 12222.317132897413 889.72620434401324 7.6272625729907304 109.75512734113727 81.995234732748941 1327.8654842056567 107.62372093345039 121.00047596404329 530.69454592955299 60.539597556227818 84.283614097628742 695.7151397067355 14.499309336766599 141.92207434820011 46.129408524371684 1.3527891633566458 382.78213223902276 2.82083029765636 17.13281772565097 9.9567317825276387 5070.1444096712112 407.23490373417735 46.330244745942764 21.004150703432973 5.6316097227390847 26.038297817809507 66.932938927551731 61.200719380751252 96.810798292048275 40.187117202905938 19.070956585928798 306.71201547351666 32.151010269764811 51.49055060162209 79.745274831890129 235.51185285986867 26.066147266421467 3.8546101655811063
leaf_count=6595 882319 1111871 66979 617 11563 3744 120301 10109 13910 55390 6959 5312 53209 1409 12376 3898 55 43916 198 1035 916 557765 41328 2806 1289 332 1500 5627 6464 7455 2469 2691 23052 1549 2058 9427 28506 1148 107
internal_value=0 0 0.000319296 0.000884388 -0.000168748 0.00285052 -0.00253287 -0.00342307 0.00276233 0.00358635 -0.00470663 0.0043662 0.00496205 0.00440835 -0.00153505 -0.00336098 -0.00966277 -7.70845e-05 0.000633093 0.000449572 0.0118796 0.000596879 0.00294844 0.00015439 0.0150223 0.0199081 -0.000428373 -0.000350307 -0.00464762 -0.00943813 0.00134039 -0.0002253 0.00463528 -0.00653814 -0.000389684 0 -0.00623978 0 -0.0110821
internal_weight=0 23506.5 4590.63 4300.48 2676.29 1116.54 1559.74 1435.49 1624.19 1489.33 142.535 974.01 1226.41 124.254 262.923 134.855 47.4822 18915.9 5966.89 5927.48 39.4133 5906.49 790.017 5116.47 29.4566 26.6358 12949 12864.7 265.132 158.012 107.12 12599.6 325.783 84.2555 12273.8 87.3725 290.159 58.2172 20.9874
internal_count=3108254 2225935 410359 375258 226376 82994 143382 130410 148882 134885 10703 72291 108599 12972 26286 13997 3953 1815576 649692 646957 2735 645815 85244 560571 1819 1621 1165884 1161687 22015 13919 8096 1139672 25743 4197 1113929 10044 35101 2697 1142
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=1 772 2953219 4211308 3 4 4 16392 8391808 8449464 9 12 80 8389640 1040 2
is_linear=0
shrinkage=0.1


Tree=209
num_leaves=40
num_cat=22
split_feature=0 1 3 2 2 4 4 6 2 2 4 3 1 1 6 1 6 6 4 4 4 3 4 3 2 1 4 1 6 3 1 4 1 6 6 4 4 1 4
split_gain=0.0585107 0.0547052 0.490879 0.983312 1.28153 0.871999 0.776058 0.367896 2.08483 1.51429 1.2689 0.914106 0.689853 0.347304 0.234947 0.20737 1.4475 0.348685 0.542189 0.181241 0.223208 0.176617 0.15807 0.128079 1.02958 2.77996 3.16251 2.21732 1.50191 1.17081 1.01691 1.00818 0.825127 1.02909 0.916404 0.766501 0.715441 0.527261 0.384187
threshold=0 1 2 2.5000000000000004 4.5000000000000009 12.500000000000002 9.5000000000000018 3 2.5000000000000004 2.5000000000000004 2.5000000000000004 4 5 6 7 8 9 10 2.5000000000000004 6.5000000000000009 16.500000000000004 11 53.500000000000007 12 2.5000000000000004 13 1.5000000000000002 14 15 16 17 2.5000000000000004 18 19 20 3.5000000000000004 17.500000000000004 21 13.500000000000002
decision_type=1 9 1 2 2 2 2 1 2 2 2 1 9 9 1 9 1 1 2 2 2 1 2 1 2 9 2 9 1 1 9 2 9 1 1 2 2 9 2
left_child=1 2 3 15 6 7 14 9 10 12 -9 -10 -4 -11 -5 17 -17 -1 -19 -6 -21 -7 -23 24 25 31 30 28 29 -26 -27 37 34 -34 -29 -30 -28 -3 -25
right_child=-2 23 5 4 19 21 -8 8 11 13 -12 -13 -14 -15 -16 16 -18 18 -20 20 -22 22 -24 38 27 26 36 32 35 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.0018795700545313297 -0.0041618676981109741 -0.00033068303041039525 0.00017195148389095491 0.0072317336180188823 -0.0023827557196345567 0 -0.0053048412983720244 0.004966860075046705 -0.011766274866612225 0.0061406172576920224 -0.0094267285144924995 -0.00299308489133525 -0.010321947526626961 0 0 -0.012232960570705938 0.0037134205416285621 -0.0096003121361623849 0.0012684976397743049 0.0075973381971938762 0 0.015099556398429479 0 0.00032767834834557822 -0.0012274287322538156 -0.001627332000656108 0.012159772787953098 -0.0068469186346802394 -0.0076200932388370184 0.014793155843673795 0.0029284823106059928 0.0010475822690916407 0.010035027169201176 0.00058546507792718062 -0.00021076877887719146 0.00052711817277508702 0 -0.011895561400963383 -0.0035687581115743613
leaf_weight=154.44419378018938 4.4330554239277253 132.06859036919195 29.656126274785493 511.04083819594234 339.59509625658393 8.7376592223299649 9.317550559062509 379.55019291215922 180.66125731507782 234.91033468849491 32.481743013369851 805.712272980134 102.16309418994933 44.809488708851859 54.97340985503979 88.526140176458284 41.424322466365993 61.857555439230055 2.5223502358421674 13.546112452168016 1.9971406715922047 16.297391969128519 0.49988250457681616 13291.598237664439 58.2714983811602 778.27637904032599 335.9253160294611 205.90028329496272 834.59966673597228 24.197076182579622 1041.9191593410214 73.489570426056162 117.40813252906082 824.34831425163429 2219.7885432286421 51.78813155926764 10.081054076319559 177.86179082142189 217.99272526288405
leaf_count=7674 882268 11862 4407 46676 22288 881 225 33272 21958 21513 3366 60699 7110 5210 5908 9638 4388 3646 162 375 52 1423 43 1384016 5188 86263 24876 21631 69376 2746 47373 6388 7707 56037 218299 2507 438 17372 11615
internal_value=0 -3.34632e-06 -0.000401569 0.000948138 0.00280681 -0.00150237 0.00572133 -0.0019983 -0.00276867 1.26519e-05 0.00259072 -0.00534021 -0.00714021 0.0047176 0.00666406 -0.00302298 -0.00570691 0 -0.00517922 -0.00121372 0.00248564 0.0100674 0.0114103 4.3457e-05 -0.000287631 0.00123986 0.00273703 -0.00125747 -0.00536862 0.00431993 0.000830601 -0.00599895 0 0.00242997 -0.000997673 -0.00674147 0.0111745 -0.0086738 0.000234706
internal_weight=0 23510.2 3114.72 1279.24 930.47 1835.48 575.332 1809.94 1398.41 411.539 412.032 986.374 131.819 279.72 566.014 348.775 129.95 218.824 64.3799 355.138 15.5433 25.5349 16.7973 20395.5 6885.92 2549.62 2166.2 4336.3 968.856 82.4686 1820.2 383.42 3367.45 941.756 2425.69 886.388 346.006 309.93 13509.6
internal_count=3116876 2234608 260914 101032 75524 159882 52809 157535 119295 38240 36638 82657 11517 26723 52584 25508 14026 11482 3808 22715 427 2347 1466 1973694 578063 194572 158950 383491 79817 7934 133636 35622 303674 63744 239930 71883 25314 29234 1395631
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 536593 534 10 192 528384 8208 3 4112 1 1 416 534 4458786 10551306 4 6 8405184 17856 12 4 262402
is_linear=0
shrinkage=0.1


Tree=210
num_leaves=40
num_cat=19
split_feature=0 1 4 3 2 3 6 2 1 2 1 3 4 1 2 3 1 2 2 4 4 4 1 1 4 6 3 4 6 4 1 4 4 3 3 4 2 4 2
split_gain=0.0590131 0.0483185 0.707682 1.57287 0.788642 0.528583 3.26572 1.2811 0.785561 0.715908 1.24645 1.5667 0.918206 0.764415 3.80155 0.831529 0.652155 0.461826 0.41924 0.362617 1.28295 1.00817 0.691515 0.461938 0.331298 0.406797 0.322481 1.07882 1.41364 0.845971 1.44149 1.38102 0.69674 0.281701 0.281456 0.173229 0.16118 0.156704 0.130227
threshold=0 1 24.500000000000004 2 1.5000000000000002 3 4 2.5000000000000004 5 2.5000000000000004 6 7 2.5000000000000004 8 12.500000000000002 9 10 5.5000000000000009 8.5000000000000018 21.500000000000004 18.500000000000004 46.500000000000007 11 12 144.50000000000003 13 14 13.500000000000002 15 2.5000000000000004 16 1.5000000000000002 10.500000000000002 17 18 3.5000000000000004 2.5000000000000004 147.50000000000003 5.5000000000000009
decision_type=1 9 2 1 2 1 1 2 9 2 9 1 2 9 2 1 9 2 2 2 2 2 9 9 2 1 1 2 1 2 9 2 2 1 1 2 2 2 2
left_child=1 19 5 4 -4 6 7 16 35 10 11 -7 -12 14 -11 -15 -3 37 -9 20 26 34 -22 24 25 -23 29 32 -29 31 -31 -1 -28 -24 -21 -8 -25 -5 -10
right_child=-2 2 3 17 -6 9 8 18 38 13 12 -13 -14 15 -16 -17 -18 -19 -20 21 22 23 33 36 -26 -27 27 28 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.00058147863591518842 -0.0041188153877361302 0 0 -0.012383687672409847 0.026650022815368692 0.016279294839640343 0.0097825863327292758 0.0020214927413258858 -0.0024211962506572957 -0.010112892928976533 -0.00090939287382265505 -0.00089080123773112416 0.0050854955673297134 0.001504650727192127 0.016872171530605141 -0.0019424271373739172 -0.0068822199911828964 0.00044264198103217576 -0.0056893580122947427 0 0 0.012049079481832783 0 0 0 0 0.00020192003432427586 0.0046853809207769324 -0.016155181573315983 -0.0050475624958545772 0.0063766729532845198 -0.0068281620158522627 0.0080154616937012022 0.020882021603276641 -0.014114929909090319 0 -0.0083302071491023252 0 0.0038428679978445681
leaf_weight=4175.1543997555273 4.4175943935042588 98.784440526331309 2.2932090237736729 13.928531726356596 19.27028628368862 78.336249701795168 454.24740841926541 708.72890535567421 85.561957007157616 304.53258701157756 1250.1568372145121 44.351767434971407 284.55514622514602 992.44027318354347 27.04678273294121 1848.3349813170207 389.28676406755039 3.6376480439212164 33.822044631582685 17.402522425865754 3.611053541302681 38.849561007460579 6.6799541600048542 2.8656544885598114 2.850196740590035 12.309430902125312 11501.562530128111 5.5817946419119835 49.257916075643152 94.359834170900285 343.44006679707672 379.29597733693663 88.260929672513157 19.582799323601655 43.106753330328502 51.934105130610988 11.122659957734866 0.33970554033294398 12.310013660928233
leaf_count=310629 882865 10939 175 770 1496 13240 42414 79846 11193 39858 168080 6039 31840 119923 3270 194152 36787 138 2808 791 275 1446 219 268 225 548 1092766 217 2229 6382 16519 24055 3427 362 2499 3094 646 34 1584
internal_value=0 1.62965e-05 0.000251965 0.0103463 0.0192037 0.000101648 0.00156228 -0.00121573 0.00741163 -0.000400079 0.00117743 0.00953537 8.60496e-05 -0.00132249 -0.00570696 -0.000629862 -0.0051633 -0.00282345 0.00107466 -6.03364e-05 0 -0.00482328 0.0145948 0.000518001 0.00621729 0.00953549 -6.75053e-05 0.000200944 -0.0109431 -0.000749777 0.0031357 -0.00120842 0.000307782 0.0172287 -0.0123223 0.00895434 -0.00432907 -0.0108065 0
internal_weight=0 23499.2 6703.9 39.4694 21.5635 6664.43 1834.68 1230.62 604.053 4829.75 1657.4 122.688 1534.71 3172.35 331.579 2840.78 488.071 17.9059 742.551 16795.3 16666.8 128.507 29.8738 67.9975 54.0092 51.159 16636.9 11644.7 54.8397 4992.25 437.8 4554.45 11589.8 26.2628 60.5093 506.182 13.9883 14.2682 97.872
internal_count=3114048 2231183 767680 2613 1671 765067 188665 130380 58285 576402 219199 19279 199920 357203 43128 314075 47726 942 82654 1463503 1457080 6423 856 3133 2219 1994 1456224 1098639 2446 357585 22901 334684 1096193 581 3290 45508 914 804 12777
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1 2636728 368 11 1 8717378 328708 736 328705 192 279558 525056 528944 9 11 4 4656 400 24
is_linear=0
shrinkage=0.1


Tree=211
num_leaves=40
num_cat=18
split_feature=1 3 2 1 4 2 4 4 5 3 2 6 5 1 4 4 4 6 3 6 4 3 4 2 4 1 4 4 3 2 6 1 1 6 2 2 2 2 2
split_gain=0.0591687 0.399637 0.440493 1.8551 1.14716 1.37639 1.12696 1.8789 3.9576 1.81809 1.04298 1.3103 0.682132 0.551623 0.976506 0.894791 1.08564 2.09959 0.802683 0.858163 0.553544 0.512903 0.410393 1.4261 2.87996 1.20696 0.961346 1.28818 0.832181 1.29171 0.753287 0.676496 0.585202 1.30868 1.22698 1.42952 0.672422 0.618093 0.526623
threshold=0 1 2.5000000000000004 2 2.5000000000000004 3.5000000000000004 19.500000000000004 1.5000000000000002 3 4 5.5000000000000009 5 6 7 4.5000000000000009 4.5000000000000009 1.5000000000000002 8 9 10 19.500000000000004 11 2.5000000000000004 2.5000000000000004 6.5000000000000009 12 10.500000000000002 3.5000000000000004 13 2.5000000000000004 14 15 16 17 6.5000000000000009 2.5000000000000004 12.500000000000002 8.5000000000000018 3.5000000000000004
decision_type=9 1 2 9 2 2 2 2 1 1 2 1 1 9 2 2 2 1 1 1 2 1 2 2 2 9 2 2 1 2 1 9 9 1 2 2 2 2 2
left_child=-1 22 13 4 10 -6 7 8 -5 -9 11 -4 -8 15 18 16 17 -3 19 -15 -16 -12 28 24 -24 -26 27 30 29 -2 -25 -31 34 -34 35 -30 -36 -35 -33
right_child=1 2 3 6 5 -7 12 9 -10 -11 21 -13 -14 14 20 -17 -18 -19 -20 -21 -22 -23 23 26 25 -27 -28 -29 32 31 -32 38 33 37 36 -37 -38 -39 -40
leaf_value=-0.00011784819124247964 0.010336964269705717 0.0040442131907096257 -0.0029547269853218852 -0.0013117005556409767 0.018062302406315119 -0.0020513501558034981 0.023304623400071459 0.0033863128892096571 0.010416356441646634 -0.0069645651658287351 -0.0009020295254592236 -0.014298955331090721 0 -0.0082775904111530279 0.01288087826161141 -0.0076688892090304474 0.011253998280685702 -0.0066068857802678606 0.0043054868180242767 0.00013833308410618827 0 0.0096473398293996596 -0.018488342137259764 -0.0089711172401758469 0.012829112962648329 -0.0052245646260536856 -0.0097669108115968246 0.0075905453933893148 -0.0025490414300556375 0.0069504538233604585 0.0023913761636554249 -0.0063312957767219097 -0.00080910825572069853 -0.016679028103270998 -0.016263648013965491 0.0054174351199812471 0 0 0.00020970415930057844
leaf_weight=16637.313108607821 146.89367826608122 1037.1645227265922 667.38588177536076 562.10485900042386 22.534688451938564 26.259689867648376 10.098536838216205 212.21454194934995 478.95772041098053 377.50618739888068 10.379299451581574 133.63046622578213 6.7968948677839771 234.03966398387638 41.129505384546519 30.297837919860285 155.07526540094887 169.59304877874001 53.630098818142415 108.02939022804867 4.2098064570054694 35.201451549859485 107.72945114920503 73.321791333959027 32.262644719172386 16.864626994526589 44.302559407239187 202.23790274632665 349.8161698038748 66.789363190643144 36.81591388770039 142.40288336794038 549.58056265374535 75.196905323238752 34.264875175520956 441.73741625276853 6.0097056315444197 2.1812810951519159 167.86317662463625
leaf_count=2162986 38808 77289 36333 85387 864 1247 390 24470 55300 41953 1190 10403 452 78953 12049 7948 16405 12785 26381 37422 2109 3868 28835 8050 11287 6214 3981 20837 66201 7442 4760 17408 114590 16251 4372 48232 760 324 19303
internal_value=0 0.000228333 0.000834093 0 -0.00359136 0.00677065 0.00196047 0.0013073 0.00394451 -0.00282978 -0.00478306 -0.00586374 0.0178586 0.00200424 -0.000535718 0.00299689 0.00363144 0.0021601 -0.0029241 -0.00509832 0.00911989 0.0050284 -0.000711753 -0.00315019 -0.0102561 0.00417015 0 0.00271598 0 0.00322855 -0.00380288 0 -0.00127683 -0.00352559 0.000157971 0.00156708 -0.0120914 -0.0134129 -0.00214135
internal_weight=0 6872.51 4376.24 2543.07 895.391 48.7944 1647.68 1630.78 1041.06 589.721 846.597 801.016 16.8954 1833.17 441.038 1392.13 1361.83 1206.76 395.699 342.069 45.3393 45.5808 2496.27 513.535 156.857 49.1273 356.678 312.376 1982.74 523.949 110.138 377.055 1458.79 626.959 831.828 791.554 40.2746 77.3782 310.266
internal_count=3113839 950853 533198 261857 53905 2111 207952 207110 140687 66423 51794 46736 842 271341 156914 114427 106479 90074 142756 116375 14158 5058 417655 83964 46336 17501 37628 33647 333691 82961 12810 44153 250730 131165 119565 114433 5132 16575 36711
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=2666994 225 65544 2 10 5 2 8454668 3 28 1 2 8390668 32 1 4260352 4457480 3
is_linear=0
shrinkage=0.1


Tree=212
num_leaves=40
num_cat=22
split_feature=0 1 4 3 1 4 4 6 1 2 4 3 1 6 5 2 3 1 3 1 1 2 2 2 4 1 6 4 4 1 2 2 4 6 4 3 5 1 4
split_gain=0.0575598 0.059237 0.406418 2.49027 1.73898 1.58939 1.45115 0.89959 1.10723 0.766681 0.765949 4.07426 1.56238 2.44232 1.25362 2.24005 4.38793 2.04164 2.02533 1.05871 0.913485 0.641593 0.56769 0.53698 0.415613 0.239284 0.236156 0.15142 0.758818 0.630109 0.589322 0.264962 0.255415 0.443635 0.173299 1.10918 0.780582 0.73672 0.296945
threshold=0 1 7.5000000000000009 2 3 23.500000000000004 37.500000000000007 4 5 8.5000000000000018 2.5000000000000004 6 7 8 9 2.5000000000000004 10 11 12 13 14 9.5000000000000018 1.5000000000000002 8.5000000000000018 92.500000000000014 15 16 88.500000000000014 32.500000000000007 17 10.500000000000002 7.5000000000000009 149.50000000000003 18 12.500000000000002 19 20 21 6.5000000000000009
decision_type=1 9 2 1 9 2 2 1 9 2 2 1 9 1 1 2 1 9 1 9 9 2 2 2 2 9 1 2 2 9 2 2 2 1 2 1 1 9 2
left_child=1 27 10 6 -5 9 7 25 -9 -6 14 12 23 -14 15 17 -17 -3 20 -13 -16 -20 -21 -12 26 -4 -8 28 34 -30 -31 32 33 -29 38 36 -36 -37 -1
right_child=-2 2 3 4 5 -7 24 8 -10 -11 11 19 13 -15 18 16 -18 -19 21 22 -22 -23 -24 -25 -26 -27 -28 31 29 30 -32 -33 -34 -35 35 37 -38 -39 -40
leaf_value=0 -0.0040611191287148237 0.022171722478961976 0.0069837556184813897 0 0.025900515251921597 0 0 0 -0.021320011103375957 0 0.014291740253395434 0.00010928946665163166 -0.016364981139725635 0.0026209542271488726 -0.0087727497254290934 -0.011936349867167883 0.0033289575216750365 0.0028092625093098567 0.00024058719056973488 0 0 0.012566913447918701 -0.014263614170117504 0 0 -0.0014874455099441383 0.014363326825216774 0.013208236794730894 0 -0.017555745060591241 0 0 0 0 0.00013984618826473459 -0.0011220207221313524 -0.013314508485284869 0.010650954778601826 -0.0023801507512278245
leaf_weight=18212.596067165898 4.3968961812024636 68.130153387028258 6.6353198648430407 54.985424566082656 75.634281941922382 16.495412796735764 1.4217317309230564 13.029058632208033 47.680021452484652 2.2039686597418031 98.650299778557383 33.720920583349653 40.651339992065914 371.06385744153522 352.8143906823243 183.35623247807962 1092.6330534804729 257.80693714274094 1342.031440645118 25.446942360606045 90.777861874492373 16.903160614194348 272.6406579981558 10.218590548029168 2.7159535016398877 13.471580838784577 3.6606996951159081 23.51249127369374 7.9531111458782107 40.82824534852989 1.2295730053447176 2.8820938616991034 2.2417521516326806 6.8086514689493951 29.285434842575341 15.598106352263128 27.823706060065888 122.84106858400628 509.77368152723648
leaf_count=1661458 882742 6499 770 4734 4786 1151 155 788 3737 160 12539 5261 4539 37014 47744 25777 121612 33314 175635 3924 15633 1842 23551 1155 258 917 310 775 942 1662 43 115 200 307 946 812 1913 4385 23940
internal_value=0 1.87835e-05 0.00035213 0.00415239 0.0114908 0.0180531 -0.00593147 -0.0123596 -0.0160442 0.0242081 4.29849e-05 -0.00250778 0.00260703 0 0.000785312 0.00284233 0.000615954 0.00992886 -0.000895683 -0.0106891 -0.00653626 0.00087175 -0.0126664 0.0114459 0.00811596 0 0.0137636 -4.48919e-05 -7.695e-05 -0.00980568 -0.0130591 0.00469094 0.00808517 0.0104948 -1.9914e-05 0.00270641 -0.00475345 0.00768907 -6.86717e-05
internal_weight=0 23498.2 4494.78 237.933 149.319 94.3337 88.6144 80.816 60.7091 77.8383 4256.85 852.393 520.584 411.715 3404.45 1601.93 1275.99 325.937 1802.53 331.809 443.592 1358.93 298.088 108.869 7.79838 20.1069 5.08243 19003.4 18967.9 50.0109 42.0578 35.445 32.5629 30.3211 18917.9 195.548 57.1091 138.439 18722.4
internal_count=3114045 2231303 533805 17766 10831 6097 6935 6212 4525 4946 516039 87983 55247 41553 428056 187202 147389 39813 240854 32736 63377 177477 27475 13694 723 1687 465 1697498 1696101 2647 1705 1397 1282 1082 1693454 8056 2859 5197 1685398
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 537592 328 10814465 6 2359298 206 8651779 4 2 643 8652806 68 12664832 10767360 8668160 10 524800 9 390 2 528512
is_linear=0
shrinkage=0.1


Tree=213
num_leaves=40
num_cat=21
split_feature=0 3 1 6 6 1 1 2 2 2 2 1 2 2 4 4 2 1 4 2 4 3 1 1 4 1 3 2 2 3 3 2 4 1 4 3 1 3 6
split_gain=0.0539218 0.0352881 1.48665 1.56361 1.43857 1.57917 1.30205 1.45716 1.19246 1.15357 0.859157 0.399753 0.389393 0.71606 0.297272 0.174863 0.146785 0.133031 0.274813 0.638823 0.813196 0.690579 1.81631 1.05967 0.510062 1.84018 1.54386 0.402268 0.366023 3.15187 0.875009 0.271008 0.899639 1.40437 2.06597 1.5486 1.27639 2.58032 1.06374
threshold=0 1 2 3 4 5 6 7.5000000000000009 8.5000000000000018 5.5000000000000009 2.5000000000000004 7 1.5000000000000002 3.5000000000000004 6.5000000000000009 6.5000000000000009 7.5000000000000009 8 8.5000000000000018 7.5000000000000009 42.500000000000007 9 10 11 6.5000000000000009 12 13 4.5000000000000009 5.5000000000000009 14 15 3.5000000000000004 1.0000000180025095e-35 16 1.5000000000000002 17 18 19 20
decision_type=1 1 9 1 1 9 9 2 2 2 2 9 2 2 2 2 2 9 2 2 2 1 9 9 2 9 1 2 2 1 1 2 2 9 2 1 9 1 1
left_child=1 2 3 16 6 12 15 10 -5 14 -8 -9 -6 -14 -7 -4 -1 31 24 21 -21 22 -20 -23 28 26 -26 -27 30 -30 -19 32 36 35 -35 -34 37 -3 -38
right_child=-2 17 4 8 5 9 7 11 -10 -11 -12 -13 13 -15 -16 -17 -18 18 19 20 -22 23 -24 -25 25 27 -28 -29 29 -31 -32 -33 33 34 -36 -37 38 -39 -40
leaf_value=0.0054421637829119669 -0.0040033991721368511 0 0.0095782945483280924 -0.020111346907488586 -0.0037896049189242117 -0.013877704448121529 0.0093871247958348461 -0.012245506573881718 0 0 0 0 0.01092770270541407 0 0 0 0 0.0020467831206067099 0.015881046781739967 0.017518388873563353 0 0.0022170978766680774 -0.0013901639359515244 -0.0095458068330770331 0.015897625028031302 -0.015194222709350995 -0.0033148779929323864 0 -0.0081726801398412981 0.0021477943409279969 -0.00019645064055441843 0.0001587431078763573 -0.0027733088812065092 -0.0064629655802188601 0 0.0067406787986938393 -0.0079383395130458775 -0.013889633560496157 0.0015247215581740609
leaf_weight=34.295978631242178 4.3762143991625626 517.8155819401145 303.53528432163876 73.239573105704039 6.3363317227922371 139.74778758676257 120.77013207157142 53.821233508642763 6.2604227149859062 71.694380570319481 422.18725584633648 13.102190514095126 72.210225831368007 117.30957423482323 6.25780359446071 13.17799534043297 3.7492896474432191 2479.3164077759138 52.673251753207296 27.59381839144044 2.4562807178590438 96.959085490321741 94.578999079531059 88.852273740572855 27.664133965503424 83.454008647240698 41.771556241204962 35.704544167267159 407.0708620173391 776.56880767166149 4984.3743997787897 6362.8492922846926 261.80656126874965 1046.2931793831522 1071.7749017075985 298.68494403362274 75.997927728807554 141.05140804691473 3076.4508106771391
leaf_count=5075 882135 16271 36361 9542 975 21099 18114 4839 691 8333 39175 761 10073 11931 705 1574 496 268311 3289 1064 144 5116 5041 5527 2061 5657 3197 1524 31235 67007 595038 567206 13050 99304 82519 18902 6908 14658 246051
internal_value=0 -4.11636e-06 0.000448718 -0.00847414 0.00167163 -0.00266257 0.00394657 0.000541583 -0.0151246 -0.00823543 0.00286227 -0.0101936 0.00260602 0.00479386 -0.0129944 0.0088664 0.00220801 -4.83864e-05 0.000224158 0.00283717 0.0126064 0.000160617 0.00525848 -0.00277376 7.39548e-05 -0.00463795 0.00461126 -0.0114255 0.000226972 -0.0013183 0.000516361 -0.000266813 -0.000729273 -0.00213339 -0.00334761 0.00190838 0.000188384 -0.00358759 0.00110601
internal_weight=0 23509.5 1457.7 117.545 1340.15 413.556 926.594 609.881 79.5 217.7 542.957 66.9234 195.856 189.52 146.006 316.713 38.0453 22051.8 9199.04 363.114 30.0501 333.064 147.252 185.811 8835.92 188.594 69.4357 119.159 8647.33 1183.64 7463.69 12852.7 6489.88 2678.56 2118.07 560.492 3811.32 658.867 3152.45
internal_count=3110959 2228824 169744 15804 153940 53116 100824 62889 10233 30137 57289 5600 22979 22004 21804 37935 5571 2059080 994211 20181 1208 18973 8330 10643 974030 12439 5258 7181 961591 98242 863349 1064869 497663 213775 181823 31952 283888 30929 252959
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=1 768 2699778 6 1 262308 12586264 262240 13377976 149 18948 71 22534 163 26 24 4718736 44 13107216 7 8
is_linear=0
shrinkage=0.1


Tree=214
num_leaves=40
num_cat=19
split_feature=0 1 5 3 3 2 4 4 4 3 2 2 6 4 2 2 2 2 2 3 2 2 3 3 4 2 5 6 3 1 1 4 3 3 4 4 1 3 4
split_gain=0.0531206 0.0371442 1.13386 1.88442 1.14432 0.995072 0.945164 0.845532 1.40609 1.47592 0.945851 0.88194 0.772591 2.2879 1.87097 1.14344 0.930265 0.99781 0.45696 1.38334 1.05135 0.875194 1.81158 0.337166 0.275272 0.246593 0.180489 1.01846 2.57716 5.58615 1.84526 1.80833 1.58306 1.08562 1.07538 2.09532 1.20733 3.76971 1.0074
threshold=0 1 2 3 4 11.500000000000002 3.5000000000000004 8.5000000000000018 1.0000000180025095e-35 5 2.5000000000000004 3.5000000000000004 6 1.0000000180025095e-35 3.5000000000000004 7.5000000000000009 5.5000000000000009 6.5000000000000009 8.5000000000000018 7 10.500000000000002 4.5000000000000009 8 9 39.500000000000007 10.500000000000002 10 11 12 13 14 4.5000000000000009 15 16 15.500000000000002 30.500000000000004 17 18 1.0000000180025095e-35
decision_type=1 9 1 1 1 2 2 2 2 1 2 2 1 2 2 2 2 2 2 1 2 2 1 1 2 2 1 1 1 9 9 2 1 1 2 2 9 1 2
left_child=-1 2 3 5 12 6 -2 8 10 -10 -5 -9 16 14 -14 -15 24 -18 21 -20 -21 23 -23 -6 -4 -13 -3 28 29 -28 33 -31 -32 -30 36 -36 38 -38 -29
right_child=1 26 4 7 18 -7 -8 11 9 -11 -12 25 13 15 -16 -17 17 -19 19 20 -22 22 -24 -25 -26 -27 27 34 30 31 32 -33 -34 -35 35 -37 37 -39 -40
leaf_value=-0.0039612603394489796 -0.018024368334988938 0.00044007760716523105 -0.0027393114449624978 -0.011481413272779515 0 0.00076573528756663503 0 0 0.0089653941202650252 -0.00071428015124468157 -0.00080575908270069023 -0.019974019152799671 0.01350824878798593 -0.013971966081043334 -0.0032870122540400192 9.3375325477557767e-05 0.009904158220701835 0 -0.0049003266893799247 0.021416917632230491 0 0.0048987431229668803 -0.00401113306540861 0.0033568752827034935 0.0044378541347261102 0 -0.0072778485088750679 0.0023221511588359736 0.001178657443534904 0.022811807136061277 0.013407612958167501 0 0 -0.0069150329761045798 -0.018890652953037379 0.0013394880470095644 -0.0073726047475079388 -0.00017293391180593718 -0.0011051089084816717
leaf_weight=4.3611311823842698 121.94607101398287 7563.4329904737533 643.92562973749591 97.000488556805067 228.2658368027769 2.7332880871836087 14.273691375739871 10.383913009893147 221.76464470638894 267.030672838795 498.41733736312017 22.312898493837569 61.443583447078709 205.7718918598257 178.63372182147577 22.545837911777198 136.72571999719366 162.29768980387598 9.1637808834202588 43.481704118428752 16.068932881578803 289.93676359159872 634.3545335852541 1417.4065243582008 1.5793647249229241 1.4718163949437428 80.836770576192066 2281.2879831801692 185.39941992075182 173.72986093792133 110.61447048420087 18.786691731773317 123.36929448030423 342.75405228714226 62.582260316470638 53.529047621646896 826.44490651782417 5171.6253286718265 1205.1393173827673
leaf_count=882599 17834 639839 84823 9636 12319 486 2356 688 26877 30836 83176 1317 7063 24456 28237 1477 13475 12226 470 2831 1224 21847 54303 116441 166 101 8821 165169 16327 19381 13463 1127 12339 33463 4062 3530 89527 571218 99804
internal_value=0 0 -0.000243151 -0.00286741 0.000512229 -0.0125767 -0.0154957 -0.000984719 -5.06231e-05 0.00352262 -0.00349194 -0.0122221 -0.00165001 -0.00479908 0.000923665 -0.0115721 0 0.00440225 0.00178747 0.00911918 0.0144762 0.00137996 -0.000826425 0.00279082 -0.00208133 -0.0184985 5.50131e-05 -0.0001911 0.00268323 0.0103525 -7.25487e-05 0.0190241 0.00628831 -0.0036629 -0.000541883 -0.00915092 -0.000377006 -0.0012569 0.00104984
internal_weight=0 23508.5 5308.94 1257.33 4051.6 138.953 136.22 1118.38 1084.21 488.795 595.418 34.1686 1412.92 468.395 240.077 228.318 944.528 299.023 2638.68 68.7144 59.5506 2569.96 924.291 1645.67 645.505 23.7847 18199.5 10636.1 1035.49 273.353 762.137 192.517 233.984 528.153 9600.61 116.111 9484.5 5998.07 3486.43
internal_count=3115334 2232735 554665 173307 381358 20676 20190 152631 150525 57713 92812 2106 171923 61233 35300 25933 110690 25701 209435 4525 4055 204910 76150 128760 84989 1418 1678070 1038231 104921 29329 75592 20508 25802 49790 933310 7592 925718 660745 264973
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 532752 2 257 624 568 9 4 260 2 2 4 560 5671 14682700 323 132 1550 7
is_linear=0
shrinkage=0.1


Tree=215
num_leaves=40
num_cat=17
split_feature=3 1 6 4 2 4 3 3 2 2 1 4 1 2 2 2 4 3 2 6 2 4 2 3 1 4 4 1 2 4 4 4 1 6 1 4 2 1 3
split_gain=0.0540039 0.357947 1.15242 2.85006 2.06747 2.02897 1.64439 1.49817 1.13106 1.00772 2.13021 0.996101 1.84523 1.03253 0.679392 0.676651 3.30508 1.13023 0.91458 0.580546 0.93931 2.19304 1.93768 1.999 0.938142 0.598332 0.506652 0.827508 0.499849 0.495232 0.42816 0.758295 0.873682 0.536135 0.557356 0.404708 0.386207 0.363128 0.644967
threshold=0 1 2 1.0000000180025095e-35 5.5000000000000009 2.5000000000000004 3 4 8.5000000000000018 2.5000000000000004 5 6.5000000000000009 6 5.5000000000000009 1.5000000000000002 6.5000000000000009 1.0000000180025095e-35 7 7.5000000000000009 8 4.5000000000000009 4.5000000000000009 1.5000000000000002 9 10 10.500000000000002 3.5000000000000004 11 12.500000000000002 13.500000000000002 27.500000000000004 17.500000000000004 12 13 14 7.5000000000000009 6.5000000000000009 15 16
decision_type=1 9 1 2 2 2 1 1 2 2 9 2 9 2 2 2 2 1 2 1 2 2 2 1 9 2 2 9 2 2 2 2 9 1 9 2 2 9 1
left_child=-1 2 3 4 6 15 14 35 11 -9 -11 12 -7 -13 -2 37 17 -17 -18 20 21 22 -3 -24 -23 -26 27 -22 -6 -28 31 -21 -33 -32 -35 -5 -34 -4 -39
right_child=1 19 5 7 28 8 -8 9 -10 10 -12 13 -14 -15 -16 16 18 -19 -20 30 26 24 23 -25 25 -27 29 -29 -30 -31 33 32 36 34 -36 -37 -38 38 -40
leaf_value=0.0001422187636480228 0 0.0072491079783249439 -0.0023522800563277068 0.0098365691484130543 -0.011125385338086782 -0.0020472350389755703 0.00079364649687093519 0 -0.0051021399654345894 0.0021845347749437074 -0.018799615641671208 -0.0036911296236639447 0.012458457494557876 0.011749560919876808 0.023283143660618479 0.017298847423407291 0.00028500000037866177 0 -0.012351118890027605 -0.00034635785977280877 0.01223832803176418 -0.0016066443942852054 0.001086288841416681 -0.02045344595435071 0.023183899548376422 0 -0.010793852554631904 -0.0019342787428043235 0 0.00082806445146384731 0 -0.0012930247037624513 0.020137231408832942 0 -0.016046752019686226 0 0 0.0029619167715051803 -0.0036473783332892128
leaf_weight=10470.653684500212 2.227244009104651 4.469415498187117 2087.3441217816007 68.222433204617573 21.38481335156121 66.879951197927767 111.38417393573582 63.780578713407522 42.960577193884546 38.341726831820324 79.816837735429544 142.00798065221989 304.75304486371306 27.817256567194818 132.23033769850235 93.359505475831611 33.091864680061008 43.467087469736271 77.271907205091338 8697.9393141923847 44.0204309642927 16.861009977501453 27.780853938648761 135.50758463449347 8.6480666424258761 4.696060704196042 18.455098848928177 12.906296493762509 2.9637834270984049 4.3672814646033649 12.991455576138831 6.540801282348184 24.809231877543883 2.5565326254709362 27.596349910483699 7.7058543143252782 3.4663776273641806 355.31456323972861 184.48146094984941
leaf_count=1538030 4103 6390 300957 8349 1878 7863 14127 11792 1558 2744 5954 14965 26480 840 18255 7451 1897 4129 4255 1006839 3677 945 2617 12925 1016 796 764 1902 309 114 1607 2623 2361 868 2632 572 88 53434 38284
internal_value=0 -0.000159055 0.000592357 0.00477286 0.0116637 -7.41836e-06 0.0147671 -0.00170243 0.00512428 -0.00698549 -0.0120234 0.00668589 0.00940232 0 0.0209405 -0.00119628 0.00316599 0.0130946 -0.00717384 -0.000524084 -0.0048017 -0.00858443 -0.0134823 -0.0166389 0.00679842 0.0150092 0.00119705 0.00720071 -0.00500535 -0.00368327 -0.000333517 -0.000233795 0.0104032 -0.00808764 -0.0120259 0.00655817 0.0151515 -0.00175075 8.98937e-05
internal_weight=0 13040.4 3986.81 528.058 270.19 3458.75 245.842 257.867 584.419 181.939 118.159 541.458 371.633 169.825 134.458 2874.33 247.19 136.827 110.364 9053.61 277.712 197.963 167.758 163.288 30.2051 13.3441 79.7491 56.9267 24.3486 22.8224 8775.9 8732.76 34.8164 43.1443 30.1529 75.9283 28.2756 2627.14 539.796
internal_count=3116390 1578360 530196 68083 38672 462113 36485 29411 51706 20490 8698 50148 34343 15805 22358 410407 17732 11580 6152 1048164 31146 24689 21932 15542 2757 1812 6457 5579 2187 878 1017018 1011911 5072 5107 3500 8921 2449 392675 91718
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=964 2429509 12 49 9 2163200 2097668 49 8 1 24864 8624 541706 6 8388874 2162752 50
is_linear=0
shrinkage=0.1


