tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=10
objective=cross_entropy
feature_names=anmdc_ra cc_congestive_heart_failure agegroup_rm adm_past_year cc_acute_myocardial_function drg_type_m flag_emergency cc_renal_disease pat_remoteness indstat_flag count_proc
feature_infos=-1:6:5:8:14:1:4:11:3:21:9:23:2:10:13:18:7:19:12:20:15:16:22:0:24 -1:0:1 -1:7:6:3:5:2:8:4:0:1:9 [0:295] -1:0:1 -1:1:0 -1:1:0 -1:0:1 -1:0:1:2:3 -1:0:1 [0:48]
tree_sizes=4170 4246 4253 4130 4206 4239 4233 4304 4224 4260 4243 4225 4088 4216 4191 4225 4242 4232 4246 4241 4264 4264 4245 4283 4191 4332 4203 4261 4225 4224 4215 4212 4152 4190 4151 4189 4165 4171 4257 4087 4097 4208 4148 4173 4210 4177 4228 4192 4225 4030 4077 4228 4112 4103 4121 4173 4195 4062 4113 4154 4290 4284 4312 4313 4279 4258 4298 4248 4302 4192 4262 4174 4236 4112 4252 4083 4182 4156 4171 4241 4142 4174 4035 4256 4170 4342 4282 4061 4178 4295 4090 4037 4164 4176 4115 4181 4268 4000 4126 4164 4114 3942 4036 4153 4009 4046 4222 4152 4136 4153 4281 4300 4052 4073 4069 4078 4312 4206 4283 4216 4131 4124 4231 4303 4065 3962 4016 3932 4055 4037 3962 4076 4227 4268 4177 4259 4125 4122 3852 4197 4306 4085 4282 4275 4070 4125 4138 4234 4164 3959 4252 4236 4052 4205 4225 4267 4156 4165 4119 4356 4012 4309 4242 4170 4198 4257 4107 4271 4060 4152 4100 4214 4136

Tree=0
num_leaves=40
num_cat=25
split_feature=1 0 0 4 5 3 3 2 6 3 2 7 6 7 2 0 3 0 2 10 6 2 6 0 3 6 3 3 2 3 10 3 3 3 10 0 6 6 6
split_gain=120564 34162.8 29449.2 12719.7 5542.54 5044.95 4045.31 3497.06 1550.07 1420.82 1366.87 947.45 626.837 622.705 602.092 591.098 371.056 361.925 344.021 249.88 211.411 205.575 197.864 194.686 171.274 169.81 141.407 138.576 137.417 136.865 128.683 118.719 106.659 95.056 90.0137 77.784 62.5534 59.0437 53.3869
threshold=0 1 2 3 4 1.5000000000000002 1.5000000000000002 5 6 1.5000000000000002 7 8 9 10 11 12 1.5000000000000002 13 14 14.500000000000002 15 16 17 18 1.0000000180025095e-35 19 1.5000000000000002 3.5000000000000004 20 1.5000000000000002 11.500000000000002 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 5.5000000000000009 21 22 23 24
decision_type=1 9 9 1 1 2 2 1 1 2 1 1 1 1 1 9 2 9 1 2 1 1 1 9 2 1 2 2 1 2 2 2 2 2 2 9 1 1 1
left_child=1 3 6 5 34 10 20 11 14 17 12 15 24 18 -7 26 28 -4 23 36 30 31 -18 32 -1 -11 37 -16 -17 -13 -2 -12 -9 -25 -5 -15 -8 -3 -19
right_child=2 7 9 4 -6 8 19 13 -10 25 21 29 -14 35 27 16 22 38 -20 -21 -22 -23 -24 33 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-5.4352792045814464 -4.5020034545832273 -5.5739393252786851 -5.212436500095345 -4.3003857642521179 -5.1901697718863007 -5.5351054301437737 -3.6258770596078103 -5.6547624985033105 -5.4606611401228813 -4.9394119780242951 -5.5799616606361404 -5.5535144599993913 -5.5564187192526715 -5.5146708870501806 -5.2185530712168875 -5.6377799034517819 -5.5790947132628395 -5.4394585427319635 -5.7090951379014214 -5.6128960934831174 -5.313761428704197 -5.6404103101800374 -5.6434474341497314 -5.6945713229060511 -5.316698373275452 -5.3911494843934715 -5.5044546031554145 -4.9540092881458255 -5.6749318079547271 -5.4491630586305133 -5.5887440096662404 -5.4837637277885296 -5.5728393567849395 -5.6655834687159121 -5.6073116154750524 -5.6086461067658107 -5.0650841672702187 -5.6464168847308329 -5.5993759947380992
leaf_weight=733.3983587496914 300.40942486957647 519.16706432704814 242.76285123545676 119.20704049291089 228.48438891582191 64.485014851670712 200.29348577256314 445.41192089323886 226.17954068351537 303.28323720954359 514.72044674679637 360.68700450472534 341.14290620782413 86.464424488367513 307.39282509544864 1905.047663381556 1093.3134565351065 159.59262021118775 16838.195600247709 0.82626634743064542 31.854742078576237 389.84550902852789 799.50691449455917 4978.6606284929439 301.62708053947426 50.130449052667245 295.71275299997069 206.1679495847784 2451.9453860004432 246.8325753940735 3.0151473730802527 165.25689346133731 207.93282551108859 1872.5877174432389 1.250271446770056 341.5379195054993 29.259975829627365 112.28524784557521 34.195830062963068
leaf_count=202374 82895 143259 66988 32894 63048 17794 55269 122907 62412 83688 142032 99528 94135 23859 84822 525679 301689 44038 4646333 228 8790 107574 220616 1373812 83231 13833 81599 56890 676590 68111 832 45601 57377 516722 345 94244 8074 30984 9436
internal_value=-5.6129 -5.64795 -4.69747 -5.3573 -4.8057 -5.42267 -4.16369 -5.68036 -5.20931 -5.1425 -5.49698 -5.62175 -5.43256 -5.69872 -5.12381 -5.6321 -5.64321 -5.29656 -5.70086 -3.72919 -4.55357 -5.58467 -5.60649 -5.68182 -5.39307 -4.98034 -5.55919 -5.0909 -5.65924 -5.50494 -4.50876 -5.55254 -5.62742 -5.68685 -4.30814 -5.58158 -3.72365 -5.58822 -5.46725
internal_weight=0 36154.4 1355.62 3599.16 348.942 3250.22 565.659 32555.3 804.225 789.965 2445.99 7784.5 1376.17 24770.8 578.046 7176.98 6249.81 436.551 24342.8 230.38 335.279 1069.82 1892.82 7504.59 1035.03 353.414 927.165 513.561 4356.99 607.52 303.425 679.977 653.345 6851.25 120.457 428.002 229.553 631.452 193.788
internal_count=10350532 9976461 374071 993152 96287 896865 156088 8983309 221918 217983 674947 2148055 379740 6835254 159506 1980416 1724574 120462 6717151 63571 92517 295207 522305 2070818 285605 97521 255842 141712 1202269 167639 83727 187633 180284 1890534 33239 118103 63343 174243 53474
cat_boundaries=0 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 32 32 1 2 896 2 960 1 2 1 14 1040 265752 96 2 48 2 17842192 2 768 525840 2 2 2
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=26
split_feature=0 1 2 2 3 4 1 7 3 7 3 3 0 0 6 2 3 4 10 6 0 6 5 5 9 2 6 3 3 3 3 3 6 6 3 6 0 6 10
split_gain=40374.5 13851.1 3354.52 2016.25 1194.07 964.337 1026.56 722.14 659.331 592.627 579.834 572.81 485.739 481.088 365.352 364.858 323.953 319.079 226.821 188.247 186.213 159.926 157.427 150.793 134.378 128.41 107.82 97.3953 96.5499 89.7706 79.4538 66.4571 57.7323 57.2529 49.0189 48.001 42.1881 34.6889 30.4061
threshold=0 1 2 3 3.5000000000000004 4 5 6 1.5000000000000002 7 2.5000000000000004 1.0000000180025095e-35 8 9 10 11 1.5000000000000002 12 1.0000000180025095e-35 13 14 15 16 17 18 19 20 1.5000000000000002 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 21 22 1.0000000180025095e-35 23 24 25 7.5000000000000009
decision_type=9 1 1 1 2 1 1 1 2 1 2 2 9 9 1 1 2 1 2 1 9 1 1 1 1 1 1 2 2 2 2 2 1 1 2 1 9 1 2
left_child=3 2 7 4 5 6 11 13 23 15 17 19 22 27 -13 20 25 18 34 -1 29 -18 -3 -8 36 -15 -20 35 -22 -4 -9 -14 -32 -12 -5 -2 -11 -29 -6
right_child=1 12 9 10 38 -7 8 30 -10 24 33 14 31 16 -16 -17 21 -19 26 -21 28 -23 -24 -25 -26 -27 -28 37 -30 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.11789776531448436 0.03393689469000908 0.35966977614039508 -0.039532389556049541 -0.035674606259578127 0.34131373158300116 0.31280870407122863 0.34610475800042301 0.032895480632553382 0.17493836132405405 0.052012479804527889 0.24703699858336897 0.23187993610467028 0.081538314455493949 -0.023026816318132342 0.092342127980629601 -0.09574912555868953 0.029476801156718687 0.19989014242687206 0.13551313205983578 0.021595689584514192 -0.080078041783027631 -0.028470768800304191 0.15467605906698489 0.14877015419902015 0.12168407416765788 -0.059620412537456216 0.0066068604877851118 0.10462298558657353 -0.050150851850437911 0.035236587475699785 0.13221651890999836 0.19540460311878802 0.031157877698349525 0.037846843245048216 0.027517656041049693 -0.031738881235619854 -0.020000363119663189 0.013688445075665134 0.070587743061130914
leaf_weight=1132.1116131041199 539.63527892692946 607.89558483660221 427.27651871088892 395.19922728464007 1001.1489269230515 846.02400934393518 658.5827513395343 229.68545975908637 739.92915165377781 68.362605951726437 166.50544869038276 895.1721703261137 145.89883564598858 1858.55990596232 318.18443635618314 15304.058878703276 1130.617813722929 84.439502549590543 159.7322031261865 274.24229763098992 4590.8089568624273 775.62000392191112 116.19870456401259 117.05827283952385 86.234837007010356 2305.4678129008971 111.24065461941063 259.28572066873312 1777.1434445152991 216.36666749697179 340.16702510416508 368.33465401083231 103.09924313612282 30.835717762354761 141.9662747355178 108.60978163406253 283.70138682774268 70.023448812775314 24.866795586189255
leaf_count=271117 143259 101593 122907 108110 93993 95366 62595 59752 32484 17112 23835 179410 32250 525679 79002 4646333 301689 10964 33786 71879 1373812 220616 21421 13323 23036 676590 29418 64248 516722 57377 82895 62719 24992 7060 34177 30984 77955 17351 2721
internal_value=0 -0.051774 -0.0652164 0.211444 0.234434 0.211777 0.188931 -0.0081025 0.255886 -0.084506 0.0806514 0.147624 0.27211 -0.0177192 0.19864 -0.0868102 -0.0282444 0.0430132 0.0196956 0.100171 -0.0667014 0.00566804 0.330254 0.323345 0.0284135 -0.0438375 0.0895242 0.0460589 -0.0719349 -0.0133054 0.0885292 0.166859 0.11281 0.224977 -0.0178726 0.0215738 -0.00140798 0.0888792 0.337228
internal_weight=0 31713.1 30474.7 7097.24 6007.32 4981.3 4135.28 7720.77 1515.57 22754 1089.92 2619.71 1238.33 7047.82 1213.36 22315.7 6070.27 892.578 808.138 1406.35 7011.6 1906.24 724.094 775.641 438.299 4164.03 270.973 977.554 6367.95 643.643 672.952 514.233 443.266 197.341 537.166 648.245 352.064 329.309 1026.02
internal_count=10350532 9201292 8983309 1149240 901890 805176 709810 2148055 108402 6835254 247350 601408 217983 1980416 258412 6717151 1724574 216455 205491 342996 2070818 522305 123014 75918 118103 1202269 63204 255842 1890534 180284 167639 94969 107887 30895 142287 174243 95067 81599 96714
cat_boundaries=0 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=32 1 896 992 1 1 1 1 8391768 1040 2 96 1 2 17842192 2 2 2 1 768 2 2 2 2 525840 2
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=25
split_feature=0 1 2 2 3 7 7 4 1 3 0 2 3 1 3 3 2 0 5 2 2 9 3 2 3 3 0 3 5 10 0 0 3 6 3 4 6 3 10
split_gain=28035.6 9743.59 3205.32 910.996 604.09 564.509 559.834 472.235 595.903 453.575 394.33 385.178 280.307 258.624 237.096 190.328 179.391 177.085 163.521 128.772 118.071 101.231 97.3537 90.2754 75.6135 68.9774 62.9411 61.2611 48.6178 38.4482 35.7711 33.2896 32.6064 31.1599 28.526 28.1933 27.7141 24.5784 23.8198
threshold=0 1 2 3 4.5000000000000009 4 5 6 7 1.0000000180025095e-35 8 9 1.5000000000000002 10 2.5000000000000004 1.5000000000000002 11 12 13 14 15 16 1.5000000000000002 17 1.5000000000000002 1.5000000000000002 18 1.5000000000000002 19 6.5000000000000009 20 21 2.5000000000000004 22 1.0000000180025095e-35 23 24 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=9 1 1 1 2 1 1 1 1 2 9 1 2 1 2 2 1 9 1 1 1 1 2 1 2 2 9 2 1 2 9 9 2 1 2 1 1 2 2
left_child=3 2 6 13 7 11 10 8 9 16 23 17 20 25 26 37 -5 24 -11 -14 -12 30 -19 34 -4 35 33 31 -17 -16 -7 -8 -25 -3 -2 38 -29 -10 -1
right_child=1 14 5 4 -6 21 27 -9 15 18 12 -13 19 -15 29 28 -18 22 -20 -21 -22 -23 -24 32 -26 -27 -28 36 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.041546589236830959 0.033170708964288344 0.17931170885099046 -0.037250163384751497 0.021445857058538478 0.2377828720641639 0.047072966982678224 0.059474444282406072 0.20919033613625199 0.17526785961779867 0.1640940713571904 -0.021381457709587322 -0.095262829267996452 0.03242119748064333 0.18930654159889457 0.25402423966140925 0.14982748048458297 0.093031857500728066 -0.078386474900005068 0.082907232085597415 -0.01855734658237421 -0.057157042270123887 0.10234692759242155 -0.047615185518772501 -0.0033007712599234817 0.031114916046275767 0.060295261094886622 0.083417736001298134 0.12245812130781351 0.058801323737258229 0.050310945732248473 -0.018584986876712332 0 0.04876063020197359 0.051413394834601389 0.0929562432850215 0.053232420257205031 0.029811854238301357 0.2534434839579236 0.0087608052410773681
leaf_weight=269.49434090778232 202.94496401026845 684.45218259934336 410.82585667027161 564.16219656728208 1031.3429025197402 71.981580466032028 272.82005969807506 1272.7540259244852 645.47581404121593 1352.163830016274 1814.1267234308179 13915.071676269174 878.06010584556498 55.932288037147373 529.59097997937351 1016.3385903621092 1208.6473507401533 4239.7075958251953 449.80613761255518 1033.3882649920415 2168.045820024563 97.29856850579381 1690.7869310565293 429.4836863251403 224.06575767160393 119.3450905745849 305.20207428419963 249.50226789806038 130.72158688004129 30.368053916376084 278.12386829755269 135.37117426469922 130.94618405238725 56.937953402753919 272.58260946744122 19.451780543196946 73.744659565389156 442.6239272961393 111.20298951561563
leaf_count=78236 52934 89959 122907 142032 73791 17112 66449 106549 46184 219655 524979 4646333 236581 3196 59783 35133 259973 1373812 89167 283839 675081 23036 516722 111157 57377 25104 55171 51339 6326 3700 77955 33079 30144 9370 65701 2087 16772 32469 29338
internal_value=0 -0.049332 -0.0628829 0.154109 0.162826 -0.083101 -0.00738695 0.151141 0.137364 0.110022 -0.0163112 -0.0855728 -0.0263421 0.0281087 0.188055 0.178925 0.0717884 -0.0644078 0.145682 0.00491662 -0.0414113 0.0259478 -0.0698305 0.0394858 -0.0121732 0.0013309 0.150452 0.0739809 0.141472 0.246605 -0.000897179 0.0420175 0.0100448 0.170055 0.0701299 -0.0185365 0.106498 0.213284 -0.0265546
internal_weight=0 30195.4 28588.9 8689.46 8114.04 20927.9 7661.02 7082.69 5809.94 3574.78 6929.58 20480.5 5893.62 575.426 1606.55 2235.16 1772.81 6565.39 1801.97 1911.45 3982.17 447.404 5930.49 1035.96 634.892 519.494 1046.59 731.438 1147.06 559.959 350.105 408.191 560.43 741.39 475.528 400.149 323.247 1088.1 380.697
internal_count=10350532 9201292 8983309 1149240 1011279 6835254 2148055 937488 830939 710827 1980416 6717151 1720480 137961 217983 120112 402005 2070818 308822 520420 1200060 118103 1890534 259936 180284 134765 154500 167639 41459 63483 95067 99528 141301 99329 118635 109661 68111 78653 107574
cat_boundaries=0 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=32 1 896 15 1 1 1 1 66576 96 1 48 17842192 2 768 768 1 768 265816 2 525840 2363097 2 1 2
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=30
split_feature=0 1 2 2 1 0 8 6 0 7 3 3 2 3 1 6 2 10 2 3 7 5 5 7 3 7 6 3 5 6 3 2 0 2 2 7 3 4 1
split_gain=20908.2 4299.49 2849.66 2276.69 890.119 839.805 455.813 452.867 435.699 385.931 340.186 300.501 258.16 245.646 192.493 168.01 167.839 167.037 110.021 108.939 102.398 94.7227 89.8971 77.1077 61.5871 60.1837 55.3506 55.3393 53.8053 49.8557 46.8257 45.5002 45.3963 43.7482 38.1805 37.8818 35.2592 34.2319 34.1391
threshold=0 1 2 3 4 5 6 7 8 9 1.5000000000000002 1.5000000000000002 10 1.5000000000000002 11 12 13 1.0000000180025095e-35 14 1.5000000000000002 15 16 17 18 22.500000000000004 19 20 1.5000000000000002 21 22 1.0000000180025095e-35 23 24 25 26 27 1.0000000180025095e-35 28 29
decision_type=9 1 1 1 1 9 1 1 9 1 2 2 1 2 1 1 1 2 1 2 1 1 1 1 2 1 1 2 1 1 2 1 9 1 1 1 2 1 1
left_child=2 3 8 10 5 6 11 21 14 12 16 17 19 18 27 25 23 -4 -7 37 28 -8 36 32 -22 31 -15 -1 -6 -13 -9 -12 -2 -17 -20 -18 -3 -5 -10
right_child=1 22 4 9 20 13 7 30 38 -11 15 29 -14 26 -16 33 35 -19 34 -21 24 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.016808334075251268 0.007147101811947356 0.07869975647067029 0.036968113120348416 -0.077125853471445321 0.14510132265028261 0.046969860286817433 0.18423806558629141 0 -0.089475856440109691 0.0096134957120829062 0.042372290901059012 0.14209458226673927 -0.095205928948494264 0.091656142896773721 0.15588760585319034 0.0092590118807017313 -0.05396374603968751 0.090355445311884761 -0.0029260812357381275 -0.043956252529709271 0.18673888278185319 0.10099312303957281 0.044295470323796049 0.040853350411398481 0 0.079557991743402473 0 0.052739065028551836 0.09218972555169444 0.067578060229205539 0.070594633682675892 0.0030910972465481076 -0.027123778798732758 -0.035223483410420309 -0.049395460344600989 0 0.1445864563965594 0.03907294071378923 0.031417795733675723
leaf_weight=391.26377127529122 506.20267489319667 257.72520845476538 1160.4387046396732 3951.1022899926174 2638.4430462522432 305.46728198090568 1432.5672780461609 141.38647658657283 757.87614051252604 417.36517973709852 649.29982787556946 933.98386429436505 11781.454318352044 489.56324986368418 66.914001390803605 322.26931582903489 2130.1391511606053 1384.5931003198493 507.16715524648316 1659.2979483390227 1141.1861548521556 310.99916182644665 187.39322063699365 224.89703778224066 20.150787276681513 241.03387205302715 78.472130967769772 126.68278220389038 473.97639292199165 212.01901702210307 248.64980101399124 570.91490388917737 1331.4555164698977 548.28060854808427 254.86293276119977 145.05935921845958 835.66479201056063 5.2225188806187353 6.4718055361881843
leaf_count=109661 147088 38946 207171 1382673 129844 74438 183132 31946 277666 109650 161945 95504 4324728 110988 3196 88676 697689 221640 142023 528302 52223 39852 29483 52815 713 43936 19575 25104 31717 35309 43833 149478 393571 158086 83979 34175 87307 1828 642
internal_value=0 -0.0560434 0.0989875 -0.0654534 0.114812 0.0932316 0.110922 0.149136 -0.0377623 -0.0840741 -0.0153703 0.0873904 -0.0863999 0.0283506 0.0260702 0.0151967 -0.0318972 0.0668436 0 -0.0671765 0.151766 0.171518 0.120567 -0.0105975 0.183752 0.035714 0.0798309 0.00161067 0.138096 0.130639 0.0468113 0.0251122 -0.0176667 -0.0189518 -0.0205303 -0.0504222 0.13184 -0.0766043 -0.085846
internal_weight=0 25764.8 13083.1 24484 11733.9 7460.17 5824.64 2133.6 1349.21 17814.4 6669.55 3691.03 17397.1 1635.53 584.861 2331.8 4337.75 2545.03 1067.5 5615.62 4273.76 1743.57 1280.78 2062.56 1161.34 1461.25 568.035 517.947 3112.42 1146 390.036 1220.21 1837.66 870.55 762.03 2275.2 1093.39 3956.32 764.348
internal_count=10350532 8430376 1920156 8274640 1503887 1289390 858387 298763 416269 6347181 1927459 559624 6237531 431003 137961 602121 1325338 428811 300440 1912803 214497 222984 155736 593474 52936 355359 130563 134765 161561 130813 75779 311423 540659 246762 226002 731864 126253 1384501 278308
cat_boundaries=0 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=48 1 15 896 1 32 1 2 32 1 96 1 2 768 768 1 2 2 1 1 2 2 2 768 31002120 768 192 1 1 1
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=28
split_feature=0 2 2 1 1 1 4 3 7 3 2 0 2 0 2 0 6 6 7 3 8 10 6 3 3 3 2 7 3 0 3 9 4 5 3 7 3 2 2
split_gain=16347.6 3625.36 2017.87 1278.68 745.183 642.928 674.352 558.851 371.353 286.37 273.542 229.731 160.937 153.836 150.23 145.648 137.669 133.741 120.33 108.58 108.278 133.557 101.85 86.6718 86.1853 105.543 77.7465 72.6406 71.8222 62.42 56.4804 53.1702 50.4931 44.8972 44.0154 43.6253 40.2484 37.7232 34.7187
threshold=0 1 2 3 4 5 6 1.0000000180025095e-35 7 1.5000000000000002 8 9 10 11 12 13 14 15 16 2.5000000000000004 17 1.5000000000000002 18 2.5000000000000004 6.5000000000000009 1.5000000000000002 19 20 2.5000000000000004 21 2.5000000000000004 22 23 24 37.500000000000007 25 1.5000000000000002 26 27
decision_type=9 1 1 1 1 1 1 2 1 2 1 9 1 9 1 9 1 1 1 2 1 2 1 2 2 2 1 1 2 9 2 1 1 1 2 1 2 1 1
left_child=2 3 13 9 8 6 7 11 10 14 19 12 -4 36 29 22 24 30 -17 32 21 -8 -9 -22 25 35 -13 -5 -27 33 -11 -10 -3 -2 -26 -7 -1 -19 -32
right_child=1 4 5 27 -6 16 20 15 31 17 -12 26 -14 -15 -16 18 -18 37 -20 -21 23 -23 -24 -25 34 28 -28 -29 -30 -31 38 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.024593829527473198 0.030086005509450342 -0.073175024054948995 0.061892283454884178 0.075658402891237403 0.075419737307995893 0.11312100068740019 0.28140844840978185 0.10443349418954287 -0.0108247846151423 0.0066513841466069286 -0.094685198933348508 0.011159300589663003 0.0043436319123089035 -0.090328069973496988 -0.047879692179864312 0.031183682692035416 0.20944090339192531 0.0083764876783467904 0.13767261293186178 -0.034812074256061074 0.098792749488232925 0.095620263051874779 0.053406625051258955 0.1979678402671273 0.17178354233741935 0.06377362347454725 -0.049183413365069137 0.13925300287612591 0.10583795012832393 -0.020884511770310695 0.065341355844426616 0.064704071337137598 0.058546591585443265 -0.033109662548537686 0 0.16444173829071682 0.048139806287810658 -0.033041582690621844 0.021161802085788359
leaf_weight=203.62091567926109 487.51140400767326 4155.5052633120213 1447.2485873028636 789.72247717902064 279.50856827246025 1591.0774486600421 130.59565096208826 2484.2256990983151 325.25012743636034 608.84573331917636 10709.771393461619 393.08016683231108 760.94712911453098 605.84500343352556 2161.6369212660939 881.84910865966231 185.92623844277114 325.19908151822165 100.20457874890417 1084.7906095029321 1082.4628826053813 120.44977054581977 618.84480444714427 121.46456647361629 394.50281558604911 916.20702419150621 388.67019133502617 360.81603092234582 1425.2659145528451 1438.9259191968013 470.37130662845448 95.405949250329286 5.9403621556702992 112.9216058824677 15.386370922438799 457.96273810556158 82.700950367609039 529.30724869528785 430.58602588297799
leaf_count=57668 135424 1547797 259973 88351 29197 91885 5495 275732 89065 143706 4321873 98347 182733 242366 731091 216429 19794 88664 19119 360465 78334 10779 110052 7247 10956 28983 132315 37120 41477 425486 106193 20391 1997 32364 442 24531 13366 158051 105274
internal_value=0 -0.0536428 0.0805614 0.00301488 -0.0798513 0.0902124 0.0730169 0.0597264 -0.0827014 -0.0141098 -0.0851446 0.0263507 0.0426245 -0.0629267 -0.0297241 0.0837113 0.119136 0.0135339 0.0456536 -0.0648814 0.13493 0.205738 0.0946597 0.112698 0.114297 0.108332 -0.0194105 0.0988881 0.0905199 -0.00964186 0.0312741 0.00880665 -0.0724977 0.0164541 0.165761 0.126943 -6.19972e-05 -0.0174693 0.0468408
internal_weight=0 24372 14408.5 7715.84 16656.2 13516.4 8530.04 7075.07 16376.7 6565.31 15956 2989.95 2208.2 892.167 4201 4085.12 4986.33 2364.31 982.054 5246.24 1454.97 251.045 3103.07 1203.93 4800.4 4390.51 781.75 1150.54 2341.47 2039.36 1509.8 420.656 4161.45 600.433 409.889 2049.04 286.322 854.506 900.957
internal_count=10350532 8422509 1928023 2051724 6370785 1614623 1396555 1294700 6341588 1926253 6232132 673368 442706 313400 1324365 621332 218068 601888 235548 1910259 101855 16274 385784 85581 198274 186876 230662 125471 70460 593274 355173 109456 1549794 167788 11398 116416 71034 246715 211467
cat_boundaries=0 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=49 896 7 1 1 1 1 1 96 32 960 33 768 32 2 2 1 12 2 896 1 8990216 1 1 2 1 768 768
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=29
split_feature=0 2 2 1 1 7 3 2 0 1 7 2 8 7 2 0 5 2 3 7 3 3 3 0 10 9 5 9 3 5 4 5 3 5 7 5 0 3 3
split_gain=13039.6 3368.42 1500.79 957.998 668.292 434.596 405.369 377.376 336.526 271.963 264.409 185.08 180.807 176.398 171.925 147.632 122.637 113.151 108.761 98.3043 97.5693 77.9277 73.7759 64.4318 60.463 50.8131 43.2772 35.0085 34.996 32.4723 30.497 28.4567 28.353 26.5136 23.3424 21.5062 16.8494 13.7072 13.5936
threshold=0 1 2 3 4 5 2.5000000000000004 6 7 8 9 10 11 12 13 14 15 16 1.5000000000000002 17 1.5000000000000002 6.5000000000000009 1.5000000000000002 18 1.0000000180025095e-35 19 20 21 1.0000000180025095e-35 22 23 24 4.5000000000000009 25 26 27 28 23.500000000000004 2.5000000000000004
decision_type=9 1 1 1 1 1 2 1 9 1 1 1 1 1 1 9 1 1 2 1 2 2 2 9 2 1 1 1 2 1 1 1 2 1 1 1 9 2 2
left_child=2 3 15 10 7 6 8 13 12 17 11 20 16 18 -14 28 -4 -10 30 -9 29 -8 35 -22 -24 -20 34 -21 -1 -2 -3 37 -6 36 -5 -13 -12 -7 -15
right_child=1 4 5 26 32 31 21 19 9 -11 33 22 14 38 -16 -17 -18 -19 25 27 23 -23 24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.030738856707133125 -0.0069422647710861629 -0.07337659013714963 0.13050658959824926 0.070663152047032593 0.034398351235041869 0.12364499798855431 0.086272303924393126 -0.094211498792953444 0.010426992818529716 0.082711553802605961 0.013751424184749287 -0.036795078672255496 0.073868065550777059 -0.0033993158299501745 0.039951759897550343 -0.089437036520625235 0.038390512979939596 -0.053146832355655815 -0.043560043985556761 -0.038194851931376943 -0.0074434084249268041 0.12929549119074843 0.031270748180959158 0.042638809081086443 -0.026676141062280952 0.023634107810765415 0.022745317254787831 0.048260967166248357 0.033012629912082279 -0.037895907728033695 0.036325010698272805 0.076488656636670899 0.10883357837834734 0.001755683402064311 0.11478140241213074 -0.062143593570562206 0.062680617253540349 0.031856758068435256 0.036218074325286662
leaf_weight=152.5103104559239 1337.4296687594615 3397.7972057131119 680.69820960238576 741.95040767733008 217.49108692724258 1848.4448475691024 2328.2202572764363 9746.6162973425817 943.56731788744219 413.81359028816223 153.59628838929348 1066.4740447644144 3541.3131996965967 146.42934119794518 3098.1471572502051 553.76064184703864 234.65947555867024 350.56079708389007 1417.3860775756184 98.857610166305676 401.19735923688859 789.19204340991564 194.91534909140319 603.19348263228312 856.42638115817681 97.564338130410761 152.3144001448527 42.698907840996981 132.87815640214831 450.6901193021331 5.1978919981047502 413.87021622853354 83.402934633661062 141.34532990236767 369.55718259327114 856.59110271884128 414.78402280737646 50.204476839862764 135.50723547721282
leaf_count=45011 401538 1380783 61552 72703 22826 103847 172796 4321873 238330 35157 31616 385347 323810 38775 428236 242366 28870 125816 494277 27550 99624 57550 51161 144872 246311 33548 21070 8544 26023 138958 1651 35303 6371 31971 31698 311628 83227 3356 34587
internal_value=0 -0.0511409 0.0671875 0.00266102 -0.0781588 0.0746551 0.0668971 -0.0811853 0.0559831 0.0149931 -0.0129334 -0.0201007 0.0650089 -0.0581273 0.0584208 -0.0606692 0.108034 -0.00770425 -0.0626472 -0.0929157 -0.00136566 0.0983878 -0.0372723 0.0230483 -0.015086 -0.0386636 0.0812762 -0.00648869 0 -0.0154056 -0.0728057 0.11499 0.0639339 0.0433528 0.0882256 -0.0490208 0.0525892 0.121907 0.0163322
internal_weight=0 23129.4 15531.8 7740.47 15388.9 14692.7 12380.2 15088.1 9262.76 1707.94 6476.64 5766.92 7554.82 5199.88 6639.46 839.149 915.358 1294.13 4917.95 9888.17 2792.51 3117.41 2974.41 1004.39 1051.34 1514.95 1263.82 141.557 285.388 1788.12 3403 2312.52 300.894 709.726 1111.51 1923.07 568.38 1898.65 281.937
internal_count=10350532 8422509 1928023 2051724 6370785 1614623 1472117 6341588 1241771 399303 1926253 1779439 842468 1983621 752046 313400 90422 364146 1910259 4357967 784992 230346 994447 244496 297472 527825 125471 36094 71034 540496 1382434 142506 29197 146814 104401 696975 114843 107203 73362
cat_boundaries=0 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=49 896 7 1 1 1 96 32 1 1 768 12 1 896 33 2 960 1 18358534 1 2 1 2 1 2 2 1 2 5582978
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=30
split_feature=0 2 2 1 2 1 4 1 3 7 3 2 0 6 3 6 0 2 6 5 7 3 3 5 2 0 5 3 10 8 7 3 0 9 5 8 3 7 5
split_gain=10476.2 3126.7 1145.03 1024.15 402.715 380.462 288.531 416.62 307.904 215.235 203.11 190.562 140.854 129.381 120.502 99.9815 96.1527 80.9975 73.2546 65.8999 60.9533 60.5986 59.4607 55.9772 55.087 52.2003 47.1325 46.6768 45.0907 44.6739 41.3054 41.1373 40.3726 38.777 38.1827 32.8551 30.1822 28.8701 27.334
threshold=0 1 2 3 4 5 6 7 1.5000000000000002 8 1.5000000000000002 9 10 11 2.5000000000000004 12 13 14 15 16 17 8.5000000000000018 2.5000000000000004 18 19 20 21 4.5000000000000009 1.0000000180025095e-35 22 23 4.5000000000000009 24 25 26 27 2.5000000000000004 28 29
decision_type=9 1 1 1 1 1 1 1 2 1 2 1 9 1 2 1 9 1 1 1 1 2 2 1 1 9 1 2 2 1 1 2 9 1 1 1 2 1 1
left_child=2 3 12 4 14 9 7 8 11 17 19 15 36 27 20 -4 -13 22 21 30 32 38 -3 -20 26 -16 -10 -12 29 -8 -6 34 -2 -11 -5 -26 -1 -30 -9
right_child=1 5 6 31 10 -7 28 18 24 33 13 16 -14 -15 25 -17 -18 -19 23 -21 -22 -23 -24 -25 35 -27 -28 -29 37 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.017684702748560901 -0.02335806890847357 -0.080863310146999712 0.046281882304240227 0.061767448508250306 -0.042506167704110476 0.069226424817978624 0.061875532543566952 0.073874928465399642 0.083155751571500902 -0.022086577339167263 -0.0039508756479532947 0.0087617445468501764 -0.088222223329362789 -0.038962754393133819 0.061081590536585718 0.0010378748890250724 -0.051807389372381475 -0.096298338130170996 0.17461760874010324 -0.067331705554318749 0.034483520027404013 0.1245505719151135 -0.04569586537853991 0.048287105646711369 0.020508703625707937 0.0051062417499036445 0.037672117058501084 0.037962659357197885 0.074462291518630791 0.15201711299810686 0.0089827266764171149 0.10580932946700801 0.0034427025683635443 0.051470414080529429 0.0069689711860666248 0.064207073438097673 0.050307224843181154 0.11999258133424354 0.042643454222254844
leaf_weight=223.77573843998834 1131.9513207387645 3193.7151903503109 2872.773157506017 1138.1667837463319 1854.2619683488738 135.60714169265702 217.86120393173769 4450.7425642944872 1807.6725032732356 180.93457329669036 736.4705432257615 1160.7437638454139 511.16627632011659 953.14905737503432 439.79714567563497 605.31957802618854 294.53274310962297 7127.1970974537544 139.33186834398657 1662.2651525812689 315.33822225313634 272.24370410572737 783.95432006102055 92.676796718966216 518.76495687640272 299.35712195560336 375.79336035461165 372.69925241242163 1487.1793369501829 337.97036279505119 149.27092932374217 241.69759361213073 1036.2308697833214 78.001793946605176 166.02345980191603 336.42258462053724 57.898001406807452 288.63771656807512 504.93731555668637
leaf_count=61845 343289 1454078 471290 102866 746094 12155 8191 149647 192999 50840 206922 239729 244198 318686 94261 123881 114135 3471170 10260 674971 64976 6047 318663 8386 64557 71086 49145 104794 91808 10449 36337 16548 295146 15052 23093 39924 7875 11669 23470
internal_value=0 -0.048635 0.0565612 -0.00905644 -0.0221132 -0.0845797 0.0624988 0.0565955 0.0416674 -0.0866931 -0.0379279 0.0258886 -0.058464 -0.0124488 0.00609277 0.0384598 -0.00435415 -0.0887899 0.0779905 -0.052066 -0.00444035 0.0745676 -0.0742158 0.136606 0.0666835 0.0407455 0.0757377 0.0104983 0.0954926 0.125827 -0.0384466 0.0652768 -0.0106312 0.00207684 0.05533 0.0401352 0 0.0838993 0.0710287
internal_weight=0 21996.1 16556.4 10496.7 8950.79 11499.4 15763.6 13432 7972.02 11363.8 5728.12 4933.37 792.84 2062.32 3222.67 3478.09 1455.28 11104.9 5459.93 3665.8 2483.52 5227.92 3977.67 232.009 3038.65 739.154 2183.47 1109.17 2331.65 555.832 2003.53 1545.89 2168.18 258.936 1304.19 855.188 281.674 1775.82 4955.68
internal_count=10350532 8421027 1929505 3099069 2956562 5321958 1615587 1493470 1295660 5309803 2087804 949035 313918 630402 868758 595171 353864 5243911 197810 1457402 703411 179164 1772741 18646 346625 165347 242144 311716 122117 18640 782431 142507 638435 65892 125959 104481 69720 103477 173117
cat_boundaries=0 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=16777265 960 7 1 768 1 1 1 1 960 32 2 2 16777248 48 2 2 1 2 960 10755656 2 1 1 7348614 1 2 1 1 2
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=27
split_feature=0 2 2 1 1 2 7 7 3 0 3 1 0 6 8 0 2 2 2 3 4 5 3 5 3 0 3 5 9 0 3 3 3 3 0 4 7 10 10
split_gain=8514.31 2942.78 890.615 809.637 348.291 347.772 220.093 209.68 205.551 205.709 183.478 169.397 134.58 110.203 104.531 97.283 91.572 89.2899 75.1467 70.733 63.8557 62.0308 60.0808 59.3367 41.9074 37.1408 36.8008 36.5313 32.3007 27.4369 26.3398 22.1984 19.3642 18.5023 16.4121 13.9778 10.7011 10.0898 9.24063
threshold=0 1 2 3 4 5 6 7 2.5000000000000004 8 1.5000000000000002 9 10 11 12 13 14 15 16 1.0000000180025095e-35 17 18 2.5000000000000004 19 7.5000000000000009 20 4.5000000000000009 21 22 23 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 38.500000000000007 24 25 26 4.5000000000000009 1.0000000180025095e-35
decision_type=9 1 1 1 1 1 1 1 2 9 2 1 9 1 1 9 1 1 1 2 1 1 2 1 2 9 2 1 1 9 2 2 2 2 9 1 1 2 2
left_child=2 3 12 5 7 15 8 17 9 14 20 18 30 26 21 31 -16 22 -11 29 23 -4 35 -7 -10 -5 -12 -21 -9 -17 38 -2 -27 37 -15 -3 -33 -8 -1
right_child=1 4 6 25 -6 10 33 28 24 11 13 -13 -14 34 16 19 -18 -19 -20 27 -22 -23 -24 -25 -26 32 -28 -29 -30 -31 -32 36 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.041709329326689686 -0.024347502950684437 -0.079557284487646804 0.090875877847878483 0.027338188079159709 0.059939990168398488 -0.037489221771191808 0.084737794368560937 -0.020595865943874997 0.06129236957673783 0.0042545977023180151 -0.0035854777093876477 0.057991544256261733 -0.087191226812758871 -0.0074000353595404522 0.048424908372955197 0.026145564656620896 0.021299180655817915 -0.095888527562016421 -0.048666109348607545 0.042782086141454179 0.081044461221677286 0.028175506918176482 -0.04324470168583254 -0.06579340257418452 0.092640254812454845 0.034227402889468399 0.033202610683715286 -0.0003295988209403783 0.045924197291565522 -0.015730262479420203 0.028437364651781247 -0.0041913881425652407 0.07446554854019162 0.012380377747298731 -0.043678579891413626 0.013495247394091995 0.032978914754426505 0.055163954628326545 0.0032569057713648583
leaf_weight=96.422167833894491 857.21210628421977 2944.0460015868302 824.37004266213626 505.18167315702885 145.06274413829669 1920.2257331258152 2254.7437776706647 177.00999272894114 2919.3715368788689 1001.3147947934922 733.5885703957174 482.07761768531054 468.16950561921112 213.0817942195572 5573.6166024343111 171.92511333455332 1820.790101083694 6475.3169142059051 320.67804503557272 970.47932019433938 9.752665557432918 255.31185037619434 749.10637420183048 1552.6281559506897 738.34744198736735 266.67864780407399 387.00582432909869 226.94405758823268 82.076438126154244 543.98612814978696 137.00271962257102 406.65080293803476 871.82600103551522 62.935052957385778 703.85763598536141 2.5941579339560112 62.947234272956848 441.47868357598782 47.258776421193033
leaf_count=31870 267552 1453101 61552 52576 12155 779803 114987 50840 184908 238770 206922 35161 244198 72139 483876 45693 268170 3471170 126223 222703 3310 28870 318663 674289 45551 27607 104794 59544 15052 161230 25394 101885 62324 4185 246547 977 10151 23334 12456
internal_value=0 -0.0461426 0.0483052 -0.00826819 -0.0832039 -0.0204165 0.0531307 -0.0854691 0.0477936 0.0402522 -0.0355877 0.00898759 -0.0561323 -0.0113931 0.0467522 0.00551996 0.0419364 -0.0877265 -0.00948409 0.0198494 -0.0495408 0.0767901 -0.0722371 -0.0506841 0.0684038 0.0554547 0.00939328 0.0345585 0.00201833 -0.00448492 0 -0.0149006 0.0658542 0.0793657 -0.0366058 -0.0792394 0.00187176 0.0806657 -0.0271841
internal_weight=0 20979.2 17443.9 10404 10575.2 8760.29 16695 10430.1 13935.9 10278.2 5520.14 1804.07 748.853 2037.53 8474.09 3240.14 7394.41 10171.1 1321.99 1913.33 3482.61 1079.68 3695.75 3472.85 3657.72 1643.69 1120.59 1197.42 259.086 715.911 280.684 1326.81 1138.5 2759.16 916.939 2946.64 469.598 2696.22 143.681
internal_count=10350532 8421027 1929505 3099069 5321958 2956562 1615587 5309803 1473081 1242622 2087804 400154 313918 630402 842468 868758 752046 5243911 364993 489170 1457402 90422 1772741 1454092 230459 142507 311716 282247 65892 206923 69720 379588 89931 142506 318686 1454078 112036 138321 44326
cat_boundaries=0 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=16777265 960 7 1 1 768 1 1 32 1 32 2 12 5243270 960 48 960 1 2 2 5255558 2 1 592896 5248516 1 1
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=30
split_feature=0 2 2 1 1 2 7 4 3 2 3 0 2 6 0 7 5 3 3 5 3 2 0 7 1 7 3 2 10 9 0 1 6 5 7 10 1 3 0
split_gain=6942.3 2756.42 703.27 644.641 320.295 298.202 203.726 190.019 249.561 167.562 163.924 127.95 97.6252 94.1353 88.0255 86.2367 70.593 63.4947 61.1049 60.8783 60.2136 55.2307 41.5738 37.3283 36.9722 32.8597 30.2164 28.3736 28.0434 26.9419 26.588 24.4628 23.8901 22.3273 16.526 15.589 19.21 15.3873 14.916
threshold=0 1 2 3 4 5 6 7 1.0000000180025095e-35 8 1.5000000000000002 9 10 11 12 13 14 1.0000000180025095e-35 6.5000000000000009 15 2.5000000000000004 16 17 18 19 20 3.5000000000000004 21 1.0000000180025095e-35 22 23 24 25 26 27 3.5000000000000004 28 1.0000000180025095e-35 29
decision_type=9 1 1 1 1 1 1 1 2 1 2 9 1 1 9 1 1 2 2 1 2 1 9 1 1 1 2 1 2 1 9 1 1 1 1 2 1 2 9
left_child=2 3 11 5 6 15 12 8 9 -4 19 31 20 26 21 17 18 30 27 23 -3 -11 -19 -7 -16 33 -12 -10 32 -8 -2 37 -9 38 -15 36 -18 -1 -5
right_child=1 4 7 25 -6 10 29 28 16 14 13 -13 -14 34 24 -17 35 22 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.032706242512611228 0.0090544111536897884 -0.077515704032735722 0.049864528846988908 0.0081166618259479479 0.05222931006763748 -0.037811689447064825 -0.019184744551255704 0.095571090892846017 0.058373512801857735 0.023981559835667944 -0.0064671117982434542 -0.086436579169666738 -0.095443445327356533 -0.038536754142658558 -0.032758208354071762 0.043819174942383916 0.0041192006159544176 0.026505665920300583 0.075844475336595038 -0.062738415085077576 -0.04082871211014525 -0.012744856152701503 -0.0041704898819391748 0.011469647880776401 0.022379443451895329 0.068041128755169142 0.025293694337632695 0.042804926597871183 0.061906459077901245 0.041085781589514314 -0.027507534804692365 0.060090973789549765 0 0 0.0050896145474227045 0.038144229037423927 0.042289987014047244 0.010949226165148722 0.046132904525159391
leaf_weight=135.79343555518426 222.43656068923883 2722.3790283094859 1476.3346825672779 177.25759860081598 153.76499187992886 1713.1222313977778 173.42649998120032 632.43910132651217 2991.1311877665576 2288.2746810377575 601.57703119912185 426.27628461038694 5885.2591839048546 809.16791082941927 559.14476551604457 456.98516623489559 513.47357789729722 791.24686966766603 1196.8324946132489 1456.2606368851848 717.54878814134281 462.20059528318234 898.71926784422249 145.30081180483103 123.78117388160899 577.42719651805237 529.37011056044139 4361.3316209660843 2012.1044342962559 85.889275019522756 888.68847451335751 26.207773508969694 21.785999031271785 144.60300205089152 76.295367525424808 741.0915274261497 162.71150940004736 121.72648091427982 832.33434183010831
leaf_count=44564 62599 1454078 148735 17352 12155 746094 50840 17898 165330 296286 171045 242884 3471170 298518 183664 83910 73744 190818 60934 674971 318663 102307 244170 36337 8966 41763 140671 376689 103477 15052 287261 1158 742 19074 20168 69384 7431 25312 64318
internal_value=0 -0.0436728 0.0414684 -0.00755134 -0.0817368 -0.0188292 -0.0841585 0.045457 0.0408669 0.0221042 -0.033304 -0.053849 -0.0865831 -0.0104738 0.00958064 0.00493845 0.0499857 -0.00167847 0.0534991 -0.0469836 -0.0701664 0.0176082 0.0103594 -0.0336788 -0.0215206 0.0475436 0.00841042 0.0495277 0.0703842 0.00193116 -0.0200414 0 0.0921621 0.0355718 -0.0344064 0.0279153 0.0151355 -0.0120381 0.0406955
internal_weight=0 20059.1 18252.6 10320.8 9738.27 8589.17 9584.5 17542.6 14876.3 4909.74 5331.09 710.004 9325.19 2016.41 3433.4 3258.08 9966.57 2801.09 8549.3 3314.68 3439.93 2750.48 1689.97 1858.42 682.926 1731.62 1130.95 7352.46 2666.33 259.316 1111.13 283.728 654.225 1154.19 885.463 1417.28 676.185 257.52 1009.59
internal_count=10350532 8421027 1929505 3099069 5321958 2956562 5309803 1615587 1493470 739958 2087804 313918 5243911 630402 591223 868758 753512 784848 602953 1457402 1772741 398593 434988 782431 192630 142507 311716 542019 122117 65892 349860 71034 18640 100744 318686 150559 81175 69876 81670
cat_boundaries=0 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=16777265 960 7 1 1 768 1 1 768 33 48 2 16777248 1 2 2 224 10819144 1 1 1 768 1 5844480 1 2 2 1 1 5251206
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=30
split_feature=0 2 2 1 0 6 1 3 1 6 4 0 3 2 2 0 1 3 2 3 4 3 1 9 2 10 7 5 5 7 2 4 10 6 8 5 10 3 2
split_gain=5757.31 2058.57 859.739 361.16 321.86 281.774 293.173 211.649 173.649 166.813 126.855 120.269 119.153 109.721 108.749 103.425 91.9195 78.2614 69.0819 54.4822 48.5092 49.3495 43.4434 40.2611 36.7708 36.2987 34.0866 30.2818 27.3107 27.2623 25.8804 24.8054 24.4978 29.654 22.6828 20.0188 19.1133 17.4983 17.3799
threshold=0 1 2 3 4 5 6 1.0000000180025095e-35 7 8 9 10 1.0000000180025095e-35 11 12 13 14 2.5000000000000004 15 5.5000000000000009 16 3.5000000000000004 17 18 19 3.5000000000000004 20 21 22 23 24 25 1.0000000180025095e-35 26 27 28 1.0000000180025095e-35 4.5000000000000009 29
decision_type=9 1 1 1 9 1 1 2 1 1 1 9 2 1 1 9 1 2 1 2 1 2 1 1 1 2 1 1 1 1 1 1 2 1 1 1 2 2 1
left_child=2 3 4 7 16 10 11 18 14 20 12 25 13 36 17 -15 32 -3 -2 27 21 -9 -6 -21 -13 -7 30 -14 34 -19 -11 -20 -1 -34 -8 -12 -4 38 -5
right_child=1 8 5 37 22 6 28 9 -10 26 35 24 19 15 -16 -17 -18 29 31 23 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.021636207503142726 -0.019564618601208103 -0.075681622590918124 0.025073859158602385 0.035985525213886455 -0.085003419534290234 0.0024915177000935651 0.12787054066967796 -0.0019579207235986902 0.031933083977487453 -0.011540118731231272 0.07022049351189423 0.0042231331045031444 0.041725143306924228 0.023426427272542183 -0.094689923657400518 -0.016971658520220877 0.085572586019281541 -0.039248414116055348 -0.054523579708170247 0.051884740168632537 0.11009444213140734 0.02841218623914691 0.030513842679974541 0.099745286861132862 -0.04307164391294073 0.041399800351061264 0.020906849259273018 0.018865586000476775 0.036000797269899507 0.025007456033907274 -0.045010623041409015 0.038602927183241889 0.046818683898619526 -0.019826042499674967 0.023137388848866788 0.047064611245410698 0.052635751107159914 0.06035771639069052 0.0079939299159092914
leaf_weight=359.42125433590263 1068.3815451487899 2297.0282142314827 502.02767191478051 744.64296494796872 826.8990323432954 1032.4964823746122 151.0026687392965 1888.507112427149 111.27018486754969 393.64576083724387 1594.7644563426729 191.39806521171704 7456.1986350853695 2258.2757811648771 5065.3047374178423 835.24250983481761 103.4860451342538 611.3643635623157 1904.7126083292533 1579.1285608024336 16.610087955370545 706.51530181174167 15.770312215667216 248.94520214316435 774.59715075523127 292.14518663054332 84.668080645147711 760.70194084639661 138.52780980058014 47.421792751876637 1026.6242897817865 5.3408829348627469 122.66854813497048 87.973056994145736 71.007031853310764 1059.9418629445136 1130.2118949301075 219.9423525929451 411.53602031618357
leaf_count=93040 337944 1314056 58099 65287 492303 151989 8872 569738 8943 113131 46940 46342 587768 287160 3275176 266581 3329 283274 893012 86586 4093 167733 1100 16269 303315 41074 20888 70453 11638 11324 436403 1794 23428 20920 4149 65373 110770 12549 37689
internal_value=0 -0.0471566 0.0310766 -0.0124886 -0.0406992 0.0365822 0.00601763 -0.0216313 -0.082994 -0.00675622 0.0412179 -0.00742246 0.0373959 0.0239067 -0.0848417 0.0123459 0.0105192 -0.0665427 -0.0418185 0.0436222 0.00844222 0.00642651 -0.0805995 0.060069 -0.0336073 0.0119328 -0.0329762 0.0397216 0.0861868 -0.0332998 -0.0367613 -0.0532412 -0.00602736 0.0187366 0.108298 0.061716 0.0446758 0.0338031 0.0270999
internal_weight=0 16603.5 21592.8 8471.13 1516.22 20076.6 2651.17 7095.01 8132.39 4116.57 17425.4 2290.64 14770.7 4725.76 8021.12 3093.52 673.549 2955.81 2978.44 10045 2611.63 2595.02 842.669 1828.07 965.995 1324.64 1504.94 8216.9 360.538 658.786 1420.27 1910.05 570.063 210.642 222.01 2654.71 1632.24 1376.12 1156.18
internal_count=10350532 7553034 2797498 2660261 634120 2163378 567379 2544736 4892773 1311986 1595999 542720 1483686 722610 4883830 553741 140717 1608654 1232750 761076 741564 737471 493403 102855 349657 193063 570422 658221 24659 294598 549534 894806 137388 44348 13021 112313 168869 115525 102976
cat_boundaries=0 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=16780337 960 15 1 16777249 2 1 1 2 1 16777248 768 48 16777248 1 768 1 1 1 768 1 2 2 1 768 1 2 9 2 768
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=26
split_feature=0 2 2 1 1 0 3 2 1 0 6 8 10 2 9 6 6 2 3 2 7 3 4 3 6 0 3 3 2 6 7 3 3 4 10 3 3 3 7
split_gain=4785.63 1941.47 683.056 296.348 237.445 369.383 187.505 176.441 163.602 138.367 137.779 118.724 132.346 116.71 107.729 88.2337 85.0351 81.1073 77.3541 59.8481 56.7508 52.1795 44.8859 39.0393 33.1311 52.1006 84.3733 53.8373 29.5715 28.7511 24.7144 24.0053 23.8565 23.6518 23.5858 21.0712 20.4717 20.3524 19.164
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 8 9 10 1.0000000180025095e-35 11 12 13 14 15 2.5000000000000004 16 17 1.0000000180025095e-35 18 3.5000000000000004 19 20 1.5000000000000002 2.5000000000000004 21 22 23 4.5000000000000009 1.0000000180025095e-35 24 6.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 25
decision_type=9 1 1 1 1 9 2 1 1 9 1 1 2 1 1 1 1 1 2 1 1 2 1 2 1 9 2 2 1 1 1 2 2 1 2 2 2 2 1
left_child=2 3 9 6 5 11 19 20 13 37 22 12 17 18 21 -14 34 -4 -3 -2 29 -9 23 -8 25 26 35 -28 -12 -7 -20 -16 -26 -21 -13 -6 -18 -1 -30
right_child=1 8 4 -5 24 7 10 14 -10 -11 28 16 15 -15 31 -17 36 -19 30 33 -22 -23 -24 -25 32 -27 27 -29 38 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.01529886643990308 -0.018680865322981976 -0.07378413121115894 0.019643702959884601 0.029749215227450228 0.041714272922999417 0.013998432023542229 -0.0019086806479721278 -0.05720323349178276 0.028667458094126175 -0.086140004518691207 -0.0057847247725350175 0.055165337218227341 0.046537960274799423 -0.094140208090086996 0.0034896129798048245 0.0070794817532710223 -0.015622656885397299 -0.017102707021716606 -0.036830436523919131 -0.051875266011968429 0.04900308676632608 -0.018738027928102748 0.10381401588347038 0.024820481889071971 0.013708806705380451 0.060159616776186621 0.008248233245652976 0.035448678957887628 -0.042853531004441385 -0.015879107855583392 0.024048719074907528 0.073078011303157928 0.086642530968749687 0.038339615650440237 0 0.064231489339598477 0.022944562639162711 0.039258858639649279 0.0094917426251515842
leaf_weight=216.56316066230647 1056.4663366461173 2130.7893989903387 1623.97899850877 1419.0163126932457 1505.1857210011221 1470.3038318401668 1887.56396869733 644.24378505151253 114.77411864511669 566.68622662383132 415.85596959851682 3064.4180264682509 2430.444292048458 4609.6179141725879 116.42382818565238 776.43094212282449 178.40532019292004 896.72757098753937 586.97923878731672 1799.1628247168846 386.2971654497087 907.36294138652738 18.038263601949438 727.55606888234615 78.010873583611101 1531.3498287210241 1116.8166498020291 2396.342498856131 979.24815665057395 374.9956918368116 48.012856592657045 77.181641242466867 313.57888985145837 5.4074518459383389 77.497633712831885 1045.1408367995173 358.32363993953913 64.607694864273071 54.747429565060884
leaf_count=17233 65240 166691 151961 115525 51104 264021 208855 42434 8943 48524 42202 227652 201646 411026 13671 112142 32271 118596 35659 117678 57061 98979 2746 122447 5669 84829 20032 35026 54940 38161 4991 10936 19353 365 6437 32127 45336 7875 8063
internal_value=0 -0.0446545 0.0271864 -0.0113719 0.0307207 0.0224606 -0.0199262 -0.00304194 -0.0815181 -0.058926 -0.00599379 0.033218 0.0237845 -0.0834925 -0.0266017 0.0372313 0.0474111 0.00641631 -0.0642529 -0.039437 0.0153948 -0.035681 0.00755867 0.00561142 0.0444273 0.0425319 0.037596 0.0270295 -0.0304642 0.00760995 -0.0308989 0.0386555 0.074834 -0.0505434 0.0538006 0.0516977 0.00944732 0 -0.0392417
internal_weight=0 15853.2 22217.3 8363.06 21369.5 13383 6944.05 3976.81 7490.17 847.857 4083.01 9406.23 5727.58 7375.4 1745.21 3206.88 3678.64 2520.71 2765.78 2861.04 2231.6 1551.61 2633.16 2615.12 7986.43 7594.84 6063.49 3513.16 1449.85 1845.3 634.992 193.605 391.59 1804.57 3141.92 2550.33 536.729 281.171 1034
internal_count=3108447 1365371 1743076 738061 1669444 1421304 622536 525263 627310 73632 439253 896041 584345 618367 166020 313788 311696 270557 207341 183283 359243 141413 334048 331302 248140 223118 138289 55058 105205 302182 40650 24607 25022 118043 234089 83231 77607 25108 63003
cat_boundaries=0 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=16780337 960 7 1 1 16777248 896 1 32 2 1 48 1 2 2 960 768 1 1 2 32 768 2 1 1 1
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=28
split_feature=0 2 2 2 6 1 2 0 6 0 7 8 10 3 3 3 2 10 0 9 0 8 1 2 10 3 10 1 3 5 0 5 10 4 7 7 1 7 3
split_gain=3990.17 1814.94 568.216 253.076 192.537 200.358 159.355 134.816 125.115 111.646 108.977 111.929 158.908 106.81 87.7629 82.2792 78.7839 75.4578 72.429 70.2977 64.5328 43.3553 38.8221 38.4564 32.3857 29.3451 26.8697 26.7787 26.7179 20.9974 20.6307 29.6201 20.5586 20.5364 20.1942 19.4673 18.685 18.5084 17.3091
threshold=0 1 2 3 4 5 6 7 8 9 10 11 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 12 2.5000000000000004 13 14 15 16 17 18 3.5000000000000004 4.5000000000000009 1.0000000180025095e-35 19 1.5000000000000002 20 21 22 4.5000000000000009 23 24 25 26 27 2.5000000000000004
decision_type=9 1 1 1 1 1 1 9 1 9 1 1 2 2 2 2 1 2 9 1 9 1 1 1 2 2 2 1 2 1 9 1 2 1 1 1 1 1 2
left_child=2 3 7 15 10 9 13 38 14 24 11 12 16 37 34 36 -4 21 -14 27 29 -13 -8 -11 -6 33 -27 -15 -10 -17 31 -7 -12 -16 -5 -22 -2 -3 -1
right_child=1 6 4 8 5 30 22 -9 28 23 32 17 18 19 25 20 -18 -19 -20 -21 35 -23 -24 -25 -26 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.013902476071295286 -0.01686703891958358 -0.074203745152608622 -0.030244866180549321 -0.038058846373286347 0.00025353927718257404 0.10397736151901432 -0.093758568830803357 -0.085385148325123658 -0.056171875324855063 -0.01753434470270418 0.049890093365399818 0.083337639929846177 0.036192064703349396 -0.044513638937252881 -0.0084916499823480939 0.040037107179563547 0.0096948130917605697 0.017825635322198982 0.010428807696978782 0.036805078733344619 -0.0050689389319564515 0.040919176885795681 0.019344562672569635 -0.06130573974515089 0.035827098219246144 0.060443206817471964 0.0061113789630680834 0.018364321428745427 -0.027603831817021546 0.0011831855220623974 0.014288877090047955 0.027804234703779088 0.025472868499427329 0.060965679952564911 0.010385523994664645 0.027454739202513984 0.013015178469854217 0 0.03592906526306857
leaf_weight=213.76504578348249 1030.6858901511878 1773.0076899762498 543.2867482053116 1015.2851540463744 1076.7587668269407 176.33297162409872 4193.1154685990186 522.65603855298832 1135.1730421318207 656.99736996216234 3034.9925682083704 296.88078980101272 4569.7190274839522 729.69602155627217 1300.4100654865615 1119.748837311985 3143.1545597810764 1499.6799302167492 1554.2963348310441 113.55170310474932 864.30507230083458 3974.8645221424522 16.707344769965857 327.63047376251779 313.23764643166214 106.564569424605 345.20268578710966 51.175480553880334 672.96713096881285 178.60655800090171 120.15676139062271 123.41785854427144 565.24043117882684 13.405123008182271 71.114587448071688 200.49114098632708 225.54410130018368 30.509722885675728 67.588303529657423
leaf_count=14871 64982 151010 67674 69442 156130 8143 410659 48821 80845 67881 143520 18207 250436 48263 113350 128204 284715 99735 186404 9750 94979 280506 1273 26375 41961 13433 43753 3117 42403 27533 8314 8565 27132 1521 7793 24532 25053 2512 7908
internal_value=0 -0.0422286 0.0238681 -0.0104911 0.0269301 0.0022753 -0.079946 -0.0567827 -0.0258271 -0.00909973 0.0305111 0.026743 0.0199971 -0.0585828 -0.0124692 0.00923917 0.00347608 0.0378956 0.0298605 -0.0286045 0.0202137 0.0447864 -0.0928862 -0.0342166 0.00900549 0.00122314 0.0225159 -0.0394959 -0.0463265 0.0348035 0.0635866 0.0765844 0.0463814 -0.00621451 -0.0344251 0.0013531 -0.0110903 -0.0728946 0
internal_weight=0 15187.3 22780.7 8279.5 21976.6 2794.53 6907.76 804.009 4660.12 2374.62 19182.1 15581.9 9810.46 2697.94 2851.98 3619.38 3686.44 5771.43 6124.02 894.423 2363.15 4271.75 4209.82 984.628 1390 1765.58 451.767 780.872 1808.14 1298.36 419.908 299.751 3600.23 1313.82 1086.4 1064.8 1256.23 1803.52 281.353
internal_count=3111705 1364407 1747298 737823 1675698 317369 626584 71600 372540 292347 1358329 1187677 789229 214652 249292 365283 352389 398448 436840 61130 275248 298713 411932 94256 198091 172057 57186 51380 123248 155737 25022 16708 170652 114871 77235 119511 90035 153522 22779
cat_boundaries=0 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=16780337 960 7 768 2 1 48 33 2 32 1 1 24 1056 1 10818120 8 1 960 1 2 32 2 1 1 1 1 1
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=33
split_feature=2 0 0 2 0 1 3 7 1 5 7 2 6 1 7 3 0 1 4 3 8 7 9 5 4 7 3 4 9 0 9 3 7 3 1 0 1 6 4
split_gain=3438.99 1527.92 582.634 518.393 143.974 166.154 134.995 116.91 86.0574 84.7026 79.7616 74.9003 72.482 68.3435 65.8301 68.9824 54.1198 55.0071 52.6112 46.7587 43.3429 35.4779 35.4701 32.2913 29.5043 26.2981 20.9082 21.4307 20.4361 17.9195 17.6124 15.4565 13.5418 13.2271 12.488 11.1263 11.0802 10.7276 9.75683
threshold=0 1 2 3 4 5 1.5000000000000002 6 7 8 9 10 11 12 13 2.5000000000000004 14 15 16 1.0000000180025095e-35 17 18 19 20 21 22 1.0000000180025095e-35 23 24 25 26 4.5000000000000009 27 23.500000000000004 28 29 30 31 32
decision_type=1 9 9 1 9 1 2 1 1 1 1 1 1 1 1 2 9 1 1 2 1 1 1 1 1 1 2 1 1 9 1 2 1 2 1 9 1 1 1
left_child=2 4 13 7 14 10 24 9 21 18 11 28 22 26 15 16 20 -18 19 -3 -2 -4 32 -13 25 36 27 -1 -6 -14 38 -11 -8 -16 -31 -24 -5 -12 -17
right_child=1 3 8 6 5 -7 12 -9 -10 31 37 23 29 -15 33 30 17 -19 -20 -21 -22 -23 35 -25 -26 -27 -28 -29 -30 34 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.033129867076978146 0.039950555623939552 -0.019412384890381409 -0.09342905175454555 -0.068591254408629954 -0.053578339231414564 0.04097858536424432 -0.018816148440796657 0.031526664259193864 0.037068536974116037 -0.034040321870782646 0.03335074783725462 0.0020823391561029746 0 0.066937624776277335 0.040612898400378676 0.030216630947041929 -0.0077069698859628197 0.028561062518235859 0.098594850975345497 0.0055209092572356105 0.019901590988130349 -0.0073748063132620919 0.05956504061596192 -0.030950031241352035 0.038784161762464388 0 0.010443089876266725 0.036044003498390598 0.0099163359112689302 -0.058797502018775684 0.058378600055084551 0.0082863337693760333 0.022808259312674297 0 0.0051863981354357373 0 -0.0082901964902226902 0 0.051995324344046016
leaf_weight=303.5641880959738 1323.8647311637178 1108.1918353873771 4395.0496530914679 2454.25344866456 485.25933200132567 935.74485860485584 637.9614046649076 765.24875881173648 33.779087797738612 1218.4030788742239 415.73773459461518 1366.0477056019008 65.426644817111082 117.9589231275022 3366.9712406587787 3736.7802808294073 1270.6363837148529 583.27801526058465 21.774056877475232 2166.5804527457803 8522.4820805992931 61.526591625530273 56.279242396121845 342.31536142108962 5.2891692458651951 58.69179970677942 278.79596385057084 22.602710431907326 38.167751661036164 556.97120735305361 344.93759784847498 69.428651480702683 56.677093418780714 96.812623201403767 18.286642277613282 55.810388741083443 51.308262048754841 139.3416285328567 310.03359783720225
leaf_count=20835 84951 65791 465821 206520 38074 56977 37752 97028 2345 86471 60329 167394 4154 3345 134758 190346 191005 34152 2125 259705 698499 6174 4586 27251 559 4411 40236 1590 2772 36023 17375 8204 5056 4993 1720 4509 6640 17875 8233
internal_value=0 0.00966125 -0.0775069 -0.0243609 0.023382 0.00515723 -0.0513411 -0.00381545 -0.0908845 -0.00995484 -0.007054 -0.0155836 -0.0259184 0.00560199 0.0268183 0.0240028 0.0198364 0.00379738 -0.00128158 -0.00292544 0.0227783 -0.0923651 -0.00510398 -0.00475652 -0.0652793 -0.0660556 -0.00839441 -0.0248617 -0.0472657 -0.0502793 0.0348251 -0.0313941 -0.0142023 0.0395707 -0.0551996 0.0402624 -0.0675874 0.0257686 0.0323291
internal_weight=0 32645 5213.28 9366.58 23278.4 3722.61 4016.96 5349.63 4490.36 4584.38 2786.87 2231.79 1447.41 722.922 19555.8 16092 11700.3 1853.91 3296.55 3274.77 9846.35 4456.58 806.728 1708.36 2569.54 2564.25 604.963 326.167 523.427 640.684 4391.75 1287.83 694.638 3463.78 575.258 112.09 2505.56 555.079 4046.81
internal_count=3106584 2566238 540346 831254 1734984 370672 311930 519324 474340 422296 313695 235491 93800 66006 1364312 1224561 1008607 225157 327621 325496 783450 471995 51903 194645 218130 217571 62661 22425 40846 41897 215954 94675 42808 139751 37743 9095 213160 78204 198579
cat_boundaries=0 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
cat_threshold=15 17108529 16810017 896 48 1 1 1 2 1 48 2 1 1 32 1 1 12 1 1 2 1 1 1 1 4100 1 1 1 9961548 1 2 1
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=31
split_feature=2 0 0 2 3 6 1 5 1 3 4 0 2 0 6 4 7 1 0 0 7 2 9 7 10 4 3 9 3 10 10 0 5 8 0 3 4 7 0
split_gain=3008.72 1230.18 568.967 458.045 127.719 122.596 151.206 94.1895 82.7696 80.0492 78.5756 73.9322 73.8578 65.7683 65.5545 57.1522 54.5942 52.9495 37.6182 36.8746 34.4172 34.3169 32.15 28.0383 26.766 25.6006 23.7529 22.4891 21.0312 20.8743 19.3139 16.7444 20.1259 19.3338 16.2305 15.8667 18.4974 14.6044 13.7442
threshold=0 1 2 3 1.5000000000000002 4 5 6 7 5.5000000000000009 8 9 10 11 12 13 14 15 16 17 18 19 20 21 1.0000000180025095e-35 22 1.0000000180025095e-35 23 2.5000000000000004 1.5000000000000002 4.5000000000000009 24 25 26 27 1.0000000180025095e-35 28 29 30
decision_type=1 9 9 1 2 1 1 1 1 2 1 9 1 9 1 1 1 1 9 9 1 1 1 1 2 1 2 1 2 2 2 9 1 1 9 2 1 1 9
left_child=2 5 17 7 23 9 11 15 20 10 12 26 -2 -14 22 16 18 35 -3 24 -4 -13 -6 25 -12 -5 -7 -11 30 -28 -9 32 33 -8 -16 36 -1 -23 -32
right_child=1 3 8 4 14 6 31 28 -10 27 19 21 13 -15 34 -17 -18 -19 -20 -21 -22 37 -24 -25 -26 -27 29 -29 -30 -31 38 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.029741569032321658 0.026398584704156586 0.0087174621676759292 -0.092769863742582476 -0.06536258956623707 -0.013072997860048627 -0.011207594824494651 0.010700300503920334 -0.038929854806718581 0.034413810011507957 0.035404609739119908 0.049127961809574738 0.0048571011273293684 0.017342817955509546 -0.0014381379684363874 0 0.09800092596802526 0.02868756809023898 0.058564773364142279 -0.012513383733803646 0.085206394521220141 -0.0078457405501756103 -0.04316866155569566 0.03858493926473569 0.00095692747565527959 0.025604652517165857 0.034052401405381065 -0.0091255577594647336 0.066040566434224707 0.00085081995436113705 0.023919664697494847 -0.019580609468057189 0.0095739609272937013 0.021847812938695487 0.097127193251114075 -0.052760592801077436 0.0094554248431556794 0.033987534526732886 -0.0021565088042560317 0.02068820378555623
leaf_weight=287.59238875214942 6313.7796422550455 1534.0635554273613 4003.9388172160834 2344.0920724701136 685.30931111436803 470.88205590448342 65.16703062877059 830.97329897840973 35.006269360892475 2002.0346404971788 758.62927861511707 227.07463249680586 6669.2851448478177 2542.6633798987605 65.657867050846107 34.469710888108239 647.18757416820154 125.18705325480551 1724.6330633573234 131.70563517208211 61.995647496310994 709.6089504401898 113.77839181222953 56.934000893263146 2090.4603713471442 5.0441330238245419 225.3715827120468 346.96596854901873 228.60383804468438 700.55298444582149 247.44921197975054 125.95677467109635 132.36176527384669 153.27920403610915 543.75608774949796 281.54460671287961 23.386326764710248 119.77004434494302 78.219105296768248
leaf_count=20580 429552 162521 465806 213316 42935 81131 3007 58202 2351 88800 16429 28770 507368 261027 4163 3679 79009 3350 163082 11598 6224 54256 9339 4393 82281 489 24384 17039 27680 87335 21205 8321 8852 6756 37769 40199 1589 14247 7073
internal_value=0 0.00860927 -0.0756814 -0.022492 -0.0487696 0.020591 0.00132124 -0.00339104 -0.0900067 0.0232879 0.0209825 -0.00874786 0.0180239 0.0121427 -0.0239038 0.00445433 0.00281186 0.00620693 -0.00245073 0.0359599 -0.0916152 -0.0282307 -0.0042258 -0.0629293 0.0323069 -0.0645963 0.00621551 0.0408316 -0.0255646 0.0155286 -0.0309278 0.0511758 0.061527 0.0812972 -0.0478282 -0.00656271 -0.0215005 -0.0374416 -0.00810499
internal_weight=0 32925.7 4818.65 9140.17 3814.57 23785.5 2930.03 5325.6 4100.94 20855.5 18506.5 2453.26 15525.7 9211.95 1408.5 3940.35 3905.88 717.71 3258.7 2980.8 4065.93 1056.45 799.088 2406.07 2849.09 2349.14 1396.81 2349 1385.25 925.925 1156.64 476.765 350.808 218.446 609.414 592.523 310.979 829.379 325.668
internal_count=3106107 2566008 540099 834855 312404 1731153 317059 522451 474381 1414094 1308255 290123 1197947 768395 94206 408291 404612 65718 325603 110308 472030 97273 52274 218198 98710 213805 192850 105839 114160 111719 86480 26936 18615 9763 41932 62368 22169 68503 28278
cat_boundaries=0 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=15 17108529 16810017 896 2 1 2 1 1 16777248 768 1056 2 1 1 1 11014216 32 1 768 1 1 1 1 262688 2 6 4100 1 1 2105606
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=31
split_feature=2 0 0 2 3 3 0 2 3 1 6 8 6 1 1 9 2 6 0 0 7 2 5 1 4 9 7 10 6 6 0 3 3 10 6 2 7 7 3
split_gain=2639.86 996.736 541.959 406.883 120.1 98.7658 123.736 98.2421 90.4697 79.5806 58.9986 54.8699 52.0233 44.2574 43.5544 41.1329 38.1557 43.5685 47.1416 34.977 34.61 30.7368 30.3554 26.5776 26.1394 24.6549 22.8501 22.7874 19.2579 17.2632 16.0535 15.993 15.6842 15.2126 19.7842 15.0447 14.9087 14.8878 14.6025
threshold=0 1 2 3 1.5000000000000002 1.0000000180025095e-35 4 5 1.0000000180025095e-35 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 5.5000000000000009 24 25 26 4.5000000000000009 4.5000000000000009 1.0000000180025095e-35 27 28 29 30 9.5000000000000018
decision_type=1 9 9 1 2 2 9 1 2 1 1 1 1 1 1 1 1 1 9 9 1 1 1 1 1 1 1 2 1 1 9 2 2 2 1 1 1 1 2
left_child=2 5 14 8 24 6 11 29 23 20 25 22 19 -9 33 16 36 31 -19 35 -4 -13 -2 -3 26 -6 -5 38 -23 -8 -12 -18 -21 -1 -35 -10 -7 -14 -17
right_child=1 3 9 4 10 15 7 13 12 -11 30 21 37 -15 -16 27 17 18 -20 32 -22 28 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.019349968915554138 0.051390251825497037 -0.025276814541104732 -0.092054707174065734 -0.063095520681392667 -0.011598305406035387 0.024044092089255516 0.0089537252467526505 -0.046979402162207355 0.033643660707377378 0.031948843179524448 0.00073007098302805401 0.02441477715112382 -0.01741537146656608 0.019394367595950174 0.051519777699532192 0.036381035850534642 0.01706692580053781 0.015251045897048024 -0.0203692090116992 -0.0034926479521176605 -0.0067691666865898215 0.010058832524961521 0.0013843985022047559 0.009285598761114169 0.035431367368836987 0.032910274781152903 0 -0.010151039956099202 -0.012659093304831698 -0.02226966098238628 -0.050565115085932401 0.0283967586312119 0.02442451562092704 0.032203666067091262 -0.019986096631335267 0.0088338119652351648 0.036376435346367607 0.020791224783580468 0.072435173858831178
leaf_weight=354.57927380350884 619.86786427162588 1606.6649709988851 3650.0714162878576 2199.4505332894623 673.47925675543956 4251.1366616874002 1313.1997343696421 699.04673049028497 812.01137695997022 36.187730181030929 64.074640169856139 1583.7967924987897 853.09331489121541 92.7801194768399 131.80400110594928 777.11001789802685 5520.1660460248822 901.76732920343056 572.3064526260132 1029.869075669907 60.937457672553137 3296.1072538029402 166.71203405456617 227.94771735463291 6.1588466573739415 119.86904489784501 58.696286835474893 57.934887603623793 383.37509270035662 170.97640365723055 518.07001200458035 1902.8908753175056 216.60497705824673 148.42515645734966 89.461662595742382 470.34806465310976 1717.7865037978627 82.9418974830769 202.43766361637972
leaf_count=34020 35927 108710 465752 213490 42692 270702 169023 51979 98068 2351 4077 94936 61621 6581 3350 45709 348804 96328 49473 115366 6180 305343 15933 27477 578 9475 4418 3663 63513 12195 37790 87782 34041 18683 9821 57654 68249 13470 10694
internal_value=0 0.00770831 -0.0738155 -0.0207546 -0.0463206 0.0182388 0.00931318 -0.0103704 -0.00292371 -0.089055 -0.022106 0.0167718 0.00651337 -0.0379513 0.0051721 0.0228778 0.0214095 0.0169856 0.00105762 0.0139886 -0.0908 0.0127974 0.0410961 -0.0207413 -0.0606199 -0.00355492 -0.061474 0.0424433 0.00750744 0.0047573 -0.0454842 0.0201142 0.00157132 -0.00655976 0.0114167 0.0253132 0.0277611 -0.0131788 0.0460604
internal_weight=0 33168.7 4471.47 8939.28 3639.8 24229.4 8325.86 2276 5299.48 3747.2 1375.49 6049.86 3464.87 791.827 724.27 15903.5 14866.1 8897.13 1474.07 2528.83 3711.01 5263.28 786.58 1834.61 2264.31 793.348 2258.15 1037.48 3679.48 1484.18 582.145 7423.06 1246.47 592.466 237.887 1282.36 5968.92 936.035 979.548
internal_count=3105918 2565761 540157 828927 312520 1736834 755430 239778 516407 474283 94034 515652 380220 58560 65874 981404 921338 582387 145801 305129 471932 463792 51860 136187 218486 52167 217908 60066 368856 181218 41867 436586 149407 62524 28504 155722 338951 75091 56403
cat_boundaries=0 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=15 17108529 16810017 896 16777249 896 1 2 12 2 1 1 1 768 2 32 11014216 1 768 2 1 1 1 1 2 2 4100 2 768 1 1
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=28
split_feature=2 0 0 2 3 4 1 0 7 2 1 1 4 3 6 2 10 3 2 7 0 0 6 3 4 8 7 8 10 3 0 3 5 10 3 8 1 3 1
split_gain=2291.82 823.981 522.759 349.064 109.694 82.3121 115.67 115.431 82.7426 88.4105 78.2135 76.4537 56.6542 54.7808 51.1882 46.8837 45.1239 37.5906 35.8679 34.2962 34.1512 25.5355 36.2096 30.7619 25.3309 22.5989 21.4655 21.1154 23.6718 20.8508 22.9265 19.1149 19.0869 19.0245 15.9031 15.2991 14.2784 13.9622 12.9547
threshold=0 1 2 3 1.5000000000000002 4 5 6 7 8 9 10 11 2.5000000000000004 12 13 1.0000000180025095e-35 3.5000000000000004 14 15 16 17 18 1.5000000000000002 19 20 21 22 1.5000000000000002 4.5000000000000009 23 1.5000000000000002 24 1.0000000180025095e-35 2.5000000000000004 25 26 5.5000000000000009 27
decision_type=1 9 9 1 2 1 1 9 1 1 1 1 1 2 1 1 2 2 1 1 9 9 1 2 1 1 1 1 2 2 9 2 1 2 2 1 1 2 1
left_child=2 5 17 10 24 6 7 15 9 -9 12 19 13 18 29 31 -15 33 -3 -4 27 34 23 -23 26 -17 38 28 -7 -6 -31 -2 -24 -1 -8 -12 -16 -29 -5
right_child=1 3 11 4 14 20 21 8 -10 -11 35 -13 -14 16 36 25 -18 -19 -20 -21 -22 22 32 -25 -26 -27 -28 37 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.021920729886145393 0.016385332497640542 0.010264155086546512 -0.091254501550651818 -0.061881701994143869 -0.01796381210281767 0.062169086623952666 0.024549707088423519 -0.039460489230607215 0.023578994042161419 -0.002818166675887396 0.027557682059088956 0.029667889773172543 0.091699612610934872 0.044617775322809833 -0.046446767494103175 0.00070490765859959463 -0.0021988636641279403 0.046962203991829522 -0.021164785958274809 -0.0062026746555717124 0.073795045023079583 0.025820186083510385 0.066420214120164911 0.011442831441067473 0.035767343482039589 0.016475289515519367 0 0.020452571092273955 0.018819957131180821 0.03739499517107972 -0.008651046465371506 0.031533002345079192 0.011827642368758591 0.012396684387448023 0.04630283578435837 -0.00026087387315539077 0.014898811721009299 0.055657730092713999 -0.00023499407803230884
leaf_weight=316.78192771982867 2306.392491534818 383.16223332588561 3320.3867270083865 2020.1472061250824 436.97800750716124 356.632054425776 1107.5912534133531 804.1217410484096 822.94120005355217 3147.5421065576375 784.98439343133941 37.318837709724903 24.700798824429512 233.26348080765456 537.69961643638089 2358.7020029420964 887.19208728498779 140.55258198617958 2757.04671449936 60.391623245552182 159.22840568399988 2685.0153109552339 226.95033381693065 3769.0222030417062 6.0688147938344619 1492.4412858788855 58.285730802221224 2567.8765831096098 277.25003629550338 160.18758606724441 196.39637992775533 1599.8305670525879 125.51625828724355 264.96498849487398 713.64571806881577 240.95134703721851 19.43570063682273 113.23743619676679 44.846228434238583
leaf_count=28680 246639 38275 464543 206944 28288 5675 60067 73845 106057 425230 61396 2351 3138 44034 39870 280100 119591 11416 225092 6172 12997 84160 9328 59785 577 139950 4402 91383 11565 12160 12728 97844 8272 25590 28093 19639 2032 2138 6640
internal_value=0 0.00678095 -0.0717484 -0.0194278 -0.0438702 0.0161628 0.0137649 0.00756516 -0.00460702 -0.0106972 -0.00314851 -0.0879968 -0.00915566 -0.0104473 -0.020699 0.015071 0.00819628 0.00533176 -0.0172088 -0.0898911 0.0304851 0.022678 0.0194815 0.0175622 -0.0581408 0.00700007 -0.0590431 0.0273695 0.0446948 -0.00357929 0.0132984 0.0228005 0.0502164 -0.00595855 0.033666 0.0211768 -0.0431439 0.0225663 -0.0607086
internal_weight=0 33425.3 4140.4 8791.35 3480.05 24633.9 21159.7 12532 4774.61 3951.66 5311.3 3418.1 4285.37 4260.66 1350.7 7757.37 1120.46 722.299 3140.21 3380.78 3474.22 8627.74 6806.5 6454.04 2129.35 3851.14 2123.28 3315 633.882 793.562 356.584 3906.22 352.467 581.747 1821.24 1025.94 557.135 2681.11 2064.99
internal_count=3106686 2567934 538752 824806 313641 1743128 1619370 1369665 605132 499075 511165 473066 430130 426992 95078 764533 163625 65686 263367 470715 123758 249705 161545 143945 218563 420050 217986 110761 17240 53176 24888 344483 17600 54270 88160 81035 41902 93521 213584
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=15 17108529 16810017 896 1 1 32 1 48 1 1 1 2 896 512 1 32 68624 2 1 1 1 12 3670092 2 5 1 1
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=28
split_feature=2 0 0 2 3 7 9 1 5 3 6 8 10 6 4 7 7 2 3 5 0 1 4 4 0 3 3 4 2 1 0 3 3 10 0 4 3 1 10
split_gain=2010.45 658.227 494.575 367.442 154.548 104.613 93.8717 73.4347 70.1053 51.2721 66.9575 43.7998 49.0083 41.1669 40.2615 40.2289 35.0561 33.4932 32.6487 27.4149 25.633 25.2328 21.3633 20.2915 19.1083 16.9248 16.8559 16.5988 15.7119 15.2941 14.9088 14.8478 12.1847 15.0341 12.0056 11.9798 11.9477 11.0454 10.0348
threshold=0 1 2 3 1.5000000000000002 4 5 6 7 1.0000000180025095e-35 8 9 1.0000000180025095e-35 10 11 12 13 14 1.0000000180025095e-35 15 16 17 18 19 20 4.5000000000000009 4.5000000000000009 21 22 23 24 22.500000000000004 1.5000000000000002 1.0000000180025095e-35 25 26 4.5000000000000009 27 1.0000000180025095e-35
decision_type=1 9 9 1 2 1 1 1 1 2 1 1 2 1 1 1 1 1 2 1 9 1 1 1 9 2 2 1 1 1 9 2 2 2 9 1 2 1 2
left_child=2 9 18 5 15 8 13 16 14 10 11 12 27 34 17 21 -4 -3 35 23 -14 22 -5 -13 -8 -10 28 -2 32 -20 38 -28 33 -11 -6 -1 -7 -15 -12
right_child=1 3 7 4 6 36 24 -9 25 26 30 19 20 37 -16 -17 -18 -19 29 -21 -22 -23 -24 -25 -26 -27 31 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.02406556824274924 -0.011252832241408864 0.019174333860720757 -0.090413517187492021 -0.059558913904912449 0.0095754690807698523 0.019623841083523129 -0.0014360666217876335 0.027557122844055905 -0.028416077993401102 0.011599782233522175 0.027022326292103546 0.020347037923450963 0.018787595344651478 -0.045235303439617021 0.071981870906744988 0 -0.0043178616823679201 -0.0047338777369137315 0.0078155885308375441 -0.00066886778475928259 -0.0038548645227734625 0 0.029016319999863593 0.043926773871258616 0.05737768483903613 0.012328655332603579 0.027469386836632571 0.018364404051777444 0.013843433584012724 0.050981500216957215 -0.039639265016598722 0.0016651082587557549 0.017316364598696784 0.034605158863217703 -0.015289255755115914 0.024867895291809498 0.046941931255336335 0.0070013650437816162 -0.012595059381602042
leaf_weight=305.10250327410176 1461.1881434518145 662.09393205796368 3031.6726586600416 2193.7739572213031 232.99823140795343 1066.9165628345218 70.18097241979558 38.399553539697081 1254.466016157181 469.41505584167317 40.42175414878875 1643.5932450179243 2246.2526691175299 596.18121476704255 47.583125669043511 120.48232080740854 58.618344622896984 3476.2594544764142 286.19561585853808 402.61878243938554 604.09513543487992 69.657488156110048 6.4117250427370882 552.58826229791157 155.39837177528534 83.583464540774003 3289.6788904140703 182.52803880139254 6731.3747737148078 110.153576600831 205.59363319934346 270.063230286818 2813.8567159695085 1299.4178558546118 602.30536247242708 27.961494820192456 223.19980049924925 24.871976593974978 496.25246915174648
leaf_count=21831 187754 70003 464664 231686 16889 126918 5795 2351 89916 32091 5438 144692 140650 44123 4488 9326 6114 360432 40166 28141 69743 8538 780 11260 14272 9887 131490 4977 445479 2056 14907 14892 119826 82725 38428 1703 19850 2376 79680
internal_value=0 0.00615557 -0.0697059 -0.0140133 -0.0376259 0.000191632 -0.0138991 -0.0868858 -0.00577926 0.0158451 0.00917814 0.0122068 0.00601958 -0.023445 0.000569558 -0.0539734 -0.0889338 -0.000691726 0.00428046 0.022493 0.0139463 -0.0569268 -0.0587794 0.0269268 0.0420741 -0.0254371 0.019322 -0.0075145 0.0172497 0.0232591 -0.0187246 0.0256256 0.0219879 0.028962 -0.00798134 -0.0174158 0.0255367 -0.0424563 -0.00767369
internal_weight=0 33595.3 3858.1 10886.4 4072.26 6814.1 1681.94 3128.69 5523.99 22708.9 7835.13 7092.86 4494.06 1456.36 4185.94 2390.33 3090.29 4138.35 729.413 2598.8 2850.35 2269.84 2200.19 2196.18 225.579 1338.05 14873.8 1643.72 11314.1 396.349 742.268 3559.74 4582.69 1768.83 835.304 333.064 1290.12 621.053 536.674
internal_count=3106337 2567452 538885 1053707 372213 681494 121883 473129 534726 1513745 687242 587217 403124 101816 434923 250330 470778 430435 65756 184093 210393 241004 232466 155952 20067 99803 826503 192731 680121 42222 100025 146382 234642 114816 55317 23534 146768 46499 85118
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=15 16844337 16810017 896 1 1 1 2 2 1 2 1 1 1 512 2 1057 1 1 1 6316418 1 768 1 16777249 2623500 1 1
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=29
split_feature=2 0 0 2 3 3 0 1 2 3 6 6 8 7 7 9 3 3 2 3 2 6 3 4 7 10 0 10 6 0 0 5 8 7 1 3 4 1 0
split_gain=1758.67 539.122 474.23 243.149 80.4415 74.3502 97.723 70.5197 61.063 57.0363 48.0893 46.3833 35.312 33.9083 33.753 30.812 27.5149 26.5033 23.7675 22.7542 27.2097 22.065 20.8988 19.561 17.0532 16.983 16.7397 16.6117 16.5152 19.0378 13.2985 13.2352 12.4244 11.5249 11.2439 11.2031 10.9543 10.1835 10.0001
threshold=0 1 2 3 1.0000000180025095e-35 1.0000000180025095e-35 4 5 6 1.0000000180025095e-35 7 8 9 10 11 12 3.5000000000000004 23.500000000000004 13 4.5000000000000009 14 15 4.5000000000000009 16 17 5.5000000000000009 18 1.0000000180025095e-35 19 20 21 22 23 24 25 9.5000000000000018 26 27 28
decision_type=1 9 9 1 2 2 9 1 1 2 1 1 1 1 1 1 2 2 1 2 1 1 2 1 1 2 9 2 1 9 9 1 1 1 1 2 1 1 9
left_child=2 5 16 9 23 6 10 14 33 28 12 22 31 21 -4 17 27 19 -14 20 -7 36 26 -5 -13 35 -6 32 29 -3 -24 -2 -1 -8 -31 -17 -11 -10 -12
right_child=1 3 7 4 11 15 8 -9 37 13 38 24 18 -15 -16 25 -18 -19 -20 -21 -22 -23 30 -25 -26 -27 -28 -29 -30 34 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.032222593572060566 0.035061442987943135 0.0090115944871033485 -0.089524356211184375 -0.059891070397453505 0.016116910556064668 0.016652254329636601 -0.0093120018735289127 0.025603581606571335 -0.053850150277456592 0.0036870332973361697 -0.006837227106586183 -0.046931992207640993 0.017451716133436455 0.025024914214728612 -0.0048477329353619055 0.027654618619573058 0.038825994136097511 -0.016524366359903717 0.0040555066872582273 0.023170729242846976 0.0061136499049231604 -0.014396428310552274 0.028129528097676843 0.028922319875793769 0.01058738141210137 -0.011225834379858619 -0.025772541068500705 0.011409495030687531 -0.034296545415963234 -0.023675030515950352 -0.0072343079879592488 0 0.0063048022115876918 0.019039671690979212 0.0050660518563983951 0.056890105983715834 0.051643533531089851 0 -0.03585471435309507
leaf_weight=215.1412635849556 776.64970895461738 302.8119194797473 2775.6911311162985 1270.0156335361535 78.592575580114499 8659.1208881878993 599.53126446309034 39.43023567693308 412.88729005126515 1859.072615851881 531.57107932749204 693.33846482023364 2052.5386891416274 602.61525319796056 59.111540469457395 842.61445918370737 149.70926130982116 227.55300381570123 3967.0778289315058 3347.1602922423044 3679.6571517193806 793.05390861397609 152.05394563102163 4.1141135164070866 35.86587619362399 59.998550879303366 581.23170219588792 267.264954442624 464.62406772561371 728.79095520765986 192.81894533068407 136.64936909941025 96.266268621431664 152.65702000819147 134.55706730112433 226.65446298499592 20.603487011510879 29.467688406817615 149.27969825314358
leaf_count=19097 45663 23271 465560 148106 6248 530458 49845 2351 40336 222514 85115 64510 142217 65234 6112 47278 11421 15201 370521 153518 267429 53409 12001 538 2756 3710 48120 25526 35975 51663 12728 9484 8205 20060 17002 11036 2274 2478 10472
internal_value=0 0.00553453 -0.0675957 -0.0172299 -0.0394367 0.0125312 0.00500397 -0.0857282 -0.021075 -0.00334501 0.00921699 -0.0245658 0.0117536 0.00419337 -0.0879326 0.0163956 0.00430366 0.0151721 0.00875784 0.0156817 0.0135746 -0.000618123 -0.00974321 -0.0587155 -0.0434012 0.03254 -0.0200042 -0.00553752 -0.0184885 -0.0112372 0.00911803 0.0298648 -0.0206855 -0.00263128 -0.0186315 0.0355081 0.00517282 -0.0489962 -0.0154667
internal_weight=0 33765.2 3602.61 7914.16 3008.03 25851.1 8808.31 2874.23 1194.54 4906.13 7613.77 1733.9 6932.92 3275.35 2834.8 17042.8 728.382 15913.5 6019.62 15685.9 12338.8 2672.73 1004.7 1274.13 729.204 1129.27 659.824 578.672 1630.78 1166.16 344.873 913.299 311.408 752.188 863.348 1069.27 1879.68 442.355 680.851
internal_count=3109442 2571170 538272 766349 295007 1804821 776191 474023 112719 471342 663472 146363 567885 343431 471672 1028630 64249 966606 512738 951405 797887 278197 79097 148644 67266 62024 54368 52828 127911 91936 24729 55147 27302 69905 68665 58314 224788 42814 95587
cat_boundaries=0 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=15 17108537 16810017 896 16778289 1 896 2 2 12 1 1 1 768 896 2 1 1 13111300 2 13115456 3670084 2 1 1 1 1 1 16777249
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=26
split_feature=2 0 0 2 5 1 6 1 0 3 4 5 3 2 4 7 7 0 3 3 3 2 6 3 2 0 10 4 10 3 10 3 8 10 1 2 1 3 1
split_gain=1532.33 446.26 437.221 209.522 82.4706 67.6125 61.5931 96.1314 47.9061 47.0784 44.7866 45.4031 41.7852 49.5327 41.0753 34.8973 31.7021 31.1902 29.4083 25.1028 25.083 24.7001 23.4611 20.3877 18.6184 18.5665 17.2906 14.2592 13.16 13.1307 12.3145 12.08 11.935 12.6909 11.8647 11.4112 11.2172 10.7577 10.3422
threshold=0 1 2 3 4 5 6 7 8 2.5000000000000004 9 10 1.0000000180025095e-35 11 12 13 14 15 4.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 16 17 6.5000000000000009 18 19 3.5000000000000004 20 1.0000000180025095e-35 1.5000000000000002 3.5000000000000004 10.500000000000002 21 2.5000000000000004 22 23 24 1.5000000000000002 25
decision_type=1 9 9 1 1 1 1 1 9 2 1 1 2 1 1 1 1 9 2 2 2 1 1 2 1 9 2 1 2 2 2 2 1 2 1 1 1 2 1
left_child=1 19 6 9 14 16 10 8 26 34 11 12 13 -2 15 20 -3 28 24 32 -5 -10 -11 -14 38 30 37 -26 35 -9 -13 -31 -1 -34 -4 -12 -21 -8 -6
right_child=2 5 3 4 18 -7 7 29 21 22 17 25 23 -15 -16 -17 -18 -19 -20 36 -22 -23 -24 -25 27 -27 -28 -29 -30 31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.021616056456791939 -0.01425464260740218 -0.0885262977294409 -0.060351447800288033 -0.017287978551287688 -0.017166985511622778 0.023788379778796404 -0.012930775268765144 0.01304233847318214 -0.008988420079357174 0 0.007439052782150739 -0.011962866192210505 0.013906552137492751 0.0096769811693307624 0.073067834284419791 0.018500602901049473 -0.0061689275581328267 0.06488873978961221 0.018193290131862754 0.0063233165965203954 0.0003516673701465542 -0.044020125812760852 -0.043368774534341882 0.025843834294927554 -0.038126910622939672 -0.032795731941845263 0.018359242573136671 0.031393157679506727 0.016252335846649014 0.054199106331298923 0.0061561102878356939 -0.0039239789156733885 -0.032832009673238773 0.013043240420078801 0 0.037832836327617067 0.042759227136967504 0.0050983313706474877 0.017385070909432844
leaf_weight=35.29540069506038 1024.3483941640588 2534.6285780596081 1109.5792914689519 1136.4123168081278 458.46710933907889 40.415428821230307 764.94758933328558 235.4433542760089 443.93785704742186 299.37952184071764 226.02338822651654 567.20231224829331 10590.307480741176 4488.2817641361617 45.949157643364742 718.48939414974302 60.363455453305505 150.42580080567859 115.82807996531483 290.54265434667468 2503.6356910695322 460.17708707938436 200.67770855780691 1782.8101334826788 1088.1156702286098 163.84400257369271 365.7164090864826 4.2284769450779995 2427.1666271120775 278.45121023990214 971.93511137797032 25.398212317377329 242.20135602692608 49.136886357562616 28.132490376476198 673.5244697551243 117.21494241245091 515.65687241766136 71.671687141060829
leaf_count=2638 143053 464811 140254 82426 32810 2352 115050 13426 47765 21133 4211 42484 629883 395554 4729 79833 6177 11250 12404 35613 261359 42739 17557 76111 98939 15949 43223 572 86252 12872 62552 1038 15535 3988 3383 12777 2056 52684 9081
internal_value=0 -0.0653924 0.00492593 -0.0158162 -0.00714847 -0.084443 0.0111223 -0.00203146 -0.0103083 -0.0472019 0.0129025 0.0109859 0.0124745 0.00511457 9.53958e-05 -0.00109978 -0.0868172 0.0234279 -0.0254031 0.00341502 -0.00516994 -0.0282462 -0.0193887 0.0157091 -0.0289708 -0.00442096 0 -0.0364339 0.0206457 0.0350653 -0.000428226 0.0485261 -0.0159187 -0.0229515 -0.0587617 0.0314923 0.0196951 -0.00549163 -0.0110814
internal_weight=0 3369.8 33936.2 7780.57 6142.8 2635.41 26155.6 3089.73 2550.44 1637.77 23065.9 19588.7 17885.7 5512.63 4404.49 4358.54 2594.99 3477.14 1738.31 734.391 3640.05 904.115 500.057 12373.1 1622.48 1702.98 1646.32 1092.34 3326.71 539.293 1539.14 303.849 326.634 291.338 1137.71 899.548 407.758 1280.6 530.139
internal_count=3106523 533170 2573353 764480 582153 473340 1808873 328797 301461 182327 1480076 1365586 1244601 538607 428347 423618 470988 114490 153806 59830 343785 90504 38690 705994 141402 120985 210957 99511 103240 27336 105036 13910 22161 19523 143637 16988 37669 167734 41891
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=15 16810017 17108537 48 2 1 2 1 16778272 1 2 48 1 1 1 262176 896 2 768 66096 1 12 1 768 1 1
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=29
split_feature=2 0 0 2 3 1 2 0 3 1 6 7 9 9 4 7 3 5 8 10 1 3 7 1 4 5 10 3 8 2 3 6 2 4 10 0 6 0 3
split_gain=1331.4 429.786 355.553 182.99 69.0542 64.8031 55.3806 77.5594 73.3859 43.479 40.1292 39.9971 36.4715 34.5448 32.7822 31.8241 28.642 27.1937 25.5331 21.8666 21.3265 19.815 19.1954 18.7379 18.024 16.607 14.694 13.6108 13.5214 13.4896 13.4643 10.2282 9.58762 9.33324 9.18409 9.13694 8.99802 8.95324 16.2839
threshold=0 1 2 3 1.0000000180025095e-35 4 5 6 1.0000000180025095e-35 7 8 9 10 11 12 13 1.5000000000000002 14 15 1.0000000180025095e-35 16 1.0000000180025095e-35 17 18 19 20 3.5000000000000004 4.5000000000000009 21 22 1.5000000000000002 23 24 25 1.0000000180025095e-35 26 27 28 2.5000000000000004
decision_type=1 9 9 1 2 1 1 9 2 1 1 1 1 1 1 1 2 1 1 2 1 2 1 1 1 1 2 2 1 1 2 1 1 1 2 9 1 9 2
left_child=1 21 6 9 24 15 22 13 20 14 27 12 23 17 16 -3 25 18 -8 -18 29 33 37 -6 -5 -4 -19 -10 34 -9 -24 -32 -12 -1 -11 -14 -23 38 -2
right_child=2 5 3 4 11 -7 7 8 10 28 32 -13 35 -15 -16 -17 19 26 -20 -21 -22 36 30 -25 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.019834891006569398 -0.00451143100522496 -0.087497644034250865 -0.0092492848910504088 -0.055512532364923019 -0.033907916098060965 0.022114385520994793 0.006112869514856626 -0.022767477595533589 0.0044975942618586473 0 -3.6001989825376871e-05 0.025615374499725192 -0.012377309368821796 0.026206878876293152 0.065679045646395845 -0.0048675683190882472 0.021912099001605546 -0.0081691871440396375 0.016633785269090554 -0.0049591059542359907 0.0061743108679163522 0.024861817161970987 0.031921628469526842 0.0086982182824425925 0.028447260942665843 -0.028304637275565078 0.0058378190462292992 0.027349659065511601 -0.0044420692135459404 -0.05637646487069399 0.012761619026308964 0.044977946484936616 -0.029942685333128619 0.022892861632071913 0.027592563664799272 0.032715614294769296 -0.0089454522214672833 0.014466996119919626 0.023094872833988929
leaf_weight=287.56430789356818 688.77545430581085 2325.8532779997913 1438.7527749045985 1118.0446947476012 1283.121351992886 41.348208297044039 6175.1655147622805 481.75090575357899 897.12457238632487 158.12044617719948 192.20163065264933 137.08447406790219 34.040682214661501 1105.0688576144166 29.627409940585494 59.133367290254682 363.76236177538522 1360.5174148657825 3894.98664355441 1263.5987568267155 103.34664683463052 343.68636587914079 1151.3781642166432 88.37306514987722 4.2388816307066 739.23273996647913 1584.9419801119948 375.10862733854447 226.20821088599041 282.40462462737923 1328.1904646367766 95.420577309094369 318.34797884 28.860820679925382 594.79785707546398 94.546558287111111 68.284674145048484 6196.3950571494643 269.4610308050178
leaf_count=21755 83650 465997 106173 144986 114205 2352 462626 39969 82051 10729 15817 12257 2765 56022 4429 6151 59926 135213 229108 163959 8191 28509 62810 7269 672 54685 108548 36305 18537 32560 38094 7214 26311 1704 46811 8167 9092 359919 33921
internal_value=0 -0.0630813 0.00442804 -0.0146138 -0.0349666 -0.0831143 0.00989508 0.00635542 -0.00918881 -0.00269367 0.00232303 -0.0210719 -0.025953 0.00931178 -0.00756239 -0.0856591 -0.00872012 0.00780451 0.0102717 0.00115428 -0.03257 0.00411241 0.0159147 -0.0308211 -0.0542027 -0.0161495 -0.000548372 0.0119406 0.0157097 -0.038223 0.0235262 0.0160111 -0.0204204 -0.0134267 0.021863 0.0200858 0.0183526 0.0130689 0.00337927
internal_weight=0 3154.73 34074.1 7573.55 2759.45 2426.33 26500.6 16771 2650.28 4814.1 1782.78 1637.17 1500.08 14120.7 3834.97 2384.99 3805.35 13015.6 10070.2 1627.36 867.502 728.396 9729.62 1371.49 1122.28 2177.99 2945.46 1272.23 979.127 764.156 2574.99 1423.61 510.55 316.425 752.918 128.587 411.971 7154.63 958.236
internal_count=3109459 535560 2573899 755570 290321 474500 1818329 1232721 241204 465249 160484 144663 132406 991517 389172 472148 384743 935495 691734 223885 80720 61060 585608 121474 145658 160858 243761 118356 76077 72529 108118 45308 42128 23459 57540 10932 37601 477490 117571
cat_boundaries=0 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=15 16810017 17112633 896 1 768 16777264 1 2 1 1 1 1 1 2 1 1 1 1 1 2 5 192 2 128 1 2121984 2 17041920
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=24
split_feature=2 0 0 2 6 1 4 5 2 3 0 1 10 3 0 7 3 9 0 10 3 6 3 1 1 3 7 0 7 8 3 3 10 10 3 1 4 3 3
split_gain=1151.86 404.25 291.289 162.339 66.5359 61.9667 47.6723 72.3721 42.8716 42.3737 41.0762 38.6151 37.3228 35.625 35.356 33.1343 29.2158 25.9977 24.4319 24.4144 23.8329 23.5399 21.8443 18.2982 16.2844 16.0673 14.4686 13.095 12.3785 11.9725 11.6956 11.4545 11.3353 11.1993 10.9203 10.8262 9.61329 9.27676 9.14127
threshold=0 1 2 3 4 5 6 7 8 2.5000000000000004 9 10 1.5000000000000002 2.5000000000000004 11 12 2.5000000000000004 13 14 3.5000000000000004 1.0000000180025095e-35 15 23.500000000000004 16 17 1.0000000180025095e-35 18 19 20 21 9.5000000000000018 5.5000000000000009 1.5000000000000002 1.5000000000000002 5.5000000000000009 22 23 1.0000000180025095e-35 1.5000000000000002
decision_type=1 9 9 1 1 1 1 1 1 2 9 1 2 2 9 1 2 1 9 2 2 1 2 1 1 2 1 9 1 1 2 2 2 2 2 1 1 2 2
left_child=1 23 6 9 14 15 7 8 11 35 19 12 -2 -12 28 -3 24 22 29 25 -6 -11 -10 36 -16 -9 27 -22 -5 33 -19 -31 -23 -8 -25 -4 37 -1 -21
right_child=2 5 3 4 20 -7 18 10 17 21 13 -13 -14 -15 16 -17 -18 30 -20 38 26 32 -24 34 -26 -27 -28 -29 -30 31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.021774828495721321 -0.026906680079326034 -0.086348861684710593 -0.056123976548595446 0.0084888057348707514 -0.037908321841645179 0.020563879698018598 0.039905324064491501 -0.024105800797749256 0.01002659945262719 0.0016592964106155986 -0.043024358907577082 0.02688720240582709 0.021990200004293203 0.0050887457126474137 -0.016334586496084873 -0.0020062676834655818 0.010166809249467201 0.01964090919139827 0.052075306011862943 0.016437425350574304 0.00077701250033757139 -0.056496194190357264 -0.023551061283521527 0.0059955060017373735 0.0054087074628716911 -0.0010868459839627708 0.018251520087020572 -0.023173219044600873 0.032998127831590056 0.011599743490330803 0.051595068931055532 0.040975885681535706 -0.0013757342979567088 0.01130049194835679 0.061577474292966589 0 0.029493385203852324 0.0027983829667230734 0
leaf_weight=255.47223521309206 786.05324543820461 2129.3292622459121 984.34711095737293 1149.3944044031668 615.70667186379433 42.233786760829389 411.10024589579552 491.36207803431898 17500.399378081143 287.39552104577888 462.4207630402525 208.48343895096332 162.24679861048935 200.13450460659806 1638.9142684279941 56.538541610119864 800.38269853265956 703.48555457883049 194.09523778641596 686.02583810209762 295.62856383307371 118.99734033935238 163.1960722936783 107.60213547758758 394.37183031905442 802.65252254938241 102.982866311213 734.49243588361423 253.57470586476848 2757.591729754582 160.91703445045277 126.40800564084202 67.19537158345338 296.30341120995581 45.568553052842617 27.536921341903508 41.833870940376073 280.43655208800919 628.2706226031296
leaf_count=19026 96781 465605 138184 116019 58225 2352 5676 70853 1205645 20714 42261 5459 16864 19994 136957 6028 99577 42670 13893 65338 20390 11200 10838 2852 38716 76000 14189 57684 25308 91414 6877 2138 6218 11569 498 3330 2440 39287 36262
internal_value=0 -0.0606847 0.00394375 -0.0134507 -0.00592346 -0.0816294 0.00882743 0.00707764 0.00937162 -0.0426332 -0.00659682 -0.00895533 -0.0178164 -0.0280618 0.000807593 -0.0843594 -0.00554113 0.0105438 0.0192438 -0.000664658 -0.0221706 -0.0159353 0.00966001 0.00369633 -0.0119546 -0.0104023 -0.0126038 -0.0164007 0.013631 0.0167797 0.027456 0.013353 -0.0409426 0.0288862 0.0315461 -0.0544311 -0.00432546 -0.00891909 0.00871281
internal_weight=0 2959.01 34212.1 7470.92 5985.45 2228.1 26741.1 22955.6 19684.8 1485.47 3270.87 1156.78 948.3 662.555 4236.64 2185.87 2833.67 18528 3785.5 2608.31 1748.81 473.588 17663.6 730.913 2033.29 1294.01 1133.1 1030.12 1402.97 3591.4 864.403 2884 186.193 707.404 153.171 1011.88 577.743 535.909 1314.3
internal_count=3105331 538088 2567243 746711 567065 473985 1820532 1695842 1385134 179646 310708 119104 113645 62255 416577 471633 275250 1266030 124690 248453 150488 38132 1216483 64103 175673 146853 92263 78074 141327 110797 49547 93552 17418 17245 3350 141514 60753 58313 101600
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=15 16810017 17112633 48 2 1 1 2 16 69680 1 9961536 1 1 4128 2 1 1 1 3145732 1 12 1 1
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=28
split_feature=2 0 0 2 1 5 7 3 0 1 2 7 4 3 1 2 2 3 4 5 8 6 1 10 7 3 10 3 4 3 0 2 9 10 4 3 0 4 10
split_gain=1002.12 379.455 238.124 143.452 59.216 56.5425 48.0843 43.8371 63.173 76.4931 63.6428 30.728 30.5816 28.6513 23.5434 28.8361 22.9478 22.2061 22.0394 19.9176 28.0244 17.4477 16.0797 15.6692 14.6301 12.4626 18.1835 10.895 10.7065 13.2794 13.39 27.962 12.7369 10.3918 10.3032 9.38276 8.68253 8.60784 8.68307
threshold=0 1 2 3 4 5 6 2.5000000000000004 7 8 9 10 11 1.5000000000000002 12 13 14 4.5000000000000009 15 16 17 18 19 5.5000000000000009 20 1.5000000000000002 1.0000000180025095e-35 5.5000000000000009 21 22.500000000000004 22 23 24 3.5000000000000004 25 7.5000000000000009 26 27 1.0000000180025095e-35
decision_type=1 9 9 1 1 1 1 2 9 1 1 1 1 2 1 1 1 2 1 1 1 1 1 2 1 2 2 2 1 2 9 1 1 2 1 2 9 1 2
left_child=1 22 7 6 11 12 13 8 16 10 24 -3 14 -4 15 -5 25 23 -12 20 -18 27 37 34 -10 26 -2 -15 29 30 -9 -32 -31 -21 -7 -24 -19 38 -1
right_child=2 4 3 5 -6 17 -8 28 9 -11 18 -13 -14 21 -16 -17 19 36 -20 33 -22 -23 35 -25 -26 -27 -28 -29 -30 32 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.018718086571459965 0.0056735467341818306 -0.085134704328358304 -0.055852609352713273 0.018170281429977165 0.019127275576013153 -0.030467231051449935 0.025416849674858036 0.010632341514906947 -0.048017848976523482 0.014421947878759042 -0.007909186980507207 -0.0035831567879408381 0.053218362693361491 -0.020880561972408708 0.011934286476715777 -0.0079435971958606473 0.0027671894579310435 0.028808648368945589 0.047495214604639298 -0.0090242261967520224 0.016222789462769817 -0.044009712604522966 0.0076972504383699628 -0.0020828283780908344 0.0042437482650091981 0.0050170852847329812 0.022115499296756241 0.011829868961025385 0.02701764840602025 -0.018964612293300129 0.034490120250121839 0.01101757899688819 0.020043951588581663 0.0040094137557760588 0.028639195218086153 0.061407777818862856 -0.015618311225816157 0.027417298233878253 0.0053967531818942156
leaf_weight=317.73059960897081 1025.9306631961372 1954.2671149015659 837.97530695371097 442.38443467812613 43.073509628418833 1192.8051391386543 83.506185632199049 5014.8210677793249 520.39073758776067 1392.93579038186 2540.552694286569 57.950697489548475 77.604116642614827 216.76380723132752 1095.5915333447047 3229.6330801100703 3736.6933299169759 90.749291264568456 42.964006319874898 1114.3453300105175 2724.2229244889459 226.59489613719052 121.4409407870844 288.49516677140491 42.707932831952348 1167.0971725331619 2497.1281696851365 135.82214994344395 641.36105472920462 223.30572667694651 868.81656323256902 1462.219160821056 91.294734699651599 1254.2593402739149 2.6341499832924447 34.496974064037204 28.593972199945711 42.959169248118997 216.49972456251271
leaf_count=31909 59691 465879 129276 51856 2352 108822 7214 148179 52081 72406 349665 6106 7993 17190 74246 330559 310896 10157 5390 118075 156864 23391 3003 27476 4995 37456 121005 9467 13374 15250 73972 136028 4889 87949 332 347 2373 2437 26425
internal_value=0 -0.0583363 0.00358747 -0.0115299 -0.080107 -0.00489124 -0.0389945 0.00816803 0.00536441 -0.00477428 -0.0134374 -0.0830201 0.000461941 -0.0437149 -0.000661674 -0.00456713 0.00879092 -0.0209939 -0.00631425 0.00568424 0.00856493 -0.0237755 0.00329581 -0.0244292 -0.0428123 0.0144785 0.0175003 -0.00755624 0.0141994 0.012986 0.0138615 0.020327 -0.00601456 -0.00203356 -0.0293943 0.0291834 0.0160395 -0.00424614 -0.00864639
internal_weight=0 2788.42 34310.2 7949.15 2055.29 6448.49 1500.66 26361 18059.2 4539.55 3146.62 2012.22 4845.21 1417.16 4767.61 3672.02 13519.7 1603.28 2583.52 8829.52 6460.92 579.181 733.127 1483.93 563.099 4690.16 3523.06 352.586 8301.82 7660.46 7345.86 2331.04 314.6 2368.6 1195.44 155.938 119.343 577.189 534.23
internal_count=3106975 538458 2568517 800352 474337 613814 186538 1768165 1376473 484537 412131 471985 464654 179324 456661 382415 891936 149160 355055 673784 467760 50048 64121 136630 57076 218152 180696 26657 391692 378318 358179 210000 20139 206024 109154 3350 12530 60771 58334
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=15 16810017 73273 48 1 2 1 66592 1 48 1 1 1 512 768 1 2 1 2 1 1 1 65568 768 1 1 10748228 1
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=29
split_feature=2 0 0 2 3 6 1 1 2 9 7 7 7 8 10 10 6 0 1 2 1 4 0 2 7 4 0 3 8 0 3 3 10 0 1 3 2 10 10
split_gain=863.94 360.163 196.754 162.652 115.902 75.2036 56.4966 46.5837 45.2354 43.2799 28.6948 27.8436 22.0783 19.9673 38.0363 36.7944 37.3924 26.1203 36.0964 22.1869 23.4675 19.3639 17.1108 15.6746 15.5952 15.2193 15.0527 28.3148 14.1181 13.743 13.461 13.031 12.9322 12.4521 11.9598 10.8978 11.7615 10.3583 9.24301
threshold=0 1 2 3 1.0000000180025095e-35 4 5 6 7 8 9 10 11 12 1.0000000180025095e-35 1.5000000000000002 13 14 15 16 17 18 19 20 21 22 23 1.5000000000000002 24 25 3.5000000000000004 5.5000000000000009 3.5000000000000004 26 27 1.0000000180025095e-35 28 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=1 9 9 1 2 1 1 1 1 1 1 1 1 1 2 2 1 9 1 1 1 1 9 1 1 1 9 2 1 9 2 2 2 9 1 2 1 2 2
left_child=1 30 12 7 25 9 10 8 22 23 -3 21 13 14 19 16 28 -16 -19 20 -2 -10 -4 -6 33 34 -14 -28 -15 -11 38 37 -29 -7 -5 36 -17 -9 -1
right_child=2 6 3 4 5 24 -8 31 11 29 -12 -13 26 15 17 35 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 27 32 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.015477227536356032 -0.02235227250087915 -0.083838637919272402 0.039262198521233402 -0.050407014280222484 0.00048907224347909453 0 0.017795739043806127 -0.0034317422345080959 -0.011396195656125159 -0.0087390052395247535 -0.0046605732394621457 0.010611892682678502 0.028914306426335235 0.040042996595481384 0.011051965806068424 0.0091611471759409525 -0.021131863927601663 -0.015732833850380754 0.014831172501470756 0.00052602875778348006 0.023184335950319535 0.045557799067699106 0.0060138198074009839 -0.026737264176442663 0.0013603737417263576 0.024051518357996411 0.023242301028910384 0.0096563184800281081 0.016935116678070839 0.046270616355979545 0.02666206727271422 0.037773963254871819 -0.0064883938394235952 -0.042704805045749666 0 0.0066819897141791569 -0.012942515346702117 0.014905456510519957 0.0086278365325647491
leaf_weight=290.29834552801913 865.15027812990593 1796.1343970040325 236.31250248639844 1324.358782381285 987.17125706933439 76.017784259514883 43.86885359371081 355.15045700361952 4047.9813498896547 37.557041006162763 58.942846936406568 691.61565487319604 662.86147983558476 309.13190819276497 6326.7032530477154 310.34046242525801 212.65479521313682 924.77926358347759 614.05260476609692 2853.0853216651594 98.51801352808252 29.633455718168989 476.73166958894581 222.52950124628842 91.902952266158536 7.040423411759547 1379.0990580774378 1669.4847538552713 3753.6890703383833 214.78581907600164 164.74557293090038 196.09707474708557 653.63496148330159 665.06020362692652 51.055919245583937 2070.1872675054474 693.07768590911292 1310.5182648361661 274.27101624349598
leaf_count=24356 111559 466179 32038 183086 75275 7398 2352 21719 415393 3551 6166 99910 42322 13288 357755 21366 22008 134016 27620 205142 2330 4440 59618 24020 6770 1015 56931 44215 207404 19262 11452 8038 18009 71694 5994 118211 61158 89371 25499
internal_value=0 -0.0558568 0.00320535 -0.00777839 -0.0248281 -0.010694 -0.0784966 0.000806747 -0.00379931 0.00287818 -0.0815962 -0.00738143 0.00839678 0.00688 0.00423877 0.010983 0.0169782 0.00821923 -0.00327415 -0.00387527 -0.0166679 -0.0105795 0.0189314 -0.00501489 -0.0341355 -0.04753 0.0148686 0.0119517 0.0191865 0.0382915 0.00371784 0.014378 0.00496153 -0.0388081 -0.0486155 0.00249873 -0.00578502 0.0108272 -0.00341782
internal_weight=0 2628.26 34418 11021.5 3677.48 2295.02 1898.95 7344.04 5482.27 1462.04 1855.08 4769.23 23396.5 19031.4 11682.3 7349.08 4275.48 7865.54 1538.83 3816.75 963.668 4077.61 713.044 1209.7 832.981 1382.46 4365.08 3702.22 4062.82 252.343 729.315 1861.77 2323.12 741.078 1375.41 3073.61 1003.42 1665.67 564.569
internal_count=3107930 536004 2571926 1128592 398065 207970 474697 730527 611399 122108 472345 519743 1443334 1281857 838422 443435 242700 519391 161636 319031 113889 419833 91656 99295 85862 190095 161477 119155 220692 22813 61307 119128 62224 79092 189080 200735 82524 111090 49855
cat_boundaries=0 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=15 16810017 16843825 896 2 1 1 512 1 1 1 1 1 2 66592 1 48 1 1 8397512 96 1 1 17 8 6320384 1048580 1 768
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=27
split_feature=2 0 0 2 3 6 1 0 2 3 3 9 2 0 10 4 2 6 0 4 0 5 10 1 5 3 0 0 7 10 8 10 3 1 3 3 7 0 3
split_gain=746.342 329.943 161.834 114.95 55.7945 41.5859 69.0124 39.4407 34.6366 32.2381 30.362 29.5899 22.6305 25.8509 24.6488 21.4563 21.3248 19.372 18.2432 17.3288 24.6294 21.3916 15.3136 14.917 14.2221 14.007 13.166 12.3105 12.2004 11.9837 11.8843 14.6253 11.3133 11.2206 11.1894 10.9397 9.0285 8.62272 8.39673
threshold=0 1 2 3 4.5000000000000009 4 5 6 7 2.5000000000000004 4.5000000000000009 8 9 10 1.0000000180025095e-35 11 12 13 14 15 16 17 3.5000000000000004 18 19 1.5000000000000002 20 21 22 1.5000000000000002 23 1.0000000180025095e-35 19.500000000000004 24 8.5000000000000018 3.5000000000000004 25 26 8.5000000000000018
decision_type=1 9 9 1 2 1 1 9 1 2 2 1 1 9 2 1 1 1 9 1 9 1 2 1 1 2 9 9 1 2 1 2 2 1 2 2 1 9 2
left_child=1 33 5 10 23 11 7 25 27 15 28 12 13 14 -2 24 -9 -12 -6 21 -21 -14 37 -3 -10 -7 -8 -5 -4 -19 31 -28 -11 -1 -27 -29 -18 -13 -35
right_child=2 4 3 8 18 6 26 16 9 32 17 22 19 -15 -16 -17 36 29 -20 20 -22 -23 -24 -25 -26 34 30 35 -30 -31 -32 -33 -34 38 -36 -37 -38 -39 -40
leaf_value=-0.0024248385013941874 -0.013650385267098566 -0.083410978568595903 -0.048905283385790761 -0.0051057902053448312 0.022103509461529853 -0.0086109886345974978 0 -0.0099974322754420586 -0.013031194606775272 0.006988414388654514 0.013491080586811428 0.048060787913958854 0.0072577684291795152 -0.03383509436615123 0.019057038615170181 0.048605924051263273 -0.045846399797379388 -0.050810326881139935 -0.034627945504357591 0.011604087863016838 0.048085291447840878 -0.0047833061348865518 -0.001167274388291882 -0.00045146101539395543 -0.032066247579558851 0.014702612346961508 0.084960170898957327 0.0044944221119980468 0.0023683886116138858 0.0084157236357444674 0.0042300561628636829 0.026717968746657425 -0.028712654084959557 0.0064232860332498094 -0.016131425849753796 0.025623731716089632 -0.0020703157238849226 0.020267860324494919 0.05707622170987902
leaf_weight=547.37430495675653 467.77390838810243 1586.7216102745442 926.73503759579035 962.09960618754849 51.478869634389412 1027.0267381290905 165.07179387682118 568.99664472870063 1114.2396934879944 808.62124470667914 161.35231792891864 165.86790575296618 17103.318468958489 233.23992258223007 396.61566004529595 14.9972885211464 437.72794052952668 81.601414577977266 112.51653674378758 3141.1969434320927 172.03406902751885 1563.2011399929761 222.01376618409995 29.681162707973272 749.76986354577821 614.43078147270717 60.807044085115194 1335.1009574201889 34.277322223642841 27.136656192364171 138.01966865547001 237.64011444617063 67.707526933867484 128.71613658638671 109.32201294449624 294.00401244568639 71.867375530768186 1038.5115371422144 31.199587341398001
leaf_count=52540 60395 438037 141800 87761 10570 147384 10378 61225 95920 82541 11747 15259 1132591 24485 24920 2165 49744 8950 26976 91305 11479 108660 11605 1777 79674 62309 2223 122488 2860 2709 6695 10553 7075 3040 9365 33948 5577 47041 289
internal_value=0 -0.0534188 0.0028701 -0.0111818 -0.0760485 0.00620081 -0.00402294 -0.0106728 -0.00465081 -0.0124038 -0.0382701 0.00765022 0.00674804 -0.00695294 0.00114467 -0.0197631 -0.0253381 -0.00669168 -0.0152546 0.00745419 0.0141811 0.0062273 0.0216007 -0.0821058 -0.0212328 -0.00104686 0.0258015 0.00354249 -0.0467574 -0.0352438 0.0340398 0.0448099 0.00303995 0.00416502 0.00919048 0.0088296 -0.0399467 0.0259671 0.0253403
internal_weight=0 2487.69 34512.3 6577.64 1780.4 27934.7 3430.91 2829.37 5346.54 2755.34 1231.1 24503.8 23077.4 1097.63 864.39 1879.01 1078.59 270.09 163.995 21979.8 3313.23 18666.5 1426.39 1616.4 1864.01 1750.78 601.539 2591.2 961.012 108.738 436.467 298.447 876.329 707.29 723.753 1629.1 509.595 1204.38 159.916
internal_count=3106060 533229 2572831 679638 477360 1893193 365453 335604 511572 267375 168066 1527740 1453835 109800 85315 177759 116546 23406 37546 1344035 102784 1241251 73905 439814 175594 219058 29849 244197 144660 11659 19471 12776 89616 55869 71674 156436 55321 62300 3329
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=15 16777249 25501241 48 2 1 17044512 768 1 16 8388640 1 896 2 3475352 1 262176 2 1 2 8391697 1048710 1 9 1 1 8653320
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=29
split_feature=2 0 0 2 5 3 3 7 9 9 1 3 0 2 8 2 1 9 10 4 7 3 1 6 1 0 1 4 5 10 3 1 10 0 4 3 10 2 8
split_gain=638.966 314.108 133.782 110.996 83.4377 58.2094 38.8789 38.605 37.6254 28.0426 29.892 27.2524 30.8784 26.4616 22.1113 19.9203 19.1884 16.3628 16.2088 14.0386 13.4238 12.7234 11.1527 11.0589 10.6233 8.99574 8.39533 8.2113 9.52678 8.19948 7.89679 7.55011 7.15784 6.9063 6.90198 6.79709 6.98312 6.2891 6.0926
threshold=0 1 2 3 4 3.5000000000000004 4.5000000000000009 5 6 7 8 1.0000000180025095e-35 9 10 11 12 13 14 1.5000000000000002 15 16 14.500000000000002 17 18 19 20 21 22 23 6.5000000000000009 4.5000000000000009 24 1.5000000000000002 25 26 1.0000000180025095e-35 2.5000000000000004 27 28
decision_type=1 9 9 1 1 2 2 1 1 1 1 2 9 1 1 1 1 1 2 1 1 2 1 1 1 9 1 1 1 2 2 1 2 9 1 2 2 1 1
left_child=1 24 11 8 7 31 13 9 26 10 -5 12 14 -6 -2 22 17 -7 -9 -15 23 -8 -14 -16 34 -11 -4 28 29 -13 -29 -3 -26 -20 35 36 -1 38 -17
right_child=2 5 3 4 6 16 21 18 -10 25 -12 27 15 19 20 37 -18 -19 33 -21 -22 -23 -24 -25 32 -27 -28 30 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.024792393118171847 0.039204402544978076 -0.083531014953699911 -0.057594648829157213 -0.0081406625544228409 -0.0060601226697732328 -0.043816695705560148 0.031044277459515497 0.0021403111304505911 0.0081094172039968965 0.046498246631483164 0.010855723882865782 0.0091607346047172227 -0.042803107884928582 -0.034770289679232805 0.0034892951347594765 0.014542283780188667 0.038284294211999956 0.018389503324805389 0.029639092672131537 0.030851042960404487 0.016335382745059367 -0.021857167715385331 0.0092318977155889295 -0.011126793653720143 0.042177577719211053 0 0 0.011749649311692874 0.0011617008475998077 -0.014318215159726463 0.030863514132548148 -0.0058498332075039745 0 0.0053645646073998904 0.025271963951035648 0.0029048410474640366 0.013446814327954651 -0.011544823431393486 -0.0042445773203590945
leaf_weight=215.2493321938673 143.72549246659037 1399.177843379468 558.28321956016589 4092.1297726207995 561.17019314155914 151.36326760286465 153.18525920913089 598.03242729185149 92.367462311638519 107.52852220932255 997.84392868587747 12669.941057054384 222.95695218699984 1349.0314278873266 5495.1153363591293 207.50310984626412 18.79320209659636 29.062449012330035 609.07202216307633 6.6415805518627158 729.58311405684799 29.961074644932523 27.249423649627715 534.72236396727385 72.879826659802347 50.652080609695986 19.836601469200104 1587.7756676909048 1935.4655732493848 115.00167854782194 278.78740033204667 25.771234331652522 89.266030041966587 224.02261688373983 44.16384321404621 280.09957975975703 28.103649367869366 689.55695371917682 507.41905412776396
leaf_count=15691 7472 424667 86611 444475 47338 39848 16208 60593 9807 11181 66613 666690 25268 152216 413292 19530 762 7144 54791 811 31556 2994 1766 83844 1299 4692 1565 45309 156401 5359 4986 1590 2051 24594 2438 34760 2807 77902 49516
internal_value=0 -0.0508353 0.00258177 -0.0075269 -0.00439055 -0.0749321 -0.0216366 0.00105292 -0.0456123 -0.00288626 -0.00431621 0.00639858 0.00176534 -0.0259199 0.00473937 -0.0102944 -0.0191633 -0.0311778 0.0154665 -0.0333308 0.0037361 0.0191243 -0.0344542 0.00209498 0.00351203 0.0348852 -0.0554156 0.00876733 0.00790133 0.0088931 0.0152057 -0.0824819 0.0240826 0.0242781 -0.00271738 -0.00686277 -0.0182877 -0.00494774 0.00129245
internal_weight=0 2353.93 34594.6 9449.76 8779.27 1624.17 2099.99 6679.28 670.487 5248.15 5089.97 25144.8 8557.83 1916.84 6903.15 1654.69 199.219 180.426 1431.13 1355.67 6759.42 183.146 250.206 6029.84 729.762 158.181 578.12 16587 14720.4 12784.9 1866.56 1424.95 162.146 833.095 567.616 523.453 243.353 1404.48 714.922
internal_count=3106437 533057 2573380 984489 886506 474011 219567 666939 97983 526961 511088 1588891 710146 200365 536164 173982 47754 46992 139978 153027 528692 19202 27034 497136 59046 15873 88176 878745 828450 672049 50295 426257 3350 79385 55696 53258 18498 146948 69046
cat_boundaries=0 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=15 16810017 16848441 16 2 1 1 1 1 16778273 768 8 48 1 1 1 1 1 2 1 9963590 1 1 2 1 9177412 1 768 6
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=24
split_feature=2 0 6 0 2 0 3 1 3 0 7 3 0 7 8 10 10 3 7 3 0 3 10 2 8 5 0 10 10 2 3 3 2 8 1 0 10 10 0
split_gain=550.018 289.33 114.941 115.57 63.098 58.4777 57.7322 41.1812 31.3909 22.559 22.1066 21.5015 20.1705 19.5676 30.4538 45.5177 28.1548 19.0222 14.9805 14.231 13.5679 27.027 12.3567 11.3781 11.0705 15.2132 11.0222 11.4716 10.1124 10.618 10.0036 9.56294 9.48368 9.21594 8.7368 8.11767 8.09035 8.00935 7.65839
threshold=0 1 2 3 4 5 2.5000000000000004 6 1.0000000180025095e-35 7 8 5.5000000000000009 9 10 11 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 12 5.5000000000000009 13 1.5000000000000002 4.5000000000000009 14 15 16 17 1.0000000180025095e-35 1.0000000180025095e-35 18 13.500000000000002 9.5000000000000018 19 20 21 22 1.5000000000000002 4.5000000000000009 23
decision_type=1 9 1 9 1 9 2 1 2 9 1 2 9 1 1 2 2 2 1 2 9 2 2 1 1 1 9 2 2 1 2 2 1 1 1 9 2 2 9
left_child=1 30 5 7 22 8 34 17 18 -8 -6 13 31 14 15 -7 -16 37 23 32 -15 -22 26 -2 25 -9 27 -5 -14 -30 -1 -13 35 -11 -3 -10 -19 -4 -33
right_child=2 6 3 4 10 11 9 24 19 33 -12 12 28 20 16 -17 -18 36 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31 -32 38 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.00010448477628458421 0.0011936351169976093 -0.083531715865970024 -0.013323296621869124 0.018621501030819054 -0.046707412025841499 -0.0076517111455887705 0.017736155410771958 0.054096733112602574 0.018652677539430361 0.012139723636283243 0 0.0030035477690053668 0.045010591912302785 0.022229040055657165 0.014125446538821036 0.0054919078124175229 0.00089000780561683643 -0.0043552246474496915 0.0072264014094534854 0.016401054283289373 0.017702819358192227 -0.00026763132851779343 0.012822739843406894 -0.026671444091022525 0.0022305794192468997 0.00514270435799707 -0.0035504691345691316 -0.028031872787107157 0.030443078003757864 0.003996090442274388 0.040001152842359396 -0.0069212520100098048 -0.010361728778423595 -0.046227306137723058 -0.00099021935223734831 -0.0013878739965103419 0.014640769155886902 0.0088728901817902214 0.019944285982247383
leaf_weight=697.35178511205595 152.04912881553173 1229.9798072070407 1136.3332592848456 29.746753638377413 1128.2080396447564 4098.5776117269997 64.970266789197922 208.9350103107281 212.71756227966398 11.622399793734076 105.22261938324664 1357.3608572486555 240.94888594304211 934.68047603103332 4295.5167226831545 7234.0132118191686 2644.4571961181937 295.39323458890431 159.21700070030056 404.62671885429882 1534.6362161384895 1728.3729420485906 163.42291120695882 1000.0135331184138 153.03411935013719 115.48420097120106 608.16166298103053 529.07936450710986 328.7397337788716 348.83443397888914 36.830102184787393 89.126767033245414 1000.9324836057494 176.91052460481296 21.133205206599087 894.11075557000004 613.81750841031317 150.7380598547752 764.79114377498627
leaf_count=58219 10254 405901 155231 2848 153179 386301 13942 6625 22211 2318 8130 33463 21755 71349 269260 477073 162159 24648 21939 45308 67799 47807 15259 105558 8527 8265 59015 44701 25470 30397 2064 9482 94011 48721 1389 93119 57648 18296 17629
internal_value=0 -0.0483765 0.00233761 -0.0112529 -0.0262509 0.00477678 -0.0730522 0.00323445 -0.00667298 -0.024475 -0.0423836 0.00650451 0.0143045 0.00539002 0.0039384 0.000703675 0.00913759 -0.00252749 -0.0190431 0 0.0115652 0.00815253 -0.0102747 -0.0230186 0.0289768 0.0383454 -0.014086 -0.0238124 0.0266816 0.0184848 0.00296737 0.00858369 -0.0034468 -0.0398214 -0.0824275 0.00271831 0.00820777 -0.0103531 0.0168084
internal_weight=0 2238.8 34661.3 5237.58 2563.84 29423.7 1504.62 2673.74 3823.67 253.503 1233.43 25600.1 3129.8 22470.3 18272.6 11332.6 6939.97 2196.28 1311.28 2512.39 4197.69 3263.01 1330.41 1152.06 477.453 324.419 1166.99 558.826 918.523 677.574 734.182 2211.28 2107.76 188.533 1251.11 1106.83 909.211 1287.07 853.918
internal_count=3107270 532554 2574716 562372 283132 2012344 472271 279240 392400 64981 161309 1619944 138196 1481748 1294793 863374 431419 255823 137751 254649 186955 115606 121823 115812 23417 14890 106564 47549 77622 55867 60283 60574 209341 51039 407290 115330 82296 173527 27111
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=15 16875553 2 17044516 896 7627142 1 1312408 1 8459297 1 1 1 8914001 512 9 2 8921282 832 768 8 1 6291456 8393728
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=29
split_feature=2 0 0 2 3 2 3 6 6 0 3 0 9 8 1 9 2 4 0 1 0 4 0 5 10 2 3 1 0 3 1 9 10 7 3 3 0 10 5
split_gain=470.001 268.302 92.7556 82.001 57.6657 36.8629 31.182 45.0538 30.2075 24.4934 22.5913 21.3597 21.0453 18.3921 15.8771 15.3969 15.3693 13.5295 12.6544 12.1163 11.7104 10.8619 16.4808 14.6588 9.57268 9.44439 9.06239 8.90928 8.51386 9.53222 8.31248 7.59994 7.03211 6.93881 6.9094 6.87633 6.70341 6.66564 6.61597
threshold=0 1 2 3 2.5000000000000004 4 1.0000000180025095e-35 5 6 7 4.5000000000000009 8 9 10 11 12 13 14 15 16 17 18 19 20 5.5000000000000009 21 2.5000000000000004 22 23 2.5000000000000004 24 25 1.0000000180025095e-35 26 11.500000000000002 18.500000000000004 27 4.5000000000000009 28
decision_type=1 9 9 1 2 1 2 1 1 9 2 9 1 1 1 1 1 1 9 1 9 1 9 1 2 1 2 1 9 2 1 1 2 1 2 2 9 2 1
left_child=1 27 6 15 30 28 7 11 10 32 17 16 14 -13 -6 35 -2 -7 -12 -18 37 23 38 24 31 -15 -22 -1 -5 -30 -3 -8 -9 -11 -29 -4 -14 -10 -23
right_child=2 4 3 5 12 8 21 9 20 33 18 13 36 25 -16 -17 19 -19 -20 -21 26 22 -24 -25 -26 -27 -28 34 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0026754354696761446 0.0023283501544681313 -0.082146727374832335 -0.054830971868401107 -0.004131834815659618 -0.044892704739664162 -0.011380576244321707 0.0070222173327093634 0.022921642881589443 -0.038719977424243351 -0.043922287301406605 0.025137063948272781 0.036475697577319728 -0.012525853877952093 0.016340798651809058 0.024794483958750925 0 -0.02153881459196989 0.03635272297625871 -0.0057904845935911678 0.003712931004106421 -0.019998575915441477 0.005709672491891412 0.044772957945609759 -0.0011755742081442982 -0.0075094199042034324 0.0026730360510045263 0.0049409095167009323 0.0061255320680533914 0.0022917221910727136 0.017914252635001918 -0.0010529050181491411 0.01634828070102021 -0.0095250700192993851 0 0.053539457347525604 0.0023595343247485041 0.037041305332398966 0 0.019075801659615695
leaf_weight=567.2941493561375 857.0974340736866 1132.6646634345525 427.15446707786759 951.96529931388795 187.54892661009217 1900.6329275126918 12986.206622319121 43.491565479431301 521.87746078305645 344.78467764612287 297.35379250277765 143.24909064418171 11.399427270487648 534.1423113476485 12.990404028911142 58.9643177598482 756.29567525128368 29.863639515126124 180.02883214841131 215.00142337474972 471.58941576723009 1162.3711507869884 132.91840768337715 2300.8718554254738 381.4770636705216 5756.4068356056232 166.76319584471639 141.26208095764741 1370.1694588407408 557.72023197868839 21.165541963186115 992.02403588674497 499.459328285011 37.255440348992124 23.956686474382877 9.0590264031197858 35.620170118228998 35.653035499271937 630.5901551945135
leaf_count=55685 93843 405937 74765 86748 54986 187373 749483 5149 61450 34860 32559 6334 3138 22624 554 6793 93510 3413 19876 12948 56116 19218 7473 193363 19236 422387 13247 3148 123297 62195 1393 49971 81190 4122 202 1015 6454 4304 25350
internal_value=0 -0.0458927 0.00203316 -0.00822744 -0.0710468 -0.0050357 0.00463029 -0.000102746 -0.0117433 -0.0207014 -0.00504106 0.00223374 -0.0224932 0.00496773 -0.0364382 -0.0459579 -0.00713845 -0.00994417 0.0136111 -0.0155505 -0.0246355 0.0069848 0.0141887 0.00611009 0.00729834 0.0039769 -0.012912 0.0030289 0.0033011 0.00713321 -0.080977 0.00773909 -0.00524674 -0.0388851 0.0217084 -0.0529244 0.024114 -0.0353812 0.0107527
internal_weight=0 2133.9 34752.4 6978.8 1401.39 6483.62 27773.6 9187.18 3603.76 924.991 2407.88 8262.19 247.559 6433.8 200.539 495.178 1828.39 1930.5 477.383 971.297 1195.88 18586.5 1925.88 16660.6 14359.7 6290.55 638.353 732.513 2879.85 1927.89 1153.83 13978.2 542.951 382.04 165.219 436.213 47.0196 557.53 1792.96
internal_count=3105709 531497 2574212 733151 472462 650578 1841061 776967 378338 125321 243221 651646 65132 451345 55540 82573 200301 190786 52435 106458 135117 1064094 52041 1012053 818690 445011 69363 59035 272240 185492 407330 799454 86339 38982 3350 75780 9592 65754 44568
cat_boundaries=0 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=15 16810017 25239097 16 768 2 2 16846881 72216 1 8 1 1 768 1 3670340 1 532546 1 32 2 512 1 1048710 1 1 1 3686402 2
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=27
split_feature=2 0 6 0 3 2 0 1 3 7 0 9 2 0 10 3 7 0 8 7 2 2 10 3 8 5 2 8 3 10 1 3 3 2 0 0 3 1 10
split_gain=401.065 247.982 76.6036 89.3045 57.0771 53.7455 42.4412 33.3429 25.9413 23.1635 19.8951 17.5385 22.4883 25.6622 18.2373 14.5772 12.5416 17.8576 12.719 12.4842 11.1739 10.2955 9.80266 9.58985 9.09273 10.8284 8.44934 8.10085 8.0623 7.96311 7.92141 7.86927 7.7609 7.03322 7.02008 6.98342 6.83342 6.47818 6.44324
threshold=0 1 2 3 2.5000000000000004 4 5 6 1.0000000180025095e-35 7 8 9 10 11 1.0000000180025095e-35 1.5000000000000002 12 13 14 15 16 17 3.5000000000000004 5.5000000000000009 18 19 20 21 18.500000000000004 5.5000000000000009 22 14.500000000000002 1.5000000000000002 23 24 25 1.5000000000000002 26 5.5000000000000009
decision_type=1 9 1 9 2 1 9 1 2 1 9 1 1 9 2 2 1 9 1 1 1 1 2 2 1 1 1 1 2 2 1 2 2 1 9 9 2 1 2
left_child=1 31 6 7 30 -5 11 15 19 20 26 12 13 14 -2 29 18 -18 -14 21 -7 -8 35 33 25 -9 -6 -12 -17 -4 -3 -1 -22 34 -10 -13 -15 -29 -25
right_child=2 4 3 5 10 9 8 24 23 -11 27 22 16 36 -16 28 17 -19 -20 -21 32 -23 -24 38 -26 -27 -28 37 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.013067075154433727 -0.080659864517073465 -0.011538090676054812 -0.04818349992467999 0.035926555781033209 -0.0042240670350475384 -0.010742584192674948 0.046753114785363474 0.016754350713322201 0.013469688748675749 0.011274590771539772 0.038275198343107358 0.002020682544874136 -0.04598826022431006 0.014759255390316781 0.0098591584574214703 0.021537458830238117 0.0063783541018214004 0.0075092669370424919 0.0064200083295033782 -0.032099796199232811 -0.032183720403245235 -0.0021434899199637052 0.017489152153145081 0.0015844837378485802 0.0050941635000190267 -0.014214284860110234 -0.049465321926586397 -0.021792820703177 0.014363249299537077 -0.0010097961156356288 0.036476821662258803 -0.012431193006889087 -0.0088184628193822886 -0.0014761660617979974 0.014545911891952991 -0.0072770811968090841 0.0042627131120864491 -0.01593599546359482
leaf_weight=696.74265668226872 472.33185063634301 1043.6141628630576 1191.6432662418229 616.32231352629606 45.024009342276258 493.95763749186881 652.26588661666028 223.62172873597592 226.9426663510967 236.89514366770163 12.014639679982793 164.36769042239757 11693.64484000433 169.22823186940514 413.45706158329267 873.46194007690065 1023.6971188092139 3618.9126619419549 6823.2794224431273 160.63359442306682 584.07656606385717 477.84479045949411 227.11177972867154 385.44040460349061 155.18689318094403 116.48072262341157 20.592259771656245 153.83380854938878 55.050863876123913 96.050199342367705 21.144038078375161 34.774730671197176 485.56848368048668 997.70215711352648 894.90639010933228 1137.337256489147 102.84231647703564 9.0973903145641071 33.726511591114104
leaf_count=57210 61143 406066 162643 96837 8070 45696 53559 6874 26926 27092 2310 14715 820528 22884 25409 79231 73746 119579 405870 21849 65225 63651 11761 42493 8566 8358 6007 48174 4903 11770 1393 1819 41334 94345 91644 52602 10144 390 3409
internal_value=0 -0.0433868 0.00184633 -0.00938741 -0.068977 -0.0232029 0.0038059 0.00301 -0.00594073 -0.0136275 -0.0205016 0.00526706 0.00458561 -0.00872204 0 -0.00219529 0.00527577 0.00996171 0.00407335 -0.0173228 -0.0181829 -0.021035 0.0156507 0 0.025725 0.0339482 0.0179266 -0.0360104 0.0070462 -0.00909539 -0.0794232 0.00309634 -0.0238102 -0.00281853 0.00240339 0.0189589 -0.0334183 -0.0425107 0.0132471
internal_weight=0 2036.84 34804 5128.32 1305.32 2416.82 29675.7 2711.5 3829.46 1800.5 240.562 25846.2 24317.4 1157.86 885.789 2216.21 23159.5 4642.61 18516.9 1290.74 1563.6 1130.11 1528.82 2538.72 495.289 340.102 65.6163 174.946 928.513 1287.69 1064.76 731.517 1069.65 2119.55 1121.85 1301.7 272.071 162.931 419.167
internal_count=3106225 531439 2574786 558529 472410 276184 2016257 282345 397876 179347 64951 1618381 1539303 119580 86552 258547 1419723 193325 1226398 139059 152255 117210 79078 258817 23798 15232 14077 50874 84134 174413 407459 59029 106559 212915 118570 67317 33028 48564 45902
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=15 16810017 2 19141668 48 25759353 1 1 1377944 1 16 8912928 1 8914001 1 1 768 832 9 2 12 8 1 768 6295552 8915464 1
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=25
split_feature=2 0 0 6 0 2 3 0 2 0 1 4 3 3 10 9 8 2 10 7 10 2 10 3 4 8 2 10 5 3 9 3 10 1 0 1 10 2 10
split_gain=351.417 146.34 121.524 67.637 78.0952 68.1375 37.7882 46.5353 36.1468 31.1657 27.932 24.5395 16.7917 26.5664 15.0565 14.7959 13.0832 18.5522 16.4633 11.6351 9.44274 9.0604 8.70988 8.45597 7.39318 7.01243 6.98861 6.60626 6.11013 5.7195 5.60297 4.57005 4.59382 4.56654 4.21769 2.83347 2.50509 2.43433 2.20698
threshold=0 1 2 3 4 5 4.5000000000000009 6 7 8 9 10 1.0000000180025095e-35 12.500000000000002 1.0000000180025095e-35 11 12 13 1.5000000000000002 14 5.5000000000000009 15 1.0000000180025095e-35 1.5000000000000002 16 17 18 2.5000000000000004 19 36.500000000000007 20 1.0000000180025095e-35 1.0000000180025095e-35 21 22 23 3.5000000000000004 24 8.5000000000000018
decision_type=1 9 9 1 9 1 2 9 1 9 1 1 2 2 2 1 1 1 2 1 2 1 2 2 1 1 1 2 1 2 1 2 2 1 9 1 2 1 2
left_child=2 21 31 6 10 12 7 16 15 24 20 -10 34 -14 29 -9 18 -18 -3 35 23 -2 25 -5 28 -12 -16 -24 -8 -11 33 32 -1 -7 -6 -4 -33 -26 -23
right_child=1 3 19 4 5 30 9 8 11 14 22 -13 13 -15 26 -17 17 -19 -20 -21 -22 38 27 -25 37 -27 -28 -29 -30 -31 -32 36 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.02702587185931651 0.0027543012514800029 0.031896520057912089 -0.080669730127697375 -0.009326926236230949 -0.03344362704348193 -0.051771857558976266 0.0055124623427790813 -0.046682551979095439 -0.0054774473962600351 0.041176626457619582 -0.002884941917785413 0.039791729078767171 0.00092334627656732483 -0.039470214597061057 0.0033644321768802883 0.0056430799800799673 -0.0076105516162340335 0.0044089831181795399 -0.0036586367960719582 0 0.019194498704230407 -0.071626778302605318 0 0.0039135446567248747 0.0063689291430169565 0.058949815830245472 0.021356833181873952 0.025735664987450019 -0.010534441763914071 -0.0028721011692444268 -0.0029260767832031995 0.014111504108761653 0.0029341596082772077 0 -0.010153912979498032 0 -0.0087148265115721529 0.031413032125691243 0
leaf_weight=75.291067219455726 16.362993577029556 336.26957847256563 729.32368788134772 1103.6827788765659 294.02463793463539 621.87932612962322 2971.9471823226195 274.87986418383662 4527.602290367824 423.57058071266511 16.113258972764015 91.938587112701498 1215.2191963232472 155.68338500719983 396.11723291967064 46.42132287172717 1327.7132371246989 18495.92135688517 171.55943600146566 20.724455028073862 166.5746237472631 282.87016780333943 179.23867045436054 778.33610161422985 158.42602916341275 65.775680772494525 750.47067959641572 215.95992692327127 218.46581530361436 14.075537978438659 44.015085739258211 145.85399255994707 59.114596632774919 20.465832897927612 253.15507032111054 8.4961032276041788 25.958139518508688 112.35718524223194 2.24726949550677
leaf_count=5831 1432 16271 304009 155007 31455 115201 106802 64474 458317 40883 592 8862 120755 14595 38352 7390 152934 1124932 8931 2009 18291 87447 7117 69493 2416 1798 61186 12111 7994 1354 7100 14978 4167 1821 25392 599 2170 1995 549
internal_value=0 0.00105712 -0.0562035 0.00169109 -0.00887845 -0.0208994 0.00349704 0.00189894 -0.0067485 0.0113842 0.00356762 -0.0042519 -0.0105342 -0.00419672 0.0229026 -0.0373686 0.00402331 0.00357515 0.0194318 -0.0770167 -0.00146116 -0.0640735 0.0246319 -0.00371875 0.00579243 0.0516009 0.0158503 0.0150917 0.00423259 0.0390251 -0.0472774 -0.000838223 -0.0138931 -0.0503072 -0.0250315 -0.0799918 0.00839344 0.0211108 -0.0686985
internal_weight=0 35749.3 1064.76 35447.9 5130.12 2604.44 30317.7 25272.3 4940.84 5045.43 2525.68 4619.54 1918.08 1370.9 1584.23 321.301 20331.5 19823.6 507.829 758.544 2048.59 301.48 477.088 1882.02 3461.2 81.8889 1146.59 395.199 3190.41 437.646 686.36 306.218 134.406 642.345 547.18 737.82 171.812 270.783 285.117
internal_count=3107012 2773249 333763 2683821 580728 316319 2103093 1842111 539043 260982 264409 467179 192197 135350 141775 71864 1303068 1277866 25202 306617 242791 89428 21618 224500 119207 2390 99538 19228 114796 42237 124122 27146 9998 117022 56847 304608 17148 4411 87996
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=7 4218880 16875553 2 17043492 960 25756793 24 8656039 1 1 1 8 24 1 768 1 6 144 2 1 1 10485850 1 896
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=28
split_feature=2 0 0 3 0 2 0 8 3 3 0 2 10 2 4 7 2 0 6 3 0 4 2 3 4 2 2 10 10 9 10 8 8 10 3 2 1 0 2
split_gain=304.87 126.922 114.954 58.7579 93.9082 80.1279 21.4934 20.4323 14.9867 18.4936 15.7367 13.6543 13.4854 13.2969 13.1739 12.5757 12.0626 14.5788 10.7013 15.1243 9.9075 9.44555 9.16613 8.88984 8.76904 8.01676 7.10826 6.4937 6.18443 5.30379 5.28797 4.52694 4.33509 3.67028 5.48092 2.88129 2.67728 2.3909 2.31117
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 4.5000000000000009 23.500000000000004 7 8 1.0000000180025095e-35 9 10 11 12 13 14 7.5000000000000009 15 16 17 5.5000000000000009 18 19 20 1.5000000000000002 1.0000000180025095e-35 21 2.5000000000000004 22 23 1.0000000180025095e-35 3.5000000000000004 24 25 26 27
decision_type=1 9 9 2 9 1 9 1 2 2 9 1 2 1 1 1 1 9 1 2 9 1 1 2 1 1 1 2 2 1 2 1 1 2 2 1 1 9 1
left_child=2 22 32 4 7 21 18 27 16 10 -10 31 -11 24 -13 36 20 -18 23 26 -8 25 -2 35 -7 -6 -20 38 -25 -15 -21 -9 -1 34 -34 -5 -4 -23 -3
right_child=1 3 15 6 5 13 8 11 9 12 -12 14 -14 29 -16 -17 17 -19 19 30 -22 37 -24 28 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.019381833347440036 0.0037275795758175178 0.053064756698174766 -0.079159048651901112 -0.0014559315312450728 0.0052396661289474062 -0.030207934792613741 0.018747456750480854 0.018804930438915242 0.0074710956989123591 0.016840321266674774 0.019865270281607509 -0.0053016276033650859 -0.020381470681472127 -0.062205340906186173 0.0054711140261393476 0 0.0042183433787354747 -0.0041204724207597526 0.0077794554060157325 -0.04397214336861565 0.0056474938347855714 0 -0.06655111832476869 0.033046042229668525 0.02149887277670038 -0.010285147566349835 -0.018884368580374494 0 0.0025474040472364297 0 0.0052921464199116551 0.0047514667004279927 -0.026508618468610069 0.0031464748581033577 0.010831278121098126 -0.012125519243550854 0 0.038376266478395031 0.0069553702529895432
leaf_weight=41.037138259736821 15.834937666077165 70.958040652243653 674.43904276835383 1086.4999472956406 356.89882053760812 836.55687583400868 644.29944252897985 249.11250767740421 3376.438022712915 103.62189042699174 1611.8972301433969 3963.7682385395165 300.74502245549229 323.95383337081876 1535.9038138601463 19.212294271448627 6292.3519652910763 3069.6658263891877 194.18059359304607 155.06406886765035 6140.4723388559651 17.078499640570953 264.34077021991834 80.737043476459803 6.9894993598572901 1773.3228976301616 128.52706386992941 54.166798901278526 246.56234870373737 23.796316464256961 6.0537182861007741 2416.9550429314841 108.19472767552361 132.45129980542697 22.680600692052394 339.8357479342958 8.4961032276041788 17.649721611756831 60.163145357510075
leaf_count=3205 1401 3823 304740 107073 31285 123790 75751 13109 107849 5122 142281 444199 22246 93991 56697 1920 340981 322733 20412 15680 330479 2273 87688 9096 968 158094 17339 3781 28609 5964 608 155805 9710 11801 2358 38639 599 2010 2563
internal_value=0 0.000986152 -0.0537681 0.00155822 -0.00422046 -0.0182456 0.00441852 0.00144557 0.00539312 0.00998563 0.0116851 0.000585523 -0.00964814 -0.0387257 -0.00222147 -0.0752654 0.00382844 0.00144636 -0.00478141 -0.0175305 0.00703805 -0.00634196 -0.0616727 -0.000886883 -0.0283875 -0.00753195 -0.00300739 0.031183 0.0130533 -0.0575142 -0.0400113 0.00643402 -0.000322205 -0.00653291 -0.0173597 -0.00449471 -0.078447 0.030697 0.0427295
internal_weight=0 35764.4 1006.51 35484.2 11707.3 3356.25 23777 8351.03 21539.5 5392.7 4988.34 8165.74 404.367 1191.3 5499.67 702.147 16146.8 9362.02 2237.46 483.825 6784.77 2164.95 280.176 1753.64 843.546 2130.22 322.708 185.288 327.299 347.75 161.118 2666.07 304.364 263.327 130.875 1426.34 682.935 34.7282 131.121
internal_count=3106672 2772339 334333 2683250 1098352 418375 1584898 679977 1347442 277498 250130 669810 27368 224713 500896 307259 1069944 663714 237456 54039 406230 193662 89089 183417 124758 189379 37751 10167 37705 99955 16288 168914 27074 23869 12068 145712 305339 4283 6386
cat_boundaries=0 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=7 4218880 16875553 17302577 896 1573251 8 25494560 768 96 1 1 768 25169952 2 10556424 1 768 1 512 864 1 4 12 896 1 10747906 312
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=25
split_feature=2 0 0 6 0 2 9 0 1 4 1 7 3 2 2 0 2 7 2 10 10 9 10 8 10 9 10 8 3 3 8 3 3 2 10 3 1 10 10
split_gain=266.89 113.448 106.274 50.1575 63.9588 57.3489 27.7282 26.288 34.0435 30.3572 22.0473 14.5335 13.2815 14.2634 12.9682 12.4156 11.5647 10.7926 8.95841 8.74982 7.3809 7.84149 7.26403 6.15399 5.28657 5.19265 4.51292 4.47362 4.41182 4.25871 4.19249 3.75274 3.64053 3.56042 3.28771 5.24524 2.51219 1.93575 1.59843
threshold=0 1 2 3 4 5 6 7 8 9 10 11 11.500000000000002 12 13 14 15 16 17 3.5000000000000004 5.5000000000000009 18 1.0000000180025095e-35 19 2.5000000000000004 20 1.0000000180025095e-35 21 4.5000000000000009 1.0000000180025095e-35 22 16.500000000000004 9.5000000000000018 23 1.0000000180025095e-35 3.5000000000000004 24 8.5000000000000018 1.5000000000000002
decision_type=1 9 9 1 9 1 1 9 1 1 1 1 2 1 1 9 1 1 1 2 2 1 2 1 2 1 2 1 2 2 1 2 2 1 2 2 1 2 2
left_child=2 18 27 6 10 11 7 12 9 -9 20 16 13 -3 -14 19 -6 36 -2 28 21 -5 23 -12 -24 26 -7 -1 -8 33 -10 -13 -31 -17 35 -29 -4 -20 -36
right_child=1 3 17 4 5 25 15 8 30 -11 22 31 14 -15 -16 29 -18 -19 37 -21 -22 -23 24 -25 -26 -27 -28 34 -30 32 -32 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=0.019355035302584714 0.0039442911390286167 -0.0063851238554620245 -0.077517313569556767 -0.0046925284506192586 -0.00019941216055887543 0 0.017959958676176037 -0.010041501712203485 0.011236222825230003 0.052154433080944244 -0.0029476880769159016 0.014751933786467775 0.033921382628600706 0.0039153750129171166 0.0041764994032195942 -0.001332897957385581 -0.018798562729443302 0 -0.067937874407313442 -0.00012455034503533593 0.017000878339302049 0.023591645311468533 0 0.052897471875079462 0.022576269416321765 -0.0016369615427912353 -0.048817205207918178 -0.02614776431556386 0.051288563776542652 0.0031060803868896529 -0.00058837210555861446 -0.014079346745075633 0.016744095032658567 0.025264531857477956 0.014755240505700149 0.010289231299556577 0 0 -0.0032363977637540394
leaf_weight=41.018757101497613 15.718473006738348 1380.54382906307 623.12184240290662 1798.4391297155817 533.25175572629087 27.911484405689407 166.26939452457009 3952.7196333860629 1190.3315152875148 49.257917672977783 16.146765572484583 251.99835423240438 248.58083534872276 21050.010373045923 397.62630693172105 40.707993695745245 1089.6562629427644 20.543815331766382 247.0411699214892 55.399894105445128 170.19282211433165 71.349735141237034 179.82265824242495 69.717836582101882 222.01573237031698 43.045758718129946 572.22780469749705 107.54515467322199 148.16618762412691 945.11643338555587 338.06920954911038 18.726100462954491 259.29177820406039 225.09134144609561 40.853578041889705 22.928471865365282 8.4961032276041788 2.3590904969605608 93.222224397584796
leaf_count=3157 1398 154550 304757 217111 52444 5116 19518 511519 72049 6779 592 29061 13584 1208077 16991 2741 108912 2013 87590 5705 18336 7861 7116 1798 12280 7011 111151 9932 14468 43240 20882 2371 8967 15841 3826 2363 599 593 7935
internal_value=0 0.000921785 -0.051511 0.0014501 -0.0077193 -0.0188185 0.00299173 0.00220569 -0.00394174 -0.0088192 0.00345287 -0.00940005 0.00369523 0.00325927 0.017623 0.0148204 -0.0130983 -0.0734755 -0.059774 0.0308715 -0.00105583 -0.00309982 0.0219265 0.0460735 0.0132298 -0.0439348 -0.0469675 -0.00068617 0.0376351 0.00977518 0.00853557 0.0105545 0.00662076 0.0212639 -0.00691264 -0.0171486 -0.0767711 -0.0648166 0.00211284
internal_weight=0 35776.8 957.73 35511.7 5064.5 2536.82 30447.2 28607.1 5530.38 4001.98 2527.68 1893.63 23076.8 22430.6 646.207 1840.04 1622.91 652.162 265.119 369.835 2039.98 1869.79 487.703 85.8646 401.838 643.185 600.139 305.568 314.436 1470.21 1528.4 270.724 1204.41 265.799 264.549 130.474 631.618 249.4 134.076
internal_count=3120234 2785652 334582 2696071 581160 316066 2114911 2004431 611229 518298 265094 192788 1393202 1362627 30575 110480 161356 307369 89581 39691 243308 224972 21786 2390 19396 123278 116267 27213 33986 70789 92931 31432 52207 18582 24056 12295 305356 88183 11761
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=7 4218880 16875553 2 17043492 960 1 25756793 1 1 1 1 24 152 9702348 768 1 768 1 6 1 12 5 640 1
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=28
split_feature=2 0 0 3 0 2 8 0 3 3 0 2 2 2 0 7 9 2 6 4 0 4 2 10 3 2 7 2 9 3 8 10 10 10 3 1 10 2 9
split_gain=230.112 99.0426 98.3899 45.9359 72.2372 67.7007 17.6285 14.4753 13.7209 17.5672 15.7454 12.7444 10.8909 10.7012 14.5906 10.2951 10.2408 9.63178 9.18001 8.89593 8.49502 7.88063 7.75331 7.32131 7.08759 6.66108 5.92266 5.26081 4.56333 4.10637 3.9649 3.77497 2.96124 2.8826 5.31308 2.48918 2.38006 2.20929 4.18108
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 4.5000000000000009 23.500000000000004 7 8 9 10 11 12 13 14 15 16 17 18 19 3.5000000000000004 7.5000000000000009 20 21 22 23 4.5000000000000009 24 1.5000000000000002 8.5000000000000018 1.0000000180025095e-35 3.5000000000000004 25 3.5000000000000004 26 27
decision_type=1 9 9 2 9 1 1 9 2 2 9 1 1 1 9 1 1 1 1 1 9 1 1 2 2 1 1 1 1 2 1 2 2 2 2 1 2 1 1
left_child=2 25 30 4 6 22 17 18 13 10 -10 21 27 20 -15 35 -11 31 37 -14 -9 -7 36 -19 29 -2 -24 -8 -13 -20 -1 -3 -27 34 -32 -4 -6 -5 -39
right_child=1 3 15 7 5 11 12 8 9 16 -12 28 19 14 -16 -17 -18 23 24 -21 -22 -23 26 -25 -26 32 -28 -29 -30 -31 33 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0.01755570632743933 0 0.0062665155457944091 -0.075947056347004091 0.00051672212965970501 0.011858694942671461 -0.027545416985144594 0.010441341132697245 0.012378320101428114 0.022500765843114012 -0.020224419436515591 0.0075723355625834576 -0.059231864273046678 -0.0088808433479417286 0.0026370633244715293 -0.0071490097295291398 0 0.010515678032278443 0.022115661432579002 -0.012090925396992355 0.002866123209105825 0.0039050528562394578 0.020804828595270691 -0.010775509306698738 -0.0027486012927356498 -0.037157128634751048 -0.068727000630441931 0.0042002312809314704 0.00080204681179727681 0 0.019514281029444913 -0.025693857598764538 -0.013217825393569124 0 0.0014539941599856551 0.010765660652257564 0 -0.0034097318650027292 -0.018993252324018359 0.0079525729775334914
leaf_weight=43.067994259181432 28.367879662604537 210.9945362159051 572.26944029862352 873.2832030155696 267.00416523613967 806.19340862211538 656.73230165452696 1575.4734004561324 874.43019382929197 291.28386014918215 4370.910835665185 298.21621781084104 2116.6288870179269 7899.4789607242274 1838.5829853533942 20.545556606026366 126.41611824469874 695.52199512327206 125.46286305808462 856.66856362554245 5597.5333043527789 7.1984606543555847 1509.952951165149 109.32118368009105 122.38565673489938 209.47471405638498 269.9971705111675 3599.4608969076071 23.879891203861916 22.648854581231717 106.73289267672226 133.82922292454168 1.2542572833481234 135.13269522564951 23.592071157734608 8.3617286575026792 99.743286092765629 142.2795845818473 47.536976003582822
leaf_count=3672 2822 10965 302539 90465 22864 124042 36089 146720 86224 21766 188144 94138 261026 506006 201880 1997 7050 40320 15621 35262 295341 972 126185 7358 13418 84435 34760 279158 5889 2361 11064 9909 401 12354 2519 592 9456 18310 5240
internal_value=0 0.000807467 -0.0490612 0.0012799 -0.00384623 -0.0163284 0.00106643 0.00379501 0.00440176 0.00868136 0.0102887 -0.0357231 -0.000746784 0.0029407 0.000737048 -0.0716741 -0.0101697 0.0123624 -0.00611396 -0.00538366 0.00586603 -0.0257319 -0.0054667 0.0181838 -0.0216791 -0.0585102 -0.00826051 0.00244259 -0.0544956 -0.00310078 -0.000969289 -0.000923202 -0.0649466 -0.00686229 -0.0164431 -0.0751546 0.00683395 -0.00144874 -0.0102496
internal_weight=0 35808.1 909.702 35569 11661.3 3282.19 8379.16 23907.7 22574.1 5663.04 5245.34 1135.49 7229.49 16911.1 9738.06 601.177 417.7 1149.67 1333.6 2973.3 7173.01 813.392 2146.7 804.843 270.497 239.097 1779.95 4256.19 322.096 148.112 308.526 344.824 210.729 265.458 130.325 580.631 366.747 1063.1 189.817
internal_count=3119334 2784597 334737 2696939 1098393 418306 680087 1598546 1453131 303184 274368 225041 611535 1149947 707886 305128 28816 68552 145415 296288 442061 125014 193265 47678 31400 87658 160945 315247 100027 17982 29609 20874 84836 25937 13583 303131 32320 114015 23550
cat_boundaries=0 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=7 24576 17924129 17302577 896 12 5767299 2104076 96 896 768 25494584 1 1 640 2 1 10556440 1 512 896 1 512 1 12 1 960 1
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=27
split_feature=2 0 0 3 0 2 8 4 4 0 1 3 3 5 0 5 0 7 1 0 3 1 3 2 4 10 6 1 10 10 1 10 3 0 10 1 2 10 4
split_gain=195.058 95.1589 86.7877 38.9909 61.6428 61.0185 15.3577 15.0223 13.7298 24.8099 17.1607 34.7187 26.1906 15.1479 12.7371 12.5141 12.1459 10.1144 9.43798 9.25411 8.75423 8.4681 7.91903 7.08931 6.9966 6.31293 6.01507 5.12978 4.81663 3.76456 3.02902 3.37551 2.8463 2.32334 2.18239 2.1709 2.15378 1.82735 1.41385
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 7 8 9 1.5000000000000002 4.5000000000000009 10 11 12 13 14 15 16 31.500000000000004 17 4.5000000000000009 18 19 3.5000000000000004 20 21 1.5000000000000002 9.5000000000000018 22 1.5000000000000002 1.0000000180025095e-35 23 1.0000000180025095e-35 24 25 8.5000000000000018 26
decision_type=1 9 9 2 9 1 1 1 1 9 1 2 2 1 9 1 9 1 1 9 2 1 2 1 1 2 1 1 2 2 1 2 2 9 2 1 1 2 1
left_child=1 30 23 4 6 7 28 15 13 27 12 -12 -11 14 26 -6 22 35 19 -8 -16 29 -15 37 -20 -18 -5 -10 36 -7 32 -32 34 -9 -1 -3 -4 38 -2
right_child=2 17 3 8 5 21 18 33 9 10 11 -13 -14 16 20 -17 25 -19 24 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.023756502023412892 -0.072593761763908041 -0.07395368877134291 0.0448691853811507 -0.0022866386330621944 -0.0049068882318086676 -0.046189264981528116 -0.00019013354989112278 0 0.092762385977793183 0.0088229237892357426 0.028552536427949977 -0.017665973688020819 0.048554982432014379 -0.021865502063092027 0.0047461071216699713 -0.021109198741307671 -0.0053350399211026349 0 0.0028360032661281648 -0.011107263764542526 -0.013593409818899236 0.0042010775287590124 0.0026154191577371392 -0.0076987477264636164 0.017797930611052584 0.004395887197090209 -0.021048716186243887 0.0045809452477767283 0 0.00074145137085725957 0.034393299861417453 -0.00071957142749492803 0.0035562303949760905 0.043113596231998806 0 0 0.0048736372719355913 0 0
leaf_weight=65.592337800539099 163.134781267785 533.92572041293897 76.731263951049186 925.16677455152967 1915.5607371006627 597.4468501064257 4822.8499243326369 18.128050566650927 23.302507713495288 1148.0297370266053 201.43634413741529 506.61398759810254 176.78927418403327 478.33161711259163 17332.473010840506 656.77529553550994 1296.5744696340116 20.101098811021075 2115.3138335451949 900.61871049719048 227.85950818180572 19.711198003962636 142.52414431836223 60.631133941264125 360.30465654935688 1300.0299250201206 198.65064838711987 20.060410551261157 54.670805552508682 3.7475037465774212 19.23467268422246 25.48921014694497 137.17050457274308 24.078112603863701 51.91919680457795 8.4956141556613129 61.939250587718561 1.126919267582706 0.034943248960188522
leaf_count=5580 77300 304283 3969 100995 178917 155936 436857 2371 2448 38764 5228 6792 3934 54736 1112391 75719 132121 1986 67620 129349 16284 2319 15275 10079 9505 98352 23197 779 3788 1015 412 771 17056 2782 3831 599 2565 404 7
internal_value=0 -0.0463647 0.000717891 0.00114916 -0.00358396 -0.0152224 0.000922499 -0.00806649 0.00345904 0.0112221 0.00861733 -0.00348447 0.0153041 0.00269509 0.00379403 -0.00935464 -0.00357029 -0.0695222 0.000164878 -0.00202874 0.00446577 -0.0425892 -0.0156822 -0.0562851 0.00532034 -0.000352979 -0.00626982 0.0656622 0.0262297 -0.0454001 0 0.0181122 -0.0045047 0.0364387 -0.0147575 -0.0731441 0.0357766 -0.0677288 -0.0720813
internal_weight=0 861.928 35830.6 35605.7 11627.9 3235.45 8392.43 2614.54 23977.8 2076.23 2032.87 708.05 1324.82 21901.6 18684.1 2572.34 3217.46 562.522 8199.09 5723.47 17560.3 620.906 620.856 224.928 2475.62 2596.6 1123.82 43.3629 193.341 601.194 299.406 44.7239 254.682 42.2062 117.512 542.421 138.671 164.297 163.17
internal_count=3106316 334518 2771798 2684008 1072712 419059 653653 259789 1611296 57945 54718 12020 42698 1553351 1252867 254636 300484 306868 643331 566206 1128675 159270 70011 87790 77125 230473 124192 3227 10322 156951 27650 1183 26467 5153 9411 304882 6534 77711 77307
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=7 16875553 24576 21496881 960 8 1 1 10487496 1 2 5243010 2 789763 1 1 17301536 1 24 1 2 1 1 8654850 1 312 1
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=25
split_feature=2 0 0 7 0 2 8 5 3 0 2 9 0 3 3 3 0 3 2 10 3 8 8 7 2 9 10 3 8 8 3 2 1 1 3 10 0 10 10
split_gain=168.749 86.5044 77.1083 33.7316 41.0836 45.1197 27.4918 25.7841 19.0664 20.0615 23.8281 16.7556 16.4416 21.8064 13.6574 13.5792 12.4607 11.4078 10.8785 10.2622 9.62375 9.23934 9.20319 8.97352 7.82573 7.3913 6.92875 4.95552 4.73701 3.15236 2.63573 3.34366 2.14125 2.04718 3.17811 2.0746 1.70234 1.68425 1.42185
threshold=0 1 2 3 4 5 6 7 2.5000000000000004 8 9 10 11 1.5000000000000002 3.5000000000000004 2.5000000000000004 12 15.500000000000002 13 1.5000000000000002 11.500000000000002 14 15 16 17 18 5.5000000000000009 3.5000000000000004 19 20 60.500000000000007 21 22 23 1.0000000180025095e-35 3.5000000000000004 24 8.5000000000000018 2.5000000000000004
decision_type=1 9 9 1 9 1 1 1 2 9 1 1 9 2 2 2 9 2 1 2 2 1 1 1 1 1 2 2 1 1 2 1 1 1 2 2 9 2 2
left_child=1 29 24 4 8 6 25 11 9 21 -11 -7 15 19 -9 -5 27 -8 22 36 -18 -4 -15 32 37 -6 -20 -10 -21 38 31 -17 -3 34 35 -31 -14 -2 -1
right_child=2 23 3 12 5 7 17 14 16 10 -12 -13 13 18 -16 30 20 -19 26 28 -22 -23 -24 -25 -26 -27 -28 -29 -30 33 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.025201919921287841 -0.070541904730254165 -0.072236675188425511 0.017756970884920457 0.0075779527620367469 -0.0063707711541647078 -0.0021751358090221005 -0.047573376307417758 -0.01925541789967759 0.0037834680818249846 -0.0029996326942882262 -0.024937141235721869 0.028143166302861941 0.005827555489891569 0.010658314815485974 0.0072973653986981094 0.00047221865374788634 0.0032912197015487598 0.011988335004401508 -0.0030871412426376208 0.0035963198747920675 0.016578999111675395 0.0011973055244387666 -0.0064487219998407667 0 -0.0081321667199584884 0.039715278747900061 -0.023593058313425851 0.028301029118205354 0.021392644860526402 -0.02449061120905632 0 0.031953582481158246 0 0.0093520159523771147 0 0.0011945175373086021 -0.0038206620355315116 0 0
leaf_weight=33.841863138528424 153.09779580094619 491.90786648599897 311.32379567879252 805.38060147315264 45.771637847501552 4493.978792344511 439.90076322032837 1368.5289045241079 160.17070056579541 3102.6603622811381 565.89013238128973 159.31025729735848 611.47504259343259 1095.483024310437 190.9803505212767 68.379715983290225 5279.4349875060143 14.611053495435042 1695.008464531973 261.51004256156739 602.2733137117466 11745.376382757677 383.25632584607229 20.793606977676973 68.687131013197359 30.680005387519486 163.88852070830762 329.61557734868256 996.00925023504533 96.876284323458094 18.62714253203012 512.7243640483357 8.3617286575026792 32.557711311150342 120.33184328986681 10.49016754387412 185.56004611426033 1.2271009088726703 9.7984084278577921
leaf_count=2983 77905 302004 14028 70434 12263 471529 120135 158986 18527 343272 86949 18199 25725 39054 21016 3234 215937 2350 69465 15274 24707 783255 15329 2032 11038 4104 7831 37339 58059 8785 1898 33578 592 932 15479 807 21641 430 909
internal_value=0 -0.0440842 0.000610948 0.00101622 -0.000469503 -0.00728533 -0.0343153 -0.00472255 0.0016067 -0.000246702 -0.00669695 -0.00089947 0.00733981 0.00466757 -0.0157386 0.0169233 0.00621011 -0.0435176 -0.000245542 0.0127039 0.00477176 0.00170701 0.00597395 -0.0676231 -0.0533162 0.0139732 -0.00537142 0.0211349 0.0182889 0 0.0283066 0.0294757 -0.0713826 -0.0052709 -0.00957577 -0.0200843 0.00318574 -0.0660694 0.0166482
internal_weight=0 824.959 35860.8 35637.8 28840.5 6743.76 530.963 6212.8 22096.7 15725.3 3668.55 4653.29 6797.3 5392.19 1559.51 1405.11 6371.49 454.512 3337.64 2054.55 5881.71 12056.7 1478.74 521.063 223.012 76.4516 1858.9 489.786 1257.52 303.896 599.731 581.104 500.27 260.256 227.698 107.366 797.035 154.325 43.6403
internal_count=3118014 334523 2783491 2694118 2332596 808582 138852 669730 1524014 1227504 430221 489728 361522 252378 180002 109144 296510 122485 131679 120699 240644 797283 54383 304628 89373 16367 77296 55866 73333 29895 38710 36812 302596 26003 25071 9592 47366 78335 3892
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=7 17924129 4218880 1 18945592 24 12 2 65568 960 1 8917333 18878984 296 8 5 1 24 1 2 12 512 1 1 2163360
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=23
split_feature=2 0 0 6 0 2 4 0 5 10 8 0 0 10 10 3 3 3 10 8 7 10 2 2 2 1 2 2 1 10 10 3 1 10 3 10 10 10 4
split_gain=145.831 79.7539 68.5186 29.4286 45.0846 44.7457 19.0007 38.1709 23.7907 20.3623 37.958 19.5497 19.4517 18.42 14.8958 14.108 13.9758 26.9178 12.2461 9.24427 8.81752 8.32671 12.9032 8.19224 7.26087 6.68377 6.02232 5.78083 4.42724 4.47996 3.17957 2.713 2.60117 3.08474 2.32811 1.76065 1.65907 1.38195 1.35158
threshold=0 1 2 3 4 5 6 7 8 1.5000000000000002 9 10 11 1.0000000180025095e-35 1.5000000000000002 2.5000000000000004 12.500000000000002 3.5000000000000004 3.5000000000000004 12 13 1.0000000180025095e-35 14 15 16 17 18 19 20 1.0000000180025095e-35 2.5000000000000004 3.5000000000000004 21 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 8.5000000000000018 14.500000000000002 22
decision_type=1 9 9 1 9 1 1 9 1 2 1 9 9 2 2 2 2 2 2 1 1 2 1 1 1 1 1 1 1 2 2 2 1 2 2 2 2 2 1
left_child=1 32 27 6 13 16 8 37 9 10 -4 -11 25 19 23 -16 17 -6 -14 26 31 22 -9 -15 -23 -10 -5 36 29 -7 -18 -3 34 -34 35 -1 38 -8 -2
right_child=2 20 3 4 5 28 7 21 12 11 -12 -13 18 14 15 -17 30 -19 -20 -21 -22 24 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.022087105734159868 -0.069133269419481211 -0.073192187071899631 -0.0044548862370107079 0.051436928511043228 -0.011167159607038834 0 0.068397392112610159 0.031981274360024459 -0.034870201685928741 -0.0022640453735782813 0.0060413091569182448 0.0080210941643137496 -0.014383027212992942 -0.0007772970555324347 -0.00088487057287870536 0.018310024802296612 -0.038725606428502431 0.018449505429919643 0.0017720041853960741 -0.0014844662478983783 0 0.01030765002471612 0.0063699161203782289 -0.029958402771508116 0 0 0.0019787019328505249 -0.0073571138843692282 0 -0.043255744564324433 0 -0.019530285637552706 0.031906707899252311 -0.001098054040633484 0.0025571417393801931 0 0 0 0
leaf_weight=63.554779252794106 141.53628654281783 417.00518108556571 8784.0489526662859 102.31214739056304 1350.9804797929828 27.480770755792037 89.418807788519189 265.10420484514907 305.0751943517389 2376.0101887580677 5607.4514490801375 7524.6437774341466 693.41776316327741 223.65038369281683 1419.4730286530394 480.67306159390137 132.44851232192013 360.56601355667226 1247.2393269297754 66.361621385149192 20.317196153337136 998.30409817356849 794.73002949776128 182.28127959489939 1928.6316074989736 71.980406243354082 60.757305025763344 60.261529014183907 22.846756002632901 538.29784721242322 10.554702457273377 53.169876268395456 20.033569793216884 25.671856360509992 138.78455435513752 52.424643876845948 1.1826067225774739 2.2347254469059399 0.027449991495813175
leaf_count=5653 77383 277663 752053 6023 142911 5451 6870 4733 40927 220687 407870 408437 60511 18116 174911 35137 12515 37593 89188 5969 1989 27261 13528 19646 72137 7147 5658 10008 2006 116302 1204 27184 412 771 17073 4284 425 207 4
internal_value=0 -0.0418055 0.000565368 0.000933153 -0.00616011 -0.0157537 0.00209888 0.00844013 0.0011073 0.00204401 -0.000339225 0.00552902 -0.00848323 0.00309271 0.00013001 0.00402448 -0.00753186 -0.00454532 -0.00395912 0.0283759 -0.0653784 0.00651496 0.0141074 -0.0164341 0.00357108 -0.0282325 0.0385064 -0.0523345 -0.0390532 -0.0413468 -0.0349913 -0.069259 0 0.0163169 -0.00453475 -0.0138577 -0.0639141 0.0618396 -0.0685556
internal_weight=0 790.962 35870 35667 4978.68 2443.18 30688.3 4078.42 26609.9 24292.2 14391.5 9900.65 2317.71 2535.51 2306.08 1900.15 1854.55 1711.55 1940.66 229.431 490.492 3986.77 1059.83 405.932 2926.94 377.056 163.069 203.008 588.625 565.779 143.003 470.175 300.469 45.7054 254.764 115.979 142.746 91.6535 141.564
internal_count=3117847 335029 2782818 2694998 583442 317982 2111556 124736 1986820 1789047 1159923 629124 197773 265460 247810 210048 194223 180504 149699 17650 306836 117659 18261 37762 99398 48074 11681 87820 123759 121753 13719 304847 28193 1183 27010 9937 77812 7077 77387
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=7 16875553 24576 2 17043492 960 1 10489545 2 1 4722706 2361613 9 1 56 896 776 1 896 24 1 1 1
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=25
split_feature=2 0 0 3 0 2 8 2 3 10 3 0 0 7 7 10 2 5 6 3 2 9 10 0 2 9 5 4 10 6 10 3 2 0 10 1 10 3 3
split_gain=124.745 73.3788 60.3628 27.1648 42.3624 45.8831 11.7339 11.2211 10.5396 13.1068 12.6116 16.7063 8.7285 16.0572 8.65942 8.21404 7.78749 9.10279 7.42977 6.29677 5.90808 5.29881 6.71737 5.16623 5.06384 4.89138 4.71533 4.14638 3.85387 3.40903 4.98595 6.1189 4.11617 3.384 2.57504 2.5344 2.52975 2.35602 2.27833
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 23.500000000000004 1.0000000180025095e-35 4.5000000000000009 7 8 9 10 1.0000000180025095e-35 11 12 13 1.5000000000000002 14 15 1.5000000000000002 16 17 18 19 20 1.5000000000000002 21 1.0000000180025095e-35 3.5000000000000004 22 23 1.5000000000000002 24 8.5000000000000018 25.500000000000004 3.5000000000000004
decision_type=1 9 9 2 9 1 1 1 2 2 2 9 9 1 1 2 1 1 1 2 1 1 2 9 1 1 1 1 2 1 2 2 1 9 2 1 2 2 2
left_child=1 29 24 4 6 20 28 18 10 33 12 15 19 -14 38 -12 26 -18 -7 -5 -6 22 -11 -22 -2 -9 -8 -13 -4 30 31 32 -1 -10 -32 -31 -26 -35 -3
right_child=2 14 3 8 5 7 16 25 9 21 11 27 13 -15 -16 -17 17 -19 -20 -21 23 -23 -24 -25 36 -27 -28 -29 -30 35 34 -33 -34 37 -36 -37 -38 -39 -40
leaf_value=0.0097390236378300712 0 -0.071371768872071542 0.030632117417042415 0.0055267064532303432 0.0065327480374618345 -0.011572008450213304 0.0024242786249125403 -0.053247414614651739 -0.010677780085959128 -0.040229156680895363 0.026256949279210823 0.0019232156502709417 -0.0057249240381827505 0.0092632359664274119 0 0.010291204669628844 0.00014262853925652656 -0.0089539778231159488 -0.034502272383232307 0.0011311072875172057 -0.0010819396707168699 0 -0.0043615571135047623 -0.012342234828645257 -0.061212181329555998 0 0.014722795152162011 0.014320553836661016 0 -0.023616520431966333 0.033360636222078646 0.020593739013970932 -0.023876682379879888 -0.0010686021669381038 0 0.0074061211253480782 0 0.026211208674265542 -0.018587622918849186
leaf_weight=14.606231771234889 28.281488383130636 385.17300251284905 144.55563710973365 5607.1641669819073 367.85565224057063 495.97827067028265 2362.4417774330359 256.29500794394698 10.263926443643866 147.35689767601434 474.38675984056317 3450.0029287463985 3139.9194854598318 883.68725959653966 19.933603211073205 1519.0101387124741 4047.3372275778675 1449.4032600089558 262.80804377479944 8305.108614649158 939.17553652048809 88.203701035119593 114.99103659347747 808.9070308979135 163.18094909221691 21.83151904650731 355.43147615040652 278.24846998089924 55.286885514855385 58.69781791116111 41.145160559681244 28.751567732077092 94.737154439877486 12.895202247425912 61.039630885352381 3.4675222286023191 1.3050795778981399 91.566705950943287 50.984461893822299
leaf_count=2117 2867 276256 6510 395565 33164 72600 142401 94261 1026 14704 45822 136413 357455 83571 1981 134392 344424 129151 52229 423094 86155 5314 8228 71276 84175 5741 26488 4310 3750 6541 4052 2729 9629 577 5024 269 420 4382 26703
internal_value=0 -0.0394525 0.000505246 0.000843621 -0.00312294 -0.0129329 0.000564795 -0.0298263 0.00275994 -0.0115704 0.00306874 0.00716176 0.00173657 -0.00230924 -0.0633747 0.0145003 -3.51834e-05 -0.00223326 -0.0206428 0.00293019 -0.00411533 -0.0211126 -0.0275949 -0.00661984 -0.0502337 -0.0481919 0.00426944 0.00302716 0.0223708 0 0.00548393 -0.00520748 -0.0171179 0.0138459 0.0201048 -0.0167836 -0.0570001 0.0196631 -0.0674385
internal_weight=0 758.536 35882.9 35690.1 11567.3 3152.85 8414.46 1036.91 24122.8 465.277 23657.5 5721.65 17935.9 4023.61 456.091 1993.4 8214.61 5496.74 758.786 13912.3 2115.94 350.552 262.348 1748.08 192.768 278.127 2717.87 3728.25 199.843 302.445 240.28 138.095 109.343 114.726 102.185 62.1653 164.486 104.462 436.157
internal_count=3105766 335301 2770465 2683003 1068150 415426 652724 224831 1614853 34231 1580622 320937 1259685 441026 304940 180214 642464 473575 124829 818659 190595 28246 22932 157431 87462 100002 168889 140723 10260 30361 23551 14475 11746 5985 9076 6810 84595 4959 302959
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=7 17924129 24576 17302577 896 8 96 3414876 10818616 1 1 768 2 2 512 1 1116992 896 1 2 1 2 1 2361218 1
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=28
split_feature=2 0 0 4 0 5 10 3 10 2 1 0 10 0 8 8 0 0 7 7 2 2 9 1 0 8 1 6 2 10 10 3 3 10 10 10 1 7 8
split_gain=108.644 66.5238 52.6139 24.0311 44.8207 36.2519 25.1793 32.205 22.6502 28.0715 46.8961 21.4125 20.073 20.438 17.7469 15.2697 12.5467 9.07059 8.34917 8.09063 6.59271 5.86019 6.82448 13.8067 5.12745 4.11479 4.01875 3.02888 5.92748 5.80963 5.38577 6.71834 2.61 2.32006 1.89311 1.72713 1.66407 1.59302 1.56461
threshold=0 1 2 3 4 5 3.5000000000000004 1.5000000000000002 1.5000000000000002 6 7 8 5.5000000000000009 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 3.5000000000000004 1.0000000180025095e-35 4.5000000000000009 6.5000000000000009 14.500000000000002 1.0000000180025095e-35 8.5000000000000018 25 26 27
decision_type=1 9 9 1 9 1 2 2 2 1 1 9 2 9 1 1 9 9 1 1 1 1 1 1 9 1 1 1 1 2 2 2 2 2 2 2 1 1 1
left_child=1 27 20 5 33 8 7 16 9 10 -4 15 13 -10 -11 -8 -7 -9 -13 26 35 34 25 -24 -14 -23 -3 28 29 32 31 -30 -1 -5 -6 -2 -29 -32 -36
right_child=2 19 3 4 21 6 11 17 12 14 -12 18 24 -15 -16 -17 -18 -19 -20 -21 -22 22 23 -25 -26 -27 -28 36 30 -31 37 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=0.062260049805048338 -0.065140857226677604 -0.064272482899335431 -0.021679709080911491 0.073827869700314422 0.0059117144898717146 -0.01456990807060232 0.013034366420414945 0.015101715171294114 -0.003281472680083497 -0.0025595085931350023 0.026583606475236488 -0.016141167511589376 0.010257390967311727 0.0081308151967657873 0.0046868126584240369 -0.0098381113859313113 -0.035282638898086277 -0.0061072929864578159 0.0059283892944981152 0 -0.0041618416598388046 0.014579951364713642 0.035384103204249985 -0.012518621721450849 -0.013483659312778779 0.004290122009801025 0 -0.019320412766832138 -0.024526602432051504 -0.004956649584365507 0.021678715205614145 0.017566687516535152 0 0 3.5355120431759762e-05 0 0.0048398312268050601 -0.00085711996865021434 -0.0082386801599548826
leaf_weight=14.808563322294509 124.79149632320332 434.35455182756414 1255.2750924088905 86.443697689566761 284.82284194417298 918.69987810455495 1070.371146473597 229.69936131546274 1877.528780572844 8738.6449360965635 207.23075031675398 812.25475811987417 62.669126420281827 8197.017619927894 5449.1107979728258 349.8761445209966 615.36254687581095 747.93726263864664 175.91895723459311 20.741504857083783 56.925655916100368 498.50415882631205 192.02862625371199 54.155031761154532 668.43851180133061 2434.7948542733211 8.3741367971524578 52.754867907613516 96.491610405035317 4.5803265220019957 65.994196472223848 20.997559634968638 1.6758914720267046 2.6110850018449119 472.79922356409952 0.97774019802454759 3.3336675190366796 8.5964317419566196 309.4570391823072
leaf_count=1204 77613 308893 203706 7308 4858 123267 84743 23411 172889 705589 4900 98424 5947 492330 384337 28776 107579 67324 17801 2054 9925 11734 5222 898 43529 78475 687 5354 8887 320 5244 1793 101 245 16642 350 250 364 10179
internal_value=0 -0.0374373 0.000457324 0.000766907 0.00772029 -0.000190588 -0.00805378 -0.0150019 0.0012679 -0.00114797 -0.0141483 -0.000589262 0.00478809 0.00597566 0.000207862 0.00707917 -0.0239064 -0.000435912 -0.0117434 -0.0591489 -0.0479785 0.00580221 0.00794268 0.0235451 -0.0107728 0.00633366 -0.0630299 0.00178431 0.00818153 0.0351741 0 -0.0129267 0.0563479 0.0661137 -0.000361123 -0.0602113 -0.0132135 0.0167123 -0.00315287
internal_weight=0 732.703 35894.3 35711.7 4335.62 31376 4920.12 2511.7 26455.9 15650.3 1462.51 2408.42 10805.7 10074.5 14187.8 1420.25 1534.06 977.637 988.174 463.47 182.695 4246.56 3179.48 246.184 731.108 2933.3 442.729 269.233 213.145 21.0648 192.08 117.489 16.4845 89.0548 1067.08 125.769 56.0885 74.5906 782.256
internal_count=3123152 335151 2788001 2700113 135561 2564552 551325 321581 2013227 1298532 208606 229744 714695 665219 1089926 113519 230846 90735 116225 311634 87888 128008 96329 6120 49476 90209 309580 23517 17913 1625 16288 10680 1305 7553 31679 77963 5604 5608 26821
cat_boundaries=0 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=7 32 24576 1 10487753 2 24 1 8389344 5771408 1 5 7147573 4266516 1 1 24 128 1 1 595136 12 1 2 1 1 1 9
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=22
split_feature=2 0 0 9 2 0 1 3 3 10 4 5 7 2 8 0 3 10 2 10 4 10 10 0 3 3 6 8 10 3 3 1 10 1 10 10 2 2 3
split_gain=89.7979 63.2299 47.1948 21.5196 28.0521 49.4139 41.4468 19.5867 18.2972 15.7317 23.3289 15.7103 12.5241 15.8969 11.6568 10.4919 9.00236 8.33507 7.23644 7.21336 4.56264 3.65929 3.20538 3.29594 4.10538 3.00301 2.55533 4.01899 3.82824 3.42564 2.39619 2.13246 2.0397 1.90982 1.71266 1.70362 1.58727 1.55139 1.34531
threshold=0 1 2 3 4 5 6 23.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 7 8 9 10 11 12 2.5000000000000004 3.5000000000000004 13 4.5000000000000009 14 2.5000000000000004 5.5000000000000009 15 9.5000000000000018 104.50000000000001 16 17 1.0000000180025095e-35 5.5000000000000009 79.500000000000014 18 13.500000000000002 19 3.5000000000000004 1.5000000000000002 20 21 7.5000000000000009
decision_type=1 9 9 1 1 9 1 2 2 2 1 1 1 1 1 9 2 2 1 2 1 2 2 9 2 2 1 1 2 2 2 1 2 1 2 2 1 1 2
left_child=1 26 18 4 7 9 8 12 -7 10 -6 -11 13 -4 -14 17 32 30 -2 -8 25 33 23 -17 -25 -9 27 28 29 -1 37 -28 -3 -18 36 -30 -29 -5 -20
right_child=2 16 3 15 5 6 19 20 -10 11 -12 -13 14 -15 -16 22 21 -19 38 -21 -22 -23 -24 24 -26 -27 31 34 35 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.023121101478523035 -2.0680570292187699e-05 -0.068305539133927382 0.0079540227038122115 0 -0.011678724820639629 -0.039147184127989218 0.027459037037973189 -0.033803198429681061 -0.015731784413939822 0.014067498424773624 0.021204114370405265 -0.003433829302102274 -0.0024227378232716161 -0.0004292961820115506 0.0081738423357199316 -0.007741232169846176 -0.029605507420076407 -0.0035474515217258635 -0.060754415161634871 -0.009377663050884829 0.007691672391125017 0.008413681557261932 -0.0082614636004102893 0.0060797468132701617 0.020110748885367347 0 -0.020546417237639367 0.030207552237292479 0.022034754068584562 0.0091146616935584325 0 0.0072719566754296458 0 0.00028124854157494521 0 0 0 0.036931991264774609 0
leaf_weight=80.103313098021317 48.907161870039999 326.15438053719117 2509.4780143538956 38.56526084151119 1428.9769695115974 611.80506292371138 172.26967267831787 186.62693523417693 999.9972449800116 1111.9963650575664 219.76152119459584 873.58883731032256 1282.2366387190996 19683.918629157008 4463.0960601784755 80.455962172185536 58.023669767731917 53.316105941863498 132.90517094975803 40.898669151589274 11.873865891247986 15.151940484633085 90.922595274692867 1303.8985406972351 273.85127090412425 36.20339500089176 55.300094235746656 53.998630639238399 28.434520838782191 12.556756678503005 7.2033447714056811 3.5081722661852828 0.75901244257693079 2.8380716294050208 8.1286765907425416 43.698253070004284 12.300121346605009 242.53154877945781 2.6827773495169813
leaf_count=9254 9033 265092 168944 3687 131238 162674 9319 16343 150682 65265 4123 72128 65368 1468292 228039 8457 31501 5667 79370 2911 245 7297 6040 73157 9733 2940 6123 5150 2607 1152 607 269 575 139 622 3511 1396 26117 976
internal_value=0 -0.0347705 0.000395571 0.000690312 6.54088e-05 -0.00645902 -0.0196997 0.00134765 -0.0253554 0.00025018 -0.00681644 0.00628218 0.00161306 0.000517977 0.00576662 0.0104615 -0.0589717 0.0259348 -0.0452925 0.0188728 -0.0256644 -0.0152514 0.00670101 0.00787106 0.0089757 -0.0293302 0.000167986 0.00581578 -0.00235282 -0.0151461 0.0329648 -0.0136129 -0.0678128 -0.0252774 0.0205158 0.0105351 0.026942 0.0344799 -0.056189
internal_weight=0 700.956 35908 35723.5 33632.7 5459.29 1824.97 28173.4 1611.8 3634.32 1648.74 1985.59 27938.7 22193.4 5745.33 2090.74 402.927 341.616 184.495 213.168 234.704 76.0137 1749.13 1658.21 1577.75 222.83 298.029 239.22 164.793 92.6601 288.3 58.8083 326.913 60.8617 74.4274 72.1328 66.2988 281.097 135.588
internal_count=3106043 334688 2771355 2681976 2548511 598340 325586 1950171 313356 272754 135361 137393 1930643 1637236 293407 133465 304604 36078 89379 12230 19528 38937 97387 91347 82890 19283 30084 23692 16524 10406 30411 6392 265667 31640 7168 6118 6546 29804 80346
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=7 17924129 4218880 1 960 17039392 1 1 2 1 512 2 9705614 864 1 2163712 2 1 1 1 5 128
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=40
num_cat=25
split_feature=2 0 0 4 0 5 10 3 10 2 1 0 10 0 0 8 3 3 0 2 2 10 0 10 10 0 8 3 6 8 10 3 9 1 10 1 10 0 2
split_gain=77.0934 56.9639 41.6168 18.7845 35.894 27.8418 21.3731 26.8753 16.6827 22.2375 37.2649 17.0644 16.0971 15.5143 11.7894 10.5871 8.66345 7.70032 6.37674 5.18314 4.79769 16.0501 4.47232 3.38417 3.34026 3.09376 5.78193 3.98853 2.6335 3.02192 3.25333 3.10541 2.44483 2.16811 2.04554 1.80907 1.57675 1.49657 1.41345
threshold=0 1 2 3 4 5 5.5000000000000009 1.0000000180025095e-35 1.5000000000000002 6 7 8 5.5000000000000009 9 10 11 2.5000000000000004 3.5000000000000004 12 13 14 1.5000000000000002 15 2.5000000000000004 5.5000000000000009 16 17 5.5000000000000009 18 19 1.0000000180025095e-35 5.5000000000000009 20 21 13.500000000000002 22 8.5000000000000018 23 24
decision_type=1 9 9 1 9 1 2 2 2 1 1 9 2 9 9 1 2 2 9 1 1 2 9 2 2 9 1 2 1 1 2 2 1 1 2 1 2 9 1
left_child=1 28 19 5 24 8 7 14 9 10 -4 -11 13 -10 -7 18 34 -9 -8 36 21 -6 -14 35 -5 27 -27 -22 29 30 31 -1 -23 -30 -3 -18 -2 -17 -31
right_child=2 16 3 4 20 6 15 17 12 11 -12 -13 22 -15 -16 37 23 -19 -20 -21 25 32 -24 -25 -26 26 -28 -29 33 38 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.021487591918189816 -0.061429320622892553 -0.066285103885989557 -0.019704785924332762 0.072551112981507876 0.040155642353983584 -0.012751461698953913 -0.0017793424137687378 -0.0076465037261908972 -0.0030064049924101673 -0.0063198659984429074 0.022887945982463319 0.0019905878735239592 0.011110595792256626 0.0069258965539708804 -0.033857103504488575 0.002564456185995107 -0.028320438146450595 0.0045451236339619254 0.016257794392983801 -0.004220331333302455 0.0020481143221162887 -0.0086912710316697835 -0.012333814016971286 0.0082956184208062052 0.0068733439700500998 -0.013225654786268776 0.021345073885703031 0.016293608932688629 -0.020919780916156809 0.023500132527540924 0.010260122426097381 0.0089880222224625675 0.013923595710187179 0.007190229714990024 0 0.00027881119124871702 0 -0.013947442320479687 0
leaf_weight=77.834247507504188 109.92043349953019 304.85558512908756 1224.1348699656228 68.279373127559666 130.14956076373346 861.13490272377385 244.33399793447461 1753.8463336254499 1872.0788992053422 3136.2859940048656 213.47304312442429 11061.837476168992 49.3656954865437 8282.2772403486306 516.88520159559266 26.047920946148224 56.447784690841218 673.95784569319221 568.5340305276186 56.98532146634534 3565.8918774356134 145.5093305472983 675.50213570171036 15.200272776084601 27.580983916064724 23.781448964728042 191.28561387350783 188.9961906792596 55.708169935503975 62.036080638863496 72.361875547620002 12.597874766332096 31.200441632885486 3.5329805738292626 0.67187879400444117 2.8388318032957605 1.0107487823697727 229.35695285251131 14.561981975566594
leaf_count=9230 77615 265353 179191 5302 2683 115239 27826 186511 172713 335602 4929 754145 4657 499943 101606 2880 31409 53179 44017 9850 101125 7798 44827 7239 2391 1390 10999 2676 6148 5643 6025 1127 1353 269 520 139 393 20885 1548
internal_value=0 -0.0327585 0.000315899 0.000582891 0.00670274 -0.000265491 -0.00719519 -0.0107111 0.00100375 -0.00107332 -0.0127502 0.000121187 0.00401117 0.00506569 -0.0217648 0.00500789 -0.0567298 -0.00412588 0.0106552 -0.0442761 0.00495364 0.0165994 -0.00997786 -0.0140125 0.0576036 0.00382206 0.0148716 0.00296004 0 0.00570678 -0.00140035 -0.0135697 -0.00180576 -0.0140281 -0.0657568 -0.0239575 -0.0562934 -0.0111287 0.0181936
internal_weight=0 678.648 35929.6 35761.7 4372.67 31389.1 4874.1 3805.82 26515 15635.7 1437.61 14198.1 10879.2 10154.4 1378.02 1068.27 380.014 2427.8 812.868 167.917 4276.81 306.859 724.868 74.4869 95.8604 3969.96 215.067 3754.89 298.633 239.392 162.794 90.4321 176.71 59.2412 305.527 59.2866 110.931 255.405 76.5981
internal_count=3106375 334650 2771725 2683867 135717 2548150 552143 456535 1996007 1273867 184120 1089747 722140 672656 216845 95608 304660 239690 71843 87858 128024 11834 49484 38787 7693 116190 12389 103801 29990 23573 16382 10357 9151 6417 265873 31548 78008 23765 7191
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=7 17924129 24576 1 10487753 2 24 1 6556554 5771408 5050549 5 335121 24 24 595012 4130 4 2 1 1 1 1 8392856 5
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=40
num_cat=24
split_feature=0 2 0 9 2 0 3 3 7 2 3 10 0 6 2 2 0 3 10 3 4 3 8 8 8 0 7 3 3 4 4 10 3 3 10 1 0 2 10
split_gain=67.7166 54.0639 27.4369 22.1972 28.7707 62.0098 21.6974 18.082 13.4876 14.2038 13.468 12.9177 11.3564 11.3367 8.96025 8.86285 7.64312 6.77142 5.21337 4.54626 4.01576 2.8402 5.44771 2.71483 2.71073 2.60719 2.46098 1.82919 1.77646 1.27825 1.26317 1.19484 1.15649 1.42693 1.15096 1.04517 1.00536 0.946222 0.99806
threshold=0 1 2 3 4 5 2.5000000000000004 23.500000000000004 6 7 13.500000000000002 1.0000000180025095e-35 8 9 10 11 12 34.500000000000007 3.5000000000000004 104.50000000000001 13 9.5000000000000018 14 15 16 17 18 27.500000000000004 70.500000000000014 19 20 8.5000000000000018 3.5000000000000004 6.5000000000000009 17.500000000000004 21 22 23 5.5000000000000009
decision_type=9 1 9 1 1 9 2 2 1 1 2 2 9 1 1 1 9 2 2 2 1 2 1 1 1 9 1 2 2 1 1 2 2 2 2 1 9 1 2
left_child=15 2 32 4 5 10 26 8 9 -6 11 -3 -10 -8 24 30 18 -12 28 20 -9 23 -23 -18 -5 -21 -7 36 -16 34 31 -1 -2 -34 35 -4 -26 -17 -39
right_child=1 3 29 14 7 6 13 19 12 -11 17 -13 -14 -15 16 37 21 -19 -20 25 -22 22 -24 -25 27 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 38 -40
leaf_value=-0.065466142187479009 -0.0064432549095584275 -0.012124821839005125 -0.066500758483938258 0 0.006916075359632257 -0.04957618768580422 0.011069434325543907 -0.031227624626706914 0.011555976148363628 -0.00092145085033597739 0.046330869304993 0.0056800678100592042 0.0020865255299566581 -0.031105577219529626 0.028109351101344646 0.0040088938791321034 -0.0043636127253773261 -0.0055485430652428922 -0.0021621911504808729 0.014717398470492105 0.0056104037930378992 0.024559392914456829 0 0.004975265834316245 0 -0.013690827328597228 0 0 0 0 0 0 0.021724627112926578 -0.0018513218670468028 0 0 0.03942570554701777 -0.017181598528654848 0.0002710080678283806
leaf_weight=169.64997740104445 116.64252953382675 726.10503840142337 172.88117651976063 25.682328100010636 2532.4813041896559 435.29477890391718 121.55774935304362 229.77997273689834 1867.3469983163523 22711.469444542832 59.068971949629486 834.12557923195709 4191.8582381748129 75.824097025411902 269.29602359456476 15.686995957279576 385.06409499776782 13.80994228235795 50.127049713162705 31.402881613466889 9.1148611407261324 140.88226915709674 146.71231160918251 970.1929105768213 11.027583345334277 16.583154738880694 20.345385322347283 9.2320587758440507 7.9896641494706264 0.027090813644462197 0.030413441127165153 1.6013496637460765 11.709880694485038 9.4743742679711414 0.18250082284794089 1.7680332486052055 139.76428601634689 44.800357396161417 3.9024441141518755
leaf_count=136232 20929 66518 151538 4490 169202 191374 18901 19425 143752 1755553 3268 76825 166703 20317 26260 1419 24754 1075 5093 1587 200 5046 5711 50786 4784 1879 1708 957 630 3 8 764 1393 1028 145 157 15400 9650 729
internal_value=0 9.59312e-05 -0.0388563 0.000484987 -0.000136252 -0.010877 -0.0359665 0.000644374 0.000893566 -0.00011367 -4.52962e-05 -0.00248979 0.00511908 -0.00577909 0.0102537 -0.0496479 0.00764138 0.0348328 0.0210251 -0.0230896 -0.0282373 0.00435945 0.0131147 0.00207266 0.0299198 0 -0.0480016 0.0345324 0.0266792 -0.0618651 -0.0612156 -0.0647483 -0.000628721 0.0104144 -0.0653684 -0.0658261 0.0385998 -0.00433719 -0.0110031
internal_weight=0 36344.8 312.686 36032.1 33876.2 2286.13 653.022 31590 31303.2 25244 1633.11 1560.23 6059.21 197.382 2155.97 235.672 1970.26 72.8789 327.413 286.881 238.895 1642.85 287.595 1355.26 185.706 47.986 455.64 160.024 277.286 174.859 171.282 171.251 137.827 21.1843 174.832 174.649 150.792 64.3898 48.7028
internal_count=3106193 2957391 175193 2782198 2638287 379986 232300 2258301 2235210 1924755 147686 143343 310455 39218 143911 148802 118280 4343 31983 23091 19625 86297 10757 75540 25631 3466 193082 21141 26890 151843 137004 136996 23350 2421 151840 151695 20184 11798 10379
cat_boundaries=0 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=4218880 3 18186401 1 28 25952304 1 512 8916565 2 524 30 9705614 1 5 1 2 8388662 1 1 1 1 2691336 768
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=40
num_cat=25
split_feature=0 2 0 9 2 0 3 3 2 5 0 3 10 10 2 2 3 0 10 3 4 3 8 8 8 7 0 2 3 4 4 10 10 10 0 3 1 0 2
split_gain=59.3458 44.4494 27.523 18.6269 23.7819 54.2232 17.4679 14.2878 12.1525 16.0159 12.0403 11.3217 9.91657 9.68506 7.71307 7.11701 6.90334 6.33351 5.39235 4.18641 3.62896 2.46032 4.57976 2.81998 2.37667 2.2919 2.21148 1.87835 1.42442 1.23816 1.2207 1.1594 1.11526 1.06067 4.06316 1.00818 0.991546 0.970142 0.685838
threshold=0 1 2 3 4 5 2.5000000000000004 23.500000000000004 6 7 8 14.500000000000002 1.0000000180025095e-35 1.0000000180025095e-35 9 10 34.500000000000007 11 3.5000000000000004 104.50000000000001 12 9.5000000000000018 13 14 15 16 17 18 27.500000000000004 19 20 8.5000000000000018 17.500000000000004 1.5000000000000002 21 10.500000000000002 22 23 24
decision_type=9 1 9 1 1 9 2 2 1 1 9 2 2 2 1 1 2 9 2 2 1 2 1 1 1 1 9 1 2 1 1 2 2 2 9 2 1 9 1
left_child=14 2 33 4 5 11 25 8 10 -10 -6 12 -3 -8 30 24 -13 21 27 20 -9 23 -23 -17 -5 -7 -21 -19 37 32 31 35 36 34 -2 -1 -4 -26 -16
right_child=1 3 29 15 7 6 13 19 9 -11 -12 16 -14 -15 38 17 -18 18 -20 26 -22 22 -24 -25 28 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.064068573957297079 0.019628389125029316 -0.011140052042195354 -0.064535985374425064 0 0.0011635832292969451 -0.048540793423128059 0.022837293099720213 -0.028943016734367638 0.00067385478764662142 -0.0064352459466373501 0.007925924473774857 0.044293592540611923 0.0042195359344533116 -0.020128558846873885 0.0020204208014018865 0.0062627287526537028 -0.0065805664534083113 0 -0.0038513540473352303 0.013382788348664671 0.0054731742775920023 0.02233495285465233 -3.5179660030879706e-05 -0.0025938557367771453 0 0 -0.012906085055248066 0.025894259182444448 0 0 0 0 0 -0.0081277081126120282 -0.012440647091299023 0 0 0.03486790779547401 -0.010128617271372483
leaf_weight=156.34258684903034 52.322113657835871 730.25134201902256 161.65503269754845 25.855019167924183 9843.0037491612602 383.3797642212885 43.935584393766476 221.78263870102819 13793.180185684905 4063.6519827315351 3641.7658409718424 56.273187796847196 880.92467352650419 134.68222846786375 16.768959062639624 637.8220903489273 15.364586231968131 44.90132404351607 58.734289627580438 35.689796468243003 9.1589926364831609 140.56013527372852 143.06510621216148 678.37614885380026 6.8979729962011334 17.76498510944657 11.559102970641105 278.72653936396819 9.1246065326267836 0.027090813644462197 0.029948747949673726 1.572094294882844 0.18053609391790715 57.391705267480575 23.939839774597203 1.771374601376009 1.7680332486052055 149.13796099876345 47.842197036923608
leaf_count=134808 4923 68408 151563 4475 520699 183169 8018 19084 992067 387592 335298 3195 85344 28844 1466 32266 1314 4215 5949 1914 200 4768 5372 39003 2979 1382 1498 26812 949 3 8 774 135 6668 11373 1048 157 17615 10346
internal_value=0 6.38339e-05 -0.0360603 0.000409626 -0.000160773 -0.00997966 -0.0352977 0.000544121 0.000763501 -0.000934738 0.00303008 -0.000465944 -0.00263565 -0.00635769 -0.0474846 0.00932183 0.0317089 0.00695721 0.0181379 -0.0208492 -0.0259561 0.0037248 0.0118816 0.00154632 0.0267043 -0.0469677 0.000615081 0.0234781 0.0309057 -0.0597599 -0.058966 -0.0625952 -0.0633574 0 0.00674448 -0.0633446 -0.0638401 0.0344078 -0.00454084
internal_weight=0 36352.9 297.284 36055.6 33882.4 2262.58 579.763 31619.8 31341.6 17856.8 13484.8 1682.81 1611.18 178.618 224.327 2173.2 71.6378 1982.19 382.362 278.191 230.942 1599.82 283.625 1316.2 191.016 401.145 47.2489 323.628 165.161 163.631 159.716 159.686 163.604 133.654 76.262 158.114 163.423 156.036 64.6112
internal_count=3105701 2957251 174822 2782429 2638026 379674 221413 2258352 2235656 1379659 855997 158261 153752 36862 148450 144403 4509 118385 36976 22696 19284 81409 10140 71269 26018 184551 3412 31027 21543 151858 136638 136630 151855 22964 16296 135856 151720 20594 11812
cat_boundaries=0 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=4218880 3 18186401 1 28 26018864 768 2 18090914 30 524 2164081 1 5 10 2 1 8652854 128 1 1 32 1 2691080 768
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=40
num_cat=23
split_feature=0 2 0 4 0 3 2 0 5 10 10 0 1 2 3 3 0 0 2 10 10 0 10 3 2 3 9 10 8 4 4 10 10 3 10 0 1 3 2
split_gain=51.9046 40.8784 23.5099 16.8192 29.9211 24.6793 30.8346 27.7374 16.6818 24.0766 13.1049 12.2275 7.52413 7.28723 6.01444 7.19019 14.8614 7.0123 4.34288 13.0003 4.12246 5.53477 3.75314 3.4694 2.46254 3.17756 2.17149 1.66974 1.62217 1.2 1.17127 1.08579 1.06777 0.971149 0.949324 3.42185 0.944019 0.939478 0.861527
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6 7 4.5000000000000009 1.5000000000000002 8 9 10 37.500000000000007 4.5000000000000009 11 12 13 1.5000000000000002 1.0000000180025095e-35 14 8.5000000000000018 92.500000000000014 15 7.5000000000000009 16 1.0000000180025095e-35 17 18 19 17.500000000000004 8.5000000000000018 10.500000000000002 1.5000000000000002 20 21 1.0000000180025095e-35 22
decision_type=9 1 9 1 9 2 1 9 1 2 2 9 1 1 2 2 9 9 1 2 2 9 2 2 1 2 1 2 1 1 1 2 2 2 2 9 1 2 1
left_child=13 2 34 5 18 6 7 10 11 -10 -3 -8 22 30 15 17 -17 -7 19 -5 23 -22 -6 -16 27 -26 -21 -20 -9 31 32 36 33 -1 35 -2 -4 -14 -15
right_child=1 3 29 4 12 14 8 28 9 -11 -12 -13 37 38 20 16 -18 -19 24 26 21 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.062062183023562756 0.016778437509313647 -0.017512336846925512 -0.062749922727327656 0.036034824215217101 0.074021555226340685 0.0016962073257484605 0.0024934796791848978 -0.0020266687682246767 -0.020388607478135611 0.006402507925694835 0.013733728160156628 -0.0060692488859847987 0.020503223557241348 0.0038173780883093895 -0.0081546133868131594 0.00058719008960776893 0.011171679420282826 -0.0030754058846979206 0.0052554375043988473 -0.007778860129903831 0.0032085306464579907 -0.029242218140719364 0 0.025535995160811571 0.004011901458199958 0.022561296734566486 0.013356197483397961 -0.0032144989731073821 -0.051240357666634519 0 0 0 0 0 -0.0090615459707827535 -0.012409637228524579 0 0 -0.010404736036294125
leaf_weight=146.5010665657901 54.554231999791227 412.08852982545795 152.47283980937937 135.89115985232638 63.227516936894972 12299.538123944149 4375.159651912516 34.472938795006485 1057.5907226085837 446.78068423498189 156.68058183681569 2625.8136750805716 17.773662617895752 15.788728761253877 38.2836213784758 3605.2585578350117 2130.5272532586532 4041.7702070557643 286.42017904901877 146.98378027847502 51.397317400784232 125.99828519055154 4.8408491092268369 18.962593149277382 2813.6984857595526 76.457734719384462 33.146464893303346 774.65185709437355 238.60941038645251 0.029163149796658128 0.040342452237381532 0.17542300143395451 1.6127753753098648 1.7516098671767384 58.297769704920938 23.917166271101451 1.7680332486052055 45.025638347025961 48.112159327807603
leaf_count=134587 5154 45180 151771 2750 6449 773489 352393 15510 154111 48062 23848 281259 926 1418 2166 146210 196670 466009 4816 7913 5005 9522 615 1060 82107 1174 1404 26431 125323 5 12 140 763 1035 6793 11263 157 1455 10470
internal_value=0 6.82759e-05 -0.0348928 0.000397302 0.00617419 -0.000400727 -0.00471329 -0.022572 -0.00280764 -0.0122668 -0.00801319 -0.000692703 0.047456 -0.0453051 0.00139644 0.0015862 0.00462884 0.000493382 0.00439523 0.0152927 -0.0134802 -0.0205448 0.0694696 0.00451002 0.00330395 0.0048156 -0.00111043 -0.000566381 -0.0470387 -0.0578577 -0.0568436 -0.0615304 -0.0605501 -0.0613138 -3.86429e-05 0.00454759 -0.0620365 0.0107321 -0.00388656
internal_weight=0 36348.3 291.215 36057 4398.12 31658.9 9347.2 841.851 8505.34 1504.37 568.769 7000.97 130.868 213.807 22311.7 22077.1 5735.79 16341.3 4267.25 316.021 234.642 177.396 68.0684 57.2462 3951.23 2890.16 180.13 1061.07 273.082 154.445 149.906 154.416 149.865 148.253 136.769 78.4714 154.241 62.7993 63.9009
internal_count=3105425 2957140 175283 2781857 136040 2645817 1045686 209861 835825 202173 69028 633652 9445 148285 1600131 1582378 342880 1239498 126595 12067 17753 14527 7064 3226 114528 83281 9317 31247 140833 152073 136397 152068 136385 135622 23210 16417 151928 2381 11888
cat_boundaries=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=4218880 3 18186401 1 790578 28 26280113 2 25691236 1 30 8979491 10556476 28 1055390 128 1 12 1 1 32 1 768
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=40
num_cat=20
split_feature=0 2 0 9 2 0 3 3 0 10 3 7 2 8 10 10 2 2 3 0 10 10 0 10 10 10 0 3 4 3 4 10 10 3 0 3 2 10 1
split_gain=45.9498 34.9168 21.8803 14.1921 17.2055 47.0549 12.5024 11.6628 11.4969 10.585 10.0248 9.9482 10.4183 9.40379 9.15344 7.41681 6.92868 5.92709 5.68555 4.74234 3.98584 2.30287 2.60527 2.19981 2.06735 1.7792 2.07938 1.4365 1.14368 1.13489 1.12584 1.04426 1.02079 0.893253 0.843154 0.832057 0.734223 0.834223 0.690367
threshold=0 1 2 3 4 5 16.500000000000004 2.5000000000000004 6 2.5000000000000004 13.500000000000002 7 8 9 1.0000000180025095e-35 1.0000000180025095e-35 10 11 34.500000000000007 12 3.5000000000000004 5.5000000000000009 13 8.5000000000000018 3.5000000000000004 1.5000000000000002 14 70.500000000000014 15 37.500000000000007 16 8.5000000000000018 17.500000000000004 104.50000000000001 17 10.500000000000002 18 5.5000000000000009 19
decision_type=9 1 9 1 1 9 2 2 9 2 2 1 1 1 2 2 1 1 2 9 2 2 9 2 2 2 9 2 1 2 1 2 2 2 9 2 1 2 1
left_child=16 2 25 4 5 10 11 23 9 -8 15 12 -6 -13 -9 -3 28 24 -12 20 27 22 -21 -7 29 26 -2 -19 31 -5 32 35 38 -10 -23 -1 -18 -38 -4
right_child=1 3 30 17 6 7 8 14 33 -11 18 13 -14 -15 -16 -17 36 19 -20 21 -22 34 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.060227243041617931 0.017016982237809477 -0.009696655900826464 -0.058920432656950121 0.029916227971125493 0.0058569699403316104 -0.045871059716853124 -0.040739285561687127 0.021070199087894068 -0.0032846545387320591 0.011184446305658756 0.038919725342924934 0.0065115318239783075 -0.00083236075032035281 -0.0026679512124814474 -0.021775136045070292 0.0034970467186052471 0.0034223037265760994 0.022247975310276349 -0.0059784633307428054 0.00565569091068372 -0.0032696117980265597 0.0012933375561316506 -0.0075385911927496399 0 0 -0.010074159154304957 -0.0066650672421969485 0 0 0 0 0 0 0.0096384080548424563 -0.012997321623519954 0 -0.01537025035054642 0 0
leaf_weight=138.36951904313173 54.348327342770062 731.53056700622983 152.50944837154384 161.50368702516425 2553.8970627145609 337.106208096091 174.31249707925599 39.237228129000869 266.68070926447399 24.587118562776595 66.870860551076476 4674.3904010375263 22524.056084084179 1388.3482269409578 129.2442618747591 900.88413265885902 16.00074650044553 289.01438084343681 15.094300509110324 1452.6346799685562 51.039223540516105 10.276464343420228 114.55548343627015 5.895484187436522 28.678169474122114 57.081735100771766 14.629172076529356 8.265317745972423 0.029338903026654317 5.8397854944923884 0.02937043845304188 1.5813788261148136 0.16974946009577152 31.896585827693343 74.105641986010596 1.8595242245064572 43.20272497300175 4.0588089153170577 1.952765148365869
leaf_count=135328 5101 77985 161125 22374 170268 164695 20162 6907 13140 2481 3775 238168 1739296 70439 28150 95561 1427 27720 1362 68429 5223 1262 11832 1640 3375 5727 3106 636 7 683 5 769 134 1615 4183 1001 9547 743 169
internal_value=0 7.67409e-05 -0.0327627 0.000376719 -0.000122757 -0.00854768 0.000470581 -0.0339802 -0.0147702 -0.0310298 -0.000187167 0.000737811 -0.000130997 0.00436374 -0.00860898 -0.00230325 -0.043361 0.00811364 0.0285856 0.00595509 0.0161955 0.00328612 0.00436814 -0.0448544 0.0237798 0 0.00951142 0.0209423 -0.0549269 0.0284779 -0.0543087 -0.0586981 -0.0577843 -0.000230107 -0.00977463 -0.059488 -0.00329238 -0.00953031 -0.0582876
internal_weight=0 36340.7 280.721 36059.9 33864 2225.86 31638.2 511.483 497.477 198.9 1714.38 31140.7 25078 6062.74 168.481 1632.41 205.102 2195.91 81.9652 1999.89 348.319 1651.57 1567.19 343.002 196.022 126.059 68.9775 297.28 141.84 167.343 154.661 141.81 154.632 298.577 84.3821 140.229 63.2623 47.2615 154.462
internal_count=3105550 2956728 175367 2781361 2635644 380075 2255569 201392 37398 22643 178683 2218171 1909564 308607 35057 173546 148822 145717 5137 119285 33579 85706 80261 166335 26432 13934 8207 28356 137105 23057 161433 137098 161428 14755 5445 136329 11717 10290 161294
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=4218880 3 17924129 1 28 28050480 11275842 1 512 5 30 524 10229902 624 32 1 1 2097472 768 1
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=40
num_cat=22
split_feature=0 2 0 4 0 3 2 0 0 10 2 2 1 5 0 3 3 3 0 3 10 2 10 10 3 1 9 7 7 10 3 4 10 0 3 3 10 3 0
split_gain=40.484 29.8638 20.2601 14.0162 25.0557 18.3392 22.8842 24.6978 12.0522 10.1632 10.0382 6.06209 5.19313 4.69751 4.64925 5.76994 7.1231 4.30674 11.1482 8.94193 3.67863 3.53003 10.6458 3.28088 2.12843 19.2501 1.92077 1.83696 1.81681 1.44602 1.18496 1.06859 1.06172 2.99334 0.873728 0.848764 0.712813 0.614507 0.56002
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6 7 1.5000000000000002 8 9 10 11 12 10.500000000000002 5.5000000000000009 2.5000000000000004 13 1.5000000000000002 2.5000000000000004 14 1.5000000000000002 11.500000000000002 5.5000000000000009 15 16 17 18 4.5000000000000009 7.5000000000000009 19 1.5000000000000002 20 5.5000000000000009 1.0000000180025095e-35 8.5000000000000018 6.5000000000000009 21
decision_type=9 1 9 1 9 2 1 9 9 2 1 1 1 1 9 2 2 2 9 2 2 1 2 2 2 1 1 1 1 2 2 1 2 9 2 2 2 2 9
left_child=11 2 32 5 21 6 7 9 13 -3 -10 -1 23 -8 15 16 -7 19 -19 -16 -17 22 35 -6 28 -26 -24 -9 -23 -4 31 36 33 37 -14 -5 -13 -2 -34
right_child=1 3 29 4 12 14 8 27 10 -11 -12 30 34 -15 17 20 -18 18 -20 -21 -22 24 26 -25 25 -27 -28 -29 -30 -31 -32 -33 38 -35 -36 -37 -38 -39 -40
leaf_value=0 0.021406602655727996 -0.015463328657380818 -0.059026768430896208 0.03983005063630405 0.064191395164199264 -0.0042799495792769197 0.002189404688173479 -0.048571908491241544 -0.0034726729504086402 0.011477457862526705 -0.015526090202460286 -0.05601699063405912 0.014489609588026664 -0.0064694703581096025 0.0026326214153656533 -0.023420934499569713 0.01476086309958919 0.00054619339542960729 0.007496888468639492 -0.0032870997462557381 0.0056933411798536114 0.0011442544584977872 -0.0074586751425210155 0 0.035614423752024303 -0.01798458271403534 0.012308919800026854 0 0.0072869688835695409 0 0 0 0 -0.010418381257176052 -0.00052899410805051078 0.0077150716231233806 0 0 -0.011839393761703863
leaf_weight=48.399959616974229 49.486556548043154 413.31266273459914 128.53186307724536 82.920092466869392 71.154215961112641 1281.2389869843537 4010.5431769051938 222.53789067142498 2819.595901782217 166.68105598085822 946.71587332195486 142.67257725167292 57.374054718762636 702.59822624421213 5959.3308024088255 180.60393017121532 198.17483338362945 6750.1353681067703 3562.3687118633534 4410.7035655091531 22.714916318072937 3163.9951908790972 146.39917075436097 1.9844841131707642 120.85573614807799 87.388983692973852 33.691900165111292 9.2514809216372651 591.37981047318317 8.0876630208222178 3.9780057086318257 0.040574797312728061 10.276816560348379 22.497635515639558 5.8862930592149487 57.303526687435806 1.8807419919758093 4.912974157370626 47.718053233227693
leaf_count=9899 5269 54055 143635 1717 6911 146025 316192 126498 288796 28075 139179 135649 2238 89780 510611 23092 23015 272695 317424 306607 2385 98839 7914 266 2255 937 1405 978 12496 8546 2329 12 1874 11253 143 1035 791 446 4896
internal_value=0 4.4256e-05 -0.0307758 0.00031834 0.00557799 -0.000411105 -0.00414494 -0.019832 -0.00251699 -0.00693183 -0.00671261 -0.0414161 0.0427457 0.000800915 0.00113013 -0.00381742 -0.0012879 0.00155318 0.00299882 8.37117e-05 -0.0185687 0.00392781 0.0137087 0.0610176 0.00293339 0.0124303 -0.00110298 -0.0452368 0.00224092 -0.0536008 -0.0507148 -0.0547845 0 0.00605704 0.0101547 0.0321411 -0.0553467 0.0169345 -0.00872284
internal_weight=0 36348.4 271.512 36076.8 4420.33 31656.5 9291.24 811.783 8479.45 579.994 3766.31 196.972 136.399 4713.14 22365.3 1682.73 1479.41 20682.5 10312.5 10370 203.319 4283.93 320.315 73.1387 3963.62 208.245 180.091 231.789 3755.38 136.62 148.572 144.594 134.892 76.8972 63.2603 140.224 144.553 54.3995 57.9949
internal_count=3106162 2957482 175919 2781563 136156 2645407 1043553 209606 833947 82130 427975 148680 9558 405972 1601854 194517 169040 1407337 590119 817218 25477 126598 12071 7177 114527 3192 9319 127476 111335 152181 138781 136452 23738 16968 2381 2752 136440 5715 6770
cat_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=4218880 3 18186401 1 790578 28 26280115 17302560 896 865 1 2 1835139 8454240 28 1 1 1 1 1 32 294912
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=40
num_cat=23
split_feature=0 2 0 4 0 3 2 0 10 0 2 2 5 1 0 2 3 3 1 2 6 2 1 3 3 10 1 8 10 10 4 3 3 10 3 2 10 3 10
split_gain=34.555 27.4183 17.0359 11.951 20.7971 16.1651 20.0329 30.4854 10.1548 8.64738 6.14094 5.45895 5.34781 4.9333 4.56991 4.92834 12.9886 5.00673 4.21719 4.80306 4.69715 3.13206 3.40493 26.537 22.9223 2.53537 2.30793 1.41542 1.25567 1.15851 1.05702 0.982134 1.34734 0.904901 0.796436 0.506159 0.663986 0.610751 0.310818
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6 1.5000000000000002 7 8 9 10 11 12 13 14.500000000000002 22.500000000000004 14 15 16 17 18 1.5000000000000002 1.5000000000000002 3.5000000000000004 19 20 4.5000000000000009 1.0000000180025095e-35 21 3.5000000000000004 6.5000000000000009 8.5000000000000018 10.500000000000002 22 5.5000000000000009 3.5000000000000004 2.5000000000000004
decision_type=9 1 9 1 9 2 1 9 2 9 1 1 1 1 9 1 2 2 1 1 1 1 1 2 2 2 1 1 2 2 1 2 2 2 2 1 2 2 2
left_child=10 2 31 5 25 6 9 8 -8 12 30 -11 -3 -9 18 16 -16 -17 20 -20 -7 27 24 -24 -23 26 -5 38 -4 -29 33 -2 -33 34 -1 -12 37 -37 -6
right_child=1 3 28 4 21 14 7 13 -10 11 35 -13 -14 -15 15 17 -18 -19 19 -21 -22 22 23 -25 -26 -27 -28 29 -30 -31 -32 32 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.056063614251229167 -0.0060084374684968907 0.0027476178125944331 -0.057033787097151567 0.070069782292318056 -0.011188555691847487 -0.0032237048435401388 -0.010701711399192303 -0.037430380835456627 0.0077739129586152497 -0.0013740885690084026 0.0027389893514814688 -0.010159409083981351 -0.0063789841848507934 4.6959965161265046e-05 0.0034298929882573062 0.0013718323114783903 0.047157117300962968 -0.0096931488311993563 0.013453891298158395 -0.011193403925574543 -0.019639896594678602 0.001676020366848394 0.015550275199470762 -0.019055191135400624 0.024879421500466015 0.01198874097768929 0.0022912753351058872 0.0067467716657511889 0 -0.0010348141084561633 0 0.020631161292930675 -0.0020408876122600846 0 0 -0.016479563002396658 0 0 0
leaf_weight=122.43108801234484 115.95119027422334 3752.2634726502001 121.19210190140438 34.96426003536908 115.01047960622236 786.51303974910115 918.14037874187488 441.07637888465251 389.69627197278169 1592.434833115316 16.371675158618018 1422.6156444533262 731.64705613465048 20.743749536806718 468.20244498889224 20193.229073072638 55.342415418766905 381.86596905632177 196.59068589867093 72.234187441179529 229.60840416089923 1889.1144349115784 455.91780248098075 377.24315765639767 534.82284831203287 57.357189726666547 18.194119554478675 216.89359134808183 8.1509047377621737 685.49604347278364 0.032321167876942947 12.074612837794122 9.5510289968224225 1.6164205949171435 1.7779451131063968 38.209182193706511 4.1869624593527979 3.1603204396087667 52.861175793223083
leaf_count=134528 21711 266302 143961 2991 1785 101559 126047 175538 58152 152510 1442 169050 93866 2124 86389 1332200 4622 26441 13262 4809 32227 66604 11324 4818 13863 4370 603 3990 8534 23686 7 1374 1018 760 1009 9118 778 330 2218
internal_value=0 1.21772e-05 -0.0297417 0.000273222 0.00511982 -0.000400956 -0.00391273 -0.0133806 -0.0048849 -0.00157432 -0.0390506 -0.00569628 0.00115689 -0.0345347 0.00104311 0.00140898 0.010706 0.00113755 -0.00460705 0.00544393 -0.00767681 0.00372421 0.00526675 0 0.00715949 0.041921 0.0596748 -0.000720597 -0.0516036 0.000663557 -0.050579 -0.000504625 0.00943967 -0.0544562 -0.0552743 -0.00202348 -0.00772181 -0.0131899 -0.00830022
internal_weight=0 36357 266.92 36090.1 4437.88 31652.2 9268.62 1769.66 1307.84 7498.96 187.786 3015.05 4483.91 461.82 22383.6 21098.6 523.545 20575.1 1284.95 268.825 1016.12 4327.36 3257.1 833.161 2423.94 110.516 53.1584 1070.26 129.343 902.39 125.858 137.577 21.6256 125.825 124.209 61.9281 45.5565 41.3695 167.872
internal_count=3105920 2957948 176598 2781350 136252 2645098 1043589 361861 184199 681728 147972 321560 360168 177662 1601509 1449652 91011 1358641 151857 18071 133786 128288 96609 16142 80467 7964 3594 31679 152495 27676 136304 24103 2392 136297 135537 11668 10226 9448 4003
cat_boundaries=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=4218880 3 18186401 1 10487753 960 26280114 525408 30 768 2 1 1572995 12 1 456 2 128 1 1 4 1 768
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=40
num_cat=22
split_feature=0 2 0 9 2 6 0 1 10 3 3 10 0 2 7 8 0 8 7 3 2 3 10 0 2 3 8 3 2 3 4 10 10 10 10 4 3 10 10
split_gain=30.6822 24.3158 15.5095 11.3323 13.1391 27.7625 20.8843 16.916 17.3341 13.5191 9.22678 8.32904 5.5046 5.50252 4.93044 7.22514 6.8418 4.43944 7.63361 4.47813 3.85514 3.84895 3.38224 2.8431 2.71855 6.65376 4.39794 3.8966 4.62894 2.49586 2.22813 2.11011 2.00359 1.74927 1.25063 1.00034 0.949331 2.65455 0.802429
threshold=0 1 2 3 4 5 6 7 1.5000000000000002 4.5000000000000009 23.500000000000004 2.5000000000000004 8 9 10 11 12 13 14 7.5000000000000009 15 6.5000000000000009 1.0000000180025095e-35 16 17 9.5000000000000018 18 3.5000000000000004 19 1.0000000180025095e-35 20 3.5000000000000004 6.5000000000000009 3.5000000000000004 4.5000000000000009 21 1.0000000180025095e-35 1.5000000000000002 8.5000000000000018
decision_type=9 1 9 1 1 1 9 1 2 2 2 2 9 1 1 1 9 1 1 2 1 2 2 9 1 2 1 2 1 2 1 2 2 2 2 1 2 2 2
left_child=13 2 36 4 10 7 11 8 -6 -9 14 -7 24 35 16 -16 -3 18 32 -19 23 -20 -8 -12 27 29 -27 31 -29 -26 -22 -5 -14 -21 -4 38 -2 -38 -1
right_child=1 3 34 12 5 6 22 9 -10 -11 20 -13 17 -15 15 -17 -18 19 21 33 30 -23 -24 -25 25 26 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.053346055759333849 -0.0087308143511542272 -0.0041226903518921006 -0.055240237526330449 0.022183763839308437 -0.0091307546108465986 -0.013700246021034899 0 0.0020171701456532351 0.0056255397125632408 0.028080892688951614 0.012015863493731523 0.011709745056803764 0.041996982907182429 -0.0019744897201510918 -0.0029786580468346862 0.0053038047640345748 0.00088542058242440367 -0.0034266329963167463 0.019532950110245233 0.030256019928561195 -0.031133893708560168 -0.006849167575925498 -0.034822969111484595 -0.015271973736835932 0.0062607878982438555 -0.0096790157756265396 0.021166885773019433 0.02546988441001595 -0.0057883296971633314 -0.0047835513016718477 0 0 0 0 0 0 0.019161721925348131 -0.0081196083558604561 0
leaf_weight=117.84131095516204 67.335272666350647 3135.1643223327701 115.14132264743967 201.82514191087103 2472.6883071134071 270.81353021302493 26.444889554957626 693.93473487114534 1116.9290029542462 270.13413782697171 52.241920645115897 189.1201807539328 131.75752422561345 61.878014894173248 1288.8839200153016 4574.7865367126651 19126.722436900483 183.49887769475754 68.640271666459739 37.849702461971901 127.84153854683973 79.738662768155336 498.34825135859137 24.797743165865541 224.08419206197141 22.361995867220685 187.777149946196 19.044316366664134 198.36866069794632 814.05200270027854 7.796896672807633 37.315110838564578 2.0120775703107929 5.3578699075151226 8.0045963976881449 0.056514639174564674 36.65743531739281 33.576644146298349 1.6861435097525816
leaf_count=135616 14079 327974 144381 17580 319383 31918 6620 21612 138295 4167 2932 21990 16671 11869 65039 229156 1310392 23888 6944 3867 11668 5779 140650 2582 14650 723 5690 1134 8393 36509 154 3310 232 489 8398 13 6020 4144 822
internal_value=0 1.86941e-05 -0.0282906 0.000262597 -0.000184383 -0.00462775 -0.0196156 -0.00122412 -0.0044478 0.0102491 0.000678818 -0.00251109 0.00714875 -0.0373086 0.000855889 0.0034304 0.000160614 0.0161098 0.0241074 0.0029086 -0.0186847 0.00490594 -0.0324882 0 0.00395318 0.00114178 0.0163144 0.0103245 0 -0.00200985 -0.0264928 0.0185873 0.0402459 0.0246877 -0.0497631 -0.0486344 -0.000499875 0.00459977 -0.0525361
internal_weight=0 36351 260.715 36090.3 33876.6 5538.41 984.727 4553.69 3589.62 964.069 28338.2 459.934 2213.68 181.462 28125.6 5863.67 22261.9 508.855 282.149 226.706 212.678 148.379 524.793 77.0397 1704.83 1248.28 210.139 456.553 217.413 1038.14 135.638 239.14 133.77 43.2076 123.146 119.584 137.569 70.2341 119.527
internal_count=3105733 2957413 177022 2780391 2634532 684635 201178 483457 457678 25779 1949897 53908 145859 148320 1932561 294195 1638366 57870 29626 28244 17336 12723 147270 5514 87989 57572 6413 30417 9527 51159 11822 20890 16903 4356 152779 136451 24243 10164 136438
cat_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=4218880 3 18186401 1 960 2 17039392 1 19465521 30 1 2 17565954 12 1 64 3147324 540 2 516 1 1
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=40
num_cat=25
split_feature=0 2 0 3 0 2 0 2 1 10 6 0 3 10 10 4 2 10 10 0 2 8 1 4 6 3 10 3 10 0 10 8 6 7 0 4 4 10 10
split_gain=26.4404 20.5953 14.5423 9.9029 14.0397 25.308 11.5255 13.1004 10.7988 8.37512 8.1205 19.0746 9.63007 11.2138 7.36757 7.13424 6.81464 6.76053 6.0652 6.05017 5.74308 4.64211 4.45588 21.0621 20.7756 17.4776 10.3761 8.60123 8.33981 4.40985 3.55977 2.80265 2.7727 2.60132 1.72355 0.98472 0.972886 0.92409 0.886247
threshold=0 1 2 2.5000000000000004 3 4 5 6 7 1.0000000180025095e-35 8 9 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 10 11 3.5000000000000004 5.5000000000000009 12 13 14 15 16 17 8.5000000000000018 1.0000000180025095e-35 10.500000000000002 1.5000000000000002 18 1.0000000180025095e-35 19 20 21 22 23 24 12.500000000000002 8.5000000000000018
decision_type=9 1 9 2 9 1 9 1 1 2 1 9 2 2 2 1 1 2 2 9 1 1 1 1 1 2 2 2 2 9 2 1 1 1 9 1 1 2 2
left_child=20 2 32 4 10 21 22 18 15 31 12 14 13 -3 -12 -7 -13 -14 29 -11 35 34 23 26 25 -24 -5 -26 -25 -8 -10 -9 -2 -23 -6 38 -4 -34 -1
right_child=1 3 36 6 5 8 7 9 30 19 11 16 17 -15 -16 -17 -18 -19 -20 -21 -22 33 24 28 27 -27 -28 -29 -30 -31 -32 -33 37 -35 -36 -37 -38 -39 -40
leaf_value=-0.051519272744199388 0.0088950151160291559 -0.0012791213220603483 -0.049951398371328934 0.0066169483871910857 0.013066721229307021 -0.0068925053090440518 0.0062375993874321167 0.0033679727778406325 -0.0052783131041042103 0.018663446703480958 -0.0047966939809398583 0.013390596141185047 -0.0010018743159118963 0.0046537810769250376 0.0091557074007974221 0.022537114167414253 -0.020123537249373831 -0.011566281195788777 -0.006918043497862081 -0.002852196449253427 -0.0005225638176248182 -0.041123941059290854 -0.0067715930366572807 0.0050605155970664022 0.032510355591091805 0.012445999727770413 -0.0036955446743968663 -0.012431282657659828 0.034922935654182051 0.020383513561315385 0.0078785847357376905 0.021134632460755295 -0.02069378229424694 0 -0.010260505344228718 0 0 0 0
leaf_weight=112.27448427326453 90.147246250417084 5085.1402930818876 125.76510906282783 1571.8182107760513 15.685261938153415 3590.2968919379055 465.34525307448348 252.53149386320729 215.14783935714513 100.37069765827619 799.52030582539737 31.139159634010866 2810.5884934668065 8170.7919108236092 652.43709581549047 51.180233820108697 724.64828408918402 774.68599117588019 87.434215796849458 1615.3947021119529 60.393841488286853 234.62638832812809 3137.2293742434122 205.46551647246815 200.9211925920099 519.33079157490283 2454.7814028629073 24.81804221495986 232.47696528525557 919.38053967957967 869.69365232950076 220.91875073348638 34.128085999109317 17.056027971208096 33.404488451647921 0.027917887433431043 0.026099293114383637 2.7549294074997297 1.517886985617223
leaf_count=136013 10677 418743 161348 103249 5876 417233 46425 26231 15048 7406 100190 2957 143985 528454 77849 6065 118081 35495 7367 140454 11694 124669 45039 2962 7322 5836 215879 958 6512 73818 63568 20162 3920 1502 11632 5 4 312 733
internal_value=0 4.44487e-05 -0.0263592 0.000266731 -0.000893883 -0.0055754 0.00261529 0.00726574 -0.00357278 0.00210745 0.000335434 -0.00530248 0.00110061 0.00235752 0.0013199 -0.00621639 -0.0177621 -0.00344459 0.0144795 -0.00103205 -0.0351852 -0.0320509 0.000511542 0.0026865 -0.00191303 -0.00388173 0.000275237 0.0255177 0.0227764 0.016263 0.00492836 0.0135061 0 -0.0373575 0 -0.0467085 -0.0463434 -0.0165054 -0.0506417
internal_weight=0 36337.1 252.821 36084.3 24076 5027.09 12008.2 3661.38 4726.32 2189.22 19049 2207.74 16841.2 13255.9 1451.96 3641.48 755.787 3585.27 1472.16 1715.77 174.214 300.772 8346.84 4464.54 3882.3 3656.56 4026.6 225.739 437.942 1384.73 1084.84 473.45 127.03 251.682 49.0898 113.82 125.791 36.883 113.792
internal_count=3105673 2957228 176261 2780967 2071347 645593 709620 321863 501914 194253 1425754 299077 1126677 947197 178039 423298 121038 179480 127610 147860 148445 143679 387757 328602 59155 50875 319128 8280 9474 120243 78616 46393 14909 126171 17508 136751 161352 4232 136746
cat_boundaries=0 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=4218880 3 17924129 8459505 28 10289378 780 1 2 69664 1 512 4101 30 12 1 1 2 16779780 1 2 1 1310734 1 1
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=40
num_cat=22
split_feature=0 2 0 9 2 6 0 1 10 10 3 10 2 0 2 0 10 10 6 0 2 10 3 8 7 3 2 2 3 10 7 2 3 10 10 10 10 4 10
split_gain=23.3855 17.9481 12.6142 9.31733 9.89702 22.5812 15.8086 13.7309 13.913 13.1481 8.23347 6.32634 4.8736 4.64652 4.42422 9.167 7.33353 3.18146 3.08167 2.94996 3.0881 2.83878 2.57224 4.97758 4.5455 2.47134 3.98715 2.03486 1.99909 1.74202 1.6533 1.54007 1.44272 1.61496 1.23992 1.15725 0.972664 0.945699 0.938616
threshold=0 1 2 3 4 5 6 7 1.5000000000000002 2.5000000000000004 23.500000000000004 2.5000000000000004 8 9 10 11 1.0000000180025095e-35 1.0000000180025095e-35 12 13 14 2.5000000000000004 4.5000000000000009 15 16 1.0000000180025095e-35 17 18 9.5000000000000018 3.5000000000000004 19 20 1.0000000180025095e-35 3.5000000000000004 4.5000000000000009 12.500000000000002 4.5000000000000009 21 5.5000000000000009
decision_type=9 1 9 1 1 1 9 1 2 2 2 2 1 9 1 9 2 2 1 9 1 2 2 1 1 2 1 1 2 2 1 1 2 2 2 2 2 1 2
left_child=12 2 18 4 10 7 11 8 -6 -9 14 -7 37 22 15 -3 -16 -8 32 21 -21 -12 23 -5 38 30 29 -25 -28 -27 31 -15 -2 -34 -4 -20 -32 -1 -24
right_child=1 3 34 13 5 6 17 9 -10 -11 19 -13 -14 25 16 -17 -18 -19 35 20 -22 -23 24 27 -26 26 28 -29 -30 -31 36 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.048621371388312851 -0.00039486330861416912 0.012194297797546827 -0.05101633103066705 0.024898458363857911 -0.0082026411676862972 -0.012775090066634135 0 0.018501753388423661 0.0050008942534111979 -0.0042242225140593651 -0.037684463345856067 0.0091883673987049122 -0.00090913577195961487 0.011284188946511136 0.0027656415634817327 0.0013062731121885175 -0.0020379809128314159 -0.031734196327055833 -0.023090272517202935 0.0099067118624797459 -0.014130571215536021 0 0.039100232682328651 -0.010039010974109148 0.0051591874903260809 0.032575765902504987 -0.0017610316643037567 0.0067317295928963697 0.0069875716254538317 0 0.031590397396049762 -0.00096517328196143266 0.023203313246501784 -0.00093546275918295692 0 0 0 0 0
leaf_weight=108.14327047253755 51.192431668649078 796.03039571270347 102.63970523590251 54.084261713112937 2448.0495744570653 267.70628075819695 25.755072047177237 582.55143942055292 1123.4538508315309 388.97416928620078 70.589659256860614 194.08222301845672 60.783938251202926 166.79190618710709 4606.0716655479046 12815.199476314127 9948.1789324617712 474.51893102286704 36.127925331064034 53.047147618839517 73.63534036022611 12.988158555468543 91.217080898903077 114.50797639298253 121.37902442296036 33.087579472616198 1090.7663451302215 82.86480946631491 308.36145226901863 6.4898255234584203 30.458271790295839 121.38896783208475 39.959937109655584 7.0970994465169488 7.6601889186567851 2.4635794998030169 4.7966180182993403 0.026441090507431819 1.847273357445373
leaf_count=136880 12143 81936 143310 6970 319116 31817 6574 14091 138695 11690 7373 22330 11661 15668 333575 776004 741883 140510 4815 2946 4948 1411 9797 12271 8820 3280 54000 13778 11249 516 1729 8179 6235 676 8425 301 300 4 201
internal_value=0 0 -0.0249054 0.000194961 -0.000210756 -0.00408126 -0.0177772 -0.00102663 -0.00395897 0.00924932 0.000534353 -0.00287825 -0.0335529 0.00641907 0.000701303 0.00199888 -0.000494279 -0.0294145 -0.000101996 -0.0178537 -0.00230343 -0.0291767 0.0151267 0.00575057 0.0234577 0.00363008 0.00152989 -0.00178628 6.29686e-05 0.0233274 0.0113032 0.00590139 0.00745843 0.0167227 -0.0454646 -0.0185821 0.0278485 -0.0446743 0.0378102
internal_weight=0 36356 247.141 36108.9 33880.8 5505.09 962.063 4543.03 3571.5 971.526 28375.7 461.789 168.954 2228.04 28165.5 13611.2 14554.3 500.274 136.841 210.26 126.682 83.5778 465.9 251.457 214.443 1762.14 1438.71 197.373 1399.13 39.5774 323.436 288.181 98.2495 47.057 110.3 38.5915 35.2549 108.17 93.0644
internal_count=3106107 2957562 175905 2781657 2634899 684823 201231 483592 457811 25781 1950076 54147 148545 146758 1933398 857940 1075458 147084 24170 16678 7894 8784 51837 33019 18818 94921 69045 26049 65249 3796 25876 23847 19054 6911 151735 5116 2029 136884 9998
cat_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=4218880 3 18186401 1 960 2 17039392 1 30 9706188 768 8983561 2 11274690 64 4 1 516 176 1 60 1
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=40
num_cat=24
split_feature=0 2 0 3 0 2 1 0 2 10 6 0 0 3 10 2 7 0 0 10 2 1 6 4 8 10 3 10 8 10 3 0 10 10 10 3 10 0 6
split_gain=20.8481 15.3794 12.1593 8.38221 11.3873 20.3525 10.0937 8.84335 9.31602 6.13804 5.92979 15.7483 9.57649 8.18142 6.51735 6.11571 5.03091 4.96416 4.31244 4.82472 4.24659 3.96398 17.2483 16.5619 15.5827 7.99462 7.94434 6.71102 3.86564 3.5901 3.01139 2.75449 2.58743 2.55288 2.51447 1.33882 1.30129 1.21758 0.936078
threshold=0 1 2 2.5000000000000004 3 4 5 6 7 1.0000000180025095e-35 8 9 10 1.5000000000000002 1.0000000180025095e-35 11 12 13 14 5.5000000000000009 15 16 17 18 19 1.0000000180025095e-35 10.500000000000002 1.0000000180025095e-35 20 4.5000000000000009 1.5000000000000002 21 3.5000000000000004 1.5000000000000002 5.5000000000000009 8.5000000000000018 5.5000000000000009 22 23
decision_type=9 1 9 2 9 1 1 9 1 2 1 9 9 2 2 1 1 9 9 2 1 1 1 1 1 2 2 2 1 2 2 9 2 2 2 2 2 9 1
left_child=20 2 33 4 10 28 16 21 18 31 12 14 32 -14 -12 -13 -7 -11 35 -20 -1 23 24 25 -23 -5 -24 -25 37 -4 -8 -10 -3 38 -30 -9 -22 -6 -2
right_child=1 3 29 7 5 6 30 8 9 17 11 15 13 -15 -16 -17 -18 -19 19 -21 36 22 26 27 -26 -27 -28 -29 34 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0032389224923644357 0.018644418485431923 0.027884722016569125 -0.045745853221992719 0.0058825982091805559 0.011640542644834412 -0.0076032788662348172 0.0090600813901791453 -0.014898005127396918 0.023858992928164745 0.017074823521092655 0.018825773566000275 0.012955387759441415 0.0016680506404213498 -0.0036666469276125345 -0.00099283980139636 -0.018479196858288999 0.0029009676434801415 -0.0022912409873772225 0.01518964472502524 -0.005097774477033982 -0.041906036862011338 -0.015711769804810313 0.029724620271097547 0 -1.2256788357422183e-05 -0.0032236486477917889 -0.013184417089183602 0.027203034055734134 -0.039163617341279884 0 -0.0021276344558177041 0.0050107559222548094 0 -0.0099530813773051636 0 0.0041403292720218789 0 -0.0083316095061500405 0
leaf_weight=16.099264848511666 51.206555000739172 141.17846483668109 128.42272734524886 1567.3949382137362 11.925783512102496 2926.9649043229292 662.14745837636292 54.255659890710376 112.41898482723627 102.25979353219736 157.09488864842569 31.403967382037081 13452.505537135883 3606.4708893280476 1297.3362076732737 708.10011444805423 477.29354401933961 1659.9164559648489 1371.7889139031322 90.416941660369048 135.14574655480101 789.06375835323706 203.97470922162756 122.50075395521708 2836.5383252762258 2385.3165106192464 24.17579799471423 322.16193989908788 211.27478383478592 12.622785934785496 296.12895942805335 382.15218059858307 42.424981291405857 42.578470803331584 15.600083640769297 14.109323233016765 13.037408847718323 34.042848464217968 6.2588319580536327
leaf_count=1425 5196 18427 157503 101298 4657 326039 55143 5413 12479 7500 13711 3009 966044 182618 163277 117669 68108 144530 118145 7771 135838 10894 7046 1634 38860 207696 930 7756 114252 9050 15646 35738 4528 4025 6296 1721 10932 12004 739
internal_value=0 0 -0.0232976 0.000184042 -0.000884263 -0.00531705 -0.00343756 0.00234211 0.00632093 0.00199674 0.000166704 -0.00467408 0.000807156 0.000517917 0.00127431 -0.0161631 -0.0060307 -0.000650526 0.0122925 0.0135659 -0.0320329 0.000455113 -0.00183348 0.0025284 -0.00365502 0.000329098 0.0230119 0.0201901 -0.0301278 -0.0392772 0.00533963 0.0115368 0.0214031 0.00187264 -0.0352705 -0.00712974 -0.0373331 0 0.0146873
internal_weight=0 36351.4 241.089 36110.3 24071.9 4635.38 4362.53 12038.4 3787.32 2256.75 19436.5 2193.94 17242.6 17059 1454.43 739.504 3404.26 1762.18 1530.57 1462.21 164.282 8251.13 3853.75 4397.37 3625.6 3952.71 228.151 444.663 272.843 141.046 958.276 494.571 183.603 100.044 226.875 68.365 148.183 45.9686 57.4654
internal_count=3105547 2957352 176513 2780839 2071428 602145 464936 709411 333297 200247 1469283 297666 1171617 1148662 176988 120678 394147 152030 133050 125916 148195 376114 57730 318384 49754 308994 7976 9390 137209 166553 70789 48217 22955 9960 120548 7134 146770 16661 5935
cat_boundaries=0 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=4218880 3 32 26019056 28 1 10289250 780 2 17104928 8454144 512 1 4101 4 768 1 2 1 2 12 780 15 2
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=40
num_cat=24
split_feature=0 2 0 9 2 0 3 0 2 8 3 2 10 8 2 0 5 0 7 3 6 10 3 2 8 3 1 8 3 3 2 10 2 4 3 10 3 10 3
split_gain=17.9103 13.1185 12.7286 7.97652 8.30987 20.6825 5.50575 9.343 10.9786 6.08773 5.93588 4.67082 4.5784 10.1333 4.46157 4.31006 3.99702 3.77776 3.70205 3.11814 2.75541 2.20873 2.00611 3.38197 1.65416 1.62617 1.56932 1.46052 1.34249 1.92752 1.38188 1.09645 1.04225 0.859957 0.750659 0.759087 0.713124 0.669526 0.598876
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 8 23.500000000000004 9 1.0000000180025095e-35 10 11 12 13 14 15 15.500000000000002 16 3.5000000000000004 1.0000000180025095e-35 17 18 9.5000000000000018 19 20 4.5000000000000009 79.500000000000014 21 12.500000000000002 22 23 10.500000000000002 8.5000000000000018 4.5000000000000009 17.500000000000004 1.0000000180025095e-35
decision_type=9 1 9 1 1 9 2 9 1 1 2 1 2 1 1 9 1 9 1 2 1 2 2 1 1 2 1 1 2 2 1 2 1 1 2 2 2 2 2
left_child=14 2 20 4 5 12 7 9 -9 -6 15 -12 13 -3 33 -8 -14 21 19 -7 38 28 27 24 -24 -25 36 -19 30 -30 -5 -22 -23 34 35 -1 37 -4 -2
right_child=1 3 26 17 6 18 10 8 -10 -11 11 -13 16 -15 -16 -17 -18 22 -20 -21 31 32 23 25 -26 -27 -28 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.046797131817549631 0 0.014585591267047136 -0.050604576960319364 0.012934003842558493 0.006670633864896143 -0.02982709640223672 0.0056394127620636178 -0.0032336411941884221 -0.020854136781341327 -0.0012746893167393317 0 -0.023778220901890156 0.01177230584155279 -0.014074606176162128 0 0.00080383273720710481 -0.002909591927064757 0.019747656551336416 0 0.00027217064718794621 -0.0205186128310108 0.0091284599827489155 0.029608734002718008 -0.00154215416215481 0 0.00632641826680869 0 0.0030403389590134377 0.025516683303996014 0 0 0 -0.0082795645018229995 0 0 0 0 0 0.015077987033666774
leaf_weight=95.900523437332595 47.506862406764412 124.15165452344809 91.446884405006131 117.55185972439358 1064.7450613496621 380.34960919967125 2039.8604302807507 1503.6442474016221 460.77004789619241 7415.8265393623442 140.10652123052569 129.60119790083263 387.70568669377826 423.1436979550781 59.599314425286138 19474.846193147241 269.00081101540127 87.750172992527951 38.933783520478755 15.703526064724427 34.000277696177363 12.082618268847 26.997833332658047 1088.490198850719 13.732483559098908 310.12178599234903 1.68716591130942 238.67476036556764 186.90458608139306 9.6113445560913515 96.898749596410198 2.1364672162453635 48.730061988375382 0.045336282579227283 1.5163364693726169 1.5344787539215747 10.915177377428334 0.4456902757374327 47.249989928401192
leaf_count=134775 11430 14868 143713 15698 67208 130379 216381 142254 104761 631049 10313 10514 33490 43087 11733 1189550 33796 4967 3468 2437 4425 1451 2452 53975 1407 11220 191 21025 16407 831 12888 269 5213 13 1006 754 9533 125 6397
internal_value=0 2.12642e-05 -0.0217124 0.000195124 -0.000180504 -0.00704354 0.000167565 -0.0017059 -0.00785003 -0.000215304 0.00108077 -0.0128105 0 -0.00662454 -0.0300844 0.00128643 0.00545705 0.00594112 -0.0247356 -0.0279944 0 0.0137702 0.0033916 0.00146624 0.0213989 8.8188e-05 -0.0425821 0.0102968 0.0165694 0.023203 0.00716169 -0.0155444 0 -0.0410208 -0.0449564 -0.0458698 -0.0473038 -0.0499653 0.00963172
internal_weight=0 36341.3 235.389 36105.9 33868.4 1638.99 32229.4 10445 1964.41 8480.57 21784.4 269.708 1204 547.295 158.596 21514.7 656.706 2237.55 434.987 396.053 130.894 471.779 1765.77 1439.34 40.7303 1398.61 104.495 326.425 410.967 196.516 214.451 36.1367 60.8127 98.9967 98.9513 97.435 102.808 91.8926 94.7569
internal_count=3105453 2957172 176083 2781089 2633555 261525 2372030 945272 247015 698257 1426758 20827 125241 57955 148281 1405931 67286 147534 136284 132816 22521 52488 95046 69054 3859 65195 153562 25992 45824 17238 28586 4694 6664 136548 136535 135529 153371 143838 17827
cat_boundaries=0 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=4218880 3 17137696 1 20 28049452 18351857 896 12 104 2 30 10556428 2 9706188 1 2 516 9 1 8 616 132 1
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=40
num_cat=22
split_feature=0 2 0 9 3 2 0 0 2 2 3 0 0 3 8 2 4 3 0 2 1 10 3 3 7 8 10 6 10 10 3 3 10 10 4 0 3 3 10
split_gain=15.4077 12.0395 9.73091 6.69278 6.98614 11.3194 18.4034 8.07175 6.79907 4.15 3.95028 5.76344 4.38653 6.23305 3.92407 3.77917 3.47385 3.25715 3.23951 3.2287 3.10672 2.63792 2.52343 2.49842 8.05726 2.33629 1.95811 1.78494 1.58863 1.12387 1.04824 0.96655 1.35021 0.950797 0.818033 0.747899 0.717588 0.707797 0.72467
threshold=0 1 2 3 1.0000000180025095e-35 4 5 6 7 8 23.500000000000004 9 10 16.500000000000004 11 12 13 5.5000000000000009 14 15 16 2.5000000000000004 16.500000000000004 13.500000000000002 17 18 2.5000000000000004 19 3.5000000000000004 4.5000000000000009 37.500000000000007 1.0000000180025095e-35 3.5000000000000004 12.500000000000002 20 21 6.5000000000000009 10.500000000000002 8.5000000000000018
decision_type=9 1 9 1 2 1 9 9 1 1 2 9 9 2 1 1 1 2 9 1 1 2 2 2 1 1 2 1 2 2 2 2 2 2 1 9 2 2 2
left_child=9 2 27 4 5 6 16 14 -9 34 12 21 13 -6 -7 28 -3 -14 22 -13 -8 -12 26 25 -25 -20 -17 31 30 -4 35 -2 36 -29 37 -5 -33 38 -1
right_child=1 3 29 15 10 7 20 8 -10 -11 11 19 17 -15 -16 18 -18 -19 23 -21 -22 -23 -24 24 -26 -27 -28 33 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.044802058128030273 -8.0375752594410296e-05 -0.0073577021686792605 -0.045690879802622125 0 0.0068510654509171447 0.0063814289434434637 -0.037746630128104072 -0.00057082758537228839 -0.010358267478798394 0 -0.030493465840945977 -0.01139289176190844 0 -0.024987245327492337 -0.00035451620477527842 0.02830470200986647 0.0081621235340465868 0.0033734741863071373 -0.0050253471603703918 0.011165342242298879 0 0 -0.0055703958129360888 0.028412421560720047 -0.003857990861047374 0.003034417981017612 0 -0.019160112806989007 0 0 0 0.022836658845180123 -0.0014207720608610469 0 0 0.023585433802345804 0 0 0
leaf_weight=91.352799551685166 50.935368899750756 447.88272372865322 89.643431043601595 7.8002752394095296 1762.1838556379589 952.04686485085404 234.90739910830598 1487.3950738550629 1474.5315785944113 59.146001398534281 101.76718783500837 63.632496146019548 17279.60377844613 31.072665767045692 6313.6256500095187 92.503967822354753 164.84178294963203 3405.6068148757186 456.88228694786085 113.12563725642394 11.743637762498109 18.64562394330278 10.111547772539778 108.89490361884236 130.82472073473036 1191.7687883910257 49.490379259106703 32.934236460772809 29.608937282580882 7.3723369164654278 6.3673196423333129 36.19450912343018 7.277302103873807 2.3503702162415712 0.048679555882698788 163.68964873219375 5.8819853559834874 1.5108029765979143 1.5170768322423089
leaf_count=134608 12374 47189 143986 2907 199396 53484 146968 142816 194988 11603 11157 3968 1137642 3647 490205 10281 7093 185331 29673 6301 1047 1931 1106 4536 6190 64086 5362 4740 3418 8484 683 5673 651 293 14 19711 501 1009 791
internal_value=0 1.01906e-05 -0.020918 0.000176285 -0.000167887 -0.0022305 -0.0130255 -0.00124485 -0.00561633 -0.02827 0.000824633 -0.0100064 0.000994296 0.00570151 0.000517162 0.00542723 -0.00249078 0.000561044 0.00371024 0.0010566 -0.0341496 -0.0237064 0.0164102 0.00221253 0.0112186 0.000560388 0.0213724 0 0.0175532 -0.0401731 0.0214174 0.00571376 0.0132438 -0.014431 -0.0390157 0.0229178 0.019478 -0.0429324 -0.0438573
internal_weight=0 36343.1 232.59 36110.6 33862.6 11087 859.376 10227.6 2961.93 153.575 22775.6 297.171 22478.5 1793.26 7265.67 2247.94 612.725 20685.2 2040.48 176.758 246.651 120.413 152.106 1888.37 239.72 1648.65 141.994 135.574 207.466 97.0158 177.857 100.289 49.3538 35.2846 94.4294 171.49 42.0765 94.3807 92.8699
internal_count=3105843 2957818 176702 2781116 2633163 1083790 202297 881493 337804 148025 1549373 23357 1526016 203043 543689 147953 54282 1322973 121234 10269 148015 13088 16749 104485 10726 93759 15643 24232 26719 152470 23301 19199 6825 5033 136422 22618 6174 136408 135399
cat_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=4218880 3 18186401 1 28 25231393 17303265 768 30 11275586 10556424 12 524 1 790670 384 1 1 1 2 1 593930
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=40
num_cat=21
split_feature=0 2 0 4 0 5 0 3 10 10 3 8 10 8 6 2 10 3 0 10 2 7 1 2 6 5 3 10 8 6 10 3 10 10 3 10 3 0 10
split_gain=14.3116 10.5987 8.42988 6.25881 18.5149 10.4196 14.0212 12.5453 13.5464 10.0069 11.2677 10.081 9.19297 15.9547 16.3517 13.9228 12.5809 12.574 9.64851 3.56629 7.9158 3.78783 5.57847 3.36786 3.11322 3.05053 2.64869 2.38552 2.18251 1.65906 1.44149 1.26564 0.971047 0.866537 0.72804 1.13704 0.613678 0.390271 0.621508
threshold=0 1 2 3 4 5 6 2.5000000000000004 7.5000000000000009 3.5000000000000004 1.5000000000000002 7 1.5000000000000002 8 9 10 4.5000000000000009 12.500000000000002 11 1.0000000180025095e-35 12 13 14 15 16 17 1.0000000180025095e-35 3.5000000000000004 18 19 5.5000000000000009 3.5000000000000004 4.5000000000000009 12.500000000000002 1.0000000180025095e-35 3.5000000000000004 6.5000000000000009 20 3.5000000000000004
decision_type=9 1 9 1 9 1 9 2 2 2 2 1 2 1 1 1 2 2 9 2 1 1 1 1 1 1 2 2 1 1 2 2 2 2 2 2 2 9 2
left_child=23 2 29 5 19 12 9 8 -8 10 -7 -11 13 15 -15 -3 17 -14 -18 20 28 25 -23 -1 -9 -21 -22 -6 -5 34 31 -25 -4 -31 37 36 -36 -2 -39
right_child=1 3 32 4 27 6 7 24 -10 11 -12 -13 16 14 -16 -17 18 -19 -20 21 26 22 -24 30 -26 -27 -28 -29 -30 33 -32 -33 -34 -35 35 -37 -38 38 -40
leaf_value=0.0025363419442403605 0.0030339626584602367 -0.00061086160671583586 -0.0435702738126649 0.0051602077162765702 0.055709402792036004 -0.01286669455686933 -0.025431882347402408 -0.0092359765812511391 0.011147372639853553 0.0079687858602972526 0.0029175216110680249 -0.0085378093747998287 0.0034960975292168787 0.0042869118775176922 -0.015974322719725452 -0.0085021007526554469 0.0088741963012171545 0.025650118995395078 -0.0084666023492276817 -0.0047914309442012304 0.016196647784713299 0.017159906066588283 -0.00047678812154559484 -0.039762954720016258 0.0085344164343229816 0.001923351042894257 0.0030901890990315973 0.0098085747413753279 -0.011318627687123745 -0.018647245025043113 0 0 0 0 0.020461797237727203 -0.0011177578728840114 0 -0.014208742242190318 0
leaf_weight=16.482641064561903 26.859175264835358 6020.515066654305 85.151112566629308 64.387321984861046 51.391498927434441 1108.7519107259504 716.25637372813799 127.36544052915997 87.528386400852469 1381.8515056987235 691.09497912868392 449.87298651944729 8986.9150868807264 5749.7840625643657 393.6409019015191 3617.5990714538639 358.80920612480259 240.20465642196359 1461.5181639971051 1175.9619550288771 545.83151867461856 282.76994256465696 343.86024395516142 111.04626936502609 217.93423206881562 1444.3377100507496 321.05460119387135 53.644616147270426 211.79717161832377 32.541577055177186 12.148712641966993 11.557882104767485 7.4242357473267466 2.5522499355138271 37.473562452447368 7.1641176228295071 5.8751076930202535 20.107788187851842 3.4461273705819613
leaf_count=1447 2726 451371 143248 778 3232 181969 127433 13452 11779 117401 61926 40096 600378 423816 45470 411183 33695 13108 85929 28059 9384 8025 5456 126977 25456 68321 5110 3987 3972 4704 10733 9462 8501 299 5757 646 515 9098 516
internal_value=0 2.97328e-05 -0.0197512 0.000184994 0.00366869 -0.000303872 -0.00459526 -0.0140495 -0.020831 -0.0013891 -0.00669355 0.0036783 0.000453918 -0.00108082 0.00286412 -0.00362668 0.00267039 0.00418649 -0.00479572 0.00240322 0.00716072 0.000593921 0.00744536 -0.0273923 0.000966029 -0.0009971 0.0118111 0.0389883 -0.00636128 0 -0.0325124 -0.0371269 -0.0381677 -0.0141762 0.00517701 0.0115762 0.0173633 0 -0.00719195
internal_weight=0 36333.3 228.595 36104.7 4495.04 31609.6 4780.66 1149.08 803.785 3631.57 1799.85 1831.72 26829 15781.5 6143.42 9638.11 11047.4 9227.12 1820.33 4390 1143.07 3246.93 626.63 151.236 345.3 2620.3 866.886 105.036 276.184 136.02 134.753 122.604 92.5753 35.0938 100.926 50.5128 43.3487 50.4131 23.5539
internal_count=3105415 2956796 176010 2780786 136324 2644462 579512 178120 139212 401392 243895 157497 2064950 1331840 469286 862554 733110 613486 119624 129105 19244 109861 13481 148619 38908 96380 14494 7219 4750 24261 147172 136439 151749 5003 19258 6918 6272 12340 9614
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=4218880 3 18186401 1 792754 2 70388 5 1 2 896 8652608 768 1 1 768 2 2 12 2 32
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=40
num_cat=22
split_feature=0 2 0 4 0 5 10 3 10 10 8 2 8 2 0 6 2 3 10 2 2 5 3 8 2 10 10 6 0 2 10 10 3 10 3 3 3 1 3
split_gain=11.9467 8.99018 8.48879 5.35738 16.0645 8.03846 13.0302 12.4021 8.72002 10.5362 13.5741 11.854 8.04767 6.89197 5.6615 4.43572 3.83842 3.30695 2.90124 6.8254 3.55623 9.54951 4.27773 3.04353 2.67026 1.7048 1.48386 1.48201 1.24995 1.12707 0.910149 0.802516 0.725554 1.12337 0.605552 0.598311 0.408939 0.402378 0.399154
threshold=0 1 2 3 4 5 5.5000000000000009 1.0000000180025095e-35 6.5000000000000009 1.5000000000000002 6 7 8 9 10 11 12 6.5000000000000009 1.0000000180025095e-35 13 14 15 2.5000000000000004 16 17 3.5000000000000004 5.5000000000000009 18 19 20 4.5000000000000009 12.500000000000002 1.0000000180025095e-35 3.5000000000000004 4.5000000000000009 6.5000000000000009 7.5000000000000009 21 4.5000000000000009
decision_type=9 1 9 1 9 1 2 2 2 2 1 1 1 1 9 1 1 2 2 1 1 1 2 1 1 2 2 1 9 1 2 2 2 2 2 2 2 1 2
left_child=16 2 27 5 25 8 7 13 9 10 -3 -11 17 -7 -9 -14 -1 -8 19 24 21 -20 -22 -21 -6 -5 36 32 -10 -27 34 -29 -2 35 37 -34 -18 -4 -31
right_child=1 3 30 4 18 6 12 14 28 11 -12 -13 15 -15 -16 -17 26 -19 20 23 22 -23 -24 -25 -26 29 -28 31 -30 38 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=8.698495688985478e-05 0 0.0035645634112654251 -0.04540303572879522 0.05056155155974771 -0.013486372115436886 -0.0064967750878517534 0.013553888012637764 0.0051891904641247245 0 0.012475106639849947 -0.002918902622059696 0.0017673741399173533 -0.013635396809607276 -0.022671853867727951 -0.0054367581881733266 0.0075065441642402052 -0.038899331497692695 -0.0071267066719963093 -0.0013132860064346975 0 -0.0042960537214551519 0.016324380970289903 0.0072127270420836997 0.024199861906474981 0.0032937433096966399 -0.0033748142004899557 0 -0.017263879002282635 -0.018305698701121625 0.018538007152957666 0 0 0.020748802886065537 -0.00068295549141481472 0 0 0 0 0
leaf_weight=32.841343734588008 49.918063490447821 4441.5411236342043 72.559147747691895 54.081572529568803 64.080587501637638 677.78576411120594 667.44263916190539 632.20148604022688 17.920014792412985 1141.2370474612835 11338.431685423908 9668.9796793481873 245.08098538391641 593.71169059847307 1778.5882118434674 111.4956204816117 99.236247127824754 48.382896310067736 830.30570600618375 85.952183060580865 1629.8117759590968 430.531403695466 358.18633427977329 216.57582799927332 783.00010511605069 8.4363133718725294 10.964917489618527 31.50183411501348 243.02404302085051 40.209570984356105 7.4136927420186103 2.4899421669542781 37.292560618065181 7.0019302477594456 9.3273932421725458 5.8043303145095697 3.0513580124243154 0.7069417079910626 5.4733849840704343
leaf_count=6487 12026 341683 135727 3251 1125 79590 60828 73884 1839 95706 992235 619569 20882 150221 174257 13311 129592 2981 18212 2209 66675 17472 7503 2863 13049 561 10543 4459 16941 3201 8492 298 5774 605 8945 473 2158 82 231
internal_value=0 1.06967e-05 -0.0183663 0.000153187 0.00337231 -0.000299057 -0.00408052 -0.00693097 0.000363195 0.000561892 -0.00107134 0.00297 0.00535717 -0.0148527 -0.0024988 -0.00602329 -0.025384 0.0113709 0.00218019 0.00645923 0.000535954 0.00468011 -0.00198756 0.0184285 0.00113528 0.035913 -0.0328225 0 -0.016823 0.009166 -0.036945 -0.01269 0.00589303 0.0121224 -0.0422871 0.0177335 -0.038044 -0.0448147 0.0144078
internal_weight=0 36336.5 224.016 36112.5 4506.64 31605.8 4754.69 3682.29 26851.1 26590.2 15780 10810.2 1072.4 1271.5 2410.79 356.577 146.094 715.826 4398.44 1149.61 3248.84 1260.84 1988 302.528 847.081 108.201 113.253 134.009 260.944 54.1193 90.0072 33.9918 100.017 50.0988 82.5935 43.0969 102.288 73.2661 45.683
internal_count=3105940 2957160 176881 2780279 136352 2643927 575954 477952 2067973 2049193 1333918 715275 98002 229811 248141 34193 148780 63809 129108 19246 109862 35684 74178 5072 14174 7244 142293 23635 18780 3993 153246 4757 18878 6852 144754 6247 131750 135809 3432
cat_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=4218880 3 18186273 1 10487629 2 10 56 1 896 69718 2 800 960 788 2 1 512 2 11010112 512 1
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=40
num_cat=27
split_feature=0 2 0 9 2 0 1 7 10 1 5 2 3 3 10 0 2 0 10 0 3 2 7 3 4 8 7 0 2 7 6 0 0 3 10 10 10 4 10
split_gain=10.4206 8.20339 7.62692 4.75637 5.69817 11.1304 6.95671 9.14885 4.30885 9.88578 5.65512 4.11909 3.72467 4.69694 11.6206 4.9345 4.17312 3.49165 3.18576 2.64107 2.22378 2.88351 2.15711 3.39009 1.74253 1.6197 1.57796 1.41273 1.1845 1.0597 1.05518 1.00136 0.99313 0.852047 0.836053 0.795861 0.754077 0.747937 0.66493
threshold=0 1 2 3 4 5 6 7 1.0000000180025095e-35 8 9 10 23.500000000000004 5.5000000000000009 1.0000000180025095e-35 11 12 13 2.5000000000000004 14 1.0000000180025095e-35 15 16 4.5000000000000009 17 18 19 20 21 22 23 24 25 17.500000000000004 4.5000000000000009 4.5000000000000009 3.5000000000000004 26 8.5000000000000018
decision_type=9 1 9 1 1 9 1 1 2 1 1 1 2 2 2 9 1 9 2 9 2 1 1 2 1 1 1 9 1 1 1 9 9 2 2 2 2 1 2
left_child=11 2 30 4 5 8 7 -7 9 -3 -10 -1 13 15 -15 -6 19 22 -8 -14 26 25 23 27 -18 -22 28 -5 -19 -23 -2 -24 -25 -33 -4 -28 -32 38 -13
right_child=1 3 34 17 12 6 18 -9 10 -11 -12 37 16 14 -16 -17 24 20 -20 -21 21 29 31 32 -26 -27 35 -29 -30 -31 36 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0046360355120058216 -0.0072565598102672796 -0.040797023148133577 -0.00084246858920587287 -0.0028517682719656511 -0.016989475492667105 0.016035314807151032 0.010963870696098712 0.0071209827129830637 0.016331295213092612 -0.0031937114146191564 -0.039586863662483741 0.013525666466050424 0.01435792286097159 0.00033525652973069174 0.00072565663386438782 -0.025765942067304606 0.0091008164359175029 -0.0062327678146884028 -0.011372518999877422 0.026623081633736986 0.00097267937389942461 -0.00070266001689499378 0 0 0 0.028022473358057923 0.013170168493478077 -0.0014420131097483881 -0.0046983768034679508 -0.016814553202756148 0.017908420996599273 0.03373571474412302 0 0 0 0 0 0
leaf_weight=56.879978382465197 101.54729803203372 1397.6292706365784 79.760285204702086 99.3548190840811 4677.1932389097055 1027.006100733146 100.33955054590479 97.616114630247466 1183.7364887134827 168.17724080616608 875.24193535264931 84.190384065674152 62.354509985685581 796.51543177073472 2244.5193090959219 20982.471915930051 116.82890769944061 170.31625689966313 79.011947286315262 26.45419260080962 28.417323199420935 981.71112787083257 163.85035565891303 21.47729310230352 7.7662385101430109 14.052057092150788 32.019004459027201 74.538521171722095 122.03079298109515 431.14208292588592 23.992489681590087 35.649873328860849 77.821552750858245 7.0926317987032226 7.4110310640680828 4.7541842318605623 8.8520490858354588 0.025057135964742794 1.4263433449668799
leaf_count=10875 18723 137582 144381 13798 506731 243210 4987 11005 77128 3545 78712 137115 3616 41032 133679 1373065 9816 15620 4903 3126 2465 49038 13001 2580 154 1413 1804 11411 8249 16574 3545 3419 8312 670 8501 301 1128 5 744
internal_value=0 2.48512e-05 -0.0176109 0.000160737 -0.0001292 -0.0032643 -0.011048 -0.0140815 -0.000292315 -0.0042757 0.00260985 -0.0239228 0.000398669 0.000512774 0.00421017 5.84964e-05 -0.0118702 0.00457085 0.0053049 0.00255155 0.00217991 0.000233835 0.0119462 0.0178033 -0.0213731 0.0185508 0.00927208 0.00535128 0.00428234 -0.000607459 0 0.00216249 0.0309882 0.0115402 -0.0355386 0.0247014 -0.0110867 -0.034748 -0.0386041
internal_weight=0 36328.7 221.563 36107.1 33842.9 4928.76 1303.97 1124.62 3624.78 1565.81 2058.98 142.522 28914.1 28700.7 3041.03 25659.7 213.404 2264.23 179.351 88.8087 1784.44 1455.32 479.785 273.192 124.595 42.4694 329.12 173.893 292.347 1412.85 134.392 206.593 99.2988 42.7425 87.1713 36.7732 32.8445 85.6418 85.6167
internal_count=3105963 2957224 176278 2780946 2632291 561072 264105 254215 296967 141127 155840 148739 2071219 2054507 174711 1879796 16712 148655 9890 6742 95464 69490 53191 36101 9970 3878 25974 25209 23869 65612 23396 17090 10892 4089 152882 2105 4673 137864 137859
cat_boundaries=0 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=4218880 3 17137697 1 52 25428520 1 1 1 2 992 18090382 72 9706188 1049724 516 1 1 9 1 8652864 60 1 2 2632 1048704 1
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=40
num_cat=23
split_feature=0 2 0 4 0 3 2 0 10 0 10 0 8 2 2 3 3 2 10 1 10 2 3 2 5 3 10 10 2 7 6 10 3 1 10 10 4 3 0
split_gain=8.73176 7.1936 6.75912 4.44105 14.0784 6.78889 9.57401 13.7389 8.01738 5.63526 4.66654 4.06393 9.03508 3.64294 3.49159 3.44395 3.07414 3.32552 3.08937 2.79817 2.59416 6.26793 3.3176 3.26411 12.6029 5.69293 2.47238 2.0829 1.50664 1.46174 1.07896 0.959722 0.896667 1.06332 0.744529 0.738264 0.670095 0.572272 0.537793
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6 2.5000000000000004 7 1.0000000180025095e-35 8 9 10 11 6.5000000000000009 37.500000000000007 12 1.0000000180025095e-35 13 1.0000000180025095e-35 14 1.0000000180025095e-35 15 16 2.5000000000000004 1.5000000000000002 11.500000000000002 17 18 19 8.5000000000000018 3.5000000000000004 20 17.500000000000004 12.500000000000002 21 1.0000000180025095e-35 22
decision_type=9 1 9 1 9 2 1 9 2 9 2 9 1 1 1 2 2 1 2 1 2 1 2 1 1 2 2 2 1 1 1 2 2 1 2 2 1 2 9
left_child=13 2 30 5 20 6 7 8 -3 10 -8 12 15 -1 -11 -7 17 -13 -18 27 21 28 -23 24 -22 -25 -14 -6 -5 -9 38 36 33 34 -4 -32 -15 -21 -2
right_child=1 3 32 4 19 11 9 29 -10 14 -12 16 26 31 -16 -17 18 -19 -20 37 23 22 -24 25 -26 -27 -28 -29 -30 -31 35 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0085263748831068652 -0.0097979116731183678 -0.042419226810850807 0.00042038636565864065 0.046734312702702445 0.0080657454545691454 0 -0.037587929616662172 0.018272641198766575 0.0015754274016247637 -0.019113369767033331 0.0093047227634550905 -0.027037917671715407 -0.035831736543581634 -0.0026290140075074598 0.029819550435192424 0.0043478408970184677 0.00032248291932119937 -0.01717724498217452 0.013410232690447055 -0.0019084139765230144 0.018291088076162563 0.00084407024408920863 -0.0043568816296822655 0.020920315621906105 0.0085185774692442522 0 0 -0.012431949930485233 0 -0.015932349007115307 0 0 0 0 0 0 0 -0.00069549645244050291
leaf_weight=44.879073382355273 72.107502822414972 465.688964555251 70.718748560942913 504.55999388662167 72.773428918095306 575.18720465298975 164.73534481445677 178.14260585809825 94.175019538211927 3302.2082726126537 295.00506385983317 384.47540085832588 50.275454827380599 91.520838740150793 4630.3679852445784 85.77096486161463 57.277770075132139 21081.461483263171 164.25858102849452 17.191674965899438 757.90549835003912 380.61405457113869 203.82338725682348 1779.6676444954937 310.1146221794188 384.38290544349002 57.593925628665602 1.856380013283341 62.970990375615656 8.5484954687999544 30.535892288538889 1.9310168640804466 12.15393158552615 0.86560452939011057 0.1428511426638569 2.4325970672070971 0.065916290041058256 42.439540995284915 29.454911477718269
leaf_count=8219 7177 64896 140994 8409 5916 64797 16544 127156 16199 248467 34861 60825 5542 138696 529888 8695 3152 1443157 12976 767 16586 6349 3178 73825 10849 7950 6232 251 1110 950 4364 858 12022 101 127 291 11 1211 12003
internal_value=0 7.85065e-06 -0.0166084 0.000134907 0.00306213 -0.000276682 -0.00257648 -0.0131834 -0.00381372 -0.00153622 -0.0118878 0.000648095 0.00762792 -0.0221627 -0.000842018 0.0123167 0.000372965 0.000514559 -0.0105645 0.0310663 0.00185664 0.00588572 0.0128242 0.000293403 0.00479383 -0.00183959 -0.0146335 0.0441166 -0.00123649 -0.0343276 0 -0.0311144 -0.0338256 -0.0400479 -0.0415093 -0.0112601 -0.0350443 0.00555311 0.00461807
internal_weight=0 36331.9 218.412 36113.5 4518.3 31595.2 9138.87 746.555 559.864 8392.32 459.74 22456.3 768.828 138.397 7932.58 660.958 21687.5 21465.9 221.536 134.261 4384.04 1151.97 584.437 3232.07 1068.02 2164.05 107.869 74.6298 567.531 186.691 134.531 93.5178 83.8811 71.7272 70.8616 32.9685 91.5868 59.6312 101.562
internal_count=3105601 2957817 177079 2780738 136401 2644337 1038961 209201 81095 829760 51405 1605376 85266 147784 778355 73492 1520110 1503982 16128 8145 128256 19046 9527 109210 27435 81775 11774 6167 9519 128106 23835 139565 153244 141222 141121 4655 138707 1978 19180
cat_boundaries=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=4218880 3 18186273 1 790834 28 26280115 10551305 69644 3 928 768 8 1 896 772 2 384 1 2 1 1 32
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=40
num_cat=26
split_feature=0 2 0 9 7 0 3 2 2 0 0 1 3 1 10 3 2 10 2 0 8 7 3 8 3 10 3 0 2 3 1 0 8 2 2 10 0 3 3
split_gain=7.7751 6.59567 6.0993 4.01717 4.90009 8.84902 12.493 8.09747 7.04107 15.8883 10.8991 20.0654 7.48113 7.07037 5.38898 5.87835 4.80196 3.36035 3.21222 3.04158 7.38866 5.45654 5.01684 5.28195 4.93402 4.52434 3.77882 3.58877 2.79591 2.77457 2.73403 2.57653 2.25461 2.13907 1.6657 2.54004 3.88473 1.75746 0.900137
threshold=0 1 2 3 4 5 1.5000000000000002 6 7 8 9 10 11.500000000000002 11 1.0000000180025095e-35 2.5000000000000004 12 3.5000000000000004 13 14 15 16 15.500000000000002 17 11.500000000000002 2.5000000000000004 27.500000000000004 18 19 3.5000000000000004 20 21 22 23 24 1.5000000000000002 25 6.5000000000000009 4.5000000000000009
decision_type=9 1 9 1 1 9 2 1 1 9 9 1 2 1 2 2 1 2 1 9 1 1 2 1 2 2 2 9 1 2 1 9 1 1 1 2 9 2 2
left_child=18 2 34 4 8 6 17 -8 9 30 12 -12 -10 -11 15 -7 -16 -6 -1 21 26 22 23 -5 25 -22 27 -21 -24 33 -3 -26 -31 -23 35 36 37 -2 -36
right_child=1 3 -4 19 5 14 7 -9 10 13 11 -13 -14 -15 16 -17 -18 -19 -20 20 24 29 28 -25 31 -27 -28 -29 -30 32 -32 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=-0.03106188670213075 0.045638448901492275 0.030855621293489635 -0.03339337417693191 -0.0093501321809936356 0.0028043528866272772 -0.012483329735173895 0.00091407548018379602 -0.010455835440908098 -0.00043781174569493562 0.0068703916426501484 -0.0078622434559317989 0.0073362478823864145 0.0113073938104464 -0.0041289486406680355 -0.00053383396355216692 0.0098281517183591866 0.011381998317521803 0.013364534263980446 0 0 0.004371067386682346 0.015436974363146477 0 0.0066465774060714758 0 -0.013901935919111763 -0.0046361088256818388 0.034466715180342632 0.035935648884528125 0 0.0058210303452408269 0.027101448967935544 -0.01909480904709103 -0.0051463832135901447 -0.015325622830804957 -0.0047327613161352944 -0.0045968940781392891 0 0
leaf_weight=78.926286476285895 17.805455489571617 212.91605869005434 75.57361353012675 233.86412001069402 1160.6529570070561 244.73227566154674 1104.9922433763277 1278.0648115461227 18551.199794876098 1059.6290870651137 4691.5132623673417 1019.7460978818126 528.20970005975687 1209.5078623024747 367.12277332821395 168.06313285313081 1673.8050780589692 452.25296758161858 56.954687645542435 37.026522574946284 402.87315388086427 34.991807520855218 32.763045175466686 729.32360313233221 40.828215286368504 163.45317034248001 12.710586290922945 143.27718519238988 36.205352708464488 56.37475199252367 114.08229129994288 69.104559025523486 181.30825484846719 97.959850308485329 57.974682854208368 35.776522116153501 18.686805737266695 1.6503723822534073 8.9010573798732349
leaf_count=136693 4522 28486 141762 10311 47645 24785 27014 35830 1363656 101942 673686 69142 25611 35057 26331 10466 136268 18648 11664 4971 43951 1299 796 35714 2679 17337 997 13734 860 1446 6277 6073 5502 3662 14130 6504 9001 133 1082
internal_value=0 2.10973e-05 -0.015952 0.000142656 -0.000123599 0.00233892 -0.000508122 -0.00515316 -0.000716397 0.00417367 -0.00124619 -0.00506332 -7.96662e-05 0.000895709 0.00702011 -0.00267162 0.00916941 0.00613796 -0.0210489 0.0041887 0.00873992 0.00096735 0.00488932 0.00226815 0.00273791 -0.000833865 0.0244016 0.0294048 0.0266805 -0.00873 0.0235261 0.0197117 -0.0147383 0.000906111 0 0.00730947 0.0211907 0.03387 -0.00994509
internal_weight=0 36324.9 216.369 36108.6 33836.5 6449.69 3995.96 2383.06 27386.8 2596.14 24790.7 5711.26 19079.4 2269.14 2453.72 412.795 2040.93 1612.91 135.881 2272.06 869.273 1402.79 1032.16 963.188 676.259 566.326 193.014 180.304 68.9684 370.635 326.998 109.933 237.683 132.952 140.795 73.9192 38.1426 19.4558 66.8757
internal_count=3105667 2957310 177134 2780176 2630844 326987 129137 62844 2303857 171762 2132095 742828 1389267 136999 197850 35251 162599 66293 148357 149332 89742 59590 47681 46025 70040 61288 19702 18705 1656 11909 34763 8752 6948 4961 35372 20160 13656 4655 15212
cat_boundaries=0 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=4218880 3 19234849 1 1 3477672 304 512 9180812 16846968 1 1 528 30 19465249 4 1 4 1315074 88 1 262170 4 792 1 2097184
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=40
num_cat=23
split_feature=0 2 3 8 2 0 0 10 10 1 10 2 0 0 2 0 3 0 3 3 0 10 10 7 10 2 4 10 2 3 3 3 0 10 8 3 7 4 0
split_gain=6.74086 6.04365 4.09692 8.63182 12.057 9.06526 6.83543 6.54414 6.02934 4.57193 4.18046 3.89586 5.59962 5.03193 3.25182 8.5565 5.79721 3.50326 3.26936 2.92313 2.8975 15.9241 15.5545 6.76597 3.79483 3.84329 2.78282 2.27578 2.06388 1.87238 1.76434 1.70934 1.60078 1.37269 1.00692 0.791152 0.533391 0.430829 0.309861
threshold=0 1 1.0000000180025095e-35 2 3 4 5 1.0000000180025095e-35 1.5000000000000002 6 2.5000000000000004 7 8 9 10 11 14.500000000000002 12 26.500000000000004 30.500000000000004 13 1.0000000180025095e-35 1.5000000000000002 14 6.5000000000000009 15 16 4.5000000000000009 17 3.5000000000000004 1.5000000000000002 1.5000000000000002 18 12.500000000000002 19 10.500000000000002 20 21 22
decision_type=9 1 2 1 1 9 9 2 2 1 2 1 9 9 1 9 2 9 2 2 9 2 2 1 2 1 1 2 1 2 2 2 9 2 1 2 1 1 9
left_child=34 29 3 8 5 10 7 -6 26 -8 -5 12 -10 -13 15 18 17 -17 31 -18 21 23 -23 -16 30 -26 32 -7 -28 33 -22 -4 -3 37 -1 36 -36 -2 -31
right_child=1 2 14 4 6 27 9 -9 11 -11 -12 13 -14 -15 20 16 19 -19 -20 -21 24 22 -24 -25 25 -27 28 -29 -30 38 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0 -0.030720856828783023 0.01406307627380033 0.0006944795529341476 -0.013969648781300562 0.00084546703381407527 -0.051568268689884934 -0.0026107038958300723 -0.021794794828796652 0.017802530978693717 0.0022650950149614587 0.011190443034330201 0.0098528008746597839 -0.016907561989529078 -0.015321811064527858 0.033953846617267143 0.0027572640981776185 0.035151583212657302 -0.014134696591003233 -0.0015127290505762862 0 0.0019760865812930139 -0.014795553964452049 0.0091635580808070525 -0.0033873290735815863 0.00013070649078864458 -0.012361824245862879 0.0048751641308977913 0 0.026173894646647867 0.0064643048486873918 0 0.047686672465813505 0.0015805078798924801 0 -0.03470694267389688 0 0 0 -0.0044113817517475442
leaf_weight=7.9132340680916968 77.710715000343043 130.23947395876166 24.554787976387161 196.62904788416199 165.80352018322446 75.251730351039441 6525.8220217360358 297.22495097867795 15.966055527649585 2635.3652807334438 54.849952446631505 303.89938648794487 222.10418817122991 58.943813869729638 197.16875254627666 389.22777608435717 41.117281083774287 125.80864685378401 4.4822689490392795 16.432885565984179 6517.8107122649708 415.46116509663989 661.07020729813667 37.523101116996258 434.91157457669033 424.13860993902199 164.15977440937422 6.2691254986311824 146.73714996047784 13.204643524724814 15448.273057876446 51.466874122452282 503.64995501159865 0.72443895012838666 58.794071934695239 0.94758532600826484 1.4530424361582834 0.33487986553518467 4.9804180880310041
leaf_count=13135 64589 19950 19280 58443 20609 102111 734891 40615 2647 102274 12650 26446 24132 10892 24255 35051 3504 72060 948 1860 488167 43943 70579 3004 29246 28300 2030 7480 1711 2993 870065 17475 43072 270 101445 679 185 22 4640
internal_value=0 4.89965e-07 8.77503e-05 -0.00146036 -0.00256228 -0.0202987 -0.00183608 -0.0132522 0.00534367 -0.00117137 -0.00657481 -0.00200159 -0.0112749 0.00390319 0.000819132 0.00761277 0.00180502 -0.00157817 0.0321202 0.025881 0.000610269 0.00512598 0 0.027143 0.000329223 -0.00604637 0.0102959 -0.0440666 0.0181373 -0.0209582 0.000600255 0.0398293 0.0053523 -0.0277267 -0.0248849 -0.0288887 -0.033557 -0.0300162 0
internal_weight=0 36389.3 36292.4 11502.9 9957.22 333 9624.22 463.028 1545.7 9161.19 251.479 600.913 238.07 362.843 24789.4 653.091 572.587 515.036 80.5039 57.5502 24136.4 1311.22 1076.53 234.692 22825.1 859.05 944.786 81.5209 310.897 96.9551 21966.1 76.0217 633.889 78.77 69.1079 61.1947 60.2471 78.0456 18.1851
internal_count=3105648 2990204 2917690 1209953 1079073 180684 898389 61224 130880 837165 71093 64117 26779 37338 1707737 150178 112475 107111 37703 5364 1557559 141781 114522 27259 1415778 57546 66763 109591 3741 72514 1358232 36755 63022 64881 115444 102309 101630 64611 7633
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=4210688 2 12 13 28410931 11603976 1 168 10488320 7290 13 19170332 160 8466444 1 192 1 704 1841042 4 1 1 2163762
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=40
num_cat=27
split_feature=0 2 4 0 5 10 3 10 10 0 8 0 6 8 2 0 2 0 1 2 1 3 8 0 10 7 8 2 3 7 8 4 10 10 4 0 10 10 10
split_gain=6.30638 5.01808 3.64298 12.205 5.93222 10.7127 10.4912 7.27629 7.1076 12.1278 11.6598 5.89386 5.42215 6.782 4.91365 2.78376 2.49984 1.90321 5.23728 2.23209 2.90233 1.57463 1.42623 1.36016 1.27439 1.14333 1.05198 1.05031 0.856228 0.924089 0.744518 0.636809 0.484097 0.464504 0.400165 0.317249 0.137125 0.104587 0.0799694
threshold=0 1 2 3 4 5.5000000000000009 1.0000000180025095e-35 6.5000000000000009 1.5000000000000002 5 6 7 8 9 10 11 12 13 14 15 16 3.5000000000000004 17 18 12.500000000000002 19 20 21 4.5000000000000009 22 23 24 8.5000000000000018 21.500000000000004 25 26 2.5000000000000004 6.5000000000000009 1.0000000180025095e-35
decision_type=9 1 1 9 1 2 2 2 2 9 1 9 1 1 1 9 1 9 1 1 1 2 1 9 2 1 1 1 2 1 1 1 2 2 1 9 2 2 2
left_child=16 21 4 25 7 6 11 8 10 -10 -3 -6 13 -7 -8 -14 -1 19 22 26 -21 24 -19 27 34 33 -5 -9 29 31 -20 32 -18 -4 -2 36 -23 -38 -27
right_child=1 2 3 17 5 12 14 23 9 -11 -12 -13 15 -15 -16 -17 28 18 30 20 -22 35 -24 -25 -26 38 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0 -0.0287223453652274 0.0034077368660665667 0.042586945017391097 -0.0033954795440714366 -0.02892365369868475 -0.016357238444797369 0.0039391542256190142 0.013044818746785683 -0.0044847888191699671 0.0040314631315863545 -0.0025898985508128651 -0.0092647448942793729 0.018915225604506054 0.0050617059017245879 -0.0053250996218319434 -0.0033109220657305694 -0.033728645620951569 0 -0.011932438408131527 0.0068930543336681296 -0.0038849205003777193 0 0.02650089407285321 -0.017199150301999443 0 0 0.00072301259664696738 -0.006437379816756259 0 0 0.00069808485466902801 0 0 0 0 -0.0047097987814155142 0.012631358005876923 0 0.0043811846601001176
leaf_weight=39.99421494876151 74.721046287046192 4464.9018074466876 63.654112239248207 813.27865320048295 197.46093898132676 148.79074448070605 811.63197837018743 10.299643827893304 1992.9714217999717 8893.2507017763091 11345.499005055324 1056.1314514267906 263.35541852543247 635.56383435170574 1598.0704782252869 36.383938376791775 83.148671332972299 13.225871458416805 13.882715838961303 1063.3818833392579 263.98911660630256 10.929374482264391 94.969544738240074 239.61575099144829 0.71897286979947139 2.087993583641949 2047.8261066451669 8.0124080397654343 6.5127887987182467 0.62054005439858784 124.99383073626086 0.021963446866719916 1.525168308711726 0.44897505640983482 0.33552300948940583 5.1210368008469258 1.9079515212215477 0.40231333661358792 28.451802552910522
leaf_count=5848 62653 355024 4420 20627 63011 13091 90037 1033 183212 549920 1044630 179191 31379 51180 164312 6242 135138 1211 445 34693 4868 2531 9006 16850 272 78 55884 886 6688 110 4036 5 784 41 23 4557 379 75 1148
internal_value=0 1.19469e-05 9.15622e-05 0.00274059 -0.000279733 -0.00353232 -0.00614405 0.000285303 0.000466234 0.00243643 -0.000873448 -0.0134962 0.0049516 3.85707e-05 -0.00207738 0.015725 -0.0191845 0.00174616 0.00978205 0.00111313 0.00445718 -0.0192841 0.0241392 -0.0154972 -0.02566 0.03255 -0.000374949 0.000807305 -0.0264381 -0.0306415 -0.00134875 -0.0320086 -0.0328676 0.0419003 -0.0280044 0 0.00638664 0.011189 0.00230724
internal_weight=0 36326.3 36232.1 4530.19 31701.9 4747.39 3663.29 26954.6 26696.6 10886.2 15810.4 1253.59 1084.09 784.355 2409.7 299.739 131.823 4435.55 247.072 4188.48 1327.37 94.1362 108.195 257.928 75.7755 94.6429 2861.1 18.3121 91.8291 85.3163 138.877 84.6958 84.6738 64.1031 75.0566 18.3607 13.2396 2.31026 30.5398
internal_count=3105518 2956945 2886455 136457 2749998 598443 496551 2151555 2132786 733132 1399654 242202 101892 64271 254349 37621 148573 130770 14698 116072 39561 70490 10217 18769 62948 5687 76511 1919 142725 136037 4481 135927 135922 4461 62676 7542 2985 454 1226
cat_boundaries=0 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=4218880 2 1 10487373 2 1577104 10 10487050 2 2 789 8428512 960 266272 1 448 1 4 11042880 1 2 769 1 4 1 1 2163762
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=40
num_cat=25
split_feature=0 2 0 9 2 0 10 3 0 3 10 2 2 10 8 8 0 10 2 10 2 8 3 3 1 7 8 3 7 10 7 6 1 3 10 1 2 10 0
split_gain=4.9512 3.9202 6.63081 3.38915 4.42326 13.6579 4.08232 3.7485 3.58315 3.32341 8.91932 3.09397 3.08059 2.95495 7.31715 3.49132 2.75006 2.53838 2.24781 2.21935 2.08623 2.95415 2.43426 1.77083 1.26386 1.24559 1.72972 1.12015 1.09029 0.960145 0.887863 0.877112 1.32441 1.81313 1.10725 1.07309 0.860345 0.837279 0.75513
threshold=0 1 2 3 4 5 1.0000000180025095e-35 23.500000000000004 6 6.5000000000000009 1.0000000180025095e-35 7 8 1.0000000180025095e-35 9 10 11 2.5000000000000004 12 3.5000000000000004 13 14 1.0000000180025095e-35 2.5000000000000004 15 16 17 1.5000000000000002 18 3.5000000000000004 19 20 21 1.0000000180025095e-35 3.5000000000000004 22 23 12.500000000000002 24
decision_type=9 1 9 1 1 9 2 2 9 2 2 1 1 2 1 1 9 2 1 2 1 1 2 2 1 1 1 2 1 2 1 1 1 2 2 1 1 2 9
left_child=11 2 31 4 5 13 27 9 17 12 -11 -1 -6 14 -3 -15 25 -9 -10 -8 21 23 28 -18 -4 26 -5 -7 -22 -28 -24 32 33 -2 -35 37 38 -33 -27
right_child=1 3 24 16 7 6 19 8 18 10 -12 -13 -14 15 -16 -17 20 -19 -20 -21 22 -23 30 -25 -26 36 29 -29 -30 -31 -32 35 -34 34 -36 -37 -38 -39 -40
leaf_value=0 0 0.012598570381558954 -0.035816682989564842 0 0.00054563107943917495 -0.0096960772860929089 -0.03120110500534137 -0.031116835595406667 0.010467304332870069 0.012917805042801562 0 -0.027268978574430648 -0.0017169395601106916 0.0092473745831855771 -0.011623967138339013 -0.0052904862900661955 0 0 -0.0086316624425994675 -0.0022027836344373718 0.0039053050113058668 -0.0038015486439423214 0.00073921839600841924 0.040915577569809819 0 -0.00090525901740139136 0.024861729871280783 0.0051320496854370644 0.021372864685260395 0 -0.004294276184385006 -0.019436215249107311 -0.0068962294468236157 0.025784812387851908 0 0.0044060372380586238 -0.0026425302509590675 0 0.011666951847486225
leaf_weight=55.019539391330909 48.628256703497755 126.82613722869428 71.256750212935003 72.13868927511794 21032.179643770854 71.801367737811233 224.61239687316993 76.987662656087196 64.14924662199337 710.27611097370391 1870.9646549707686 72.726835126224614 8361.6403517111103 474.69047197306645 410.21150013085571 185.98087514678627 16.937423895855318 14.340817939257247 108.54012218082789 60.722265832322591 293.00195924998843 19.284536283623311 1042.1072371789487 20.253711106721312 1.4170825453475107 14.237928710412234 128.91481621592538 50.567741026949079 38.538261188892648 14.207513327244667 454.32705007167533 28.231394985006776 10.911762055475263 38.883877156185918 3.8371343120234078 1.5874891830608273 79.387089075520635 1.7121714813983988 86.399348847800866
leaf_count=10810 18660 14982 141739 10240 1419294 35916 72954 8325 3684 34037 113794 137119 785181 48496 42177 17649 3287 1511 6813 18223 23121 2738 55271 1332 169 1330 16851 8847 2354 1743 18768 5031 290 8512 685 145 6199 229 7045
internal_value=0 0 -0.0125673 8.73351e-05 -0.000156933 -0.0052176 -0.0201419 9.19816e-05 -0.0111299 0.000204388 0.00362622 -0.0172182 -8.92975e-05 0.000107064 -0.00499345 0.00472582 0.00379889 -0.0234557 0 -0.026778 0.00188425 0.0164516 0.000930937 0.0273678 -0.0307947 0.0111382 0.0164648 -0.00179562 0.00837052 0.0213901 -0.00064681 0.000416281 0.00632768 0.0116939 0.0218521 -0.00754999 0.00242882 -0.0150764 0.00800354
internal_weight=0 36330.7 206.466 36124.2 33844.5 1605.41 407.704 32239.1 264.018 31975.1 2581.24 127.746 29393.8 1197.71 537.038 660.671 2279.74 91.3285 172.689 285.335 1884.45 56.4757 1827.97 37.1911 72.6738 395.285 215.261 122.369 331.54 143.122 1496.43 133.792 102.261 91.3493 42.721 31.5311 180.024 29.9436 100.637
internal_count=3105551 2957622 175460 2782162 2631883 259244 135940 2372639 20333 2352306 147831 147929 2204475 123304 57159 66145 150279 9836 10497 91177 106871 7357 99514 4619 141908 43408 28834 44763 25475 18594 74039 33552 28147 27857 9197 5405 14574 5260 8375
cat_boundaries=0 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=4218880 3 19234848 1 20 28049452 11274562 992 896 2 9 1317068 72 516 9 1 1 1 1 1 2 1 1 212 64
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=40
num_cat=24
split_feature=0 2 4 0 5 0 3 10 10 3 0 10 10 0 0 0 2 10 2 7 1 5 2 8 0 2 3 10 7 3 4 10 10 4 0 3 10 10 2
split_gain=4.4868 3.57749 3.03869 10.4033 4.53571 10.0129 11.7504 10.756 6.36426 9.79247 9.12817 5.92006 6.0715 10.6642 10.0701 3.10172 2.65279 1.83326 5.1105 2.62582 4.46474 2.89566 2.31738 1.90577 1.39503 1.9818 1.33042 1.11535 0.747037 0.573053 0.591806 0.542646 0.42736 0.353842 0.276217 0.091259 0.0755239 0.0630589 0.0534339
threshold=0 1 2 3 4 5 2.5000000000000004 7.5000000000000009 3.5000000000000004 1.5000000000000002 6 6.5000000000000009 1.5000000000000002 7 8 9 10 1.0000000180025095e-35 11 12 13 14 15 16 17 18 3.5000000000000004 12.500000000000002 19 7.5000000000000009 20 8.5000000000000018 21.500000000000004 21 22 16.500000000000004 1.0000000180025095e-35 14.500000000000002 23
decision_type=9 1 1 9 1 9 2 2 2 2 9 2 2 9 9 9 1 2 1 1 1 1 1 1 9 1 2 2 1 2 1 2 2 1 9 2 2 2 1
left_child=16 26 4 28 11 6 7 -6 10 -10 -7 12 13 -3 -14 -8 38 18 23 21 -21 -19 -20 -5 25 -13 27 33 32 30 31 -18 -4 -2 -28 -26 -30 -38 -1
right_child=1 2 3 17 5 8 15 -9 9 -11 -12 24 14 -15 -16 -17 29 19 22 20 -22 -23 -24 -25 35 -27 34 -29 36 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.0030385546554603233 -0.025712422037725492 -0.0071973680071612568 0.038478130466238852 0.0047195207292768555 -0.023765753585131499 0.015896745661916522 -0.01777760446312697 0.011269635588120159 0.0097746569391441787 -0.00421923755553594 -0.0071528939910555688 0.012671734311064426 -0.0043227851245647743 0.00020601549303631591 0.0036251446960550021 0.0070800495362788683 -0.03192103277964272 -0.0047427456690144008 0.0056064730784194808 0.014482847160324866 -0.0010634736597461352 0.0017741846110319451 0.021681450711103663 -0.010530953072025784 -0.018220563328124061 -0.011377258081273375 0.0073954552410058876 0 0 0 0 0 0 0 -0.0028921362660086721 0 0.0053525193962748602 0 -0.00044053699636243944
leaf_weight=16.206859248690307 70.508198133877158 2218.1912510636903 66.341358874342404 65.530759310349822 597.97910200749538 146.85026025461411 15.908575522131287 71.263231387754786 1047.4923573726846 873.83493050090328 1680.1920846093344 28.128074040228967 1868.3504392882605 13584.886721778683 9037.4448152192963 292.62283810475492 66.934258271034196 1181.869069858978 785.52992801670916 292.88904539425857 348.76247184444219 1453.7344755193917 104.08496669877786 209.94798013125546 193.89846242824569 28.590171711752191 1.8986340585324795 0.73924752924358372 2.0901597039774087 2.359306148136965 0.028162346396128579 1.3443944450991683 0.4654555746819814 0.33799934184207714 16.264012291328985 2.8978052185848346 27.916355896508325 0.63372167106717725 39.309092597046401
leaf_count=1462 61666 292285 4439 787 117817 19457 2043 10334 114901 58478 241570 2830 170357 1108629 563637 33234 134447 28808 12691 8255 5587 68819 1839 4005 12138 3449 2038 275 78 2187 7 750 42 23 5570 202 1105 41 9369
internal_value=0 2.46357e-05 9.21341e-05 0.00250891 -0.000246658 -0.00309863 -0.0119104 -0.0192826 -0.000611191 0.00328936 -0.00486475 0.000245029 0.000408079 -0.000830293 0.00222733 0.00313432 -0.0164393 0.00157875 0.00495204 0.000259545 0.00591609 -0.00105611 0.00866196 -0.00581382 -0.0141004 0 -0.0165385 -0.0225719 0.0297472 -0.0259136 -0.0298216 -0.0308188 0.0378061 -0.0249765 0 -0.0172325 0.00212351 0.00419157 0
internal_weight=0 36318.1 36228.3 4539.8 31688.5 4726.14 977.774 669.242 3748.37 1921.33 1827.04 26962.4 26708.9 15803.1 10905.8 308.531 126.182 4442.35 1165.09 3277.26 641.652 2635.6 889.615 275.479 253.515 56.7182 89.7481 71.5854 97.4471 70.6661 68.3068 68.2787 66.8068 70.8462 18.1626 196.796 30.6402 28.5501 55.516
internal_count=3105651 2957429 2887857 136496 2751361 597834 163428 128151 434406 173379 261027 2153527 2134908 1400914 733994 35277 148222 130791 19322 111469 13842 97627 14530 4792 18619 6279 69572 61964 5705 137391 135204 135197 4481 61689 7608 12340 1224 1146 10831
cat_boundaries=0 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=4218880 2 1 10487373 2 9178377 69648 1346178 1576976 524288 992 768 1 1 2 224 12 11047106 320 1 1 1 2163730 768
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=40
num_cat=28
split_feature=0 3 0 2 0 2 10 0 2 1 3 1 8 10 10 0 0 6 3 4 5 1 2 10 0 1 7 10 5 4 0 3 7 2 6 0 0 10 10
split_gain=3.9922 3.08546 7.0813 7.24033 6.29527 15.0641 5.00388 4.5394 4.39475 9.51623 12.42 4.31999 14.9184 11.3337 20.4643 24.7238 13.2098 10.0823 13.8956 9.16787 5.14408 4.31647 4.30824 3.94724 3.87974 5.24178 3.69813 3.63956 4.75967 4.47208 3.53457 3.15158 4.15981 3.2304 3.12035 11.5609 8.43921 6.46286 4.66478
threshold=0 2.5000000000000004 1 2 3 4 1.0000000180025095e-35 5 6 7 1.5000000000000002 8 9 1.5000000000000002 1.0000000180025095e-35 10 11 12 8.5000000000000018 13 14 15 16 2.5000000000000004 17 18 19 2.5000000000000004 20 21 22 1.5000000000000002 23 24 25 26 27 1.0000000180025095e-35 6.5000000000000009
decision_type=9 2 9 1 9 1 2 9 1 1 2 1 1 2 2 9 9 1 2 1 1 1 1 2 9 1 1 2 1 1 9 2 1 1 1 9 9 2 2
left_child=-1 4 3 7 8 21 -5 -3 9 30 -11 13 -13 14 16 -16 -4 18 -14 26 -19 27 -21 -12 -8 -26 -15 29 -29 -6 -2 33 -33 -23 36 37 -10 -36 -37
right_child=1 2 11 6 5 -7 24 -9 34 10 23 12 17 19 15 -17 -18 20 -20 22 -22 31 -24 -25 25 -27 -28 28 -30 -31 -32 32 -34 -35 35 38 -38 -39 -40
leaf_value=-0.015580361848571454 0.015812425899744461 0.0031196162196024096 0.026352092956231966 0.0097421705386528945 -0.0075958001568926089 -0.024905430331151029 0.013987036834174349 0.014999422369711671 0.019440365731577283 0.0048258363273367853 -0.026855472559718176 -0.0141188495518491 -0.0040381050059275381 0.0074077186975034393 0.00086368493100959058 -0.02910831999501709 0.00075448300589385031 0.030516164565718651 0.014589363406543994 0 -0.0005067099533380366 0.011927842255337842 0.031261153283086554 -0.0020125886700512693 -0.0070515404083205634 0.0044834527096431313 -0.0034925314050860685 0.0050803434433711464 -0.0084843653556078685 0.023231423492145849 0 0.0037274811190197207 -0.017969769165925808 -0.0016580222869488365 0.018404947731925386 -0.016971636583427211 -0.00013761080218015724 -0.0014489847689271524 0.016974664161171087
leaf_weight=124.49203515422778 643.55672266521287 679.79022625448124 198.05906455923105 490.0668844882166 1869.7787723373913 285.7137976941558 106.07835596625227 855.68929120570829 183.1626399480956 874.05255317874253 168.77108014700934 848.6387278190814 2431.2600174928084 1153.8811157778982 565.26220151112648 467.06051896195277 1539.1822076032549 131.69282892020419 446.01229575835168 68.693864983506501 51.078086780849844 437.08373215422034 183.04886822972912 144.11377470521256 1057.4338062460229 560.47341412026435 359.73396699293517 720.10489094664808 362.66128306649625 15.267915142467244 207.3814688338789 181.32058708602563 108.91648497851565 213.85448881192133 151.42602354535484 615.67681975114101 15324.579088641483 1602.1440634104511 10.989790025865657
leaf_count=148308 66220 71926 29949 49030 223478 209103 8369 60519 26121 24785 3210 13513 34900 102606 26332 71048 79110 3517 4849 1892 2462 35051 4636 2954 123765 19328 27315 81299 49180 1395 56720 10187 4558 17072 14214 112409 1080301 202691 1425
internal_value=0 2.93234e-05 0.00133174 0.00492656 -0.000617462 -0.0041208 0.0010599 0.0101431 0.000112106 0.00447692 -0.00108937 -0.000246508 -0.00270332 0.00180862 -0.00209751 -0.0131193 0.00439375 0.000515816 -0.00092668 0.00803646 0.0215874 -0.00228877 0.024915 -0.0174651 -0.0013555 -0.0028474 0.00460523 -0.00420286 0.000161138 -0.00682944 0.0124052 0.00335787 -0.00439863 0.00729829 -0.000377298 -0.00372919 0.00012383 0.00037589 -0.0149436
internal_weight=0 36313.7 12193.1 3749.53 24120.6 4194.7 2214.05 1535.48 19925.9 2037.88 1186.94 8443.6 3908.68 4534.92 2769.56 1032.32 1737.24 3060.04 2877.27 1765.36 182.771 3908.99 251.743 312.885 1723.99 1617.91 1513.62 2967.81 1082.77 1885.05 850.938 941.175 290.237 650.938 17888 2380.24 15507.7 1753.57 626.667
internal_count=3105747 2957439 735066 332937 2222373 631323 200492 132445 1591050 153889 30949 402129 59241 342888 206439 97380 109059 45728 39749 136449 5979 422220 6528 6164 151462 143093 129921 355352 130479 224873 122940 66868 14745 52123 1437161 330739 1106422 216905 113834
cat_boundaries=0 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=4218880 18882333 782 9245940 992 2820 513 1 1 2 1572896 8912960 2 1 2 1 128 4101 1 1 2 1 8389860 1 416 2 331940 8458240
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=40
num_cat=26
split_feature=2 3 2 0 8 0 10 10 2 8 10 1 4 2 0 2 3 2 6 0 0 0 10 10 7 3 0 8 3 10 10 0 4 10 0 10 5 0 2
split_gain=4.04276 3.37957 9.19833 19.0587 5.28933 5.27297 4.97149 4.62724 4.17545 3.36457 3.4505 3.2678 7.34832 5.67797 3.02408 3.72798 2.5314 3.04703 10.0453 5.95188 2.61953 2.33346 11.0674 9.31007 4.55286 3.07551 2.24264 4.76316 2.71429 4.89424 2.1898 2.03063 1.98947 1.96263 1.9142 1.73129 1.71198 1.49202 1.4377
threshold=0 1.0000000180025095e-35 1 2 3 4 1.0000000180025095e-35 1.5000000000000002 5 6 2.5000000000000004 7 8 9 10 11 37.500000000000007 12 13 14 15 16 1.0000000180025095e-35 1.5000000000000002 17 28.500000000000004 18 19 49.500000000000007 1.0000000180025095e-35 6.5000000000000009 20 21 2.5000000000000004 22 8.5000000000000018 23 24 25
decision_type=1 2 1 9 1 9 2 2 1 1 2 1 1 1 9 1 2 1 1 9 9 9 2 2 1 2 9 1 2 2 2 9 1 2 9 2 1 9 1
left_child=37 2 3 9 7 6 38 31 -8 33 -11 13 -13 -7 -9 -16 17 18 19 -3 -20 22 24 -24 -19 30 -18 28 -28 -30 -23 32 -4 -2 -27 -5 -21 -1 -6
right_child=1 16 4 35 5 11 8 14 -10 10 -12 12 -14 -15 15 -17 26 21 20 36 -22 25 23 -25 -26 34 27 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0019482893121187191 0.027010808468412431 -0.0092770321044430941 0.001662378604041269 -0.048998696286456304 0.0086209400731877741 0.0076884960794130416 0.0031692051261140845 0.011780108416729813 -0.023865627135639587 -0.012452670801173257 0.010304542488252459 -0.00022761554678166532 0.014595340437018331 -0.0031907539800025185 -0.015143256335779127 0.00086250793342918051 0.0060155434053370278 0.028259425814839478 0.0084464439495332382 0.022979263797700208 -0.020802330171303524 0.00047641789105310893 -0.01146775988652325 0.0073405726780163636 -0.0018827697035226337 -0.0014025350567460182 -0.018707409977057238 -0.029362142248746989 0.029443412634295587 -0.004689484188649568 -0.0045885965441960488 0.022851882408578817 0.012498837139971167 -0.00051156904242326121 0.022718208638914716 0 0 -0.021707263266720039 -0.0064031318352540363
leaf_weight=7.0779438766367093 35.514012915213243 47.695697330396797 521.66879439368495 111.09751299918935 87.606867725437041 469.62050975009333 44.997687607770786 82.223261119797826 242.71696226706263 192.72272458579027 55.513985649158712 2293.3701685825363 354.49037189176306 6037.7058176108258 189.9162244561885 308.63032953551738 36.954070922918618 202.46052300536394 4.2568600797749241 308.76125324672466 88.141297662801662 21892.015099771568 397.69028925267048 653.97556209929462 36.502256567124277 19.519399285898544 27.952632647473365 64.643983566318639 31.546619163418654 81.323138229199685 851.31113118870417 81.043128960845934 308.34978790720925 9.0504955539217899 59.080500755444518 1.5860386303684197 38.946441390140535 84.288109299512143 79.496333950461121
leaf_count=12221 7584 32466 40699 180867 10862 44335 4061 13010 37900 58706 12707 92869 9422 690412 17374 23666 3774 25053 4568 47731 35043 1412689 43150 68221 2880 1647 1925 4482 1448 5519 58806 10200 3517 1567 3578 1589 6492 62630 10537
internal_value=0 1.25524e-05 -0.00139359 -0.0155225 -0.000795495 -0.0016823 -0.0118082 0.00461601 -0.0194446 0 -0.00552431 -0.00109746 0.0017861 -0.00232117 -0.00186843 -0.00534955 0.000676849 0.000793282 0.00835766 0.0157568 -0.0162733 0.000613915 0.00470463 0 0.0228433 0.000361628 -0.00882349 -0.0129004 0 0.00693005 0.00026786 0.00904524 0.00625971 0.0171421 0.0171957 -0.0443555 0.020161 -0.0175558 0.000177269
internal_weight=0 36350.1 11507.3 405.485 11101.8 9610 454.818 1491.83 287.715 292.801 248.237 9155.19 2647.86 6507.33 580.77 498.547 24842.8 24600.4 487.802 395.403 92.3982 24112.6 1290.63 1051.67 238.963 22821.9 242.42 205.466 140.822 112.87 22743.3 911.062 830.019 44.5645 78.5999 112.684 347.708 91.3661 167.103
internal_count=3106207 3031356 1271884 263020 1008864 900398 63360 108466 41961 80564 71413 837038 102291 734747 54050 41040 1759472 1742324 126300 86689 39611 1616024 139304 111371 27933 1476720 17148 13374 8892 6967 1471495 54416 44216 9151 5225 182456 54223 74851 21399
cat_boundaries=0 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 13 32539699 12 11620360 512 12 1 1 512 10492488 160 9 2 5855747 1851396 8458252 1 9437846 9 10823740 1 2885648 2 2424849 784
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=40
num_cat=27
split_feature=2 7 0 3 2 2 0 1 10 8 3 3 0 10 0 8 6 0 2 1 10 8 6 2 0 3 1 3 10 0 2 2 0 10 10 2 3 5 0
split_gain=3.8209 2.8398 12.0353 14.1494 7.10171 6.26931 5.86776 21.3779 23.6936 21.3679 13.4844 13.4134 10.7345 10.0806 8.98639 7.83538 12.63 6.92054 5.58107 5.37207 5.35985 20.5816 18.0035 7.92031 5.318 5.30843 5.22165 6.16229 5.01758 5.00567 6.62962 4.82467 4.76431 6.45365 4.51565 4.44457 3.74871 4.96994 5.26334
threshold=0 1 2 1.5000000000000002 3 4 5 6 1.0000000180025095e-35 7 11.500000000000002 9.5000000000000018 8 2.5000000000000004 9 10 11 12 13 14 1.0000000180025095e-35 15 16 17 18 44.500000000000007 19 3.5000000000000004 1.5000000000000002 20 21 22 23 2.5000000000000004 1.0000000180025095e-35 24 2.5000000000000004 25 26
decision_type=1 1 9 2 1 1 9 1 2 1 2 2 9 2 9 1 1 9 1 1 2 1 1 1 9 2 1 2 2 9 1 1 9 2 2 1 2 1 9
left_child=-1 6 4 28 24 -5 10 8 9 17 20 14 -11 -13 -10 16 31 -8 -9 25 21 22 -2 -23 -3 -17 27 -7 -4 30 -22 -12 -20 -34 -28 -31 37 -6 -39
right_child=1 2 3 5 36 26 7 18 11 12 15 13 -14 -15 -16 19 -18 -19 32 -21 29 23 -24 -25 -26 -27 34 -29 -30 35 -32 -33 33 -35 -36 -37 -38 38 -40
leaf_value=-0.017111277045201625 -0.0080933871402468875 -0.00044624748996369384 0 0.0014271411284755989 -0.0027256866194422815 0.0087440277172092067 0.00064636761454437569 -0.0049764968182084502 -0.0025258648715425682 0.027990293549231288 0.041880439868560215 -0.03641620941506131 -0.0074132008646572338 0.0055147010737862899 -0.012762695685245488 0.014206015753936159 -0.012573329543316426 0.028485639828671073 -0.0035321780172363967 -0.025544780430911452 -0.024935091505004139 0.0081689673618605407 0.02356852870188663 -0.0011751031262272965 0.029925515855446661 -0.022077780158917256 0.00033434357769366105 -0.0072955468356537233 0.0096077445599343173 4.5918181723655062e-05 -0.0017399733789696375 0.01254286492824498 0.016156140564749937 0.0022078975375785671 -0.013941784114366196 0.0040085806838403111 0.012180500856362138 -0.0038792679056936343 0.030276178457244632
leaf_weight=90.690418024179962 4172.1888733410779 57.740597300231457 824.89280207781121 1179.8499289185274 624.50525949592702 337.33978293149266 160.1742002695828 348.83930946327746 1722.1446082965886 52.829952404244978 151.74313179860474 270.3792032123165 882.87759902729158 47.364411395028583 1949.8057247520956 155.97236870488268 64.148034685349558 333.68425322099574 249.00980751239695 40.414860410150141 101.00050524430117 1768.6985570438774 154.68950442727146 1711.968082310188 221.44995653361548 18.269448663690127 223.31663601472974 633.09800035716034 1353.9902151371352 6267.3615916151393 1467.5354473947737 241.69895143649774 816.42193438368849 655.2553404790815 1105.5474609038793 5377.1295729796475 491.33238613139838 48.136263646185398 65.185475521251647
leaf_count=74780 378691 5903 47298 35722 50227 29945 25691 18335 258485 13585 6478 37311 181818 5965 376500 9190 6540 61391 18797 502 56181 103579 14158 112043 17358 1783 3538 44057 73319 349504 188093 9449 35857 33488 19263 363276 25827 5749 5788
internal_value=0 1.19604e-05 0.00179926 -0.000288005 0.00961619 -0.00428354 -0.000418086 -0.00282853 -0.00615265 0.00468008 0.000404109 -0.0101148 -0.00404131 -0.0293666 -0.00814334 0.0140369 0.0208602 0.0207434 0.00568318 -0.000873678 -3.6813e-05 -0.00212319 -0.00672267 0.00352673 0.0234356 0.00624869 -0.00729812 -0.00132505 0.00592632 0.00117539 -0.00400298 0.0280171 0.00804632 0.0102455 -0.0113675 0.00190891 0.00560121 0.000597444 0.0177413
internal_weight=0 36348 7166.38 5658.03 1508.35 3479.15 29181.6 7488.79 5419.26 1429.57 21692.8 3989.69 935.708 317.744 3671.95 672.247 457.59 493.858 2069.53 214.657 21020.6 7807.55 4326.88 3480.67 279.191 174.242 2299.3 970.438 2178.88 13213 1568.54 393.442 1720.69 1471.68 1328.86 11644.5 1229.16 737.827 113.322
internal_count=3105464 3030684 363994 253142 110852 132525 2666690 1067223 960746 282485 1599467 678261 195403 43276 634985 33942 22467 87082 106477 11475 1565525 608471 392849 215622 23261 10973 96803 74002 120617 957054 244274 15927 88142 69345 22801 712780 87591 61764 11537
cat_boundaries=0 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 8925525 124 256 19994348 1 6 8396800 35074 9 2 43264 516 1 1 2 201 4161 1 76 28 396 4464642 392 2 8388868
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=40
num_cat=26
split_feature=3 2 0 8 0 2 10 10 2 0 1 5 8 10 0 10 10 2 3 3 10 2 2 0 3 2 10 6 8 0 0 3 1 0 2 6 0 9 10
split_gain=3.24136 9.33504 20.4286 3.95714 4.17842 4.74756 4.66053 3.44175 3.08692 7.26681 7.44868 3.67556 2.86401 2.94789 2.65313 7.50367 8.60446 7.85576 5.12898 3.72509 4.52525 3.97674 3.66684 2.57705 2.41092 2.39931 2.35211 7.14019 6.70178 9.08289 5.03174 5.37946 4.8212 4.10705 2.14884 6.26346 4.23721 3.47107 2.12455
threshold=1.0000000180025095e-35 0 1 2 3 4 1.0000000180025095e-35 1.5000000000000002 5 6 7 8 9 2.5000000000000004 10 1.0000000180025095e-35 1.5000000000000002 11 7.5000000000000009 3.5000000000000004 2.5000000000000004 12 13 14 2.5000000000000004 15 4.5000000000000009 16 17 18 19 1.5000000000000002 20 21 22 23 24 25 3.5000000000000004
decision_type=2 1 9 1 9 1 2 2 1 9 1 1 1 2 9 2 2 1 2 2 2 1 1 9 2 1 2 1 1 9 9 2 1 9 1 1 9 1 2
left_child=1 2 12 7 5 -5 -7 -3 38 10 -10 -11 -1 -14 15 18 17 -17 -2 22 21 -21 -18 -9 -19 -25 34 28 30 -30 32 -32 -28 -29 35 36 -16 -38 -6
right_child=14 3 -4 4 8 6 -8 23 9 11 -12 -13 13 -15 26 16 19 24 -20 20 -22 -23 -24 25 -26 -27 27 33 29 -31 31 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.016020068769443757 0.0098160847576918963 0.0076331687052518639 -0.043590795400917065 0.0078239158416073713 -0.00074451344872848485 0 -0.02338380093217704 0.0016605903194010603 -0.019947479590630424 0.0010413382132898859 0.0086210772845532937 -0.0065799166206519854 -0.010703178085935232 0.010001455219476331 0.031711416636723125 0.0067661258513691249 -0.012532975002955173 -0.00092520134774766753 0.050098617098876821 -0.014232151934429416 0.029388284948179008 0.017245032501387737 0.0065537180731870511 0.0029324799198024972 -0.026127605765974254 -0.019115414782144974 -0.018872167555208475 0.012402516567921698 0.010384762022722951 -0.016571733157477033 0.012097256337474015 -0.0016542012080060652 0.00018311708619159613 -0.011693240844517576 0.00053532027111735431 -0.013787701652443921 0.0119023046432889 -0.0084485999136221634 0.0036656249518116908
leaf_weight=47.058397600809258 233.68395719784894 922.2969083582866 126.54443222301416 70.86536434025038 4479.9438076498336 139.7691890760907 237.92657823981426 443.40235499481787 415.16758547695645 1896.2425961853878 80.149640423478559 883.56466176836693 208.50511284444292 56.642736536901793 63.399820318205457 138.69044072910765 85.413165009376826 80.728354325605324 23.057677405886352 49.040045478031971 112.47153609473025 33.075299078926037 402.71426336918375 36.457606231066165 178.70341943405219 99.99622522413847 229.32178273320824 392.98941307565838 112.04551397502655 661.18622601976676 374.91412440924614 850.00508320136578 209.55010640528053 41.067908090844867 20251.488933499299 72.754839354562137 216.51245596193621 84.542769902935106 1396.1615336848772
leaf_count=10214 31732 54795 219517 6524 355812 18721 37931 36662 66074 203306 5420 103341 65281 13928 25777 15761 12936 11047 2535 5563 10815 3407 44205 4267 19957 13275 33816 39003 9371 38396 21361 35276 9215 5580 1331553 30275 42105 7232 103390
internal_value=0 -0.00143565 -0.0151464 -0.000813157 -0.0015851 -0.010673 -0.0152787 0.00383872 -0.00106249 -0.00350987 -0.0142539 -0.00131403 0 -0.00454275 0.000588692 0.00487066 0.000777116 -0.0101521 0.0193431 0.00773041 0.0186117 0 0.0019872 -0.00172031 -0.0195549 -0.0121951 0.000324784 -0.0023185 -0.00451896 -0.011978 -0.000649994 0.00248446 -0.0095017 0.00888298 0.000709069 0.00739411 0.0132976 0.00488584 0.000265387
internal_weight=0 11540.7 438.751 11101.9 9599.79 448.561 377.696 1502.15 9151.23 3275.12 495.317 2779.81 312.206 265.148 24897.4 1337.58 1080.84 398.122 256.742 682.714 194.587 82.1153 488.127 579.856 259.432 136.454 23559.8 2871.08 2437.02 773.232 1663.79 1224.92 438.872 434.057 20688.7 437.21 364.455 301.055 5876.11
internal_count=3105376 1318458 308940 1009518 900519 63176 56652 108999 837343 378141 71494 306647 89423 79209 1786918 157958 123691 46765 34267 76926 19785 8970 57141 54204 31004 17542 1628960 192018 147435 47767 99668 56637 43031 44583 1436942 105389 75114 49337 459202
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=15 32538674 12 11620360 512 896 3349 1 2 12 25268237 772 896 81 10492522 576 2 1 533008 3688720 1 2107874 9 2 263632 1
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=40
num_cat=25
split_feature=2 3 0 10 10 7 0 10 0 3 3 0 2 2 2 1 0 3 0 0 4 1 0 1 7 10 8 8 0 2 10 0 0 10 3 0 10 3 10
split_gain=2.92854 2.64309 8.58931 7.29939 22.4749 8.22284 7.30536 6.93471 6.61926 5.04722 4.68932 4.64603 3.71298 3.42986 3.13098 13.0811 12.0438 7.07647 5.40412 5.36519 10.3849 7.74068 4.22588 3.55085 3.07645 2.77941 6.4838 5.7744 2.54693 2.32534 2.49982 6.44288 3.54133 11.7481 2.28329 2.18095 4.37501 2.6083 3.79128
threshold=0 4.5000000000000009 1 1.5000000000000002 1.0000000180025095e-35 2 3 5.5000000000000009 4 9.5000000000000018 9.5000000000000018 5 6 7 8 9 10 1.5000000000000002 11 12 13 14 15 16 17 3.5000000000000004 18 19 20 21 2.5000000000000004 22 23 1.0000000180025095e-35 37.500000000000007 24 1.5000000000000002 11.500000000000002 1.0000000180025095e-35
decision_type=1 2 9 2 2 1 9 2 9 2 2 9 1 1 1 1 9 2 9 9 1 1 9 1 1 2 1 1 9 1 2 9 9 2 2 9 2 2 2
left_child=-1 11 3 4 5 8 9 10 -3 -6 24 -2 -12 -8 15 16 -13 22 -19 25 21 -21 -17 -22 -5 26 -16 -27 -18 30 32 -32 -4 -34 -33 37 -37 -31 -39
right_child=1 2 29 7 6 -7 13 -9 -10 -11 12 14 -14 -15 19 17 28 18 -20 20 23 -23 -24 -25 -26 27 -28 -29 -30 35 31 34 33 -35 -36 36 -38 38 -40
leaf_value=-0.015149132144454944 -0.016304393343411938 -0.00067307310213047167 0.0017123370203741132 0.018071342486241735 0.013298192165612874 -0.0036063066698507357 0 -0.0072831458125132385 0.032635596835006324 -0.013237813116540431 -0.00017089314914562552 0.0298672236197665 0.040759109512870616 -0.027848555128389765 0.0039349641448957811 -0.0069996409995074149 0.0075603984657434849 0.0097657721256392601 -0.013090513780858338 -0.0056825233292195085 0.033655334135276542 0.002659318546731378 0.0062603334635479325 0 0 0 -0.00049320630132111936 -0.0087602369165058307 -0.0021691060246354747 -0.0027917812303670389 0.029499157499321416 0.004143951771325421 0.022206054355829119 -0.02526920118479602 -0.017800570837966812 -0.017718130031111275 0.0029011066040258693 0.014201458285978236 -0.001524038813732733
leaf_weight=87.695881602274312 142.57451918257721 61.115933060413226 1360.1406365152798 274.27855455440294 131.84697622602107 91.912170347990468 60.666602958925068 73.523310051328735 245.45203992493043 95.499846483755391 18.774875670729671 213.02003582054749 114.89324090226728 196.60957358052838 4588.1965770141396 291.73661801288836 953.08582591195591 78.096412937622517 684.11325340718031 4894.0972071681281 68.772673282423057 1362.7806426875759 754.89916794979945 55.020948980003595 139.99149781791493 3267.4329020892183 11268.998771388211 956.13289626056212 294.95853922388051 1792.677006730155 70.260489729029359 662.51745238665899 40.776652706539608 150.57456558207923 17.688495749258436 212.56750183334225 128.50191279995488 221.66519139165757 307.31732343771728
leaf_count=74644 141903 7423 46433 30820 12544 5755 7175 7583 29073 9410 1734 27253 11243 25948 292591 15903 86036 2922 14468 828275 6389 84039 21479 2033 9030 196129 835148 60140 35603 58565 6659 21770 8031 19603 959 28831 13051 6741 12261
internal_value=0 1.62346e-05 0.0018518 0.00836628 0.00202846 0.0191565 -0.0117678 0.0165322 0.0265855 0.000714161 0.020459 -0.000372683 0.0366795 -0.022023 -0.000264278 0.00261855 0.00961633 -0.00292108 -0.0101308 -0.000635251 -0.00315393 -0.00381389 0.00218672 0.0222839 0.0124266 0.000154829 0.000776356 -0.00209679 0.0050321 -0.000117275 0.00212629 0.00675682 0 -0.011633 0.00238942 -0.00217062 -0.00928443 -0.000858967 0.00493741
internal_weight=0 36343.2 6469.25 1504.56 883.103 398.48 484.623 621.461 306.568 227.347 547.938 29873.9 133.668 257.276 29731.3 3269.91 1461.06 1808.85 762.21 26461.4 6380.67 6256.88 1046.64 123.794 414.27 20080.8 15857.2 4223.57 1248.04 4964.69 2301.96 750.466 1551.49 191.351 680.206 2662.73 341.069 2321.66 528.983
internal_count=3105597 3030953 380642 157738 97328 42251 55077 60410 36496 21954 52827 2650311 12977 33123 2508408 203664 148892 54772 17390 2304744 920736 912314 37382 8422 39850 1384008 1127739 256269 121639 222904 103455 29388 74067 27634 22729 119449 41882 77567 19002
cat_boundaries=0 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 19938252 1 3160068 3145728 1073152 529 768 512 1 8389832 2885644 25235507 1 1 8456914 1 1 10 5 789044 332 8650754 66608 786481
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=40
num_cat=32
split_feature=3 2 0 0 2 3 1 0 1 0 7 0 2 3 2 8 8 10 6 2 2 4 0 0 0 0 0 10 0 0 2 1 8 10 6 10 5 2 0
split_gain=2.52113 6.45278 25.6079 5.53607 5.04012 3.85809 20.9943 18.9661 14.3886 13.2495 6.7963 7.88726 10.4692 6.29657 5.95581 6.83862 5.90678 5.41537 4.71443 4.41808 4.24485 3.82302 4.65969 4.44224 3.70763 3.62799 3.62503 3.58411 3.46906 3.2592 3.2317 3.17539 12.2631 9.15796 14.9947 10.2579 10.0341 7.99746 8.65075
threshold=2.5000000000000004 0 1 2 3 1.5000000000000002 4 5 6 7 8 9 10 1.0000000180025095e-35 11 12 13 3.5000000000000004 14 15 16 17 18 19 20 21 22 4.5000000000000009 23 24 25 26 27 1.5000000000000002 28 1.0000000180025095e-35 29 30 31
decision_type=2 1 9 9 1 2 1 9 1 9 1 9 1 2 1 1 1 2 1 1 1 1 9 9 9 9 9 2 9 9 1 1 1 2 1 2 1 1 9
left_child=1 2 -1 4 28 8 9 18 10 20 11 12 -3 21 -9 -16 26 19 -8 -11 -7 23 -23 -10 -15 -19 -12 -13 -2 -6 -18 33 -33 34 37 -36 -37 -5 -39
right_child=3 5 -4 31 29 6 7 14 13 17 16 27 -14 24 15 -17 30 25 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 32 -34 -35 35 36 -38 38 -40
leaf_value=0.0014729944894785549 0.0024336520945919919 -0.023419904285885237 -0.037571918251085662 -0.0051444377556110442 0.015437706253285563 0.012797614848661496 -0.015834170582487643 -0.00091811889205652532 -0.0024128131466678547 0.0063720018851510414 -0.018353377656952531 -0.0016454057458660408 -0.0042705014883976248 1.3870645331215158e-06 0.032182966351678326 -0.0049132142600664831 0.001558977713706194 0 0.0028937021669007599 -0.0065608244529878502 0.0017679672554648208 0.014044605864900143 -0.010769620026100393 0.0067690758078191547 0.010232205864854887 -0.022273556274792699 0.0018752693387012972 0.0046091100969154518 0.012779011322764079 0 0.014481328736710673 -0.012809892404821919 0.0005135444473804942 0.0070478708126095043 0.011470147428466654 -0.037057558886832209 0.0053734909228459072 0.0095528996883904142 -0.012069963960000039
leaf_weight=558.70689856948229 684.35542355118378 325.14943979458621 191.99651980921408 1166.2781579765069 106.83640999044292 976.17182186082937 1694.2397472145967 241.76393505232409 1985.0265716232825 422.6299618948251 103.59063477965537 8397.6712391427427 1834.1357660405338 511.10403188737109 117.48895200132392 47.080533523345366 416.54360500536859 95.07437367195962 107.77804155368358 561.11404238227988 675.73625980010547 368.6425317064859 50.20639080228284 672.20278147887439 1981.9797817231156 200.35080127447145 163.71242042456288 980.32363448358956 876.82245781651 2116.0098975947476 514.06657832453493 838.15337859978899 3060.4025449466426 1783.7562826397334 50.099901918234536 225.37115004792577 47.522429422941059 1105.489724879968 175.21508399718005
leaf_count=142183 72150 71444 309116 76911 9095 67854 32867 10078 65789 57253 13832 812615 259709 26297 5900 2346 45072 9385 5192 66907 49768 8785 2033 43915 59845 25116 13365 91247 62328 192624 54669 13537 45797 142923 5428 35973 5108 60058 30878
internal_value=0 -0.000630295 -0.00952906 0.00112854 0.00429008 -0.000316555 -0.00273592 -0.0100616 0.000349576 0.00272811 -0.00148713 -0.00225338 -0.00766397 0.00458868 0.00847331 0.0212183 0.00552319 -0.00469374 -0.0144424 -0.00068649 0.00861156 0.00141744 0.00995376 0 0.00831922 -0.0159665 -0.00635645 -0.000946087 0.00860549 0.00102811 0.00930895 -0.000266401 -0.00238175 0.00148231 -0.00203167 -0.0213265 -0.0288777 0.000621517 0.00609153
internal_weight=0 24194.5 750.703 12236.3 3784.02 23443.8 5139.43 2208.35 18304.4 2931.08 12735.2 11537.3 2159.29 5569.16 406.333 164.569 1197.91 1279.17 1802.02 983.744 1651.91 3076.08 418.849 2657.23 2493.08 295.425 267.303 9377.99 1561.18 2222.85 930.61 8452.29 3898.56 4553.73 2769.98 322.993 272.894 2446.98 1280.7
internal_count=3105392 2352582 451299 752810 336197 1901283 332666 56383 1568617 276283 1361953 1235015 331153 206664 18324 8246 126938 158661 38059 124160 117622 120522 10818 109704 86142 34501 27197 903862 134478 201719 99741 416613 59334 357279 214356 46509 41081 167847 90936
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32
cat_threshold=15 3440695 18890525 782 1 10759968 1 10048160 1 3697177 48 768 5 2 2 768 896 1 2913 10752547 1058585 258 8920338 2820 8197 288 1 2 2 2 308 1572960
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=40
num_cat=27
split_feature=3 0 2 0 10 10 0 0 3 2 3 2 2 0 8 0 0 3 9 2 2 7 0 1 2 4 0 1 3 6 2 0 0 10 10 3 10 8 10
split_gain=2.18605 6.59769 4.35846 18.5464 4.05034 12.9595 8.60487 7.08537 4.89678 6.00258 4.66713 10.999 5.28227 4.09287 3.98866 3.71487 3.58725 3.34492 3.22905 3.21243 3.19301 2.43603 6.12271 8.58127 10.8641 7.36893 5.18219 5.96666 6.08308 6.89305 4.91569 5.23464 4.86463 3.85025 3.65539 4.21304 3.64691 2.42704 2.37847
threshold=4.5000000000000009 0 1 2 1.0000000180025095e-35 1.5000000000000002 3 4 9.5000000000000018 5 11.500000000000002 6 7 8 9 10 11 54.500000000000007 12 13 14 15 16 17 18 19 20 21 1.5000000000000002 22 23 24 25 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 26 1.0000000180025095e-35
decision_type=2 9 1 9 2 2 9 9 2 1 2 1 1 9 1 9 9 2 1 1 1 1 9 1 1 1 9 1 2 1 1 9 9 2 2 2 2 1 2
left_child=2 -2 3 15 7 6 20 14 9 -8 12 -12 16 -14 -3 -1 -7 19 -5 -9 -6 22 38 24 25 -24 34 30 36 -30 31 -28 -26 -32 35 37 -29 -23 -4
right_child=1 4 21 18 5 10 8 17 -10 -11 11 -13 13 -15 -16 -17 -18 -19 -20 -21 -22 26 23 -25 32 -27 27 28 29 -31 33 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.019666610794778876 -0.00063810805015959411 -0.010393778824762251 -0.0011021165562533394 -0.03926909763173772 0 -0.0038509516247748846 0.021155907664752185 0.0035072301875846319 -0.010600703747470731 -0.0065065129648278434 -0.008875720173980646 0.036868980782366244 0.0084493420718953407 -0.0065842319562644039 0.011727695627191058 -0.0016979097314479481 0.022338683149209608 -0.0077195532097362714 0 0.031120197732277245 -0.026277386896893698 0.0064404423692867724 -0.0039400165707824536 0.0025514629679168452 -0.0031690386916540213 0.021677601214763101 0.012854125009196105 -0.0055432506851168725 -0.010568268365159759 0.015993782162010913 0.0024742775839167231 -0.0024739495620646305 -0.022929967977155678 -0.018983760338520107 0.0082553103510222426 0.012531157257384747 0.005745394146571629 -0.014441789477012976 0.0013364253047835465
leaf_weight=52.486198599188356 4222.7872532730908 136.41142409856548 6276.8272118213717 149.25631047051866 60.297116063069552 36.580081710933882 148.17145617268397 109.4420599550358 149.46561717696022 90.943706437537912 49.877804519142956 124.65584085531736 314.66859681505593 323.25080167758279 111.43912953865947 566.07803104996856 210.14416420329508 6.729650741966906 23.917140128291067 210.63477017152763 191.66011313576018 29.104713830165565 4265.3389183821564 1863.8682669196278 255.16758942014712 82.670120963593945 702.65333920752164 402.14062270056456 1118.937206432689 71.851035164669156 157.77834627928678 265.40731189749204 438.99985616515551 103.46416870458052 1465.4796058835927 80.229460542323068 757.92661680444144 195.08800946897827 10599.910292971115
leaf_count=32378 177091 11799 463848 240552 7157 3485 11687 9618 13597 8076 3731 11165 28939 20975 8252 90754 20122 630 20995 23412 27906 2873 539194 108364 83671 9083 40666 9024 16959 2562 11765 35541 114041 8269 117308 5211 18365 19703 726411
internal_value=0 0.00164725 -0.000372201 -0.00751801 0.00595064 0.00317344 -0.00757867 0.0132023 0.00146178 0.010512 0.00998087 0.0243137 0.00612039 0.000449889 0 0.000743776 0.0174139 0.02192 -0.033038 0.0246344 -0.0205793 -0.000157547 -0.000601055 -0.00310508 -0.00526404 -0.00323183 0.00175029 -0.000375743 -0.0033945 -0.00836615 0.0050993 0.0084227 -0.0166431 -0.00587246 0.00612018 -0.00289671 0.00153898 -0.0104253 0.000411144
internal_weight=0 6497.16 29924.6 791.738 2274.37 1699.72 640.538 574.657 388.581 239.115 1059.18 174.534 884.644 637.919 247.851 618.564 246.724 326.806 173.173 320.077 251.957 29132.8 23782.8 6906.04 5042.18 4348.01 5350.06 3580.16 2350.86 1190.79 1229.3 968.061 694.167 261.243 1769.9 304.422 1160.07 224.193 16876.7
internal_count=3105179 387642 2717537 384679 210551 156840 68423 53711 33360 19763 88417 14896 73521 49914 20051 123132 23607 33660 261547 33030 35063 2332858 2044612 854353 745989 548277 288246 143151 46910 19521 96241 76207 197712 20034 145095 27787 27389 22576 1190259
cat_boundaries=0 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=13452323 14 32769079 968 3149844 901 48 103 2099656 1 16777239 4488 1 771 768 1 8983784 1 960 1 4991575 1 2 912 2101280 21021442 12
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=40
num_cat=31
split_feature=3 2 0 0 2 3 10 10 0 1 10 3 1 0 1 0 2 0 0 4 0 3 6 10 2 0 2 2 8 0 2 1 6 8 2 4 5 2 0
split_gain=1.99261 4.72843 20.2595 4.07016 4.27316 3.77406 6.1351 4.48349 3.28679 4.36907 3.83661 2.89951 17.0798 15.5486 10.7953 10.6877 6.10223 7.93914 7.6381 5.37454 6.89873 4.76542 4.49791 4.17334 4.7812 3.47107 2.99898 2.86506 5.95168 2.66301 2.60047 2.48852 11.1318 9.66996 10.2469 8.34439 8.2164 7.55151 7.39046
threshold=2.5000000000000004 0 1 2 3 16.500000000000004 2.5000000000000004 2.5000000000000004 4 5 4.5000000000000009 1.5000000000000002 6 7 8 9 10 11 12 13 14 1.0000000180025095e-35 15 4.5000000000000009 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
decision_type=2 1 9 9 1 2 2 2 9 1 2 2 1 9 1 9 1 9 9 1 9 2 1 2 1 9 1 1 1 9 1 1 1 1 1 1 1 1 9
left_child=1 2 -1 4 -2 6 -6 -7 10 -10 -8 14 15 22 16 26 17 -3 -18 21 30 25 -14 24 -17 -16 -13 -15 -29 -25 -21 35 33 -33 -35 37 -37 -5 -36
right_child=3 11 -4 31 5 7 8 -9 9 -11 -12 12 13 27 19 23 18 -19 -20 20 -22 -23 -24 29 -26 -27 -28 28 -30 -31 -32 32 -34 34 38 36 -38 -39 -40
leaf_value=0.0010174463140436385 0.022773352795481063 0.022311737279125637 -0.034855297824274677 0.0062982197228869776 0.00708924285149665 -0.016131889574891249 0.014457585305082551 0.011157667240194027 -0.011040189956309773 0.0017135648961763327 -0.0050103586221443772 -0.0015338900250275722 -0.014745090656069765 0 -0.0022836298226656293 0.01416578368233113 -0.007406539827217673 0.00079873100809808514 -0.00071777506034546715 0 -0.010556611197475136 0.0060371020025613183 0.0036163669163043937 0 -0.0040377542481263417 0.0058001912048624097 0.0096501785255358741 0.024877004211913339 -0.0071711943756406814 -0.023952943636669166 0.018666486276023471 -0.013191498817421538 0.017295824539924856 0.008218401197626235 -0.0070330341762158567 0.0038524721997482089 0.033541004149655933 -0.0029424711366503094 0.0098600620814567191
leaf_weight=569.29102169829275 80.341496799497691 194.569396157749 170.10758647640614 1232.349757376207 2203.5896739061136 175.38207070843782 209.53459149353148 47.479120025644079 483.17723909774941 478.91428172634915 125.22908530035056 229.22080937871942 1624.5495784571394 271.47253059409559 1982.5767815557774 123.86812346894294 2076.8709771998219 787.75005238188896 9650.4827909482519 70.837273376528174 74.612041676416993 2287.7155620506965 105.83696801331826 50.548833013104741 1018.657318433543 678.48943339753896 1400.902518602059 134.33752540731803 51.263276209589094 113.06007810070878 505.96160868182778 773.91338320821524 242.38474277965724 842.77869131788611 1775.1002742061391 351.95556378044421 119.84028712613508 2853.6766904247052 253.94668284896761
leaf_count=150758 17575 28786 300177 103697 197440 16018 19772 4107 54856 14878 12388 16184 30881 11377 65787 18937 316832 69208 946183 1934 2695 80658 4983 5151 124528 43977 97651 6577 2569 13721 11666 11186 8339 10905 19496 5384 4125 244493 9407
internal_value=0 -0.000539577 -0.00821588 0.00102418 0.00372515 0.00299672 0.00388798 -0.00849761 -0.00136275 -0.00448414 0.00636491 -0.000270769 -0.00237306 -0.00903148 0.000303935 0.00252739 -0.00129042 0.00605955 -0.00194897 0.00396321 0.0124342 0.00271971 -0.0133334 -0.00400787 -0.00141001 -5.62753e-05 0.00789882 0.00659522 0.0149934 -0.0177774 0.0161847 -0.00016989 -0.00205147 -0.00355004 -0.000691079 0.00137238 0.0135459 -4.88388e-05 -0.00462403
internal_weight=0 24173 739.399 12249.6 3803.65 3723.31 3500.44 222.861 1296.86 962.092 334.764 23433.6 5123.72 2187.46 18309.9 2936.26 12709.7 982.319 11727.4 5600.19 651.411 4948.78 1730.39 1306.13 1142.53 2661.07 1630.12 457.073 185.601 163.609 576.799 8445.95 3888.12 3645.74 2871.83 4557.82 471.796 4086.03 2029.05
internal_count=3105286 2351220 450935 754066 337034 319459 299334 20125 101894 69734 32160 1900285 332559 56387 1567726 276172 1361009 97994 1263015 206717 16295 190422 35864 162337 143465 109764 113835 20523 9146 18872 13600 417032 59333 50994 39808 357699 9509 348190 28903
cat_boundaries=0 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=15 20218935 18890525 14 2105613 1 1 10759456 1 10048032 512 8400072 3696793 1 8653153 2 512 10752547 32 768 5 4194498 48 1 2 2 124 1 2 641 32
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=40
num_cat=23
split_feature=2 9 0 2 0 10 3 0 10 3 0 8 10 10 2 0 0 3 10 3 8 6 5 10 3 8 2 2 10 8 0 10 0 2 3 3 3 8 7
split_gain=1.88372 2.18724 3.17913 2.27099 10.049 2.97271 2.5965 3.82952 6.19956 2.48738 6.65396 6.71656 2.32477 2.2974 2.00238 10.5119 1.98349 1.78942 1.70166 5.9647 3.84875 3.17184 6.18208 2.33449 1.68156 5.94318 4.72827 3.09316 5.65863 3.66785 3.31787 2.94594 2.12601 1.62695 1.62094 1.53365 1.35843 1.31398 2.46439
threshold=0 1 2 3 4 1.0000000180025095e-35 18.500000000000004 5 1.5000000000000002 6.5000000000000009 6 7 1.0000000180025095e-35 3.5000000000000004 8 9 10 1.5000000000000002 1.0000000180025095e-35 10.500000000000002 11 12 13 4.5000000000000009 13.500000000000002 14 15 16 1.0000000180025095e-35 17 18 1.0000000180025095e-35 19 20 100.50000000000001 119.50000000000001 93.500000000000014 21 22
decision_type=1 1 9 1 9 2 2 9 2 2 9 1 2 2 1 9 9 2 2 2 1 1 1 2 2 1 1 1 2 1 9 2 9 1 2 2 2 1 1
left_child=-1 2 37 4 18 -6 9 8 -8 14 12 -12 -11 -7 15 -5 -16 -15 19 20 -3 22 -20 -23 27 26 32 28 29 -4 -30 -27 -26 -9 -33 -28 -35 38 -2
right_child=1 3 24 6 5 13 7 33 -10 10 11 -13 -14 17 16 -17 -18 -19 21 -21 -22 23 -24 -25 25 31 35 -29 30 -31 -32 34 -34 36 -36 -37 -38 -39 -40
leaf_value=-0.012332559531683905 0.023970256412781644 0.0032798662293907974 0.0074949846502658712 0.0017518813438119664 -0.0009391434244637527 -0.028113178239834481 -0.031455297994563113 0.0091692260825018013 0.0046565960219707445 0.0054656011480100214 0.016252418846953606 -0.010902219440704367 -0.0020939462352008546 -0.013911614226671074 0.0037569709217923075 -0.030160163024744859 -0.00019622607592378896 0.0093986770310587556 0.015326927003302935 0.024726156545029576 -0.013085764615247171 -0.012704370618374317 -0.0055518083250766445 0.010565891127792791 -0.012069034273172108 0.006276335111385061 0.043127675214757008 -0.0028915470389072988 -0.0077372113403363502 -0.015041148980190639 0.020495747176744107 -0.024240017708909128 0.013577191587300736 -0.0099077225153990419 0 0 0.006689776158208662 0.001287954816782254 0.0023592120410807736
leaf_weight=83.62198981344045 128.46989906563977 179.62758429583482 89.728645290051645 349.48726399394945 115.99548924899136 197.06431649737351 99.210329489549622 88.545234244025778 44.106485517666442 548.69742243515793 517.11354366642627 68.940394391480368 1329.4255705589894 36.122275957673992 1289.2999242715377 97.22087157853457 27830.513331293627 28.321798351593316 351.88966378197802 34.366651681484655 325.27737931137381 133.73185245735294 179.40312007261673 19.555778820271371 37.257164129987359 51.998359479999635 53.390970058273524 1204.6627452287612 16.247062872746028 107.1765848860523 206.39610038443425 51.079807469970547 14.284031764371319 142.83322336216224 7.6915640849620095 3.0554572055116287 22.730754356365651 196.53794611227204 142.99801218463108
leaf_count=74504 18387 21762 4933 49833 59083 86232 12269 4561 4700 18529 54194 7449 61566 27304 151148 120051 2049833 6990 29446 1753 39392 27563 15960 2876 850 1869 1740 65124 3783 13069 16680 2398 1194 6883 421 131 1323 27816 11802
internal_value=0 3.12336e-05 0.00299478 -0.000163667 -0.00379336 -0.017227 1.08363e-05 -0.00772118 -0.0186522 0.000123268 0.00316061 0.0120864 8.5319e-06 -0.0231733 -0.000122685 -0.00648493 -5.99388e-06 -0.00075939 0.00052702 -0.00328146 -0.00702851 0.00396613 0.00782235 -0.0068554 0.000849383 0.00854196 0.0221682 -0.000136328 0.00668806 -0.00414883 0.0170789 -0.00567582 0 0 -0.0188168 0.0360409 -0.00515473 0.0100616 0.0144692
internal_weight=0 36340.5 2310.97 34029.5 1601.36 377.504 32428.1 397.426 143.317 32030.7 2464.18 586.054 1878.12 261.508 29566.5 446.708 29119.8 64.4441 1223.85 539.272 504.905 684.58 531.293 153.288 1842.97 218.757 107.988 1624.21 419.548 196.905 222.643 110.77 51.5412 254.109 58.7714 56.4464 165.564 468.006 271.468
internal_count=3105401 3030897 170197 2860700 318361 179609 2542339 29736 16969 2512603 141738 61643 80095 120526 2370865 169884 2200981 34294 138752 62907 61154 75845 45406 30439 112192 8603 3915 103589 38465 18002 20463 4688 2044 12767 2819 1871 8206 58005 30189
cat_boundaries=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 2 1317774 20 28049450 11275586 12915251 3 8 20186162 13218817 6 2 2 5 88 28 8 2687041 32 72 12 1
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=40
num_cat=25
split_feature=2 9 0 8 2 10 3 7 3 10 2 8 3 0 0 8 3 2 3 2 0 7 3 2 3 3 0 3 0 8 3 10 3 0 8 2 0 2 2
split_gain=1.7647 1.84422 2.9885 5.84024 3.93822 6.22077 4.17821 3.05098 4.42944 4.86351 8.93366 3.13282 2.77559 2.78373 2.68383 2.65341 2.07655 2.43671 2.00929 2.00926 8.44761 2.58446 2.32067 2.93432 2.00332 3.14864 1.94977 1.94514 1.84635 1.79723 1.61924 1.50552 1.41763 5.51461 7.63609 2.16686 1.73848 3.24972 1.62837
threshold=0 1 2 3 4 2.5000000000000004 49.500000000000007 5 15.500000000000002 1.0000000180025095e-35 6 7 24.500000000000004 8 9 10 3.5000000000000004 11 1.5000000000000002 12 13 14 23.500000000000004 15 1.5000000000000002 4.5000000000000009 16 73.500000000000014 17 18 100.50000000000001 3.5000000000000004 6.5000000000000009 19 20 21 22 23 24
decision_type=1 1 9 1 1 2 2 1 2 2 1 1 2 9 9 1 2 1 2 1 9 1 2 1 2 2 9 2 9 1 2 2 2 9 1 1 9 1 1
left_child=-1 19 7 12 18 14 -7 8 9 11 -11 -3 13 -4 -6 -10 17 -9 -5 20 -2 24 32 28 -22 -26 -20 -17 -24 -18 -31 -25 36 35 -35 -34 37 -21 -38
right_child=1 2 3 4 5 6 -8 16 15 10 -12 -13 -14 -15 -16 27 29 -19 26 22 21 -23 23 31 25 -27 -28 -29 -30 30 -32 -33 33 34 -36 -37 38 -39 -40
leaf_value=-0.011929332048143755 0.00032227034236599703 0.0004178872593274344 -0.0027637329484123626 0 0.017826688833974372 -0.022586848046943164 0.015126655954749366 0.015909947836819444 -0.0050234446575408535 0.013942323327805546 -0.012883295417194511 -0.014345724005308395 -0.0025365142552023537 0.028342237337689397 0 0.033757269122819726 0 -0.0059117205388440437 0 0.0076901924790798524 -0.02634480578374181 0.0014809504100512267 0.0081774711710839859 -0.023464487204952984 0.0054652997122915416 -0.018362673030066567 0.031811206012602636 0 -0.010815395485621363 -0.019839119824650864 0.00082390633655242981 0 0.014464850741635175 0.015244779930971748 -0.013607711026120914 -0.00085311175177338783 0.00023865515751492726 -0.0021041454570487057 -0.0014342395452743189
leaf_weight=83.071224499617529 1234.0165241284594 246.09911963878403 14.331306983367538 34.516174661104742 73.179148004448507 142.78637106424139 3.8173729046247891 37.132629093481228 7.8745809884858318 416.94794679415645 125.86397581709025 217.61988608891261 13.827247759560121 164.21994726191042 340.52740941545926 62.174062021949794 58.353148035006598 100.21988680702634 23.87052768812282 741.22777794551803 182.8363677388661 35.752199267619289 101.1372916711407 98.212315552518703 73.074504119376797 70.979633306364121 42.630080324401206 4.9901853515766552 37.178100710269064 173.50908793858252 11.036150109022854 19.979976159869693 56.533838796953205 507.20715472565644 68.94510845298646 1981.2418621431571 20275.417182358782 510.72105526115774 8018.7266513609466
leaf_count=74789 141730 11344 1784 9683 9355 15343 316 1386 272 23390 9060 14741 1086 18356 33580 1604 1581 3936 2963 76960 133445 3383 5804 8722 24970 15298 4632 166 4433 5564 487 1456 5210 54281 7591 85072 1412693 82093 797129
internal_value=0 6.18767e-05 0.00277936 0.00732893 0.00188668 -0.00129691 -0.0175033 0 0.00269986 0.000345243 0.00686795 -0.00663573 0.0212013 0.0255951 0.0045359 0.0223082 -0.00739044 0.000586996 0.0170315 -0.000116578 -0.00353776 -0.016145 4.68756e-05 -0.00889809 -0.0193282 -0.00569319 0.025777 0.0269094 0.000108989 -0.0125694 -0.0164939 -0.0181349 0.000135781 0.00235693 0.010646 -1.34748e-05 -5.27714e-05 0.00352103 -0.000226221
internal_weight=0 36328.7 2315.53 853.706 661.327 560.31 146.604 1461.82 1081.57 1006.53 542.812 463.719 192.379 178.551 413.707 75.0388 380.251 137.353 101.017 34013.2 1596.66 362.643 32416.5 256.508 326.891 144.054 66.5006 67.1642 138.315 242.898 184.545 118.192 32160 2613.93 576.152 2037.78 29546.1 1251.95 28294.1
internal_count=3105688 3030899 170629 97098 75872 58594 15659 73531 60577 58535 32450 26085 21226 20140 42935 2042 12954 5322 17278 2860270 318826 177096 2541444 20415 173713 40268 7595 1770 10237 7632 6051 10178 2521029 152154 61872 90282 2368875 159053 2209822
cat_boundaries=0 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 31573025 4 780 1 372 10 1310720 1315204 2 792 20 28114990 1 104 1579138 1574076 4 29955635 3 8 29471745 832 897
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=40
num_cat=27
split_feature=2 9 0 7 3 10 2 8 8 8 3 7 0 8 6 3 0 10 2 2 0 3 2 0 2 0 3 0 1 3 10 8 8 3 4 2 3 10 2
split_gain=1.52573 1.49541 2.57349 2.63101 5.47609 2.92375 4.84072 2.77402 2.59282 2.56629 2.08694 1.96587 5.36039 4.09327 5.03472 4.03721 3.80449 3.7179 3.97533 3.70056 3.50329 3.40244 3.224 2.92865 2.85233 6.43321 3.60418 3.3906 3.14438 2.51445 2.04182 1.93771 1.84284 1.76143 1.66132 1.64636 1.49265 1.47758 1.43127
threshold=0 1 2 3 15.500000000000002 1.0000000180025095e-35 4 5 6 7 73.500000000000014 8 9 10 11 12.500000000000002 12 1.0000000180025095e-35 13 14 15 2.5000000000000004 16 17 18 19 1.0000000180025095e-35 20 21 1.5000000000000002 3.5000000000000004 22 23 120.50000000000001 24 25 2.5000000000000004 1.0000000180025095e-35 26
decision_type=1 1 9 1 2 2 1 1 1 1 2 1 9 1 1 2 9 2 1 1 9 2 1 9 1 9 2 9 1 2 2 1 1 2 1 1 2 2 1
left_child=-1 11 8 4 5 7 -7 -4 38 -6 -11 16 13 14 29 22 19 21 20 -2 -19 32 -15 -20 25 36 -27 28 -26 -13 -16 -29 -14 -17 -21 -5 -18 -37 -3
right_child=1 2 3 35 9 6 -8 -9 -10 10 -12 12 17 15 30 33 24 18 23 34 -22 -23 -24 -25 27 26 -28 31 -30 -31 -32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.011167620287031801 0.0023183669941640741 0.0061927324170119452 0.0012002206545041125 0.0071702172742729763 -0.0041441234219489267 0.010060432701770566 -0.0090749195883261698 -0.01227930607299123 0.010490958387655255 0.034626896367198075 0 -0.0017148572776161939 0.0052820981536099874 0.0053974958099619009 0.021869489407598395 -0.019818323762560819 0.0069232610865167469 0.01011421554315021 0.0051597862258753908 -0.025287201318932712 -0.0083464514508010922 0.0060547610434171298 -0.0010146664388722951 0.014923014095117143 -0.0053465697709834566 -0.0045703898715180264 0.0030081049685965638 0.00098010202963908009 0.0019294395236127727 -0.01430886015058324 -0.0014740645668200035 -0.0010138201041345427 -0.013515476146313463 0.0020199943052878369 0 0 0.021815159796309467 -0.012290471710708387 -0.0078384254628870269
leaf_weight=82.030692278214701 68.131165543542011 73.627502242918126 259.58780714962631 27.336414333665743 8.4786656150827184 449.57899126636039 132.23388042161969 233.38678273243568 561.25247124200541 67.185309829597827 5.0854768785648039 340.79135566123296 21.432174807647243 1297.411886773305 50.312925675068982 100.88215509615839 374.90314888417197 107.82016702683177 1153.2870973109966 127.6354308829541 266.49518475099467 175.6378006124869 1735.2689318984048 563.63113980693743 2609.1172795262464 932.27037096435015 1749.1708554768375 7545.3432928268739 679.58660226198845 449.08526878291741 24.285836415132508 13272.796470430174 217.74290132615351 12.622733657481147 3.9582188645144916 91.871451821643859 137.36394169390405 283.27073962637223 129.35091533396189
leaf_count=74476 8428 7986 13630 1335 336 27457 10729 17994 57644 2027 185 12033 2090 37541 3932 3783 101431 7463 83850 139176 18963 10660 58967 54040 352592 124706 141447 529887 38605 10242 1753 1077053 22723 650 332 3130 18576 10788 17549
internal_value=0 3.23701e-05 0.00247737 0 0.0025236 5.878e-05 0.0050054 -0.00515786 0.00706754 0.0237191 0.0278592 -0.000127758 0.00141797 -0.000791237 -0.00676042 0.000819036 -0.000506092 0.00502273 0.00678946 -0.0130886 -0.00184174 -0.00295392 0.00167088 0.0088024 -0.000383869 0.00238373 0.000240307 -0.00076629 -0.00373753 -0.00950267 0.0131587 -0.000276265 -0.0106214 -0.0153846 -0.0214946 -0.00658617 0.0122302 -0.00874687 -0.00133255
internal_weight=0 36339.2 2322.25 1558.02 1155.54 1074.79 581.813 492.975 764.231 80.7495 72.2708 34017 6516.71 4010.66 864.475 3146.19 27500.3 2506.05 2091.23 199.725 374.315 414.813 3032.68 1716.92 27300.6 3193.71 2681.44 24106.8 3288.7 789.877 74.5988 20818.1 239.175 113.505 131.594 402.479 512.267 375.142 202.978
internal_count=3106189 3031713 170790 87611 72358 69810 38186 31624 83179 2548 2212 2860923 328690 128901 27960 100941 2532233 199789 164316 147936 26426 35473 96508 137890 2384297 386160 266153 1998137 391197 22275 5685 1606940 24813 4433 139508 15253 120007 13918 25535
cat_boundaries=0 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 1325982 1 372 10 1 2 1 3477672 2 2 4743169 529 832 4204612 272 4197136 521 10749580 9703044 1 6 12 1 520 904
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=40
num_cat=23
split_feature=3 0 10 3 3 0 10 7 0 2 3 2 0 8 10 10 0 2 5 0 3 2 0 3 0 1 3 3 10 3 10 1 6 2 7 1 2 10 2
split_gain=1.69367 2.29107 4.06539 2.82076 2.08869 2.46897 1.73218 1.69028 6.86311 6.42721 5.99971 4.40991 3.88607 3.40492 3.32148 3.16102 2.83693 5.52029 2.82575 5.54217 3.50062 2.74627 8.65389 4.03883 3.3057 8.42532 3.75876 2.28381 2.14161 1.31104 1.24654 1.22281 1.21215 1.16417 0.880248 0.839446 0.812372 0.77963 0.555339
threshold=37.500000000000007 0 1.0000000180025095e-35 93.500000000000014 28.500000000000004 1 2.5000000000000004 2 3 4 1.5000000000000002 5 6 7 5.5000000000000009 1.5000000000000002 8 9 10 11 2.5000000000000004 12 13 16.500000000000004 14 15 11.500000000000002 2.5000000000000004 4.5000000000000009 9.5000000000000018 5.5000000000000009 16 17 18 19 20 21 5.5000000000000009 22
decision_type=2 9 2 2 2 9 2 1 9 1 2 1 9 1 2 2 9 1 1 9 2 1 9 2 9 1 2 2 2 2 2 1 1 1 1 1 1 2 1
left_child=4 6 3 -3 7 -6 -2 16 9 12 15 13 -9 -12 -13 33 17 32 20 -20 -11 22 23 -18 26 -26 -23 -24 -17 31 -14 -19 -1 -10 36 37 -7 -8 -36
right_child=1 2 -4 -5 5 34 35 8 10 18 11 14 30 -15 -16 28 21 29 19 -21 -22 24 27 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=0.014497386575697421 -0.0024663670320486698 -0.0075049724132330593 -0.022690458856568015 0.023483116768287054 -0.0041222414727666986 0 0.029837195326410128 0 0.0043828968620073534 -0.0031360655562969655 0.0037879622146026592 -0.004516242623482691 0.029323605021626759 -0.0066999667454681749 -0.019773902713829172 0.0089263393579879901 -0.00033280055203970471 -0.02600667051225717 -0.008565647946702384 0.023274699957308683 0.0080215798009044669 -5.4971923894631975e-05 0.0076879649306637286 0.028488132124074396 -0.0042589206535262047 0.0033664424983102558 0.008539596794394649 0.02500866343254456 0 0 0 0 -0.0038944948278754662 -0.0033233520965034896 0.008772433643450905 0 0.028841521922598021 0 -0.0061577216325525977
leaf_weight=61.324962887738366 50.274463230045512 33.144308305694722 123.41639686445706 17.239954463904724 25.318747009980143 4.9892328903806629 9.2162734019802866 55.217023254954256 223.74273547995836 630.16721338732168 1135.1875073709525 1636.1785869303858 194.85040344682056 371.15914452262223 151.1388252878096 1027.6083375186427 2677.2480418577034 130.56857283282079 42.701966342632659 131.93309595854953 441.14404483977705 17598.310791991542 374.72304028646977 19.415295394253917 5631.6091932920972 1879.3471780179534 492.41002142780053 143.3054089959769 360.76924939220771 22.351361729255586 19.204090457002167 14.032502332702277 8.4764309356687573 605.31250319373794 5.7253561178222299 4.2228817753493777 39.790318110201042 2.0998433711938551 13.657650589011611
leaf_count=7109 4713 1483 9163 760 2327 440 1038 5612 14462 50650 37539 64151 14965 14210 7286 53251 213687 134079 4806 11820 20086 1255386 76496 982 896228 101151 19992 17243 20219 3836 1667 1174 782 32733 322 178 2392 245 769
internal_value=0 -0.00786413 -0.0133098 0.00417302 8.76414e-05 0.013295 0.00401994 3.5559e-05 0.00143127 0.00730193 -0.000172322 -0.00292144 0.0205444 0.000903299 -0.00624231 0.00376131 -0.000292799 -0.0103897 0.00365667 0.0146275 0.00127938 -0.000185059 0.00253554 7.55576e-05 -0.000541795 -0.00230231 0.000176061 0.0138804 0.00665686 -0.0195674 0.0261522 -0.0234937 0.00796098 -0.000801629 0.0207154 0.020276 0.0279094 0.0256186 0
internal_weight=0 239.614 173.801 50.3843 36168.9 89.4813 65.8135 36079.4 7026.31 1515.22 5511.1 3293.66 269.272 1506.35 1787.32 2217.43 29053.1 236.754 1245.95 174.635 1071.31 28816.4 3214.69 2696.66 25601.7 7510.96 18090.7 518.028 1388.38 166.952 214.054 144.601 69.8014 829.055 64.1626 15.539 44.7796 11.3161 19.383
internal_count=3105432 17580 11406 2243 3087852 6250 6174 3081602 353457 109606 243851 123186 22244 51749 71437 120665 2728145 146980 87362 16626 70736 2581165 308408 214669 2272757 997379 1275378 93739 73470 139089 16632 135253 7891 47195 3923 1461 2832 1283 1091
cat_boundaries=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=9439894 11339804 1 13185365 124 300 4264001 5 5783553 832 2 256 520 72050 71784 1 1 2 144 1 1 772 288
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=40
num_cat=26
split_feature=3 0 10 3 3 0 10 10 10 6 2 2 5 3 2 2 8 2 0 2 8 4 0 7 10 10 3 2 5 0 8 6 3 7 6 10 0 0 0
split_gain=1.42725 1.99977 3.65034 2.5771 1.7548 4.09044 4.25065 14.4547 4.82742 4.05477 3.68477 2.83258 4.53518 5.06102 2.64253 2.62765 3.67126 2.15713 2.06688 12.2579 13.4005 4.87071 4.08807 3.55821 3.4901 3.05648 5.1152 6.29746 6.17183 4.46341 3.17585 7.03789 5.58578 3.9112 3.13277 3.03297 17.1328 4.61625 2.32809
threshold=37.500000000000007 0 1.0000000180025095e-35 93.500000000000014 4.5000000000000009 1 1.0000000180025095e-35 1.5000000000000002 5.5000000000000009 2 3 4 5 10.500000000000002 6 7 8 9 10 11 12 13 14 15 3.5000000000000004 3.5000000000000004 1.5000000000000002 16 17 18 19 20 2.5000000000000004 21 22 1.0000000180025095e-35 23 24 25
decision_type=2 9 2 2 2 9 2 2 2 1 1 1 1 2 1 1 1 1 9 1 1 1 9 1 2 2 2 1 1 9 1 1 2 1 1 2 9 9 9
left_child=4 -2 3 -3 18 6 17 9 10 -8 -9 12 15 -14 -11 16 -7 -6 25 21 22 -20 -21 -22 -23 30 27 28 -27 -29 31 33 -33 -1 38 36 -32 -37 -28
right_child=1 2 -4 -5 5 11 7 8 -10 14 -12 -13 13 -15 -16 -17 -18 -19 19 20 23 24 -24 -25 -26 26 34 29 -30 -31 35 32 -34 -35 -36 37 -38 -39 -40
leaf_value=0.0054701400496066054 0.0036169196001905415 -0.007188687290784028 -0.021477953181437578 0.022304320200028614 0 0.020975384463737437 -8.3186420877091844e-05 0.0011408026242261469 -0.0071334597019379435 0 0.025216813183846137 -0.0017736179777824075 0.020763975597368194 -0.0075337366643828223 -0.028870359870800961 0 -0.0065143822094409637 0.021819473626875443 -0.0010027590435745836 0.025404809916073901 -0.026693165457994456 0.0264569758803712 -0.0055412453358674573 0.0011171503745414245 0 0 0.0062989400412089645 -0.0010582232675868046 0.013831132893094825 -0.015579107502655143 -0.002991568022543079 -0.013694979374546119 0.010175091307800426 -0.0024736586942493205 0.0036414462640746732 -0.011493816227364808 0.033624767522297115 0.0017061805608150479 -0.0088645410014264545
leaf_weight=3839.1634511475459 66.222684180480428 32.952458357263822 121.27658005681587 17.670422500814311 98.190806578088086 105.8106005133086 182.92428488418227 134.38600102034979 53.22071333360509 40.674619698955212 237.50776158547524 2793.0748955697491 222.68685743858805 48.899049957602983 104.51669546464109 2031.6302218119745 33.838604730415682 202.47729335873737 7170.7200411704835 55.434237755922368 389.6679024139994 82.273215229157358 38.251175016252091 26.209780504519586 77.312099182978272 805.08525121654384 60.576242722483585 1347.1878203340166 511.85176437709015 228.27713891220628 4754.3152432967945 378.2591778165297 90.329835142503725 663.39097857149318 217.0641025385994 230.66426633264928 90.496178519897512 7385.1550864532583 1456.3391728468705
leaf_count=223803 6240 1486 8997 766 8643 10687 21592 13757 5681 6352 24031 132541 14052 3650 15747 88741 3679 23826 797800 36802 404934 5396 21089 2532 5903 41859 5214 84551 32039 24733 361057 52150 7941 21270 17730 34351 17446 462421 54974
internal_value=0 -0.00728848 -0.0124512 0.00385388 3.16805e-05 0.00155312 0.00712869 0.00245999 0.0145088 -0.0122207 0.0186537 0.000325515 0.00283632 0.0144316 -0.0231673 0.00108565 0.012677 0.0168487 -0.000279606 -0.00167405 -0.0161011 -0.000548507 0.0126482 -0.0237771 0.0151801 0.000204687 -0.0020537 0.000434017 0.00553883 -0.00368159 0.000823856 0.00295001 -0.00815649 0.00422491 -0.00631026 -7.75373e-06 -0.00198051 0.00121082 -0.00797124
internal_weight=0 238.122 171.899 50.6229 36187.9 6289.84 1053.9 753.23 425.114 328.116 371.894 5235.94 2442.87 271.586 145.191 2171.28 139.649 300.668 29898 7839.87 509.563 7330.31 93.6854 415.878 159.585 22058.2 4626.38 2892.4 1316.94 1575.46 17431.8 4971.14 468.589 4502.55 1733.98 12460.6 4844.81 7615.82 1516.92
internal_count=3106463 17489 11249 2252 3088974 372979 119629 87160 43469 43691 37788 253350 120809 17702 22099 103107 14366 32469 2715995 1274456 465357 809099 57891 407466 11299 1441539 261100 183182 73898 109284 1180439 305164 60091 245073 77918 875275 378503 496772 60188
cat_boundaries=0 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=9439894 20001612 2 280 334 2 769 10 9 771 29951025 992 12 1 280974 1 790 2 12648480 10 2 1 2 1072 8912896 525313
is_linear=0
shrinkage=0.1