Tree=216
num_leaves=40
num_cat=20
split_feature=1 6 3 2 1 1 7 1 2 4 3 2 1 1 2 2 4 5 3 3 1 4 4 3 2 4 4 4 1 2 3 4 2 2 1 1 3 4 4
split_gain=0.0812984 0.324756 1.3665 1.22602 2.75934 1.54831 1.02177 0.96911 2.21589 1.04702 0.777645 2.20224 2.39021 1.76418 1.7521 0.943456 1.07094 2.32488 1.64567 1.28446 0.995746 1.29209 1.97307 1.20242 0.942874 0.741686 0.727611 0.727454 0.708987 2.6168 0.752076 0.710435 0.708264 0.703499 0.651013 0.629483 0.606019 2.05589 1.56747
threshold=0 1 2 3.5000000000000004 3 4 5 6 4.5000000000000009 1.0000000180025095e-35 7 3.5000000000000004 8 9 2.5000000000000004 3.5000000000000004 1.0000000180025095e-35 10 11 12 13 1.0000000180025095e-35 2.5000000000000004 14 1.5000000000000002 9.5000000000000018 1.5000000000000002 6.5000000000000009 15 4.5000000000000009 16 6.5000000000000009 16.500000000000004 4.5000000000000009 17 18 19 1.0000000180025095e-35 1.5000000000000002
decision_type=9 1 1 2 9 9 1 9 2 2 1 2 9 9 2 2 2 1 1 1 9 2 2 1 2 2 2 2 9 2 1 2 2 2 9 9 1 2 2
left_child=-1 2 3 5 -5 26 -7 8 -6 -9 11 12 14 32 24 16 17 19 -19 -12 23 -22 -23 -17 -3 -18 -2 -25 36 30 -30 -31 -13 -15 -27 -35 37 -4 -38
right_child=1 10 28 4 7 6 -8 9 -10 -11 15 13 -14 33 -16 20 25 18 -20 -21 21 22 -24 27 -26 34 -28 -29 29 31 -32 -33 -34 35 -36 -37 38 -39 -40
leaf_value=-0.0001528932617812011 -0.010969274120549155 0 -0.0061563611007222361 0.017427993996248996 0.000541639470999681 0.0088444395405955761 0 -0.0049976832529121332 -0.01651057209433467 0.0061395603959756599 -0.00079606169178537696 -0.01185521551285865 -0.0069164417498373378 0.0077707617690380235 -0.0029729199346790018 -0.0030599609988529539 0.0039695368295133687 0.0038983709065594989 -0.006580567244859269 0.0070691063979979527 0.00074316505590350703 -0.0074622424229144613 0.00023473982684884162 0.0087577521827783521 0.020665388658291109 0.00089373645010553835 0.0016487344691948356 -0.0016022854312042465 -0.011455748908724016 0.012911576513358903 0 0 0.00054768234699302716 0.0054361206281878438 -0.0096541339959212505 -0.0023198340755107984 0 0.00635487461343305 -0.010629877155058887
leaf_weight=13238.977800458199 50.518338653113005 8.6339198339965133 214.46780063562528 36.24218023968433 99.76765842510531 647.80844422075825 95.659382970063234 118.91418462516776 105.47091343751299 149.38293126305462 269.69749969833902 86.966142333162679 879.72115179004095 281.94081859609696 39.634112753165482 125.81837092431351 1561.4822600515126 130.90396471297117 597.48204489159389 404.79834188445557 814.55605584670911 693.47139649325982 480.79468744692213 261.98030209655326 47.375579233825647 66.373402371505108 18.80473789867392 19.222197882578712 28.693906377846361 172.51973347583498 474.88580116833236 10.966662484516744 4.7236429041563488 128.13817937793328 40.26674286800926 207.24557115955486 423.42513019289254 249.64722128673748 215.42647835592243
leaf_count=1525139 17171 18546 32560 5595 11427 101438 12523 12779 7916 11607 62944 14213 138059 26510 7513 21051 303373 23786 97637 116996 79468 67872 28892 44926 7962 18829 5677 1841 8019 19712 84525 722 332 9598 5617 11937 70853 37110 38364
internal_value=0 0.000220851 0.00107705 0.00350114 0 0.00587465 0.00734409 -0.00293905 -0.00761061 0.000185232 -0.000114014 -0.00199852 -0.00511559 0.00189012 0.00676891 0.000422439 0.00161453 -0.000230974 -0.00425739 0.00368744 -0.000981245 -0.00199681 -0.00413431 0.00306658 0.01657 0.00331991 -0.00459886 0.00678146 -0.000587436 0.00164039 -0.00167343 0.0111744 -0.00810724 0.00420564 -0.00277983 0.000110708 -0.00224652 0 -0.00418323
internal_weight=0 10263.8 3112.6 1322.57 509.778 812.791 743.468 473.536 205.239 268.297 7151.23 1684.38 975.365 709.014 95.6436 5466.85 3071 1402.88 728.386 674.496 2395.84 1988.82 1174.27 407.021 56.0095 1668.12 69.3231 281.202 1790.03 687.066 503.58 183.486 91.6898 617.325 106.64 335.384 1102.97 464.115 638.852
internal_count=3111039 1585900 477998 186133 49324 136809 113961 43729 19343 24386 1107902 234670 172080 62590 34021 873232 629182 301363 121423 179940 244050 176232 96764 67818 26508 327819 22848 46767 291865 112978 92544 20434 14545 48045 24446 21535 178887 69670 109217
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=562109 6 539 8716290 6291458 1 10240 530 6356994 2162690 2 384 5 10486786 136 8717378 256 8651842 4465664 68
is_linear=0
shrinkage=0.1


Tree=217
num_leaves=40
num_cat=26
split_feature=3 6 1 5 1 1 6 2 4 2 2 1 4 2 6 1 4 2 1 1 1 6 6 1 4 1 3 2 3 1 3 5 1 2 3 1 2 3 2
split_gain=0.0532368 1.00034 0.680636 0.268985 3.24801 2.29711 1.5192 3.78916 1.17087 1.60579 1.10187 1.04887 1.02786 0.965146 0.808794 1.1094 0.770545 0.849933 0.509838 0.508892 0.467371 0.408669 0.252311 2.77217 1.09372 4.56398 2.09264 1.38478 2.67217 2.90025 2.36237 1.37579 1.27945 1.25222 1.166 1.09894 1.08563 2.23016 1.69252
threshold=0 1 2 3 4 5 6 3.5000000000000004 2.5000000000000004 4.5000000000000009 8.5000000000000018 7 1.0000000180025095e-35 2.5000000000000004 8 9 12.500000000000002 5.5000000000000009 10 11 12 13 14 15 2.5000000000000004 16 17 4.5000000000000009 18 19 20 21 22 2.5000000000000004 23 24 6.5000000000000009 25 3.5000000000000004
decision_type=1 1 9 1 9 9 1 2 2 2 2 9 2 2 1 9 2 2 9 9 9 1 1 9 2 9 1 2 1 9 1 1 9 2 1 9 2 1 2
left_child=1 2 -1 4 10 6 8 19 9 -5 -3 -10 18 14 15 -6 17 -15 -7 -8 -9 -18 23 36 27 31 -27 30 29 -29 32 34 -25 -33 -26 -32 38 -38 -2
right_child=22 3 -4 5 13 12 7 20 11 -11 -12 -13 -14 16 -16 -17 21 -19 -20 -21 -22 -23 -24 24 25 26 -28 28 -30 -31 35 33 -34 -35 -36 -37 37 -39 -40
leaf_value=0 -0.00052357235968678365 0.012566503164334884 -0.013642715426574574 0.008544140169497845 0.01231844332641166 0 0 0.0077929620415849738 -0.0056351431759368619 0.00026415018452507745 -9.8274299916443746e-05 0.0038587619630425993 0 -0.0060646988525820591 -0.0051442900155115609 -0.00093737150949465989 0.01164296818324124 -0.00016664940357643545 -0.012085872147260484 -0.012055336386886094 0 0 -0.00030096432739409309 0 0.00025264931310484611 0.026787127618675622 0 0.0232917198342928 -0.0019697072104585688 0.0014659605432050884 -0.0038530852180902221 0.013141702665951001 -0.0093340521206596895 0 -0.012281094867992691 0.003809024796344802 0.015627329209145679 -0.0026434747829784866 -0.0079450459091850792
leaf_weight=9.0356304475822053 875.93275491509939 203.59150859583815 49.770012539933759 761.37496352749758 97.094358501680745 20.218543264630625 37.074411529927147 188.87928506081153 170.83941362894257 446.01783247081448 33.612761727511042 214.77280511619256 271.33502752547929 733.42893729400839 16.782174814199152 47.422826954763423 10.759842081721215 523.76047724207911 143.46559343454237 201.12828485503996 91.859633590571775 3.3223840592386287 14848.893347784857 242.7042844537068 86.852750242274396 92.864942018847614 61.325119945659026 95.116966297670842 197.41866775236622 195.98144586178341 157.90338958825305 81.136927108247164 297.92505519048018 155.53963944725228 84.237609351998799 1019.6902635898218 56.224379344215322 136.74567055868056 547.98088926132095
leaf_count=1402 110523 86939 8196 118668 79226 4778 6814 18470 19512 39645 3707 21368 44957 108450 11965 36891 712 58603 28013 35222 9554 258 1809061 36131 5493 14000 10014 7375 15331 16089 40972 11182 54526 9127 6541 126773 6117 14387 68260
internal_value=0 0.000294616 -0.00949072 0.000589457 -0.000251428 0.00125595 0.00271436 -0.001505 0.00427577 0.00580847 0.00948462 0 -0.00485162 -0.00227938 0.00373622 0.00708249 -0.00335924 -0.00390172 -0.0105848 -0.0105682 0.00544896 0.0079616 -9.08721e-05 0.00054897 0.00251341 0.00649077 0.0190644 0.0013042 0.00583472 0.0114559 0 0 -0.0053082 0.00500177 -0.00593626 0.0024424 -0.00261328 0.00330317 -0.00369101
internal_weight=0 4275.55 58.8056 4216.74 1669.78 2546.97 2111.95 518.942 1593.01 1207.39 237.204 385.612 435.019 1432.57 161.299 144.517 1271.27 1257.19 163.684 238.203 280.739 14.0822 19234.5 4385.58 2768.7 561.957 154.19 2206.74 488.517 291.098 1718.22 407.767 540.629 236.677 171.09 1177.59 1616.88 192.97 1423.91
internal_count=3105252 743350 9598 733752 386751 347001 269253 70060 199193 158313 90646 40880 77748 296105 128082 116117 168023 167053 32791 42036 28024 970 2361902 552841 353554 56357 24014 297197 38795 23464 258402 32343 90657 20309 12034 167745 199287 20504 178783
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=896 8 270476 2 12853917 11278690 5 268352 3 6434 66560 788480 10490176 1 10 2916747 4196448 86 86 8455204 80 2 21056 50 4276740 14
is_linear=0
shrinkage=0.1


Tree=218
num_leaves=40
num_cat=15
split_feature=1 6 4 2 3 2 3 3 4 3 4 4 4 4 3 2 4 2 2 4 3 3 6 1 1 2 4 1 4 1 2 2 2 2 2 2 3 4 4
split_gain=0.0610516 0.430725 1.16144 0.709022 1.91275 1.58812 1.48205 1.10235 0.579753 0.428688 0.387274 1.01213 0.798248 0.386158 0.343647 0.21695 0.141293 0.133892 0.125857 0.114113 0.0965771 0.0915556 0.629491 2.52343 1.79672 1.09011 1.04018 1.03418 0.974341 1.14301 0.703751 0.672109 0.63826 1.17152 1.16247 0.92706 0.665026 0.5896 0.597064
threshold=0 1 7.5000000000000009 7.5000000000000009 2 5.5000000000000009 3 4 12.500000000000002 5 1.5000000000000002 1.0000000180025095e-35 39.500000000000007 5.5000000000000009 6 1.5000000000000002 14.500000000000002 3.5000000000000004 2.5000000000000004 1.0000000180025095e-35 7 8 9 10 11 5.5000000000000009 7.5000000000000009 12 2.5000000000000004 13 8.5000000000000018 6.5000000000000009 8.5000000000000018 3.5000000000000004 12.500000000000002 2.5000000000000004 14 3.5000000000000004 1.5000000000000002
decision_type=9 1 2 2 1 2 1 1 2 1 2 2 2 2 1 2 2 2 2 2 1 1 1 9 9 2 2 9 2 9 2 2 2 2 2 2 1 2 2
left_child=1 3 9 5 -5 7 -7 13 -8 17 11 -9 -12 14 -1 -11 -15 18 -3 -6 -21 22 24 25 32 -24 27 -26 -25 -30 -28 -29 33 35 -34 -2 -35 38 -27
right_child=21 2 -4 4 19 6 8 10 -10 15 12 -13 -14 16 -16 -17 -18 -19 -20 20 -22 -23 23 28 26 37 30 31 29 -31 -32 -33 34 36 -36 -37 -38 -39 -40
leaf_value=0 0.0015955027752390183 0 0.0090415065039657194 0.017823427285493559 0 0 -0.017904136852498437 -0.0032241321598732485 0 0 -0.010764272210485867 0.005544789544848952 0.0032991739646952394 -0.0055498319077145163 0.004197845766829955 -0.010610223154649278 0 0.0033602831177188598 -0.0058335476871737629 0 -0.0067110952030386738 -0.00011239889937149303 0.0089341869706427764 -0.002146008024384661 -0.010037739891489782 -0.0010281552710755051 0.012476803986315508 0.00052544136441463711 0 -0.014463373642243184 0 -0.0037287491835242444 0.020108240124314301 0.0035093349443193001 0 0.012174784703874937 -0.0044761333693506917 -0.011461557343191835 0.01018482787971808
leaf_weight=363.57847312168951 297.34683362122814 40.062429216964574 13.541609231649998 39.421397762938341 20.777447614525045 67.227056068534239 92.539659347362885 514.6838375290713 1.4010765888237973 3.0939723519754798 106.08147599588892 130.48882277411212 1.9343913346356192 37.283075345196266 708.2570814207379 152.99123018395812 13.366077204823339 26.515255257330864 27.576691004037912 8.0155823915592919 20.852422557947648 16072.313773283069 224.57085417730013 675.3158327461033 69.403345094440283 98.373567816620834 77.660907170645714 2444.4740396054985 35.870710812133893 136.66647311179668 4.8725495897929241 404.28035186877241 45.095746639398385 131.43445535006413 8.4733549988882242 173.96974475155275 188.66161874955378 13.784117785129636 27.758707611161753
leaf_count=87047 92283 8312 2103 5333 3037 10748 12823 66711 127 13383 29400 24195 367 8808 139164 24940 2354 2640 2118 666 2956 1870255 44477 113385 21499 11296 9393 347678 8149 17381 330 39576 3473 18719 781 34718 21167 1098 2679
internal_value=0 -0.000525042 -0.00404879 0 0.00748221 -0.000453167 -0.00919508 0.000273488 -0.0152093 -0.00686423 -0.00242782 -0.000838683 -0.00767637 0.00236295 0.00297459 -0.00944466 -0.00285947 0 -0.00267903 -0.0025063 -0.00549102 0 0.000373714 -0.00148408 0.00104584 0.00476857 -2.34545e-05 -0.000480739 -0.00460369 -0.0112265 0.0092948 -6.62275e-06 0.00501151 0.00351062 0.0149747 0.00659378 -0.000348187 -0.00026813 0.00100091
internal_weight=0 2389.69 263.781 2125.91 89.0669 2036.84 161.168 1875.67 93.9407 250.24 753.189 645.173 108.016 1122.48 1071.84 156.085 50.6492 94.1544 67.6391 49.6455 28.868 21130.3 5058.01 1212.34 3845.67 364.487 3000.69 2918.16 847.853 172.537 82.5335 2848.75 844.982 791.413 53.5691 471.317 320.096 139.916 126.132
internal_count=3105569 447232 53496 393736 11992 381744 23698 358046 12950 51393 120673 90906 29767 237373 226211 38323 11162 13070 10430 6659 3622 2658337 788082 198465 589617 59550 418476 408753 138915 25530 9723 387254 171141 166887 4254 127001 39886 15073 13975
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=573968 3 841 612 158 547 8 32 385 5 6562181 8389698 335872 2058 257
is_linear=0
shrinkage=0.1


Tree=219
num_leaves=40
num_cat=24
split_feature=0 1 2 4 3 3 4 4 3 4 1 4 1 6 2 4 3 6 3 4 2 1 2 1 3 4 3 3 6 1 1 3 4 6 6 3 2 1 2
split_gain=0.0518251 0.0449353 0.845737 0.90379 1.47652 0.892348 0.760245 0.632339 0.91796 0.606144 0.836552 0.59255 0.672395 0.436838 0.414493 2.00177 1.10259 0.597955 1.29024 2.42337 1.55077 2.00015 1.51445 0.586533 0.498231 0.431795 2.70259 1.52673 2.87969 1.50753 0.708534 0.541419 0.426965 0.342885 0.283632 1.63275 1.30829 0.251634 0.245878
threshold=0 1 1.5000000000000002 24.500000000000004 2 3 92.500000000000014 19.500000000000004 4 8.5000000000000018 5 5.5000000000000009 6 7 1.5000000000000002 1.5000000000000002 8 9 10 5.5000000000000009 2.5000000000000004 11 8.5000000000000018 12 13 2.5000000000000004 14 15 16 17 18 19 95.500000000000014 20 21 22 12.500000000000002 23 3.5000000000000004
decision_type=1 9 2 2 1 1 2 2 1 2 9 2 9 1 2 2 1 1 1 2 2 9 2 9 1 2 1 1 1 9 9 1 2 1 1 1 2 9 2
left_child=-1 2 5 7 -5 11 13 34 38 10 -7 12 -2 -6 15 16 33 18 20 22 23 -22 -20 -16 -17 27 30 28 -19 -29 -27 -28 -26 -3 35 -4 -36 -21 -9
right_child=1 14 3 4 6 9 -8 8 -10 -11 -12 -13 -14 -15 17 24 -18 25 19 37 21 -23 -24 -25 32 26 31 29 -30 -31 -32 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=-0.0039311596793258369 0 0.009310526223891712 -0.0078479647414063779 -0.004630630628675649 0 0 0 0.0086778733322976555 -0.016140005604858891 0 -0.019957680593486692 -0.008697401778905085 0.012280924821979006 0.022683714303149194 0.015074568810778347 0 -0.007923083991323205 0.01089104839623219 -0.022595461852409626 0 0.0038779321519651182 -0.015907639210004813 0.00041616677591040351 0 0.01369489296998982 0.0004782984925295904 0.0037941556247444125 -0.0036683888477251694 0.0010197153778298974 0.00036881618143098395 -0.0086379101133717291 -0.00017390729951794194 0 0 -0.00017211417225513592 0.0013840454180339783 -0.011224418271728041 0.0096394807323157052 0
leaf_weight=4.3503650227721664 52.332723090541549 32.133750203902309 158.33978596754605 8.8830228545702976 7.1620993718970567 22.777419265010394 6.1097490596584967 3.8950255868257955 19.736297078197826 6.3776466269046059 44.739245709148236 14.838630222016944 21.381578047119547 32.964445425895974 40.621964130317792 10.054550884757189 122.29691823915346 307.85602318984456 83.113438392640091 9.056070901453495 63.445190739352256 44.979588310176041 4.7817009768914422 7.2277887030504635 148.75552892836276 35.072311917552724 441.12476937356405 1175.0478644720861 2891.6921034839179 3469.7791233222233 438.91335293813609 774.98856629733928 2.4212282621301702 4.357978335581719 9859.2735671604751 3052.8303946293308 79.850541566265747 7.1607032946776608 3.1163199262227863
leaf_count=882100 6709 4294 20377 338 847 2539 393 245 1039 673 5839 2008 2672 2242 3035 1160 17394 36176 6581 202 4477 5015 414 905 16152 3845 29767 113635 303458 236912 25376 47252 189 548 1006608 309529 7011 284 103
internal_value=0 -5.24343e-06 -0.000137012 -1.8577e-05 0.01022 -0.00672563 0.0161913 -0.000107238 -0.0106657 -0.0124411 -0.0161349 0 0.00494262 0.0217504 0.000139566 0.00352245 -0.00292684 0 -0.00437332 -0.0114336 0.000173418 -0.00470054 -0.0190116 0.0126488 0.0109056 0.000156461 -0.00123084 0.000497208 0.00218488 -0.00061108 -0.00739496 0.0011016 0.0120427 0.00566516 -3.87729e-05 0.000745594 -0.000324186 0.00635381 0.00125268
internal_weight=0 23509.5 13394.6 13232.2 55.1193 162.447 46.2363 13177 26.7476 73.8943 67.5167 88.5529 73.7143 40.1265 10114.9 320.02 158.789 9794.86 260.386 104.112 156.275 108.425 87.8951 47.8498 161.231 9534.47 1690.1 7844.38 3199.55 4644.83 473.986 1216.11 151.177 36.4917 13150.3 3211.17 9939.12 16.2168 7.01135
internal_count=3108343 2226243 1369172 1348732 3820 20440 3482 1344912 1387 9051 8378 11389 9381 3089 857071 39737 22236 817334 20913 7481 13432 9492 6995 3940 17501 796421 106240 690181 339634 350547 29221 77019 16341 4842 1343525 329906 1013619 486 348
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=2 8927186 6 962 388 8389888 8402432 2 537 8 229 2424864 2359340 516 592 976 4 6619172 4456453 15 3 10 768 2097184
is_linear=0
shrinkage=0.1


Tree=220
num_leaves=40
num_cat=22
split_feature=0 1 3 2 1 2 2 4 3 4 1 4 3 3 2 3 1 2 2 6 2 4 3 5 3 3 1 4 3 1 6 4 4 4 4 4 1 3 3
split_gain=0.0518289 0.0525423 0.432687 0.519386 0.988897 0.910646 0.899564 0.420645 1.99431 0.59809 0.346645 0.372774 0.341179 0.279481 0.219528 1.10142 2.95638 1.92228 2.90066 1.65235 1.19551 1.13968 1.94222 1.33012 2.08088 1.83823 0.763942 0.528983 0.350978 0.927233 1.1499 0.786471 1.09912 0.414515 0.293319 0.275022 1.43919 1.77372 1.76371
threshold=0 1 2 12.500000000000002 3 20.500000000000004 11.500000000000002 7.5000000000000009 4 2.5000000000000004 5 6.5000000000000009 6 7 4.5000000000000009 8 9 5.5000000000000009 11.500000000000002 10 6.5000000000000009 7.5000000000000009 11 12 13 14 15 9.5000000000000018 16 17 18 6.5000000000000009 2.5000000000000004 8.5000000000000018 2.5000000000000004 1.5000000000000002 19 20 21
decision_type=1 9 1 2 9 2 2 2 1 2 9 2 1 1 2 1 9 2 2 1 2 2 1 1 1 1 9 2 1 9 1 2 2 2 2 2 9 1 1
left_child=1 14 10 6 13 -6 7 9 -9 -4 -3 -12 -8 -5 28 16 19 34 -19 20 -16 23 26 25 -25 -17 -23 -24 29 31 -31 32 -1 -33 -18 -30 38 -38 -37
right_child=-2 2 3 4 5 -7 12 8 -10 -11 11 -13 -14 -15 15 21 17 18 -20 -21 -22 22 27 24 -26 -27 -28 -29 35 30 -32 33 -34 -35 -36 36 37 -39 -40
leaf_value=-0.0002954463043461301 -0.0038886077990129514 0 0.00065926189037044899 0.00024649524051538897 0.017797450883966358 0 0 0.010953023433476356 -0.0046193000598915524 -0.0019481092544737088 -0.013952700047509359 0 -0.014243197680510803 -0.0070778783585167017 0.0052235164068001943 0.0015226839464529812 -0.00038703457126934847 0.016854082629871616 -0.0080426286259482616 -0.010759000258985549 -0.0068834653154524073 0 -0.00068398897848520677 0.0061914015893869308 -0.0013545857982215038 -0.0047705523250159325 -0.017509796699504074 0.010117641669799849 -0.00036912178372400565 0.00080965173054820547 -0.0078667036116271977 -0.015752668897357686 0.0086699366239599025 0 0.0060185467735278039 -0.002521108962788011 0.0026361889625740494 -0.0029099674735864529 0.010944465947723364
leaf_weight=1072.8381371975411 4.3351569337610263 91.008607596762886 5065.968928845512 16.624187169829383 53.475458570523188 11.850698902737347 12.691919824806972 145.38774421461858 86.744670925894752 1008.6771837234264 32.599456814874429 1.6249009433668096 18.040425183949996 18.978763765888289 241.62332045985386 793.24433397862595 192.95484860381112 269.31974393315613 19.585656152339652 117.68675624695607 75.330873955856077 9.4260487663559598 16.567146735498682 690.48737015249208 610.66309637995437 899.00344351830427 90.673160554841161 32.807175858411938 8519.0918604721664 148.0966627933085 374.20825910137501 16.902791035594419 119.87781182082836 34.982014806359075 51.097932252567261 87.67289685155265 1100.6925603007548 1118.7100587048335 238.08434457494877
leaf_count=105808 882484 10634 646172 1462 5803 1235 1300 8446 6011 95794 5536 227 1847 2266 15332 58496 11504 14948 1755 9279 5249 803 624 50672 45077 67822 3071 1073 804859 9506 23951 862 6810 1587 2027 4712 71190 104902 17158
internal_value=0 0 0.000238829 0.000409129 0.00673629 0.0122046 0.00023063 0.000391556 0.00436834 0.000169727 -0.00468046 -0.0099303 -0.0117345 -0.00136882 -9.35929e-05 0.000513301 0.00341902 0.0082864 0.0136277 -0.00211268 0.00110319 -0.000320367 -0.00808059 4.31846e-05 0.00251013 -0.00169012 -0.01466 0.00339705 -0.000312155 -0.00161375 -0.00499046 0 0.000550906 -0.0095663 0.000371463 -7.19343e-05 0.000798739 -2.8648e-05 0.0066208
internal_weight=0 23505.3 6563.67 6438.44 100.929 65.3262 6337.51 6306.78 232.132 6074.65 125.233 34.2244 30.7323 35.603 16941.6 4110.47 967.599 532.958 288.905 434.641 316.954 3142.87 149.474 2993.4 1301.15 1692.25 100.099 49.3743 12831.2 1766.91 522.305 1244.6 1192.72 51.8848 244.053 11064.3 2545.16 2219.4 325.757
internal_count=3108294 2225810 786733 770336 10766 7038 759570 756423 14457 741966 16397 5763 3147 3728 1439077 287732 60094 30234 16703 29860 20581 227638 5571 222067 95749 126318 3874 1697 1151345 148524 33457 115067 112618 2449 13531 1002821 197962 176092 21870
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 538362 1 14682116 182 2130177 864 82 13 8712 9 224 2 848 672 13832 8 533578 6 4226 564 7
is_linear=0
shrinkage=0.1


Tree=221
num_leaves=40
num_cat=17
split_feature=0 1 5 4 3 1 2 2 4 3 4 6 3 3 2 3 2 2 2 2 2 2 2 5 2 1 3 1 2 4 2 1 1 4 2 4 4 2 1
split_gain=0.050508 0.035315 1.3135 3.17029 2.69589 1.65367 2.09511 0.980388 0.945582 1.61543 0.76117 0.651261 1.7919 0.69325 0.643011 0.642593 0.900324 0.932435 0.791867 0.552045 0.380612 0.280639 0.212692 0.170952 1.11735 1.9489 0.8634 2.94424 3.80953 3.42446 1.07125 5.18122 3.93722 4.88813 2.4415 2.33018 1.44785 1.00146 3.50784
threshold=0 1 2 3.5000000000000004 3 4 2.5000000000000004 9.5000000000000018 4.5000000000000009 5 46.500000000000007 6 7 8 8.5000000000000018 9 7.5000000000000009 2.5000000000000004 9.5000000000000018 6.5000000000000009 1.5000000000000002 1.5000000000000002 13.500000000000002 10 2.5000000000000004 11 12 13 5.5000000000000009 2.5000000000000004 3.5000000000000004 14 15 1.5000000000000002 5.5000000000000009 2.5000000000000004 6.5000000000000009 8.5000000000000018 16
decision_type=1 9 1 2 1 9 2 2 2 1 2 1 1 1 2 1 2 2 2 2 2 2 2 1 2 9 1 9 2 2 2 9 9 2 2 2 2 2 9
left_child=-1 2 3 4 -2 6 -6 -7 15 -10 22 13 19 -5 -14 16 17 -4 20 -13 -17 -15 -11 24 25 -3 27 28 29 -25 31 35 33 -32 -34 -28 -33 -29 -39
right_child=1 23 8 11 5 7 -8 -9 9 10 -12 12 14 21 -16 18 -18 -19 -20 -21 -22 -23 -24 26 -26 -27 30 37 -30 -31 32 36 34 -35 -36 -37 -38 38 -40
leaf_value=-0.0038399950724237173 0.00068623887044404848 -0.010034890837962522 0.00095995025402531423 0 -0.012953532941775724 -0.02190314290801822 0.0045955802734517623 0 0.0081335086058499408 -0.014316641828386488 0 -0.015694828399283298 0.016567288652093008 0 0 -0.0052251282880291664 0.0089234550729275688 -0.0080577123296277121 -0.010309073269524382 0 0.0022858664778577522 0.025620827049197298 0 -0.018936069138015918 -0.00013966128046976155 0.0036146656790768416 0.020329950099952514 -0.00011230662629284096 0.0079562874881165518 0.0016381226337302487 -0.015751010495301282 -0.0025915106761201703 0.0065706941173258801 0.0035618202513241267 0 -0.001102469151002234 0.0053807866217671155 -0.022274495565946975 0.0061288241830548514
leaf_weight=4.3177991585944255 201.01351518626325 63.953427400148939 102.23924824106507 5.9089179330039769 88.184320541564375 158.44697446841747 103.87618541531265 9.6018469119444472 11.527307148557155 120.88114118739031 3.1867115637287489 29.997381219640374 34.857334363157861 0.49358270247467473 1.9792494853027154 18.490188367548399 16.604034695308656 230.22976834978908 16.42492151283659 5.203639985760673 2411.5706700739102 23.369119497481734 0.2528043151833107 254.78737798039128 6482.7123267636052 1603.2062120460905 136.79073062655516 5539.9286985707295 63.342618265654892 71.393676240928471 227.14608045807108 2527.5376640988989 1326.9715583249344 209.86155651602894 1082.1772485895781 32.929033757885918 200.75772654567845 46.083510764292441 41.238662546384148
leaf_count=882369 20747 8903 17444 295 8655 27611 7704 1341 788 8015 311 2523 2795 65 199 1955 1282 29441 900 493 188071 1716 23 24983 575557 160336 14934 433961 5215 3677 24020 374218 148836 16771 87184 1834 16206 3471 3018
internal_value=0 0 -0.000287464 -0.00425833 -0.00752075 -0.0122744 -0.00265304 -0.0192042 0.000542308 -0.00656686 -0.0110041 0.00906578 0 0.0157673 0.0113462 0.00106 -0.0024521 -0.00460705 0.00170889 -0.0103318 0.00204375 0.0206302 -0.013804 5.14559e-05 0.000414054 0.00270834 -0.000174737 -0.00102845 -0.00904257 -0.0138319 0.000668858 -0.000602715 0.00206301 -0.00607111 0.00372763 0.0144072 -0.00183731 -0.000360864 -0.00954269
internal_weight=0 23505.2 3594.34 662.932 561.123 360.109 192.061 168.049 2931.41 135.848 124.321 101.809 72.0376 29.7716 36.8366 2795.56 349.073 332.469 2446.49 35.201 2430.06 23.8627 121.134 19910.8 8149.87 1667.16 11760.9 6016.77 389.524 326.181 5744.17 2898.02 2846.16 437.008 2409.15 169.72 2728.3 5627.25 87.3222
internal_count=3107867 2225498 322374 74144 66058 45311 16359 28952 248230 9137 8349 8086 6010 2076 2994 239093 48167 46885 190926 3016 190026 1781 8038 1903124 744796 169239 1158328 474325 33875 28660 684003 407192 276811 40791 236020 16768 390424 440450 6489
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=2 537104 2 674 12288 515 10 101 10 960 2 12582920 31 2359329 2424960 4524160 2122
is_linear=0
shrinkage=0.1


Tree=222
num_leaves=40
num_cat=25
split_feature=1 2 3 5 4 1 5 3 1 4 1 4 3 1 2 3 6 4 2 3 4 3 4 1 1 3 6 1 2 3 1 1 4 6 6 2 3 4 2
split_gain=0.0977953 0.427418 1.16149 0.887487 0.399456 0.414598 0.22496 1.06554 3.91072 1.92838 2.58748 2.07888 1.16803 1.13418 1.32765 1.08849 1.11573 0.99919 1.57009 5.49605 4.84197 2.90816 2.17769 1.76679 1.29031 0.929601 2.67526 2.15238 0.759779 1.89978 1.21942 0.654698 0.584293 0.500205 0.49817 0.314481 0.216355 0.473132 0.483853
threshold=0 1.5000000000000002 1 2 5.5000000000000009 3 4 5 6 1.5000000000000002 7 2.5000000000000004 8 9 3.5000000000000004 10 11 1.5000000000000002 3.5000000000000004 12 2.5000000000000004 13 2.5000000000000004 14 15 16 17 18 5.5000000000000009 19 20 21 15.500000000000002 22 23 7.5000000000000009 24 3.5000000000000004 5.5000000000000009
decision_type=9 2 1 1 2 9 1 1 9 2 9 2 1 9 2 1 1 2 2 1 2 1 2 9 9 1 1 9 2 1 9 9 2 1 1 2 1 2 2
left_child=1 2 4 -4 5 -1 7 8 12 13 32 -12 -3 33 -15 16 -10 25 19 20 -19 22 -20 -21 -23 26 31 -28 30 -30 -27 -8 -11 -9 -17 -14 37 38 -2
right_child=36 6 3 -5 -6 -7 17 9 15 10 11 -13 35 14 -16 34 -18 18 21 23 -22 24 -24 -25 -26 28 27 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.012015301752988261 0 0 -0.020348396448998399 -0.00055490548198400724 0.012063172361361993 -0.0054543925951483019 0 0.01326682642224836 0.011720690066939517 -0.017253458653495986 -0.0031845407330533416 -0.026052732221982025 0.0036838872937193104 -0.0020571002762347526 0.0031556694895196963 -0.0009491919119442231 0.0014469904574977131 -0.012310221372546204 0.0076504135674053692 -0.020204842408213165 -0.0025457891076601383 0.0030242371329126166 -0.002919902590161544 0.0091342677502705121 -0.0040122382963340376 0.00013351487655924774 -0.011007975010745661 0.0053450269978311434 -0.0059718767735714015 0.0018540765993634214 0.0011760926051221109 0 -0.013935594383650364 0 0 0.00011883633474303699 -0.00060646294625379103 0
leaf_weight=7.1067475954628208 54.46745820041815 24.444570224276504 22.161774016409254 33.899347648487037 6.1719872358808052 19.727844526539233 124.32323304994179 6.7785167651827578 113.48118753451809 56.691048597266217 203.2341396530901 350.47721810322901 54.747273168943593 660.42649969860804 907.82149828834145 611.97844118721014 31.368426306391029 142.31778637002117 120.89962551287636 476.40600280887111 191.51393647785926 52.810858182185257 167.48257149739084 157.37502286528706 722.8785430440912 341.09557325074184 198.16428639852029 444.41916415114201 151.10929493686717 462.43049342559289 2835.1993464479347 1193.6559105905849 5.2325869896085342 51.127932979234174 1963.8768514453864 6.0959623781486689 10502.915828945217 12.141477862972804 22.09729193352905
leaf_count=2165 22476 9158 194832 42736 14677 83895 10831 639 13721 11408 27543 31225 13853 101575 126943 65831 3976 17855 7793 60816 20596 7101 7617 14830 41802 35328 21943 56141 12098 40891 324446 145303 382 5757 212456 877 1288764 3324 3066
internal_value=0 -0.00020817 -0.00623111 -0.0128057 0.00257796 0.00894314 -0.000128753 -0.000660186 0.000554763 -0.00229256 -0.00695284 -0.00932396 -0.0165525 -0.000266967 0.000195406 0.00143176 0.00902607 0.000178766 0.00209527 -0.000553229 -0.0105029 0.00472701 -0.00292456 0.00456291 0.00788543 -0.000453817 -0.00222241 -0.0073261 0.000397622 -0.00260896 0.00109216 0.000187492 0.00732652 -0.0107899 0.000758532 -0.0220398 0.000198717 0.0043495 0.00830823
internal_weight=0 12918.9 89.0677 56.0611 33.0066 26.8346 12829.9 5047.78 2805.99 2241.79 615.635 553.711 85.2878 1626.15 1568.25 2720.7 144.85 7782.08 2031.68 967.613 333.832 1064.07 288.382 633.781 775.689 5750.4 1960.56 642.583 3789.83 613.54 3176.29 1317.98 61.9236 57.9064 2575.86 60.8432 10591.6 88.7062 76.5648
internal_count=3106670 1789040 338305 237568 100737 86060 1450735 625344 319872 305472 70558 58768 23888 234914 228518 295984 17697 825391 178410 114097 38451 64313 15410 75646 48903 646981 234218 78084 412763 52989 359774 156134 11790 6396 278287 14730 1317630 28866 25542
cat_boundaries=0 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=586194 960 2 12288 2 151 16 12304 128 12288 1 5 135 548 528706 20482 594 9 549008 260 524418 16512 12 10 512
is_linear=0
shrinkage=0.1


Tree=223
num_leaves=40
num_cat=21
split_feature=1 2 3 4 5 4 6 3 2 1 4 4 2 4 1 1 3 3 2 2 3 6 4 5 1 3 4 2 4 3 4 2 2 3 4 3 1 3 1
split_gain=0.0924689 0.713637 1.01156 0.65986 0.563144 0.470325 0.587292 1.16744 1.25693 1.06894 1.0092 0.897245 0.719881 0.540892 1.05034 0.983944 1.94159 0.808497 0.673908 0.424305 0.483318 0.426076 1.70117 2.0454 1.44461 0.525224 0.644028 0.500858 0.354132 0.305714 0.241104 1.36507 1.54342 3.54033 2.70732 1.68231 1.64591 1.41588 0.89033
threshold=0 1.5000000000000002 1 1.5000000000000002 2 2.5000000000000004 3 4 2.5000000000000004 5 13.500000000000002 8.5000000000000018 2.5000000000000004 6.5000000000000009 6 7 8 9 3.5000000000000004 15.500000000000002 10 11 1.0000000180025095e-35 12 13 14 1.5000000000000002 6.5000000000000009 1.0000000180025095e-35 15 2.5000000000000004 1.5000000000000002 2.5000000000000004 16 11.500000000000002 17 18 19 20
decision_type=9 2 1 2 1 2 1 1 2 9 2 2 2 2 9 9 1 1 2 2 1 1 2 1 9 1 2 2 2 1 2 2 2 1 2 1 9 1 9
left_child=1 2 3 -1 -4 19 13 8 11 -10 12 -8 -9 14 17 29 -17 -7 -16 21 -21 22 23 -3 -24 26 -23 -27 -6 -15 -2 37 33 38 -35 -34 -37 -32 -33
right_child=30 5 4 -5 28 6 7 10 9 -11 -12 -13 -14 15 18 16 -18 -19 -20 20 -22 25 24 -25 -26 27 -28 -29 -30 -31 31 32 35 34 -36 36 -38 -39 -40
leaf_value=0.01061961676325459 0.00038463438531674223 0.021742882915128867 0 -0.0045537718988167093 0 0.00091188320556919659 -0.015172709786811144 0 0.012979189330494426 -0.0023958065213012308 0.0013119854909299524 0.0014858695348672953 -0.018398593446389236 0 0.00050352991446852798 0.0042416577840902582 -0.0096106947413595167 -0.012371652654574294 0.0065857189106291181 0 0.011926270635707155 0.00053628317420193828 0.0045182017876627062 0 -0.012706927062553048 -0.0018483736673289277 -0.0033148619576194084 0.00082593248126788289 -0.023623409519571214 0.0084223048492630629 0.014009750481115898 0.0081046114623025793 -0.0039962945735371727 -0.020176009901991702 0.0026555132368747975 0.0059948073040036569 -0.0012911617671022705 -0.00095348325542245107 -0.0023746169764000693
leaf_weight=19.673627980775109 10080.566969599373 50.803559902957204 15.77713052807303 18.109629463668171 9.1875822537108451 28.03372457708565 25.019452495716909 17.009772702294413 77.147470991781574 17.740943618250185 6.2660022902164192 6.2657500007449007 62.743074431306013 13.653558351645188 431.49589266630255 114.88637094715114 192.25168971099447 34.760329623698908 588.21482374398147 10.306202948097505 18.72546819321315 4005.2454228147867 39.935154355768645 78.81245768118788 53.033582917392778 3983.7161354924997 451.92796560914257 660.33882513776325 22.268631277946952 82.192179621836658 82.092726559834773 90.624813237383933 656.04071064672189 176.80966930611339 32.067556324912402 552.1137369756525 522.9940609531991 62.120118729564183 121.10272734705813
leaf_count=80640 1299490 5746 133686 44060 9505 5386 3395 2458 6019 1250 472 522 5184 1650 48437 10512 13010 5220 37412 1096 1861 431507 4502 10262 6197 559451 48579 60250 28449 4865 42278 10746 45306 21741 2817 29314 42327 34850 7683
internal_value=0 -0.000239214 -0.00812322 0.000108437 -0.0142461 -0.000129871 0.0013459 -0.00269938 0.00181277 0.00866488 -0.0101731 -0.00784705 -0.0148477 0.00216721 0.00336259 -0.000311434 -0.00367325 -0.00547571 0.00434436 -0.000433166 0.00772164 -0.000515314 0.00328281 0.0105442 -0.00423691 -0.000654416 5.92616e-05 -0.00139808 -0.0204209 0.00618554 0.000153942 -0.00072118 -0.00150822 -0.006728 -0.014898 0 0.00226228 0.00753744 0.0014941
internal_weight=0 11135.5 85.0166 37.7833 47.2333 11050.5 1697.68 212.192 126.174 94.8884 86.0188 31.2852 79.7528 1485.49 1082.5 402.984 307.138 62.7941 1019.71 9352.84 29.0317 9323.81 222.585 129.616 92.9687 9101.23 4457.17 4644.05 31.4562 95.8457 12376.5 2295.97 2151.75 420.605 208.877 1731.15 1075.11 144.213 211.728
internal_count=3108135 1571583 296340 124700 171640 1275243 145792 19300 11186 7269 8114 3917 7642 126492 96455 30037 23522 10606 85849 1129451 2957 1126494 26707 16008 10699 1099787 480086 619701 37954 6515 1536552 237062 159934 42987 24558 116947 71641 77128 18429
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=537938 962 2 3 206 1360 4098 8450 864 402 582 8 2 5376 295 577 286 336 2425385 410 8732708
is_linear=0
shrinkage=0.1