Tree=73
num_leaves=40
num_cat=25
split_feature=10 10 2 0 4 2 3 10 0 2 6 8 6 3 5 2 8 10 10 10 8 2 6 0 0 3 2 2 3 0 0 5 3 3 5 3 0 3 0
split_gain=1.26045 2.24688 1.71419 1.59819 1.64816 2.02214 1.63934 1.3776 6.72032 5.27496 2.06658 1.93322 2.09349 1.5874 5.48416 10.496 6.06867 12.0872 5.71248 4.97967 3.04477 1.8926 6.76922 8.90013 2.70372 1.42536 2.11729 1.75363 1.35687 8.63594 2.35924 1.34885 1.2929 1.03808 1.00909 0.80826 0.592166 0.409259 0.388878
threshold=11.500000000000002 16.500000000000004 0 1 2 3 5.5000000000000009 6.5000000000000009 4 5 6 7 8 1.0000000180025095e-35 9 10 11 1.5000000000000002 4.5000000000000009 1.5000000000000002 12 13 14 15 16 1.5000000000000002 17 18 16.500000000000004 19 20 21 3.5000000000000004 1.5000000000000002 22 1.5000000000000002 23 10.500000000000002 24
decision_type=2 2 1 9 1 1 2 2 9 1 1 1 1 2 1 1 1 2 2 2 1 1 1 9 9 2 1 1 2 9 9 1 2 2 1 2 9 2 9
left_child=2 3 32 -2 5 -5 34 13 25 10 35 33 -13 14 16 18 17 -4 -16 -18 -17 22 23 -15 -24 26 -9 37 30 -30 -23 -12 -1 -11 -7 -10 -3 -27 -34
right_child=1 36 7 4 -6 6 -8 8 9 11 31 12 -14 21 15 20 19 -19 -20 -21 -22 28 24 -25 -26 27 -28 -29 29 -31 -32 -33 38 -35 -36 -37 -38 -39 -40
leaf_value=-0.018460806532199701 -0.0027919471270026145 -0.011737868608009331 -0.0055948563604481293 0 0 0 0 0 0.0051300332223769693 -0.00048852551195967015 0 -0.022462913467996698 0 0.032479119316908313 -0.0038009292644943758 0.0079838104241626746 0.0059211363504850026 0.003999319004313647 0.010450610469615151 -0.0023494840441112617 -0.015911336815779772 0.0025420739634743283 0.0088074267117538921 0.0024499599435270848 -0.018387097114332659 0.018982329957580188 0.032688919779859181 -0.0091077897606817015 -0.021010586299605213 0.0024060252473281497 2.8070462826103215e-05 0.023016399812543154 0.0080851372407739989 -0.010033150102931538 0.039654519133103298 -0.0064274060455079248 0.00088255182797087109 0 -0.003218495081117267
leaf_weight=62.871834722463973 15.428772340557769 25.367130733080558 3319.2770673972009 18.155459208879623 44.76535057136789 1.0774770266143605 5.1993835937464601 22.667021410772577 103.88941467336554 330.31551074735762 2.8881431929185055 193.62782473285915 54.70350439613685 104.73509727334385 1053.2662498952413 20.821333634987241 2470.0123388439133 2100.6488757897168 349.75298542651581 946.58995805421 734.42813739075063 4765.0731326302412 9.6006733023386897 437.46324478546376 101.46761860304832 20.232369809120431 33.00426256544597 30.095582950889366 171.50076509523205 535.264315020293 17882.855721083761 51.645835307834204 12.449135735078015 240.60129572649021 48.944809962180443 80.356547917923308 3.5942347899545011 1.0482027663383622 4.426866305468141
leaf_count=66501 2578 2377 422293 1681 2312 113 370 3049 10266 24550 438 12548 5749 50558 122313 4187 206469 190373 27916 82355 175349 493214 9269 84580 46810 2259 4955 3313 16675 28641 965165 6211 3022 13813 4623 5036 691 96 5123
internal_value=0 0.00808661 -2.29466e-05 0.0139739 0.0173292 0.0254918 0.0302961 8.31229e-06 -0.00332123 -0.00608809 0.00560928 -0.00994898 -0.0175411 0.000130452 -0.000852126 -0.00534001 0.000224536 -0.00181643 0 0.00353192 -0.0145069 0.00059342 0.00577889 0.0107841 -0.0132158 0.0164285 0.0257571 0 0.000425665 -0.00374564 0.000574036 0.0187641 -0.0119703 -0.00522331 0.0377519 0 -0.0072725 0.0138304 0
internal_weight=0 162.533 36247.6 133.571 118.142 73.3771 55.2217 36167.8 1165.08 1058.03 238.78 819.248 248.331 35002.8 10994.8 2158.27 8836.53 5419.93 1403.02 3416.6 755.249 24008 653.267 542.198 111.068 107.047 55.6713 51.3762 23354.7 706.765 22647.9 54.534 79.7478 570.917 50.0223 184.246 28.9614 21.2806 16.876
internal_count=3107841 14745 3093096 11677 9099 6787 5106 3018450 92283 78611 21951 56660 18297 2926167 1231255 329765 901490 612666 150229 288824 179536 1694912 191217 135138 56079 13672 8004 5668 1503695 45316 1458379 6649 74646 38363 4736 15302 3068 2355 8145
cat_boundaries=0 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 7084312 1 273 14786756 76 2 1 2 2 928 1 8 13 2 304602 1851412 276 288 11349512 10583820 2 2 1891 2163762
is_linear=0
shrinkage=0.1


Tree=74
num_leaves=40
num_cat=30
split_feature=7 0 3 6 2 8 2 3 0 3 2 8 0 10 1 8 4 2 0 0 0 1 3 0 8 3 2 0 3 0 10 0 0 0 2 1 2 0 10
split_gain=1.11878 6.4304 5.84929 7.31423 4.9529 4.77916 3.77138 4.02441 3.62389 3.61185 5.6671 3.02379 2.55358 8.05021 13.7228 13.067 8.31 5.27416 7.05991 6.24105 4.92509 4.52236 6.36439 6.48799 4.0787 5.71928 3.4219 3.31501 3.31125 3.61948 3.15205 4.46625 3.92808 2.58147 2.31307 2.73595 2.27758 2.1962 2.19875
threshold=0 1 12.500000000000002 2 3 4 5 6.5000000000000009 6 1.5000000000000002 7 8 9 1.0000000180025095e-35 10 11 12 13 14 15 16 17 5.5000000000000009 18 19 4.5000000000000009 20 21 2.5000000000000004 22 2.5000000000000004 23 24 25 26 27 28 29 1.0000000180025095e-35
decision_type=1 9 2 1 1 1 1 2 9 2 1 1 9 2 1 1 1 1 9 9 9 1 2 9 1 2 1 9 2 9 2 9 9 9 1 1 1 9 2
left_child=12 4 3 5 8 9 7 11 -2 -3 -11 -5 26 15 16 20 17 19 -19 -15 -14 22 23 -17 25 -16 33 -23 37 -30 32 -32 -26 -1 -31 -36 -27 -28 -39
right_child=1 2 -4 6 -6 -7 -8 -9 -10 10 -12 -13 13 14 24 21 -18 18 -20 -21 -22 27 -24 -25 30 36 28 -29 29 34 31 -33 -34 -35 35 -37 -38 38 -40
leaf_value=0.017684826325860794 -0.000710991187979403 0.0045687632879304312 -0.013008193652082804 0.022467774855635045 0.0034152727074399109 -0.0062162998467912298 -0.0018853170319716721 -0.0059856641099847773 0.023061667634307541 0.0033429709758149178 -0.0068046141640696958 -0.0022380294516340157 0.0024006771666063905 0.00087682412789332083 0.0025079440410635048 0.019734967341878761 0.019001466874684441 -0.011819115637167157 -0.0028098374032006156 -0.029480409806598371 -0.0091108110677112254 0.014148998415155246 0.037586274958610735 0 0.010673460783777525 0.022695137494892076 -0.0050134738249345287 -0.010174331768996611 0.010955252772823623 -0.0008596383586930551 0.013242644218409028 -0.01720057180780447 -0.014378136036828174 -0.0022004343286916202 0.0065527125742478294 0 0 -0.0012351618145237113 0.0017025465082753201
leaf_weight=23.592899003910134 58.956225131405517 1561.4986483793473 318.0419963815948 312.35966910119168 1252.5400771121494 1201.5526013571071 122.2420271539595 37.828163419384509 235.44063498097239 1031.3195688436972 1055.6886051641777 32.998205077834427 770.23742502841924 75.834417334503087 1123.0593780165073 302.80068774035317 87.651191672797722 1459.4936519860639 2479.4846800753912 189.60692476200347 615.06814120703712 44.695666902232915 102.30410307279089 295.08926462553063 171.98011615267023 206.33210520492867 737.50690873560234 116.93021925585344 524.94907872195472 1472.6893963184557 19.707836592569947 205.3501984665636 44.270179917104542 5112.2921065195442 1555.4222815434769 1017.4454473061487 63.512539769057184 4185.0756539033609 6197.3699011470198
leaf_count=4710 6057 79862 16848 25922 87767 49338 11013 2477 18330 30959 35824 2968 121528 25280 63823 59969 9476 209628 380553 170851 128883 2408 12757 54110 6917 6611 155550 4520 58014 50514 1244 11974 3026 299111 89004 13671 1987 330936 461288
internal_value=0 0.00110189 -0.00042127 0.000338031 0.00674012 -0.000823972 0.0114702 0.0159442 0.0178882 0.000920924 -0.0016884 0.0198567 -0.000285632 -0.0017612 -0.00366026 0.0032567 -0.00676385 -0.00750265 -0.00630866 -0.0208464 -0.00261213 0.0126843 0.0162112 0.0104548 0.00343322 0.00612658 0.00029563 -0.000512985 0.00104138 0.00330035 -0.00431856 -0.0122697 0.00304939 -0.00191516 0.00212802 0.00393992 0.018633 8.05453e-05 0.000488953
internal_weight=0 7220.47 5673.53 5355.49 1546.94 4850.06 505.428 383.186 294.397 3648.51 2087.01 345.358 29199.8 8373.41 6126.28 2247.13 4292.07 4204.42 3938.98 265.441 1385.31 861.82 700.194 597.89 1834.21 1392.9 20826.3 161.626 15690.5 4570.51 441.308 225.058 216.25 5135.89 4045.56 2572.87 269.845 11120 10382.4
internal_count=3105708 367365 255211 238363 112154 195983 42380 31367 24387 146645 66783 28890 2738343 1275545 891370 384175 795788 786312 590181 196131 250411 133764 126836 114079 95582 72421 1462798 6928 1158977 211203 23161 13218 9943 303821 153189 102675 8598 947774 792224
cat_boundaries=0 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=1 13181269 2 124 5 928 4259905 316 3 27367084 1 1 1 27 786449 1310736 532560 1 4997138 5 258 2306 18875020 262145 1050642 69632 560 1 456 2166796
is_linear=0
shrinkage=0.1