Tree=224
num_leaves=40
num_cat=21
split_feature=1 2 1 3 2 3 2 4 2 1 3 3 4 3 4 4 4 1 4 3 1 1 4 4 6 4 4 6 3 2 6 2 2 2 6 1 1 3 6
split_gain=0.0769391 0.384472 1.58506 1.14422 1.00051 1.48611 1.06061 0.916287 0.70645 3.73723 4.7938 1.90634 1.5894 1.96197 1.58637 2.62382 1.34012 1.18771 0.708024 0.695026 2.4812 1.82701 1.36179 1.72011 1.30881 2.56996 1.16384 0.963933 0.661473 1.08968 0.88578 0.705581 0.589909 1.21631 0.580476 1.50788 1.36443 0.532784 0.498123
threshold=0 6.5000000000000009 1 2 11.500000000000002 3 15.500000000000002 2.5000000000000004 4.5000000000000009 4 5 6 1.0000000180025095e-35 7 1.5000000000000002 1.0000000180025095e-35 9.5000000000000018 8 4.5000000000000009 9 10 11 7.5000000000000009 12.500000000000002 12 1.0000000180025095e-35 3.5000000000000004 13 14 12.500000000000002 15 7.5000000000000009 10.500000000000002 9.5000000000000018 16 17 18 19 20
decision_type=9 2 9 1 2 1 2 2 2 9 1 1 2 1 2 2 2 9 2 1 9 9 2 2 1 2 2 1 1 2 1 2 2 2 1 9 9 1 1
left_child=-1 8 3 -3 -5 6 -6 -7 19 11 17 -10 13 -12 15 -13 -14 18 -11 20 22 34 27 -24 25 -22 -26 -2 31 30 -30 38 33 -33 36 -36 -21 -16 -4
right_child=1 2 28 4 5 7 -8 -9 9 10 12 14 16 -15 37 -17 -18 -19 -20 21 24 -23 23 -25 26 -27 -28 -29 29 -31 -32 32 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.00026890673402110384 -0.0093184896443648212 0.0079628264633866547 0 -0.0071540403777320891 0.01633668514629406 -0.012968738311150065 0 0.0014343478401855805 0.016130080611753344 0.018958633753499557 0.0043145902047608039 0.00029457504851476761 -0.01264775346762561 -0.010779736006465278 0.0014916237826003067 0.015692656993120935 0.0026251533811030674 0 0 -0.0032562060190761675 -0.012158106122105033 -0.0050866547805156273 0.016325610047699998 -8.0768133375906765e-05 0.0095274010894800792 0.0086531507475965021 -0.0011245467356765417 -0.0002761191296256452 0.011241509513613662 -0.0038010998460209426 -0.00066745289002924217 0 -0.0031569432030875057 0.019332261556382683 -0.0011007974910687329 0.0063960031609790113 0.00074733275475720527 -0.0054056832595912561 -0.011250770828897631
leaf_weight=10684.299803731141 87.272388922912342 19.051390611209172 5.1989621820125649 622.60025127238805 52.633052312939071 53.13871901926359 16.599899672409265 18.796049193895669 150.60050822232779 87.751067252677785 203.57764408399407 324.68633536489597 358.67779052335118 89.883366087637569 143.24743518669402 181.24844423241893 20.508543422735329 151.47754039807751 6.258296950460589 1251.2254002999389 85.454463398377356 809.66688573520787 79.778826194314661 72.828653131276496 559.34703900296245 85.964847750164608 58.700495734774904 3472.7767181864147 192.71625692740872 32.765159005503847 27.832005259773723 69.739398366006299 37.5101837404045 18.294443427472288 496.59442056619855 423.17015472263074 2269.6699026534279 150.31092450228698 50.45475194086157
leaf_count=1483806 10221 2325 561 53350 4001 5268 1443 1170 9743 10866 20709 34016 25981 9944 11960 17597 728 13191 392 141015 21896 215751 9478 10357 136598 20883 19177 458454 15510 2875 2278 5837 3558 1478 45394 59556 204831 10440 4961
internal_value=0 8.36946e-05 -0.00154939 -0.00430338 -0.00536363 0.000336583 0.00975737 -0.00632702 0.00028414 0.0020525 -0.002236 0.00640193 -0.00678102 -0.000152014 0.00353083 0.00694027 -0.0109566 0.00837197 0.0156001 -2.92042e-05 0.000846063 -0.000837115 -0.000179081 0.00812618 0.00580488 -0.000474159 0.00792526 -0.000684094 0.00275714 0.00590573 0.00906335 -0.000560303 0.00205993 0.00706184 0 0.00215861 -0.000611757 -0.00140755 -0.00869019
internal_weight=0 12838 1217.33 782.819 763.768 141.168 69.233 71.9348 11620.7 1868.23 918.134 950.094 672.647 293.461 799.493 505.935 379.186 245.487 94.0094 9752.45 4502.12 5250.33 3712.66 152.607 789.467 171.419 618.048 3560.05 434.511 253.313 220.548 181.198 125.544 88.0338 4440.66 919.765 3520.9 293.558 55.6537
internal_count=3107599 1623793 104615 67557 65232 11882 5444 6438 1519178 165567 81811 83756 57362 30653 74013 51613 26709 24449 11258 1353611 687064 666547 488510 19835 198554 42779 155775 468675 37058 20663 17788 16395 10873 7315 450796 104950 345846 22400 5522
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=549201 300078 4 338 8651814 289 24 204 2166792 722 8391852 8424620 2 8 201 3 5 2056 164 836 4
is_linear=0
shrinkage=0.1


Tree=225
num_leaves=40
num_cat=20
split_feature=1 5 3 3 1 4 6 2 1 3 3 4 2 2 3 2 1 2 2 6 4 4 3 2 4 6 1 2 4 1 4 6 2 3 2 3 4 1 2
split_gain=0.0661089 0.464367 1.9882 1.95934 1.93932 2.397 1.31841 1.96659 1.20945 2.84562 1.6279 1.95694 1.94772 1.08514 0.947241 1.72363 3.30189 1.37357 0.986591 0.915583 1.0358 2.35226 1.55374 0.799179 0.73853 0.890705 0.780441 0.690315 1.28918 0.678361 0.670708 0.657488 0.653776 0.827573 0.6265 0.623767 0.622155 0.585452 0.483547
threshold=0 1 2 3 4 3.5000000000000004 5 8.5000000000000018 6 7 8 3.5000000000000004 2.5000000000000004 6.5000000000000009 9 8.5000000000000018 10 12.500000000000002 11.500000000000002 11 1.0000000180025095e-35 2.5000000000000004 12 8.5000000000000018 3.5000000000000004 13 14 12.500000000000002 3.5000000000000004 15 10.500000000000002 16 4.5000000000000009 17 5.5000000000000009 18 20.500000000000004 19 2.5000000000000004
decision_type=9 1 1 1 9 2 1 2 9 1 1 2 2 2 1 2 9 2 2 1 2 2 1 2 2 1 9 2 2 9 2 1 2 1 2 1 2 9 2
left_child=-1 2 24 4 38 23 8 -8 10 -10 12 -12 -5 19 15 16 -15 -17 37 32 22 -22 -21 31 25 -2 -27 28 -9 -20 34 -6 33 -4 -7 -34 -11 -16 -3
right_child=1 3 13 6 5 30 7 27 9 36 11 -13 -14 14 18 17 -18 -19 29 20 21 -23 -24 -25 -26 26 -28 -29 -30 -31 -32 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=-0.0001346154831916358 -0.0026339317387074177 0 0 -0.0034932004938417458 0 0.012898325766556321 -0.0010115874893469442 0.017516528477922497 -0.0031609462078807504 0.019952059762176084 -0.012601809291629391 0.0069381530350436154 0.016857770910891041 -0.0031494951636831235 0 -0.012961021868460543 0.022668678934109898 0.0039993970843434316 0.0069473827157228154 -0.0041937979225181556 0.0072350641966335968 -0.0014025443757810976 0.0027880702026688541 0 0 -0.00041832494303885098 0.011805352600371024 0 0 -0.0061908195489557526 -0.0034069102393346957 -0.013543727058431994 0.0093073923989300984 -0.00939120809159745 0 -0.0018172473153041286 0 -0.010302604965550244 0.011816573283672608
leaf_weight=15637.152697967509 10.11681716716248 25.431836841182758 72.678731704187612 35.081219256999702 8.2413527269377482 54.420452746439878 3048.180411017946 89.626875664199815 60.333846511859974 129.89782021881911 116.55164842480372 33.711573274482816 72.966956506534189 66.211564311122856 22.292581231694385 77.567067571649659 45.623943686230177 30.097797083593377 57.859825010208624 517.30224091604987 757.33001900667523 428.15143953142115 697.8605206246375 6.1339515667500555 52.125583686839491 14.019042658629585 314.52323719308106 28.863656479426027 20.025557373397987 14.251564696794956 11.870190658804857 363.62256408830626 30.048165276446525 172.91903055364492 7.2051929219087461 68.243698106773991 2.2909183693323021 274.03449517497074 33.283259604115756
leaf_count=2061272 1386 11658 14030 6744 618 3202 383098 6815 6869 12098 16323 3303 9373 4862 2341 6278 4419 2815 3337 104189 117714 58194 116633 893 4544 3666 35192 2281 904 2097 793 31009 3163 33205 387 4827 176 21354 5900
internal_value=0 0.000218384 0.00105064 -0.000458545 -0.00604941 -0.00859463 0.000302583 -0.000348893 0.00517187 0.0104715 0 -0.00580656 0.00816256 0.000127477 -0.0035567 0.000588225 0.00921116 -0.00620219 -0.00648928 0.00105522 0.00183304 0.00391105 0 -0.0120732 0.00745943 0.00930581 0.010481 0.0100173 0.0130582 0.00043098 0.00388076 -0.0129566 -0.00324589 -0.00617321 0.00921456 0.00121021 0.0177247 -0.00917631 0.0060352
internal_weight=0 7871 3723.26 4147.74 510.209 451.494 3637.53 3186.7 450.834 192.523 258.311 150.263 108.048 3332.47 587.939 219.5 111.836 107.665 368.438 2744.53 2400.64 1185.48 1215.16 377.998 390.785 338.659 328.542 138.516 109.652 72.1114 73.4958 371.864 343.89 245.598 61.6256 98.2919 132.189 296.327 58.7151
internal_count=3107962 1046690 544246 502444 54460 36902 447984 393098 54886 19143 35743 19626 16117 499458 47503 18374 9281 9093 29129 451955 396730 175908 220822 32520 44788 40244 38858 10000 7719 5434 4382 31627 55225 47235 3589 7990 12274 23695 17558
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=2651992 2 8 9 8388611 12 12582950 388 390 149 8388645 12 195 8 8650752 262304 8 580 384 12584964
is_linear=0
shrinkage=0.1


Tree=226
num_leaves=40
num_cat=22
split_feature=3 1 6 5 2 4 7 2 1 4 2 1 5 2 1 5 4 5 2 1 2 2 1 2 2 6 3 2 2 1 2 3 2 2 3 1 6 6 1
split_gain=0.0712277 1.04172 0.714969 1.26662 0.909448 1.10329 1.24278 0.494194 1.34828 1.06593 0.853219 1.86511 0.925434 0.650743 5.29383 1.83037 0.724297 0.640547 0.717576 0.596607 1.56658 1.22682 0.281047 0.338182 1.50499 0.891127 0.702055 0.703708 0.659324 0.691059 0.579731 0.855536 1.27301 1.11673 0.855964 0.765324 0.543665 0.346118 0.342018
threshold=0 1 2 3 8.5000000000000018 10.500000000000002 4 11.500000000000002 5 4.5000000000000009 9.5000000000000018 6 7 5.5000000000000009 8 9 3.5000000000000004 10 13.500000000000002 11 2.5000000000000004 4.5000000000000009 12 9.5000000000000018 10.500000000000002 13 14 16.500000000000004 15.500000000000002 15 5.5000000000000009 16 6.5000000000000009 8.5000000000000018 17 18 19 20 21
decision_type=1 9 1 1 2 2 1 2 9 2 2 9 1 2 9 1 2 1 2 9 2 2 9 2 2 1 1 2 2 9 2 1 2 2 1 9 1 1 9
left_child=1 2 -1 4 5 6 -4 10 9 17 13 -12 -13 19 16 -16 -15 18 -9 20 -3 -21 23 30 37 28 27 -27 29 -26 38 32 34 -34 -32 36 -33 -25 -2
right_child=22 7 3 -5 -6 -7 -8 8 -10 -11 11 12 -14 14 15 -17 -18 -19 -20 21 -22 -23 -24 24 25 26 -28 -29 -30 -31 31 35 33 -35 -36 -37 -38 -39 -40
leaf_value=0.0022848455854734906 0.00030840365368480204 -0.013177708003857451 -0.02622438849840418 -0.00088853925770323726 0 0 0 0.029635397176222524 -0.0042145300300861629 0 0.0093174600920925259 -0.019073001387219443 0 0.0015833965252680122 0.00036643902338015939 0.0366019001082638 -0.0061535907099609143 0 0 0.0017387741205012377 0.00023737538184548956 -0.0034802812975681832 0.00015176559593146387 0 0 0.019864775784647903 -0.0014202013870459175 0 0 -0.015789700623228011 0.0016665010300588084 0 0.0064945013300787384 -0.0050905891960381427 -0.007632507348018621 -0.014509570300283218 -0.0075437860749931187 0.014917920546109971 -0.0012527487882584385
leaf_weight=48.566378394617459 3049.5242374402656 89.083799185727003 57.541034976762603 230.62312158189934 17.889081752668972 2.6774080561262954 1.6729397870408309 21.436583288267684 20.202571984190854 6.5162180732468178 8.3835082651025896 57.934124075427007 38.47275529318722 750.21567325631713 41.419685129147638 34.879646563438655 109.78560641695913 21.067052879167022 20.445714603427859 2241.3523342618755 177.15402464136469 509.22405375047492 12483.75525478927 1.7541287736057711 2.0611693904093045 14.849770577509391 12.565525366484964 2.752384985331445 12.704283459511769 49.017745430524883 68.903692700456759 227.49193772344051 284.6558309917873 59.631461805913204 244.53274148658875 74.684400869082765 89.530921208217023 49.670197017705959 2274.9905243329172
leaf_count=11824 515185 57268 46307 38764 2282 938 792 1799 1713 336 763 5328 2596 71427 7505 3787 5969 1546 1911 398810 38851 53674 1476212 142 354 1399 1271 288 1176 4100 8671 22145 29954 5566 27012 10037 9780 4534 235958
internal_value=0 0.0003304 -0.00443996 -0.00648901 -0.0158698 -0.0199963 -0.0231413 0.00085338 0.00743107 0.0131821 0.000583264 -0.0070065 -0.0124277 0.00091103 0.00318337 0.0232236 8.35636e-05 0.0184363 0.0229918 8.29191e-05 -0.00398409 0.000635251 -0.000107078 -0.000646373 0.00338639 -0.00213803 0.00481317 0.0123673 -0.00869832 -0.0137293 -0.00080164 -0.0029519 -0.000147557 0.00343922 -0.00492146 -0.00644747 -0.00229509 0.0142328 -0.000307643
internal_weight=0 4506.54 358.97 310.404 79.7805 61.8914 59.214 4147.57 89.6681 69.4656 4057.91 104.79 96.4069 3953.11 936.301 76.2993 860.001 62.9494 41.8823 3016.81 266.238 2750.58 19003.1 6519.32 145.375 93.9509 30.1677 17.6022 63.7832 51.0789 6373.95 1049.43 657.724 344.287 313.436 391.707 317.023 51.4243 5324.51
internal_count=3107974 754190 100907 89083 50319 48037 47099 653283 7305 5592 645978 8687 7924 637291 88688 11292 77396 5256 3710 548603 96119 452484 2353784 877572 13264 8588 2958 1687 5630 4454 864308 113165 71203 35520 35683 41962 31925 4676 751143
cat_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=832 340483 12 2 1 2097584 2099200 2 2097636 2 2 2098200 13126032 1 46 8404992 150 4 4194704 9 8 18688
is_linear=0
shrinkage=0.1


Tree=227
num_leaves=40
num_cat=24
split_feature=0 1 3 1 4 2 2 4 5 3 3 1 2 1 3 3 4 3 3 3 2 4 6 4 4 2 3 1 3 2 2 1 3 3 1 2 3 6 2
split_gain=0.0490698 0.0404726 0.577204 2.53146 0.507047 0.541163 0.27269 1.25125 1.40316 2.56886 0.843819 0.895084 0.741987 2.82319 1.508 1.03131 0.808574 0.787035 0.581172 0.48474 0.233737 0.185181 1.64492 1.13474 0.8846 2.12624 4.09398 2.05398 0.765125 3.74147 2.14761 0.58795 0.960777 0.435714 0.791721 0.391054 1.32132 2.12949 1.89165
threshold=0 1 2 3 6.5000000000000009 12.500000000000002 6.5000000000000009 3.5000000000000004 4 5 6 7 4.5000000000000009 8 9 10 1.0000000180025095e-35 11 12 13 10.500000000000002 2.5000000000000004 14 7.5000000000000009 6.5000000000000009 3.5000000000000004 15 16 17 3.5000000000000004 5.5000000000000009 18 19 20 21 4.5000000000000009 22 23 8.5000000000000018
decision_type=1 9 1 9 2 2 2 2 1 1 1 9 2 9 1 1 2 1 1 1 2 2 1 2 2 2 1 9 1 2 2 9 1 1 9 2 1 1 2
left_child=-1 21 3 20 5 -5 12 8 19 -10 -9 -12 16 15 -15 -14 17 -4 -18 -8 -3 35 23 31 25 26 -24 -27 29 -26 -30 -23 -33 -25 -35 -2 -37 -38 -39
right_child=1 2 6 4 -6 -7 7 10 9 -11 11 -13 13 14 -16 -17 18 -19 -20 -21 -22 22 24 33 28 27 -28 -29 30 -31 -32 32 -34 34 -36 36 37 38 -40
leaf_value=-0.0037895556002536437 4.2681152231479626e-05 0.010945442039018252 0.0011916427327066941 -0.02404835848385542 0 0 0 0.0033620956514769616 0.018024120714446822 0 -0.013195157568262079 0 -0.007872266976822891 0.014473872104623066 0.003184376137332556 0 0.0025657452087290275 -0.0024920014073732772 0 -0.0064586173198759051 0 0 0.0064120334037965675 -0.0009552246842976916 0.017721154939294513 0 -0.0088100273626706936 0.010297485802189456 -0.0096592406770825597 -0.0082911603113561706 0.0067721228633791167 0 -0.015924011620028915 0.016724100174931474 -0.0003356477744014695 0.00079717579012525744 0.002288530242674594 -0.0066647899611521544 0.0025224191561359671
leaf_weight=4.2998076510693863 9410.502141131843 23.950538007367872 696.33421765358071 42.154892377324359 1.9972062609158445 2.0566812371835104 360.30415674811229 7.0917485882528126 72.620703042717651 223.07818564143963 141.8469516641926 42.071933485101908 195.85824562003836 153.25172589690192 794.56065987091279 377.18628514604643 1375.5719063220313 1796.2799931145273 2221.4738042090903 153.27985018386971 1.1258832227904338 5.1601378156337887 313.54016827465966 18.051144612953067 69.867200491949916 254.34956145007163 304.55494289437775 483.63207874039654 231.3030136693269 81.712352416710928 67.962763934396207 26.482735094381496 117.83652734686621 8.6657914328388852 4.9863199340179589 1580.8093856162159 466.75351625098847 1171.1236797645688 205.77299670642242
leaf_count=882363 936233 3588 72319 7251 260 370 29380 253 6091 17150 6209 2817 14499 9251 60697 26548 150755 210048 170620 13794 147 465 21836 1105 5036 23362 30587 23134 11277 4328 2785 2532 10007 673 270 159763 50252 122560 17875
internal_value=0 0 0.000167556 -0.00688711 -0.0179 -0.0221218 0.000292213 -0.00114897 0.000312237 0.0057846 -0.00789929 -0.00984354 0.000525049 0.00247841 0.00582566 -0.00262785 0 -0.00134724 0.000983321 -0.00243197 0.00732531 -0.000103706 0.000750409 -0.00715863 0.00183969 0.00318511 -0.000723084 0.00674942 -0.0014912 0.00283714 -0.00459985 -0.0112921 -0.0124925 0.00232306 0.00929678 -0.000260848 -0.00117492 -0.00299992 -0.00501837
internal_weight=0 23505.2 8682.1 71.2852 46.2088 44.2116 8610.81 1000.29 809.283 295.699 191.011 183.919 7610.52 1520.86 947.812 573.045 6089.66 2492.61 3597.05 513.584 25.0764 14823.1 1988.1 181.183 1806.92 1356.08 618.095 737.982 450.845 151.58 299.266 149.479 144.319 31.7033 13.6521 12835 3424.46 1843.65 1376.9
internal_count=3108490 2226127 802047 11616 7881 7621 790431 75694 66415 23241 9279 9026 714737 110995 69948 41047 603742 282367 321375 43174 3735 1424080 137397 15052 122345 98919 52423 46496 23426 9364 14062 13004 12539 2048 943 1286683 350450 190687 140435
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=2 6353241 1 1158 2 790 4 8389282 68224 24 82 548 706 232 4 28 20737 353 4198401 130 105 16464 812 10
is_linear=0
shrinkage=0.1


Tree=228
num_leaves=40
num_cat=16
split_feature=3 1 2 2 2 2 5 4 2 1 5 1 2 4 4 4 2 1 4 3 1 3 4 4 2 1 4 2 2 1 6 3 2 6 4 6 4 2 4
split_gain=0.0556653 0.743683 0.826127 1.34523 0.407987 1.42359 0.752551 0.612849 0.547009 1.64501 1.09759 0.365176 5.37879 1.72376 0.347757 0.25893 0.247262 3.47839 1.34424 0.96903 1.88062 1.36555 1.35459 1.5998 1.2591 0.783628 0.824465 1.79647 0.974483 0.743084 0.804856 0.731313 0.797884 0.713465 0.688193 0.621011 0.861903 0.834001 0.431169
threshold=0 1 2.5000000000000004 5.5000000000000009 11.500000000000002 12.500000000000002 2 4.5000000000000009 9.5000000000000018 3 4 5 2.5000000000000004 2.5000000000000004 5.5000000000000009 26.500000000000004 5.5000000000000009 6 15.500000000000002 7 8 9 6.5000000000000009 1.5000000000000002 7.5000000000000009 10 2.5000000000000004 8.5000000000000018 9.5000000000000018 11 12 13 1.5000000000000002 14 5.5000000000000009 15 1.5000000000000002 8.5000000000000018 28.500000000000004
decision_type=1 9 2 2 2 2 1 2 2 9 1 9 2 2 2 2 2 9 2 1 9 1 2 2 2 9 2 2 2 9 1 1 2 1 2 1 2 2 2
left_child=1 2 -1 15 8 6 7 -6 11 14 -11 12 13 -3 -10 -4 29 18 -18 25 22 34 23 -21 -23 26 28 -28 -19 30 31 -2 -33 -24 -22 36 -27 -37 -31
right_child=16 4 3 -5 5 -7 -8 -9 9 10 -12 -13 -14 -15 -16 -17 17 19 -20 20 21 24 33 -25 -26 35 27 -29 -30 38 -32 32 -34 -35 -36 37 -38 -39 -40
leaf_value=0.0018349811500696007 0 -0.016201549046019992 -0.011017915310933173 0.00069336400233264452 0.026614958255114125 0 0 0 0.013241263262005341 -0.019101275665123405 0 0.00048676559942829515 0.021437637633442939 0.0035005388969587509 0 0 -0.011150391510385462 -0.0021594696594222445 0.0063263987934314737 0.0012187391317050147 0.019125830881199596 -0.0046779601479500351 0.01472891818553361 -0.0076195579592583385 0.0092367512540798054 -0.014741597851463074 -0.0036400503059894245 0.012957233773679836 -0.012311124330323378 0 0.00023444645646097519 0 0.014628528188749924 0 0 0 0.0013341812194641121 0.010610783245803501 -0.0067119853279586769
leaf_weight=113.82023401431888 31.9705618081598 64.043888503821108 209.90439854235728 106.0554778509877 17.172388329061963 57.90486254806865 10.510765498362163 1.9217798932208996 13.951576009401832 50.718695572455545 35.610747510923829 3710.4160166986962 81.499755317645395 30.735211397825879 1.3879182388004654 1.8429388728973197 371.18142618954062 625.19218564873654 7.3878112948268599 649.42253262906343 106.83538650122409 100.49655537635408 50.606108732696612 245.8150679095811 85.422716927594138 20.124941760574075 139.24404866730674 66.462194081712369 125.3771098053503 15362.674116846516 442.15162873274949 5.5407399587188584 124.88629048716257 5.69894980441586 15.467988830561806 240.2216833978564 12.199457746308324 96.473908475295502 66.996283154418052
leaf_count=58871 7456 20998 46313 16599 1380 4720 656 92 1076 4612 2397 572516 14878 8206 53 213 45159 61132 388 62751 6682 6426 1487 11577 6357 2033 7926 3440 11774 1955534 102946 7101 18494 208 431 19623 912 6697 7286
internal_value=0 0.000309615 -0.00333834 -0.00614815 0.0007975 0.00685687 0.018208 0.0235753 0.000541679 -0.00553018 -0.0116047 0.000818245 0.00499004 -0.00810272 0.00791219 -0.0104766 -7.96316e-05 -0.000920822 -0.00940537 0.000335307 0.0023742 0.00867232 0 -0.00105222 0.000689066 -0.00139582 -0.0030051 0.00141628 -0.00464755 5.85515e-05 0.00339472 0.00877 0.0117898 0.0120451 0.015799 0.00192706 -0.00529033 0.00390455 -6.12477e-05
internal_weight=0 4507.5 431.623 317.803 4075.87 87.5098 29.6049 19.0942 3988.36 101.669 86.3294 3886.69 176.279 94.7791 15.3395 211.747 18997.8 2963.63 378.569 2585.06 1259.77 308.223 951.543 895.238 185.919 1325.3 956.276 205.706 750.569 16034.2 604.549 162.398 130.427 56.3051 122.303 369.02 32.3244 336.696 15429.7
internal_count=3107400 753580 121996 63125 631584 6848 2128 1472 624736 8138 7009 616598 44082 29204 1129 46526 2353820 255003 45547 209456 95919 19896 76023 74328 12783 113537 84272 11366 72906 2098817 135997 33051 25595 1695 7113 29265 2945 26320 1962820
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=832 341507 2 2099328 2 13107208 24072 160 14721346 12 262577 99840 10 9 3 4
is_linear=0
shrinkage=0.1


Tree=229
num_leaves=40
num_cat=20
split_feature=0 1 4 3 6 4 6 3 7 2 2 3 6 6 2 4 3 3 3 3 3 6 4 4 2 2 2 4 4 3 2 1 1 2 1 4 2 2 4
split_gain=0.0487972 0.054494 0.643974 1.1244 0.840087 0.701067 0.603392 3.03053 2.026 1.10726 0.658853 0.590122 1.08259 0.810603 0.549999 1.87007 2.44385 1.17245 0.707767 0.455167 0.444563 0.870513 0.489764 0.392952 0.568221 0.422256 0.391831 0.391168 0.272566 0.382043 3.87588 4.46413 2.1452 1.67035 2.01964 1.65024 2.56163 2.00197 1.2747
threshold=0 1 2.5000000000000004 2 3 4.5000000000000009 4 5 6 1.5000000000000002 1.5000000000000002 7 8 9 3.5000000000000004 1.0000000180025095e-35 10 11 12 13 14 15 5.5000000000000009 3.5000000000000004 2.5000000000000004 10.500000000000002 9.5000000000000018 1.0000000180025095e-35 2.5000000000000004 16 3.5000000000000004 17 18 3.5000000000000004 19 3.5000000000000004 5.5000000000000009 4.5000000000000009 36.500000000000007
decision_type=1 9 2 1 1 2 1 1 1 2 2 1 1 1 2 2 1 1 1 1 1 1 2 2 2 2 2 2 2 1 2 9 9 2 9 2 2 2 2
left_child=-1 28 6 4 -4 11 7 8 9 -3 -9 13 -13 -5 15 18 -17 26 -8 -12 22 -22 -7 25 -25 -6 -16 -19 -2 30 32 -32 -30 34 -31 37 -37 -35 -36
right_child=1 2 3 5 23 20 14 10 -10 -11 19 12 -14 -15 17 16 -18 27 -20 -21 21 -23 -24 24 -26 -27 -28 -29 29 33 31 -33 -34 35 38 36 -38 -39 -40
leaf_value=-0.0037433005887069072 -0.00024388958765211817 0 0.0011468148777757884 0.0086794165196173393 -0.015802812305050647 0.0042162853666735728 0.0052258641129975785 0.0090443055122720033 -0.0030032386279255524 0.020514798374228264 0 0 -0.011569367929343618 -0.0018601008112972793 -0.0060652840059611654 0 0.0088390938174070528 0.0021537121218192126 -0.0019853466614186662 -0.0069955656730183715 0.0075142996600772137 -0.00089636114562618996 -0.0062613692206800577 -0.0099951145656549598 0 0 0 -0.00086325035207864952 0.0029230966572440721 -0.0054175117700799302 0.0159852400182065 -0.0011469861143038804 -0.010959963362669294 0.014681543578956839 0.0082822667294603705 -0.010189231788169871 0.0019628709828858107 -0.00035962361845529365 -0.0062757782878529959
leaf_weight=4.2833253205744768 14706.858357435602 7.1223475318402043 51.680117786629125 58.403304726001807 90.947944293962792 23.402083996450529 99.169662864296697 10.314434272760989 19.130277910735458 140.46065009752056 147.09993263694923 184.55803726345766 107.11185766197741 181.76082809618674 422.14012984372675 562.51575372228399 561.29414700274356 755.62271134919138 1128.2054271800735 131.9991379401763 267.71908483328298 105.36746622854844 73.844590652035549 46.118447782937437 144.0893163534347 2.7380279877688727 20.891390337375924 762.89649861841463 99.199147779552732 99.521565369563177 181.99663873901591 388.83160385652445 347.93935468816198 92.661603549029678 681.37773866695352 310.31137431412935 270.63607243541628 190.69872753997333 20.381070809671655
leaf_count=882493 1413242 890 3972 5414 9076 2445 14732 1188 1524 15733 13582 15473 9292 16999 45949 57465 71231 88271 127870 17079 17152 7561 5666 5858 10217 169 2508 77607 11128 6805 9974 25713 31567 4932 43703 11808 10690 10285 928
internal_value=0 1.79543e-05 0.000283215 -0.00155604 -0.00622542 0 0.000868761 0.00424541 0.0137134 0.0184831 -0.00130073 -0.00221968 -0.00509144 0.000505367 0.000404988 0.0014731 0.00441991 -0.000725524 -0.00102755 -0.00353639 0.00291194 0.00455593 -0.00091114 -0.00846958 -0.00295449 -0.0144935 -0.00507721 0.00045398 -5.84265e-05 0.000838667 -0.000461359 0.00458834 -0.00742952 0.00179637 0.00507624 -0.000957063 -0.0042187 0.00453629 0.00711234
internal_weight=0 23497 6106.6 1337.74 335.574 1002.17 4768.86 456.127 166.713 147.583 289.414 531.834 291.67 240.164 4312.74 2351.18 1123.81 1961.55 1227.38 279.099 470.333 373.087 97.2467 283.894 190.208 93.686 443.032 1518.52 17390.4 2683.55 1017.97 570.828 447.139 1665.59 801.28 864.308 580.947 283.36 701.759
internal_count=3108191 2225698 644923 109294 29292 80002 535629 49996 18147 16623 31849 47178 24765 22413 485633 271298 128696 214335 142602 30661 32824 24713 8111 25320 16075 9245 48457 165878 1580775 167533 78382 35687 42695 89151 51436 37715 22498 15217 44631
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=2 570745 801 12 4 848 1 74 1 10 308 522 770 40 64 9 195 12361 525592 532496
is_linear=0
shrinkage=0.1


Tree=230
num_leaves=40
num_cat=23
split_feature=0 1 3 1 2 4 4 2 2 1 1 3 4 6 3 1 1 2 2 4 2 1 3 7 3 4 2 2 4 3 1 1 3 4 1 6 1 3 2
split_gain=0.0467719 0.0466898 0.972983 1.88476 0.504078 0.539475 0.314572 0.400117 1.61731 1.60165 1.11874 1.33998 0.626733 0.388151 0.998788 0.618126 0.475024 0.79823 0.613739 0.394578 0.247488 1.13294 2.20173 0.751593 0.65154 1.66864 0.376384 0.374177 1.11679 1.76912 3.88219 1.36117 0.89865 2.48795 0.726393 0.273381 0.793516 2.39871 1.04007
threshold=0 1 2 3 12.500000000000002 6.5000000000000009 2.5000000000000004 9.5000000000000018 6.5000000000000009 4 5 6 3.5000000000000004 7 8 9 10 3.5000000000000004 4.5000000000000009 1.5000000000000002 9.5000000000000018 11 12 13 14 1.5000000000000002 11.500000000000002 6.5000000000000009 1.5000000000000002 15 16 17 18 1.0000000180025095e-35 19 20 21 22 3.5000000000000004
decision_type=1 9 1 9 2 2 2 2 2 9 9 1 2 1 1 9 9 2 2 2 2 9 1 1 1 2 2 2 2 1 9 9 1 2 9 1 9 1 2
left_child=1 20 3 -3 5 -5 13 8 12 -10 -9 -12 -8 14 15 -4 18 -18 -15 -16 27 23 -23 24 25 -22 -26 35 32 31 -31 -30 34 -34 -29 36 37 -1 -38
right_child=-2 2 6 4 -6 -7 7 10 9 -11 11 -13 -14 16 19 -17 17 -19 -20 -21 21 22 -24 -25 26 -27 -28 28 29 30 -32 -33 33 -35 -36 -37 38 -39 -40
leaf_value=0.0042602218334084688 -0.0036945794662962676 0.0051567411322928497 -0.001529716762651592 -0.023784269336005092 0 0 -0.0028355491288308463 -0.0052917174383830187 0.0032675878704565967 -0.013337690709980008 -0.0010766095216521146 0.017532122652103292 0.0011762079248338526 -0.00059678943726422724 -0.011961672486854331 0.01042222991721257 0.0035678905793062976 0 0.001885399047868865 0 0 0.0045167017431158585 -0.022796600816901422 0.010880728941084231 0.0055856819399026977 -0.017693447424294798 -0.0011976334339421886 0.0066444091521056549 -0.0097744628348204188 0.021486722933956228 -9.8150019672298296e-05 0.005321109819493814 0.0012564418769582301 -0.013075999852861451 -0.00051146862846558388 1.8136923482706579e-05 -4.8623746386912805e-05 -0.0034117973218679349 -0.0064549460516967541
leaf_weight=770.32673486915883 4.2659813164937068 15.057070082519202 18.774347068276256 43.227028967201477 1.9974097618833173 2.0336188643705091 544.01396912196651 18.717184267239645 33.737798233050853 151.06590578728355 23.095507855061442 46.087774754501879 1164.1498306116555 2937.5403020725353 82.400475861039013 27.524554512696341 1334.4994636967313 888.12093371467199 1428.746394954389 22.943752479273826 97.38524419744499 12.420133732957764 30.841683570877649 25.437529881484807 96.152557816356421 47.434057009173557 85.060729987220839 199.21279902453534 75.283137395046651 115.28146873554215 132.11355602438562 65.987724182894453 275.92356695968192 146.99430750426836 182.6638531954959 10414.19735424102 693.65517100220313 766.09651159789064 486.77221832796931
leaf_count=71625 882251 2272 2531 7555 383 261 45862 1366 1814 8884 1162 1925 71475 289492 7957 2177 161995 88217 111355 1847 9012 1333 3645 1886 8021 2673 8598 22962 3093 5196 11137 4139 28098 13225 13091 1001284 59608 82341 64696
internal_value=0 0 0.000186638 -0.00941575 -0.0177323 -0.0218798 0.000332162 -0.000696143 -0.00115993 -0.00934543 0.00450089 0.0104537 0 0.0006809 -0.00348461 0.00363676 0.000841446 0.0020324 0.000154171 -0.00881803 -0.000103967 -0.00248951 -0.0129493 0 -0.00163578 -0.00621818 0.00120629 -1.23379e-05 0.00163657 0.00586802 0.0105068 -0.00145009 -0.000185028 -0.00352115 0.00278646 -0.000188388 -0.00107695 0.000254966 -0.0030079
internal_weight=0 23503 8783.73 62.3151 47.2581 45.2606 8721.42 1980.87 1892.97 184.804 87.9005 69.1833 1708.16 6740.55 151.643 46.2989 6588.91 2222.62 4366.29 105.344 14719.2 394.732 43.2618 351.47 326.033 144.819 181.213 14324.5 1193.46 388.666 247.395 141.271 804.795 422.918 381.877 13131 2716.85 1536.42 1180.43
internal_count=3106444 2224193 808530 10471 8199 7816 798059 132488 128035 10698 4453 3087 117337 665571 14512 4708 651059 250212 400847 9804 1415663 35168 4978 30190 28304 11685 16619 1380495 100941 23565 16333 7232 77376 41323 36053 1279554 278270 153966 124304
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 2635101 1 32898 4458496 4459010 832 8 68 4213250 8454306 2097489 400 1 600 562 9281 9296 602 280 2 9301 590
is_linear=0
shrinkage=0.1


Tree=231
num_leaves=40
num_cat=20
split_feature=1 2 4 4 2 3 1 4 3 3 3 4 2 6 6 4 4 3 4 6 1 1 2 3 3 3 2 3 6 4 2 2 4 6 3 6 2 2 2
split_gain=0.0694671 0.303463 0.897035 1.03372 1.31945 0.605527 0.565676 0.934916 0.537893 0.369855 0.310081 1.59757 0.379347 3.06037 1.59936 0.974895 0.815491 0.498214 0.343406 0.948495 1.50908 0.958294 2.09288 1.29596 0.550257 0.497183 0.367323 1.58234 1.38658 0.280534 0.306224 0.274757 0.270681 1.24031 0.297667 0.259183 0.532676 0.23683 0.221493
threshold=0 6.5000000000000009 3.5000000000000004 6.5000000000000009 8.5000000000000018 1 2 1.0000000180025095e-35 3 4 5 11.500000000000002 3.5000000000000004 6 7 2.5000000000000004 1.5000000000000002 8 3.5000000000000004 9 10 11 2.5000000000000004 12 13 14 5.5000000000000009 15 16 60.500000000000007 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 17 18 19 10.500000000000002 7.5000000000000009 4.5000000000000009
decision_type=9 2 2 2 2 1 9 2 1 1 1 2 2 1 1 2 2 1 2 1 9 9 2 1 1 1 2 1 1 2 2 2 2 1 1 1 2 2 2
left_child=1 10 5 4 8 6 7 -3 -4 -6 11 12 14 16 31 -15 -14 -16 26 20 25 23 -23 -21 -22 -20 32 28 -28 30 -13 -1 34 -34 -12 -7 37 -37 -32
right_child=-2 2 3 -5 9 35 -8 -9 -10 -11 18 29 13 15 17 -17 -18 -19 19 21 24 22 -24 -25 -26 -27 27 -29 -30 -31 38 -33 33 -35 -36 36 -38 -39 -40
leaf_value=0.0013235075160817468 8.4375266939341526e-05 0.011865199501453337 0 0 -0.0069375000416227461 0 -0.0013511391051972952 0 0.022313782966816995 0.0043672613777887325 0.00098226291038013241 0 0.013610662797574464 -0.0062097364620845256 -0.00097615929087891253 0.0021799149283434935 0 -0.010249097586443282 0.019097830780402641 -0.0050998955938687104 0.001793656681952393 0.0012410944594806927 -0.01364609421232885 0.011441580083408821 -0.0075625226774258206 0 0.0085662165946158286 -0.0109764940759032 -0.0068858334467113667 0 0.016062578485068358 -0.0022204063542684243 -0.0099032412229223196 0.0021679914581216693 -0.0010020967866637522 0 0.00067519244619468637 -0.0095729330551408628 0
leaf_weight=423.83886352218269 15277.171142259765 95.045376581781511 8.9831468779584611 54.310482661017431 13.169316143385911 22.672547184050472 95.174380951986677 109.83231301528804 39.741617997991852 19.748032736297318 1290.2959856525522 1.9737255692225506 130.80891647894941 466.69074918982824 190.11479806057741 111.56701592233503 58.152638421938718 292.95318578217893 25.253311541927815 55.473348869023539 63.806994677908278 96.518968658183894 197.54750479119366 41.257116189998214 57.767129795487563 7.5004565586636991 108.86740349793536 107.81677879992003 41.833460080135865 2.9104720677742071 44.206799602860428 366.04779155173401 43.593091521307997 1635.5859184453629 1648.5134737759113 95.744625427325445 38.79584856440033 125.07272549550908 6.9749851445790219
leaf_count=109597 1970393 5329 638 2561 625 1905 8599 5486 2400 1074 215361 2459 15317 50210 33341 9029 5154 57105 6291 4413 4753 23895 14603 2172 6029 1948 8895 8687 3508 709 4591 65460 6349 245635 179432 8358 3033 9713 497
internal_value=0 -0.000269953 0.00156072 0.00806456 0.0137575 0 0.00267553 0.00568634 0.0208809 0 -0.000490475 -0.00151632 -0.00218099 0 -0.00323559 -0.00400434 0.00950604 -0.00752693 -2.98106e-05 -0.0023847 0.00274692 -0.00511913 -0.0079269 0.00104443 -0.00156691 0.0149405 0.000185201 -0.00315673 0.00215908 0.0113378 0.0129143 0 0.000455995 0.00146551 -2.87501e-05 -0.00335193 -0.004596 -0.00687143 0.0144414
internal_weight=0 8236.16 718.29 135.953 81.6421 582.338 300.052 204.878 48.7248 32.9173 7517.87 2096.24 2040.17 767.219 1272.95 578.258 188.962 483.068 5421.63 545.125 154.328 390.797 294.066 96.7305 121.574 32.7538 4876.51 258.518 150.701 56.066 53.1555 789.887 4617.99 1679.18 2938.81 282.286 259.613 220.817 51.1818
internal_count=3105554 1135161 49721 7298 4737 42423 19414 10815 3038 1699 1085440 353469 345213 79710 265503 59239 20471 90446 731971 64104 19021 45083 38498 6585 10782 8239 667867 21090 12403 8256 7547 175057 646777 251984 394793 23009 21104 18071 5088
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=582736 155 80 10 148 736 10 1 32 6 17424 9216 280 20 268 276 9 8 280 4
is_linear=0
shrinkage=0.1