Tree=75
num_leaves=40
num_cat=26
split_feature=10 10 0 2 4 2 3 3 10 0 2 4 1 3 2 6 2 9 0 3 7 3 0 2 10 3 5 8 5 2 5 3 7 0 0 0 0 3 3
split_gain=1.08515 1.87748 1.54309 1.46252 1.43655 1.62549 1.45365 1.18345 1.07117 5.82863 4.49539 1.80219 3.29632 1.7728 1.7758 1.7157 1.68447 1.30925 2.06823 1.91403 4.82981 2.65129 1.81473 3.98353 3.36842 1.49102 5.32043 2.0516 1.20098 1.03398 0.879346 0.64891 0.645087 1.54757 1.27502 0.569318 0.388552 0.368861 0.351313
threshold=11.500000000000002 16.500000000000004 0 1 2 3 5.5000000000000009 3.5000000000000004 6.5000000000000009 4 5 6 7 1.5000000000000002 8 9 10 11 12 13.500000000000002 13 2.5000000000000004 14 15 3.5000000000000004 1.0000000180025095e-35 16 17 18 19 20 1.5000000000000002 21 22 23 24 25 9.5000000000000018 10.500000000000002
decision_type=2 2 9 1 1 1 2 2 2 9 1 1 1 2 1 1 1 1 9 2 1 2 9 1 2 2 1 1 1 1 1 2 1 9 9 9 9 2 2
left_child=3 2 4 7 5 -2 30 -1 17 13 15 12 -12 16 38 31 -10 18 32 21 -21 -20 23 24 -19 26 -24 -27 -17 -13 -7 -11 33 -5 -34 -3 -9 -25 -15
right_child=1 35 -4 8 -6 6 -8 36 9 10 11 29 -14 14 -16 28 -18 22 19 20 -22 -23 25 37 -26 27 -28 -29 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.017422919050611226 0 -0.011114587803377284 -0.0030955878534040739 -0.00093706496486884556 0 0 0 0.0080735280316523213 0 0.0045701326682433168 -0.0032310310939576599 0.0071267553946030215 -0.019560014137863596 0.01786426213668384 -0.010044332710634553 0 0.031202930182937422 -0.0048622405103293485 0.0034897382347239972 0.020375483962273441 -0.0047535368573426119 -0.0043673459252245176 0.00013815512664112494 -0.018613566323752353 0.017774767837634004 0.00086914760349813029 -0.0055075709223459911 -0.0021399233667256539 0.02107604103971485 -0.0051944406254473795 0.036504390057031308 -0.0057914546871048623 0.012403736837082039 0.015927100275038176 -0.001851422147158282 0.0011181006497406258 -0.0032404228598507268 0 0
leaf_weight=61.71605164615903 17.801632917253304 24.915971478345455 15.601074733014682 33.520518300989352 44.815467350650579 1.0326965055428445 5.1920707563403985 12.45204598494456 22.152979564038105 104.57645996827341 315.55681044084486 61.809930714312941 283.39362132526003 20.699846381961837 30.826605275418842 2.8434627768874634 33.824736779075465 184.67350917251315 812.99335218143096 127.61899780441308 101.85568720381707 830.07852634943265 8434.3325482950022 157.15763666025668 61.462393496622099 19393.914677952205 2022.8380929025661 2482.9411227540913 52.931393240316538 151.56501573650166 50.72164605060243 79.666424172770348 43.900292072677985 176.18886345932333 140.06757603306323 3.4927113012527142 4.4368217712908544 6.550233079440658 0.95642630127258499
leaf_count=65728 1614 2357 2595 6474 2315 102 375 2984 3036 10230 35897 2112 11873 2257 3383 414 5012 24755 62596 5134 4545 38758 805439 141524 9097 1337248 279466 160240 6389 6490 4607 5053 4339 33735 10538 682 5086 1814 88
internal_value=0 0.00747628 0.0128362 -2.96346e-05 0.0162456 0.0237919 0.0279156 -0.0111166 0 -0.00294258 -0.00556304 -0.00917019 -0.0119985 0.0153085 0 0.00513979 0.0252998 0.000106946 0.00241789 0.000768791 0.00880542 -0.000307479 -4.59092e-05 -0.00635754 0.000985296 3.25965e-05 -0.00093798 0.000510892 0.0170135 0 0.0347589 0 0.00872 0.0128254 0.00190354 -0.00638407 0 -0.0168959 0.0131195
internal_weight=0 163.573 135.165 36249.5 119.564 74.748 56.9464 78.6049 36170.9 1160.8 1052.34 812.325 598.95 108.461 52.4829 240.018 55.9777 35010.1 2266.22 1872.55 229.475 1643.07 32743.9 409.844 246.136 32334 10457.2 21876.9 55.7749 213.375 51.7543 184.243 393.677 209.709 183.968 28.4087 16.8889 163.708 21.6563
internal_count=3106381 14647 11608 3091734 9013 6698 5084 73798 3017936 92234 78458 56372 47770 13776 5728 22086 8048 2925702 166119 111033 9679 101354 2759583 177190 33852 2582393 1084905 1497488 6803 8602 4709 15283 55086 40209 14877 3039 8070 143338 2345
cat_boundaries=0 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=8423143 2 1 273 14786756 76 1 1 288 2 276 2 293772 1 5267584 736 2 3 2 256 2 1 256 266628 1891 2163762
is_linear=0
shrinkage=0.1