Tree=232
num_leaves=40
num_cat=16
split_feature=1 2 4 3 2 4 2 3 3 1 4 4 4 4 1 2 4 4 3 4 2 6 4 6 2 2 3 2 4 6 6 3 2 2 4 1 4 1 1
split_gain=0.0471384 0.291955 0.892798 1.18762 0.437324 0.324292 1.10953 1.56717 1.02063 0.831755 0.882192 0.642019 0.640825 0.459653 0.308891 0.305161 0.379102 0.27548 0.26362 0.787239 1.11093 0.798386 0.537682 1.56516 0.656384 0.354507 0.592708 0.266383 0.251785 0.217982 0.195875 0.177257 2.5338 2.14465 1.91951 1.11034 0.629398 0.533469 0.525268
threshold=0 6.5000000000000009 3.5000000000000004 1 14.500000000000002 5.5000000000000009 5.5000000000000009 2 3 4 35.500000000000007 6.5000000000000009 6.5000000000000009 25.500000000000004 5 8.5000000000000018 9.5000000000000018 62.500000000000007 6 1.5000000000000002 5.5000000000000009 7 2.5000000000000004 8 2.5000000000000004 1.5000000000000002 9 1.5000000000000002 74.500000000000014 10 11 12 8.5000000000000018 7.5000000000000009 1.5000000000000002 13 2.5000000000000004 14 15
decision_type=9 2 2 1 2 2 2 1 1 9 2 2 2 2 9 2 2 2 1 2 2 1 2 1 2 2 1 2 2 1 1 1 2 2 2 9 2 9 9
left_child=1 5 31 15 28 18 8 17 12 11 -11 -10 -7 -14 -9 -4 -17 -8 19 -1 21 -21 25 27 -25 26 -20 -24 -5 -22 -27 32 36 34 35 -33 38 -35 -3
right_child=-2 2 3 4 -6 6 7 14 9 10 -12 -13 13 -15 -16 16 -18 -19 22 20 29 -23 23 24 -26 30 -28 -29 -30 -31 -32 33 -34 37 -36 -37 -38 -39 -40
leaf_value=0 6.1641782115223661e-05 0 0 0.015288851447364591 0 0 0.021689728617972821 0 -0.0031321314015297858 -0.014218034222937676 0.0010136378621411069 0.0061928010914153869 -0.014840047413486247 0 -0.0094246618155803489 -0.01253869087885328 0 0 3.6484523629752681e-05 0.00049924336609704668 0 -0.011058004775744684 0 0.009880448296190612 0.0014101768297932846 0.0013129052050442876 -0.011616680285941103 -0.011076102634977643 0 0.0073817731673055127 -0.00043787252352996977 0.019241202444052408 0.010188280233870466 0 -0.0061924937995829288 0 0.0024570080331076756 -0.0097684782461762432 -0.0090288242226354582
leaf_weight=564.02101856707304 15191.427409673714 15.883972563711268 22.431142383369661 102.20656308214302 3.2682193381665448 39.442320865533929 22.613258186234365 6.2829486464729598 49.121052889276143 50.453985074236243 6.5771151717995044 160.86416547125418 123.56861938247175 11.709050575972467 10.365590135812001 15.092286821516156 3.1803069596644482 0.57643863375051196 12.886433584845689 22.506103937133048 5.877941704179193 196.30958449961645 0.7310775191731399 169.73803676155012 403.36746568822309 644.31603657155347 33.286426755737011 54.328941050202957 0.76179014095168796 20.263325117174649 4885.192615034859 53.188548307355632 163.7315405407312 10.994966334461424 29.89302007696142 32.059250913898723 20.177032355588381 185.10836268831508 169.71429786149474
leaf_count=126424 2015602 2026 1035 4419 233 5094 1189 216 6522 8506 1384 18223 13823 1971 484 665 134 29 63215 5233 581 42472 1427 31464 23105 74131 78803 4716 49 2080 522469 4304 11477 1405 1665 2893 1097 13650 11812
internal_value=0 -0.000227325 0.00144143 0.00778004 0.0123682 -0.000456809 -0.00294451 0.00755325 -0.00494734 0 -0.00831508 0.00253682 -0.0100651 -0.0132971 -0.00448663 -0.00163656 -0.00826603 0.0171178 -0.000231566 -0.00188414 -0.00630264 -0.00917107 0 0.00269886 0.00470494 -0.000322455 -0.00721275 -0.00850339 0.0146108 0.00443441 -0.000172347 0 0.00121891 -0.00182054 0.0066915 0.0142484 -0.00498203 -0.0084504 -0.00741159
internal_weight=0 8322.09 827.691 146.94 106.237 7494.4 481.575 39.8382 441.736 267.016 57.0311 209.985 174.72 135.278 16.6485 40.7037 18.2726 23.1897 7012.83 808.978 244.957 218.816 6203.85 628.166 573.106 5575.68 46.1729 55.06 102.968 26.1413 5529.51 680.751 369.507 311.244 115.141 85.2478 205.775 196.103 185.598
internal_count=3106027 1090425 56864 6535 4701 1033561 57441 1918 55523 34635 9890 24745 20888 15794 700 1834 799 1218 976120 176790 50366 47705 799330 60712 54569 738618 142018 6143 4468 2661 596600 50329 26412 23917 8862 7197 14935 15055 13838
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=2630736 144 217 27 8272 2106368 896 4 4 67 2 12 211 2097216 16 16
is_linear=0
shrinkage=0.1


Tree=233
num_leaves=40
num_cat=18
split_feature=0 3 1 6 5 4 2 1 4 2 4 1 4 4 4 6 3 1 4 2 2 5 5 2 4 2 3 1 2 4 2 1 3 2 4 3 4 4 1
split_gain=0.0485499 0.0489695 0.916396 1.30075 1.42401 1.90948 1.12706 1.02502 1.03428 0.910898 0.719062 0.433624 0.392427 0.759255 0.381564 0.330745 0.88432 2.57294 0.978706 0.760601 0.702564 0.611556 0.497683 1.31085 3.3218 1.61572 0.954914 1.0801 0.46277 0.331932 0.313851 3.81135 1.67301 1.21284 1.10103 0.557631 1.36596 0.871645 0.505148
threshold=0 1 2 3 4 2.5000000000000004 6.5000000000000009 5 2.5000000000000004 12.500000000000002 1.5000000000000002 6 14.500000000000002 8.5000000000000018 123.50000000000001 7 8 9 4.5000000000000009 7.5000000000000009 4.5000000000000009 10 11 6.5000000000000009 2.5000000000000004 2.5000000000000004 12 13 5.5000000000000009 1.0000000180025095e-35 4.5000000000000009 14 15 11.500000000000002 4.5000000000000009 16 1.0000000180025095e-35 4.5000000000000009 17
decision_type=1 1 9 1 1 2 2 9 2 2 2 9 2 2 2 1 1 9 2 2 2 1 1 2 2 2 1 9 2 2 2 9 1 2 2 1 2 2 9
left_child=-1 2 3 4 7 6 -6 8 -2 12 -9 15 13 -5 -14 16 17 19 21 -3 -20 -18 26 25 -25 -24 29 -28 -19 -17 38 35 33 -33 -34 36 -32 -37 -4
right_child=1 11 30 9 5 -7 -8 10 -10 -11 -12 -13 14 -15 -16 22 18 28 20 -21 -22 -23 23 24 -26 -27 27 -29 -30 -31 31 32 34 -35 -36 37 -38 -39 -40
leaf_value=-0.0036493377638549592 0.010410729668247179 0.02683806201119783 -0.00078297421973655315 -0.0013758269575587362 -0.021674716798832191 0.0015364339459695015 0 -0.014537321117447858 -0.005339530207895897 0.010396073291092153 0 -0.00034180103918518047 -0.013750080028313995 0.010304331080254872 0 -0.00045756881851148997 0.0045881081693375375 -0.0031235875214388545 0 0 -0.013004512942713717 0 -0.0012889531654563773 0.00064407456688106576 -0.018400495816079897 0.0041430772043424798 -0.00037649078743309149 -0.0084517311931181054 0.0071415227617878238 0.0021257562935527723 0.0057239142383332577 0.023053687894309005 -0.00027496964080702459 0 0.0098184603839997896 -0.012813741831659354 -0.0090398338614849274 0 0.0011294294181496236
leaf_weight=4.249891672112426 86.0985149074113 45.123946210951544 1674.1733142549638 1327.3145383786759 110.81728859792929 24.74687871010974 17.779172752751037 41.010060103144497 13.947801032802088 36.50933606736362 15.505624692421405 7097.4402820049163 19.882750681368638 24.242757855681702 1.4386614984832693 842.53672899212688 459.49829898792086 118.9951498293085 60.773423145990819 3.0488220588304094 49.01602967409417 680.42047129705315 708.08631383819738 344.01997663453221 82.91906433342956 1568.7554475873476 625.33041238365695 247.82642599276733 32.233407754567452 829.52375569968717 81.639697503764182 42.629303913447075 633.2673282190226 2.5971461352892211 90.438957708189264 264.25565592537168 94.449143916834146 25.203530510654673 5067.1512918249773
leaf_count=883118 9936 4141 163432 149942 14913 2054 1787 5413 730 3134 779 725476 771 891 46 93069 50450 17279 4639 277 2598 85810 94681 28585 4623 172542 50405 37549 3774 72661 6237 3432 38710 226 2292 23813 11244 1849 332694
internal_value=0 4.35853e-05 -0.000110298 -0.00219886 -0.00775792 -0.0139968 -0.0186028 0 0.00481276 -0.000589141 -0.00852015 0.000173388 -0.00131539 -0.000729969 -0.0104602 0.000762603 0.00212086 0.00787677 0.000754034 0.0216242 -0.00673312 0.00189218 0.000317699 0.00129328 -0.0033634 0.0023289 -0.000603922 -0.00326682 0 0.000658792 0.000311219 -0.00105288 0.00298086 0.0165579 0.000916775 -0.00799659 -0.000860681 -0.0107955 0.000609336
internal_weight=0 23490.6 9695.1 1719.29 309.905 153.343 128.596 156.562 100.046 1409.39 56.5157 13795.5 1372.88 1351.56 21.3214 6698.11 1449.11 199.401 1249.71 48.1728 109.789 1139.92 5249 2703.78 426.939 2276.84 2545.22 873.157 151.229 1672.06 7975.81 1234.48 768.933 45.2265 723.706 465.548 176.089 289.459 6741.32
internal_count=3106002 2222884 774325 190396 35612 18754 16700 16858 10666 154784 6192 1448559 151650 150833 817 723083 168968 25471 143497 4418 7237 136260 554115 300431 33208 267223 253684 87954 21053 165730 583929 87803 44660 3658 41002 43143 17481 25662 496126
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=2 23 15466784 2 2 8388896 15549218 2 520 9175072 2 2 104 12582944 51737 1 4 66624
is_linear=0
shrinkage=0.1


Tree=234
num_leaves=40
num_cat=17
split_feature=3 1 4 6 4 2 1 2 4 1 1 4 4 2 2 4 4 4 4 1 1 2 2 2 2 2 2 4 4 1 1 6 2 1 7 6 5 1 6
split_gain=0.0647885 0.391326 1.09398 0.885205 0.768044 3.93457 1.24771 1.13419 1.09986 1.05209 0.93033 0.635237 0.480787 1.04431 1.45825 2.93737 1.08381 0.64577 0.640957 0.544311 0.473624 1.70181 1.73517 1.37945 0.90581 0.448886 0.363777 0.362492 0.35691 0.607052 0.371446 0.265002 0.255118 0.251381 0.232152 1.99281 2.36574 0.855507 0.27003
threshold=0 1 4.5000000000000009 2 1.5000000000000002 5.5000000000000009 3 2.5000000000000004 1.0000000180025095e-35 4 5 7.5000000000000009 5.5000000000000009 6.5000000000000009 3.5000000000000004 6.5000000000000009 6.5000000000000009 10.500000000000002 10.500000000000002 6 7 6.5000000000000009 2.5000000000000004 8.5000000000000018 3.5000000000000004 10.500000000000002 6.5000000000000009 62.500000000000007 11.500000000000002 8 9 10 1.5000000000000002 11 12 13 14 15 16
decision_type=1 9 2 1 2 2 9 2 2 9 9 2 2 2 2 2 2 2 2 9 9 2 2 2 2 2 2 2 2 9 9 1 2 9 1 1 1 9 1
left_child=1 2 3 26 7 6 -6 8 -5 -9 -7 33 20 14 15 -14 -16 -18 -17 -15 34 22 32 -23 -24 -25 -1 -21 29 -13 -30 -31 -22 -4 38 37 -37 -36 -3
right_child=-2 12 11 4 5 10 -8 9 -10 -11 -12 28 13 19 16 18 17 -19 -20 27 21 23 24 25 -26 -27 -28 -29 30 31 -32 -33 -34 -35 35 36 -38 -39 -40
leaf_value=-0.0091322216036882065 -0.00010038290337119381 -0.004552844740234408 0 0.0089685283139320244 0 0.012977440606888109 -0.01229785588918552 -0.011404698268108145 -0.00039416054433416916 0 -0.00108270719116308 0.0016766626421636406 -0.022874482490696135 0 0.017204099186642025 0.00777781131268784 -0.0058002317029156522 0.0073235952340703989 -0.0028752433569537782 -0.017747167073858906 0.0039407912412176092 -0.015079825878177106 0.020291289451582109 0.0096054612532510096 0.0034674386538443361 -0.00067817552693845201 0 0 -0.00025981145771133269 0 0.0080634901776441524 -0.012835723077316261 -0.0029100755388264724 0.010126967912377743 0.0030901375652544368 0 0.024298011485005603 -0.012205607282845907 0.00058593242390355045
leaf_weight=184.57780957658906 16174.56537611288 54.734569596976144 9.2222634934964827 231.77697208618383 67.047142706522209 89.428364066033282 274.35543358009136 52.07467659982467 129.06237171102885 872.4681776802563 18.493828635928821 8.1104653245556602 36.692179798828874 7.6165097960629282 36.687339332296233 65.293126803288033 51.34017502469851 39.379960604558619 67.348858570678658 46.396797232082918 52.581671470574747 44.952188172079786 82.586255133150644 22.726696310922307 146.72688497644049 21.14111387417006 24.513564819703333 3.1051361753184201 8.0203709233601312 4.5206774033208603 35.285539743035315 33.961331939508909 119.81383355733578 112.06692594977403 5.4970182207034668 37.304762289049904 46.74092514963786 40.224249133443209 4142.4892973752176
leaf_count=33486 1911625 7571 2087 67105 9356 6367 58923 6928 40282 129592 2763 2555 6268 475 2488 11136 3292 1958 16930 2719 47556 7337 21318 2824 37524 2386 2175 162 1943 676 5529 5148 26444 19063 575 4381 4787 4372 587793
internal_value=0 0.000256459 -0.000801027 -0.00168822 -0.000668223 -0.00415681 -0.00971663 0.000385107 0.00507896 -0.00123462 0.00954391 0.00528204 0.000757461 -0.00243047 0 -0.00533917 0.00751943 0 0.000991566 -0.0120789 0.00106867 0.00401165 0.00715014 -0.00554186 0.0123299 0.00232553 -0.00741216 -0.0142419 0 -0.00558053 0.00401861 -0.0102965 0 0.00929875 0.000630201 0.00458629 0.0126674 -0.00628308 0.000406731
internal_weight=0 7326.37 2154.99 1943.8 1734.71 449.325 341.403 1285.38 360.839 924.543 107.922 211.188 5171.38 353.86 296.742 169.334 127.407 90.7201 132.642 57.1184 4817.52 490.529 401.709 88.82 229.313 43.8678 209.091 49.5019 89.8984 46.5925 43.3059 38.482 172.396 121.289 4326.99 129.767 84.0457 45.7213 4197.22
internal_count=3105899 1194274 393978 356977 321316 77409 68279 243907 107387 136520 9130 37001 800296 45428 42072 34334 7738 5250 28066 3356 754868 145389 132842 12547 58842 5210 35661 2881 15851 8379 7472 5824 74000 21150 609479 14115 9168 4947 595364
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=960 79445 4 4100 69633 8272 264200 2472 8708 516 4 74240 1 1 2 136 8
is_linear=0
shrinkage=0.1


Tree=235
num_leaves=40
num_cat=20
split_feature=0 3 1 2 2 4 4 1 1 4 6 6 4 4 2 2 1 1 4 6 2 2 6 4 4 6 4 1 4 6 1 4 2 6 3 2 6 1 1
split_gain=0.0432948 0.0351634 0.37398 0.464045 1.0304 1.5924 1.14133 2.41698 0.806773 0.784476 0.719849 0.680928 1.22526 0.529448 0.45745 0.354787 2.50696 2.22208 1.58169 1.53575 1.51411 1.13635 1.15873 0.977967 0.932106 0.918953 0.741622 0.691223 0.572584 0.273566 0.174666 1.05358 0.908215 2.79157 1.01132 0.700499 3.04259 2.55099 0.939765
threshold=0 1 2 4.5000000000000009 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 3 4 6.5000000000000009 5 6 1.0000000180025095e-35 4.5000000000000009 7.5000000000000009 4.5000000000000009 7 8 3.5000000000000004 9 5.5000000000000009 2.5000000000000004 10 6.5000000000000009 1.5000000000000002 11 2.5000000000000004 12 7.5000000000000009 13 14 3.5000000000000004 3.5000000000000004 15 16 5.5000000000000009 17 18 19
decision_type=1 1 9 2 2 2 2 9 9 2 1 1 2 2 2 2 9 9 2 1 2 2 1 2 2 1 2 9 2 1 9 2 2 1 1 2 1 9 9
left_child=1 2 3 4 6 10 7 -1 13 -7 -6 14 -13 -5 -10 16 19 20 24 28 29 26 -23 -22 -19 -20 -18 -21 -4 -17 31 32 33 34 -3 -32 38 -38 -37
right_child=-2 30 15 8 5 9 -8 -9 11 -11 -12 12 -14 -15 -16 17 21 18 25 27 23 22 -24 -25 -26 -27 -28 -29 -30 -31 35 -33 -34 -35 -36 36 37 -39 -40
leaf_value=-0.0047978552457287361 -0.0035948992811669911 -0.0045581780724065274 0.00055787797526981437 -0.013107444527444943 0 0.014842205373299984 -0.0035224961819186498 0.019235191276057467 -0.0037908866250559725 0 -0.011174886745972768 0 0.01898575567586204 0 0.0066132520521668819 0.0043583112519921209 -0.005293353036987151 -0.0014661829424400573 0.0014886049113944446 0 0.016669513482841829 0 0.011053653853156771 0 0.0033225987989235622 -0.0097269865367094893 0.0076051476204903176 -0.0064705216428112182 0.007189800400647095 -0.0037293924711253017 0.00037757990830061117 0.003478717381037116 8.7474752793414e-05 -0.0081018562967876337 0.0013478928238501702 -0.0053731279484424714 0.00047455755674360198 -0.0235307305828268 0.0015565649839545384
leaf_weight=31.30906317580957 4.2305513009450797 349.3616128154099 2302.5733996036579 24.975334333721552 92.145356518856715 17.777420459548011 98.055093097151257 48.716295356745832 95.125176305416971 20.614500424824655 258.21019678880111 24.997611526749097 40.327127107535489 2.6475563794374457 33.48108858964406 20.199158790055662 104.69951601675712 1700.3289362351643 34.165825919713825 303.70336918206885 126.58213466405869 133.70930293260608 394.06126015214249 9.2795219379477185 488.22197447996587 270.40989532554522 32.968647826695815 424.56589700822951 124.68633064883761 74.476900845067576 10293.138602442104 496.40475557127502 2249.7685106175486 614.2679017460905 1073.7393229674781 218.21408652362879 41.643726522219367 75.589820325374603 761.88525335199665
leaf_count=6172 881884 32748 280187 2911 14926 3093 15876 8045 12993 3035 42614 3326 5189 256 4597 2621 12887 167976 2018 37719 13993 17455 49357 629 37423 13802 4380 57617 7448 8278 881979 24091 241174 55240 79298 23868 3072 5461 40008
internal_value=0 -2.1528e-06 0.000164878 -0.00176862 -0.00341621 -0.00633356 0.00150553 0.00967363 0.00108844 0.00626007 -0.00888721 0.00454342 0.0106088 -0.00723198 0 0.000452681 0.0010917 -0.000335323 -0.00135172 -2.18816e-05 0.00813461 0.00648395 0.0086203 0.0142606 -0.000232194 -0.00779778 0 -0.00401341 0.00109978 0 -9.66026e-05 -0.000610283 -0.00117553 -0.00269636 0 9.42578e-05 -0.00223572 -0.0151441 0
internal_weight=0 23507 7333.01 788.382 566.828 388.747 178.08 80.0254 221.554 38.3919 350.356 193.931 65.3247 27.6229 128.606 6544.63 3820.97 2723.66 2493.13 3155.53 230.538 665.439 527.771 135.862 2188.55 304.576 137.668 728.269 2427.26 94.6761 16174 4783.54 4287.14 2037.37 1423.1 11390.5 1097.33 117.234 980.099
internal_count=3105646 2223762 836823 123033 93761 63668 30093 14217 29272 6128 57540 26105 8515 3167 17590 713790 467050 246740 221219 382971 25521 84079 66812 14622 205399 15820 17267 95336 287635 10899 1386939 432551 408460 167286 112046 954388 72409 8533 63876
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=1 960 79381 528 69633 2 1 10487912 10487816 5 2 4 32 2 7078194 1 12 3 8478852 8443912
is_linear=0
shrinkage=0.1


Tree=236
num_leaves=40
num_cat=19
split_feature=0 3 1 2 2 4 6 4 2 4 4 4 4 4 2 1 6 1 1 6 4 4 5 2 1 4 4 1 6 1 6 3 1 4 2 2 5 2 5
split_gain=0.0447591 0.0471496 0.664491 2.0826 1.17333 1.05586 0.518869 1.26952 0.621305 0.565524 0.446717 0.461077 0.443371 0.381329 0.364936 3.72606 1.54023 1.16242 0.710251 0.811571 0.890566 0.762827 0.660543 0.895495 0.509871 0.484055 0.409892 1.63968 1.35109 0.334732 0.35953 0.657125 1.9096 0.815413 0.765627 0.644093 0.624238 0.62088 0.44346
threshold=0 1 2 2.5000000000000004 1.5000000000000002 2.5000000000000004 3 2.5000000000000004 4.5000000000000009 40.500000000000007 1.5000000000000002 9.5000000000000018 7.5000000000000009 1.0000000180025095e-35 4.5000000000000009 4 5 6 7 8 1.5000000000000002 1.5000000000000002 9 6.5000000000000009 10 4.5000000000000009 1.0000000180025095e-35 11 12 13 14 15 16 4.5000000000000009 5.5000000000000009 8.5000000000000018 17 4.5000000000000009 18
decision_type=1 1 9 2 2 2 1 2 2 2 2 2 2 2 2 9 1 9 9 1 2 2 1 2 9 2 2 9 1 9 1 1 9 2 2 2 1 2 1
left_child=-1 2 3 4 13 -6 10 8 -8 -9 -5 -12 -7 -2 18 22 17 -17 19 20 -4 -21 23 -16 -18 -24 28 -28 -20 30 31 32 34 36 -3 -34 -33 -35 -32
right_child=1 29 14 6 5 12 7 9 -10 -11 11 -13 -14 -15 15 16 24 -19 26 21 -22 -23 25 -25 -26 -27 27 -29 -30 -31 38 33 35 37 -36 -37 -38 -39 -40
leaf_value=-0.0035635000364497359 0.010151696815506867 -0.0090567092327676433 0.0076183662859951934 0 -0.018252371074890583 0.0066742656959613098 -0.001003465272831572 -0.013132174599677589 0.0068002110075799762 0 0.018793614000315796 0 -0.0072154588930051309 -0.0013071853115233889 -0.0082266749789443924 0 0.0023787745212112583 0.011649673335344739 0.001134268118763716 -0.0027596089323031182 -0.003494367933636831 0.0013888374704017136 -0.012498037600696375 0.0032731700250624215 -0.0021166828333971121 0 0.00024986648527437511 0.0072990771440213861 -0.0049671620353742094 -0.00029594450114094257 -0.00065398968850370696 0.0046088818410988091 0.016403286184242388 0 0.0045929880742685723 0 0 -0.011932562620751406 0.0011437424241985432
leaf_weight=4.2194060152382917 6.2852680296637145 56.470928113325499 182.12039067968726 25.061671316390857 120.09524801385123 22.070300559746101 153.63737224429497 71.955482112942263 121.46743945847265 4.6713040941394857 11.857273064553736 2.933160026324912 10.608525508549063 14.433983391383661 88.357270788634196 98.456427092896774 344.95118428673595 185.37709698290564 2884.3442258052091 1663.3746771143051 44.975060857599601 472.4381605880335 281.34497206425294 91.786408325657248 619.04991516680457 18.648583044065163 1338.9444136318052 450.03349885798525 367.31433259689948 7094.2044942193315 2546.4288491084008 459.3646523776697 117.6492795473896 60.565923488233238 22.360991551890038 4.6497746913228175 680.60280244142632 48.102183648617938 2707.6953189034539
leaf_count=882751 921 7919 19980 1998 11734 1718 12578 3478 8299 142 692 72 738 1494 11305 6887 16648 17205 191235 194295 4953 42013 20744 10539 64152 1092 70891 30930 27662 725167 254755 50253 14519 4610 2591 529 85901 2598 300344
internal_value=0 2.44375e-05 -0.00012816 -0.00334745 -0.0116702 -0.0146907 0.000117026 -0.000719868 0.00178869 -0.0105764 0.00790626 0.0150708 0 0.000202558 5.20763e-05 -0.00120383 0.0015221 0.0075332 0.000389304 -0.000966007 0.00394623 -0.00168914 -0.00841414 -0.00130891 -0.000178573 -0.0115198 0.00108552 0.00232072 0.000302833 0.000153397 0.000672321 0.00207267 0.00708708 0.000837228 -0.00204195 0.0138729 0.00188397 -0.00595161 0.000216516
internal_weight=0 23494.7 9696.59 565.077 173.493 152.774 391.584 351.732 275.105 76.6268 39.8521 14.7904 32.6788 20.7193 9131.52 1727.97 1247.83 283.834 7403.54 2362.91 227.095 2135.81 480.137 180.144 964.001 299.994 5040.64 1788.98 3251.66 13798.1 6703.89 1449.77 201.131 1248.64 78.8319 122.299 1139.97 108.668 5254.12
internal_count=3106332 2223581 774395 43864 16605 14190 27259 24497 20877 3620 2762 764 2456 2415 730531 148572 104892 24092 581959 261241 24933 236308 43680 21844 80800 21836 320718 101821 218897 1449186 724019 168920 25558 143362 10510 15048 136154 7208 555099
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 23 13369376 4 2132505 10 8322 83264 4 2 66756 10382 3 15549218 2 520 770 2 2
is_linear=0
shrinkage=0.1


Tree=237
num_leaves=40
num_cat=16
split_feature=1 5 3 3 4 6 4 2 2 2 2 2 6 4 2 4 3 3 6 3 2 4 2 4 4 6 7 6 4 6 4 3 2 2 2 4 2 2 3
split_gain=0.045102 0.415045 3.03074 1.4173 1.25539 1.37605 1.05486 1.26714 0.865572 0.811605 0.635508 1.15765 0.874316 0.532768 0.51953 1.73942 1.79448 0.776618 0.487801 0.484908 0.728988 1.63908 1.50314 2.4341 0.990301 0.75462 0.595446 0.94619 0.627074 0.592378 0.974301 0.459835 0.446883 0.36858 0.361676 0.318262 0.262309 0.229849 2.0804
threshold=0 1 2 3 1.0000000180025095e-35 4 2.5000000000000004 6.5000000000000009 9.5000000000000018 5.5000000000000009 8.5000000000000018 11.500000000000002 5 7.5000000000000009 5.5000000000000009 5.5000000000000009 6 7 8 9 8.5000000000000018 3.5000000000000004 4.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 10 11 12 4.5000000000000009 13 6.5000000000000009 14 6.5000000000000009 12.500000000000002 2.5000000000000004 12.500000000000002 2.5000000000000004 4.5000000000000009 15
decision_type=9 1 1 1 2 1 2 2 2 2 2 2 1 2 2 2 1 1 1 1 2 2 2 2 2 1 1 1 2 1 2 1 2 2 2 2 2 2 1
left_child=1 2 8 4 37 9 33 -8 18 -6 14 12 -12 -14 17 16 -16 -5 -1 20 22 25 24 -24 -4 -22 29 28 -28 32 -31 -17 -21 -7 -29 -20 -19 -3 -39
right_child=-2 3 19 10 5 6 7 -9 -10 -11 11 -13 13 -15 15 31 -18 36 35 26 21 -23 23 -25 -26 -27 27 34 -30 30 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0 4.243869230878484e-05 0.0014058873593128093 0 0.0038331274395072704 -0.021738872316016733 -0.0065466889524883644 0.012184296517230799 -0.006181492439918071 0 0 -0.00024438868828407872 -0.0019683401188357922 0.020145078549845576 0 0.0081889518399663307 0.018542330977466277 -0.0052717657238457198 -0.002412373458633499 -0.016971788907385859 0.0016618523047513796 0 0.0063563232470652993 -0.0025586374480674784 0.011662549361140443 -0.0075439195468654284 -0.017063302168988811 0.0088313579310502315 0 -0.0044824178623337034 -0.0046870212622601888 0.011884505951521449 0 0.0086040492955280021 1.3189081188444836e-06 -0.014416186206640261 0 0.00097277236929422953 0.0036359439932132408 -0.015065323476888224
leaf_weight=35.055183448539083 17358.663138876793 452.39462710511725 346.6869618634164 1015.652697675866 62.210336462460873 267.56136993157043 64.487589848136849 14.422725865074424 10.323826021458897 18.451971166378826 6.0354404156232704 16.684176104526614 64.860202517688776 2.1156747213822191 69.196735111975613 11.207259859455915 528.57348987718615 294.22701527485924 161.76053751267 549.1180154973049 21.290623289269206 13.010439483401113 190.74181102309558 190.29433939604951 285.51414862675347 70.232475623654409 45.806031541188077 10.157754491423928 9.4732328217110062 189.03860686963526 7.4017097694486429 6.5050057999451409 167.36921134073009 1.9617170153683208 47.576091307399565 1.1328698139941469 748.0285054486053 108.12650678209684 48.960178586378788
leaf_count=17327 2008196 37627 121212 85983 9991 32183 11928 884 1619 1457 562 1521 4948 111 6271 605 52377 59673 77470 171481 3109 1088 41647 30468 100126 9852 9400 6332 1012 50661 1681 464 21984 132 7227 464 100833 11258 6865
internal_value=0 -0.00026506 -0.00132749 0.000318498 -0.00266622 -0.00664846 -0.00198575 0.00529487 -0.011789 -0.0164173 0.00156831 0.0091093 0.014389 0.0167653 0.00111185 -0.00110829 -0.00287236 0.00192592 -0.0139892 0 -0.00151904 -0.00857641 -0.000292252 0.00414658 -0.00348728 -0.014213 0.00142928 -0.00388022 0.00202074 0.00252241 -0.00119327 0.0165114 0.00391359 -0.00550208 -0.0107174 -0.0156175 0 0 -0.00268129
internal_weight=0 6153.65 2351.98 3801.66 1038.58 429.096 348.433 78.9103 208.272 80.6623 2763.09 89.6955 73.0113 66.9759 2673.39 615.482 597.77 2057.91 197.949 2143.71 1117.77 104.534 1013.24 381.036 632.201 91.5231 1025.94 113.013 55.2793 912.928 196.44 17.7123 716.487 269.523 57.7338 162.893 1042.26 609.481 157.087
internal_count=3108029 1099833 674160 425673 112325 56575 45127 12812 96880 11448 313348 7142 5621 5059 306206 59717 58648 246489 95261 577280 307502 14049 293453 72115 221338 12961 269778 23971 10412 245807 52342 1069 193465 32315 13559 77934 160506 55750 18123
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=2642194 2 257 534 2 4 256 129 2 170 10 1 10 5 104 6
is_linear=0
shrinkage=0.1


Tree=238
num_leaves=38
num_cat=18
split_feature=0 4 1 6 4 4 2 7 4 4 4 3 2 1 1 2 4 1 2 3 6 6 4 3 2 3 6 1 4 2 1 2 4 3 3 2 2
split_gain=0.0415261 0.0367799 1.35441 0.718155 0.379235 0.363595 0.378624 0.329431 0.313568 0.351066 0.262825 0.967103 0.280878 0.826329 0.210049 0.137059 0.133574 2.13382 0.770968 0.658001 0.409413 0.230108 0.197636 0.286768 0.301836 0.157618 0.0606396 1.47167 0.474716 0.0289118 0.0220621 0.00765451 0.00704454 0.0240917 0.00532851 6.22494e-05 0.0183557
threshold=0 30.500000000000004 1 2 129.50000000000003 33.500000000000007 12.500000000000002 3 33.500000000000007 92.500000000000014 21.500000000000004 4 3.5000000000000004 5 6 2.5000000000000004 14.500000000000002 7 3.5000000000000004 8 9 10 13.500000000000002 11 10.500000000000002 12 13 14 12.500000000000002 4.5000000000000009 15 1.5000000000000002 149.50000000000003 16 17 5.5000000000000009 2.5000000000000004
decision_type=1 2 9 1 2 2 2 1 2 2 2 1 2 9 9 2 2 9 2 1 1 1 2 1 2 1 1 9 2 2 9 2 2 1 1 2 2
left_child=1 10 8 7 5 -5 -7 34 -3 -10 16 14 13 -13 35 -16 22 19 20 29 -19 -21 26 24 -24 -20 27 -1 -28 -18 -25 -9 33 -6 -4 36 -12
right_child=-2 2 3 4 32 6 -8 31 9 -11 11 12 -14 -15 15 -17 17 18 25 21 -22 -23 23 30 -26 -27 28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38
leaf_value=-0.005329930138784628 -0.0034953418800296372 0 -0.0010614803860021619 0 0 -0.014703300731167719 0 0 0.022557207277290475 0 0 0.0082391796477655471 -0.018766465622501852 -0.0099730042171213788 0 0.010772342567139916 0.0023827934567399048 -0.0049513607468305403 0 0 0.0076789693588173898 -0.012973148100986993 -0.012858946341495118 0.0021943602597815585 0 0.022601829766576542 1.795508143401922e-05 0.00051044681378905666 0.0082153883380175173 0 0 0.010579699269113195 0 0.0026406288879501894 0 0 -0.0023121188474397769
leaf_weight=474.9224036426167 4.1952379799149631 2.5275076958350864 7.2913800193928182 6.5647611794993272 3.4746274659410119 57.870406009722501 0.65985817508771916 0.96199831226840693 13.806156679755079 3.3834184820298097 2.194624842843039 10.365148877957834 16.813776432536542 8.7055472915526497 5.3718803196679827 9.334773240843786 22.247714541968893 20.240087431157008 4.676378887379542 3.5267516705207527 4.3859311004634973 39.876990182325244 23.032974068541083 5.8175188333261758 0.71314019942656059 21.549058948643509 20313.018566660732 2340.0561008173972 41.377562610898167 9.4201998598873598 1.8805708920117492 10.995819487143306 2.0532154284883282 4.6531145931221527 4.2193154403939843 1.9097973029129205 4.4525548487436026
leaf_count=52634 881997 313 379 244 105 2614 28 49 1603 305 187 380 576 835 430 375 1123 1270 164 162 163 2070 1290 342 33 750 1924633 227183 2002 280 163 291 197 181 346 48 122
internal_value=0 0 0.00156237 -0.00252225 -0.00785179 -0.0110323 -0.0131076 0.0040205 0.014768 0.0199487 -1.51947e-05 -0.0054353 -0.0125098 0 0.00260428 0.00690733 0 0.00292185 0.0147319 -0.00506492 0 -0.0108433 -1.4069e-05 -0.00567803 -0.00872134 0.0230473 0 -0.000430689 6.13725e-05 0.000300653 0 0.0103701 0 0.00135927 0 0 -0.000130331
internal_weight=0 23504.4 118.462 98.7445 75.276 65.095 58.5303 23.4685 19.7171 17.1896 23385.9 59.1481 35.8845 19.0707 23.2636 14.7067 23326.7 125.923 50.8515 75.0717 24.626 43.4037 23200.8 31.4442 23.7461 26.2254 23169.4 2814.98 20354.4 31.6679 7.69809 11.9578 10.181 8.12774 11.5107 8.55698 6.64718
internal_count=3105867 2223870 6655 4434 3369 2886 2642 1065 2221 1908 2217215 2953 1791 1215 1162 805 2214262 5982 2347 3635 1433 2232 2208280 1828 1323 914 2206452 279817 1926635 1403 505 340 483 286 725 357 309
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=1 9180677 10 1 152 8696 8882 8918377 43 3 4 236 288 12 4744725 2099824 56 108
is_linear=0
shrinkage=0.1


Tree=239
num_leaves=40
num_cat=17
split_feature=2 1 3 4 4 3 1 1 1 2 2 4 4 3 4 1 3 3 1 2 4 2 1 1 4 4 1 4 4 3 4 4 3 4 4 4 4 2 6
split_gain=0.053904 1.19164 1.47307 3.00266 2.14486 2.98383 2.24758 1.49946 1.47573 2.02667 1.24453 1.23678 1.13463 1.12439 1.04381 1.03 0.997846 0.908508 1.954 0.871553 0.844942 1.69602 1.19212 1.10619 1.12671 2.30108 0.947808 0.895589 0.794422 0.741002 0.714235 2.00927 0.700236 1.14135 0.680875 0.539399 2.05061 0.530089 0.529521
threshold=3.5000000000000004 0 1 1.5000000000000002 1.0000000180025095e-35 2 3 4 5 5.5000000000000009 12.500000000000002 18.500000000000004 6.5000000000000009 6 104.50000000000001 7 8 9 10 10.500000000000002 1.5000000000000002 4.5000000000000009 11 12 2.5000000000000004 6.5000000000000009 13 1.0000000180025095e-35 3.5000000000000004 14 3.5000000000000004 1.5000000000000002 15 10.500000000000002 7.5000000000000009 11.500000000000002 6.5000000000000009 10.500000000000002 16
decision_type=2 9 1 2 2 1 9 9 9 2 2 2 2 1 2 9 1 1 9 2 2 2 9 9 2 2 9 2 2 1 2 2 1 2 2 2 2 2 1
left_child=15 11 3 4 8 6 -6 19 9 -3 -7 12 17 -14 -13 29 -10 30 28 34 21 22 -4 -22 -25 -26 -23 -28 -19 -1 31 -2 33 -9 -5 36 -31 -32 -37
right_child=1 2 20 7 5 10 -8 32 16 -11 -12 14 13 -15 -16 -17 -18 18 -20 -21 23 26 -24 24 25 -27 27 -29 -30 35 37 -33 -34 -35 -36 38 -38 -39 -40
leaf_value=-0.0060392168138651567 0.00054268449270184057 -0.0096097258704489052 -0.010463838041843433 0.010768461276639628 -0.010576318586315442 -0.012857556351572539 0.0074034543524621804 -0.013332238845964146 -0.00060931439042887761 0.0053432173379366022 0.0040522830503385166 0.019370831221272301 0.0015231278761270604 -0.011255637627723322 0 -0.00070185969751255508 0.0056747582281098758 0.0014940348736713334 0.0069950206998776361 -0.0004853214799436948 0.00089206691356351949 0.0073587232384113343 -0.0016293956669987488 -0.0095032008320201991 0.00089514310918297575 -0.011076478863202763 -0.0014027791090345258 0.0033329410103408123 -0.0054590997011360895 0.001388209939491741 0.0092608558181442417 -0.0091065545405187645 0.0029741556086935231 0.0043496063202759618 0 0.0011464324155383086 0.015166965045545988 -0.00036507571372195401 -0.0093470394443215098
leaf_weight=72.563915743118287 1068.419281893815 211.28191508036753 197.00909242866646 515.06348660143249 51.692903702235981 350.66529307371138 199.27615749233246 66.66138820589822 275.40737758862952 93.205015547125186 6.4292491641253937 41.035816739323309 57.505039355261033 102.14505930259838 11.600078964407201 9789.7588493574913 629.43349330761612 1370.9529325975595 733.59800439578794 31.301935253226929 280.37071714333206 170.29508088303555 893.87033079866796 415.37939382298737 519.05313364128688 180.45302238468139 1136.9283169145292 569.7055858159365 146.54950247879106 2695.4864950218839 97.234201849178589 227.46982273864023 92.173096613226335 7.9430866701281948 54.923512636979922 10.894929547856917 90.164288032814511 6.0407895236808136 45.929849050095982
leaf_count=47065 100787 29793 22451 31717 3260 39142 17203 4844 31545 8581 699 1694 3678 6502 407 1455415 81624 114036 90227 1633 21860 16783 119541 33813 31605 6947 132266 52918 8643 500578 8402 22725 13174 310 2296 2708 18171 505 20185
internal_value=0 0.000105397 -0.000646883 0.00116471 -0.000919544 -0.00571276 0.00172423 0.00633614 0.00132842 -0.00394889 -0.0111984 0.00152807 0.0011734 -0.00607129 0.0140086 -0.000189848 0.00349973 0.00161868 0.00285479 0.00855657 -0.00178936 -0.000697952 -0.00383776 -0.00384937 -0.00525777 -0.00211047 0.00100127 3.54056e-05 0.000532437 0.00141502 -0.000196939 -0.00109253 -0.00063146 -0.00718711 0.00969518 0.00179056 0.00209759 0.00649139 -0.00512345
internal_weight=0 10811.1 6948.52 2585.46 1817.39 608.064 250.969 768.067 1209.33 304.487 357.095 3862.55 3809.91 159.65 52.6359 12704.8 904.841 3650.26 2251.1 601.289 4363.06 2967.81 1090.88 1395.26 1114.89 699.506 1876.93 1706.63 1517.5 2915.04 1399.16 1295.89 166.778 74.6045 569.987 2842.48 2785.65 103.275 56.8248
internal_count=3105733 1061611 704005 265821 211847 60304 20463 53974 151543 38374 39841 357606 355505 10180 2101 2044122 113169 345325 212906 35646 438184 343959 141992 94225 72365 38552 201967 185184 122679 588707 132419 123512 18328 5154 34013 541642 518749 8907 22893
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=10503224 147 16 4457092 4469184 4301441 152 4557702 16 135 16416 333828 339975 4262404 513 16 12
is_linear=0
shrinkage=0.1