Tree=76
num_leaves=40
num_cat=22
split_feature=2 0 9 0 2 10 2 8 3 10 3 2 10 3 3 0 0 7 0 8 3 1 0 2 3 3 2 0 8 0 0 3 10 10 10 3 2 3 10
split_gain=0.954383 1.05262 0.875185 2.04704 1.7375 1.75476 1.32939 1.41639 1.11677 1.09751 1.28975 4.57783 1.83267 1.01587 2.02953 2.26415 1.55137 1.15697 3.95685 2.84847 5.85265 2.63117 2.16786 3.38428 7.84777 2.87698 1.65105 3.50284 1.42661 1.00643 0.761108 0.739952 0.693086 0.642063 0.597045 0.437034 0.386978 0.348074 0.341395
threshold=0 1 2 3 4 1.5000000000000002 5 6 57.500000000000007 5.5000000000000009 2.5000000000000004 7 4.5000000000000009 45.500000000000007 104.50000000000001 8 9 10 11 12 9.5000000000000018 13 14 15 4.5000000000000009 12.500000000000002 16 17 18 19 20 1.5000000000000002 13.500000000000002 5.5000000000000009 6.5000000000000009 21.500000000000004 21 4.5000000000000009 3.5000000000000004
decision_type=1 9 1 9 1 2 1 1 2 2 2 1 2 2 2 9 9 1 9 1 2 1 9 1 2 2 1 9 1 9 9 2 2 2 2 2 1 2 2
left_child=1 31 13 4 5 8 7 38 37 10 11 -8 -12 17 15 -15 34 22 -19 21 -21 -20 23 25 -25 -2 27 -24 -28 -7 -11 -1 -31 35 36 -3 -16 -4 -5
right_child=2 33 3 6 -6 29 9 -9 -10 30 12 -13 -14 14 16 -17 -18 18 19 20 -22 -23 26 24 -26 -27 28 -29 -30 32 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0018592807441778205 0.00043688273823066392 -0.018671383657135172 0 0.026045829812900358 0.012785303872932741 0 0.010604751651031034 -0.0011408956206782131 -0.0056325251779546235 0.00082242450035249271 -0.0031770323317006233 -0.0038591798735835071 0.013655922460038775 0.0048733381093897452 0 -0.022662919303209184 -0.009158883795999476 0.02211609692573974 0.0048801646263003382 -0.0046864223325289783 0.021403613634373847 8.268453299139849e-05 0.016566347770889341 -0.017018204396788961 0.0098603050790403192 -0.023236258042710491 0.0006773792314304335 0.0011908294128851729 -0.00095442422565528953 -0.020491181710299494 -0.012674807548364876 0.015333879360166922 0 0 0 0 0.017874417110956432 0.015021802166657841 0
leaf_weight=6.6803221997652127 1118.2934673225391 65.281312073177105 50.676247333496576 25.442534246645668 249.26423068116856 44.967595275462372 396.59976243345955 14.96606323092419 6.9434158699586979 9.4969489999057242 944.78083935914037 370.9331828696013 34.901685018092394 9.5204276114236546 1.7646048285532743 60.1025585301104 9.459115198813377 50.446161255120387 1929.7389108231291 1364.9016562447068 59.045754102757201 3064.5852771522477 122.94079905725448 397.43727619041238 108.28523016249528 23.176789961056784 8250.5316546428803 2879.5065172587565 14498.883328922606 38.819644888921175 74.749817087285919 2.9444996617858123 0.20969581275130522 3.2141674835365839 1.7069416933227319 0.85707036487292398 33.657121882133652 67.060424600349506 3.8996702482545507
leaf_count=15820 126514 52537 7375 5463 32238 4023 29849 4589 526 1416 39863 27263 1464 1366 130 4838 1345 5541 177872 69210 2863 70083 24784 191931 17647 2767 611617 323216 1225730 6475 4270 3750 29 2234 119 315 1875 6055 1119
internal_value=0 -0.0088732 8.36158e-05 0.00194688 0.007672 0 0.000251422 0.0125948 0.0073805 -0.000149709 0.000300216 0.00344082 -0.0018923 -3.70964e-05 -0.00835463 -0.0173382 0.00268645 0 0.00119852 0.000849844 -0.00295857 0.00201015 -0.000285431 -0.00376047 -0.0102812 -0.000367305 -4.59238e-05 0.00212854 -0.000349304 -0.00894535 -0.00974841 0.00276007 -0.0155812 -0.0136501 0.0124304 -0.0173221 0.0173367 0.0111665 0.0205438
internal_weight=0 78.9774 36317.7 2333.71 457.941 208.677 1875.77 44.3083 124.68 1831.46 1747.22 767.533 979.683 33984 116.211 69.623 46.5878 33867.8 6468.72 6418.27 1423.95 4994.32 27399.1 1647.19 505.723 1141.47 25751.9 3002.45 22749.4 83.9969 84.2468 9.62482 39.0293 69.3525 37.1287 66.1384 35.4217 117.737 29.3422
internal_count=3106121 74656 3031465 172017 56721 24483 115296 11171 13956 104125 98439 57112 41327 2859448 9673 6204 3469 2849775 325569 320028 72073 247955 2524206 338859 209578 129281 2185347 348000 1837347 10527 5686 19570 6504 55086 2124 52852 2005 13430 6582
cat_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 2425875 1 276934 49 4 9 56 2098328 8652854 1 532485 5 1 6055937 896 521 33924 6 268416 10486793 20
is_linear=0
shrinkage=0.1


Tree=77
num_leaves=40
num_cat=27
split_feature=10 10 0 2 4 3 2 0 5 9 10 0 2 0 0 8 0 2 3 0 3 0 0 10 2 8 2 2 3 2 6 10 5 1 3 2 3 2 3
split_gain=0.853611 1.55121 1.32728 1.17039 1.7963 1.45297 0.962985 0.963805 0.749344 0.743775 1.65108 2.35252 2.13177 2.18788 2.01204 1.73949 1.54837 2.09177 1.54911 1.40347 1.83259 1.34413 1.03629 3.05559 3.72524 3.52183 7.86554 4.56599 1.90726 1.41547 5.14922 5.72429 4.08093 2.91549 13.5469 7.62527 1.0247 0.961048 0.814942
threshold=11.500000000000002 16.500000000000004 0 1 2 4.5000000000000009 3 4 5 6 3.5000000000000004 7 8 9 10 11 12 13 10.500000000000002 14 15.500000000000002 15 16 3.5000000000000004 17 18 19 20 8.5000000000000018 21 22 1.5000000000000002 23 24 1.5000000000000002 25 18.500000000000004 26 2.5000000000000004
decision_type=2 2 9 1 1 2 1 9 1 1 2 9 1 9 9 1 9 1 2 9 2 9 9 2 1 1 1 1 2 1 1 2 1 1 2 1 2 1 2
left_child=6 2 -2 -4 5 8 7 -1 -5 22 11 19 13 -13 -14 21 18 -18 -17 20 -11 -12 23 24 28 26 -25 -27 -8 33 32 -32 -31 35 -35 -24 -26 -21 -23
right_child=1 -3 3 4 -6 -7 9 -9 -10 10 15 12 14 -15 -16 16 17 -19 -20 37 -22 38 29 25 36 27 -28 -29 -30 30 31 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.0021432243444155798 -0.0027835355119675484 -0.005722874951904852 0 0 0 0 0.00029539034917409868 -0.013642872603347034 0.0340885564087419 0 0.016448105671120466 0.024286976592367726 0.010248617922791987 0 -0.0013922558177032185 -0.023843127465665657 0.0064551393992495669 -0.011218163065916819 0 0 0.011384841191604361 0.0043219779646581045 0.00836931528592544 0.011992916810804659 -0.0097692313621532932 0.0094833177857026139 -0.011932863241531694 -0.013122786344889351 -0.010664197904194914 0.0011572555620614278 -0.015467672038724468 -0.001782511160767316 -0.0046821699739625277 0.0034378469226104312 -0.0042116075398404658 0.00061680429782863077 0.0023422514939256032 -0.017153597180383097 -0.011091109711442153
leaf_weight=8.9469457338382181 15.425830019172279 28.006569048971869 25.487261733040214 0.95482907514087856 37.293012845562771 7.9370240692514917 1538.2828939385654 67.050768407538271 49.961315251654014 1104.6985475302645 23.227286870009266 100.88089091099391 188.24915056055761 78.160341939066711 311.47109329291561 67.141235656672507 104.17755172542093 78.871703694239841 9.1610456387279537 38.118504270882113 128.60480302682845 27.691123643016908 1436.4411286235627 570.17307864068425 814.05675318635986 89.161593268680008 132.21477558423067 216.00841885125556 142.45360036849161 6671.4698257109048 441.81643490339411 1076.5018804385763 1424.4591469273873 4179.5322323152795 5078.4989006444812 10001.414594439713 22.688050582073629 36.788212039624341 28.402680676837917
leaf_count=19283 2549 3032 2030 110 1944 534 168629 54380 4501 53865 2476 12334 19024 16098 29802 7374 6150 6492 677 4572 3532 2168 206893 57984 223933 15237 37886 25340 16119 512582 60814 187911 112652 135348 99136 982668 3648 5473 1226
internal_value=0 0.00662975 0.0115241 0.0147215 0.0189796 0.0282468 0 -0.00909997 0.0324917 2.58234e-05 0.00175018 0.00294463 0.00755088 0.016332 0.00287167 -0.00411326 -0.0082111 -0.000461046 -0.0176709 0.000157214 0.00131866 0.00537674 -8.52783e-05 -0.00170268 -0.0036107 0.0027257 0.00668483 -0.00531525 -0.000625211 9.49636e-05 -0.000893386 -0.00618106 7.9411e-05 0.000569405 -0.000726017 0.00164376 -0.00892207 -0.0101569 -0.00102411
internal_weight=0 165.066 137.059 121.633 96.1462 58.8532 36236.8 75.9977 50.9161 36160.8 2325.64 1986.97 678.761 179.041 499.72 338.673 259.352 183.049 76.3023 1308.21 1233.3 79.3211 33835.2 3525.04 2517.48 1007.56 702.388 305.17 1680.74 30310.1 9614.25 1518.32 8095.93 20695.9 9258.03 11437.9 836.745 74.9067 56.0938
internal_count=3106406 14700 11668 9119 7089 5145 3091706 73663 4611 3018043 171263 144700 77258 28432 48826 26563 20693 12642 8051 67442 57397 5870 2846780 548776 412329 136447 95870 40577 184748 2298004 873959 248725 625234 1424045 234484 1189561 227581 10045 3394
cat_boundaries=0 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=6560024 273 1 2 2425874 2 1 23168104 540 8651664 1579142 4 8653589 968 104 2361180 1856134 864 1 480 628 905 2 2 1 513 600
is_linear=0
shrinkage=0.1


Tree=78
num_leaves=40
num_cat=26
split_feature=3 0 8 2 0 2 8 2 0 1 0 10 0 2 1 3 10 10 8 10 0 3 6 0 1 3 0 10 2 8 3 8 10 2 2 0 3 10 2
split_gain=0.905825 2.45167 5.87996 2.44229 2.39943 5.62963 3.39192 4.62468 3.70174 2.37253 1.88308 1.85777 1.82958 1.5345 1.32692 1.55512 1.24329 1.19749 1.19669 1.17606 10.777 5.8505 5.58395 5.29258 4.5438 5.2058 4.40596 11.7832 5.48879 4.79525 4.53132 4.14945 5.11534 6.31704 5.02105 3.76893 3.8803 3.77442 3.66235
threshold=2.5000000000000004 0 1 2 3 4 5 6 7 8 9 3.5000000000000004 10 11 12 9.5000000000000018 5.5000000000000009 6.5000000000000009 13 1.0000000180025095e-35 14 10.500000000000002 15 16 17 3.5000000000000004 18 1.5000000000000002 19 20 5.5000000000000009 21 3.5000000000000004 22 23 24 12.500000000000002 1.5000000000000002 25
decision_type=2 9 1 1 9 1 1 1 9 1 9 2 9 1 1 2 2 2 1 2 9 2 1 9 1 2 9 2 1 1 2 1 2 1 1 9 2 2 1
left_child=4 2 3 -2 5 6 8 11 13 12 -7 -8 -9 16 15 17 -1 -5 -12 20 24 22 38 -24 25 -3 27 30 -29 -30 -21 35 34 -34 -33 37 -37 -28 -22
right_child=1 19 -4 14 -6 10 7 9 -10 -11 18 -13 -14 -15 -16 -17 -18 -19 -20 26 21 -23 23 -25 -26 -27 31 28 29 -31 -32 32 33 -35 -36 36 -38 -39 -40
leaf_value=0.018830099079705009 -0.0015550019520621443 0 -0.014544513348069631 0.034883791244722566 2.8759530122784175e-05 0 -0.00054947665606326016 0 -0.0090937079104312334 0 0 0.010361698991802601 -0.013173555463231824 0.0031200424083733616 0.00013960437419858527 0 -0.00022522692377632578 0 -0.026267073953963334 -0.0039480117563995267 -0.0089455604834658593 0.009060405294873855 0.027246710484786271 -0.011481364761103004 0 0.021939011126522537 0.0061276067932087633 0.017853078031638724 0.015043256808184233 -0.0082164471164416254 -0.029701259041905778 0.0079506002053709775 0.0012270691823344207 -0.016409873432014617 -0.002755594731621549 0.012400767958991843 -0.0089202983084237641 -0.00046869585431498782 -0.00031281201066088985
leaf_weight=136.29500528064091 25.762882145412732 174.13570238955435 30.838372945261654 91.102176592168689 21227.216463187808 53.66637832129345 622.14837219880428 157.81158564792713 133.0675073855964 299.08484484511428 29.929257947216684 161.25294491625391 629.94133903092006 536.18577408933197 41.293767643626779 12.445380943128837 5.0246548587456337 2.3482436286576549 127.97652299076799 156.66983997297939 958.71064863709034 428.98048889932397 70.064930711290799 16.296549028484151 238.09797590132803 423.71249095028907 1136.1542405090368 125.48716952399263 68.53764114776277 374.27317713454249 195.65262816208997 566.99249980572495 299.86704431750695 439.74293871363625 1522.4573752094366 575.36207136628946 60.551362972939387 3117.3756009050339 1134.9254576716849
leaf_count=17570 3682 25174 3448 12672 1792092 46008 66288 24132 16927 16961 26919 15696 85310 56354 1322 1569 603 335 184242 19533 40127 15800 3668 2179 7156 52819 67630 17542 6854 38170 29624 32278 16132 23242 79970 56562 7500 134541 57839
internal_value=0 0.000725191 0.010718 0.0185171 -0.000327766 -0.00301019 -0.00151981 -0.00391704 0.00358272 -0.00808089 -0.0174579 0.00160719 -0.0109454 0.00685875 0.0232146 0.0296961 0.0155717 0.0331169 -0.0223297 0.00049652 0.00205497 -0.00105341 -0.0032801 0.0176394 0.0116803 0.016276 -9.47066e-05 -0.00651223 0.00197788 -0.00304694 -0.0202424 0.000661823 -0.00231261 -0.00929754 0.000104015 0.00244851 0.0094675 0.00125085 -0.00452128
internal_weight=0 12287.8 203.791 172.952 24119.6 2892.38 2680.81 1870.24 810.573 1086.84 211.572 783.401 787.753 677.505 147.19 105.896 141.32 93.4504 157.906 12084 3444.92 2608.98 2180 86.3615 835.946 597.848 8639.12 920.62 568.298 442.811 352.322 7718.5 2829.06 739.61 2089.45 4889.44 635.913 4253.53 2093.64
internal_count=3106470 757368 23028 19580 2349102 557010 299841 208387 91454 126403 257169 81984 109442 74527 15898 14576 18173 13007 211161 734340 204762 119613 103813 5847 85149 77993 529578 111723 62566 45024 49157 417855 151622 39374 112248 266233 64062 202171 97966
cat_boundaries=0 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=16789513 3 67 24406537 992 6 640 4459016 1 2359296 24125440 544 1 12 8913746 2 262308 1 8995392 556 12 1 164 84 2102 306
is_linear=0
shrinkage=0.1