Tree=240
num_leaves=40
num_cat=17
split_feature=0 3 1 6 4 4 2 4 2 2 2 1 6 2 2 2 1 4 2 1 4 6 2 2 1 4 4 2 1 4 2 3 1 1 2 1 3 4 6
split_gain=0.0416835 0.0270078 0.312828 0.772114 1.80581 1.10294 1.03795 0.612309 0.312154 0.272824 0.270268 2.05605 1.56175 1.39318 0.867437 0.69096 3.05867 0.79007 0.655845 2.88732 0.514359 0.394964 0.191634 0.188675 2.5457 3.79146 2.05858 1.49923 1.38294 1.27152 1.04645 1.04626 1.76862 0.847877 0.842769 1.73516 2.62048 0.507346 1.76409
threshold=0 1 2 3 1.0000000180025095e-35 1.5000000000000002 5.5000000000000009 22.500000000000004 15.500000000000002 1.5000000000000002 9.5000000000000018 4 5 11.500000000000002 12.500000000000002 8.5000000000000018 6 5.5000000000000009 7.5000000000000009 7 38.500000000000007 8 5.5000000000000009 8.5000000000000018 9 1.5000000000000002 1.5000000000000002 15.500000000000002 10 9.5000000000000018 14.500000000000002 11 12 13 7.5000000000000009 14 15 1.0000000180025095e-35 16
decision_type=1 1 9 1 2 2 2 2 2 2 2 9 1 2 2 2 9 2 2 9 2 1 2 2 9 2 2 2 9 2 2 1 9 9 2 9 1 2 1
left_child=1 2 3 4 9 -5 -7 8 -6 -1 15 12 -12 -13 -14 18 17 -17 20 -20 -4 -18 -11 34 25 27 31 33 -28 -27 -30 -26 -33 -25 -3 37 -37 38 -36
right_child=-2 23 10 5 7 6 -8 -9 -10 22 11 13 14 -15 -16 16 21 -19 19 -21 -22 -23 -24 24 26 29 28 -29 30 -31 -32 32 -34 -35 35 36 -38 -39 -40
leaf_value=0 -0.0034581206197226442 -8.0702118686741913e-05 0.00043845349078688932 0 0.018258084465721646 -0.01801593274504321 0 0 0 -0.01049413569795235 -0.0050781880493415091 -0.015105495031650595 0.018315802467839145 0 0 0.015415867739267071 -0.015287959177253133 0 0.01241746704063452 -0.0089418555565794634 0.0095560453635349998 0 0 0.0002884392469547972 0.0056317082468013997 -0.021950457321630701 -0.0017837156774705859 0.013473366407640866 0.023771444967305204 0 0 -0.015712082696975598 0.0060450087808445645 -0.0099156049178149974 0.0066114576609322866 0.023291059855338608 0 0.0021211477813483297 -0.014140973409371094
leaf_weight=1.1538813866209228 4.1820541816341565 15268.75789294015 6165.8524760174041 189.36039369355422 47.51627083402127 64.564529071794823 23.180096408352256 1.8002792217303056 0.80779970064759155 36.830023463116959 26.895372605184093 106.22814424941316 61.068222282454371 91.989370540250093 21.599955481244251 137.07706635678187 20.997242731042206 8.8622154223266971 35.974022639915347 238.37022101320326 36.747432589996606 6.2656568211969015 8.3089774330146593 136.23262442089617 48.179381330963224 115.74334820103832 10.687891365494577 40.032146646175534 71.048073320882395 13.650533200008793 8.2241950687020999 58.513250407064334 12.581668766099027 69.270376451779157 18.902817031834275 58.42290143459104 74.647800229722634 101.38310937350616 58.099130938528106
leaf_count=98 882528 1319197 714085 30003 7177 10489 3064 316 131 5206 1935 9642 3999 8380 1672 11130 1811 456 3164 20058 2388 561 1097 11787 3291 6424 1069 3876 2821 503 486 4251 1156 8971 2149 4919 4420 5637 5351
internal_value=0 1.85311e-05 0.000185469 -0.00239542 0.00291757 -0.00532495 -0.0131348 0.0143919 0.0170313 -0.00596567 0.000379789 -0.00221519 0.00621972 -0.0083054 0.0127984 0.000554776 0.00638424 0.0127221 0.000324068 -0.0040932 0.000586342 -0.0114215 -0.00851146 -3.89534e-05 -0.00176344 -0.00678832 0.00575214 0 0.0155637 -0.0189944 0.0189267 -0.000893597 -0.00837115 -0.003111 9.72592e-06 0.00493905 0.0121659 -0.00054537 -0.00652122
internal_weight=0 23495.8 7331.45 373.522 96.4172 277.105 87.7446 50.1243 48.3241 46.2929 6957.93 307.781 109.564 198.218 82.6682 6650.15 173.202 145.939 6476.94 274.344 6202.6 27.2629 45.139 16164.4 584.163 374.929 209.234 245.535 89.9602 129.394 79.2723 119.274 71.0949 205.503 15580.2 311.456 133.071 178.385 77.0019
internal_count=3105698 2223170 836862 57581 14025 43556 13553 7624 7308 6401 779281 25628 7606 18022 5671 753653 13958 11586 739695 23222 716473 2372 6303 1386308 44635 31561 13074 24634 4376 6927 3307 8698 5407 20758 1341673 22476 9339 13137 7500
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=1 960 75265 2 2099408 2 12845410 8390808 5 2137931 278532 26 4202544 2370 10497312 13 6
is_linear=0
shrinkage=0.1


Tree=241
num_leaves=40
num_cat=19
split_feature=0 1 3 1 4 2 3 4 2 1 2 6 3 3 3 4 2 4 4 1 2 4 1 3 6 2 3 2 2 4 6 3 2 2 1 2 2 2 7
split_gain=0.0392061 0.0248046 0.686386 0.715159 0.813736 0.392737 0.980876 2.41942 0.776423 0.615268 0.480869 0.366011 1.69146 1.39775 0.302769 0.29512 0.222349 0.145044 0.750477 0.606028 0.471139 0.1961 0.994981 1.48742 0.36454 0.255341 0.872692 0.52215 0.180709 0.208842 0.340332 0.176919 0.149776 0.109644 0.0822091 0.0698359 0.0652676 0.0633662 0.00982493
threshold=0 1 2 3 3.5000000000000004 12.500000000000002 4 1.5000000000000002 11.500000000000002 5 34.500000000000007 6 7 8 9 19.500000000000004 4.5000000000000009 89.500000000000014 33.500000000000007 10 12.500000000000002 12.500000000000002 11 12 13 12.500000000000002 14 11.500000000000002 7.5000000000000009 149.50000000000003 15 16 1.5000000000000002 17.500000000000004 17 25.500000000000004 1.5000000000000002 28.500000000000004 18
decision_type=1 9 1 9 2 2 1 2 2 9 2 1 1 1 1 2 2 2 2 9 2 2 9 1 1 2 1 2 2 2 1 1 2 2 9 2 2 2 1
left_child=1 17 3 16 -5 8 9 10 11 33 -8 13 -13 -4 34 -16 -3 18 21 31 38 25 24 -24 -23 27 -27 -1 29 30 32 36 -19 -7 -10 -18 -20 -9 -21
right_child=-2 2 5 4 -6 6 7 37 14 -11 -12 12 -14 -15 15 -17 35 28 19 20 -22 22 23 -25 -26 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.00010018274036173913 -0.0034080752615414087 0.0036568293097629339 0.0035911656380330638 -0.020927015299882896 0 0.0073597938822529589 0.026759255795246736 -0.0053150988801106934 0.0037881852521562281 -0.0093455665233090502 0 0.0031334397611625362 -0.0012562321381789086 -0.0032688600257627489 -0.018498320809495563 0 -0.0059312508411791228 0 0 -0.018647088400302252 0 0 0.0069948956261633721 -0.010520390476769836 0.011452499393163743 0.0066200992138448836 -0.0069261501991025771 0.006984603370319694 0 0 0 0 0.015174541856968824 0 -0.0017191397947343822 0 0.0094814210829449533 0 0
leaf_weight=16960.769215149339 4.164344097593129 48.993831284922635 1087.5594400997215 25.515722865617139 3.099997450830414 7.1670258918311429 32.028817378683016 14.114221804309633 8.080386213026939 23.691043899161741 0.81132335704751213 1154.9151624374208 3244.9050757623045 327.5655783158436 15.159383887890726 0.17024298058822829 23.028006460634064 1.3927626069635177 0.34997545229271088 29.020090055884793 0.56700398027896781 19.492816518526524 35.6504389308393 66.897456177161075 79.506092875730246 8.5998412477783859 153.66538550239056 74.083513623801991 2.3751160379033527 2.1429188121110192 6.5470855769235703 3.9801715763751417 21.195054176729172 4.7285450568888336 4.7043505662586531 0.3494425262324502 2.8653105264529586 0.30085770413279611 9.2832764973863942
leaf_count=1477170 881831 5780 133178 4391 471 856 3510 1210 847 2713 75 129229 388140 39630 1492 9 3819 89 33 1269 20 898 1454 2517 3323 757 12285 5119 90 191 291 504 640 577 511 53 423 30 233
internal_value=0 0 0.000164303 -0.00662789 -0.0141908 0.000374001 0.0063225 0.0127521 0.000207356 -0.00131304 0.0251056 0.000370461 -1.85613e-05 0.00175087 -0.011142 -0.0136057 0 -6.93559e-05 -0.000103458 -0.0100351 -0.0131894 -4.27212e-05 0.00280827 -0.00207254 0.00896182 -9.83809e-05 -0.00374285 -3.95667e-05 0.00460141 0.00717521 0.00941624 0 0.0117538 0.00377645 0 -0.00467611 0.00639835 -0.00371377 -0.0172921
internal_weight=0 23505.3 6026.89 100.987 28.6157 5925.9 82.8418 47.2552 5843.06 35.5866 32.8401 5814.95 4399.82 1415.13 28.1144 15.3296 72.3713 17478.4 17444.7 46.0658 38.8704 17398.7 201.547 102.548 98.9989 17197.1 162.265 17034.9 33.6529 31.2778 29.1349 7.19546 22.5878 11.8956 12.7847 23.3774 3.21529 14.4151 38.3034
internal_count=3105658 2223827 716521 14514 4862 702007 8971 4825 693036 4146 3585 690177 517369 172808 2859 1501 9652 1507306 1506005 2482 1522 1503523 8192 3971 4221 1495331 13042 1482289 1301 1211 1020 960 729 1433 1358 3872 456 1240 1502
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1 2650362 1 8422661 98 327681 10 778 244 864 524306 16592 74 2 2 9 96 8389376 1
is_linear=0
shrinkage=0.1


Tree=242
num_leaves=40
num_cat=16
split_feature=1 2 4 4 6 3 4 3 3 3 4 3 2 4 4 4 6 2 4 2 2 2 4 1 2 1 4 4 3 3 4 3 4 4 1 6 3 4 4
split_gain=0.0430964 0.303702 1.11696 0.324213 0.872747 1.33356 0.748756 0.646795 0.450489 0.383747 0.334058 0.324209 0.235806 0.198676 0.164508 0.160063 0.114599 0.313064 0.823573 0.667055 0.143105 0.309764 0.0455424 1.2102 0.639047 0.434362 0.743738 0.751129 0.347703 0.220094 0.325465 0.181059 0.194083 0.156579 2.11712 0.544182 0.241221 0.133064 0.0571175
threshold=0 4.5000000000000009 4.5000000000000009 2.5000000000000004 1 2 4.5000000000000009 3 4 5 1.0000000180025095e-35 6 13.500000000000002 54.500000000000007 9.5000000000000018 10.500000000000002 7 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 3.5000000000000004 2.5000000000000004 21.500000000000004 8 2.5000000000000004 9 42.500000000000007 24.500000000000004 10 11 82.500000000000014 12 46.500000000000007 18.500000000000004 13 14 15 25.500000000000004 139.50000000000003
decision_type=9 2 2 2 1 1 2 1 1 1 2 1 2 2 2 2 1 2 2 2 2 2 2 9 2 9 2 2 1 1 2 1 2 2 9 1 1 2 2
left_child=1 3 11 7 5 -5 8 10 -6 15 -1 -3 -13 -4 -7 -8 20 19 -19 -18 21 -9 33 -24 29 31 27 -27 -28 -25 37 38 -33 -2 36 -36 -35 -31 -26
right_child=22 2 13 4 6 14 9 16 -10 -11 -12 12 -14 -15 -16 -17 17 18 -20 -21 -22 -23 23 24 25 26 28 -29 -30 30 -32 32 -34 34 35 -37 -38 -39 -40
leaf_value=0 0 0 -0.0089411459680782783 -0.0012232797050063084 0 0.026504661091860199 0.012437053420175356 -0.003152065045321411 -0.011728635590602153 0 -0.01188398006939083 0.01512010666812981 0 0 0 0 0.0042249368395142718 0 0.015229260530591704 -0.0075112289870162404 -0.0057181573832972132 0.007379004242943789 -0.012124462263911132 0 0.0070808247152655147 0 0.0047772950263685323 0.024351993301147467 -0.0072486178105791339 0 0 -0.0079041684990151569 0 0 0 -0.013762414097053952 0.020007370566421854 -0.012940786812450764 0
leaf_weight=51.658240330702483 22732.578253262669 4.6280596293963754 10.528553822618502 11.597315236892426 12.877137937388397 16.55005155345453 22.370122261648252 26.730564012933428 34.636488062790704 10.681831870080257 51.569014273823541 60.954309855175779 1.6756252963159557 0.63799683450633971 2.9013595216379136 7.2359062200798681 94.5390967377366 18.622470803371471 23.75768400888137 48.830752293746173 17.700171781049448 16.538298535018384 40.109213487980469 16.383587109981818 7.9424503486293343 6.7066774397603721 3.7321942920671063 16.617217008233638 7.1798486609118282 5.6073393524793635 8.316634673407405 14.788974522696206 28.687187999289108 6.5970327963195814 1.1831242770012977 15.074326903984456 20.704817384092625 16.69843145825098 0.41317939971304429
leaf_count=15180 2952027 744 1679 3044 2821 4116 7674 6392 7435 4469 11798 9640 265 66 1212 3477 23485 5068 4456 9535 3876 2965 8389 2851 311 309 213 699 402 1155 962 524 1027 480 191 2153 895 3765 27
internal_value=0 0.000862065 0.00566613 0 0.00373803 0.0123316 -0.000154451 -0.00174901 -0.00862192 0.00495928 -0.00728836 0.0117367 0.012733 -0.00551757 0.020845 0.00894241 0.000276789 0.0021596 0.00764679 0 -0.00107131 0 0 -0.00149541 0.00212302 0.00756495 0.012165 0.0194312 0 -0.00273496 -0.00627065 0 -0.0030068 6.8022e-06 0.00461524 -0.00853962 0.0166401 -0.0111388 0.00467291
internal_weight=0 547.221 78.4245 468.797 118.85 31.0487 87.8015 349.946 47.5136 40.2879 103.227 67.258 62.6299 11.1666 19.4514 29.606 246.719 185.75 42.3802 143.37 60.969 43.2689 22949.3 173.183 133.074 86.0677 34.2359 23.3239 10.912 47.006 30.6224 51.8318 43.4762 22776.1 43.5593 16.2575 27.3019 22.3058 8.35563
internal_count=3105777 129397 12394 117003 34248 8372 25876 82755 10256 15620 26978 10649 9905 1745 5328 11151 55777 42544 9524 33020 13233 9357 2976380 20634 12245 3512 1623 1008 615 8733 5882 1889 1551 2955746 3719 2344 1375 4920 338
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=12648452 10 384 81 272 240 516 2 2107546 288 404 80 270 2123952 4 400
is_linear=0
shrinkage=0.1


Tree=243
num_leaves=40
num_cat=18
split_feature=0 4 1 6 3 4 4 2 7 4 3 2 1 1 2 4 2 4 1 2 3 6 6 3 4 3 2 6 1 4 2 4 4 2 3 4 3 2 2
split_gain=0.0389598 0.0252352 1.00517 0.613574 0.346046 0.322235 0.32035 0.348084 0.30803 0.244097 0.882995 0.318468 0.717561 0.220772 0.176946 0.149526 0.111019 0.105029 1.96942 0.651202 0.602801 0.390433 0.195761 0.171624 0.132244 0.20768 0.236519 0.0594869 1.33606 0.428133 0.0203202 0.0192763 0.0159222 0.00540454 0.00477915 0.0041743 0.0220612 0.00148623 0.015807
threshold=0 30.500000000000004 1 2 3 129.50000000000003 33.500000000000007 12.500000000000002 4 21.500000000000004 5 3.5000000000000004 6 7 1.5000000000000002 142.50000000000003 2.5000000000000004 14.500000000000002 8 3.5000000000000004 9 10 11 12 13.500000000000002 13 10.500000000000002 14 15 12.500000000000002 4.5000000000000009 59.500000000000007 92.500000000000014 1.5000000000000002 16 149.50000000000003 17 5.5000000000000009 2.5000000000000004
decision_type=1 2 9 1 1 2 2 2 1 2 1 2 9 9 2 2 2 2 9 2 1 1 1 1 2 1 2 1 9 2 2 2 2 2 1 2 1 2 2
left_child=-1 9 4 8 14 6 -5 -8 34 17 13 12 -12 37 -3 -16 -15 24 20 21 30 -20 -22 -21 27 -26 -27 29 -29 -2 -19 -6 -33 -10 -4 36 -7 38 -11
right_child=1 2 3 5 31 35 7 -9 33 10 11 -13 -14 16 15 -17 -18 18 19 23 22 -23 -24 -25 25 26 -28 28 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0033728408449612253 4.3269570135459672e-05 0 -0.0010055287317621586 0 -0.0023246394782142424 0 -0.013690442265696998 0 0 0 0.0078005131575681168 -0.018402570582193366 -0.0092116670363064142 0 0.023391036426751104 0 0.010421268776618302 0.0019684775262048546 -0.0047646400430325251 0 0 0.0075600120737631081 -0.01247080369100392 0.021359188937854073 0 -0.010975053757206607 0 0.0061560730898821197 -0.0011760363719249636 0.007831120680943094 0 0.0022237978047716486 0 0.010116711520180836 0 0 0.0024215320637896373 0 -0.0022411226880598304
leaf_weight=4.1518863241176405 20307.868078433297 0.36143778776749869 7.267441097414121 6.5904951842967412 5.6707145508844423 3.494246908929199 56.896700548939407 0.6675061103887846 0.95533033087849695 2.4061617366969568 10.561242733150719 16.63418753282167 8.3067572538275289 5.2579093800159198 10.369038181379434 0.28940919460728842 9.4414443811401707 22.440445464802909 20.129096293123439 4.6898915870115161 3.6544436584226787 4.4291052632033852 39.450533278286457 22.105638551060114 6.9490994904190302 23.056204396532856 0.80508323316462238 228.65860949677881 2585.3807154968381 41.616114556556568 9.4175696705933643 2.1967396673280746 1.9229830098338423 11.149768875446169 4.2272816759068519 2.0280304455664 4.7412989938165975 1.9215470189228652 4.4306394988670945
leaf_count=882219 1924407 46 381 243 593 105 2607 28 49 202 400 576 815 422 1267 35 373 1131 1263 164 163 162 2068 750 397 1360 41 24933 254725 2004 280 156 173 291 346 195 181 48 122
internal_value=0 6.78915e-06 0.00130494 -0.00199919 0.0126646 -0.00713362 -0.0100989 -0.0120933 0.00377819 0 -0.00522969 -0.0120364 0 0.00226196 0.0172227 0.0225049 0.00688527 1.84474e-05 0.00260189 0.0139997 -0.00497727 0 -0.0104914 0.0216483 0 -0.00465619 -0.00729142 1.32444e-05 -0.000397213 8.53796e-05 0 0 0 0.0099369 0 0 0.00104486 0 -0.000635187
internal_weight=0 23498.4 118.828 98.0181 20.8103 74.4183 64.1547 57.5642 23.5998 23379.6 58.9599 35.5022 18.868 23.4577 11.0199 10.6584 14.6994 23320.7 126.317 51.3537 74.963 24.5582 43.105 26.7955 23194.3 30.8104 23.8613 23163.5 2814.04 20349.5 31.858 9.79044 4.11972 12.1051 11.4947 10.2636 8.23555 8.75835 6.8368
internal_count=3105721 2223502 6696 4426 2270 3359 2878 2635 1067 2216806 2958 1791 1215 1167 1348 1302 795 2213848 5981 2339 3642 1425 2231 914 2207867 1798 1401 2206069 279658 1926411 1411 922 329 340 727 481 286 372 324
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=2 9180677 10 332 1 152 8700 8882 8918377 43 3 4 288 274 3 10817536 108 56
is_linear=0
shrinkage=0.1


Tree=244
num_leaves=40
num_cat=14
split_feature=1 5 3 3 6 4 4 4 2 3 6 3 3 2 4 2 2 2 2 3 4 4 3 2 4 2 2 3 3 3 2 4 2 2 2 4 2 2 2
split_gain=0.0490192 1.5898 1.63111 0.801695 1.89548 0.881721 0.719408 0.364299 1.01334 1.14017 0.787365 0.476015 0.421498 0.29798 0.264889 0.239562 0.188576 0.184149 0.152818 0.143739 0.141516 0.579224 0.832486 0.144825 0.142627 0.706813 0.636963 0.555513 0.441327 0.237931 0.1574 0.121621 0.0963347 0.0760411 0.0747895 0.0685698 0.0679141 0.0667737 0.0565181
threshold=0 1 2 3 4 1.5000000000000002 12.500000000000002 1.0000000180025095e-35 7.5000000000000009 5 6 7 8 8.5000000000000018 12.500000000000002 19.500000000000004 3.5000000000000004 2.5000000000000004 2.5000000000000004 9 4.5000000000000009 30.500000000000004 10 1.5000000000000002 1.0000000180025095e-35 4.5000000000000009 4.5000000000000009 11 12 13 14.500000000000002 6.5000000000000009 4.5000000000000009 1.5000000000000002 5.5000000000000009 53.500000000000007 1.5000000000000002 1.5000000000000002 19.500000000000004
decision_type=9 1 1 1 1 2 2 2 2 1 1 1 1 2 2 2 2 2 2 1 2 2 1 2 2 2 2 1 1 1 2 2 2 2 2 2 2 2 2
left_child=1 2 31 20 5 18 -7 8 9 34 17 13 38 -12 -13 -14 33 -9 37 -19 24 22 -22 -24 26 27 29 -26 -27 -3 -28 -1 -18 -6 -4 36 -23 -5 -10
right_child=-2 3 7 4 16 6 -8 10 12 -11 11 14 15 -15 -16 -17 32 19 -20 -21 21 35 23 -25 25 28 30 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.021866668048949513 3.4941471939180982e-05 -0.0059486303809463213 0.0043305078733126678 0 0 0.01567758389988139 0 0 -0.004287690082725215 -0.016499705893434611 0.0076117084495203246 -0.009285105384685903 0.012286997563451583 0 0 0 0.0004608905365295707 0 0 0.013062208585030932 0.00149747043566084 0 0 -0.018883163223638165 -5.1687641816459864e-05 0.0036995434279535437 0.009635153133166284 0.008905594765525297 -0.0064834986799420227 0.00053923751678103791 0 0 -0.0043270367684333485 -0.019414990035157089 0 0 0.0090886500621183836 -0.0061885849656285394 0
leaf_weight=46.522028660647265 21918.267327370002 21.585672779554898 12.150387833886727 2.4802551722009403 3.0907303850945018 36.288831582012335 6.2532293041676885 4.5642141300704671 9.6599943006044651 51.969768329424824 26.501454871441187 69.913627849192835 20.66679968439394 4.9169304493284463 5.5793502857104604 2.8869068421358852 9.7309091874694804 15.179394024310566 67.677963453581469 26.156075816001703 6.2175238660729528 0.38334034193712696 1.759824930215937 16.627500089171008 19.228842896018705 11.956671438135345 65.56795891508682 208.9569205498924 50.319189350988381 647.89506389021108 0.81480106920935114 3.02195164579416 21.001155518345058 41.708874072719482 6.3566407470743789 0.45930056376573691 3.8959175087488802 34.747454889333767 1.1100790852265152
leaf_count=42878 2792496 4634 22225 2989 4020 9406 3753 14524 1610 48169 15199 40782 3556 719 1852 328 1619 4975 8918 6730 929 369 6225 1980 1787 1397 3798 15262 3092 20276 103 1302 2765 6802 1680 115 688 5619 199
internal_value=0 -0.000533871 -0.00676263 0.000849799 -0.00375461 0.00168985 0.0111995 -0.00101692 -0.00536621 -0.0116647 0.000660354 -0.00244321 0.00231124 0.00188084 -0.00686848 0.00834605 -0.0138849 0.00907634 -0.00145046 0.0117509 0.00218996 0 -0.00893277 -0.0146775 0.00252192 0.00474528 0.00110109 0.00741345 -0.00101184 0 0.00870176 -0.0187328 0 -0.0187403 0.000776628 0.00642736 0.00786561 -0.00519164 -0.0016103
internal_weight=0 1585.8 307.156 1278.65 222.979 147.448 42.5421 257.612 104.801 70.4768 152.811 106.911 34.3238 31.4184 75.493 23.5537 75.5317 45.8997 104.906 41.3355 1055.67 29.3434 24.6048 18.3873 1026.33 290.462 735.863 228.186 62.2759 669.481 66.3828 49.544 30.7321 44.7996 18.507 4.73856 4.27926 37.2277 10.7701
internal_count=3105770 313274 206728 106546 45891 30685 13159 162548 77767 72074 84781 58552 5693 15918 42634 3884 15206 26229 17526 11705 60655 10306 9134 8205 50349 21538 28811 17049 4489 24910 3901 44180 4384 10822 23905 1172 1057 8608 1809
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=557075 2 3 79 1 384 6 548 324 324 1 4 64 64
is_linear=0
shrinkage=0.1


Tree=245
num_leaves=40
num_cat=21
split_feature=4 1 6 3 4 2 7 4 4 3 2 1 1 2 4 2 1 4 1 6 2 1 2 6 3 3 3 6 2 3 2 1 1 2 1 6 2 2 4
split_gain=0.0500678 1.22137 0.631049 0.428213 0.328897 0.297061 0.291648 0.280245 0.262481 0.800548 0.263338 0.877213 0.239287 0.237987 0.18191 0.146033 0.142281 0.107946 2.16301 0.557547 0.228957 0.0630424 0.584689 2.06683 1.6866 1.00401 0.622628 0.37835 0.1626 0.0478222 0.856611 1.05268 0.625787 0.250096 1.365 1.12596 0.00547542 0.0272166 0.00391891
threshold=30.500000000000004 0 1 2 129.50000000000003 12.500000000000002 3 32.500000000000007 21.500000000000004 4 3.5000000000000004 5 6 1.5000000000000002 92.500000000000014 2.5000000000000004 7 18.500000000000004 8 9 9.5000000000000018 10 3.5000000000000004 11 12 13 14 15 1.5000000000000002 16 10.500000000000002 17 18 3.5000000000000004 19 20 5.5000000000000009 2.5000000000000004 149.50000000000003
decision_type=2 9 1 1 2 2 1 2 2 1 2 9 9 2 2 2 9 2 9 1 2 9 2 1 1 1 1 1 2 1 2 9 9 2 9 1 2 2 2
left_child=8 3 6 14 5 7 -3 -4 17 12 11 -11 15 -9 -2 -10 -8 21 20 -20 -19 22 24 25 28 -24 -25 -26 -1 30 32 -32 -23 34 -31 -35 37 -14 -6
right_child=1 2 4 -5 38 -7 16 13 9 10 -12 -13 36 -15 -16 -17 -18 18 19 -21 -22 29 23 26 27 -27 -28 -29 -30 33 31 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=0 0.024194988096194515 0 0 0 0.0010122397475204887 0 0 0 0 0.0086320997930566194 -0.01781241454766808 -0.010155328599250356 0 -0.014729770646173876 0 0.010874997849174117 0.01040271321208143 0.020057782072482069 0 -0.014340952894608863 0 -0.0027065894610715222 0 -0.0053285952924785711 0.00091489351767759909 0.013850390269777444 0.00063833527565554545 -0.0027476427884242723 -0.010687548830955719 0.0023415361814980288 0.0015954253038845949 -0.013444520027598432 0.0012171485458280333 0.00026494341470807231 -0.00037434765127417725 -0.0022947898903724084 0 -0.0030684537060911839 0
leaf_weight=23.358905253601733 12.375633074150299 11.411627011711062 4.9470722912333249 6.4535051618659081 8.2470636448801979 0.66752743162214656 2.0458921802851364 4.408465040243299 4.4743592317913672 10.177352050669468 16.338134907778567 8.8046877239148689 3.3122671448841192 53.296885909942375 2.0834712975288303 9.2789435000527174 10.12394368103014 27.829956776744897 1.2214016611501393 15.461195764130025 0.506823410425567 388.70201059033025 57.729765370288078 206.00948297372452 833.8439078179249 129.28606072147522 370.05213566459997 364.28515490423251 181.6808556845599 2442.7477355408319 25.560682430895667 57.512165531672053 3277.9756645343828 5760.7552079454808 6840.5715239945948 2321.0680851764109 2.0600910939501764 4.7218119678000221 2.0287283014999948
leaf_count=30557 2250 1510 444 1954 408 28 208 2547 1267 1184 643 3822 1797 2737 276 392 455 1738 215 2207 14 80791 10589 19038 166325 17743 62736 74899 32583 437513 1949 6600 466752 515607 919600 235626 63 205 321
internal_value=0 0.00183027 -0.00209725 0.0140979 -0.00729607 -0.0103101 0.00379211 -0.0117951 -1.40035e-05 -0.00543032 -0.0117882 0 0.00162383 -0.0133763 0.0185633 0.00694474 0.00974107 0 0.00379205 -0.00920436 0.0161875 -5.49801e-06 -0.000524122 0.00145934 -0.00182373 0.00971961 -0.00121601 -9.17276e-06 -0.00939585 3.44212e-05 0.000361961 -0.00801613 0.000697423 -1.97393e-05 0.000315432 -0.000441489 0 -0.00119984 0
internal_weight=0 118.09 97.1772 20.9126 73.5957 63.32 23.5815 62.6524 23385.3 59.1676 35.3202 18.982 23.8475 57.7054 14.4591 13.7533 12.1698 23326.2 45.0194 16.6826 28.3368 23281.1 2166.25 763.077 1403.17 187.016 576.062 1198.13 205.04 21114.9 3749.75 83.0728 3666.68 17365.1 9283.32 8081.82 10.0942 8.03408 10.2758
internal_count=3105593 13138 8658 4480 6485 5756 2173 5728 3092455 9373 5649 5006 3724 5284 2526 1659 663 3083082 4174 2422 1752 3078908 414470 110106 304364 28332 81774 241224 63140 2664438 556092 8549 547543 2108346 1357113 751233 2065 2002 729
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=9197061 10 348 1 664 8688 11029824 2304 10512560 4 8962065 6 112 392 387 1 129 3144 4271616 4524930 9
is_linear=0
shrinkage=0.1


Tree=246
num_leaves=40
num_cat=19
split_feature=4 1 6 3 4 2 4 4 3 4 3 2 1 1 2 1 4 2 4 1 5 2 6 3 2 3 3 2 2 4 3 2 1 2 3 1 2 4 1
split_gain=0.0598393 1.07639 0.544884 0.412859 0.333005 0.34535 0.301378 0.266919 0.577649 0.17965 0.782256 0.301004 0.815784 0.27036 0.148663 0.137442 0.104823 0.103331 0.102248 1.7472 0.772106 0.607876 0.369904 0.242659 0.189327 0.174641 0.133892 0.22126 0.0903933 0.0850455 0.323258 0.266476 0.0514553 0.0665187 0.0507746 0.629635 1.14792 0.588722 0.459936
threshold=30.500000000000004 0 1 2 68.500000000000014 12.500000000000002 113.50000000000001 32.500000000000007 3 21.500000000000004 4 3.5000000000000004 5 6 1.5000000000000002 7 142.50000000000003 1.5000000000000002 14.500000000000002 8 9 3.5000000000000004 10 11 2.5000000000000004 12 13 3.5000000000000004 1.5000000000000002 13.500000000000002 14 10.500000000000002 15 6.5000000000000009 16 17 2.5000000000000004 6.5000000000000009 18
decision_type=2 9 1 1 2 2 2 2 1 2 1 2 9 9 2 9 2 2 2 9 1 2 1 1 2 1 1 2 2 2 1 2 9 2 1 9 2 2 9
left_child=9 3 15 6 5 7 14 -4 -9 18 13 12 -12 28 -2 -3 17 -17 29 21 26 22 -20 -22 -24 -23 27 -21 -11 34 32 -32 33 -31 38 36 -36 -37 -1
right_child=1 2 4 -5 -6 -7 -8 8 -10 10 11 -13 -14 -15 -16 16 -18 -19 19 20 23 25 24 -25 -26 -27 -28 -29 -30 30 31 -33 -34 -35 35 37 -38 -39 -40
leaf_value=-0.0019789987756003101 0 0 0 0 0 0 0 0 -0.018224843486354406 0 0.00853667087569932 -0.017285864891391979 -0.0096284495676815379 0 0.02617344686527073 0 0 0.012110233014835103 0.0072846494094931935 0 0 0 0 -0.014149892943860079 -0.009322799360936598 0.020369408336627769 0 0.0095576901480940429 0.010411378500317262 0.0061802153804168198 -0.01195921853496739 0 0 0 -0.0051361886352237901 0.00035668777560286482 -7.557291113705174e-05 -0.003994190749827614 0.00040469951501798768
leaf_weight=820.26599507983246 0.25442973389953927 2.1730822495946995 6.1527335306750492 7.3172424668819103 46.288483844858547 0.53103189403191109 0.54325803785150206 15.134390016623454 20.391316257100698 0.43188995107538986 10.214202466910136 16.079189976267571 8.5237646917098591 10.069723306543894 8.7339860823158215 0.41199856205639385 0.47323538551472744 9.4424182278180506 4.5387060141883921 6.5704883002781598 15.818065675172418 4.6866161767884478 9.8758945014715245 23.459997702042983 10.216833101616885 22.546724340746099 16.527494263805693 12.031318924253808 13.006007315558234 4.7036300997838225 22.532832200009587 0.77319133963646791 1.6533141922532193 0.59596965978835204 635.3556043811941 10123.011506011779 1776.0924616080606 283.74659248064927 9527.0797823388239
leaf_count=200025 563 214 648 2210 3271 21 107 1764 2572 877 1210 634 3825 2042 1288 164 33 225 787 1615 1502 212 4841 2603 538 878 1439 400 783 503 3216 40 539 24 170736 1073132 211773 26413 1381886
internal_value=0 0.00201357 -0.00139228 0.013967 -0.00588719 -0.01063 0.0188425 -0.0127285 -0.0147636 0 -0.00450639 -0.0111614 0 0.00215784 0.0253466 0.00495579 0.00767841 0.0109185 1.10347e-05 0.00256147 -0.00452654 0.0132603 0 -0.0121811 -0.00471431 0.020565 0.000399369 0.00479845 0.0075605 0 -0.00375611 -0.00803069 0 0.00337029 3.60996e-06 -0.000115537 -0.00157208 0.000197984 0.000179962
internal_weight=0 117.848 100.999 16.8489 88.498 42.2095 9.53167 41.6784 35.5257 23380.4 58.3248 34.8172 18.738 23.5076 8.98842 12.5007 10.3277 9.85442 23322.1 126.272 74.4074 51.8648 24.6314 39.2781 20.0927 27.2333 35.1293 18.6018 13.4379 23195.8 30.2589 23.306 6.95291 5.2996 23165.6 12818.2 2411.45 10406.8 10347.3
internal_count=3105553 13080 8912 4168 8276 5005 1958 4984 4336 3092473 9371 5669 5035 3702 1851 636 422 389 3083102 14815 7559 7256 6166 4105 5379 1090 3454 2015 1660 3068287 4322 3256 1066 527 3063965 1482054 382509 1099545 1581911
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=9196549 8 332 152 664 8688 11029824 10496 6580886 2 12 41 288 226 786 2099824 992 4723490 549913
is_linear=0
shrinkage=0.1


Tree=247
num_leaves=39
num_cat=20
split_feature=0 4 1 3 4 2 4 1 3 4 4 3 6 4 4 1 5 3 6 3 3 4 3 2 1 5 4 4 4 3 4 3 2 6 1 2 4 2
split_gain=0.0378498 0.0306388 1.59996 0.584506 0.505913 0.180755 0.121921 2.34111 0.7079 0.800002 0.490084 0.405345 0.120294 0.106219 0.0752771 1.66086 0.77914 0.529251 0.424885 0.222072 0.107947 0.0856384 0.177018 0.216246 0.0654575 1.0003 0.1938 0.0201676 0.0105209 0.158385 0.0322663 0.0135921 0.00253134 0.000994279 0.000623644 0.000551412 0.00489293 0.00504606
threshold=0 46.500000000000007 1 2 101.50000000000001 3.5000000000000004 21.500000000000004 3 4 24.500000000000004 42.500000000000007 5 6 130.50000000000003 14.500000000000002 7 8 9 10 11 12 13.500000000000002 13 10.500000000000002 14 15 9.5000000000000018 25.500000000000004 123.50000000000001 16 144.50000000000003 17 4.5000000000000009 18 19 8.5000000000000018 51.500000000000007 2.5000000000000004
decision_type=1 2 9 1 2 2 2 9 1 2 2 1 1 2 2 9 1 1 1 1 1 2 1 2 9 1 2 2 2 1 2 1 2 1 9 2 2 2
left_child=-1 6 4 35 5 12 14 8 9 -8 -11 33 -3 -5 21 16 20 32 -19 -18 -16 24 34 -24 25 -2 -26 -10 31 -30 -31 -6 -17 -9 -23 36 -4 -38
right_child=1 2 3 13 28 -7 7 11 27 10 -12 -13 -14 -15 15 17 19 18 -20 -21 -22 22 23 -25 26 -27 -28 -29 29 30 -32 -33 -34 -35 -36 -37 37 -39
leaf_value=-0.0033133701123633772 -0.0054572365479124384 0.0043724112075373299 0 -0.017652235267752638 0 0.021097619115241315 0 0 0 0.026009260941144231 0 -0.016153058716673576 -0.0022480994149761476 0 0 -0.00082566119206791159 0 0 0.019681418401985687 -0.014129860771075409 0.0042990277287753937 0.00038632431404883816 -0.010020165446143777 0 2.3566943734534491e-05 0.00061076212285025009 0.0026846300793628122 -0.0023467587075432163 0 0.0079427561654010232 0 -0.0019863405529961507 0 0.0004729059548866587 0 0 0 0.0017997795264443823
leaf_weight=4.1308799647763408 310.58487460238393 10.557445312151687 0.28861354803666506 18.003825170220814 2.4289136775769293 14.080253765918313 6.0744914612732854 5.7348317899741232 4.5733088327106071 14.623653371119868 0.86137382406741458 52.936093566531781 6.7725691869854954 2.8418517431709907 16.2742693296168 7.1318602894898504 15.908270438667385 7.0577060994692147 35.707875140476972 23.461334799882025 18.86622018343769 1.786206475459039 22.529725643107675 0.78110943618230422 21524.414069640592 1074.6105227892076 252.86508746817708 6.6199952976312488 5.1520241654943675 7.6006992992479336 2.1015132376924157 7.6142961662262696 2.3477273588068783 4.4589151602704078 5.1766290294472128 0.35750869731418777 1.1503246568609031 2.3857259948272258
leaf_count=882284 38945 674 33 1091 119 494 303 292 221 750 73 3277 326 182 396 594 1029 313 1328 1709 527 106 1348 40 2113673 41309 11808 372 238 213 165 294 101 164 285 29 124 226
internal_value=0 1.27006e-05 0.00166914 -0.00866298 0.0108939 0.0170313 0 -0.00309825 0.00936609 0.0153359 0.0235781 -0.013298 0 -0.0138147 2.15416e-05 0.00220711 -0.00461014 0.0127257 0.0163212 -0.0122734 0.000360622 0 -0.00375541 -0.00643325 1.65296e-05 -0.000620264 7.18403e-05 0 0 0.00108974 0.00573921 -0.00113894 0 0 0 0 0.000403758 0.00127414
internal_weight=0 23496.7 81.3356 25.0278 56.3077 31.4103 23415.4 95.8827 32.7528 21.5595 15.485 63.1298 17.33 20.8457 23319.5 126.755 74.5101 52.2452 42.7656 39.3696 35.1405 23192.7 30.2737 23.3108 23162.5 1385.2 21777.3 11.1933 24.8974 14.8542 9.70221 10.0432 9.47959 10.1937 6.96284 4.18217 3.82466 3.53605
internal_count=3105455 2223171 4208 1685 2523 1494 2218963 5452 1719 1126 823 3733 1000 1273 2213511 5997 3661 2336 1641 2738 923 2207514 1779 1388 2205735 80254 2125481 593 1029 616 378 413 695 456 391 412 383 350
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=2 8917556 384 17729 120 16 1 8918377 2 832 2 41 284 274 4980753 2 152 136 1 2099728
is_linear=0
shrinkage=0.1


Tree=248
num_leaves=40
num_cat=20
split_feature=4 1 6 3 4 4 2 4 3 2 4 3 1 2 1 1 4 2 2 1 2 6 2 3 3 3 2 5 3 3 2 2 6 4 1 6 2 2 6
split_gain=0.0383782 0.898485 0.512966 0.442927 0.291251 0.271543 0.328188 0.247744 0.558382 0.216228 0.172646 0.737965 0.238541 0.238113 0.807203 0.130045 0.10099 0.0990349 0.0831875 0.0576472 0.380425 0.941598 1.1332 1.71024 0.95811 0.819919 1.03851 1.16114 1.01916 0.808466 1.10273 0.538182 0.102968 0.0805921 0.580263 0.493367 0.183349 0.0710128 0.493949
threshold=30.500000000000004 0 1 2 113.50000000000001 68.500000000000014 12.500000000000002 32.500000000000007 3 1.5000000000000002 21.500000000000004 4 5 3.5000000000000004 6 7 142.50000000000003 1.5000000000000002 2.5000000000000004 8 3.5000000000000004 9 5.5000000000000009 10 11 12 2.5000000000000004 13 14 15 4.5000000000000009 4.5000000000000009 16 19.500000000000004 17 18 6.5000000000000009 14.500000000000002 19
decision_type=2 9 1 1 2 2 2 2 1 2 2 1 9 2 9 9 2 2 2 9 2 1 2 1 1 1 2 1 1 1 2 2 1 2 9 1 2 2 1
left_child=10 3 15 4 9 6 7 -4 -9 -2 19 12 18 14 -13 -3 17 -17 -12 20 25 22 24 -24 -22 32 28 -28 -27 31 -31 -23 -1 37 35 36 -35 -21 -39
right_child=1 2 5 -5 -6 -7 -8 8 -10 -11 11 13 -14 -15 -16 16 -18 -19 -20 33 21 29 23 -25 -26 26 27 -29 -30 30 -32 -33 -34 34 -36 -37 -38 38 -40
leaf_value=0 0 0 0 0 0 0 0 0 -0.017624856297926508 0.024982051295776034 0 0.0083183868392814799 0 -0.016610832312660858 -0.0097209599977511781 0 0 0.011723650270839167 0.010201252867037658 6.8897229582110946e-05 0 0.005269123539743111 0.0072394398467101988 -0.010447078779380467 0.014253395972254654 0.0054292955634779949 -0.0083707767529071653 0 -0.00098128872109173957 -0.010091794187914019 0 -0.00032951558390956231 -0.0071576360713897268 0.02007808640946401 -0.0021539538357789449 0 0 -0.0073367086935572203 0.0020580818188651465
leaf_weight=5.0230191843711509 0.39428014687291302 2.1509783907181372 6.1652460386089833 7.4796584726805149 0.56672548948745394 46.510153665349208 0.53337659500539203 15.104687110334451 19.981184814400422 9.0983768622991175 4.1797524234657422 10.311483952636534 9.966801879374545 15.755122965725148 8.5803470290456989 0.40914875070211287 0.47366143096451274 9.5594744622876515 9.4955216470557371 20258.948574690883 83.546711613273601 198.44614342867771 69.265105123055946 64.230485356390545 112.33194155233559 389.66643317598255 244.06594169100936 435.96231307544258 427.57578264490212 153.98991586587363 188.30867576500441 366.78462079601786 215.73696089498571 13.200252729737253 5.5440486951456505 3.8482942638061166 1.2627081393516153 58.268207131619874 30.092093611252039
leaf_count=1923 563 203 654 2215 110 3269 21 1816 2554 1324 1316 1189 2026 644 3818 209 41 225 382 2514075 13139 31742 8596 9503 14323 60613 47457 30476 168012 13112 23058 55732 81326 833 995 228 27 4999 2666
internal_value=0 0.00160173 -0.00132447 0.0125887 0.017577 -0.00573335 -0.0100768 -0.0121804 -0.0141591 0.0237302 -1.12964e-05 -0.00442589 0.00193285 -0.0109016 0 0.00473363 0.00739112 0.0105479 0.0070496 0 -0.000404062 0.00077165 0.00514109 0 0.00972589 -0.00142317 -0.000291332 -0.00327003 0.00185774 -0.000655789 -0.00443199 0.00127714 -0.00667238 6.5474e-05 0.00399696 0.0105187 0.0152829 4.02969e-05 -0.00233786
internal_weight=0 118.427 100.888 17.539 10.0594 88.2946 41.7845 41.2511 35.0859 9.49266 23384.4 58.289 23.6421 34.647 18.8918 12.5933 10.4423 9.96862 13.6753 23326.1 2954.93 1236.9 329.374 133.496 195.879 1718.03 1497.27 680.028 817.242 907.529 342.299 565.231 220.76 20371.2 23.8553 18.3113 14.463 20347.3 88.3603
internal_count=3105414 13204 8992 4212 1997 8314 5045 5024 4370 1887 3092210 9375 3724 5651 5007 678 475 434 1698 3082835 559012 169205 45561 18099 27462 389807 306558 77933 228625 123644 36170 87474 83249 2523823 2083 1088 860 2521740 7665
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=9196549 8 332 152 152 11029824 8688 10496 6833169 6 617 524 352 2 515 348 8 8390752 5 1
is_linear=0
shrinkage=0.1