Tree=79
num_leaves=40
num_cat=25
split_feature=3 1 8 0 3 0 10 3 0 4 3 7 0 2 3 6 8 2 3 2 5 10 0 0 10 0 8 3 10 3 2 8 2 2 10 8 8 10 0
split_gain=0.865374 2.06235 2.37877 5.27899 3.59079 3.13912 1.77002 1.64395 2.16377 1.27176 1.02134 0.892041 4.20366 6.47629 3.95516 4.42883 4.10513 3.82947 2.28723 2.71236 2.15231 1.89199 2.09723 1.65915 7.09355 9.20739 8.72733 6.57214 16.4558 5.28894 7.58892 7.72818 4.15461 3.88084 3.22803 12.037 4.67839 1.10212 4.46745
threshold=37.500000000000007 0 1 2 47.500000000000007 3 4.5000000000000009 28.500000000000004 4 5 120.50000000000001 6 7 8 12.500000000000002 9 10 11 2.5000000000000004 12 13 1.0000000180025095e-35 14 15 1.0000000180025095e-35 16 17 10.500000000000002 2.5000000000000004 11.500000000000002 18 19 20 21 1.0000000180025095e-35 22 23 3.5000000000000004 24
decision_type=2 1 1 9 2 9 2 2 9 1 2 1 9 1 2 1 1 1 2 1 1 2 9 9 2 9 1 2 2 2 1 1 1 1 2 1 1 2 9
left_child=7 2 4 -4 -2 6 -6 11 -9 -5 -3 23 13 18 15 16 -14 -17 20 -20 -13 -16 -23 29 25 33 -27 32 -29 34 -31 -32 -26 -25 35 -1 -36 -15 -39
right_child=1 10 3 9 5 -7 -8 8 -10 -11 -12 12 14 37 21 17 -18 -19 19 -21 -22 22 -24 24 27 26 -28 28 -30 30 31 -33 -34 -35 36 -37 -38 38 -40
leaf_value=-0.0053124105599748825 -0.012777728485305593 -0.024702709661577157 0.015772575061906224 -0.031811303783315474 0.028854442085135247 -0.0057491794232789111 0 -0.0042233719681658323 0.018646920138415995 0 0 -0.0043954034122108809 0.0010713215501694376 0.025114322831302612 0 0.014274425115602075 -0.0054145611759592403 -0.0018073644060977456 0.011407827686025189 -0.0064451521278529739 0.010023197435094411 0.0014285350143418089 -0.022490439502563075 0.032568601352222955 0.00016296691957422984 -0.0038474634889411295 0.0095198046341925455 -0.02836762586739764 0.018807792703302528 -0.00013262063670082394 0.03191672042952913 -0.0029269629935692065 -0.0051075745518840403 -0.0018895716491364588 0.0023178836053184453 0.0026455387550579149 -0.0016921871936994748 0.026319795275025395 -0.0099502522855007061
leaf_weight=4106.6897057097958 24.528619684570003 34.449308450333774 8.310077933710998 46.52602553809993 76.973451056866907 20.358803152746987 7.2054574354551724 24.343781174335163 66.664664274605457 4.1692041701171538 11.160748921800403 513.1639347912278 3854.6998906721128 168.29449919273611 37.376866667997092 359.9033644774463 1249.6271572336555 181.32368291728199 338.55481159198098 61.31153911864385 91.611429636133835 21.72859560395591 115.16098121809773 110.9505859388737 3043.8868409571369 1184.112898233725 761.36795620200064 251.44029212140595 68.819884266806184 322.85652252146974 167.39137020206545 69.35914481987129 2715.9189854545002 25.153906138915772 8471.8595940425002 3422.9113019438446 4304.999529941404 12.130043909419326 49.928504455194343
leaf_count=373612 2325 908 971 3842 5090 2918 591 2141 4197 84 287 38592 163888 12563 1363 29944 54583 15912 16331 2467 8735 1939 4741 14471 342893 215379 112523 33522 5844 12611 7892 3675 466368 15664 616652 205906 300134 1293 3824
internal_value=0 -0.00567485 0 -0.0123568 0.00716135 0.016408 0.0229871 6.99184e-05 0.0117117 -0.0251983 -0.0196232 2.25427e-05 0.00103604 0.00623869 -5.36089e-05 0.000387291 -0.000488923 0.00876775 0.00210314 0.00782922 -0.00136818 -0.0137674 -0.0185839 -0.000214266 -0.00142489 0.00351029 0.00131914 -0.00317488 -0.0166311 0.000246834 0.00958442 0.0216771 -0.00229256 0.025514 -9.37749e-06 -0.00166248 0.000943006 0.0201857 0.0019253
internal_weight=0 233.682 188.072 59.0053 129.066 104.538 84.1789 36173.5 91.0084 50.6952 45.6101 36082.5 7054.82 1234.99 5819.82 5645.55 5104.33 541.227 1004.64 399.866 604.775 174.266 136.89 29027.7 8161.65 2081.59 1945.48 6080.07 320.26 20866.1 559.607 236.751 5759.81 136.104 20306.5 7529.6 12776.9 230.353 62.0585
internal_count=3106675 17016 15821 4897 10924 8599 5681 3089659 6338 3926 1195 3083321 356175 83805 272370 264327 218471 45856 66125 18798 47327 8043 6680 2727146 1206664 358037 327902 848627 39366 1520482 24178 11567 809261 30135 1496304 579518 916786 17680 5117
cat_boundaries=0 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 9 9437718 264944 10749980 1 1 13181205 896 2 5 896 384 2 1226 2163948 13115392 1 625 9 802 976 1 9 8986628
is_linear=0
shrinkage=0.1


Tree=80
num_leaves=40
num_cat=29
split_feature=3 0 8 7 2 0 8 2 2 0 4 2 0 10 0 10 8 10 5 2 2 0 6 3 5 10 2 6 3 10 0 2 3 2 0 5 10 1 4
split_gain=0.785812 2.19368 5.27397 3.02625 1.77565 1.71793 4.84738 4.26348 3.81383 3.76145 2.08659 1.67936 1.52971 1.51847 1.44965 1.4002 1.23553 6.37928 2.06177 4.37385 2.01338 1.54025 1.24658 1.2106 1.1108 1.07648 1.07078 1.0586 12.4479 7.18275 5.46827 5.83971 6.70107 4.84944 5.77441 4.7843 4.27987 3.83931 17.3953
threshold=2.5000000000000004 0 1 2 3 4 5 6 7 8 9 10 11 1.0000000180025095e-35 12 3.5000000000000004 13 1.5000000000000002 14 15 16 17 18 1.0000000180025095e-35 19 1.0000000180025095e-35 20 21 10.500000000000002 2.5000000000000004 22 23 4.5000000000000009 24 25 26 1.5000000000000002 27 28
decision_type=2 9 1 1 1 9 1 1 1 9 1 1 9 2 9 2 1 2 1 1 1 9 1 2 1 2 1 1 2 2 9 1 2 1 9 1 2 1 1
left_child=5 2 3 4 25 16 7 24 10 -10 11 14 -9 -13 -8 -12 17 20 21 -20 -1 26 -22 -14 -7 -2 -19 33 30 -30 36 32 -32 34 -3 -35 -29 38 -37
right_child=1 27 -4 -5 -6 6 8 12 9 -11 15 13 23 -15 -16 -17 -18 18 19 -21 22 -23 -24 -25 -26 -27 -28 28 29 -31 31 -33 -34 35 -36 37 -38 -39 -40
leaf_value=0.00174633321608252 0.013422233828906078 0.030583420728586275 -0.01390598063442706 -0.0014053465150723106 0.03171763897353088 0.033184945112110141 0.0027996978115694387 0.010420324521238306 0 -0.025025113855278582 0.021301760860000504 -0.0102746617587373 0.0021058317412881128 -0.0025755893590194531 -0.0047617019086351776 0 -9.1235817137187684e-05 0 0.0042312069678010532 -0.028612981007541789 0.022404384354745566 -0.010813493277078579 0 -0.011693395937001284 0 -0.0059213490924805417 0.016461214203822995 -0.018299647601737346 -0.021574681462949472 0.012056433941941154 0.0059562464557242449 0.0017534959693960761 0.029808040435253605 0.00033532156335159424 0.0016645165575515986 -0.011888755038923055 0.0047314421602486084 -0.013994181360089189 0.030157356261610969
leaf_weight=173.83461668348536 17.407206144183874 73.119703839744034 26.887489664484747 27.048412601230666 76.794336160332023 49.978733215426473 645.29718814737862 63.726377801114722 84.249860934021854 126.42909504678028 28.704014029819518 444.88940211987938 61.677452226082096 975.05578860430978 362.44360242923722 30.145091149723157 20606.070920945262 43.208159171801526 37.961828487539606 55.254531038983259 163.63969904463738 23.523701930069365 4.3810100836853954 86.719988262637344 9.3003344823373464 33.432598364131991 31.750067131506512 109.14798889585654 246.88483624770015 48.804750318115111 323.99389567528851 537.66940777693162 230.94404362584464 9277.0389626659889 270.76527931458986 338.14817902259529 138.42241882430244 409.71679660817608 104.05772069306113
leaf_count=8526 2274 19403 3046 1676 8995 10646 68763 11044 48326 186583 1589 52912 13949 115930 39090 1820 1749174 2226 3785 6082 10076 2476 626 12605 3907 4398 1625 17548 33334 4764 29230 54444 18887 467233 31660 30748 16236 9559 3544
internal_value=0 0.000697358 0.010628 0.0184144 0.0251541 -0.000282488 -0.00251932 0.00908933 -0.00391277 -0.0159728 -0.00253551 -0.00315973 0 -0.00532071 0 0.0119255 2.17605e-05 0.0046108 -0.0082323 -0.0170078 0.0128266 0 0.0196913 -0.00462743 0.0264041 0 0.00832885 0.000488678 0.0028373 -0.0145034 0.00711599 0.0101533 0.0171223 8.66659e-05 0.011141 -0.000301567 -0.00504043 -0.00735606 -7.19963e-05
internal_weight=0 12290.3 181.57 154.683 127.634 24108.2 2968.62 271.403 2697.21 210.679 2486.54 2427.69 212.124 1419.95 1007.74 58.8491 21139.6 533.554 191.698 93.2164 341.855 98.4819 168.021 148.397 59.2791 50.8398 74.9582 12108.7 1635.87 295.69 1340.18 1092.61 554.938 10472.8 343.885 10129 247.57 851.923 442.206
internal_count=3108739 756979 20389 17343 15667 2351760 567164 52151 515013 234909 280104 276695 37598 168842 107853 3409 1784596 35422 16194 9867 19228 6327 10702 26554 14553 6672 3851 736590 174443 38098 136345 102561 48117 562147 51063 511084 33784 43851 34292
cat_boundaries=0 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=16785417 3 1 195 9245174 4 552 992 3179521 1 640 4194824 11272 8 2 593 610 262438 2 2 355 2 4784196 832 15 8718290 2 1 1
is_linear=0
shrinkage=0.1


Tree=81
num_leaves=40
num_cat=25
split_feature=2 0 10 10 9 6 3 10 10 0 0 0 8 6 2 3 10 3 3 8 3 2 7 0 10 10 5 3 3 8 7 6 2 0 8 0 2 0 5
split_gain=0.711894 4.99936 2.61735 1.55854 0.96301 1.23244 0.612638 5.22968 12.8935 13.617 9.92833 9.21237 6.17696 7.88783 4.33182 9.19474 4.06862 3.30937 2.88011 3.68988 2.12072 4.1964 3.85737 1.90225 1.77757 1.46423 1.20975 3.21744 2.20967 0.989768 0.93093 3.39389 4.71476 8.5456 6.03497 4.85478 3.32864 3.35841 3.56922
threshold=0 1 3.5000000000000004 1.5000000000000002 2 3 6.5000000000000009 1.5000000000000002 1.0000000180025095e-35 4 5 6 7 8 9 8.5000000000000018 5.5000000000000009 54.500000000000007 66.500000000000014 10 9.5000000000000018 11 12 13 6.5000000000000009 3.5000000000000004 14 13.500000000000002 10.500000000000002 15 16 17 18 19 20 21 22 23 24
decision_type=1 9 2 2 1 1 2 2 2 9 9 9 1 1 1 2 2 2 2 1 2 1 1 9 2 2 1 2 2 1 1 1 1 9 1 9 1 9 1
left_child=1 3 -3 4 5 -1 30 8 10 -10 17 16 13 -11 15 24 20 -8 19 -12 22 -22 -9 -14 -13 -17 27 -16 -28 -20 -2 36 35 34 -34 -33 -32 -38 -39
right_child=6 2 -4 -5 -6 -7 7 11 9 12 18 14 23 -15 26 25 -18 -19 29 -21 21 -23 -24 -25 -26 -27 28 -29 -30 -31 31 32 33 -35 -36 -37 37 38 -40
leaf_value=0.02327390220817481 -0.00034068233154395779 -0.028674291023437742 0.0010149920842116072 -0.0025734553690217573 0 0 0.026724076672275929 0.018825523350044823 -0.024482394621197959 0.012403774663175392 -0.0066329042485919702 0.029313311832914773 0.0010283915826411417 -0.014023351120442229 -0.0052193602419782492 0.0023227822800455213 -0.0031418499733534447 -0.0063199168719744615 0.024288451908051147 0.0055207296559871 0 0.03596193951345783 -0.0048958896672040538 -0.019582967522427313 0 -0.011012946739126731 0 0.011839697325456741 -0.023514085009374776 0 0.015581390666074488 -0.016334309617446731 -0.0098160575787638003 -0.0076991357710666387 0.02569505714544525 0.011052510119067722 -0.0019702974290525441 0.0016175765146537382 0.01716053574656164
leaf_weight=50.629458892755792 26268.81693704674 69.507137235381379 13.54449299637781 41.252018571191002 7.9897669929487156 5.3267945080006021 206.18418726325035 126.67382988761528 359.76646576561325 372.30683875433169 507.04904579823778 133.89539677876746 28.451049238094129 120.8163791684201 480.86201196012553 166.53773781150812 50.784652541944524 7.2446083643008015 24.291225032648072 406.80929090251448 55.253141014371067 137.71158701574313 76.08006063150242 144.92942020134069 9.3504654541611654 91.747593243140727 84.650543350959197 106.70568453404121 52.028247016263776 4.529780943645167 97.283097021165304 106.99662610329688 25.983553131809458 104.68652579374611 294.59852057031458 68.633333527250215 3632.9059219193878 1721.8461178062716 142.05556811846327
leaf_count=17294 2379082 135944 16394 9053 1951 1188 20745 14129 50373 14318 20493 4985 1791 12674 13102 6698 5251 676 889 14003 4617 13790 5072 6517 384 3587 3823 3710 3532 202 5560 9417 2308 11410 24414 6802 129147 121255 11870
internal_value=0 -0.00553773 -0.0203906 0.00650914 0.0152053 0.0190978 5.96987e-05 0.00126828 -0.00179196 -0.00990574 0.00522603 0.00565726 -0.000532057 0.00483035 0.000357027 0.00845452 0.0171598 0.0227931 0.000124372 -0.000913072 0.0209108 0.0290271 0.00915177 -0.015236 0.0266513 -0.00202676 -0.00394731 -0.00121091 -0.0118126 0.0218294 -7.18733e-05 0.00101592 0.0079814 0.0134027 0.0212152 -0.00417575 0.000175789 -0.000153591 0.00319676
internal_weight=0 188.25 83.0516 105.198 63.946 55.9563 36218.5 3754.66 2182.38 1026.27 1156.11 1572.28 666.504 493.123 1125.78 401.531 446.503 213.429 942.679 913.858 395.719 192.965 202.754 173.38 143.246 258.285 724.246 587.568 136.679 28.821 32463.8 6194.99 600.899 425.269 320.582 175.63 5594.09 5496.81 1863.9
internal_count=3108450 181824 152338 29486 20433 18482 2926626 225361 142681 85673 57008 82680 35300 26992 39821 15654 42859 21421 35587 34496 37608 18407 19201 8308 5369 10285 24167 16812 7355 1091 2701265 322183 54351 38132 26722 16219 267832 262272 133125
cat_boundaries=0 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=3 2359328 1 2 8390474 25700810 8671047 3 2 96 1 560 1 2101264 2 9 1 2 120 15151 4 65660 16 3150250 2
is_linear=0
shrinkage=0.1


Tree=82
num_leaves=40
num_cat=21
split_feature=3 1 8 0 3 0 10 3 0 4 3 10 10 7 2 10 10 0 4 3 0 2 2 3 3 2 0 3 0 7 3 2 10 3 2 0 10 3 4
split_gain=0.763073 1.85932 1.52458 4.70065 3.14558 2.61602 1.49329 1.35658 1.87596 1.15709 0.94334 0.825845 0.781813 0.715855 0.935927 0.691938 1.43265 1.09714 1.02745 0.868442 0.827783 0.871556 0.777588 1.15308 0.623996 4.77392 2.08266 1.43729 9.35006 0.832204 0.742884 0.561231 0.5362 0.500379 0.453247 0.44458 0.360446 0.228674 0.223357
threshold=37.500000000000007 0 1 2 47.500000000000007 3 5.5000000000000009 28.500000000000004 4 5 120.50000000000001 1.5000000000000002 1.5000000000000002 6 7 11.500000000000002 14.500000000000002 8 9 4.5000000000000009 10 11 12 3.5000000000000004 22.500000000000004 13 14 14.500000000000002 15 16 27.500000000000004 17 7.5000000000000009 242.50000000000003 18 19 5.5000000000000009 146.50000000000003 20
decision_type=2 1 1 9 2 9 2 2 9 1 2 2 2 1 1 2 2 9 1 2 9 1 1 2 2 1 9 2 9 1 2 1 2 2 1 9 2 2 1
left_child=7 2 4 37 12 6 -6 15 34 33 -3 -7 -2 14 -10 22 17 -17 19 -19 -18 -22 23 38 27 30 -27 29 -29 -24 -26 -15 -33 36 -9 -25 -5 -4 -1
right_child=1 10 3 9 5 11 -8 8 13 -11 -12 -13 -14 31 -16 16 20 18 -20 -21 21 -23 24 35 25 26 -28 28 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.015785254257705338 -0.018784310216873393 -0.02362124204893087 0.020475546587629474 -0.032052776503254159 0.025267809047308701 -0.015517017673723025 0 5.5131670282444062e-05 0 0 0 0.0011000598568815538 0 0.0084862977040998031 0.025008646487531774 -0.0025079239451281758 0.0060639085930244366 0.024359865788245422 0 0 0.0016090514966291417 -0.014233426462681451 -0.00027076669953789623 0.0092174650471479585 0.028629050155920672 -0.019107895595528404 0.0040482484971189597 0.012070342688259236 -0.017960524987739028 0.00095108078630883443 0 -0.013758054162591009 0 0 -0.010264083890356299 -0.0021116481928960457 0 0 0
leaf_weight=58.773048260642099 17.608727710961833 33.684182353317738 8.9496686441707389 41.032109743740875 83.050028524012305 12.536475805798547 3.6652969226706764 11.749348139084757 5.3418440874083899 4.1670080535113803 11.176722693722693 7.5402891641715533 6.9631073373020618 5.8414284239988774 42.013689236715436 7.1162676218082197 4.2850480265624356 58.48404268125887 36.472964954329655 9.5056937693152559 6.1992486577364616 43.283991383214016 28308.830933920435 11.908355610095894 10.272952589351913 111.28434314686456 16.565253608394414 409.83995041874005 91.428500396839809 6892.8146563490154 1.855958026484587 13.319652855396271 0.54920925898477513 0.20143245253711839 13.316596824734008 3.9248471297905771 1.6739134186645959 0.52585588372312564 0.29033569063903897
leaf_count=66280 1624 908 1055 3280 5385 1895 322 1037 466 82 287 1016 732 327 2445 1224 650 5484 1857 637 971 3803 2609797 2610 975 7374 1835 19591 9688 347859 133 745 37 18 1310 4939 174 42 21
internal_value=0 -0.00534487 0 -0.0100748 0.00563732 0.0143729 0.0203988 5.98654e-05 0.010586 -0.0231671 -0.0186721 -0.00530559 -0.0128283 0.0171602 0.0232831 1.591e-05 0.00595448 0.0120479 0.014702 0.0211474 -0.00289536 -0.00906404 -8.02917e-06 -0.00822597 9.93523e-06 -0.00602216 -0.0140705 4.70194e-05 0.00521243 -2.23962e-05 0.0199141 0 -0.00654975 -0.0297133 -0.00375608 0.00187003 -0.0308893 0.0150488 -0.0149427
internal_weight=0 232.775 187.914 56.55 131.364 106.792 86.7153 36175.3 92.1318 47.0745 44.8609 20.0768 24.5718 67.0658 47.3555 36083.1 165.347 111.579 104.463 67.9897 53.7683 49.4832 35917.8 74.8966 35842.9 139.979 127.85 35702.9 501.268 35201.6 12.1289 19.7103 13.8689 42.9075 25.0659 15.8332 42.706 9.47552 59.0634
internal_count=3108915 16820 15625 4651 10974 8618 5707 3092095 6367 3554 1195 2911 2356 4020 2911 3085728 14626 9202 7978 6121 5424 4774 3071102 73850 2997252 10317 9209 2986935 29279 2957656 1108 1109 782 3472 2347 7549 3454 1097 66301
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 9 9699862 264944 11339804 1 1 772 6588440 1 2920468 531 2 12 10489394 3146110 1 288 56 2163762 1
is_linear=0
shrinkage=0.1


Tree=83
num_leaves=40
num_cat=28
split_feature=3 8 2 0 2 0 10 0 0 10 10 2 2 10 10 10 2 0 6 8 0 0 0 6 2 3 6 2 0 6 3 3 2 0 0 10 0 2 4
split_gain=0.64618 3.38291 4.87229 6.93674 3.73463 4.79714 3.57917 3.71198 3.22276 3.28183 3.1469 2.66835 2.65167 2.37539 1.84492 1.69255 1.53989 5.34832 4.23507 1.55991 7.46473 4.15816 3.32977 2.50845 2.34835 2.30143 2.26288 1.61144 1.64629 1.55914 16.4563 8.07817 2.60079 4.32298 2.87747 2.11333 1.54594 1.98915 1.41235
threshold=1.0000000180025095e-35 0 1 2 3 4 3.5000000000000004 5 6 1.0000000180025095e-35 4.5000000000000009 7 8 1.5000000000000002 4.5000000000000009 2.5000000000000004 9 10 11 12 13 14 15 16 17 6.5000000000000009 18 19 20 21 12.500000000000002 3.5000000000000004 22 23 24 2.5000000000000004 25 26 27
decision_type=2 1 1 9 1 9 2 9 9 2 2 1 1 2 2 2 1 9 1 1 9 9 9 1 1 2 1 1 9 1 2 2 1 9 9 2 9 1 1
left_child=1 4 3 15 5 -1 7 -6 9 -4 -5 -9 -11 -7 -8 -3 17 18 -2 21 23 25 24 38 26 36 -22 -24 -29 32 31 -31 33 -23 -34 -32 -18 -38 -21
right_child=16 2 8 10 6 13 14 11 -10 12 -12 -13 -14 -15 -16 -17 19 -19 -20 20 22 29 27 -25 -26 -27 -28 28 -30 30 35 -33 34 -35 -36 -37 37 -39 -40
leaf_value=0.015469192715205091 0.030269041959756687 -0.0058709083138810889 0.00051530557175857763 -0.036604382174201748 -0.0084128868585782654 -0.00036864797830174305 -0.015226375297042755 0.019477735307733918 -0.00038245713252318004 0.0016975013612470166 0 0.0058955672662221389 -0.019096547540828963 -0.016607276236494918 0.0020602839651402537 0.010923700538152526 0.01486470093340414 0 -0.0032629361851001168 -0.028870417160487806 0.0029452675184379897 -0.0038994485914144194 0.011786225295074435 0 -0.0042607549851143142 0.021094751856971398 -0.0098730147497600486 0.0078469174167687047 -0.0080641501977243204 0.0008389261646587796 -0.028495863046572281 0.013388305705319795 0.0017577605697646982 0.0025546897406292105 -0.0020726867500142519 0 0.014487625823466299 -0.00066348520146065437 0
leaf_weight=64.503374758616701 97.908092923742515 179.31776422683106 166.42583800366265 97.680827379903349 64.590806234100455 249.75199857971165 69.753505432774546 274.20968766757142 9084.3173807886051 47.179990104166791 11.292994388280929 604.96317383251153 227.35825073355227 161.51400989136891 85.978216492760112 51.429226474749157 84.923068406249513 560.51100024398693 24.734938313289604 123.69099779092357 1137.0126206070418 1203.6300638512766 256.64107077388326 65.999159790633712 1659.8757129356818 96.339849785377737 120.12286071560811 87.035306580626639 92.873131358763203 1779.1040120457365 148.8619722170115 729.01479343851679 2478.8385522009557 5638.8168770988923 8012.7037479118444 28.332074276404455 58.827524775173515 481.86632843530606 2.7700594943016759
leaf_count=9369 41496 36246 22794 208507 16006 14562 8217 25073 829895 5614 19295 47577 38198 14640 9648 10081 12786 135780 18961 12816 53013 115749 24608 7329 88735 11344 11337 9798 8427 194785 18333 66395 218869 303516 378826 2655 6246 51327 133
internal_value=0 -0.000609803 -0.00132158 -0.0124937 0.00358802 -0.00323221 0.00681238 0.00928624 -0.000841175 -0.00884975 -0.0295673 0.0111214 -0.0152941 -0.00794134 -0.00527608 -0.000145438 0.000296432 0.00485757 0.020862 0.000147906 -0.00176047 0.000491368 -0.000461506 -0.0191299 -0.00178821 0.00775317 0.00127589 0.00717996 0 0.000199592 0.00243388 0.00471988 -0.00013275 0.00135971 -0.00113594 -0.0244741 0.00448809 0.00135274 -0.0269903
internal_weight=0 11440.3 9865 339.721 1575.26 475.769 1099.5 943.764 9525.28 440.964 108.974 879.173 274.538 411.266 155.732 230.747 24970.4 683.154 122.643 24287.3 3546.02 20741.3 3353.56 192.46 2917.01 721.957 1257.14 436.55 179.908 20019.3 2685.31 2508.12 17334 6842.45 10491.5 177.194 625.617 540.694 126.461
internal_count=3108986 1315722 1170630 274129 145092 38571 106521 88656 896501 66606 227802 72650 43812 29202 17865 46327 1793264 196237 60457 1597027 216196 1380831 195918 20278 153085 81703 64350 42833 18225 1299128 282168 261180 1016960 419265 597695 20988 70359 57573 12949
cat_boundaries=0 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=12 15 32538656 642 12065294 27566604 15814664 265 512 13 19170396 2 3 78861 77837 2359794 2 320 2 848 9961984 2 176 9437202 15205394 77824 512 1
is_linear=0
shrinkage=0.1


Tree=84
num_leaves=40
num_cat=24
split_feature=3 0 10 3 10 3 0 7 2 2 3 6 2 0 0 0 8 10 10 3 8 2 0 0 8 10 3 0 2 10 10 8 8 0 8 10 10 8 2
split_gain=0.664995 1.77594 2.36882 2.02548 1.91363 1.40625 1.65728 0.597128 0.874722 0.539148 0.535273 7.31258 8.97541 7.73252 5.84498 4.43661 3.67103 1.76529 2.39382 1.49938 1.43661 0.871563 7.50379 1.75864 1.57924 1.41597 1.15473 0.537126 5.51491 5.47895 1.01866 9.41115 2.78379 0.991547 0.514804 0.50551 0.497789 0.493351 0.42982
threshold=37.500000000000007 0 1.0000000180025095e-35 93.500000000000014 2.5000000000000004 28.500000000000004 1 2 3 4 11.500000000000002 5 6 7 8 9 10 1.5000000000000002 1.0000000180025095e-35 13.500000000000002 11 12 13 14 15 9.5000000000000018 1.0000000180025095e-35 16 17 1.0000000180025095e-35 1.0000000180025095e-35 18 19 20 21 7.5000000000000009 1.5000000000000002 22 23
decision_type=2 9 2 2 2 2 9 1 1 1 2 1 1 9 9 9 1 2 2 2 1 1 9 9 1 2 2 9 1 2 2 1 1 9 1 2 2 1 1
left_child=5 4 3 -3 34 10 38 8 -8 -9 21 12 13 -12 -13 19 -15 18 -16 -14 -17 22 23 36 -24 -26 -25 28 33 -30 31 -29 -32 -23 -2 -11 -1 -5 -7
right_child=1 2 -4 37 -6 6 7 9 -10 35 11 14 15 16 17 20 -18 -19 -20 -21 -22 27 24 26 25 -27 -28 30 29 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0034289088349593608 0.0038063976700004618 -0.0072079236349083704 -0.017844204505125704 0.020555663320292621 0.021917222207450647 0.00047548398548054441 0.024140269248602561 0.0084768520738481481 0 -0.013305133047984009 -0.010245578297346156 0.014157036165402374 0 0.033745283033220372 5.5188137385329642e-06 0.0051246487900027766 0.00035089842075801229 0 -0.030850804618477085 0.02755004647314099 -0.0060013737379711538 0 0 0 -0.031228631452051622 0 0.019659967002636915 -0.0035905515627240045 0.018796331635670887 0.0015747732136762742 0.00095319764775076701 0.0024977183134160101 -0.0016233050712566766 -0.010615009563082102 -0.0075642662713540539 0 0.0025260485593602117 0 -0.0096405939711204369
leaf_weight=298.72923530681874 5.2298890575184487 32.943462159717456 114.99942434823606 12.682798352907412 14.927980141073929 11.532437573288915 42.50351196032716 5.8427646793425083 5.2678485841606735 13.113568774657324 40.612632813747041 24.677649442892289 21.287082536087837 172.70832612152299 7.7432666843524194 87.020917423069477 72.245754275820218 54.202343456447124 110.91643535264302 41.663800701033324 515.42936033819569 192.7143569272539 25.620215196773643 27.197988195806829 99.014725634959177 0.77784351169248012 52.810574109029403 5703.2812804240493 226.42287766913796 864.45750150635286 17077.808387768233 4467.5483421280005 5464.844394380656 254.62694165055655 44.756586166564375 0.60076364921405989 174.46915171813453 6.2848402825766252 12.952172816847453
leaf_count=36097 608 1466 8517 451 1370 1012 2383 329 572 740 5117 3144 2010 8103 529 3646 4389 5665 16944 4220 21675 79612 21317 23149 150524 640 13863 538854 28144 107407 1255857 297709 401086 35434 4215 39 19818 292 1263
internal_value=0 -0.00498133 -0.0102459 0.00204397 0.0049158 6.98328e-05 0.0108029 0.0167889 0.0224886 0 2.52585e-05 0.00212624 0.00603756 0.0196315 -0.0136981 -0.000239172 0.0263807 -0.0203536 -0.0272244 0.0185884 -0.00370831 -3.70057e-05 -0.00348728 0.00149961 -0.0223417 -0.0272325 0.0125013 2.6604e-05 0.00183412 0.00577283 -5.1364e-05 -0.000888453 0.000313681 -0.00684065 -0.00211234 -0.00624872 -0.000605387 0.0188107 -0.00288422
internal_weight=0 231.825 166.911 51.9111 64.9145 36170.6 91.8131 67.3285 47.7714 19.5571 36078.8 1148.51 950.968 285.567 197.54 665.401 244.954 172.862 118.66 62.9509 602.45 34930.3 678.62 553.207 125.413 99.7926 80.0086 34251.7 1538.22 1090.88 32713.5 10170.8 22542.7 447.341 49.9865 13.7143 473.198 18.9676 24.4846
internal_count=3108210 16919 10726 2209 6193 3091291 6338 4063 2955 1108 3084953 75442 49160 17609 26282 31551 12492 23138 17473 6230 25321 3009511 265408 92927 172481 151164 37012 2744103 250597 135551 2493506 836563 1656943 115046 4823 779 55915 743 2275
cat_boundaries=0 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=9439898 11274268 1 248 288 2 142 11282572 266388 3670088 9 4 10 20251831 65698 12 9008128 133 1 5 8413184 2 1 56
is_linear=0
shrinkage=0.1


Tree=85
num_leaves=40
num_cat=22
split_feature=4 0 1 0 2 8 1 5 2 3 3 1 3 10 3 3 10 2 0 1 3 3 10 9 5 10 0 3 10 0 10 0 2 1 10 8 10 0 10
split_gain=0.578376 7.28931 8.87506 4.02567 1.9677 5.8697 6.54405 3.45857 7.51449 4.43349 4.38678 4.23927 12.4582 3.6965 7.37656 3.03861 2.40789 1.89663 2.23259 1.86953 4.38506 4.32294 1.67105 1.74805 1.62326 7.18413 5.77215 6.0571 5.58219 7.65077 3.73601 4.11709 3.68652 3.63807 7.34664 3.54914 3.2149 2.6102 2.538
threshold=0 1 2 3 4 5 6 7 8 1.5000000000000002 1.0000000180025095e-35 9 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 1.5000000000000002 10 11 12 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 13 14 5.5000000000000009 15 2.5000000000000004 1.5000000000000002 16 5.5000000000000009 17 18 19 6.5000000000000009 20 2.5000000000000004 21 1.5000000000000002
decision_type=1 9 1 9 1 1 1 1 1 2 2 1 2 2 2 2 2 1 9 1 2 2 2 1 1 2 9 2 2 9 2 9 1 1 2 1 2 9 2
left_child=24 4 17 -4 5 15 -7 11 9 10 -9 13 -13 -6 -15 22 -17 18 -3 20 -10 -21 -2 -24 30 26 27 -26 29 -28 38 -32 -30 -33 -35 37 -34 -27 -1
right_child=1 2 3 -5 7 6 -8 8 19 -11 -12 12 -14 14 -16 16 -18 -19 -20 21 -22 -23 23 -25 25 35 28 -29 32 -31 31 33 36 34 -36 -37 -38 -39 -40
leaf_value=-0.00042690579519268253 0.0024810467887472079 -0.0044860030270908666 0.022872606732731823 -0.0081745458785674237 -0.00091826798792916042 0.01519743208595498 -0.014108350305378749 0.0073662449670155164 -0.0031508536920309611 -0.00041060401839541178 0.040241260076473072 0.017337391788909653 -0.010855260778467449 -0.017843909535382545 0.0012185103569952681 -0.0056669587167119595 0.019008823823303433 0.042309535712561797 0.01712978137428002 0.00024705053745416577 0.01611805035463738 -0.024724612263607552 -0.012803881040066779 0.0063088851454921255 -0.02018268454072367 0.022999895053210664 -0.0029504928780754876 0.00065844566046267946 0.0020568331982695211 0.029005346509412257 -0.012079212542882302 -0.0068573263881134402 -0.011580608776062554 0.03030676770042038 -0.01050873331447901 -0.0024987124095030102 -0.0026880334762302994 0.0052406739920257085 0.0015646161707396689
leaf_weight=15805.671477494223 71.50590915302746 35.683614549983758 12.522498872131107 151.56177036929876 743.12989367451519 470.21213058149442 55.112877018749714 148.43706204229966 517.22845638170838 85.391374093014747 70.723423333372921 285.89490901632234 272.87191399745643 523.82986310892738 270.62579263537191 25.145224248524755 63.015082661760971 59.163024384404707 69.135652970056981 135.60840498097241 118.68019607244059 75.720545230433345 323.80485869757831 14.691023814026265 375.12911549588898 91.319879916190985 132.18781736650271 168.77213239099365 785.36924271391763 91.496944363272632 465.64687291191512 128.10706821960048 639.87735164423793 75.101636569947004 41.652317019179463 352.17202744182214 1444.7420946626262 654.45232409059827 10556.517288450683
leaf_count=1487402 1921 2738 478 4870 11879 12521 1025 5255 28138 2011 2385 5749 3224 11261 4676 453 1678 5493 5294 3589 4789 1046 15551 579 108820 12798 16675 19831 89403 13855 32170 17026 115974 3421 2394 37577 201788 59683 751931
internal_value=0 0.0010592 0.014565 -0.000332866 -3.64453e-05 0.00363 0.0107923 -0.00131308 0.00289348 0.0154411 0.022747 -0.00377975 0.00320847 -0.00652348 -0.0111785 -0.00360613 0.00977995 0.0295156 0.00849302 -0.00180424 0.000558933 -0.00941862 -0.0077188 -0.0107142 -0.000136318 -0.00184322 -0.00402548 -0.0132654 -0.00214382 0.0118496 0.000152893 -0.00683273 -0.0034566 0.00262628 0.0145299 0.00503555 -0.0056583 0.0088572 0.000360087
internal_weight=0 4599.7 328.067 164.084 4271.63 1023.49 525.325 3248.14 1151.79 304.552 219.16 2096.35 558.767 1537.59 794.456 498.162 88.1603 163.982 104.819 847.238 635.909 211.329 410.002 338.496 31808.2 4735.52 3637.57 543.901 3093.67 223.685 27072.7 710.508 2869.99 244.861 116.754 1097.94 2084.62 745.772 26362.2
internal_count=3107351 136603 18873 5348 117730 33728 13546 84002 47213 9651 7640 36789 8973 27816 15937 20182 2131 13525 8032 37562 32927 4635 18051 16130 2970748 676404 566346 128651 437695 30530 2294344 55011 407165 22841 5815 110058 317762 72481 2239333
cat_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 268320 1 8388609 60 1 1 2 768 1 392 8389187 1 1 2 11273483 8228 15747626 772 1 1 12624070
is_linear=0
shrinkage=0.1


Tree=86
num_leaves=40
num_cat=24
split_feature=4 0 2 8 1 3 10 5 2 0 8 3 3 1 3 3 9 10 1 3 3 10 5 10 0 3 0 8 10 0 0 6 0 7 7 10 0 3 2
split_gain=0.493681 6.59075 1.34171 4.54035 7.95492 2.52561 2.32396 1.80928 6.6615 3.71272 2.9762 2.8671 3.09929 2.37877 10.5907 3.63768 1.68475 1.54909 1.5422 3.68238 2.86799 1.27272 1.26416 6.19274 10.7853 9.31341 9.12056 4.66424 3.37233 6.93904 3.05096 3.74404 3.03641 4.44514 3.51318 2.96597 7.44032 7.15799 5.6541
threshold=0 1 2 3 4 1.5000000000000002 1.5000000000000002 5 6 7 8 1.5000000000000002 1.0000000180025095e-35 9 1.5000000000000002 5.5000000000000009 10 1.0000000180025095e-35 11 1.5000000000000002 1.0000000180025095e-35 6.5000000000000009 12 3.5000000000000004 13 2.5000000000000004 14 15 4.5000000000000009 16 17 18 19 20 21 1.5000000000000002 22 1.5000000000000002 23
decision_type=1 9 1 1 1 2 2 1 1 9 1 2 2 1 2 2 1 2 1 2 2 2 1 2 9 2 9 1 2 9 9 1 9 1 1 2 9 2 1
left_child=22 2 3 5 21 16 -7 9 11 13 -11 12 -9 15 -15 -4 17 -2 19 -10 -20 -5 28 24 -24 -26 -25 32 35 -30 -27 -32 34 -34 -28 -1 -37 38 -38
right_child=1 -3 7 4 -6 6 -8 8 18 10 -12 -13 -14 14 -16 -17 -18 -19 20 -21 -22 -23 23 26 25 30 27 -29 29 -31 31 -33 33 -35 -36 36 37 -39 -40
leaf_value=-0.00033168555216956779 0.0010164073087244629 0.021641940745972432 -0.007046368396685862 0.015599625463816652 -0.017398934351119954 -0.0061240643464397886 0.017841946367537595 0.0064412643626424087 -0.0033107118714351784 -0.0098631344763206851 0.015840044947324335 0 0.033912354992489881 0.014568824695626578 -0.011564762519642622 0.01091706337927335 0.0092894869764685983 -0.011705802900873939 0.0016377054109552062 0.014154113725199584 -0.017530594421874469 0 0.010332093127473928 0.018984838740104246 -0.012381987192502259 -0.0028313596621824038 -0.018858742732169184 -0.008227429838238055 0.0047001263209542109 -0.0081044423923286573 -0.0071655283347161897 0.018344428861542413 0.0068216249293223388 -0.0058502966569021486 0.0061110790189583195 -0.0031338771891071477 0.019030506899037278 0.00048639548819859953 0.0051716080020316928
leaf_weight=15790.92748822561 69.149913018802181 110.4600587084351 1454.5007786366623 461.77309550705831 58.446563937701285 25.424399817362428 67.118084738962352 156.3356267423369 520.22452801209874 17.08516331971623 146.62535031582229 91.675922393333167 77.475891168694943 287.13165080267936 268.26646687928587 83.13843784853816 17.900742634665221 322.975800588727 97.818557370919734 123.72566115250811 124.79775435524061 19.403268751688302 327.95665767325772 236.48951634846526 1435.0245486881213 347.88646353813238 107.48835723292723 517.65694057993824 569.67095899595733 1245.2632179861466 42.879922588545014 164.62794164157094 1181.6129960912913 308.99066565977409 52.470476381713524 2172.7566808573247 327.07626323903969 3969.0347636003717 2990.2259827898124
leaf_count=1488481 1894 6573 27977 11869 1155 483 1830 5625 28720 841 6971 2244 2579 5827 3218 1039 667 15860 2760 5023 2423 1101 63574 61199 282809 26719 15295 54228 57160 74397 5448 21503 121560 18087 5964 237027 45866 187779 204618
internal_value=0 0.00102657 0.000264463 0.00338399 0.00958362 -0.00293559 0.00892224 -0.000620226 0.00237091 -0.00234448 0.0102749 0.0138104 0.0195026 -0.00363535 0.00148763 -0.0056934 -0.00678622 -0.00883881 -0.00204083 8.04445e-05 -0.00872615 0.0144642 -7.43336e-05 -0.00158511 -0.00527526 -0.0081215 0.0018705 -0.00017887 0.000179702 -0.00393012 0.00230591 0.0111031 0.00230284 0.00390824 -0.00894621 0.00049129 0.00189348 0.0034399 0.0068583
internal_weight=0 4601.45 4490.99 1042.19 539.623 502.569 92.5425 3448.8 1192.05 2256.75 163.711 325.487 233.812 2093.04 555.398 1537.64 410.026 392.126 866.567 643.95 222.616 481.176 31788 4723.08 2318.38 1990.42 2404.71 2168.22 27065 1814.93 555.394 207.508 1650.56 1490.6 159.959 25250 9459.09 7286.34 3317.3
internal_count=3108393 136679 130106 34859 14125 20734 2313 95247 49374 45873 7812 10448 8204 38061 9045 29016 18421 17754 38926 33743 5183 12970 2971714 676386 400053 336479 276333 215134 2295328 131557 53670 26951 160906 139647 21259 2163771 675290 438263 250484
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 793778 60 1 1 2 768 263202 4 1 1 1 2 4280342 8446152 5 9283394 2622625 2 269315 1 1 13136080 58
is_linear=0
shrinkage=0.1


Tree=87
num_leaves=40
num_cat=21
split_feature=3 1 3 6 0 2 0 0 5 3 2 10 10 3 8 0 3 0 10 3 3 4 3 10 3 10 10 0 10 2 2 10 10 0 4 0 2 2 0
split_gain=0.531299 1.63345 1.3842 5.17217 4.85612 4.44896 6.84634 4.20963 2.62708 2.00535 1.9152 1.85306 1.44858 1.43813 1.3697 4.53797 2.7926 2.14928 1.38338 1.32656 1.19897 1.07108 0.900985 0.879654 0.76835 0.764283 0.728838 0.710101 0.805978 0.757057 0.663288 0.518094 1.27507 1.02753 0.82155 0.700194 0.766259 0.654257 5.22423
threshold=37.500000000000007 0 11.500000000000002 1 2 3 4 5 6 27.500000000000004 7 2.5000000000000004 1.0000000180025095e-35 30.500000000000004 8 9 47.500000000000007 10 5.5000000000000009 13.500000000000002 28.500000000000004 11 116.50000000000001 4.5000000000000009 34.500000000000007 1.5000000000000002 1.5000000000000002 12 1.0000000180025095e-35 13 14 11.500000000000002 14.500000000000002 15 16 17 18 19 20
decision_type=2 1 2 1 9 1 9 9 1 2 1 2 2 2 1 9 2 9 2 2 2 1 2 2 2 2 2 9 2 1 1 2 2 9 1 9 1 1 9
left_child=2 14 27 5 10 6 -4 23 13 19 -5 12 -6 -8 16 -16 25 18 -18 -9 -14 -17 -3 30 -11 -2 -19 28 -1 -30 -7 37 33 -33 -35 -34 -37 38 -29
right_child=1 22 3 4 11 7 8 9 -10 24 -12 -13 20 -15 15 21 17 26 -20 -21 -22 -23 -24 -25 -26 -27 -28 31 29 -31 -32 32 35 34 -36 36 -38 -39 -40
leaf_value=-0.013281365145137279 -0.017838965760477162 -0.022255553358734304 -0.013211732259594489 0.019362198170943715 0 0 0.025987548790764287 0.0014261339328978549 -0.0019113873526822199 0.016209679331310706 -0.005075063055371011 0 -0.026917473867532821 0 0.015528101536472567 -0.028412570625045454 0.02382176788273974 -0.014186703413237842 0 -0.0076035782973596843 0 0 0 0 0 0 0.0013366035881371523 0.0007134486556189595 0.0078816044716838504 -0.0060605688168547276 0.020339838479361633 -0.0025771817095787699 0.0051200240881262172 0.019458763906554391 0 0.0010585813763094986 -0.013440330625794559 2.5852522900105078e-05 -0.020608623536077245
leaf_weight=58.583013866187684 17.083432852203263 31.547554923221469 33.07121316640405 36.055616427620407 8.6360958970035409 4.1231264281086624 251.94713205502194 177.41759211878525 14.855400790809652 43.613944035954773 11.568219033593776 21.164831094036344 120.88623726009973 9.2253852802095917 8.4069380967412126 43.059731364890467 84.287358741334174 11.882422370661518 3.6447800660971543 376.80689559323946 9.898021512446574 4.2086770199239245 12.093076950870453 4.8278055088594547 10.565358305349944 6.7968181051546699 7.4528296453063367 549.89729866968264 32.199208104757417 44.005791273049908 103.82203958573518 7.1515830251446459 2.7912747630907688 68.504265214141924 36.363083871779963 6.4495558839626028 43.68295469408622 33980.13778404599 97.937313229063875
leaf_count=47841 1639 875 3925 4585 592 255 14171 7185 902 1911 1692 1890 18253 575 967 3587 5457 1867 331 14981 1444 84 320 456 515 709 1002 93314 32554 50534 9328 1202 479 6050 1851 984 3879 2664408 105900
internal_value=0 -0.00444264 7.91021e-05 0.0033265 -0.00961456 0.00642275 0.0157783 0.001316 0.0214335 -0.00186105 0.0103955 -0.0174548 -0.0221137 0.0245879 0 -0.00919313 0.00572586 0.0139061 0.019174 -0.0042747 -0.0246044 -0.0221297 -0.017077 0.0164192 0.0117686 -0.011672 -0.00411415 -3.02199e-05 -0.0063882 0 0.0195768 0 0.0051425 0.0109771 0.013671 -0.00309276 -0.00860462 -2.71894e-05 -0.00308481
internal_weight=0 230.464 36166.2 1238.48 208.209 1030.28 309.099 721.177 276.028 608.404 47.6238 160.585 139.42 261.173 186.823 55.6753 131.148 107.267 87.9321 554.224 130.784 47.2684 43.6406 112.773 54.1793 23.8803 19.3353 34927.7 134.788 76.205 107.945 34792.9 164.943 112.019 104.867 52.9238 50.1325 34628 647.835
internal_count=3108494 16838 3091656 82660 28456 54204 19573 34631 15648 24592 6277 22179 20289 14746 15643 4638 11005 8657 5788 22166 19697 3671 1195 10039 2426 2348 2869 3008996 130929 83088 9583 2878067 14445 9103 7901 5342 4863 2863622 199214
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=1 2 267796 142 2893964 3672136 2 456 9 9437718 264944 1 22069248 612 512 2885656 1 2883588 531 10 10814646
is_linear=0
shrinkage=0.1


Tree=88
num_leaves=40
num_cat=17
split_feature=0 2 10 3 2 3 1 10 10 10 0 2 4 3 10 0 2 3 2 3 4 0 2 5 2 2 10 3 8 3 3 10 10 10 3 10 10 10 10
split_gain=0.519843 2.01065 0.779048 0.884081 0.466948 1.41253 0.83459 1.90595 0.445961 1.36961 0.952558 0.819478 0.973838 1.18476 0.670818 4.35548 4.03031 2.77554 1.50797 0.952266 0.555236 5.48912 1.80347 1.67078 4.66178 1.33564 1.18031 0.368264 0.350762 1.06768 0.575746 1.82681 1.95776 1.65205 0.998843 0.805516 0.345907 0.431194 0.292394
threshold=0 1 5.5000000000000009 7.5000000000000009 2 3.5000000000000004 3 2.5000000000000004 16.500000000000004 11.500000000000002 4 5 6 5.5000000000000009 6.5000000000000009 7 8 1.5000000000000002 9 7.5000000000000009 10 11 12 13 14 15 1.5000000000000002 2.5000000000000004 16 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 1.0000000180025095e-35 2.5000000000000004 4.5000000000000009 3.5000000000000004 8.5000000000000018 1.0000000180025095e-35
decision_type=9 1 2 2 1 2 1 2 2 2 9 1 1 2 2 9 1 2 1 2 1 9 1 1 1 1 2 2 1 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -3 5 6 36 38 9 14 -11 -12 13 -13 20 19 18 -18 -17 -16 23 22 -22 24 -2 -23 -25 -4 29 -6 33 34 -33 -30 -32 -35 -1 -38 -8
right_child=8 2 27 -5 28 -7 7 -9 -10 10 11 12 -14 -15 15 16 17 -19 -20 -21 21 25 -24 26 -26 -27 -28 -29 30 -31 31 32 -34 35 -36 -37 37 -39 -40
leaf_value=0 0.00089289412297758523 -0.0091447537880440088 0.0084454637779513338 0 0.0081566720883552834 0.014087957931727586 0 0.019008110261541561 -0.0087942835799593062 -0.0019385563148590062 0 0.026102089692433252 0 0 0.018603848540126186 0.0053377479667741159 -0.0027954629015715907 -0.026692527693124603 -0.0035728164313142963 0 -0.0016287065858606954 0 0.002491022084096059 -0.00026306922179742613 -0.0060109821348534216 0.025851790373005841 0.0011080523270932041 -0.00099988784940343461 0.0035313485956998099 -0.0055741861581441437 0 0.0087953691378200426 -0.0077100244957609872 -0.017208956838768899 -0.015925551703555741 0 -0.013472794274861772 0 -0.0079490224459449806
leaf_weight=137.95473570372269 2254.3034705145838 465.50400307440032 23.35441715750494 59.557959785524872 119.82625349171576 67.302247801359044 17.30125851277262 35.753751941723749 25.598595320021559 15.949872487923129 25.235319911211267 54.074553148224368 36.959246307145804 4.7031647821422657 84.123325862368802 233.03021735409857 145.08239367719216 97.775657739548478 542.02583570365096 5.2484814224299035 1930.8402384407818 16.41430062847212 2184.1551100038923 15023.375987810734 1603.021256799113 77.341407284475281 10470.509633681828 14.277311744459437 43.280936787195969 40.343299938831478 56.979299093887676 233.71178845269606 54.741515328292735 77.025399600097444 58.305685472907498 18.699055208242498 29.92074130487163 1.2615445640403766 24.859599416842684
leaf_count=28475 243157 196535 10825 8693 13186 6246 1175 2075 2685 2326 1924 4552 1930 315 10082 18070 14204 6440 34904 554 48772 726 64450 1317830 304548 4196 688878 2515 4393 4036 5850 24856 5202 7974 6484 1950 5773 313 1515
internal_value=0 -0.00174243 -0.00638345 -0.00766328 0.000685344 0.00377133 0 0.00696849 8.96284e-05 0.000112369 0.00916163 0.0120377 0.0156078 0.0226224 6.0091e-05 -0.00231302 -0.00455821 -0.0148488 -0.000395194 0.0146217 0.000149317 0.00121926 0.000488689 0 -0.00193645 0.021215 0.000288946 0.0015722 -0.000419692 0.00264764 -0.0019593 0 0.00428974 -0.00689453 -0.00924144 -0.0137125 -0.00394907 -0.0103584 -0.00274182
internal_weight=0 1579.96 562.694 525.062 1017.27 314.354 247.052 77.9146 34829.8 34804.2 136.922 120.972 95.737 58.7777 34667.2 1107.29 1017.91 242.858 775.056 89.3718 33560 4208.75 4115 29351.2 3857.32 93.7557 25493.9 37.6317 702.913 160.17 542.744 403.738 288.453 139.005 115.285 95.7245 169.137 31.1823 42.1609
internal_count=3108614 338071 218568 205228 119503 45572 39326 4765 2770543 2767858 11047 8721 6797 4867 2756811 84254 73618 20644 52974 10636 2672557 118144 113222 2554413 547705 4922 2006708 13340 73931 17222 56709 42392 30058 14317 12334 9924 34561 6086 2690
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=8146944 848 528 1 3352 273 1 8429764 460 76 1 2230 384 1 900 512 10
is_linear=0
shrinkage=0.1


Tree=89
num_leaves=40
num_cat=29
split_feature=3 8 2 0 0 2 0 10 10 2 10 0 2 10 2 10 2 6 0 0 8 0 0 0 10 2 6 3 0 2 2 0 3 0 10 2 2 6 8
split_gain=0.491183 2.33424 4.02383 3.89557 3.06465 3.21936 2.80278 3.07722 2.62058 2.55505 2.43458 1.69765 1.85288 1.41723 1.29273 1.2708 1.21612 4.42513 6.3535 2.22318 1.4565 6.88152 3.12978 2.55389 2.49911 2.54082 2.3882 8.0021 6.5569 5.61139 2.40572 3.54407 2.32189 2.18772 2.13298 1.95429 1.75037 1.79614 1.47622
threshold=1.0000000180025095e-35 0 1 2 3 4 5 1.0000000180025095e-35 2.5000000000000004 6 3.5000000000000004 7 8 4.5000000000000009 9 4.5000000000000009 10 11 12 13 14 15 16 17 2.5000000000000004 18 19 12.500000000000002 20 21 22 23 1.5000000000000002 24 1.0000000180025095e-35 25 26 27 28
decision_type=2 1 1 9 9 1 9 2 2 1 2 9 1 2 1 2 1 1 9 9 1 9 9 9 2 1 1 2 9 1 1 9 2 9 2 1 1 1 1
left_child=1 4 3 8 5 -1 7 -4 -3 -9 11 -7 -13 -5 -6 -12 17 18 -2 -19 22 35 24 36 25 32 27 29 -29 -24 31 -28 -18 -32 -27 -22 37 -23 -25
right_child=16 2 6 13 14 10 -8 9 -10 -11 15 12 -14 -15 -16 -17 20 19 -20 -21 21 23 26 38 -26 34 30 28 -30 -31 33 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.006092143082520012 0.0010227788988590963 -0.0091249422732119483 0.00077499054437484374 -0.034330555039932507 -2.5536878384807481e-05 -0.0090170731034046828 -0.00026736845755668696 0.0019608639433282503 0.011064203809346635 -0.018290047980091415 -0.014704887344297524 0.014504300450690908 0.0030896703901532301 0 0.016086177021337019 0 -0.0011478409948713015 0.0083210706722214953 0.024899690178197216 -0.015619848489670749 0 0.0024770641841261654 -0.00022253786197999858 0.0097921528146029981 0.01997632651116367 0.0044319455128762871 -0.0029802830316289245 0.0083983455415045354 -0.025834205224844971 0.0085348542311403028 0.0017485460971124285 0.0024723418622553286 0.018667348448719905 -0.0018432848989734206 -0.014601505846044416 -0.022456845431472944 -0.0037827724309754036 -0.0089882164804943043 -0.00080625155430582511
leaf_weight=399.5021627402748 442.69623403517835 181.32026487366784 167.90341924760651 62.86373726545753 27.952834369476477 20.385412383868243 9098.8102488524273 46.950673662940972 54.900039450869372 224.74429601688462 59.845110200956697 244.89880762193934 569.97069488695706 6.9543656079513303 186.61674233496524 74.718091572751291 54.436467111983802 9.8197131433334999 128.37945498441331 105.07306534933014 29.024777602870017 1142.0568184360163 1311.324023884179 308.22438217037416 116.32585654039576 63.245278926016908 1447.515367075277 48.428460612340132 126.79304978105938 1455.823785562121 2000.8682913634984 5416.1603125612528 102.52384856762365 8514.5476209343615 87.576677228978951 161.61376442242181 1651.6560369387043 118.69782817136729 132.67872767822701
leaf_count=27058 80087 53965 27939 149689 15891 4405 856340 5599 12292 46105 5565 15747 34555 15783 34494 6526 8840 9588 58465 48217 2942 53361 148052 31619 14417 7090 139871 7893 13661 139869 169912 281153 10522 431437 10223 17337 88556 11318 11433
internal_value=0 -0.000519062 -0.00111635 -0.0117698 0.00294783 0.000811237 -0.000695496 -0.00816999 -0.00249415 -0.0144904 0.00408074 0.00632457 0.00738928 -0.0280816 0.0131346 -0.00639003 0.000270681 0.00431812 0.00829561 -0.0107077 0.000137023 -0.00170726 0.000469192 -0.00046025 0.00861106 0.00228967 0.000267955 0.00289318 -0.015916 0.0043494 -0.000163342 0.00126835 0.010545 -0.00112738 -0.00525903 -0.0184573 -0.00163677 0.000973844 0.00617722
internal_weight=0 11428.3 9844.45 306.038 1583.89 1369.32 9538.41 439.598 236.22 271.695 969.818 835.255 814.87 69.8181 214.57 134.563 24975.5 685.968 571.076 114.893 24289.5 3543.95 20745.6 3353.31 424.108 307.782 20321.5 2942.37 175.222 2767.15 17379.1 6863.68 156.96 10515.4 150.822 190.639 2912.41 1260.75 440.903
internal_count=3107816 1311953 1167712 231729 144241 93856 935983 79643 66257 51704 66798 54707 50302 165472 50385 12091 1795863 196357 138552 57805 1599506 216566 1382940 196287 51092 36675 1331848 309475 21554 287921 1022373 421024 19362 601349 17313 20279 153235 64679 43052
cat_boundaries=0 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=12 13 32538675 17146805 642 15814664 512 303108 265 38 13 2 14244385 1851412 3 78861 77833 2359794 784 1 22 178 176 9699858 13107218 32 320 2 4
is_linear=0
shrinkage=0.1


Tree=90
num_leaves=40
num_cat=25
split_feature=3 10 10 0 0 2 0 8 5 3 2 9 3 2 2 3 10 0 3 3 3 2 3 0 5 3 2 2 0 1 10 5 6 8 10 0 0 0 2
split_gain=0.504168 4.42588 7.75051 9.89337 9.84632 9.21915 5.55686 4.03632 3.18132 2.99492 2.74277 2.67807 2.14927 3.69329 2.99586 2.19488 1.37039 1.2756 1.26958 1.45033 1.21512 1.63178 1.1787 0.982604 0.954749 0.902244 0.767144 0.725655 5.5079 2.16087 4.02895 5.38248 5.69416 1.37121 1.04468 0.826914 0.777561 0.729207 6.07451
threshold=11.500000000000002 1.0000000180025095e-35 1.5000000000000002 0 1 2 3 4 5 54.500000000000007 6 7 13.500000000000002 8 9 134.50000000000003 6.5000000000000009 10 33.500000000000007 66.500000000000014 23.500000000000004 11 109.50000000000001 12 13 152.50000000000003 14 15 16 17 1.5000000000000002 18 19 20 1.0000000180025095e-35 21 22 23 24
decision_type=2 2 2 9 9 1 9 1 1 2 1 1 2 1 1 2 2 9 2 2 2 1 2 9 1 2 1 1 9 1 2 1 1 1 2 9 9 9 1
left_child=27 6 3 11 5 -4 9 -5 20 -2 17 24 14 18 -8 -15 25 -9 -14 -20 21 -6 26 -22 -3 -7 -10 28 29 30 34 32 -32 -30 36 -31 -1 38 -29
right_child=1 2 4 7 8 16 12 10 22 -11 -12 -13 13 15 -16 -17 -18 -19 19 -21 23 -23 -24 -25 -26 -27 -28 37 33 35 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.011616159662271501 0.038394068045525531 -0.036611700607609508 -0.00852530617189424 -0.016619421062505298 0.011779768058785974 0.040886653556955116 0.023514097745450321 0.018601679644070983 0 -0.00036243549942108303 -0.0043458361332802675 0 0.014054524683858911 -0.014212353230391784 -0.003079487822169936 0.010465002806618981 0 0 -0.014927267012041924 0.0089785032543211445 0.0030271168023860073 -0.0035425756201960036 0 -0.012025190068519518 0 0 -0.023207658402353667 0.018353179882459845 -0.026351820763720082 0.0031578453544163516 0.045688964351006632 0 -0.0041564727494622488 0 -0.010241275991484923 -0.010253520274125009 -0.00018172047594402048 -4.6697776566641162e-05 -0.0068248699155208595
leaf_weight=21.804046303099312 63.100558975129388 122.1042212107568 39.990066090889741 59.462641740625259 134.53590332641033 115.77945853561687 58.553042194747832 113.86902554170229 15.275517598667648 6.0372584988945155 85.13661327821319 41.78121539769927 116.34975474723615 170.8430174303212 36.933610559848603 6.8323384146206072 6.4213221083628005 42.980453339667292 19.550734575837851 13.434445056424009 17.947397114068735 55.8432640285464 9.6184477274655347 51.205311025842093 3.2478899672569232 0.91496833419660006 60.931411250363453 134.91593944260967 75.127017023827648 6.3185649861115962 47.231475654953101 69.531591349230439 11.679015804198569 44.874724316468928 67.286213131941622 138.01002823724411 194.57475384825375 33969.278711694424 158.9608026799433
leaf_count=15270 6115 16073 3233 5665 4503 10298 2077 4749 1008 544 7405 3841 4589 6246 1704 220 698 7804 899 506 1612 1841 722 1945 392 79 4544 16741 120629 315 10214 16079 3305 52398 16728 2688 26485 2636464 90603
internal_value=0 0.00180545 -0.00186121 -0.0110185 0.00616444 0.0238045 0.00935542 0 -0.00315425 0.0298838 0.00676132 -0.0277465 0.00285118 -0.000453225 0.0141885 -0.00996439 0.0356604 0.0139722 0.0090168 -0.000788769 0.00171005 0.00642738 -0.0173591 -0.00626657 -0.0353686 0.0399973 -0.0209669 -6.69254e-05 -0.00321672 0.000917861 0.0050359 0.0179715 0.0343648 -0.0196999 -0.0010235 -0.00791013 0.00152326 0 0.00464957
internal_weight=0 1468.68 977.045 468.582 508.463 163.106 491.635 301.449 345.357 69.1378 241.986 167.133 422.497 327.01 95.4867 177.675 123.116 156.849 149.335 32.9852 259.532 190.379 85.8254 69.1527 125.352 116.694 76.2069 34939.6 676.437 556.436 412.107 128.442 58.9105 120.002 283.665 144.329 216.379 34263.2 293.877
internal_count=3107231 99312 76412 45929 30483 14308 22900 25623 16175 6659 19958 20306 16241 12460 3781 6466 11075 12553 5994 1405 9901 6344 6274 3557 16465 10377 5552 3007919 264111 91084 88081 29598 13519 173027 58483 3003 41755 2743808 107344
cat_boundaries=0 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=8654656 1878 48 9439304 2 2 428 1 54 962 60 466 8915080 2 32 10 20251831 1 2 2 1 1155 20185104 618497 832
is_linear=0
shrinkage=0.1


Tree=91
num_leaves=40
num_cat=21
split_feature=3 10 10 0 0 0 2 8 3 1 9 2 3 3 3 2 2 3 2 0 10 3 0 10 0 2 0 1 10 6 10 8 10 10 10 3 3 0 6
split_gain=0.423631 4.06476 6.71165 8.84647 8.24319 4.86907 4.05301 3.91406 3.16859 2.68483 2.56063 2.43069 2.19786 1.5114 2.26831 3.16597 3.01774 2.08826 1.4021 3.64056 2.44536 1.34154 1.1259 1.11177 1.03314 0.537519 5.01554 1.914 2.83533 1.40705 1.99842 1.27427 1.21775 1.14131 0.923912 0.895904 0.764748 0.651712 0.60249
threshold=11.500000000000002 1.0000000180025095e-35 1.5000000000000002 0 1 2 3 4 54.500000000000007 5 6 7 123.50000000000001 90.500000000000014 13.500000000000002 8 9 34.500000000000007 10 11 3.5000000000000004 38.500000000000007 12 2.5000000000000004 13 14 15 16 1.5000000000000002 17 5.5000000000000009 18 9.5000000000000018 2.5000000000000004 1.0000000180025095e-35 9.5000000000000018 1.0000000180025095e-35 19 20
decision_type=2 2 2 9 9 9 1 1 2 1 1 1 2 2 2 1 1 2 1 9 2 2 9 2 9 1 9 1 2 1 2 1 2 2 2 2 2 9 1
left_child=25 5 3 10 6 8 -4 -5 -2 12 -3 24 -8 14 15 -7 -16 -18 19 23 22 -21 -20 -6 -9 26 27 28 34 30 -30 -28 35 -31 36 -33 -1 -29 -39
right_child=1 2 4 7 18 13 9 11 -10 -11 -12 -13 -14 -15 16 -17 17 -19 20 21 -22 -23 -24 -25 -26 -27 31 37 29 33 -32 32 -34 -35 -36 -37 -38 38 -40
leaf_value=0.0081410810395117199 0.035437392183992278 -0.03381294177527943 -0.0020899338341424712 -0.016498636094276282 0 0.021997816174277984 0.051689714742649065 0 -0.0020719269059129007 0 0 -0.0038469776032170142 0 0.018760594848558187 -0.015965807786428903 -0.004925395074170752 0.0076654349787152222 -0.01300550685649194 0.0076978659334323981 0 -0.022997989677474975 -0.016341430220401517 -0.0085641380342343035 0.023506677196079677 0.017466795626997957 0 0 0.0023302196994924441 0.026079451388662269 -0.010988532506589453 0 -0.02875223705113629 0 0.010188781654518017 -0.009099377784528552 0 -0.001401955411070042 -0.011706569343936128 0
leaf_weight=100.4938754713512 70.931305998907192 123.26464158130693 21.053910289017949 58.196941578265978 33.424021404702216 58.03179569914937 48.886717507179128 41.678903793595964 6.6597890038392498 19.12107616616413 42.546592423226684 83.486394335253863 2.5485036140307775 21.405133583350107 93.570060890167952 36.315011979197152 178.54794502217555 28.30190762958955 61.806535243580583 158.70369188113546 40.415319708583411 36.396663724735845 31.256695697200485 57.741579397363239 115.9018680350855 34261.682339793937 25.437553262043366 4.7741495522204787 77.98641497407516 19.346426198579138 11.76019128570624 88.998025348219016 0.76576484378892828 22.54413541896065 66.080518915692664 2.753482407948467 114.03867300845013 131.02082601096481 7.3891451223753384
leaf_count=22254 7061 16519 2341 5597 2459 1889 6511 7499 609 680 3921 7252 318 805 3013 1661 6639 1348 2723 5014 1978 2201 2249 4002 4901 2744612 21235 221 16369 4345 2390 149846 678 6796 16740 1033 19031 2433 347
internal_value=0 0.00166141 -0.00184927 -0.0104331 0.00554907 0.00888492 0.0274129 0 0.0272196 0.036501 -0.0262996 0.00664502 0.048149 0.00252713 0 0.0119071 -0.00391075 0.00218904 -0.000660803 0.00258124 -0.00833515 -0.00419221 0 0.0162219 0.0133755 -5.30715e-05 -0.00276998 0.00112543 0.00499593 0.0156109 0.0211295 -0.0186521 -0.0232136 0 -4.45813e-05 -0.0271 0.00229182 -0.00715615 -0.00921285
internal_weight=0 1470.19 976.43 465.075 511.355 493.763 91.6102 299.264 77.5911 70.5563 165.811 241.067 51.4352 416.172 394.767 94.3468 300.42 206.85 419.745 286.266 133.479 195.1 93.0632 91.1656 157.581 34935.1 673.389 555.434 412.25 131.637 89.7466 117.955 92.5173 41.8906 280.613 91.7515 214.533 143.184 138.41
internal_count=3107520 99190 76165 45689 30476 23025 9850 25249 7670 7509 20440 19652 6829 15355 14550 3550 11000 7987 20626 13676 6950 7215 4972 6461 12400 3008330 263718 90926 87925 29900 18759 172792 151557 11141 58025 150879 41285 3001 2780
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=8654784 1862 11536456 51 2 1 1 428 960 832 458 3409945 8913056 3674114 10 20251831 1 2 12 1153 2
is_linear=0
shrinkage=0.1