Tree=249
num_leaves=40
num_cat=20
split_feature=2 1 3 3 4 4 1 4 6 4 6 1 6 4 4 4 1 4 4 1 3 4 4 4 1 2 3 3 1 2 2 2 1 1 4 6 4 1 6
split_gain=0.0583097 2.09767 1.4916 0.892629 0.483316 1.07466 0.889622 0.583047 0.477987 0.659878 0.403206 0.334586 0.323377 0.242584 0.241656 0.235345 0.175359 0.619508 0.170695 1.41443 0.815834 0.591225 0.858518 0.364983 0.126076 0.367294 1.12285 1.05436 0.83455 0.393894 0.37266 0.317492 0.616849 0.477489 0.21197 0.092818 0.0863842 0.0750276 0.815236
threshold=1.5000000000000002 0 1 2 8.5000000000000018 5.5000000000000009 3 2.5000000000000004 4 95.500000000000014 5 6 7 3.5000000000000004 88.500000000000014 12.500000000000002 8 2.5000000000000004 30.500000000000004 9 10 32.500000000000007 130.50000000000003 144.50000000000003 11 12.500000000000002 12 13 14 2.5000000000000004 18.500000000000004 7.5000000000000009 15 16 9.5000000000000018 17 15.500000000000002 18 19
decision_type=2 9 1 1 2 2 9 2 1 2 1 9 1 2 2 2 9 2 2 9 1 2 2 2 9 2 1 1 9 2 2 2 9 9 2 1 2 9 1
left_child=1 3 10 35 5 6 12 -8 9 -6 11 15 -4 -13 -5 -3 -12 -18 24 21 -21 -20 -23 -22 25 26 28 30 29 -2 34 33 -33 -28 -27 36 -1 -26 -39
right_child=18 2 4 14 8 -7 7 -9 -10 -11 16 13 -14 -15 -16 -17 17 -19 19 20 23 22 -24 -25 37 27 31 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 38 -40
leaf_value=0.0077416349413518539 -0.0069078305011983894 0.0054926750759173902 -0.0051400040713785325 -0.021672112554507364 0.025883697884442627 -0.0095137885637082281 0.0020958399326632708 0.01995457430395671 0 0 0 -0.009997166130405577 0.0029830363419942798 0 0 0 -0.019075095391703819 0 0.00029792147091527171 0 0.019179766309762061 -0.016806317355677981 0 0 -4.9374262050459577e-05 0.020862777495232757 0.0056137694146675583 -0.0042657325500209571 -0.01356679409086565 0.0012177197797027615 0 0.012101573696794564 0 -0.001027983492847377 0 0 0 0.0033590826324040712 -0.00038269605891157123
leaf_weight=4.3322620456906407 48.039004783566725 79.41527221634442 59.933638802027872 51.528973910471905 14.991677595565308 18.323769498269485 115.24251906943437 28.145081128662696 4.6883969077011924 1.1993275733207145 4.9249116740547834 23.235608391525606 26.894814693750959 5.7827706100242713 0.48273537946397382 3.6588913931436755 24.274394069141181 15.223414108269479 4.5824727327185419 18.788753621372962 49.764805373567015 31.08305007774652 3.0910117119192355 1.7952142704307323 18074.129206612193 16.155932484960893 67.813583028112134 6.9305328892651259 83.409525762190242 123.93574935177685 7.3050064444773843 21.300872298339073 36.132889749309015 1609.6130213299707 0.46180913985199268 7.6370504983533465 0.61300128180391755 717.69033907145513 2104.9411646148392
leaf_count=9312 10233 101277 50145 118949 11643 14282 176328 20976 3686 270 23417 57490 21691 5945 225 2181 34176 9730 187 1223 3110 2074 265 163 1799292 1909 13940 865 10065 19703 869 2518 6256 185460 28 22980 791 92143 270132
internal_value=0 -0.00110938 0.00128596 -0.0141178 0.00598519 0.00248013 0.00557443 0.0096226 0.0169247 0.0185589 -0.00484829 0 -0.00011125 -0.00598868 -0.0186422 0.00265961 -0.0102669 -0.0122082 -1.45106e-05 0.00345203 0.011017 -0.00552996 -0.0116219 0.0158102 -4.85782e-05 -0.000797962 -0.0011488 0.00618184 -0.00685853 -0.000243565 0.01371 0 0.00566798 -0.000462998 0.0196335 0 0.00454438 1.09813e-05 0.000497544
internal_weight=0 490.529 425.934 64.594 269.419 248.54 230.216 143.388 20.8794 16.191 156.515 112.093 86.8285 29.0184 52.0117 83.0742 44.4227 39.4978 23027 109.105 70.3488 38.7565 34.1741 51.56 22917.9 2021.1 1990.24 30.8533 255.384 171.975 23.9227 1734.86 57.4338 1677.43 16.6177 12.5823 4.94526 20896.8 2822.63
internal_count=3105929 685494 533237 152257 299021 283422 269140 197304 15599 11913 234216 166893 71836 63435 119174 103458 67323 43906 2420435 7022 4496 2526 2339 3273 2413413 251846 248175 3671 40001 29936 2806 208174 8774 199400 1937 33083 10103 2161567 362275
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=603782 325 577 4196416 5 9 280928 1 2375696 2108376 144 802833 112 244 16400 16 786433 6 2100714 10
is_linear=0
shrinkage=0.1


Tree=250
num_leaves=40
num_cat=20
split_feature=4 1 6 3 4 2 4 7 2 4 4 3 1 1 1 4 1 3 3 2 2 2 1 4 2 3 2 3 4 1 6 3 2 3 2 2 2 1 6
split_gain=0.0460018 0.940052 0.52907 0.386935 0.268238 0.267634 0.264039 0.251942 0.170584 0.159847 0.153964 0.666691 0.505377 0.353041 0.129292 0.0919147 1.43812 0.673021 0.633322 0.194979 0.179958 0.0864123 0.083494 1.41819 0.718901 1.65811 0.700564 0.393967 0.228011 0.956632 1.23826 0.504893 0.196739 1.35497 0.227124 0.0501405 0.0425967 0.0141867 0.0134682
threshold=30.500000000000004 0 1 2 129.50000000000003 12.500000000000002 32.500000000000007 3 1.5000000000000002 142.50000000000003 21.500000000000004 4 5 6 7 14.500000000000002 8 9 10 11.500000000000002 4.5000000000000009 1.5000000000000002 11 7.5000000000000009 7.5000000000000009 12 6.5000000000000009 13 7.5000000000000009 14 15 16 7.5000000000000009 17 6.5000000000000009 8.5000000000000018 2.5000000000000004 18 19
decision_type=2 9 1 1 2 2 2 1 2 2 2 1 9 9 9 2 9 1 1 2 2 2 9 2 2 1 2 1 2 9 1 1 2 1 2 2 2 9 1
left_child=10 3 7 9 5 6 -4 -3 -8 -2 15 13 -13 21 -9 22 18 -18 20 38 -17 -12 23 24 26 -26 -1 37 32 31 -31 -30 34 -34 -24 -22 -15 -25 -20
right_child=1 2 4 -5 -6 -7 8 14 -10 -11 11 12 -14 36 -16 16 17 -19 19 -21 35 -23 28 27 25 -27 -28 -29 29 30 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.00010797162141978169 0.021205694908290284 0 0 0 0 0 0 0 -0.013498120257428215 0 0 0 -0.013409929006982881 0 0.0097534314997229782 0.0055014833715071104 0 0.015808040481321114 0 0 -0.0036140372969845807 0.012644271148224112 1.627101965380159e-05 0.0017172859083931938 -0.0019434133026355147 0.01239899794021343 -0.008138990305606263 -0.014365484735948919 0.00063425612158681248 0.0096531620294077122 -0.001090576475824889 -0.0068573432259502231 0.001055702859699032 -0.005011321081975312 0.0017529352034080861 0 -0.0035370654356495033 0 -0.013624556398223723
leaf_weight=2937.1850509645355 14.991997621184961 11.275961698000174 4.8865601762263386 6.4403790992241765 10.384030051194712 0.67250229697674413 4.5824262521286974 2.0043724699298764 52.179264892968604 0.34561867186903406 0.33144661546430132 6.4735923470766465 37.485541595508039 2.6634733330320159 10.382172551554957 28.850978433866658 10.968337575828627 46.494085686453218 2.3111685679564289 0.30509140668436785 9.7955675057833087 7.0645703419045276 17206.538952806342 8.105676859056528 102.18207223556146 105.83313783420772 87.522449682395745 51.280960824054091 96.975186353403387 210.02775973893858 104.86663991612068 92.672307695273048 875.40010959891242 528.44352140743558 779.93110137752592 2.7022963366612194 4.0478800011242129 7.1816555220707405 24.861417475662627
leaf_count=424800 2471 1507 494 1889 717 28 2423 214 2723 62 523 1124 5356 1559 445 2823 2333 6105 262 20 274 515 2357909 5160 11147 10870 11288 16377 8727 17679 9310 10597 68836 44858 70930 81 236 508 2691
internal_value=0 0.00176857 -0.00151197 0.0124347 -0.00652647 -0.00927995 -0.0107681 0.00360308 -0.0123659 0.0166095 0 -0.00417254 -0.00965247 0.002642 0.00908687 1.65519e-05 0.00243352 0.0117067 -0.00423274 -0.0112105 0 0.00917947 0 -0.00046251 -1.37982e-05 0.00517558 -0.000516215 -0.0124206 7.77843e-05 0.00211895 0.00551029 -0.00227698 6.07355e-06 -0.00110351 0.000111021 -0.000657555 0 0 -0.0144304
internal_weight=0 118.145 96.3673 21.778 72.7048 62.3208 61.6483 23.6625 56.7617 15.3376 23378.5 58.0665 43.9591 14.1074 12.3865 23320.4 126.289 57.4624 68.8265 27.4777 41.3488 7.39602 23194.1 3299.29 3232.72 208.015 3024.71 66.5683 19894.9 504.542 314.894 189.647 19390.3 1403.84 17986.5 12.4979 6.71135 15.2873 27.1726
internal_count=3105871 12973 8551 4422 6385 5668 5640 2166 5146 2533 3092898 9313 6480 2833 659 3083585 14589 8438 6151 2973 3178 1038 3068996 480150 458105 22017 436088 22045 2588846 46313 26989 19324 2542533 113694 2428839 355 1795 5668 2953
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=9197061 10 348 1 144 2114320 8916041 2304 8982889 832 106 13107347 210 273 332872 1 844 214 8388626 4
is_linear=0
shrinkage=0.1


Tree=251
num_leaves=40
num_cat=17
split_feature=4 1 6 3 4 4 2 4 3 2 1 4 3 2 1 1 2 4 2 4 1 2 3 6 2 2 4 3 2 1 2 3 3 1 2 4 1 4 2
split_gain=0.0416179 0.748607 0.419636 0.393006 0.260752 0.227953 0.299992 0.2137 0.619614 0.154654 0.119472 0.101088 0.612543 0.328573 0.724328 0.195799 0.125575 0.094864 0.0936488 0.0606482 1.28298 0.577946 0.493152 0.368352 0.188928 0.187665 0.0827973 0.303875 0.255726 0.0703867 0.319871 0.063186 0.0566426 0.731577 2.98089 1.36809 0.220108 0.829074 0.540837
threshold=30.500000000000004 0 1 2 113.50000000000001 68.500000000000014 12.500000000000002 32.500000000000007 3 1.5000000000000002 4 21.500000000000004 5 3.5000000000000004 6 7 2.5000000000000004 142.50000000000003 1.5000000000000002 14.500000000000002 8 3.5000000000000004 9 10 2.5000000000000004 11.500000000000002 13.500000000000002 11 10.500000000000002 12 4.5000000000000009 13 14 15 8.5000000000000018 1.5000000000000002 16 7.5000000000000009 11.500000000000002
decision_type=2 9 1 1 2 2 2 2 1 2 9 2 1 2 9 9 2 2 2 2 9 2 1 1 2 2 2 1 2 9 2 1 1 9 2 2 9 2 2
left_child=11 3 10 4 9 6 7 -4 -9 -2 -3 19 15 14 -14 16 -13 18 -12 26 21 23 29 -21 -25 -24 32 -28 -29 30 -22 -23 33 35 -35 -1 38 -38 -34
right_child=1 2 5 -5 -6 -7 -8 8 -10 -11 17 12 13 -15 -16 -17 -18 -19 -20 20 22 31 25 24 -26 -27 27 28 -30 -31 -32 -33 36 34 -36 -37 37 -39 -40
leaf_value=-0.00042345433589442108 0 0 0 0 0 0 0 0 -0.01701785257301899 0.022842048717823468 0 0 0.0084035401898784924 -0.01579561680617262 -0.0087641460889062925 0 0.010011364507363348 0 0.011056660645713229 0.0068385486388974157 0.0083606034867319424 0 -0.013102194420691743 0 -0.0097007127618207005 0 0 -0.01169713056389078 0 0 0 0.017472658457349861 -0.00042406388841089457 0.00092340427353519629 -0.015311463129421136 -0.0069392048236018612 0.00023517102138157324 0.0060390313922099349 0.0054815052363391611
leaf_weight=1966.5133437006357 0.30960111055491957 2.1319325292852227 6.1962424033135894 7.417403643381479 0.55486002181669469 46.433514071359696 0.53263367945328255 14.778885974706098 19.572293647604965 9.7646305980015295 0.41265144967019018 4.4419571059142973 10.275779852081994 15.363941566482479 8.0772982258417887 9.7172884910642114 9.555146124291694 0.47828154155695379 9.763814185896079 4.7086607734090649 27.311331815657468 4.3846965659613488 27.476493254577239 9.9641358631265611 10.364212652452807 0.25197489792480965 7.0726044945577087 22.407309446746702 0.79572485104654234 7.8578039581334442 10.716965227590661 23.942076480410837 7770.049681923012 4364.5295652505683 84.965757320009288 390.19804242900273 8241.7708246182774 232.02876698350337 123.06993729499118
leaf_count=223260 569 237 641 2213 106 3297 21 1799 2683 1306 220 1286 1203 657 3784 1973 378 36 220 794 1682 146 3121 4874 511 15 1116 3221 41 2402 257 928 982959 514295 7498 44342 1252894 28620 10123
internal_value=0 0.00164154 -0.000912479 0.011569 0.0162176 -0.00512906 -0.00912576 -0.0112442 -0.0131078 0.0218892 0.00428144 -2.67237e-05 -0.00342825 -0.00970486 0 0.00181555 0.00639332 0.00686675 0.00988356 -1.11616e-06 0.00193772 0.0111972 -0.00388357 0 -0.00513813 -0.0100277 -2.7127e-05 -0.0037433 -0.00783852 0 0.00300344 0.0179959 -4.50905e-06 -0.000257608 0.000444957 -0.00169452 8.28318e-05 0.000449585 -0.000273369
internal_weight=0 118.347 100.3 18.0465 10.6291 87.5136 41.0801 40.5474 34.3512 10.0742 12.7867 23387.8 57.4314 33.717 18.3531 23.7144 13.9971 10.6547 10.1765 23330.4 126.978 53.3638 73.6146 25.037 20.3283 27.7285 23203.4 30.2756 23.203 45.8861 38.0283 28.3268 23173.1 6806.21 4449.5 2356.71 16366.9 8473.8 7893.12
internal_count=3105728 13348 9154 4194 1981 8441 5144 5123 4482 1875 713 3092380 9281 5644 4987 3637 1664 476 440 3083099 14730 7253 7477 6179 5385 3136 3068369 4378 3262 4341 1939 1074 3063991 789395 521793 267602 2274596 1281514 993082
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=9196549 8 332 152 10496 152 8688 11029824 6580886 107 12 786 524384 32 11 4264882 11281613
is_linear=0
shrinkage=0.1


Tree=252
num_leaves=40
num_cat=19
split_feature=1 3 5 4 2 2 4 4 6 4 4 4 2 2 2 2 6 2 1 4 3 3 4 6 6 3 4 3 3 4 4 4 4 1 5 3 3 3 6
split_gain=0.0458025 0.402435 0.431692 0.860445 0.287414 0.450166 0.281047 0.238483 0.308817 0.202579 0.194409 0.265465 0.191963 0.183794 0.149398 0.127984 0.149444 0.0816684 1.43516 1.1031 0.908596 0.707217 0.691555 0.712294 0.279654 1.04668 0.866255 0.839818 0.521943 0.287285 0.267319 0.171949 0.113961 1.16849 1.55159 3.41701 1.09697 0.876645 0.761805
threshold=0 1 2 1.0000000180025095e-35 6.5000000000000009 11.500000000000002 7.5000000000000009 46.500000000000007 3 1.0000000180025095e-35 2.5000000000000004 4.5000000000000009 10.500000000000002 4.5000000000000009 1.5000000000000002 2.5000000000000004 4 1.5000000000000002 5 8.5000000000000018 6 7 84.500000000000014 8 9 10 1.0000000180025095e-35 11 12 3.5000000000000004 88.500000000000014 1.0000000180025095e-35 6.5000000000000009 13 14 15 16 17 18
decision_type=9 1 1 2 2 2 2 2 1 2 2 2 2 2 2 2 1 2 9 2 1 1 2 1 1 1 2 1 1 2 2 2 2 9 1 1 1 1 1
left_child=1 2 4 15 6 9 -1 8 -5 -6 -3 13 -13 14 -12 -4 -17 18 19 24 22 -20 23 -21 26 31 28 -28 -2 -27 -23 -26 -19 37 36 38 -35 -34 -36
right_child=17 10 3 7 5 -7 -8 -9 -10 -11 11 12 -14 -15 -16 16 -18 32 21 20 -22 30 -24 -25 25 29 27 -29 -30 -31 -32 -33 33 34 35 -37 -38 -39 -40
leaf_value=0 0 0.0027829966781633365 0 0 0 0 0.010460363544505948 0 -0.012154398528045462 -0.012760123861657417 0 0.0048887267931225567 0 0 -0.0075365140064376519 0.0075828004126301503 0 7.9510577083434712e-05 0 0.027096321845528945 0 -0.019232041843712508 0 0 0 -0.018585547319709444 0.0030081430312402409 -0.0080331477626435759 0.011808229800289815 0 0 0.0050654571414102548 0.0043973641405360879 -0.0055160516593118214 0 0 0.0093102653563713993 -0.0021407195729753778 -0.027170153021765522
leaf_weight=235.37986589722777 25.710243691320557 685.41542358703055 32.17404189514582 32.74160896662579 9.6035262469808966 3.9724207179683608 10.521893212981011 0.82234476027951942 90.454752220466617 17.929897807792713 13.30394829415445 83.371066727025209 2.4498517881092985 25.432276011027625 61.492041601803521 9.2454556333173059 27.683798010438295 20783.115333207708 11.717006863651932 12.445746625301581 11.434204012529337 49.057510892833761 2.1368568329289692 4.0186603567590327 18.740170557021884 23.892101190795078 61.387814314467505 95.082739514679815 51.041024681758699 6.6787088975975157 0.31637953293693399 39.227083796573424 354.3728275678227 50.710947167049653 2.4725972043634101 97.059941528179479 55.35964389995479 332.405590107016 63.335507801391941
leaf_count=88583 73116 169505 8111 6180 2179 377 2753 161 21180 3108 6974 23166 158 4393 11912 1638 4954 2120900 30038 7784 8202 111117 671 2599 37515 40460 44672 82084 97038 5371 207 32231 17047 6524 80 9305 3159 15858 4240
internal_value=0 0.000584105 -0.00135829 -0.0048516 0.000289681 -0.00455573 0.0024257 -0.00946536 -0.0102782 -0.0100216 0.00197559 0 0.00261152 -0.00378405 -0.0059441 0.000760266 0.00446969 0 -0.00135311 0.000836025 0.0136625 -0.0121359 0.0186086 0.025989 -0.000547774 -0.0047131 0.000414049 -0.00257494 0.00836784 -0.0138371 -0.0162483 0.000721525 1.63165e-05 -0.00101416 -0.00626874 -0.0120503 0.000642735 0.00087645 -0.0242411
internal_weight=0 1341.99 470.53 193.122 277.408 31.5058 245.902 124.019 123.196 27.5334 871.465 186.049 85.8209 100.228 74.796 69.1033 36.9293 22151.7 412.886 351.795 30.0355 61.0909 18.6013 16.4644 321.76 88.5381 233.222 156.471 76.7513 30.5708 49.3739 57.9673 21738.8 955.717 268.939 162.868 106.071 686.778 65.8081
internal_count=3105550 355332 139224 42224 97000 5664 91336 27521 27360 5287 216108 46603 23324 23279 18886 14703 6592 2750218 573105 431743 19256 141362 11054 10383 412487 115577 296910 126756 170154 45831 111324 69746 2177113 56213 23308 13625 9683 32905 4320
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=12959748 69 2 10 2 3148152 433 577 5 9 227 296 139 12771 2 284 481 424 8
is_linear=0
shrinkage=0.1


Tree=253
num_leaves=40
num_cat=18
split_feature=4 1 6 3 4 2 4 2 4 3 1 4 3 1 1 2 4 2 4 1 6 2 2 1 4 2 3 3 3 2 2 4 6 3 1 3 2 4 2
split_gain=0.0568295 0.814812 0.38555 0.328622 0.34472 0.242852 0.190559 0.285345 0.211848 0.596297 0.115295 0.112437 0.552292 0.472229 0.337677 0.108776 0.0911234 0.0903474 0.0484042 1.81853 0.309126 0.211095 0.0435595 0.0379358 0.76477 3.13049 1.79987 1.12738 0.546459 0.568108 0.510351 0.321863 0.663643 1.05649 0.156148 0.103989 0.388372 0.245354 0.0164798
threshold=30.500000000000004 0 1 2 113.50000000000001 1.5000000000000002 68.500000000000014 12.500000000000002 32.500000000000007 3 4 21.500000000000004 5 6 7 1.5000000000000002 142.50000000000003 1.5000000000000002 18.500000000000004 8 9 9.5000000000000018 2.5000000000000004 10 3.5000000000000004 3.5000000000000004 11 12 13 5.5000000000000009 10.500000000000002 15.500000000000002 14 15 16 17 5.5000000000000009 9.5000000000000018 3.5000000000000004
decision_type=2 9 1 1 2 2 2 2 2 1 9 2 1 9 9 2 2 2 2 9 1 2 2 9 2 2 1 1 1 2 2 2 1 1 9 1 2 2 2
left_child=11 3 10 4 5 -2 7 8 -4 -10 -3 18 14 -14 15 -13 17 -12 23 21 -21 38 -16 24 28 27 -27 -26 29 -1 -30 35 34 -34 -33 37 -37 -25 -20
right_child=1 2 6 -5 -6 -7 -8 -9 9 -11 16 12 13 -15 22 -17 -18 -19 19 20 -22 -23 -24 31 25 26 -28 -29 30 -31 -32 32 33 -35 -36 36 -38 -39 -40
leaf_value=0.0024932436323278125 0 0 0 0 0 0.023556894237491313 0 0 0 -0.016538060983531524 0 0 0 -0.0125019275727083 0 0.012443317820022896 0 0.010702074729107825 0 0 -0.012612913248939312 0 -0.003576630413338785 -0.00017406973187110103 0 0.0044988806495768934 -0.009823561688324418 0.018885070423907056 -0.0016922669807055272 -0.00089536118716967029 0.0052308884583219476 0.0065906895154556975 0.001345885839411802 -0.017050367129037639 0 -3.7273787518769211e-05 0.0017027143961600771 -0.004265216603660622 0.020561537205394911
leaf_weight=1142.8145332988906 0.47530161775921165 2.1334419807694758 6.1512483155065629 5.3517873924784025 0.73287298868263029 11.142453446196212 46.551312513524863 0.53257676539942522 14.778991848478652 19.250020090638372 0.41258579495797398 0.43118196727164093 6.4629899343476609 36.741436853456435 2.751473821280797 7.1222582516329567 0.47798152594441567 9.8716402834238561 15.322258611156036 1.1325831079125237 14.399768827846398 0.53764757770841143 4.0626203347242154 8806.806911601916 27.478308128789649 145.8188405359092 112.17222078531677 100.34823650650969 2013.8988360250992 668.53469571872301 65.254537551950307 2.1082656244248028 8.7553606712526726 34.037472269475529 1.7335297130757683 8594.4936826858175 1423.3162013096717 128.96898902078829 14.303496951676605
leaf_count=273270 710 204 635 1675 208 1476 3377 21 1817 2591 206 548 1125 5316 1480 507 37 216 1511 194 2101 16 220 1021429 10563 11941 12875 43616 396717 81601 6811 172 718 3057 213 1093874 110829 11231 336
internal_value=0 0.00196226 -0.000822129 0.0122243 0.0161868 0.0221413 -0.00493581 -0.00863324 -0.0107591 -0.0126477 0.00402532 0 -0.00358099 -0.00876914 0.00213431 0.00879713 0.00659796 0.00953592 7.71539e-06 0.00253238 -0.00906289 0.0141808 -4.90617e-05 0 0.000267175 0.00436513 -0.00124621 0.0156754 -9.23058e-05 0.00107958 -0.00125548 -6.11721e-05 -0.00654517 -0.0108312 0.00217053 -1.91293e-05 0.000184246 -0.000280339 0.0176457
internal_weight=0 117.862 100.16 17.7024 12.3506 11.6178 87.2641 40.7128 40.1803 34.029 12.8956 23379.8 57.572 43.2044 14.3675 7.55344 10.7622 10.2842 23322.2 45.6958 15.5324 30.1634 6.81409 23276.5 4276.32 385.818 257.991 127.827 3890.5 1811.35 2079.15 19000.2 46.6346 42.7928 3.8418 18953.6 10017.8 8935.78 29.6258
internal_count=3105444 13173 9104 4069 2394 2186 8441 5064 5043 4408 663 3092271 9196 6441 2755 1055 459 422 3083075 4158 2295 1863 1700 3078917 837394 78995 24816 54179 758399 354871 403528 2241523 4160 3775 385 2237363 1204703 1032660 1847
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=9196549 8 460 152 10496 144 2114320 8916041 10512568 4 4523782 110 34 418 4 11 2256 170
is_linear=0
shrinkage=0.1


Tree=254
num_leaves=40
num_cat=19
split_feature=4 1 2 6 4 7 4 2 4 2 3 4 3 1 1 2 4 1 2 3 6 2 2 3 1 2 1 4 3 2 1 2 6 2 3 1 2 4 1
split_gain=0.0592787 0.736503 0.697653 0.368684 0.330744 0.291514 0.204437 0.448372 0.324307 0.346187 0.197342 0.0828559 0.561853 0.464515 0.327378 0.0772206 0.0761576 1.20325 0.439573 0.43367 0.328105 0.200551 0.175486 0.0751667 0.0719768 0.321113 0.0599416 0.0562049 0.277886 0.245375 0.0495971 0.0655173 0.0424449 0.0411238 0.0393306 0.458872 0.64974 0.476063 0.295916
threshold=30.500000000000004 0 1.5000000000000002 1 92.500000000000014 2 129.50000000000003 1.5000000000000002 32.500000000000007 12.500000000000002 3 21.500000000000004 4 5 6 1.5000000000000002 14.500000000000002 7 3.5000000000000004 8 9 2.5000000000000004 11.500000000000002 10 11 4.5000000000000009 12 13.500000000000002 13 10.500000000000002 14 6.5000000000000009 15 2.5000000000000004 16 17 2.5000000000000004 6.5000000000000009 18
decision_type=2 9 2 1 2 1 2 2 2 2 1 2 1 9 9 2 2 9 2 1 1 2 2 1 9 2 9 2 1 2 9 2 1 2 1 9 2 2 9
left_child=11 2 -2 5 -4 -3 7 -5 -9 -10 26 16 14 -14 15 -13 27 18 20 24 -18 -22 32 -20 25 -19 -7 34 30 -30 31 -29 -21 -16 35 36 -1 -37 -36
right_child=1 3 4 6 -6 10 -8 8 9 -11 -12 12 13 -15 33 -17 17 19 23 22 21 -23 -24 -25 -26 -27 -28 28 29 -31 -32 -33 -34 -35 38 37 -38 -39 -40
leaf_value=-0.0030734845205458643 0 0 0.020852624919102544 0 0 0 0 0 -0.014298371793062634 0 0 0 0 -0.012307611323399073 0 0.012126294533348021 0.0067404093252762453 0.0083959829113264169 0 0 0 -0.0093335326811387741 0 0.0166783293308683 -9.3028405205939119e-05 0 0.012220010444955817 0.006098396884480578 -0.011140410189132383 0 0 0 -0.011821674924761902 -0.0034763707215015741 -0.00046564175693666898 0.00058111733546561994 -0.00014021912195867945 -0.0047190177325732788 0.00047799096374769799
leaf_weight=1092.1172239605603 1.9999644216700314 11.764841783256088 15.333478923959321 3.6921636589222535 2.550183375452888 2.5257903785368399 10.449155541984508 4.6298807786138232 51.822752486041281 0.73888577274647005 2.287641543049177 0.30865398930245636 6.4633160730618329 36.619108818684708 2.5737849075494523 7.221800870539937 4.7461451396038683 27.25901085957139 4.4003019424103513 2.2565896053456527 9.7638595893636229 10.215032614840311 0.25096602410621827 24.311370031015034 7.9384953656281132 10.702340757103682 10.086551504457928 4.7279617943754602 22.097742799503983 0.77346704522369591 1.7288291810973531 0.59639168480634897 24.74146518106955 4.0283840987890471 5471.2153512680125 5404.9626076686218 3085.6378150286928 136.05577672406434 7987.4474752949391
leaf_count=227493 2799 1448 2147 2020 322 200 707 183 2688 33 142 571 1196 5264 1568 522 809 1689 147 271 4704 537 16 941 2356 259 402 462 3268 40 552 23 2792 230 760274 646308 253379 14211 1162477
internal_value=0 0.00194422 0.0114523 -0.000712256 0.0185095 0.00295254 -0.00534542 -0.00780712 -0.0107218 -0.0126761 0.0089528 -4.1278e-05 -0.00314358 -0.0085848 0.00256922 0.00883735 -1.68041e-05 0.0021482 0.0110351 -0.00348841 0 -0.00456167 -0.00932453 0.0170849 0 0.00303761 0.0102914 -4.42816e-05 -0.00315117 -0.00732555 0 0.00330798 -0.0123 0 -2.32751e-05 -0.000185572 -0.000992396 0.000371748 7.19179e-05
internal_weight=0 117.881 19.8836 97.9977 17.8837 26.6648 71.3328 60.8837 57.1915 52.5616 14.9 23391.2 57.215 43.0824 14.1326 7.53045 23333.9 126.586 53.4367 73.1489 24.725 19.9789 27.249 28.7117 45.8998 37.9614 12.6123 23207.4 29.9244 22.8712 7.05318 5.32435 26.9981 6.60217 23177.4 9718.77 4177.76 5541.02 13458.7
internal_count=3105450 13091 5268 7823 2469 2192 5631 4924 2904 2721 744 3092359 9351 6460 2891 1093 3083008 14521 7138 7383 6050 5241 3079 1088 4304 1948 602 3068487 4345 3308 1037 485 3063 1798 3064142 1141391 480872 660519 1922751
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=9196551 10 1 116 144 2114320 8916041 6580886 107 12 32 524384 10624 786 2099824 4 27 13114290 11362381
is_linear=0
shrinkage=0.1


Tree=255
num_leaves=40
num_cat=19
split_feature=4 1 3 6 4 4 1 2 2 4 1 4 2 4 3 2 1 1 2 4 1 5 3 3 6 1 6 5 4 2 2 3 3 3 2 4 4 4 2
split_gain=0.0604754 0.557636 0.397599 0.26484 0.238 0.196665 0.304057 0.419518 0.181241 0.125906 0.107854 0.086206 0.08605 0.0618168 0.484246 0.353668 0.719401 0.197618 0.106098 0.0500307 1.11428 0.59771 0.545304 0.355536 0.350417 0.0649751 0.61957 1.10431 0.722317 0.694072 0.447358 1.00496 0.174673 0.0552296 0.407943 0.691799 0.510241 0.377664 3.78379
threshold=30.500000000000004 0 1 2 113.50000000000001 68.500000000000014 3 7.5000000000000009 1.5000000000000002 31.500000000000004 4 142.50000000000003 1.5000000000000002 21.500000000000004 5 3.5000000000000004 6 7 2.5000000000000004 14.500000000000002 8 9 10 11 12 13 14 15 5.5000000000000009 4.5000000000000009 7.5000000000000009 16 17 18 13.500000000000002 1.5000000000000002 2.5000000000000004 2.5000000000000004 6.5000000000000009
decision_type=2 9 1 1 2 2 9 2 2 2 9 2 2 2 1 2 9 9 2 2 9 1 1 1 1 9 1 1 2 2 2 1 1 1 2 2 2 2 2
left_child=13 2 4 10 8 6 -5 9 -2 -8 -3 12 -12 19 17 16 -16 18 -15 25 21 -21 -22 -23 -24 26 30 28 -28 -29 32 -32 -1 37 36 -36 -35 -27 -39
right_child=1 3 -4 5 -6 -7 7 -9 -10 -11 11 -13 -14 14 15 -17 -18 -19 -20 20 22 23 24 -25 -26 33 27 29 -30 -31 31 -33 -34 34 35 -37 -38 38 -40
leaf_value=-0.001691526751418052 0 0 0 0 0 0 0 0 0.021376127822440909 -0.015369775157981458 0 0 0.010150161203244721 0 0.0087392383991216627 -0.014724336274833506 -0.0083830651725712284 0 0.0096204634511452645 0 0 0 0 -0.013752616320227297 0.016677963807150753 -0.00047307061957728257 -0.01562464553259502 -0.0027455212118841174 0 0.011388355203296435 -0.0016574064938659665 0.012452703594387368 0.00019957304453832085 0.00055671635225111203 -0.010780131075721526 5.7447918555571755e-05 -0.0011071538706428055 0.0037246091997237413 -0.010696506999186955
leaf_weight=613.65644046715215 0.39339541383378396 2.1334818486097902 7.5417537521361764 5.9696342631987136 0.55421388652530446 46.014463199635884 2.6210206498849429 3.4121387729369408 10.228605522596352 27.997090459548872 0.41656718969806839 0.48339859380030326 10.042353826341694 4.3602107851538667 10.133228791782583 14.856151812931783 7.8845623218803693 9.920159143731782 9.6849548538884829 34.477566626462249 10.830325712284775 14.16191154920989 7.899304405579187 19.751831269852573 39.988263115901646 7247.5756173386308 74.008663280309065 122.35880292714819 6.8752510268532196 14.660722501373128 35.938900795660629 51.19945568928415 1184.5333977802916 10310.324506069264 61.132439865687047 34.29371254758189 2131.8079176756128 1133.0402421273216 180.34703356944146
leaf_count=57380 567 213 2096 931 104 3328 272 141 1318 3645 185 41 224 1236 1194 654 3850 2011 390 2954 2196 1017 1122 2159 5187 896569 29363 12524 2102 1520 5784 7650 280916 1419454 6617 2597 220974 115880 9117
internal_value=0 0.00201057 0.0102538 -3.52763e-05 0.0149362 -0.00394042 -0.00764565 -0.00981558 0.0201965 -0.0143264 0.00361074 0.006157 0.00898312 -1.76041e-05 -0.00268367 -0.00855958 0 0.0014183 0.00627594 0 0.0017684 -0.00384864 0.0100791 -0.0110087 0.0137483 -1.96712e-05 -0.000550817 -0.0051533 -0.0128004 0 0 0.00605966 -0.000307021 2.0036e-05 0.000165728 -0.00541136 0.000245601 -0.000158228 0.00132642
internal_weight=0 117.808 18.718 99.0901 11.1762 86.0143 39.9999 34.0302 10.622 30.6181 13.0758 10.9423 10.4589 23385.7 56.8393 32.8739 18.0178 23.9653 14.0452 23328.9 127.109 68.3913 58.7179 33.9137 47.8876 23201.8 2103.23 217.903 80.8839 137.02 1885.33 87.1384 1798.19 21098.5 12537.6 95.4262 12442.1 8560.96 1313.39
internal_count=3105482 13065 4085 8980 1989 8317 4989 4058 1885 3917 663 450 409 3092417 9335 5698 5044 3637 1626 3083082 14635 6130 8505 3176 6309 3068447 397239 45509 31465 14044 351730 13434 338296 2671208 1649642 9214 1640428 1021566 124997
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=9196549 332 8 2048 10496 664 8688 11029824 8982889 2 320 41 2 4734997 3 2 84 33 282
is_linear=0
shrinkage=0.1


Tree=256
num_leaves=40
num_cat=19
split_feature=4 1 4 4 2 6 4 1 2 1 4 2 1 2 4 4 5 1 3 3 1 6 2 3 4 3 4 0 1 2 2 1 2 3 4 2 6 4 6
split_gain=0.0554586 0.475863 0.331293 0.371709 0.332292 0.2545 0.256584 0.520988 0.58876 0.198843 0.235344 0.251004 0.0850172 0.311855 0.430624 0.0707632 0.49292 0.628534 0.270782 0.266751 0.219426 0.131898 0.0872719 0.0583618 0.0991484 0.0511638 0.0811224 0.0329336 0.0345164 0.853691 0.669293 1.09328 0.391753 1.78972 1.32776 0.365193 1.74715 0.343843 1.07148
threshold=30.500000000000004 0 92.500000000000014 34.500000000000007 1.5000000000000002 1 68.500000000000014 2 12.500000000000002 3 78.000000000000014 1.5000000000000002 4 7.5000000000000009 144.50000000000003 21.500000000000004 5 6 7 8 9 10 12.500000000000002 11 45.500000000000007 12 90.500000000000014 13 14 11.500000000000002 18.500000000000004 15 11.500000000000002 16 4.5000000000000009 1.5000000000000002 17 7.5000000000000009 18
decision_type=2 9 2 2 2 1 2 9 2 9 2 2 9 2 2 2 1 9 1 1 9 1 2 1 2 1 2 1 9 2 2 9 2 1 2 2 1 2 1
left_child=15 2 3 -2 -5 9 7 23 -9 -3 11 -11 13 14 -8 27 19 18 -18 20 21 -17 -23 24 -7 -12 -27 28 32 37 31 -31 35 -34 -35 36 -1 -30 -39
right_child=1 5 -4 4 -6 6 12 8 -10 10 25 -13 -14 -15 -16 16 17 -19 -20 -21 -22 22 -24 -25 -26 26 -28 -29 29 30 -32 -33 33 34 -36 -37 -38 38 -40
leaf_value=0.0089920653969649475 0 0 0 0 0.020112162492277232 0.0071135044217319199 0.011883146555620597 -0.01911986079640654 0 0 -0.0030533160856606989 0.014610437622135897 -0.0025177824434183308 0 0 0 0.0077684652967952008 -0.013970664513375287 -0.0013761384125289661 -0.0015233892374840318 0 0.015590098593925515 0 0 0 0 0.0051835527243420908 -0.003058950211544416 0.00023925311794899102 0.0014498777038002269 0 -0.016888461698730251 -0.0062235257338673147 0.011979147896181994 -0.0038348194351256106 -0.00018360344113271582 -0.0057291623668641132 0.0084984830251145834 -0.0036585264394447775
leaf_weight=170.77337186488148 2.8830821159658653 8.4447419837374564 2.097721612737586 0.79792207759010025 11.510250924877708 4.3237580704326319 27.069785239612891 18.709272347465234 0.31663914863020082 0.86836181974241 4.2012271071498617 8.0250315258076608 8.0413072086416815 2.6368092297198009 2.0410121334575697 4.5948670824286637 3.4730017569258962 21.011874804929452 4.4972245540238873 6.3222291508845982 4.2143230261094713 12.626865600346719 0.2536908008623876 8.1805993069897323 1.7583467100221239 1.084422853974045 4.9259755434973158 4.0413041940737449 5263.5060911391374 9.0892113780137151 16.518872949061915 48.34767474187538 71.007428727811202 183.14001795300283 21.157310208538547 17260.925967810792 73.021546505799051 151.76977999066003 49.663577634608373
leaf_count=22507 577 1007 477 1284 1545 364 1200 2565 11 423 291 399 1106 115 186 315 323 4922 710 1083 1088 950 8 1135 188 50 259 869681 581458 551 1709 5443 7345 14396 989 1559025 9782 7027 2883
internal_value=0 0.00193796 0.00963122 0.0146891 0.0178418 0 -0.00413792 -0.00860827 -0.0129506 0.00300221 0.00676264 0.0120068 0 0.00275768 0.00796763 0 -0.00285102 -0.00976385 0 0.000480431 0.00645873 0.00957149 0.0120619 0 0.00355875 0 0.00147102 4.71359e-06 2.20227e-05 0.000246449 -0.008593 -0.0128193 -3.14649e-05 0.00349225 0.0084203 -0.000109891 0.0034616 0.000467376 0.00432831
internal_weight=0 117.916 17.289 15.1913 12.3082 100.627 73.0775 33.2886 19.0259 27.5498 19.105 8.89339 39.7889 31.7476 29.1108 23380 56.9941 28.9821 7.97023 28.012 21.6897 17.4754 12.8806 14.2627 6.0821 10.2116 6.0104 23323 23318.9 5538.9 73.9558 57.4369 17780 275.305 204.297 17504.7 243.795 5464.94 201.433
internal_count=3105377 13182 3883 3406 2829 9299 6870 4263 2576 2429 1422 822 2607 1501 1386 3092195 9399 5955 1033 3444 2361 1273 958 1687 552 600 309 3082796 2213115 599071 7703 5994 1614044 22730 15385 1591314 32289 591368 9910
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=8934405 10 2880 9026 262946 2 8388928 52 220 2117472 10 72 200 1 8930809 262144 137 1 9
is_linear=0
shrinkage=0.1


Tree=257
num_leaves=40
num_cat=15
split_feature=4 1 3 6 4 3 4 2 4 2 1 4 2 1 4 4 3 4 2 2 2 3 2 2 3 2 4 4 4 1 2 2 6 3 3 4 2 3 1
split_gain=0.0392295 0.477077 0.436303 0.249345 0.227361 0.160442 0.225969 0.288576 0.218749 0.144431 0.10292 0.0819242 0.0821168 0.0618227 0.53488 0.510781 0.501735 0.880849 0.745472 0.696984 0.643786 0.466745 0.463489 0.217396 0.21304 0.212938 0.155205 0.0327691 0.0706873 0.723968 1.29714 1.0233 1.00637 0.593691 0.536273 0.309839 0.0439295 2.03524 1.44382
threshold=30.500000000000004 0 1 2 113.50000000000001 3 32.500000000000007 11.500000000000002 68.500000000000014 1.5000000000000002 4 142.50000000000003 1.5000000000000002 5 10.500000000000002 7.5000000000000009 6 2.5000000000000004 2.5000000000000004 2.5000000000000004 10.500000000000002 7 6.5000000000000009 6.5000000000000009 8 8.5000000000000018 29.500000000000004 28.500000000000004 12.500000000000002 9 6.5000000000000009 2.5000000000000004 10 11 12 15.500000000000002 10.500000000000002 13 14
decision_type=2 9 1 1 2 1 2 2 2 2 9 2 2 9 2 2 1 2 2 2 2 1 2 2 1 2 2 2 2 9 2 2 1 1 1 2 2 1 9
left_child=13 2 4 10 9 -5 -7 8 -8 -2 -3 12 -12 14 15 16 17 18 -1 -19 22 -17 -18 26 -22 -23 -16 28 36 30 31 -30 35 -34 -32 -31 -15 -38 -39
right_child=1 3 -4 5 -6 6 7 -9 -10 -11 11 -13 -14 27 23 21 20 19 -20 -21 24 25 -24 -25 -26 -27 -28 -29 29 32 34 -33 33 -35 -36 -37 37 38 -40
leaf_value=-0.00029094563747201682 0 0 0 0 0 0 -0.014220397130175644 0 0 0.020358543234373166 0 0 0.0097270747839751683 1.4248579052690898e-05 -0.013287701116720752 0 -0.0019919055675073705 0.00038569449168438484 0.0069484192299212183 -0.011504030096428445 0 0.016648847060885551 -0.012681130439443321 0 0.0088854557675011516 0 0 -0.0029686465517213432 0 0 0.0003282773487302435 0.015548197358836181 0 -0.012376535578149149 -0.011583137961463534 0.013421351901250256 0.0029953553584608651 0 -0.016526207578779664
leaf_weight=137.17253982698435 0.32914548239432129 2.142070039650207 7.7664491883720101 14.935555181289599 0.55423500022834638 5.3594996922556666 26.317201769270923 1.4097529805731017 37.960250508212994 10.559771726929283 0.41654298401681167 0.48419737081167191 10.174217610550839 21475.282086880081 25.054119072059855 6.3005569964129791 638.43139599043388 19.736156080986348 253.62137736987552 49.94221405634471 4.5436961338396031 17.863185516942856 36.223411103980197 3.1355213302881557 16.782248727928167 0.61419910224367313 0.41311095811852183 6.7800732510368098 44.385063032215385 2.1939911271952042 8.2582462343452772 88.152119443865104 14.415397714605204 63.373180661084234 12.399923061141637 4.1959085311129911 312.24490788685671 66.142106674151819 81.047510467550183
leaf_count=56179 593 206 2091 1387 108 568 3638 63 2694 1295 183 45 216 2704295 7313 1971 159897 10091 57030 11226 765 4953 7244 264 2235 73 110 890 7243 600 183 3303 2382 14441 428 910 23498 5790 9021
internal_value=0 0.00158211 0.00931738 -0.000121265 0.0143191 -0.0039042 -0.00576472 -0.00812394 -0.00987899 0.0193858 0.00328804 0.00583283 0.00856823 -3.08756e-05 -0.000715898 -1.6939e-06 -0.000676083 0.00144185 0.00385481 -0.00602412 -0.00247798 0.00912938 -0.00350702 -0.0101139 0.00677031 0.0125654 -0.0121353 0 1.26508e-05 0.00163005 0.0058746 0.0106195 -0.00321403 -0.00876898 -0.00574662 0.00719495 0 -0.000942675 -0.00970394
internal_weight=0 118.409 19.2096 99.1993 11.4432 85.9823 71.0467 65.6872 64.2775 10.8889 13.217 11.075 10.5908 23388.7 1209.83 1181.23 1156.45 460.472 390.794 69.6784 695.981 24.7779 674.655 28.6028 21.3259 18.4774 25.4672 22178.9 22172.1 237.374 153.195 132.537 84.1785 77.7886 20.6582 6.3899 21934.7 459.435 147.19
internal_count=3105422 13087 4087 9000 1996 8350 6963 6395 6332 1888 650 444 399 3092335 319351 311664 304667 134526 113209 21317 170141 6997 167141 7687 3000 5026 7423 2772984 2772094 29490 11157 10546 18333 16823 611 1510 2742604 38309 14811
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=9196549 332 8 264 10496 8929285 779 777 64 4457200 4 10 42 370 4196680
is_linear=0
shrinkage=0.1


Tree=258
num_leaves=40
num_cat=18
split_feature=4 1 2 4 2 2 3 4 3 4 4 4 3 2 1 1 2 4 1 4 1 3 6 3 2 1 2 4 3 2 1 2 3 1 4 4 1 1 2
split_gain=0.0641943 0.455836 0.832058 0.391169 0.200353 0.256322 0.184531 0.120419 0.132819 0.0723817 0.0591266 0.0422138 0.501918 0.329423 0.675431 0.200557 0.118974 0.0638839 0.0510198 0.0504069 1.00455 0.661785 0.846418 0.628558 0.176949 0.124589 0.223323 0.0464673 0.251527 0.235623 0.044594 0.0612258 0.0366394 0.282585 0.218788 0.183047 1.24538 0.188535 0.0957313
threshold=30.500000000000004 0 2.5000000000000004 149.50000000000003 2.5000000000000004 6.5000000000000009 1 120.50000000000001 2 82.500000000000014 33.500000000000007 21.500000000000004 3 3.5000000000000004 4 5 1.5000000000000002 28.500000000000004 6 14.500000000000002 7 8 9 10 11.500000000000002 11 4.5000000000000009 13.500000000000002 12 10.500000000000002 13 6.5000000000000009 14 15 11.500000000000002 11.500000000000002 16 17 10.500000000000002
decision_type=2 9 2 2 2 2 1 2 1 2 2 2 1 2 9 9 2 2 9 2 9 1 1 1 2 9 2 2 1 2 9 2 1 9 2 2 9 9 2
left_child=11 4 7 6 -2 -6 -4 8 -3 10 -10 19 15 14 -14 16 -13 -18 -15 27 21 -21 -23 25 -25 26 -22 32 30 -30 31 -29 33 38 -35 37 -37 -34 -1
right_child=1 2 3 -5 5 -7 -8 -9 9 -11 -12 12 13 18 -16 -17 17 -19 -20 20 23 22 -24 24 -26 -27 -28 28 29 -31 -32 -33 35 34 -36 36 -38 -39 -40
leaf_value=-0.0089486090997161344 0 0 0 0 -0.011027116704922556 0 0.01441230058109553 0 0 0 -0.010630675278813001 0 0.0083865564863129776 0 -0.0082048846901193861 0 0.010107547784823517 0 -0.013854002972991967 0 0.0079861357612199518 0 0.019298964630563006 -0.013277181244058155 0 0 0 0.0058326200359449451 -0.010706657607291628 0 0 0 -0.00062809331642947185 9.6688065875671881e-05 0.0054952399900780931 0.0045457036539506834 -0.013313703828586661 0.00015985190374130084 0
leaf_weight=20.411088018641298 4.2672086622471879 14.702171304878448 8.2356098995314824 1.4009725881137445 13.388372294947887 3.6417120903615787 51.50737270540435 5.2444921444503043 1.7449058693869108 4.6332210321952525 8.9975090178465944 0.6710698331176016 10.283395795099748 3.2234847583736155 7.796464550071053 6.0316769898395277 14.824236789364024 2.1241949794953134 11.519750643858968 11.191340002154902 28.279692716306272 6.3989212214260078 35.107097202374916 29.63695746869826 0.31249134465724537 4.5126834240741109 11.606132790172522 4.809090992477195 21.852955115687571 0.76547272596508165 1.7530150596444398 0.58612278922328176 4486.664689647685 10247.313165520949 48.833888623799794 21.020730268051011 34.448237331332166 8310.9087749552182 8.706831550228797
leaf_count=8010 2201 2992 283 133 964 221 2237 647 406 540 2484 996 1196 162 3834 1766 794 126 486 2399 1694 1010 4428 3220 22 1552 265 514 3257 39 602 23 516653 1499759 7605 5205 3149 1022503 1522
internal_value=0 0.00202329 0.00578676 0.0120573 -0.00311154 -0.00759472 0.0138288 -0.000141659 -0.00447948 -0.00676422 -0.00967776 -4.36762e-05 -0.00229393 -0.00848951 0 0.00188317 0.00628132 0.00916149 -0.0144776 -2.24522e-05 0.00171941 0.0100515 0.0144912 -0.00316335 -0.0103503 0.000737839 0.00403093 -4.71048e-05 -0.00289115 -0.00693875 0 0.00313425 -2.67934e-05 9.64981e-05 0.000167074 -0.000149077 -0.00484152 -9.41923e-05 -0.00617317
internal_weight=0 117.764 96.4663 61.144 21.2973 17.0301 59.743 35.3223 30.0778 15.3756 10.7424 23391.6 56.4743 32.8231 18.0799 23.6512 17.6195 16.9484 14.7432 23335.1 127.045 52.6974 41.506 74.348 29.9494 44.3985 39.8858 23208.1 29.7667 22.6184 7.14823 5.39521 23178.3 10325.3 10296.1 12853 55.469 12797.6 29.1179
internal_count=3105899 13108 9722 2653 3386 1185 2520 7069 6422 3430 2890 3092791 9360 5678 5030 3682 1916 920 648 3083431 14590 7837 5438 6753 3242 3511 1959 3068841 4435 3296 1139 537 3064406 1516896 1507364 1547510 8354 1539156 9532
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=2173336 16 88 152 8688 11029856 2099968 4484758 833 2 106 2621536 786 2099824 964 589825 263990 4194742
is_linear=0
shrinkage=0.1


Tree=259
num_leaves=40
num_cat=20
split_feature=0 4 1 3 2 4 6 4 2 1 3 4 2 3 4 2 3 6 1 4 1 1 1 4 1 1 2 4 4 1 4 4 2 4 3 1 4 3 3
split_gain=0.03492 0.0311932 0.429478 0.419214 0.263024 0.262037 0.257732 0.302888 0.386614 0.228723 0.211043 0.208064 0.199643 0.0736351 0.0527333 0.0439686 0.0317627 0.449382 3.05295 2.12025 4.0725 2.03925 1.18211 0.892582 2.50999 2.40891 0.752953 1.04708 0.395991 0.234141 1.773 1.15099 2.69829 1.27625 1.26172 0.523249 0.504602 2.54461 0.378479
threshold=0 30.500000000000004 1 2 1.5000000000000002 67.500000000000014 3 68.500000000000014 12.500000000000002 4 5 101.50000000000001 7.5000000000000009 6 64.500000000000014 1.5000000000000002 7 8 9 2.5000000000000004 10 11 12 1.0000000180025095e-35 13 14 3.5000000000000004 3.5000000000000004 3.5000000000000004 15 6.5000000000000009 6.5000000000000009 3.5000000000000004 9.5000000000000018 16 17 4.5000000000000009 18 19
decision_type=1 2 9 1 2 2 1 2 2 9 1 2 2 1 2 2 1 1 9 2 9 9 9 2 9 9 2 2 2 9 2 2 2 2 1 9 2 1 1
left_child=1 16 3 4 -3 -6 10 8 9 -8 14 12 -9 -13 -4 -12 17 18 -1 21 -21 -20 26 25 -25 -24 28 -28 -19 30 -18 36 33 -33 -34 -32 -31 -38 -37
right_child=-2 2 6 -5 5 -7 7 11 -10 -11 15 13 -14 -15 -16 -17 29 22 19 20 -22 -23 23 24 -26 -27 27 -29 -30 31 35 32 34 -35 -36 38 37 -39 -40
leaf_value=0.0067681316941741957 -0.0031846671281784071 0 0 0 0.019012542082864098 0 0 0.0088385388669890187 0 -0.014298171677915606 0 0 0 -0.0051331124273809106 -0.0038183396747537499 0.0089758733334223233 0 -0.0038683702550381493 0.0011526110133342239 0.018288475004694948 -0.0051079769292675468 -0.006957792701431759 -0.0046743980823168406 0.0031410021478194198 -0.0047439539051712665 0.0040255465922066531 0.0011387449330632537 -0.0068484856752353456 0 0.00020579029885006033 0 0.017639467865349562 0.0044179386380944147 0.00091072891957829575 -0.0074071062947666001 0 0.0081508009843478026 -0.0072166506501563019 -0.015695363432811246
leaf_weight=617.53779653349193 4.085507582727586 0.78373904689215379 3.8179681270848942 10.649726808071135 15.781962200766431 6.0631819250993422 6.8086609735619277 13.681450805859638 0.34917262755334277 17.700246714288376 1.1799117093905831 8.7902248625177872 1.2984345324803133 13.172795542981477 6.1689255135133862 12.289633643347768 2293.8732862330544 1592.7190379396779 457.88846063800156 103.27575673442334 101.37371868966147 640.33474022604059 340.74273298808839 679.16235090186819 831.68646287720185 1466.311648139148 1020.2112473513989 164.21409751311876 172.13594609498978 11794.04921048414 39.942228333791718 135.21763418242335 109.4211650067009 125.20303220464848 149.05495907273144 1.0817022803239524 96.215071782236919 362.74373709817883 83.269071872462519
leaf_count=59212 882542 75 252 738 1388 418 494 628 13 905 86 390 62 552 329 354 281019 180922 45968 7134 6262 68540 29064 46276 72062 148773 81438 10112 13918 1101890 1650 8008 5483 5959 5828 228 5883 23284 7725
internal_value=0 1.21991e-05 0.00145726 0.00790468 0.0123125 0.0163909 -0.000501274 -0.00481186 -0.010142 -0.0132078 0.00200238 0 0.00561068 -0.00357653 0 0.00671702 0 -0.000155258 0.00111645 -0.00146075 0.00681085 -0.00342109 -0.000597114 0.000627664 -0.00102304 0.00216868 -0.00206529 0 -0.00336495 8.85054e-05 -0.000774811 0.000277286 0.00476498 0.0115546 -0.00152601 -0.0111586 5.18664e-05 -0.00305997 -0.0140205
internal_weight=0 23496.2 118.536 33.2786 22.6289 21.8451 85.2574 61.801 24.8581 24.5089 23.4564 36.9429 14.9799 21.963 9.98689 13.4695 23377.7 8187.59 1920.41 1302.87 204.649 1098.22 6267.18 3317.9 1510.85 1807.05 2949.28 1184.43 1764.85 15190.1 2418.17 12771.9 518.897 260.421 258.476 124.293 12253 458.959 84.3508
internal_count=3105864 2223322 6684 2619 1881 1806 4065 3044 1412 1399 1021 1632 690 942 581 440 2216638 769681 187116 127904 13396 114508 582565 296175 118338 177837 286390 91550 194840 1446957 290622 1156335 25278 13967 11311 9603 1131057 29167 7953
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 9196613 360 10 2816 456 328 74 10 12846166 80648 24736 12670068 2885761 788609 11281923 145 8194 529 512
is_linear=0
shrinkage=0.1


Tree=260
num_leaves=40
num_cat=19
split_feature=4 1 2 4 6 7 1 3 4 2 4 4 3 1 6 2 2 4 1 6 2 1 4 3 2 3 4 6 2 4 6 3 1 2 3 4 2 2 6
split_gain=0.0415647 0.522682 0.617226 0.312723 0.247353 0.236481 0.192308 0.181562 0.320765 0.335866 0.354587 0.0453499 0.433928 0.224588 0.0863536 0.0666547 0.0534704 0.0351247 1.51506 0.287336 0.193362 0.053802 0.959015 2.03684 1.51494 0.825104 1.29445 0.697934 0.489542 0.437464 0.730559 1.14442 0.145153 0.0851456 1.13587 0.284111 0.0431668 0.0529601 0.0281016
threshold=30.500000000000004 0 1.5000000000000002 92.500000000000014 1 2 3 4 32.500000000000007 1.5000000000000002 130.50000000000003 21.500000000000004 5 6 7 1.5000000000000002 2.5000000000000004 18.500000000000004 8 9 9.5000000000000018 10 7.5000000000000009 11 8.5000000000000018 12 1.5000000000000002 13 5.5000000000000009 15.500000000000002 14 15 16 5.5000000000000009 17 5.5000000000000009 3.5000000000000004 2.5000000000000004 18
decision_type=2 9 2 2 1 1 9 1 2 2 2 2 1 9 1 2 2 2 9 1 2 9 2 1 2 1 2 1 2 2 1 1 9 2 1 2 2 2 1
left_child=11 2 -2 -4 5 -3 -7 -6 -9 -10 -11 17 13 14 15 -13 -15 21 20 -20 36 22 25 27 -25 28 -27 -24 -1 33 32 -32 -31 35 -35 -23 37 -19 -14
right_child=1 4 3 -5 7 6 -8 8 9 10 -12 12 38 16 -16 -17 -18 18 19 -21 -22 29 23 24 -26 26 -28 -29 -30 30 31 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.0027018899745973072 0 0 0.018636541249320661 0 0 0 0.0093953003012234252 0 0 -0.014338303328261637 0 0 0 0 0 0.010550196613890363 -0.0037826995446271377 0.0037514962298746757 0 -0.011725927919187154 0 -3.4240635195362743e-05 0.0013246618264931506 0.023005140072777326 -0.00066616061980786807 0 -0.0083250584714808836 -0.013390777947944136 -0.0016618190184682002 0.0063628573732003174 0.0014005705898298424 -0.018219104137871325 0 0.0026412704360159371 -0.00088216311646809823 -0.0019718024398949871 0.018952757322671418 -0.00043721670583418329 -0.009664650950218576
leaf_weight=1003.1387341918507 2.0778635214064733 11.756872853237155 16.149760453441107 2.6256564396394415 12.939976646316152 2.3524678471826519 12.958174252981733 4.0588320690617357 3.5812265672368531 41.884227983928213 7.8387114794304571 0.30696854188408984 1.3786857297025108 3.6416090470245326 4.5706081414887203 15.47623625734286 7.8432672094941154 7.1094536566547548 1.1619004744607082 13.868369434591383 0.54352461315283918 16513.407127577801 4.3548814942382705 57.746459844868241 4.1265926929972911 664.24155971279333 228.45092892845605 12.969976043410954 229.32913707196667 2.1868855331949817 8.6929295357617757 33.895311816786943 1.6617614542219601 1398.7492711202444 2333.5735066484726 786.8113436949825 14.791051904646336 8.360153270417868 23.276196352197079
leaf_count=283178 2815 1446 2103 346 949 227 471 309 1784 2282 383 763 417 1881 449 755 296 1290 188 2138 16 2080898 1671 19626 322 190289 63629 5371 36128 160 665 3317 221 122625 188110 83117 329 211 4562
internal_value=0 0.00165866 0.00961302 0.0162637 -0.000284854 0.00221532 0.00779282 -0.00442152 -0.00655775 -0.00972215 -0.0118699 -1.83212e-05 -0.00230955 0.000764476 0.00615869 0.00804159 -0.000325947 0 0.00213198 -0.00821036 0.0129017 -1.67681e-05 0.000429887 0.00957282 0.0166471 0 -0.00229548 -0.00611522 0.00161927 -7.84006e-05 -0.00765259 -0.0118432 0.00212478 -3.65958e-05 0.000373771 -0.000142932 0.0161193 0 -0.00857909
internal_weight=0 118.224 20.8533 18.7754 97.3705 27.0675 15.3106 70.303 57.363 53.3042 49.7229 23385.7 56.4936 31.8387 20.3538 15.7832 11.4849 23329.2 45.8345 15.0303 30.8042 23283.3 2204.36 79.1979 61.8731 2125.16 892.692 17.3249 1232.47 21079 46.4369 42.5882 3.84865 21032.5 3732.32 17300.2 30.2607 15.4696 24.6549
internal_count=3105737 13115 5264 2449 7851 2144 698 5707 4758 4449 2665 3092622 9123 4144 1967 1518 2177 3083499 4172 2326 1846 3079327 600214 26990 19948 573224 253918 7042 319306 2479113 4363 3982 381 2474750 310735 2164015 1830 1501 4979
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=9196551 10 1 10496 264 668 11029824 5 10512568 4 4539910 322 230 10 4 11 2256 836 4
is_linear=0
shrinkage=0.1


Tree=261
num_leaves=40
num_cat=19
split_feature=0 4 1 4 4 2 6 3 4 2 1 4 2 2 2 3 4 3 2 1 1 2 1 4 1 6 3 2 3 1 6 3 3 4 1 2 4 4 2
split_gain=0.0343195 0.0338266 0.36802 0.274212 0.346719 0.230534 0.180491 0.227698 0.279637 0.227345 0.181409 0.242099 0.236399 0.0662488 0.075481 0.0380883 0.0336153 0.39949 0.353622 0.577199 0.137384 0.2231 0.0684529 0.0271226 0.881192 0.733623 0.836952 0.281051 0.189626 0.036339 0.233312 1.24885 0.260457 0.0240996 1.42184 0.153996 0.00739324 0.054546 0.00669539
threshold=0 30.500000000000004 1 92.500000000000014 34.500000000000007 1.5000000000000002 2 3 32.500000000000007 12.500000000000002 4 78.000000000000014 1.5000000000000002 4.5000000000000009 8.5000000000000018 5 21.500000000000004 6 3.5000000000000004 7 8 2.5000000000000004 9 14.500000000000002 10 11 12 6.5000000000000009 13 14 15 16 17 6.5000000000000009 18 11.500000000000002 101.50000000000001 34.500000000000007 2.5000000000000004
decision_type=1 2 9 2 2 2 1 1 2 2 9 2 2 2 2 1 2 1 2 9 9 2 9 2 9 1 1 2 1 9 1 1 1 2 9 2 2 2 2
left_child=-1 16 3 4 -3 -6 10 13 -9 -10 36 12 -12 -8 -15 -13 23 20 19 -19 21 -18 -20 29 25 27 -27 -25 -26 30 32 -32 -2 35 -35 -31 37 -4 -22
right_child=1 2 6 -5 5 -7 7 8 9 -11 11 15 -14 14 -16 -17 17 18 22 -21 38 -23 -24 24 28 26 -28 -29 -30 33 31 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.0031487618348191751 0.0016925714151855122 0 0 0 0 0.017780761450893447 0 0 -0.010571826505354202 0 0 -0.0027225713887011468 0.013945268421460964 0.006406951094169726 0 0.00094722238812566253 0 0.0078842984114903814 0 -0.0074540744496399544 0 0.01028934962559163 -0.013340014623988842 0.011375383736270313 0 0.00063609222567848761 -0.012629821654144733 0 0.012579110349353356 2.3958911843089591e-05 0.0022070580621096625 -0.010651934138266456 -0.00091756097733470751 0.0014685581283239201 -0.0082285295995367051 0.0022410538907415658 0 -0.0041972873046640831 -0.0013283999156552229
leaf_weight=4.0728712104557871 549.42376595703536 2.957074373727667 1.8876776513643543 2.0557906117755911 0.62665975326672096 12.31338370265439 8.1271242462098581 4.2048645417671642 54.115289899986237 0.85896776849403877 0.86174448509701207 6.018402436748147 8.2212162131909263 4.5269512641243628 0.64249132480472315 4.3328358586877567 4.0941811599768689 11.43564319075085 3.169795012800023 6.337047329638156 3.3998274819459784 8.5682926333975029 11.24696649960242 7.2766864618752152 6.6285669398494065 22.913275798549876 56.923669052892365 1.3832863164134321 32.479219720000401 20371.938686887061 95.53495418530656 88.817387403047178 1047.9781961588299 590.7798177250661 152.32544289762154 296.53359092120081 1.5257962208706883 5.1583242076449096 7.9418010003864765
leaf_count=882414 67698 363 68 253 69 1341 435 143 2698 39 68 278 326 139 17 155 341 527 139 533 273 296 426 265 363 1012 2784 48 1421 1988251 6925 12417 70952 27286 9726 24403 68 230 246
internal_value=0 1.51117e-05 0.00152154 0.00833264 0.0128724 0.0160578 0 -0.00361973 -0.00626636 -0.00915856 0.00220686 0.00608737 0.0113884 0 0.00434016 0 0 -0.00196357 -0.00764604 0 0.00129236 0.00533792 -0.0137808 1.28007e-05 0.00132106 -0.00237468 -0.00737761 0.00573308 0.0102815 0 -0.000424681 -0.00344557 0 4.0294e-05 -0.000460764 7.34638e-05 0 -0.00141269 0
internal_weight=0 23495.6 118.435 17.9529 15.8971 12.94 100.482 72.4757 59.1791 54.9743 28.006 19.4342 9.08296 13.2966 5.16944 10.3512 23377.1 56.1936 32.1895 17.7727 24.0041 12.6625 14.4168 23320.9 127.605 88.4969 79.8369 8.65997 39.1078 23193.3 1781.75 184.352 1597.4 21411.6 743.105 20668.5 8.5718 7.046 11.3416
internal_count=3105436 2223022 6690 2026 1773 1410 4664 3471 2880 2737 1193 827 394 591 156 433 2216332 2781 1625 1060 1156 637 565 2213551 5893 4109 3796 313 1784 2207658 157992 19342 138650 2049666 37012 2012654 366 298 519
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 8934405 10 264 9026 216 152 9712 8932416 2099968 8920425 4 34 288 4718615 3 275 716 26976
is_linear=0
shrinkage=0.1


Tree=262
num_leaves=40
num_cat=19
split_feature=4 1 2 4 4 4 3 6 2 2 3 2 4 3 1 2 4 2 4 2 2 1 3 2 1 1 3 6 3 3 4 1 4 3 2 4 3 3 3
split_gain=0.0466012 0.367922 0.84951 1.11581 0.579028 0.303962 0.622472 0.177427 0.160348 0.270072 0.134681 0.127983 0.0460979 0.42453 0.205415 0.0778457 0.0926342 0.0472942 0.0360831 0.78986 1.17247 1.08318 0.949889 0.677842 0.668772 0.49218 0.134597 0.126615 0.071308 0.0352366 0.033137 0.0287109 0.83523 0.87367 0.624067 0.393222 0.734698 0.493742 0.151335
threshold=30.500000000000004 0 3.5000000000000004 104.50000000000001 89.500000000000014 36.500000000000007 1 2 1.5000000000000002 6.5000000000000009 3 1.5000000000000002 21.500000000000004 4 5 2.5000000000000004 29.500000000000004 2.5000000000000004 14.500000000000002 3.5000000000000004 2.5000000000000004 6 7 5.5000000000000009 8 9 10 11 12 13 130.50000000000003 14 10.500000000000002 15 5.5000000000000009 7.5000000000000009 16 17 18
decision_type=2 9 2 2 2 2 1 1 2 2 1 2 2 1 9 2 2 2 2 2 2 9 1 2 9 9 1 1 1 1 2 9 2 1 2 2 1 1 1
left_child=12 2 4 -4 5 -2 -7 -6 -3 30 11 -9 18 14 15 -14 -17 -16 31 20 22 23 24 -21 -20 28 -23 -24 -22 -25 -10 32 35 -34 -35 36 -1 -37 -33
right_child=1 8 3 -5 7 6 -8 10 9 -11 -12 -13 13 -15 17 16 -18 -19 19 21 25 26 27 29 -26 -27 -28 -29 -30 -31 -32 38 33 34 -36 37 -38 -39 -40
leaf_value=-0.0023589729853151775 0 0 0.020208466900957848 0 0 0 -0.015337672555485139 0 -0.010231857685710343 0 0 0.01413158103739199 0 -0.0085640369878142927 0 0.0097700665808588896 0 -0.0035549125658326909 0.017364223390151323 0.022610256328262114 0.0038821185046325844 0 0 0.0017779095664191313 0 -0.017051845406840002 -0.0052166632712746883 -0.0070453641097998083 -0.00065694851753688268 -0.0020507107378695318 0 -0.00041695464601925695 0.00059873128165135905 -0.022402958080861249 0 0.010573470103918381 0.0004816450952587887 0 0.00018258218861466299
leaf_weight=1206.2480266903667 8.657959527517276 2.1744289179421257 28.013709798738091 12.666535172624206 1.5503402631384233 6.3476891760897161 17.412535969800505 1.36182557306165 18.224199985372941 5.2513215965939244 4.818930349289082 9.9361340404911953 6.0985711318339808 24.666548366174538 3.6955757392979667 13.943359981577938 0.46126204089796452 7.7609347491761582 18.862873499697344 23.641531641618712 6.0246891083652372 9.561972090517882 3.7142765905070974 4.7484182479588526 4.4827203939401015 17.613735813416955 13.295633636605091 10.340603003416616 5.0648772945069123 10.153799099822661 1.8530939319534798 6239.4063182825093 8.5500046718486811 23.124164892561797 5.810730970189069 36.735611204163433 3057.9812748303902 26.726541372874635 12609.052657329474
leaf_count=250080 1612 2137 1126 467 168 978 3287 371 1530 276 538 474 1495 5101 1876 482 23 293 2702 679 425 434 1432 116 3396 743 793 3151 348 307 155 583709 4000 10052 516 8110 539345 7449 1665293
internal_value=0 0.00164734 0.0053406 0.0133165 0 -0.00824348 -0.0116378 0.0056999 -0.00228313 -0.00603711 0.00769508 0.0102507 -6.98555e-05 -0.00245298 0.000574134 0.00586086 0.00857912 -0.000258206 -4.80964e-05 0.00137787 -0.00310344 0.00891972 0.0034881 0.0151451 0.012126 -0.014196 -0.00118175 -0.00431099 0 0 -0.00970565 -7.06038e-05 -0.000302452 -0.0113804 -0.0159146 -6.06628e-05 -0.000267274 0.00624197 -4.625e-07
internal_weight=0 118.269 90.7657 40.6802 50.0854 32.4182 23.7602 17.6672 27.503 25.3286 16.1169 11.298 23397.8 56.6263 31.9597 20.5032 14.4046 11.4565 23341.1 127.505 66.1038 61.4014 37.4005 38.5437 23.3456 28.7033 22.8576 14.0549 11.0896 14.9022 20.0773 23213.6 4365.18 37.4849 28.9349 4327.69 4264.23 63.4622 18848.5
internal_count=3105469 13119 9021 1593 7428 5877 4265 1551 4098 1961 1383 845 3092350 9270 4169 2000 505 2169 3083080 14526 12197 2329 10681 1102 6098 1516 1227 4583 773 423 1685 3068554 819552 14568 10568 804984 789425 15559 2249002
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=8934503 64 4 368 156 11029824 2369722 174 2125408 8397142 51 6 368 72 8938519 802 176 180 14
is_linear=0
shrinkage=0.1


Tree=263
num_leaves=40
num_cat=18
split_feature=0 1 3 6 2 2 1 2 1 2 2 2 4 4 2 1 2 2 1 4 4 2 1 6 6 1 4 4 4 1 2 1 3 4 1 2 7 4 3
split_gain=0.0334822 0.0378086 0.260971 0.55578 0.893452 0.885051 0.688825 0.478144 0.424958 1.04998 0.688045 0.497288 0.707353 0.386551 0.279795 0.852517 0.582158 0.563871 0.979887 1.01774 0.445318 0.349498 0.284619 0.615954 0.35655 0.230399 0.172285 0.167408 0.138431 0.118017 0.102983 1.5725 1.45931 2.55523 1.76143 0.942478 0.835099 0.815134 0.710357
threshold=0 1 2 3 5.5000000000000009 2.5000000000000004 4 11.500000000000002 5 12.500000000000002 8.5000000000000018 2.5000000000000004 7.5000000000000009 1.5000000000000002 9.5000000000000018 6 12.500000000000002 8.5000000000000018 7 4.5000000000000009 6.5000000000000009 13.500000000000002 8 9 10 11 2.5000000000000004 1.0000000180025095e-35 4.5000000000000009 12 9.5000000000000018 13 14 1.5000000000000002 15 18.500000000000004 16 8.5000000000000018 17
decision_type=1 9 1 1 2 2 9 2 9 2 2 2 2 2 2 9 2 2 9 2 2 2 9 1 1 9 2 2 2 9 2 9 1 2 9 2 1 2 1
left_child=1 30 3 4 5 29 26 -8 11 10 -10 28 -13 -11 17 16 20 22 27 -20 -16 -18 23 -4 -24 -7 -6 -19 -5 -3 -1 37 36 34 -34 -35 -33 38 -32
right_child=-2 2 14 8 6 25 7 -9 9 13 -12 12 -14 -15 15 -17 21 18 19 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31 31 32 33 35 -36 -37 -38 -39 -40
leaf_value=-9.7300466893676546e-05 -0.0031065597984705445 0.00089854929160101981 0.0053402714210526317 0.0014515585575308012 0.0052504675094747627 0 -0.017743195216210993 0 0 0.018230824123554378 -0.0096823822116455811 -0.0067545667931249624 0.0035209181130610662 0 -0.012586253926658103 0.0056486654399572596 0.0079215046197951538 -0.0070058223548211509 0.016996308315898993 0 0 -0.0033247157720395003 0.00094865520354145286 0 -0.0015352315160959192 0.01166137800007758 0 0 -0.0044657124190566359 -0.0040445878355100931 0 -0.011798940505841316 0.0053313898919404405 0.016458208591893661 -0.011247742191752445 0 0.0012945681731564374 0 0.019361176896137158
leaf_weight=17428.198855514267 4.0580307612617608 36.082333386410028 334.45897513302043 193.36432022223016 34.288193847751245 4.2255728298332542 15.894344377564268 2.6765561010688534 924.36588683421724 11.316080460324882 50.148232638137415 392.83061552979052 19.414965864270926 3.7986336899921289 85.50871503027156 27.897666648495942 13.387777624651788 9.682235663058238 70.969502341467887 6.7053387416526666 5.2445120778866103 39.875294759403914 1614.0356576236372 679.7354495623149 841.21127058047568 120.69714385387488 7.6303042871877542 13.210010868730022 15.815189427696167 28.388051048619673 15.080334729980676 125.93799470434897 61.32725722482428 98.0586552915629 97.16564151737839 3.770692945457994 9.2476965689565969 5.0294216629117718 48.61489035259001
leaf_count=1482646 882214 4298 42234 24853 4020 251 1646 298 115780 1032 5149 49271 891 298 9119 3580 1338 1279 7035 407 302 4504 205713 91344 112267 14705 596 1145 1864 3188 861 8582 4290 5182 8498 349 537 196 3646
internal_value=0 1.61526e-05 0.000250539 -0.000624136 0.00312686 0.00698308 -0.0035984 -0.0116991 -0.00144929 0 -0.00079403 -0.00342053 -0.00538626 0.0147884 0.000766858 -0.00246679 -0.00642123 0.0010273 0.00773286 0.0121517 -0.0107077 0 0.000682571 0.00206069 0 0.0112332 0.000727691 -0.00191268 0 0 -4.0918e-05 0.00134538 -0.000842121 0.0027382 -0.0037274 0.0138431 -0.00850009 0.0122482 0.0166947
internal_weight=0 23495.3 5602.86 1860.94 249.882 189.393 60.4894 18.5709 1611.05 989.629 974.514 621.425 412.246 15.1147 3741.92 171.914 144.016 3570.01 100.567 77.6748 90.7532 53.2631 3469.44 1014.19 2455.25 124.923 41.9185 22.8922 209.18 64.4704 17892.4 464.233 395.508 260.322 158.493 101.829 135.186 68.7246 63.6952
internal_count=3105408 2223194 708407 228140 29002 22442 6560 1944 199138 122259 120929 76879 50162 1330 480267 18843 15263 461424 9866 7442 9421 5842 451558 133578 317980 14956 4616 2424 26717 7486 1514787 32141 27438 18319 12788 5531 9119 4703 4507
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=1 551165 277 12 8716546 14942722 2364672 2102784 2426368 6 9 327680 8458498 18576 588 65 1 272
is_linear=0
shrinkage=0.1


Tree=264
num_leaves=40
num_cat=18
split_feature=4 1 4 4 2 6 3 4 2 4 1 4 2 2 2 4 3 4 4 5 1 3 4 4 1 1 4 3 1 5 3 3 4 2 2 6 2 3 3
split_gain=0.0316376 0.320373 0.271962 0.338752 0.255265 0.165361 0.203683 0.238683 0.212489 0.246846 0.165699 0.235106 0.228326 0.0594026 0.0730865 0.0692091 0.0478707 0.0706574 0.0365126 0.418183 0.552242 0.262087 0.238306 0.442845 0.179517 0.0989875 0.0896372 0.0744046 0.0295472 0.610518 1.76216 1.07066 0.970006 0.929249 0.895385 0.786118 0.770775 2.22576 1.33094
threshold=30.500000000000004 0 92.500000000000014 34.500000000000007 1.5000000000000002 1 2 32.500000000000007 12.500000000000002 68.500000000000014 3 78.000000000000014 1.5000000000000002 4.5000000000000009 8.5000000000000018 34.500000000000007 4 90.500000000000014 21.500000000000004 5 6 7 22.500000000000004 25.500000000000004 8 9 28.500000000000004 10 11 12 13 14 2.5000000000000004 8.5000000000000018 6.5000000000000009 15 4.5000000000000009 16 17
decision_type=2 9 2 2 2 1 1 2 2 2 9 2 2 2 2 2 1 2 2 1 9 1 2 2 9 9 2 1 9 1 1 1 2 2 2 1 2 1 1
left_child=18 2 3 -2 -5 10 13 -8 9 -9 -3 12 -12 -7 15 -15 -13 -18 28 22 21 26 -20 24 -24 -25 -21 -27 29 30 36 32 -31 -33 -34 -35 37 -1 -38
right_child=1 5 -4 4 -6 6 7 8 -10 -11 11 16 -14 14 -16 -17 17 -19 19 20 -22 -23 23 25 -26 27 -28 -29 -30 31 -32 33 34 35 -36 -37 38 -39 -40
leaf_value=0.0091509169562153849 0 0 0 0 0.017409445553428257 0 0 -0.014633384937829091 0 0 0 -0.0030941709749571019 0.013558450236733237 0 0 0.0076855379309131826 0 0.0047081218028709564 -0.00081674717904025446 0.011210652261437226 -0.012934859467854894 -0.0015154238848720779 0 0.0011120231244070343 0.013248443872097638 0 0 -0.0063408669730597228 1.5287728843929889e-05 -0.0080974700794312661 0.00093050051802334027 0.00060434989921054935 0.012272592508084748 -0.0015130215496375506 -0.0048967405558820705 0.012085185274636942 0.0018293932210970846 -0.010854562382616383 -0.010373716716837442
leaf_weight=19.488678081914259 2.9876655401112719 8.4874154380242981 2.1240243332499622 0.71613918589036885 12.439836804794139 8.1876462766795139 4.3704642015559321 20.900147136713031 0.87062903633341093 32.738381381521322 0.85931222730233159 4.2169927728027687 8.3385731743792331 0.44327716170027898 0.6496466789394616 4.1470710494822924 1.0946142094467157 5.0650987885433096 4.0450683648275598 3.1479107985346677 20.312197238521325 4.5563196984107872 2.0527622497581888 2.3465317490754387 8.9948134129797399 2.9516192861669879 0.38519399147753564 7.5762778483535822 18444.833091434419 226.76582568753292 854.26745879736177 2939.1792841442234 29.344638261820819 7.6289401984417964 7.6651202339735383 94.214211889290709 272.58552405588262 363.62383491532842 76.781399325539951
leaf_count=23118 579 948 462 1275 1555 954 478 3082 39 2159 450 299 396 13 17 141 57 256 488 292 4788 683 470 239 870 376 38 828 2247686 28536 232974 314335 4344 745 389 6855 51255 159382 13584
internal_value=0 0.00136798 0.00773025 0.0122486 0.0154567 0 -0.003472 -0.00596901 -0.00863837 -0.0100401 0.00209866 0.00580622 0.0110251 0 0.00410568 0.00618889 0 0.00109531 -4.86282e-05 -0.00215819 -0.00884447 0 0.000519805 0.00663807 0.0128752 0 0.00760616 -0.00430747 -2.79293e-05 -0.000250469 -0.00188297 0.000452527 -0.00505399 0.00108547 0.00363941 0.00948051 -0.00540649 -0.00856131 -0.000895216
internal_weight=0 118.637 18.2677 16.1436 13.156 100.369 72.3073 58.8796 54.5092 53.6385 28.062 19.5746 9.19789 13.4276 5.23999 4.59035 10.3767 6.15971 23392.7 56.3687 28.4016 8.08942 27.9671 23.922 11.0476 12.8744 3.5331 10.5279 23336.4 4891.54 1586.75 3304.8 263.776 3041.02 37.0098 101.843 732.479 383.113 349.367
internal_count=3105435 13160 3871 3409 2830 9289 6883 5758 5280 5241 2406 1458 846 1125 171 154 612 313 3092275 9072 5801 1013 3271 2783 1340 1443 330 1204 3083203 835517 480313 355204 33269 321935 4733 7600 247339 182500 64839
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=8934405 10 264 9026 200 2 8388928 52 10756610 2098816 72 8962321 2 395 528 4 256 138
is_linear=0
shrinkage=0.1


Tree=265
num_leaves=40
num_cat=18
split_feature=0 4 1 2 4 3 2 2 4 3 4 4 4 2 1 3 3 3 4 4 1 4 4 4 3 2 1 4 4 3 6 1 1 2 3 3 4 2 1
split_gain=0.0323192 0.0293231 0.335759 0.816389 0.358229 0.218319 0.185735 0.233435 0.174969 0.232541 0.0573003 0.0318055 0.024063 0.385466 0.53223 0.550774 0.393228 0.211044 0.147066 0.0281754 0.715788 0.810016 0.539492 0.420806 0.336844 0.189476 0.0354609 0.229332 0.536726 0.277362 0.047094 1.1764 0.318376 0.0166812 0.0148828 0.0144392 0.0139826 0.0125414 0.0100573
threshold=0 30.500000000000004 1 2.5000000000000004 149.50000000000003 2 2.5000000000000004 6.5000000000000009 120.50000000000001 3 82.500000000000014 139.50000000000003 21.500000000000004 3.5000000000000004 4 5 6 7 23.500000000000004 14.500000000000002 8 20.500000000000004 19.500000000000004 15.500000000000002 9 4.5000000000000009 10 10.500000000000002 7.5000000000000009 11 12 13 14 7.5000000000000009 15 16 54.500000000000007 7.5000000000000009 17
decision_type=1 2 9 2 2 1 2 2 2 1 2 2 2 2 9 1 1 1 2 2 9 2 2 2 1 2 9 2 2 1 1 9 9 2 1 1 2 2 9
left_child=-1 12 3 8 5 -5 34 11 9 36 -11 -8 19 14 15 18 -15 -16 -14 26 22 24 23 -21 -22 -24 27 28 -2 -29 31 -28 -32 -7 -4 -10 -3 -23 -18
right_child=1 2 6 4 -6 33 7 -9 35 10 -12 -13 13 16 17 -17 38 -19 -20 20 21 37 25 -25 -26 -27 30 29 -30 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0030615177794472213 -0.00044796007994725104 0.0019390020627337347 0.0018364362029716281 0 0 0.016478022550472381 -0.010428752790822796 0 0.0018303120263031812 -0.011590051772450653 0 0 0 0 0 0 0 -0.0079199460363142907 0.019731068341725937 0 0 -0.001950247144764914 0.0071336873829862084 -0.012443614988856997 0.014986422816456577 0 -0.0024234503056599992 0 0.0090241930690441886 -0.010038672964755919 0.00085241592206209663 0.0012226724934810513 -0.00026148031007573996 0 0 0 0 0 -0.013552355416057957
leaf_weight=4.042205865777305 2363.8892396982133 7.1904392559081298 4.1297631680499762 6.7160566202364862 1.343939954182132 43.009429899975657 15.045583713334054 4.5910470082890233 3.1015721415169537 11.597846935270359 4.8162432417739174 0.86585772433318275 3.8500965191051355 9.3017050600610656 4.0628617737093009 6.2223642838653204 2.3426004883367568 7.6111627328209597 8.9116000242065621 15.147713233367538 9.8990012006834149 6.270193154225125 11.891262576682491 36.525443976861425 43.622061820700765 3.6559354187920681 1090.6314869679045 4.126578142400831 30.27319452422671 13.202197761973368 3141.7078551519662 3724.6202139662055 12825.423385293485 7.1335288689006111 2.9092628816142705 2.0847869024146339 4.0262308788951486 0.47060313285328437 13.634762755595149
leaf_count=882260 248914 894 403 233 123 1640 836 265 149 874 238 65 167 195 362 368 112 581 405 691 797 258 400 1672 1945 91 82684 575 4087 1571 224156 394448 1251639 262 301 142 254 13 587
internal_value=0 1.32309e-05 0.00141475 0.0050363 0.0115227 0.0132691 -0.0022161 -0.00666985 -0.000899118 -0.00558941 -0.00855194 -0.009989 0 -0.00166444 0.000521802 0.00886202 -0.00858714 -0.00369754 0.0144952 1.04546e-05 0.00134362 0.00810991 -0.00281213 -0.00863724 0.0135843 0.00228143 0 -0.000358321 -9.42387e-05 -0.00739444 4.37487e-05 0.000321892 -2.1985e-05 0.0139239 0 0 0 -0.000584183 -0.011961
internal_weight=0 23495.9 118.562 91.0201 58.203 56.859 27.5415 20.5025 32.8171 27.6308 16.4141 15.9114 23377.3 55.9372 30.6581 18.9841 25.2791 11.674 12.7617 23321.4 127.482 60.2619 67.2204 51.6732 53.5211 15.5472 23193.9 2411.49 2394.16 17.3288 20782.4 4815.25 15967.1 50.143 7.03903 5.18636 11.2167 6.7408 15.9774
internal_count=3105657 2223397 6679 4809 2258 2135 1870 1166 2551 2260 1112 901 2216718 2777 1883 940 894 943 572 2213941 5867 3013 2854 2363 2742 491 2208074 255147 253001 2146 1952927 477132 1475795 1902 704 291 1148 271 699
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=2 9196645 16 72 8398320 116 24 144 8917353 832 540695 289 10 2130056 10584072 176 112 2097920
is_linear=0
shrinkage=0.1


Tree=266
num_leaves=40
num_cat=15
split_feature=0 1 3 2 4 2 2 3 4 4 2 3 4 4 4 4 2 4 4 3 2 2 2 4 3 2 2 1 3 7 1 4 2 4 1 3 3 1 4
split_gain=0.0311025 0.0282495 0.390519 0.575888 0.473821 0.543746 0.388859 2.17958 1.08539 0.677169 0.540103 0.458544 0.260852 0.245653 0.244269 0.803769 0.681284 0.547143 0.54131 0.187396 0.177818 0.118171 0.07955 0.0737353 0.0627843 0.296606 0.936933 1.74228 0.997204 0.778075 0.602861 1.24471 0.963948 0.691896 1.57163 0.561773 0.523215 0.450767 0.574516
threshold=0 1 2 4.5000000000000009 2.5000000000000004 6.5000000000000009 5.5000000000000009 3 9.5000000000000018 12.500000000000002 2.5000000000000004 4 70.500000000000014 3.5000000000000004 2.5000000000000004 4.5000000000000009 3.5000000000000004 16.500000000000004 1.0000000180025095e-35 5 12.500000000000002 2.5000000000000004 8.5000000000000018 57.500000000000007 6 5.5000000000000009 4.5000000000000009 7 8 9 10 1.5000000000000002 10.500000000000002 3.5000000000000004 11 12 13 14 1.5000000000000002
decision_type=1 9 1 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2 1 2 2 9 1 1 9 2 2 2 9 1 1 9 2
left_child=-1 2 3 14 5 -5 9 23 20 10 19 -12 -11 -6 18 16 -16 -17 21 -4 -9 -2 -10 -8 -3 26 37 28 -28 -29 31 36 -33 35 -35 -32 -27 38 -26
right_child=1 24 6 4 13 -7 7 8 22 12 11 -13 -14 -15 15 17 -18 -19 -20 -21 -22 -23 -24 -25 25 30 27 29 -30 -31 33 32 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.0030232516921856411 0.0010215234069534493 -0.00021697187703721048 -0.0013957319651942311 0.0094423665250832397 -0.0082435805814476126 0 0.0053545220496198408 -0.015715812791501221 0.0053267524150528893 -0.010478634672419716 0 0.0054930845547484725 0 0 0.012914788363493801 -0.010952087107072739 0 0 -0.0085314543515787392 0.0021178121933741962 0 -0.0027590240063359523 0 0 0.00031704259094578923 0.0048044719816581691 0.0055403441451570348 -0.0080871962910046905 -0.0020027459678195344 0.0011760411459831345 -0.00040809616441029499 0.019090136976091947 0 0.0024596157191024677 -0.01058512778008748 0.0030394925608556423 -0.006721676992222033 -2.1361343718232341e-05 0.0054228809392137542
leaf_weight=4.0287731553491994 109.08103238823242 10051.445887027425 304.23037217883393 88.020583552890457 14.513465911382808 71.665704305050895 151.60725510120392 99.713750708848238 3.1682994046714148 23.165003479691226 185.81307383242529 605.84207385225454 1.5976326011586923 35.69673675019294 39.743625715374947 42.442081920104101 8.7673266590572876 10.989968145731835 164.60602775571169 228.3038242351613 4.7471589604392639 106.17237565465621 1.0352607057429848 0.67809091415256162 950.51831775564415 32.656175536336377 230.78571511863265 494.55885339446831 408.08694046578603 36.385047091171145 663.96683255815879 55.666380373062566 4.351613064762204 124.46033675270155 127.56357202399522 918.83187847887166 38.684200557414442 6723.5462624474876 336.08002930064686
leaf_count=882079 15038 904489 47185 10825 1762 9071 17728 14637 243 2387 23956 88062 124 3580 5578 5884 1102 1104 23058 33726 647 16096 81 33 113095 2837 17706 55052 28695 2835 60281 4735 409 3784 7186 76646 3198 597000 23912
internal_value=0 0 0.000339188 -0.00140537 0.0019533 0.00517761 0.00128647 -0.00152572 -0.0110755 0.00207872 0.0026488 0.00425873 -0.00767888 -0.00266216 -0.00351092 0 0.0078352 -0.00621037 -0.00462085 0 -0.0150014 0 0.00206341 0.00469417 -2.48332e-05 0.000121772 -8.79158e-05 -0.00271816 0.000446095 -0.00676798 0.0012383 0.00708433 0.0154833 0.00051093 -0.00379107 0.00144288 0 0.000267607 0.00195694
internal_weight=0 23499.2 2301.6 691.699 209.896 159.686 1609.9 260.95 108.664 1348.95 1324.19 791.655 24.7626 50.2102 481.802 101.943 48.511 53.4321 379.859 532.534 104.461 215.253 4.20356 152.285 21197.6 11146.1 9179.96 1169.82 638.873 530.944 1966.18 131.358 60.018 1834.82 252.024 1582.8 71.3404 8010.14 1286.6
internal_count=3105846 2223767 321907 93098 25238 19896 228809 33369 15608 195440 192929 112018 2511 5342 67860 13668 6680 6988 54192 80911 15284 31134 324 17761 1901860 997371 838295 104288 46401 57887 159076 11179 5144 147897 10970 136927 6035 734007 137007
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=2 12961282 337 42 34 12 170 12396 529 1 2064 2105536 65 580 2097537
is_linear=0
shrinkage=0.1


Tree=267
num_leaves=40
num_cat=20
split_feature=0 4 1 4 4 2 3 4 4 3 3 2 1 3 2 4 4 4 1 1 2 2 3 2 2 7 2 1 3 3 4 1 3 2 4 3 3 3 6
split_gain=0.0306665 0.0276598 0.731394 0.931889 0.607439 0.604715 0.553211 0.570028 1.78573 0.483868 0.298308 0.282742 0.202232 0.160342 0.302988 0.139176 0.102208 0.0363862 0.181791 0.0344937 0.430145 0.806142 0.797837 0.73127 0.530151 0.436934 0.115267 1.29941 0.853602 0.621751 0.116779 1.1452 0.238453 0.0850163 0.0232433 0.0423005 0.0165051 0.0022653 0.0095588
threshold=0 14.500000000000002 1 18.500000000000004 21.500000000000004 1.5000000000000002 2 24.500000000000004 18.500000000000004 3 4 2.5000000000000004 5 6 1.5000000000000002 72.500000000000014 16.500000000000004 13.500000000000002 7 8 9.5000000000000018 10.500000000000002 9 8.5000000000000018 7.5000000000000009 10 9.5000000000000018 11 12 13 3.5000000000000004 14 15 16.500000000000004 17.500000000000004 16 17 18 19
decision_type=1 2 9 2 2 2 1 2 2 1 1 2 9 1 2 2 2 2 9 9 2 2 1 2 2 1 2 9 1 1 2 9 1 2 2 1 1 1 1
left_child=1 17 3 13 9 34 16 8 -8 -5 12 -12 -6 -3 -15 -9 -7 19 37 20 23 22 -22 24 -1 -25 30 29 -29 -28 32 -32 -21 -23 -4 -36 -20 -19 -39
right_child=-2 2 5 4 10 6 7 15 -10 -11 11 -13 -14 14 -16 -17 -18 18 36 26 21 33 -24 25 -26 -27 27 28 -30 -31 31 -33 -34 -35 35 -37 -38 38 -40
leaf_value=-0.00050826797603179983 -0.0029923517501585259 0 0 0.013294642632532683 0.0064260641279664243 0.0010391589987422435 0.01354144321752751 0.020389350881341008 -0.011513851644448007 0 0 -0.0082476767138503545 0 0 -0.016406821750922222 0 -0.0044650914848043313 0 0 0.00057760325536485707 0 -0.0036252184603485188 0.019483255863702947 -0.015182010280431627 0.007674429335807819 0 -0.0022025135333879776 0 -0.017024624995690681 0.0037857717597213577 0.0055893776222429754 -0.00023479587166754987 -0.00021280898711419942 0.0011936593591518919 0 -0.0039916458791741955 -0.0078029801855649663 0 0.0016736812617092177
leaf_weight=3433.3034572328038 4.017933954641193 4.8674040834885091 1.4345258586108673 20.537890089675784 15.705269846599549 6.3732801722362664 29.724017787026241 35.286768640042283 22.091251510428265 6.9022505159955498 23.981938224751502 59.749081507558003 6.9757507313042888 2.1323354821652165 32.254785037366673 8.3410640752408636 19.295463643968105 7.2628510745707882 2.5149971174541879 5574.2829217901153 4.6632708709221333 29.886248096823692 11.761442858260127 23.890183618525043 48.38762967241928 2.5178975649178055 321.00729215191677 18.535572200547904 42.719316635164432 272.49043262586929 370.80070472601801 1450.2539937712718 11546.662804126041 14.304261818062512 1.2204287389758974 4.770036437548697 7.4965303805656731 8.1303235194645822 4.1244972688145944
leaf_count=300009 882379 322 194 374 609 328 1912 2654 1316 258 1527 2363 280 113 1047 613 805 389 206 616022 574 3951 1285 2749 5672 263 23608 2109 5787 20644 32280 75694 1114274 1663 88 483 632 344 195
internal_value=0 9.36277e-06 0.000916646 -0.00212585 0.000553527 0.00627182 0.00928835 0.0117089 0 0.0101015 -0.00138944 -0.00493452 0.00193067 -0.012183 -0.0126388 0.018701 0 0 -0.00247172 2.73392e-06 -0.000266246 0.00631066 0.0158549 -0.000517975 -0.000244528 -0.0119476 6.74358e-05 -0.00116696 -0.0117226 0.000138744 0.00012773 0.000889339 2.78167e-05 0 -0.00124375 -0.0028402 -0.00660469 0 0.000658414
internal_weight=0 23496.6 301.644 173.107 133.852 128.537 121.112 95.4431 51.8153 27.4401 106.412 83.731 22.681 39.2545 34.3871 43.6278 25.6687 23195 29.5292 23165.5 3568.71 60.6152 16.4247 3508.1 3481.69 26.4081 19596.8 654.753 61.2549 593.498 18942 1821.05 17120.9 44.1905 7.42499 5.99047 10.0115 19.5177 12.2548
internal_count=3106015 2223636 15286 6893 5411 8393 7628 6495 3228 632 4779 3890 889 1482 1160 3267 1133 2208350 1766 2206584 316166 7473 1859 308693 305681 3012 1890418 52148 7896 44252 1838270 107974 1730296 5614 765 571 838 928 539
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 2173736 519 108 268 2097952 642 2400 4769809 788 1 2425824 400 720 328974 673 16 275 163 1
is_linear=0
shrinkage=0.1


Tree=268
num_leaves=40
num_cat=18
split_feature=0 4 1 3 4 2 6 4 1 4 2 4 3 4 2 4 4 2 4 3 1 4 1 6 6 2 4 3 1 1 7 1 1 4 3 4 2 4 4
split_gain=0.0296949 0.0192592 1.09678 0.570149 0.550423 0.19748 0.132317 0.0892234 0.0740343 0.719932 0.216872 0.925031 0.618619 1.77818 0.416334 0.368542 0.123327 0.0619946 0.0389467 0.374241 0.505904 0.426135 0.415099 0.389782 0.383884 0.0750174 0.0571353 1.59171 3.53447 0.851271 0.069109 0.751747 0.0914187 0.00988731 0.0735253 0.184907 0.00502817 0.00803582 0.00678545
threshold=0 46.500000000000007 1 2 101.50000000000001 3.5000000000000004 3 130.50000000000003 4 10.500000000000002 4.5000000000000009 3.5000000000000004 5 4.5000000000000009 6.5000000000000009 4.5000000000000009 7.5000000000000009 6.5000000000000009 9.5000000000000018 6 7 13.500000000000002 8 9 10 3.5000000000000004 6.5000000000000009 11 12 13 14 15 16 123.50000000000001 17 144.50000000000003 8.5000000000000018 51.500000000000007 149.50000000000003
decision_type=1 2 9 1 2 2 1 2 9 2 2 2 1 2 2 2 2 2 2 1 9 2 9 1 1 2 2 1 9 9 1 9 9 2 1 2 2 2 2
left_child=1 8 4 36 5 6 -3 -5 9 10 12 14 15 -14 -12 -1 -13 -11 26 22 23 -22 24 -21 -20 -24 30 28 -28 -29 32 -32 -10 -6 -35 -36 37 -4 -39
right_child=-2 2 3 7 33 -7 -8 -9 18 17 11 16 13 -15 -16 -17 -18 -19 19 20 21 -23 25 -25 -26 -27 27 29 -30 -31 31 -33 -34 34 35 -37 -38 38 -40
leaf_value=0.0062877201560997981 -0.0029550889048561343 0.0043747694002305697 0 -0.016030517611925053 -0.0015681345936073355 0.019202821321955582 -0.0027499349585687338 0 -0.00034321996226410176 -0.012766044514586256 0.014702324374492022 -0.0074760278067459345 -0.0071791124515623765 0.010196011105293655 0 -0.00098599460922674568 0 0 0 0.0073138537251113056 0 -0.011338829882516818 -0.00063718610928762971 -0.00025359355283350471 0.012580656097713758 0.0023184718147927093 0.012251796758649937 0.00026390178629892694 -0.012145117485337364 -0.0090630748209305067 0.002835661858901075 -0.0013755869666457667 0.00010908327605009207 0 0.0089691390262885834 0 0 0.002452516427577755 0
leaf_weight=114.63915328279836 4.004871920853474 10.571152860764416 0.24573268112726587 17.09996260446497 10.188894906314092 14.722815226530654 6.9852853547781697 2.838977826293557 6348.3484899273626 22.579563135106586 36.154603362607304 8.8505340421106649 278.7069065971591 33.366089661431033 14.596096097957341 11.35221135127358 2.0369641464203587 0.78864224255084892 3.8387840520590544 38.882886030711234 52.787333336193115 45.659268348710611 103.31643203226849 105.214910346549 42.231403552228585 99.489621607353911 151.94226690428331 72.172676633344963 39.959585694829002 207.4076933467295 801.41281127836555 722.73903314268682 14060.705949832338 9.3534541779663396 4.6701577899511895 1.2533005573786793 0.35235495818778861 3.1521636343095456 0.150105939246714
leaf_count=17908 882177 699 31 1070 412 494 329 182 558745 3166 5544 1472 43617 6234 2024 2066 307 76 175 2257 2123 2111 5053 5296 1962 3294 7961 4837 3258 9291 55294 71477 1404142 371 143 103 29 318 24
internal_value=0 0 0.00131352 -0.00693458 0.00909782 0.0152673 0 -0.0124836 -1.74177e-06 -0.00114361 0 0.00446185 -0.000857751 -0.00360766 0.011204 0.00342595 -0.00479001 -0.0122044 1.32145e-05 0.000868689 -0.001054 -0.00605226 0.00363739 0.00130427 0.009707 0 0 -0.00106116 0.00465938 -0.00598495 1.7406e-05 0.000667083 -1.73422e-05 0 3.21171e-05 0.00400143 0.000126555 0.00123529 0.00198751
internal_weight=0 23500.8 81.5844 23.8393 57.7451 32.2793 17.5564 19.9389 23419.2 523.071 499.703 61.6382 438.064 312.073 50.7507 125.991 10.8875 23.3682 22896.1 491.421 242.544 98.4466 248.876 144.098 46.0702 202.806 22404.7 471.482 191.902 279.58 21933.2 1524.15 20409.1 25.4658 15.2769 5.92346 3.90036 3.548 3.30227
internal_count=3106072 2223895 4205 1654 2551 1522 1028 1252 2219690 82414 79172 9347 69825 49851 7568 19974 1779 3242 2137276 22271 11787 4234 10484 7553 2137 8347 2115005 25347 11219 14128 2089658 126771 1962887 1029 617 246 402 373 342
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=1 8917556 384 1 8912900 782 602 2117064 275203 6 4 417 2289 4482819 1 6368313 4197427 184
is_linear=0
shrinkage=0.1


Tree=269
num_leaves=40
num_cat=17
split_feature=2 1 3 1 3 4 1 3 4 4 4 4 4 4 1 4 3 3 4 4 3 2 2 3 4 2 2 3 2 2 2 3 1 2 4 1 1 1 4
split_gain=0.0278292 1.68939 1.21732 0.705297 0.578155 0.368775 0.329848 0.281374 0.23394 0.16677 0.147866 0.121783 0.199815 0.155513 0.105532 0.574011 2.35588 0.928497 0.597393 0.372524 0.945186 1.14513 0.604714 0.522917 0.352248 0.336042 0.377778 0.232404 0.215508 0.188028 0.145432 0.119086 0.384943 0.644844 1.04688 1.54071 1.12746 0.606872 0.787648
threshold=1.5000000000000002 0 1 2 3 6.5000000000000009 4 5 88.500000000000014 25.500000000000004 54.500000000000007 2.5000000000000004 1.0000000180025095e-35 5.5000000000000009 6 1.5000000000000002 7 8 2.5000000000000004 1.0000000180025095e-35 9 3.5000000000000004 4.5000000000000009 10 46.500000000000007 2.5000000000000004 7.5000000000000009 11 2.5000000000000004 9.5000000000000018 20.500000000000004 12 13 2.5000000000000004 1.5000000000000002 14 15 16 3.5000000000000004
decision_type=2 9 1 9 1 2 9 1 2 2 2 2 2 2 9 2 1 1 2 2 1 2 2 1 2 2 2 1 2 2 2 1 9 2 2 9 9 9 2
left_child=1 4 6 5 -1 -4 -3 10 -6 11 -7 12 -5 -13 15 17 -17 30 25 23 21 -21 -22 -19 29 27 -27 -18 -25 -20 -2 32 33 37 35 -35 -36 -16 -39
right_child=14 2 3 9 8 7 -8 -9 -10 -11 -12 13 -14 -15 31 16 18 19 24 20 22 -23 -24 28 -26 26 -28 -29 -30 -31 -32 -33 -34 34 36 -37 -38 38 -40
leaf_value=0 -0.0053449556742194183 -0.0073563528889626631 -0.0035936534523750411 0.0061864731070208701 -0.019454550576443023 0.013059036847869002 0 0 0 0 0 0.018856338718144388 0 0 0.0020906317046504395 0.014211418017745154 0.00039209078757099626 0 -0.010030605368581823 0.013400808853264662 -0.011384759501741032 -0.0028196750562930802 0 0 0 0.01039876230053486 0 -0.0066701398135860851 0.008922794987603835 0 0 -0.00025997025669625067 0.0010898618224306513 -0.0045420839821188295 0.00091852389942095143 0.0017793000699569805 -0.0065683663840413135 -0.0049489635832005233 0.005439555132402716
leaf_weight=12.26098352177064 277.60407670376344 89.915395081999804 93.063886260566505 52.636768765230045 48.056492059514767 13.946676627389021 66.397398343789064 2.9581278745040462 0.4248090738137752 3.6053572067830819 0.55855143797407514 28.67286326517069 61.546279419865641 14.803587890334255 1373.0742141951805 105.92913635830428 10.722561026731908 115.58191544014471 86.908306369446791 48.168080730253678 72.194544871423204 30.434934290511137 25.758209299673126 88.569367063550999 0.87109077607101326 39.440873877358626 3.962199574017176 12.438752767354346 142.52034202145387 2.1033796331316799 0.58698233511222397 14615.712815593575 3082.2457478584311 501.73047249304364 197.21303943129851 1296.3880848641477 575.23392828542387 278.44057283373832 44.973226339558551
leaf_count=31137 34345 103567 84410 113439 112303 7343 133898 3812 217 1597 397 19978 59148 13714 92140 16922 1727 18817 17834 8470 14203 4928 5045 15980 151 8074 688 2601 28415 351 82 1515016 303209 31648 31240 176128 36164 52442 4301
internal_value=0 -0.000803366 0.00122511 0.00547589 -0.012808 0 -0.0042476 0.00664923 -0.0165137 0.00911233 0.00949334 0.010129 0.00284199 0.0162099 -2.49649e-05 0.000907723 0.0047683 -0.000110894 -0.00193294 0.00197286 -0.000399985 0.00486588 -0.00695693 0.00396576 -0.00728352 0.00200331 0.00712959 -0.000562175 0.0064142 -0.00911239 -0.00472473 -8.53261e-05 0.000220921 -0.000341386 -0.0013866 0 -0.00439057 0.00106319 -0.00225264
internal_weight=0 488.847 428.105 271.792 60.7423 110.527 156.313 17.4634 48.4813 161.265 14.5052 157.659 114.183 43.4765 23028.8 1063.79 262.376 801.418 156.447 523.227 176.556 78.603 97.9528 346.672 89.8828 66.5644 43.4031 23.1613 231.09 89.0117 278.191 21965 7349.3 4267.05 2570.57 1798.12 772.447 1696.49 323.414
internal_count=3105881 684960 541303 303838 143657 95962 237465 11552 112520 207876 7740 206279 172587 33692 2420921 178633 48348 130285 31426 95858 32646 13398 19248 63212 18336 13090 8762 4328 44395 18185 34427 2242288 727272 424063 275180 207776 67404 148883 56743
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=4798082 325 1050692 577 10486056 176 12685314 58 26 69 68 132 268 2637932 12 16392 2097228
is_linear=0
shrinkage=0.1


Tree=270
num_leaves=40
num_cat=18
split_feature=0 4 1 3 4 4 6 1 3 6 6 4 4 4 2 4 4 2 2 4 3 6 1 4 1 6 2 4 1 2 4 1 6 6 2 2 4 4 3
split_gain=0.0287967 0.0238563 1.05495 0.679903 0.555251 0.10098 0.0950147 0.0427424 0.558787 0.525479 0.436361 0.475807 0.552611 0.459141 0.420272 0.303641 0.185569 0.131648 0.128512 0.0580949 0.0397817 0.8627 0.707284 0.650672 0.41473 0.725146 0.387002 0.255425 0.653959 0.83366 0.28556 1.22027 0.272989 0.195854 0.109143 0.0146944 0.0148233 0.0148403 0.00833511
threshold=0 46.500000000000007 1 2 96.500000000000014 130.50000000000003 3 4 5 6 7 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 19.500000000000004 39.500000000000007 6.5000000000000009 2.5000000000000004 31.500000000000004 9.5000000000000018 8 9 10 7.5000000000000009 11 12 2.5000000000000004 18.500000000000004 13 4.5000000000000009 6.5000000000000009 14 15 16 2.5000000000000004 8.5000000000000018 51.500000000000007 149.50000000000003 17
decision_type=1 2 9 1 2 2 1 9 1 1 1 2 2 2 2 2 2 2 2 2 1 1 9 2 9 1 2 2 9 2 2 9 1 1 2 2 2 2 1
left_child=1 7 4 35 6 -5 -3 8 10 17 13 -12 -13 14 -1 18 -15 -10 -11 -19 21 22 34 -24 26 -26 -23 30 29 -29 32 -32 -22 -30 -9 36 -4 -38 -6
right_child=-2 2 3 5 38 -7 -8 20 9 15 11 12 -14 16 -16 -17 -18 19 -20 -21 27 24 23 -25 25 -27 -28 28 33 -31 31 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.014161962360300049 -0.0028974218946854857 0 0 -0.016859624509855196 -0.0010867262785616654 0 0.015153545923926268 0.0053799582530220892 0 -0.012056556416564074 -0.010163598220303808 0.009059549890684129 -0.0045174612257152429 -0.0025781902531051403 0 0 0.0057278336565335895 0.0061683856335799456 0 0 0.0025828594360564516 -0.00046023191655262169 -0.012801149093131486 0 6.4515169178459532e-05 -0.0029236422411376283 0.0014893443588779517 0.013888764224755596 -0.0067028053462668546 0 -0.0088220690929002466 9.628566675183368e-05 7.567835856952771e-05 0 0 0 0.0040082188986758456 0 0.00045213942413157833
leaf_weight=36.517190214217408 3.9846772183482235 3.6999303402844816 0.24138697725720781 16.38625014084392 22.698097399901599 2.8270861213095477 26.830342126777399 8.6848131162114459 4.8889073846512501 84.560345319262751 21.167278749693651 25.889600326714572 16.010067886090837 58.111029999447055 1.5147353054489929 0.63643372943624754 8.7103924273396824 19.868109627219386 0.48012437275610764 0.49688784079626103 424.70158333540894 1368.0445873019053 116.2461815130664 2.3459801643621168 2483.8031048105922 1051.2853391821554 2515.0574229309277 63.056948113022372 13.908146835165098 27.216319885570556 148.39672534889542 516.15242179413326 14373.370161375031 7.4191244961693892 16.324326598085463 0.34155976469628502 2.6570201793219899 0.19595441874116648 5.5229867310263243
leaf_count=7938 882100 243 30 1009 937 180 1252 642 678 14782 4760 3738 2519 8858 161 48 1401 3579 63 72 39538 107161 11881 195 213566 107909 254156 2290 764 734 6988 23708 1400821 338 1300 26 271 26 212
internal_value=0 1.06399e-05 0.00147153 -0.00673601 0.00897137 -0.0130726 0.0154218 0 -0.00114582 -0.00614065 0.00125754 -0.00214965 0 0.00540564 0.0115896 -0.00950315 0 0 -0.0115578 0.00511261 1.94914e-05 -0.000151529 -0.00692384 -0.0101559 0 -0.000762975 0.000725712 0.000121916 0.00438616 0.00825427 6.34198e-05 -0.00188396 0.000174739 -0.00251484 0.000606484 0.00119872 0.00262491 0.0033842 0
internal_weight=0 23496.3 81.4006 22.6493 58.7514 19.2133 30.5303 23414.9 278.851 110.931 167.92 63.0669 41.8997 104.853 38.0319 85.6769 66.8214 25.2539 85.0405 20.365 23136 7561.79 143.601 118.592 7418.19 3535.09 3883.1 15574.2 111.601 90.2733 15462.6 664.549 14798.1 21.3273 25.0091 3.43592 3.09436 2.85297 28.2211
internal_count=3106874 2224774 4186 1542 2644 1189 1495 2220588 48597 19222 29375 11017 6257 18358 8099 14893 10259 4329 14845 3651 2171991 696810 14018 12076 682792 321475 361317 1475181 4126 3024 1471055 30696 1440359 1102 1942 353 327 297 1149
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=1 8917558 384 2 524293 410 2 9 387 8 2359952 4514122 1 2125152 10560648 8 1 240
is_linear=0
shrinkage=0.1


Tree=271
num_leaves=40
num_cat=21
split_feature=0 1 2 4 1 3 3 1 4 3 2 4 4 4 3 6 2 3 1 1 4 1 4 6 2 1 6 4 2 2 2 3 2 4 1 1 4 1 3
split_gain=0.0274208 0.0243499 0.260924 1.61527 1.48688 1.5426 1.46111 1.27104 2.83251 2.56996 1.0963 0.922418 0.803216 0.756987 0.987926 1.39799 1.8531 0.864487 1.33844 1.08061 1.32469 0.825483 0.738547 0.717071 0.554622 0.446815 0.528777 0.381752 0.299128 0.258938 0.258872 0.126119 0.293438 0.207447 0.154828 0.15323 0.137005 0.912687 1.38191
threshold=0 1 4.5000000000000009 1.5000000000000002 2 3 4 5 3.5000000000000004 6 6.5000000000000009 11.500000000000002 6.5000000000000009 1.0000000180025095e-35 7 8 3.5000000000000004 9 10 11 2.5000000000000004 12 3.5000000000000004 13 8.5000000000000018 14 15 6.5000000000000009 9.5000000000000018 13.500000000000002 11.500000000000002 16 5.5000000000000009 7.5000000000000009 17 18 6.5000000000000009 19 20
decision_type=1 9 2 2 9 1 1 9 2 1 2 2 2 2 1 1 2 1 9 9 2 9 2 1 2 9 1 2 2 2 2 1 2 2 9 9 2 9 1
left_child=-1 31 13 4 6 30 28 8 29 11 -7 -9 -11 14 15 16 -3 18 27 23 -21 -17 -20 -19 -10 -16 -27 -15 -4 -5 -6 32 33 35 -34 -2 -33 38 -38
right_child=1 2 3 7 5 10 -8 9 24 12 -12 -13 -14 17 25 21 -18 19 22 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 -32 36 34 -35 -36 -37 37 -39 -40
leaf_value=-0.002861934690733702 0 0.016604123575014413 0.023982364859473047 -0.019287558931818143 -0.00169285308166454 0.0078489899178947452 0 -0.0093016607936979526 0.0057673903664591537 0.0061404543261546415 0 0.0038891282629258117 -0.0014705806882082217 0.013985646355885265 -0.0030971435939358416 -0.0057811494943192229 -0.0024778016948981095 -0.0057991852349652149 -0.010131141225382148 0.0049264402674832133 -0.00035587668669365737 0.0016565094716422411 0 0.00017754278166830033 -0.0061925027795720067 -0.0019959809891559629 0.003405499463773365 0 0 0 0.0032848102344697084 0 0.0046430069859994955 0 -0.0023502748702688412 -0.01111636740174805 0.00091325312941943149 0.00010272925274416997 -0.015869479522628842
leaf_weight=3.9722617004613312 3.9344892750959843 97.586879666196182 54.310221352381632 99.624104819144122 761.01206337381154 476.10425902286079 29.314070468535647 266.75159137672745 90.118961843196303 422.27651802101173 242.90751683176495 12.012825823388992 105.13792325789109 15.464501249138268 1840.4462990059692 167.24324850639096 34.085030850954354 179.01104731264059 190.37070764717646 1174.2295425591292 613.69090652116574 448.55881221522577 60.753206616733223 1627.736427577096 13.432694665156303 483.42182652779957 236.13817482022569 1.4566811565309752 7.6929022984113535 1.4395179890561838 60.013593164971098 13127.694136655831 18.208258223719895 0.95182633330114086 13.124994863756003 25.102704388555146 39.230846035527065 403.63787939888425 59.629722917045001
leaf_count=881937 565 10678 7055 8682 57275 35961 3982 18572 6656 23807 23115 606 3595 1714 165539 17835 3205 18204 9847 97914 48966 36507 2152 153679 1090 53030 25280 144 1121 176 4269 1349342 2695 137 1461 4010 2643 20428 3721
internal_value=0 0 0.000110526 0.00097238 0.00297258 0.00180244 0.0136356 -0.0019602 -0.00826495 0 0.00512682 -0.0072056 0.0040155 -0.000167969 -0.00130562 0.00161386 0.00966773 0.000731644 -0.00415984 0.00121868 0.00295609 -0.00013541 -0.00710836 -0.000364961 0.000927101 -0.00228013 0 0.00857314 0.0200583 -0.0186592 -0.000863377 -9.46991e-05 -0.00365749 -0.00860138 0 -0.0105031 -4.60693e-05 -0.00162092 -0.00870452
internal_weight=0 23503.9 9812.34 2642.15 1631.35 1540.04 91.3172 1010.79 204.615 806.179 719.012 278.764 527.414 7170.19 3307.48 747.474 131.672 3862.71 268.045 3594.67 1787.92 615.802 251.124 1806.75 103.552 2560.01 719.56 16.9212 62.0031 101.064 821.026 13691.5 61.3223 29.989 31.3333 29.0372 13630.2 502.498 98.8606
internal_count=3107595 2225658 840656 195962 132778 120620 12158 63184 16604 46580 59076 19178 27402 644694 312074 68225 13883 332620 13857 318763 146880 54342 11999 171883 7746 243849 78310 1858 8176 8858 61544 1385002 8868 4712 4156 4575 1376134 26792 6364
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=2 6841161 8455172 114 370 7172 386 548 2 4 1026 8459298 1158 4 8652852 1 512 768 2097160 2621960 75
is_linear=0
shrinkage=0.1


Tree=272
num_leaves=40
num_cat=19
split_feature=1 3 1 2 4 4 5 1 4 4 2 1 3 1 3 4 6 4 3 1 4 4 4 1 4 2 4 1 3 1 2 3 4 2 4 2 3 6 2
split_gain=0.0291775 0.456856 0.562198 0.778243 0.847164 0.751229 0.662311 2.0264 0.501871 0.436899 0.418067 1.30306 1.3536 0.847548 1.2436 0.987517 0.767001 0.684641 0.568481 1.00425 1.34528 1.24957 0.962177 1.57893 0.746737 0.536216 0.837918 1.27479 0.7954 0.776983 1.2783 0.752994 0.414703 1.38168 0.869806 0.572623 0.407769 0.493331 1.13523
threshold=0 1 2 4.5000000000000009 1.5000000000000002 2.5000000000000004 3 4 6.5000000000000009 40.500000000000007 3.5000000000000004 5 6 7 8 1.5000000000000002 9 1.0000000180025095e-35 10 11 1.0000000180025095e-35 4.5000000000000009 3.5000000000000004 12 10.500000000000002 6.5000000000000009 1.0000000180025095e-35 13 14 15 12.500000000000002 16 1.0000000180025095e-35 3.5000000000000004 15.500000000000002 1.5000000000000002 17 18 3.5000000000000004
decision_type=9 1 9 2 2 2 1 9 2 2 2 9 1 9 1 2 1 2 1 9 2 2 2 9 2 2 2 9 1 9 2 1 2 2 2 2 1 1 2
left_child=36 2 5 32 -5 6 7 -2 -7 -6 11 12 16 14 15 -12 -3 -18 22 21 -21 -20 23 -13 -24 26 28 -28 -15 31 -31 -27 -4 35 -35 -34 37 -1 -39
right_child=1 10 3 4 9 8 -8 -9 -10 -11 13 18 -14 25 -16 -17 17 -19 19 20 -22 -23 24 -25 -26 29 27 -29 -30 30 -32 -33 33 34 -36 -37 -38 38 -40
leaf_value=0.0023881251502113816 -0.017262649036417228 0 -0.0074052260550831212 0.0052092419720300518 -0.0069985158378316984 0.012969859180147965 0.00042646322316910415 0.0073275242484432115 0 0.002076731295565082 0.003548713619582252 0 -0.00062454835742113766 0.0076205531010561101 0.011400414569929898 -0.012854422154889925 0.012753379093427733 0.00098085926321770105 0.0021542676468210113 -0.0153903653196449 0 -0.006579948676020621 0.010759069652625996 -0.010543079533382229 -0.0027434289882682216 -0.004097479416955211 0.0059910549271586892 -0.0012718534761571763 -0.0017217422932587273 -0.01579866206356904 0.0026092074428756013 0.002449463408403527 -0.0065098949050750466 -0.013652547385523142 0.0013148536473115745 0.003907281188140376 -0.00027654687019052778 0.0023766154149208506 -0.0077811725089663164
leaf_weight=1248.896012611687 40.767152797726112 92.778274074840283 321.48717115123804 186.71049309919363 111.81334192924533 45.598267445726606 711.54715942083021 10.264889753756959 12.453360103598923 2.2472552004146555 66.683919538613281 238.0522497333227 398.47569332406192 59.621261858471371 162.27631158474787 22.444237273374711 196.38179045909465 148.63814175503012 1056.7711263177578 69.112566601421577 127.40615387815956 154.79164251469933 43.100064639274024 276.06994200544386 18.595202475822589 235.66716070211487 691.6001721024063 258.4857235641748 716.30021326786868 59.247123814370298 12.683103189109714 443.62173296567403 20.040010162242879 88.840146435736187 2.4149396594316377 261.6499067865916 14540.251724159618 204.52989570156751 147.46785426063798
leaf_count=188550 35786 18843 80731 21697 8601 11215 33433 12045 4183 89 5624 28244 87732 7262 21508 4037 44278 26665 190357 30088 45895 15300 7903 57034 3859 19176 39532 26991 67999 6535 1271 31015 21937 8848 89 31192 1803291 38019 20421
internal_value=0 0.000145732 -0.00115953 -0.00276806 0.000614876 0.000480596 -0.000138403 -0.00895865 0.00935032 -0.00434202 0.000631796 -0.000126628 0.00298051 0.00151956 0.00677751 -0.000240357 0.00666724 0.00873293 -0.00161701 -0.000263475 -0.00637078 0.000659397 -0.00420762 -0.00596244 0.00385158 0.000761512 0.00179979 0.00377868 -0.0003015 -0.00120778 -0.00892177 0 -0.00465039 -0.0011566 -0.010555 0.00164844 -9.13161e-05 0.00137396 -0.00133552
internal_weight=0 7364.64 1815.83 995.203 300.771 820.631 762.579 51.032 58.0516 114.061 5548.8 2820.17 836.274 2728.63 251.404 89.1282 437.798 345.02 1983.9 1408.08 196.519 1211.56 575.817 514.122 61.6953 2477.23 1726.01 950.086 775.921 751.219 71.9302 679.289 694.432 372.945 91.2551 281.69 16141.1 1600.89 351.998
internal_count=3107275 1056994 269846 173184 30387 96662 81264 47831 15398 8690 787148 556198 177518 230950 31169 9661 89786 70943 378680 281640 75983 205657 97040 85278 11762 199781 141784 66523 75261 57997 7806 50191 142797 62066 8937 53129 2050281 246990 58440
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=551375 261 8422416 2 16 2429440 658 12582928 130 2 26 4195360 8388624 4128 8 2163232 144 257 5
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
count_proc=2330
anmdc_ra=2313
adm_past_year=2121
agegroup_rm=2003
pat_remoteness=723
flag_emergency=331
drg_type_m=233
indstat_flag=116

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