Tree=92
num_leaves=40
num_cat=24
split_feature=4 0 1 0 2 0 5 2 6 2 1 3 10 10 1 3 3 10 10 10 1 2 2 2 2 6 3 3 1 2 6 10 0 0 3 10 3 0 10
split_gain=0.392604 4.84489 6.95304 3.77812 2.32283 2.0675 1.4755 5.84487 4.95475 4.91586 4.04129 3.22918 3.09032 3.04894 2.94019 11.6905 5.15918 4.23522 1.91101 1.52417 2.2817 2.10639 1.51007 1.44031 1.32378 1.25282 1.22659 0.888803 0.854087 0.78656 5.51426 9.07427 11.3666 11.2745 11.4627 7.87559 5.31672 4.2915 4.16707
threshold=0 1 2 3 4 5 6 7 8 9 10 1.5000000000000002 5.5000000000000009 1.5000000000000002 11 1.5000000000000002 1.5000000000000002 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 12 13 14 15 16 17 7.5000000000000009 1.0000000180025095e-35 18 19 20 1.0000000180025095e-35 21 22 1.5000000000000002 2.5000000000000004 14.500000000000002 23 3.5000000000000004
decision_type=1 9 1 9 1 9 1 1 1 1 1 2 2 2 1 2 2 2 2 2 1 1 1 1 1 1 2 2 1 1 1 2 9 9 2 2 2 9 2
left_child=29 6 4 -4 5 -3 8 11 9 13 26 12 -8 24 15 17 22 -9 -17 21 -21 -11 -16 -5 -2 -18 -10 -14 -13 -1 31 32 -31 -33 -35 -36 -34 38 -32
right_child=1 2 3 23 -6 -7 7 14 10 19 -12 28 27 -15 16 18 25 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 30 37 33 36 34 35 -37 -38 -39 -40
leaf_value=0.00011830038466184827 0.018250339227024428 -0.0059012500561986675 0.021106453698185611 0 0.037017599337688327 0.014471870071665472 0.026615869519142667 0.011748071794049936 -0.031853794190294812 -0.013179490190272248 0.0056889747423766214 0.0058966297913992556 -0.0057962841832236945 -0.0046342350443164459 0.009471780256778032 0 -0.027398499094182783 -0.0062065948778845109 0.026436197681456292 -0.0088763842009841661 0 0.0021605131297186466 -0.0055947623587270859 -0.017673802044117958 0.004711390308732996 0 0 0.010718867919898484 -0.0090489891711525838 0.014836465333653792 -0.0072422255167164168 -0.0067081852153140151 -0.0087584690092509711 0.019008220615817636 0.0086100319353042808 -0.0093260382845133296 0.0094127372231456799 -0.016639259099411684 0.011309730309000773
leaf_weight=26620.964753545515 146.34064185887109 36.764987893344369 13.237854984588919 97.848395876586437 62.907811073695484 71.593053076998331 155.84543794440106 120.96063845790923 74.918948546983302 61.552673439029604 16.622561609372497 41.464166013989598 46.539373840671033 132.07349998492282 75.666415552608669 25.935059106908739 91.06272697262466 747.14773613144644 156.97476815455593 696.75478605856188 424.31904205679893 693.59219206392299 110.911527085118 54.585547718917951 374.46663415199146 5.1100729927420607 3.238353614229708 24.977100874297321 43.958668287843466 224.70258097356782 396.22286666351283 578.32669788019484 1738.0265936023206 653.9580090555246 617.04761494711056 356.00648032256868 137.08957313667634 336.06070549001743 133.3394991198038
leaf_count=2113961 2343 2741 478 3039 5576 5303 5530 6805 1977 1016 457 1475 1511 2676 1981 1031 1181 41690 6177 13832 6731 10761 3144 1831 5910 183 52 741 548 78682 73584 118895 251292 110674 31883 19319 5609 136567 30160
internal_value=0 0.000891395 0.0117605 -0.00121831 0.0247004 0.00580994 0 0.00225166 -0.00153521 -0.000448484 -0.0210495 0.0137314 0.0197857 0.00664242 -0.000559917 0.00168703 -0.00924988 -0.00306193 0.0228907 -0.00315732 -0.00547024 0 0 -0.008637 0.010264 -0.0249195 -0.0295106 0 0 -9.12542e-05 -0.00122014 0.000193529 -0.00440657 0.00470808 0.00898135 0.0016661 -0.00710789 -0.00837054 -0.00164947
internal_weight=0 4607.37 336.938 165.672 171.266 108.358 4270.43 1646.55 2623.88 2529.1 94.7799 312.785 227.362 652.881 1333.77 1051.02 282.751 868.108 182.91 1876.22 1121.07 755.145 186.578 152.434 520.807 96.1728 78.1573 71.5165 85.4228 31791.7 5170.78 4305.16 2099.82 2205.34 1627.01 973.054 1875.12 865.623 529.562
internal_count=3107346 136720 18968 5348 13620 8044 117752 71997 45755 43269 2486 9805 7782 10929 62192 55703 6489 48495 7208 32340 20563 11777 5125 4870 8253 1364 2029 2252 2023 2970626 856665 616354 335583 280771 161876 51202 256901 240311 103744
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 268320 1 8388609 392 8389187 2 772 2 88 1 1 1 512 128 384 24 2 1 968 2 25691596 2696657 18915760
is_linear=0
shrinkage=0.1


Tree=93
num_leaves=40
num_cat=24
split_feature=4 0 1 0 2 0 2 5 2 2 3 10 1 3 8 8 10 10 2 10 1 3 3 2 7 8 3 3 10 5 10 3 0 3 0 0 10 0 2
split_gain=0.380233 4.26337 5.87809 3.50896 1.96464 1.88428 1.29935 1.24304 4.82088 3.8474 2.66888 2.63248 2.75114 2.53497 3.13018 2.14142 1.90075 1.89209 1.8679 1.53538 3.30539 7.46914 3.97567 1.62926 1.4747 1.42586 1.40391 1.27133 1.04079 0.93368 5.24776 7.98515 6.86215 6.52666 5.17424 3.95911 3.72549 6.4592 3.56205
threshold=0 1 2 3 4 5 6 7 8 9 1.5000000000000002 3.5000000000000004 10 1.0000000180025095e-35 11 12 1.5000000000000002 5.5000000000000009 13 1.0000000180025095e-35 14 1.5000000000000002 1.5000000000000002 15 16 17 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 18 4.5000000000000009 1.5000000000000002 19 5.5000000000000009 20 21 1.5000000000000002 22 23
decision_type=1 9 1 9 1 9 1 1 1 1 2 2 1 2 1 1 2 2 1 2 1 2 2 1 1 1 2 2 2 1 2 2 9 2 9 9 2 9 1
left_child=29 7 4 -4 5 -3 -5 9 10 16 13 12 15 17 -15 -10 18 -9 -2 23 22 -22 -21 -11 27 -25 -14 -13 -6 -1 32 35 33 -31 -33 -32 37 -34 -38
right_child=1 2 3 6 28 -7 -8 8 11 19 -12 24 26 14 -16 -17 -18 -19 -20 20 21 -23 -24 25 -26 -27 -28 -29 -30 30 31 34 36 -35 -36 -37 38 -39 -40
leaf_value=0.00011628838718550188 0.016024365295515514 0.014032424807204111 0.02047623738544703 0 0.043186270372558594 -0.0051160387484759243 -0.016819693339266709 0.012819272497923792 0.00069759069978829816 -0.012119443101170742 0 -0.0088212799095587751 0.00031810866045593039 0.037134512969743461 0 0.01634311147172619 -0.0037149080939011545 -0.0054624958990081088 0.0022126816700427901 -0.015157469092034793 0.012820399739861292 -0.011672260199446893 0 -0.0041185005016997249 0.0051363203404083003 0.0045980390363266508 -0.018032090460060834 0 0 -0.020629633638371017 -0.0097704898112945578 0.016142275309926912 0.026173154470028066 0.0086166063107447292 -0.0073002022683840836 0.011530560523917835 0.0029459291744954319 -0.002950975444651829 -0.0052934640398797457
leaf_weight=27079.72528330818 152.82536493975203 66.845638356055133 13.498485553078352 97.848395876586437 47.62594104022719 42.323315117741004 53.699552883394063 107.51128507265821 252.88757508201525 61.559897632803768 85.33283328730613 457.9054713177029 33.400504007935524 57.35440673911944 20.105378768406808 159.89651014190167 140.56718805630226 46.291189047973603 388.69962007645518 473.92368817166425 223.71909737214446 212.38007065840065 253.16777597297914 227.22593087959103 97.083474151557311 485.95928534353152 38.209705527871847 293.27003919589333 17.541405678144656 363.24720240624629 54.006341607891954 64.583949299994856 85.731403155492444 60.82828908515512 670.31098980997922 809.57057853632432 654.37914630645719 143.53397831902839 1808.3012563853736
leaf_count=2296547 2486 4953 478 3039 3808 3103 1831 3855 13838 1034 2023 23820 899 1750 666 8340 2922 1511 6270 10353 4451 2597 4384 4949 2685 6294 677 11930 1789 95140 6934 7360 12393 7603 50214 104583 79503 19208 291516
internal_value=0 0.000867555 0.0110263 -0.000876278 0.0227767 0.00521646 -0.00817739 0 0.00209144 -0.00138525 0.0124494 -0.000457016 0.00497955 0.0178829 0.0309517 0.00851712 0.00471524 0.00569119 0.00759106 -0.00372903 -0.00600302 0.000265302 -0.0100205 0 -0.00397238 0.00135134 -0.00895378 -0.00568568 0.0340026 -0.000100118 -0.00139925 0.0031197 -0.0038204 -0.0151482 -0.00417991 0.0095991 -0.00171641 0.00944663 -0.00298407
internal_weight=0 4608.66 339.383 165.046 174.336 109.169 151.548 4269.28 1649.25 2620.03 316.595 1332.65 484.394 231.262 77.4598 412.784 682.092 153.802 541.525 1937.94 1163.19 436.099 727.091 774.745 848.259 713.185 71.6102 751.176 65.1673 31794.2 4714.49 1598.47 3116.02 424.075 734.895 863.577 2691.95 229.265 2462.68
internal_count=3107736 136735 19001 5348 13653 8056 4870 117734 71994 45740 9805 62189 23754 7782 2416 22178 11678 5366 8756 34062 21785 7048 14737 12277 38435 11243 1576 35750 5597 2971001 674454 169091 505363 102743 57574 111517 402620 31601 371019
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 268320 1 8388609 392 525724 384 2 772 88 1 5 1 24 1 512 1 1 2 9176841 8655499 329733 2168976 772
is_linear=0
shrinkage=0.1


Tree=94
num_leaves=40
num_cat=23
split_feature=0 8 0 2 1 2 10 8 0 7 2 2 0 3 10 0 2 2 8 10 0 3 0 3 3 2 8 0 3 0 3 8 3 10 3 10 3 3 10
split_gain=0.441525 2.71241 3.78279 2.59261 2.04986 2.75532 3.23265 1.86615 2.8391 2.00037 3.46545 2.6098 1.61751 1.61584 4.11782 3.59937 2.70597 1.77089 1.50902 1.43511 1.40823 1.31798 1.11331 0.92945 0.909378 5.81251 4.34427 2.935 2.64141 2.45071 2.82376 2.21652 2.79791 2.43805 2.13205 1.53394 1.44168 1.35478 0.951483
threshold=0 1 2 3 4 5 2.5000000000000004 6 7 8 9 10 11 1.5000000000000002 4.5000000000000009 12 13 14 15 1.5000000000000002 16 3.5000000000000004 17 17.500000000000004 14.500000000000002 18 19 20 70.500000000000014 21 23.500000000000004 22 93.500000000000014 2.5000000000000004 49.500000000000007 6.5000000000000009 16.500000000000004 15.500000000000002 3.5000000000000004
decision_type=9 1 9 1 1 1 2 1 9 1 1 1 9 2 2 9 1 1 1 2 9 2 9 2 2 1 1 9 2 9 2 1 2 2 2 2 2 2 2
left_child=1 2 -1 12 13 6 -6 9 -9 11 -11 -7 23 16 -15 -16 18 -17 22 -20 -18 -5 -3 -4 -2 26 28 -28 35 30 38 34 36 -34 -31 37 -33 -26 -27
right_child=24 4 3 21 5 7 -8 8 -10 10 -12 -13 -14 14 15 17 20 -19 19 -21 -22 -23 -24 -25 25 29 27 -29 -30 31 -32 32 33 -35 -36 -37 -38 -39 -40
leaf_value=0.019680381342561885 6.3860752462655988e-05 0.008081539735105954 0.028495873316781023 0 0.030720780165689101 -0.0007861242144752954 -0.0018092829121350504 3.0943325980634235e-05 -0.017706253023238857 0.0033248782160150317 -0.015737849857311564 0.012416895623419652 -0.0018035621110353457 0.00092142133717238611 0.0058559041965991106 0.0007951717244159001 0 -0.02897732566932585 -0.0092069174254205514 0 -0.018871468190433321 -0.012115050308364787 -0.0026430318784339581 0 0 0.02701406623090994 0.012873619126397685 -0.015517296871040122 0 0.016395702676500767 -0.0027837483855672859 0 0.020914005370331976 -0.008532155975443205 -0.0087839721137172744 0 -0.014316713128963598 0.032067232628849258 0
leaf_weight=103.66812781752742 31409.003806594788 142.75105255344533 36.474595411855262 183.93161041812709 39.297048225300387 212.82860439433716 21.356556444894522 184.25318191759288 95.853444358333945 224.74461305700243 100.01816530246288 271.04319538734853 11.809874090831725 1201.3129966195738 24.0994644354505 8.5898702091362793 50.369263563763525 77.561386892572045 420.1771615400794 345.64629330823664 185.3869007637677 97.61058297654381 120.8031556311762 3.211837299168109 20.20333755062893 40.566302520688623 17.345741054916289 46.518377609521849 17.393889142200351 59.101606578013161 39.623916387557983 84.492539266793756 31.700537869415712 11.175534760113804 13.214025268971453 3.0497731560608363 300.84202683097101 136.86397520151513 4.2614942154614246
leaf_count=25419 2415484 16962 4216 24530 1657 11169 1118 7854 5493 8375 4120 14914 1493 185344 3403 2593 22561 11940 47660 45991 169064 9395 16719 194 1067 5133 1670 2806 1294 2263 4979 3479 1390 705 670 184 15019 8120 403
internal_value=0 -0.000926013 0.00604911 0 -0.00187874 0.00142236 0.0172467 0 -0.00655568 0.00240397 -0.00288458 0.00654528 0.0149861 -0.00347298 -0.000714136 -0.0170596 -0.00601865 -0.0243198 -0.00308686 -0.00540183 -0.0152089 -0.00408955 0.00247699 0.0221445 0.000161283 0.00338381 0.0153106 -0.00292964 0.0225841 -0.0017765 0.0102737 -0.00497452 -0.00805225 0.00876954 0.00695622 0.0273969 -0.0113384 0.0290659 0.0236863
internal_weight=0 4162.8 436.707 333.039 3726.09 1149.39 60.6536 1088.74 280.107 808.635 324.763 483.872 51.4963 2576.7 1311.56 110.251 1265.13 86.1513 1029.38 765.823 235.756 281.542 263.554 39.6864 32235.4 826.353 241.375 63.8641 177.511 584.978 84.4517 500.526 428.211 42.8761 72.3156 160.117 385.335 157.067 44.8278
internal_count=3106850 642184 65247 39828 576937 54700 2775 51925 13347 38578 12495 26083 5903 522237 203280 17936 318957 14533 127332 93651 191625 33925 33681 4410 2464666 49182 15141 4476 10665 34041 10515 23526 20593 2095 2933 9371 18498 9187 5536
cat_boundaries=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=8182272 4 4735488 528 1 32 1 264192 1 392 284 2099200 528896 960 38 10 5537792 2359808 140 9 8389908 206 4
is_linear=0
shrinkage=0.1


Tree=95
num_leaves=40
num_cat=18
split_feature=10 6 8 0 0 0 5 2 3 3 10 3 2 10 0 10 3 2 10 0 2 5 3 10 10 0 0 0 10 0 3 3 10 3 10 0 3 3 3
split_gain=0.389745 4.2889 4.42279 8.11474 5.43062 2.16395 1.51827 1.25329 1.00933 1.00828 0.94144 0.880289 0.831535 1.44035 0.838694 0.771263 0.660679 0.794289 1.62482 0.652717 2.03371 1.64463 1.34999 2.21508 1.46512 3.33965 2.12508 1.01635 0.908765 2.713 1.90009 1.794 1.25452 1.06245 0.776456 0.608017 0.537379 0.454669 0.421788
threshold=6.5000000000000009 0 1 2 3 4 5 6 7.5000000000000009 7.5000000000000009 14.500000000000002 3.5000000000000004 7 8.5000000000000018 8 8.5000000000000018 1.0000000180025095e-35 9 12.500000000000002 10 11 12 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 13 14 15 1.0000000180025095e-35 16 3.5000000000000004 3.5000000000000004 5.5000000000000009 13.500000000000002 4.5000000000000009 17 4.5000000000000009 5.5000000000000009 100.50000000000001
decision_type=2 1 1 9 9 9 1 1 2 2 2 2 1 2 9 2 2 1 2 9 1 1 2 2 2 9 9 9 2 9 2 2 2 2 2 9 2 2 2
left_child=19 2 4 9 11 6 -3 -7 12 15 -5 -2 14 -14 -6 -4 17 -8 -19 20 21 28 23 35 25 -24 36 -23 29 33 -30 -31 -32 -1 -25 -22 -26 -27 -21
right_child=1 5 3 10 8 7 16 -9 -10 -11 -12 -13 13 -15 -16 -17 -18 18 -20 38 22 27 24 34 26 37 -28 -29 30 31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.012099045754717751 -0.0185823228491113 -0.0034282759288041045 0.024132618251741064 -0.022988152581538572 0.0086703438978539219 0.0026992910388223151 0 -0.017093810856764088 -0.0069089045804264851 0 0 0 0.0015870614458327907 0.014150901514398429 -0.006178859854756049 0 0.0069621408592097939 0.040078904358141973 0 0.00018771509013442008 0.0068162847630287397 0 0.0035136917209507806 -0.017867113854368701 0.019153115727298928 -0.01237965018420553 -0.0030376868983961799 -0.015132415321755058 0.00083861611939380033 0.017020477047075412 0.018931502620484257 -0.0028600089302875547 -0.00058814632945033973 0.0029113462176914764 0 -0.0044995497530547898 0 0 0.0067366768686198397
leaf_weight=137.34590187793947 125.54357802051527 12.230569214007119 31.735709240136202 251.78343226987636 7.8132709425408393 16.388384435005719 24.279410419316264 14.17008423090738 25.152716426702682 3.5695521798334076 11.005614852430879 33.707665090172668 295.39361604474834 178.31358454120345 86.475079966097837 14.126696735969743 170.72870375885395 25.55382975371322 2.6294128822046323 33202.320281563087 53.507719543886196 44.486233539602836 243.36378464969312 171.2396766212587 60.750288797324174 276.16990964676734 88.902731163601857 40.031245874488377 285.98533146815316 80.816012260598654 114.24162262346363 27.381630920412135 4.1414950882317489 12.636764196911825 32.182596483718953 45.727721023766208 15.788039960025342 55.458900087585789 71.655667158833239
leaf_count=19592 15710 1087 3925 17494 1083 2241 3317 3754 1190 340 1134 3296 16372 11014 5792 1579 15651 4072 314 2602954 33096 17208 33675 72169 15372 72870 10414 9687 36539 14083 10910 3080 351 1333 13011 14685 1996 10175 4351
internal_value=0 -0.00161178 -0.00464893 -0.0138829 0 0.00877026 0.0122343 -0.0067145 0.00429013 0.013429 -0.0211066 -0.014631 0.0056812 0.00732761 -0.000498288 0.0192943 0.0150652 0.0256706 0.0302239 0.000107941 -0.00171294 0.00194419 -0.00458425 -0.0101583 -0.0016691 -0.00432892 0.00528567 -0.00844278 0.00403878 0 0.00685045 0.00959549 0.016246 -0.00842495 -0.0155549 0 0.0147986 -0.0105337 0.000216817
internal_weight=0 1330.6 1064.62 312.221 752.4 265.98 235.422 30.5585 593.148 49.432 262.789 159.251 567.996 473.707 94.2884 45.8624 223.191 52.4627 28.1832 35064.1 1790.16 747.066 1043.09 302.658 740.434 574.993 165.441 84.5175 662.549 258.18 404.368 108.198 118.383 149.983 203.422 99.2354 76.5383 331.629 33274
internal_count=3106916 109365 78929 24472 54457 30436 24441 5995 35451 5844 18628 19006 34261 27386 6875 5504 23354 7703 4386 2997551 390246 112783 277463 132961 144502 116720 27782 26895 85888 38088 47800 17163 11261 20925 85180 47781 17368 83045 2607305
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=2 1 8474836 1399568 10789348 2 212 49 4228292 161 8183936 624 2 6324224 286720 6299648 3145728 7880704
is_linear=0
shrinkage=0.1


Tree=96
num_leaves=40
num_cat=24
split_feature=4 0 10 5 2 2 10 8 1 0 8 3 8 10 3 3 10 3 2 0 8 8 0 10 0 0 8 3 7 3 3 3 10 8 0 2 10 0 0
split_gain=0.390799 3.8372 1.35312 1.77365 6.13444 2.8646 2.83208 2.40656 4.0248 2.39123 2.33845 1.93493 1.82613 1.41349 0.940778 1.03604 0.929989 0.708625 0.6978 2.60016 4.72304 4.43297 2.47822 2.23266 4.46399 3.67862 4.94372 2.58337 2.14723 1.66462 0.881849 0.791215 0.73721 0.681562 8.20935 3.32745 2.03186 1.20001 1.09069
threshold=0 1 9.5000000000000018 2 3 4 3.5000000000000004 5 6 7 8 1.0000000180025095e-35 9 1.0000000180025095e-35 3.5000000000000004 1.0000000180025095e-35 7.5000000000000009 1.0000000180025095e-35 10 11 12 13 14 1.0000000180025095e-35 15 16 17 10.500000000000002 18 15.500000000000002 53.500000000000007 10.500000000000002 5.5000000000000009 19 20 21 1.0000000180025095e-35 22 23
decision_type=1 9 2 1 1 1 2 1 1 9 1 2 1 2 2 2 2 2 1 9 1 1 9 2 9 9 1 2 1 2 2 2 2 1 9 1 2 9 9
left_child=18 -2 3 5 10 9 17 8 -6 12 11 -5 -3 -11 15 -4 -9 -7 19 20 22 30 32 24 27 26 -25 -22 29 -23 31 -21 -1 34 35 38 -36 -37 -20
right_child=1 2 14 4 7 6 -8 16 -10 13 -12 -13 -14 -15 -16 -17 -18 -19 33 21 23 28 -24 25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 36 37 -38 -39 -40
leaf_value=-0.023387502906070928 0.017655484081334386 -0.0071796953820604656 0 0.0061014845444216318 0.013264547620843377 0.0093184201249928173 -0.014056304822439509 -0.0060210395093723253 -0.011116365583053176 -7.0205521277833384e-06 0 0.021850510916651925 0.013577001800914472 -0.0058640111626495949 0.0016161105556076892 -0.020002405617577962 0.0040773552402241699 0.001210447989863017 0.006366206448409413 0 -0.0085600210588952317 -0.019264571377083182 0.0052992836979937272 0.017296863452576444 0.022148172675918454 -0.0083807184449070666 -0.0032406304492214539 0.011093849030107817 0.0013759926014776467 0.00067561178791102517 -0.0059264824489280114 0.018075206731457578 0 6.0054750052460711e-05 -0.001100887391318057 -0.0027212755945059796 -0.025065856457349534 0.012098982175875954 -0.0065824048943772286
leaf_weight=107.68719558620069 92.724380806903355 12.393068907549605 45.357452484313399 279.24454134207917 194.17236110538943 386.83062650484499 38.211173457442783 657.23191836476326 58.397086976096034 777.36605847603641 157.04977213271195 202.98019173834473 112.54764431365766 1199.7269875609782 8.9322951266076398 49.245461761252955 47.232271916931495 289.63841735012829 28.364699828089215 95.207866874916363 388.30754398487625 278.49060686530538 15.005221667131989 322.37144941114821 26.201833631006593 75.354814103993704 130.33079093319247 40.913628605892882 34.737802031449974 13.512799733201971 7.0576145782251833 30.390126464917557 3.6978092568751881 29422.180419525721 83.641011783227441 19.41032003518194 138.96853313299653 285.55356523107912 255.0331553624128
leaf_count=8936 4825 625 2388 12799 10356 7169 1338 30856 1376 12441 6418 6613 5135 24836 298 2163 1957 5152 3379 21252 36825 128034 3060 25056 8419 24587 8002 1371 3238 2221 510 2580 311 2632470 9879 2842 17095 17730 12356
internal_value=0 0.000853704 0.000289091 0.000649377 0.00331715 -0.000776164 0.00438903 -0.00153661 0.00577945 -0.0027179 0.010639 0.0139357 0.00845742 -0.00372655 -0.00949516 -0.0130884 -0.00473219 0.00647036 -0.000128648 -0.00215903 0.000272712 -0.00818594 -0.0150718 0.00304978 -0.00149924 0.007435 0.0109923 -0.00531523 -0.0142456 -0.0174332 0.00484449 0.00871509 -0.0204729 -1.05939e-05 -0.00280862 0.00313576 -0.0177467 0.0100799 -0.00373164
internal_weight=0 4609.28 4516.56 4413.02 1596.31 2816.71 714.68 957.034 252.569 2102.03 639.275 482.225 124.941 1977.09 103.535 94.6029 704.464 676.469 31802.4 1569.27 1109.87 459.397 126.39 983.48 455.423 528.057 452.702 429.221 326.741 292.003 132.656 125.598 111.385 30233.2 810.971 588.362 222.61 304.964 283.398
internal_count=3106898 136745 131920 127071 70375 56696 13659 44545 11732 43037 25830 19412 5760 37277 4849 4551 32813 12321 2970153 274402 116567 157835 12307 104260 46615 57645 33058 38196 133493 130255 24342 23832 9247 2695751 63281 36307 26974 20572 15735
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 10486345 2 804 928 10 1 144 5 4 18 9241768 4 12 40 262304 262176 1 1 8 12073255 160 8392706 11538434
is_linear=0
shrinkage=0.1


Tree=97
num_leaves=40
num_cat=21
split_feature=3 1 0 2 3 8 10 10 3 0 3 2 10 2 8 0 3 2 9 3 0 10 3 0 2 0 10 3 10 0 10 2 10 0 10 10 0 1 0
split_gain=0.35009 1.53553 0.988523 1.35974 1.03445 1.37057 1.09671 1.00954 0.91685 1.56551 0.786842 0.603779 0.43794 0.436106 0.432499 0.49132 0.331959 4.1313 1.68663 1.0352 0.71142 0.702868 0.548329 6.57395 4.5795 2.34644 2.01821 1.04525 0.799117 0.605187 4.59364 4.22979 2.06741 0.427962 0.627033 0.422412 0.379542 0.345348 0.324677
threshold=37.500000000000007 0 1 2 60.500000000000007 3 4.5000000000000009 1.5000000000000002 28.500000000000004 4 116.50000000000001 5 1.5000000000000002 6 7 8 23.500000000000004 9 10 27.500000000000004 11 3.5000000000000004 14.500000000000002 12 13 14 1.0000000180025095e-35 16.500000000000004 4.5000000000000009 15 1.0000000180025095e-35 16 4.5000000000000009 17 1.0000000180025095e-35 5.5000000000000009 18 19 20
decision_type=2 1 9 1 2 1 2 2 2 9 2 1 2 1 1 9 2 1 1 2 9 2 2 9 1 9 2 2 2 9 2 1 2 9 2 2 9 1 9
left_child=8 2 3 4 12 -6 -7 -4 16 13 -3 -11 -2 -10 -5 -16 22 19 21 20 35 36 29 24 28 -26 38 -28 -24 30 31 -1 -32 34 -31 -18 -19 -35 -25
right_child=1 10 7 14 5 6 -8 -9 9 11 -12 -13 -14 -15 15 -17 17 18 -20 -21 -22 -23 23 26 25 -27 27 -29 -30 33 32 -33 -34 37 -36 -37 -38 -39 -40
leaf_value=0.019975389788532728 -0.0066676478933939774 -0.020929049473757164 -0.017648503409123311 0 -0.0017720611007104531 0.025281115860471215 0 0 0 0.017878612063213551 0 0 0.006606227707674695 -0.010110147807821358 0 -0.014658928473041573 0.031011006177654867 0 0 0 0 0 0.022014530532784345 0.0078282977170587298 -0.0042166333642578531 0.016451906312508816 0 -0.028483256683892528 0 -0.010974957785430235 -0.0027579261179647603 -0.0013066436372279428 0.0074988197296544414 0.00020362052153657121 0 0 -0.025858244028854928 -0.00045484092235996578 -0.0015177192741611275
leaf_weight=193.98130037130613 28.194137988029979 30.650059478124604 23.284605200344231 10.956928727217019 8.5529281758936122 58.597338227904402 5.5667198847513637 13.085640229634008 11.819792958325705 61.841478904534597 12.169824076350777 7.1070274665544266 11.066473927989135 13.21979223386734 7.9326942967309151 18.145806941465711 16.858420787466461 4.5181011036329437 18.484194958000444 4.6893478548445264 4.1429023896926145 5.070600915583781 167.84896168994601 11.697639892285222 236.62058111364604 28.520284257188905 25.908358727989253 53.066043894359609 11.69471083418466 60.758623642312159 1018.4139198469202 115.00757484791939 205.50583829897732 21146.261758403671 77.679739115412303 0.56197766633704205 51.542838541703532 12603.238150484627 5.6438686773180988
leaf_count=26254 2075 875 3220 719 522 3328 459 1783 1001 3478 320 632 955 1314 994 1607 1510 540 786 327 498 385 7993 1106 9284 3800 2819 5610 521 48632 145283 22019 23879 2344753 83490 22 4529 348418 858
internal_value=0 -0.00359799 0 0.00473368 0.0103353 0.0164282 0.0199061 -0.00860117 8.1184e-05 0.00867901 -0.016024 0.0148673 0 -0.00374656 -0.004881 -0.00986763 4.3274e-05 -0.00486094 -0.016025 0.0144355 0.0227181 -0.0235137 7.00864e-05 0.003147 0.00877368 0 -0.0158127 -0.0228582 0.0195477 1.20054e-05 0.00193647 0.0123052 -0.000658282 -6.83889e-05 -0.00496588 0.0242356 -0.025829 -3.35664e-05 0.000748391
internal_weight=0 228.203 185.383 149.013 111.978 72.717 64.1641 36.3702 36161.7 93.9881 42.8199 68.9485 39.2606 25.0396 37.0354 26.0785 36067.7 105.868 79.6157 26.2526 21.5633 61.1315 35961.8 541 444.685 265.141 96.3159 78.9744 179.544 35420.8 1532.91 308.989 1223.92 33887.9 138.438 17.4204 56.0609 33749.5 17.3415
internal_count=3106598 16857 15662 10659 7339 4309 3787 5003 3089741 6425 1195 4110 3030 2315 3320 2601 3083316 8597 6240 2357 2030 5454 3074719 31991 21598 13084 10393 8429 8514 3042728 217435 48273 169162 2825293 132122 1532 5069 2693171 1964
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 9439926 740 4 11339804 496 56 8 8390672 30 1 525690 1315198 392 372 8987649 852 22069248 1048896 1 8391296
is_linear=0
shrinkage=0.1


Tree=98
num_leaves=40
num_cat=24
split_feature=3 1 3 8 10 3 10 3 0 3 0 2 8 0 0 2 7 0 2 3 6 10 8 0 3 10 10 0 0 10 1 0 2 2 3 1 8 2 10
split_gain=0.322479 1.37519 0.846798 2.2476 1.79238 1.16638 0.926904 0.799386 1.46538 0.734973 0.618384 0.601225 0.717853 0.445044 0.406791 0.399203 0.342164 2.65658 5.15773 3.61907 2.60285 3.3463 3.15613 1.60947 1.64512 1.41908 1.24973 1.69376 1.17293 7.00544 11.7801 5.50033 4.67196 3.8093 2.52624 4.02697 5.21627 2.52376 2.66856
threshold=37.500000000000007 0 47.500000000000007 1 4.5000000000000009 123.50000000000001 1.5000000000000002 28.500000000000004 2 116.50000000000001 3 4 5 6 7 8 9 10 11 12.500000000000002 12 1.0000000180025095e-35 13 14 11.500000000000002 5.5000000000000009 1.0000000180025095e-35 15 16 1.0000000180025095e-35 17 18 19 20 14.500000000000002 21 22 23 1.0000000180025095e-35
decision_type=2 1 2 1 2 2 2 2 9 2 9 1 1 9 9 1 1 9 1 2 1 2 1 9 2 2 2 9 9 2 1 9 1 1 2 1 1 1 2
left_child=7 2 6 -4 5 13 10 16 15 -3 -2 12 -10 -5 -6 -9 28 18 23 20 22 -22 -19 24 -18 -20 -21 -28 34 31 32 33 -31 -30 37 -36 -37 -1 -39
right_child=1 9 3 4 14 -7 -8 8 11 -11 -12 -13 -14 -15 -16 -17 17 19 25 26 21 -23 -24 -25 -26 -27 27 -29 29 30 -32 -33 -34 -35 35 36 -38 38 -40
leaf_value=0.00079615680628325805 0 -0.020066058694687895 -0.011206300265623513 0 0 0 0.00055065310693508493 0 0 0 -0.017887444664179988 0 0.020941904007105969 0.020611820366841282 -0.010493492584728632 -0.009765091910713411 -0.00063779260806339974 0.00091014048329360699 0.020340845293245993 0 0.024301465095059926 0.002398694153578644 -0.0047841217874297912 0.017759797867152795 0.017415097177950003 0 0.0004775900943400133 -0.020785650896389587 -0.0053690898971992867 -0.0019742730751571283 0.0033739911653821227 -0.0045094088504402377 -0.011276967814587474 0.010978431302159523 0.00019650049554316109 0.031019975510048182 -0.0070100481797619272 -0.0039375641089173857 -2.4628959301738647e-05
leaf_weight=15263.507589583152 2.5333020237740129 30.090880614705384 20.284971504705027 4.6253799631667789 1.1746662569930775 30.646790071972646 9.6405463537084852 12.005786875262855 9.9776910780929029 12.169824076350777 23.953613858262546 7.1667606315459116 52.421318584121764 82.614568267890718 10.111676812637596 13.019406620005613 987.25976160663413 3861.0372704052133 204.63776233582757 38.956287231994793 64.441482829162851 487.66838571091648 1242.1508314721286 15.820534807280636 22.878939900314435 21.344679047935642 22.268170333933085 111.75065615237691 121.57432176824295 1014.582775982175 1447.0533348580357 411.66231998274634 1502.9401382431352 861.97835069797293 294.26463262809557 79.869462687987834 23.477923289872706 2695.7649264594693 5273.69964313317
leaf_count=1163576 431 875 1562 755 122 1949 1034 1045 453 320 2041 644 3030 6716 956 1305 64423 163942 15342 1395 3948 42506 54617 1512 1178 1889 1929 4571 38503 244110 62971 96836 233864 108914 22247 947 278 266359 487676
internal_value=0 -0.00346389 0 0.00438216 0.0104153 0.0155975 -0.00871441 7.12453e-05 0.00807934 -0.0152684 -0.0158991 0.0141335 0.017144 0.0201585 -0.00592638 -0.00372063 3.52383e-05 0.000663079 0.00477561 -0.000196851 0.000220449 0.00659119 -0.000444845 0.00118527 0 0.0173183 -0.013344 -0.0172206 -0.000108286 -0.00144452 -0.00362946 0.0044892 -0.00776508 0.00853381 0.000184092 0.007804 0.0222979 3.09717e-05 -0.00139379
internal_weight=0 227.846 185.586 149.458 129.173 117.887 36.1275 36165.2 94.591 42.2607 26.4869 69.5658 62.399 87.2399 11.2863 25.0252 36070.6 7080.21 1251.94 5828.27 5655.3 552.11 5103.19 1025.96 1010.14 225.982 172.975 134.019 28990.4 5359.79 3964.58 1395.21 2517.52 983.553 23630.6 397.612 103.347 23233 7969.46
internal_count=3106771 16761 15566 12060 10498 9420 3506 3090010 6477 1195 2472 4127 3483 7471 1078 2350 3083533 357252 84344 272908 265013 46454 218559 67113 65601 17231 7895 6500 2726281 785198 540945 244253 477974 147417 1941083 23472 1225 1917611 754035
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 4 11339804 1049090 496 8 2686978 656 56 1 13181205 904 2 5 8454420 1226 2168814 1 13377552 782 35 1 1 737
is_linear=0
shrinkage=0.1


Tree=99
num_leaves=40
num_cat=25
split_feature=3 3 0 2 10 3 2 5 2 0 8 0 5 10 3 3 7 0 2 3 2 3 0 8 0 0 0 3 0 2 10 2 0 3 0 10 10 8 4
split_gain=0.415789 1.32345 1.10785 1.29443 0.992303 1.49537 1.32361 0.85326 0.82442 1.01683 0.605054 0.54161 0.47862 0.460004 0.330671 0.32368 0.310927 2.63298 4.1921 2.76977 1.90418 4.31931 3.67054 2.92416 5.4923 3.25331 2.17956 1.15798 1.09516 2.55471 1.02039 0.813075 4.68215 1.88852 1.21091 4.96305 2.38268 0.997495 0.731007
threshold=31.500000000000004 28.500000000000004 0 1 1.0000000180025095e-35 93.500000000000014 2 3 4 5 6 7 8 4.5000000000000009 72.500000000000014 191.50000000000003 9 10 11 4.5000000000000009 12 1.0000000180025095e-35 13 14 15 16 17 15.500000000000002 18 19 4.5000000000000009 20 21 1.0000000180025095e-35 22 2.5000000000000004 1.0000000180025095e-35 23 24
decision_type=2 2 9 1 2 2 1 1 1 9 1 9 1 2 2 2 1 9 1 2 1 2 9 1 9 9 9 2 9 1 2 1 9 2 9 2 2 1 1
left_child=1 16 4 7 5 6 -2 13 9 -3 -7 -5 -6 -4 -14 -16 28 18 30 -20 23 22 -22 25 -25 -19 -23 -21 29 -1 -18 32 37 -34 36 -36 -33 -30 -31
right_child=2 8 3 11 12 10 -8 -9 -10 -11 -12 -13 14 -15 15 -17 17 20 19 27 21 26 -24 24 -26 -27 -28 -29 31 38 -32 34 33 -35 35 -37 -38 -39 -40
leaf_value=0.0044354971641312286 0.0028799716536717442 -0.00011213169980600817 0.021005946662113414 0.00095926321253099424 -0.015259178905966418 0.017600829314475923 -0.016126140564569083 0 0 0.02229304742935443 0 -0.010017577498425273 0.0056362682601146198 0 -0.010280959698664077 0 -0.010650609063241799 0.0012671324691274947 0.0040730998654839754 0.043667277944416633 0.011055906019890959 -0.015669641102055449 -0.0074253716222836942 -0.014885903616586383 0.00029955618262336378 0.00910243191907102 -0.0031780905854196587 0 0.018016546410886011 -0.014313365864782646 0.0058417419122219448 -0.0012764950289251673 -0.0029016748308838699 0.0021643924195786008 0.00063753330361946098 -0.0054844599045137631 0.00098456168830591845 0 0
leaf_weight=94.443583581189159 21.967839131248184 4.0174852383788675 33.281090096803382 15.186471801309379 95.26371232920792 13.904910116223618 25.476216508308426 5.1255857069045296 8.0111475955927727 30.677514510112815 6.7648107642307886 28.450162890396314 14.199840310961006 2.8321625231765202 18.623297982150692 1.0468597610015411 60.668020278448239 2595.3649919069139 77.42149841284845 29.344879344920628 325.3348226993694 149.28877355274744 101.88783031934872 236.0712910949951 1491.3291465123184 682.21512162359431 1316.6476393461926 2.7548605725169173 162.69544405141278 181.81354113215821 14.133907622192053 7388.3052951090849 1077.7640255161314 2086.3049867535665 3566.6770495182791 2008.9676312560041 12396.519830324161 18.900814088439802 4.5436056399485087
leaf_count=12181 914 421 3101 1341 6515 449 1180 634 637 1651 305 3063 1265 269 1592 86 5753 96723 7471 2063 16122 13804 9643 21914 64247 64354 54465 256 33874 168161 1130 559401 181179 190509 427627 216506 930353 3697 369
internal_value=0 7.13381e-05 -0.00358473 0.00315273 -0.00764002 0 -0.00745587 0.0126352 0.0135617 0.0170116 0.0144968 -0.00397872 -0.0123777 0.0187822 0 -0.00618907 3.57981e-05 0.000634325 0.0113287 0.0217303 0.000240745 -0.00237544 0.00587359 0.00130078 -0.00189592 0.00307853 -0.00506548 0.0404447 -0.000100608 -0.00591585 -0.00355265 -2.50995e-05 0.00141859 0.000332747 -0.000229302 -0.00152959 0.000124351 0.015509 -0.0123439
internal_weight=0 36112.1 282.123 84.8755 197.247 68.1138 47.4441 41.2388 42.7061 34.695 20.6697 43.6366 129.134 36.1133 33.87 19.6702 36069.4 7082.46 184.323 109.521 6898.14 1893.16 427.223 5004.98 1727.4 3277.58 1465.94 32.0997 28986.9 280.801 74.8019 28706.1 3345.67 3164.07 25360.5 5575.64 19784.8 181.596 186.357
internal_count=3105225 3084511 20714 8408 12306 2848 2094 4004 2709 2072 754 4404 9458 3370 2943 1678 3081802 357945 16673 9790 341272 94034 25765 247238 86161 161077 68269 2319 2723857 180711 6883 2543146 409259 371688 2133887 644133 1489754 37571 168530
cat_boundaries=0 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=2426220 960 84 2 240 12320904 1 1573008 2 1 13180933 656 436 3560 1 2098504 2099256 4994 22568961 832 521 263300 72042 3 1
is_linear=0
shrinkage=0.1


Tree=100
num_leaves=40
num_cat=24
split_feature=3 3 0 8 3 3 10 2 0 1 2 2 10 3 10 10 2 3 3 0 8 3 1 2 3 3 1 0 0 2 1 3 2 0 8 2 0 0 2
split_gain=0.373731 1.2753 0.948061 1.07978 1.9023 1.6892 1.40317 0.894866 0.890455 0.812235 0.65064 0.622102 0.562784 0.522212 0.612796 0.454902 0.413906 0.385016 0.352146 2.15489 3.41521 2.00829 2.1156 1.64806 1.43735 0.995231 14.5377 12.4282 6.50202 5.32026 4.40406 3.89184 3.29267 4.10196 3.9582 3.19774 2.98003 2.68319 2.514
threshold=31.500000000000004 28.500000000000004 0 1 45.500000000000007 49.500000000000007 1.0000000180025095e-35 2 3 4 5 6 2.5000000000000004 74.500000000000014 3.5000000000000004 2.5000000000000004 7 32.500000000000007 2.5000000000000004 8 9 16.500000000000004 10 11 9.5000000000000018 1.5000000000000002 12 13 14 15 16 1.0000000180025095e-35 17 18 19 20 21 22 23
decision_type=2 2 9 1 2 2 2 1 9 1 1 1 2 2 2 2 1 2 2 9 1 2 1 1 2 2 1 9 9 1 1 2 1 9 1 1 9 9 1
left_child=1 18 9 5 10 -4 -7 8 -3 11 17 -2 -6 16 -15 -10 -8 -5 25 20 21 22 -20 -22 -25 30 28 -28 35 -29 32 37 33 -1 -34 -27 -33 -32 -30
right_child=2 7 3 4 12 6 13 -9 15 -11 -12 -13 -14 14 -16 -17 -18 -19 19 -21 23 -23 -24 24 -26 26 27 29 38 -31 31 36 34 -35 -36 -37 -38 -39 -40
leaf_value=0.0072662849034890731 0 0 -0.012341047791993923 0 -0.028408998538377618 0.016457820471295691 0.0097388396908486517 0 0.030278039638555628 -0.003526862020571943 -0.0050988661927895435 0.015110125748173834 0 0 -0.01533737163944051 0 0 0.01615862522485826 0.014345330302714669 8.4410956992123066e-05 0.0036601047823420353 -0.0087849133146329344 0 -0.022138429992436037 0 0.0093606712579289136 -0.010955526642140426 -0.00066194031391474107 0.0073119227124046511 0.021543876578393767 -0.0009610995801326446 -0.00089728729097835955 0.010045792920583742 -0.00018929525802177836 -0.0028106313135411428 0.00066799328651781075 0.0069915734297844676 0.0081407694094175458 -0.0055217440617716896
leaf_weight=806.20936936041107 12.084456823533399 3.6748775712912902 52.189885829371633 1.1922002579085518 31.571166350186104 37.936764766869601 16.070900861755945 16.262586898781592 19.716991644701928 8.0682563916780037 12.214410115135253 29.275235934444936 11.109682388138024 38.820212736725807 13.258110165072138 3.1897054794244459 8.6273021054803412 9.3320219301385787 395.1490991016326 11293.749480380186 28.089179129645345 20.247121591877658 186.34596744738519 56.269667418178869 13.422401122807058 1246.5370095104881 1835.0281929522753 218.57766114128754 130.71238190875738 136.42996362759732 2830.8509986093268 533.60899682063609 200.68452541264196 5262.2792667023605 6867.2493186871325 769.91213636160319 2055.2206299281679 324.85993344942108 868.63675305269135
leaf_count=117699 1440 466 3709 74 2252 1485 1184 1145 857 330 828 3323 848 2735 950 190 992 581 52119 665096 3072 2557 6122 5874 1476 112636 41535 9189 33053 6333 97068 27981 25297 527868 1083637 68271 59200 25324 110580
internal_value=0 3.95159e-05 -0.00343618 -0.0064793 -0.0146632 0 0.00549799 0.0132604 0.018077 0.00439716 0 0.011596 -0.0246226 -0.000210332 -0.00702261 0.0234211 0.00464266 0.010095 4.50496e-06 0.000454571 0.00569115 0.00876913 0.0104154 -0.00812001 -0.0152062 -0.000207439 -0.00143191 -0.00761794 0.0029926 0.00842977 0.000116044 0.00243227 -0.000877289 0.000793175 -0.00234891 0.0062651 0.00528259 0 -0.00333769
internal_weight=0 36122.9 281.751 232.323 65.4195 166.903 114.713 42.8442 26.5816 49.4279 22.7386 41.3597 42.6808 76.7765 52.0783 22.9067 24.6982 10.5242 36080.1 11993.3 699.523 601.742 581.495 97.7812 69.6921 24086.8 5205.83 2190.04 3015.8 355.008 18881 5744.54 13136.4 6068.49 7067.93 2016.45 2588.83 3155.71 999.349
internal_count=3105376 3084645 20731 15638 4583 11055 7346 2658 1513 5093 1483 4763 3100 5861 3685 1047 2176 655 3081987 736316 71220 60798 58241 10422 7350 2345671 381597 57057 324540 15522 1964074 209573 1754501 645567 1108934 180907 87181 122392 143633
cat_boundaries=0 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=9437842 9 112 9175434 1 336 280 432 2106377 3 1 586 1 10760032 10048048 800 1 672 29631688 8 908 1058589 10818102 526
is_linear=0
shrinkage=0.1


Tree=101
num_leaves=40
num_cat=31
split_feature=10 0 2 5 10 3 2 2 6 8 0 0 5 3 2 8 0 8 2 2 2 3 0 2 10 7 2 0 2 0 7 0 5 4 8 2 4 10 3
split_gain=0.358011 3.98361 3.24455 1.32842 1.12718 1.11252 2.19504 2.18914 1.09515 2.37471 1.98179 1.73324 0.963553 0.91005 0.848807 0.806911 0.793477 0.644194 0.563903 0.473613 0.472425 0.435794 0.411076 2.6331 1.14815 2.92802 1.50094 1.28967 1.26849 1.02414 0.788885 1.30691 2.77847 1.09202 0.802232 0.745478 0.596046 0.445084 0.436178
threshold=6.5000000000000009 0 1 2 16.500000000000004 1.5000000000000002 3 4 5 6 7 8 9 2.5000000000000004 10 11 12 13 14 15 16 11.500000000000002 17 18 3.5000000000000004 19 20 21 22 23 24 25 26 27 28 29 30 2.5000000000000004 2.5000000000000004
decision_type=2 9 1 1 2 2 1 1 1 1 9 9 1 2 1 1 9 1 1 1 1 2 9 1 2 1 1 9 1 9 1 9 1 1 1 1 1 2 2
left_child=22 5 3 13 15 7 17 -2 9 11 -11 14 -9 -3 -4 -5 19 21 -13 -10 -18 -7 23 30 27 26 -26 -25 -27 -28 31 -1 33 -33 37 -29 -37 -32 -36
right_child=1 2 8 4 -6 6 -8 12 16 10 -12 18 -14 -15 -16 -17 20 -19 -20 -21 -22 -23 -24 24 25 28 29 35 -30 -31 34 32 -34 -35 38 36 -38 -39 -40
leaf_value=0 0 0.00030012814572476123 0.0049071788602045186 0 -0.0058539978562151332 0.024499053500246778 -0.010380536289493288 0 0.0077947201899492002 0.0022447292637817057 -0.020395965787063916 0 0.035028147283964216 -0.015959135082153599 -0.0035284240857670554 0.011724126414821158 0 0 -0.01447085672289304 0 -0.01473419876690972 0 0.00017003435665790647 -2.598378709984857e-05 -0.011752908878652671 0.018721126077832734 0.010123628320651784 -0.000770562860143288 -0.0016172604918560309 -0.0033388867946976784 0 0.022691745243029773 -0.0071003037430428829 0 0.013259903495037379 -0.011318157906244601 0 -0.014135310430221008 0
leaf_weight=134.9425922526425 26.61093576339772 19.449072547751712 165.36685584054794 27.169147388165584 8.137666466413064 21.996476311382143 36.604788545839256 8.9386265029897913 77.743116291676415 18.398422253842 184.95529289135447 9.8574364386731759 34.334902500282624 16.73243830865249 244.56362295011058 218.19967682647984 10.133231448708102 3.3477184510557008 110.39342076651519 73.631343367364025 12.67831279814709 0.82191722246352483 33371.309311627134 437.84408148531293 93.845458496747597 69.280109364306554 53.403482644107498 209.7431092666302 8.6823388922493887 68.041320104937768 26.045075083617121 111.02991621718684 13.037690895274862 4.895365892443805 12.236988752032632 408.11286209854006 16.837850108568091 23.070817946456373 8.4811267741024476
leaf_count=19191 4850 1760 8719 2189 869 2889 4453 1963 7253 1623 12561 1168 5945 1042 11940 18008 1196 449 10743 6811 2892 91 2622988 150072 26721 6148 21761 43569 859 9706 2281 19162 10095 355 1253 59589 1243 1847 581
internal_value=0 -0.00156693 -0.00368819 0.00453065 0.00784697 0.0123522 0 0.0197821 -0.0067082 -0.00841392 -0.0170825 -0.00345019 0.0270606 -0.00651191 0 0.00997907 0 0.0143872 -0.0122991 0.00346021 -0.00947877 0.0189576 8.40899e-05 -0.00139661 -0.00348781 0.0011721 -0.00402881 -0.00506288 0.0154416 0.00176435 0.00581606 0.00842844 0.0141746 0.0205623 -3.47769e-05 -0.00781037 -0.0102746 -0.0078293 0.00649301
internal_weight=0 1330.06 1197.41 289.688 253.506 132.655 62.7709 69.8845 907.721 733.535 203.354 530.181 43.2735 36.1815 409.93 245.369 174.186 26.1661 120.251 151.374 22.8115 22.8184 35070.8 1699.53 1365.79 293.253 215.29 1072.54 77.9624 121.445 333.74 263.906 128.963 115.925 69.834 634.694 424.951 49.1159 20.7181
internal_count=3106835 109414 88774 23868 21066 20640 7882 12758 64906 46754 14184 32570 7908 2802 20659 20197 18152 3429 11911 14064 4088 2980 2997421 374433 319668 65195 58188 254473 7007 31467 54765 48803 29612 19517 5962 104401 60832 4128 1834
cat_boundaries=0 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=15327428 78 2 292 276 2 1 16 263203 2 144 4 262432 3 32 304 144 7135360 528 1 264 6307840 416 57472 1 6291456 2 1 1 106 1
is_linear=0
shrinkage=0.1


Tree=102
num_leaves=40
num_cat=26
split_feature=3 1 10 0 0 3 8 10 3 3 0 8 2 10 3 2 3 2 7 0 2 4 7 0 2 3 0 10 8 0 0 0 2 0 10 1 0 3 1
split_gain=0.301296 1.11232 0.690319 3.33848 2.24778 1.76266 1.91328 1.54076 0.689605 0.568636 1.15267 0.5743 0.583917 1.25588 0.53974 0.43548 0.39299 0.336657 0.599429 0.323431 0.278166 0.249783 0.240177 2.54222 1.46698 3.28101 3.80082 2.6588 2.37123 4.94176 2.77135 1.16507 2.42557 0.623107 5.71752 8.0103 3.07518 2.72463 3.03486
threshold=37.500000000000007 0 2.5000000000000004 1 2 49.500000000000007 3 5.5000000000000009 116.50000000000001 28.500000000000004 4 5 6 4.5000000000000009 68.500000000000014 7 65.500000000000014 8 9 10 11 12 13 14 15 1.0000000180025095e-35 16 1.0000000180025095e-35 17 18 19 20 21 22 1.0000000180025095e-35 23 24 14.500000000000002 25
decision_type=2 1 2 9 9 2 1 2 2 2 9 1 1 2 2 1 2 1 1 9 1 1 1 9 1 2 9 2 1 9 9 9 1 9 2 1 9 2 1
left_child=9 2 4 -4 5 20 16 -5 19 22 15 12 13 -12 -8 -11 -7 18 -13 -3 -2 -6 31 -24 28 26 -26 -27 30 -30 -25 32 -1 34 36 -36 -33 -35 -39
right_child=1 8 3 7 21 6 14 -9 -10 10 11 17 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 24 25 27 -28 -29 29 -31 -32 33 -34 37 35 -37 -38 38 -40
leaf_value=0.0030431872121612909 0 -0.019789573757506555 -0.0075583355230682027 0.036420983910241886 -0.0170738107568826 0 0 0 0 0.00029710487688740418 0.028396850209471709 0.01440253264672256 0 0 -0.01268840185764783 -0.0098321158589877861 0.02488124749423315 -0.0063762766013877514 0 0 -0.010235171154369054 0 0.016479516298850409 0.001150352382483255 0.021156194139915513 0.0036306808185188424 0 -0.0063789987156761836 -0.019762209949076705 0 0.0083396537648968098 0.018292805783063977 -0.014186402890275311 5.1192526706691696e-05 -0.0063414221197011901 0.002786613405236291 0.0024300395180001182 0.0011263148853242276 0.020809177536026423
leaf_weight=93.38898927259288 5.0488155647180974 21.602790088159963 24.341651683207601 13.880327931779904 57.587359254801413 10.217136164195834 4.9296310925856224 2.8218519344809456 12.072766969911752 11.605754879361482 32.807280842680484 6.2228757987031695 11.251446340102119 2.8873384660109869 9.6780288310255838 13.057358521647986 42.220240135909989 12.666124228853734 5.4268677677027881 7.668978399597111 15.273704944993371 0.26391752902418275 59.808017417555675 2644.68435836141 72.322436034155544 274.78231568657793 360.624370099511 1217.7752808132209 98.638929575565271 1665.648539495538 692.57309393107425 112.18356601530104 135.32785885785233 23002.541653392254 2534.3778014145537 1462.0242355689406 1246.8454162987364 288.3283478418598 104.33385529299267
leaf_count=59835 302 546 1917 1514 7408 511 287 349 320 998 1917 294 825 169 570 1307 1773 696 276 329 1006 13 6357 100805 7100 12750 19005 57743 8811 80349 64973 22904 88607 1887426 404872 64417 174444 21592 1203
internal_value=0 -0.00333885 0 0.00883227 -0.00278714 0.00497929 0.013636 0.0249337 -0.0140057 7.66793e-05 0.00680222 0.0122495 0.0166442 0.0208974 -0.00384943 -0.0031909 0.0198353 0 0.00487071 -0.018774 -0.00773235 -0.014538 4.48418e-05 0.000570492 0.000299322 -0.001969 0.00514729 -0.00430394 0.00122247 -0.00161412 0.00281226 -7.38208e-05 -0.00662907 -2.08918e-06 -0.000981044 -0.00293168 0.00447143 0.000210496 0.00817181
internal_weight=0 227.607 186.263 41.0438 145.219 87.3676 67.045 16.7022 41.3445 36162.1 95.925 71.2619 46.9461 35.6946 14.6077 24.6631 52.4374 24.3159 11.6497 29.2718 20.3225 57.8513 36066.2 7086.86 7027.05 1925.5 432.947 1492.56 5101.54 1764.29 3337.26 28979.4 228.717 28750.6 5355.43 3996.4 1359.03 23395.2 392.662
internal_count=3106520 16845 15650 3780 11870 4449 3141 1863 1195 3089675 6482 4177 2911 2086 857 2305 2284 1266 570 875 1308 7421 3083193 357893 351536 96598 26105 70493 254938 89160 165778 2725300 148442 2576858 666637 469289 197348 1910221 22795
cat_boundaries=0 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 1312 1048624 9 11274268 5 480 56 80 1 262960 64 1 1 532485 436 3464 1 2098184 10487864 22560769 836 8661136 1 8396800 1
is_linear=0
shrinkage=0.1


Tree=103
num_leaves=40
num_cat=22
split_feature=4 0 10 5 2 2 10 8 0 8 1 8 3 10 7 3 3 10 1 3 0 8 3 10 2 2 10 10 3 2 10 10 0 3 2 5 0 0 3
split_gain=0.305449 3.85066 1.1436 1.27307 4.98519 2.44954 2.46309 2.26335 1.96823 1.82716 3.23346 1.56255 1.4728 1.41544 0.976243 0.879598 0.916985 0.764233 0.695041 0.600667 1.02361 1.26737 2.45946 1.56761 1.70742 1.07901 1.01499 0.907051 0.674204 1.11797 0.926739 0.584847 5.83966 2.19233 1.42688 0.889592 4.41114 3.09337 2.14479
threshold=0 1 9.5000000000000018 2 3 4 3.5000000000000004 5 6 7 8 9 1.0000000180025095e-35 1.0000000180025095e-35 10 3.5000000000000004 1.0000000180025095e-35 7.5000000000000009 11 31.500000000000004 12 13 49.500000000000007 4.5000000000000009 14 15 7.5000000000000009 4.5000000000000009 28.500000000000004 16 2.5000000000000004 9.5000000000000018 17 2.5000000000000004 18 19 20 21 2.5000000000000004
decision_type=1 9 2 1 1 1 2 1 9 1 1 1 2 2 1 2 2 2 1 2 9 1 2 2 1 1 2 2 2 1 2 2 9 2 1 1 9 9 2
left_child=19 2 3 5 7 8 18 12 11 10 -6 -2 -5 -10 -3 16 -4 -11 -7 28 21 22 -21 24 -24 27 -23 -22 31 30 -30 35 33 -33 -34 -1 38 -38 -37
right_child=1 14 15 4 9 6 -8 -9 13 17 -12 -13 -14 -15 -16 -17 -18 -19 -20 20 25 26 23 -25 -26 -27 -28 -29 29 -31 -32 32 34 -35 -36 36 37 -39 -40
leaf_value=7.6866782680248228e-05 -0.0070255280597015723 0.023380114786787785 0 0.005507586520738527 0.01144101591919458 0.003829765176104772 -0.013108918295113535 0 0 -0.0055636740615400242 -0.010351700782291102 0.011041203015770516 0.019545867782116422 -0.0056635605092884497 0 0.0016237980793602164 -0.01897909369121932 0.0033396792310784206 0.015242913392222043 -0.015920799939746013 0.016902635133707825 -0.023229650005894307 0.018114825550062903 -0.007861366962122104 -0.0042700077772123372 -0.0046740063124491669 0 0 0.026081065990891397 -0.00028249474335185169 0 0.040456119303291023 -0.011581793877595101 0 0.0020477487118264665 -0.013570986111368508 0.0070424100082809972 -0.0012955235776071301 0
leaf_weight=26816.756070837851 15.467766138026491 68.933145085640717 45.380627361824736 280.89430512627587 196.83624194283038 607.84151880897116 37.554770050061052 156.85557801346295 774.78486627642997 654.09956573462114 57.74155431240797 141.5077881438192 207.12071826308966 1164.7467716229148 27.403604466235265 8.9283151195850206 48.322918320074677 47.754609115654603 70.986544251441956 40.735244856536156 39.737416356001631 50.221300514589529 70.221734892169479 7.8270752662792793 9.8440860264818166 38.029135062854039 0.73641173052601416 3.8046660182299084 15.338775513810107 24.716348875415861 1.680051912786438 26.883327218740305 74.763928444415797 11.79830884397961 135.75148480018834 380.91871848721712 468.43330448562119 3422.2480377299435 150.3829205204238
leaf_count=2274170 867 4024 2386 12794 10351 11146 1329 6414 12278 30855 1376 7075 6608 22726 959 297 2158 1961 1150 2918 3937 3596 3831 654 1125 3745 91 388 848 1747 101 4586 7194 1276 11464 103660 108586 416652 17906
internal_value=0 0.000767846 0.000197293 0.00053342 0.00279469 -0.000664238 0.00409388 0.00937177 -0.00247362 -0.00156505 0.00470831 0.00667278 0.0125887 -0.00348531 0.0173556 -0.00883343 -0.0124071 -0.0043761 0.00604112 -9.98352e-05 -0.0046331 -0.00855092 0 0.00751903 0.0134811 0.00188121 -0.0180077 0.0106941 -4.84124e-05 0.00960285 0.0176634 -7.98511e-05 0.00444753 0.0281008 -0.0026716 -0.000129794 -0.00144253 -0.000153874 -0.00965738
internal_weight=0 4613.16 4516.82 4414.19 1601.3 2812.89 716.383 644.871 2096.51 956.432 254.578 156.976 488.015 1939.53 96.3367 102.632 93.7035 701.854 678.828 31790.8 261.157 179.586 128.628 87.8929 80.0658 81.5712 50.9577 43.5421 31529.7 41.7352 17.0188 31487.9 249.197 38.6816 210.515 31238.7 4421.98 3890.68 531.302
internal_count=3105229 136754 131771 126930 70359 56571 13625 25816 42946 44543 11727 7942 19402 35004 4983 4841 4544 32816 12296 2968475 20285 12215 8528 5610 4956 8070 3687 4325 2948190 2696 949 2945494 24520 5862 18658 2920974 646804 525238 121566
cat_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 269746 2 804 928 5 262288 10 1 4 1 1 2426348 9 244 968 48 10527110 297 2 787723 4288656
is_linear=0
shrinkage=0.1


Tree=104
num_leaves=40
num_cat=27
split_feature=3 3 0 2 2 0 10 3 2 0 4 8 10 0 0 9 0 2 8 3 2 8 3 3 2 10 7 3 0 0 2 0 10 3 1 6 2 8 0
split_gain=0.302722 0.860036 0.785615 0.891105 0.755052 0.844691 0.639423 1.09325 1.23167 0.417138 0.396775 0.632774 0.385823 0.316758 0.311075 0.281025 2.78309 2.25426 5.00785 1.10043 1.68367 1.54264 0.936543 0.754498 6.01393 3.03812 1.41598 1.17003 1.11014 1.05173 0.667574 7.51566 3.41968 1.8446 0.871587 7.09349 6.99678 0.505012 0.457754
threshold=31.500000000000004 28.500000000000004 0 1 2 3 1.0000000180025095e-35 93.500000000000014 4 5 6 7 5.5000000000000009 8 9 10 11 12 13 2.5000000000000004 14 15 16.500000000000004 18.500000000000004 16 2.5000000000000004 17 19.500000000000004 18 19 20 21 1.0000000180025095e-35 15.500000000000002 22 23 24 25 26
decision_type=2 2 9 1 1 9 2 2 1 9 1 1 2 9 9 1 9 1 1 2 1 1 2 2 1 2 1 2 9 9 1 9 2 2 1 1 1 1 9
left_child=1 15 6 12 5 -3 7 8 -2 -5 11 -8 13 -4 -6 23 22 18 -18 20 -19 -21 37 30 26 28 27 -25 -26 -27 31 32 -1 -33 36 -36 -32 -17 -20
right_child=2 4 3 9 14 -7 10 -9 -10 -11 -12 -13 -14 -15 -16 16 17 19 38 21 -22 -23 -24 24 25 29 -28 -29 -30 -31 34 33 -34 -35 35 -37 -38 -39 -40
leaf_value=0 0.0028048342080417236 0.021006794377259413 0 0.00043051173606804534 -0.0071755345319312706 0 0 0.011881005638275446 -0.015422295957812677 -0.00870422653413566 0 -0.014322483280970771 0 0.014780550210218471 0.0030178806331374979 0 0.028404629402459983 0.0058650441753068661 0 0.0029184023087003796 -0.0021094696166161207 -0.0049175953954360037 0 0 0 0.01479252218412605 0 0.030756768491961441 -0.021100232737929474 -0.0029194574311386819 0.0065270425836526647 0 -0.025652337930395192 0.018734418268059001 -0.0011825089141563128 0.0085849877595181191 -2.440376391970541e-05 0.019376455607002928 -0.013528120803971278
leaf_weight=79.371381778681098 21.985756783746183 22.41336808365304 2.6143845331389457 15.474403722153509 12.696045032818802 5.546413994976322 18.331838074140251 21.763602129765786 24.977505028888118 27.48554672987666 14.92133974470198 92.604076539399102 2.3210266865789881 37.987047712667845 3.6469739469903297 32.077819970960263 45.181362081060797 471.45340480166851 2.6422392345120898 270.12251744122477 448.67802475859935 851.82147674931912 3.6271459127310655 6.2686883594142264 10.22600223746849 12.027165841602253 5.1400098081212482 28.135712371440604 149.16543161557638 20.326954514777754 1745.1852956548646 1817.0574339332852 149.70295446071032 23.498253732192097 11248.236071621068 762.28185880999081 17776.931180172425 85.584853178428602 20.214619122794833
leaf_count=54211 905 894 311 1384 703 644 1230 759 1169 3031 290 7927 235 3466 474 6042 9154 40161 797 13480 40950 44382 395 421 1302 993 319 2438 10591 993 266824 399293 103213 1630 303331 38440 1725066 12510 5445
internal_value=0 7.61862e-05 -0.00304565 0.002311 0.0108424 0.0154801 -0.00654983 0 -0.00686357 -0.00317656 -0.010415 -0.01217 0.0103041 0.0140162 0 4.56488e-05 0.00112749 1.12985e-05 0.0142172 -0.000581972 0.00175644 -0.00276103 0.0137976 -1.77776e-05 -0.00537477 -0.0134967 0.0178949 0.0259275 -0.0196487 0.00470684 1.49368e-05 -0.00169695 -0.0173429 0.000418281 0.0001388 -0.000517825 0.000558363 0.0168852 -0.00928367
internal_weight=0 36109.3 280.467 85.8824 44.3028 27.9598 194.584 68.7269 46.9633 42.96 125.857 110.936 42.9225 40.6014 16.343 36065 2231.4 2110.11 68.0382 2042.08 920.131 1121.94 121.29 33833.6 231.29 191.746 39.5444 34.4044 159.391 32.3541 33602.3 2069.63 229.074 1840.56 31532.6 12010.5 19522.1 117.663 22.8569
internal_count=3105803 3085096 20707 8427 2715 1538 12280 2833 2074 4415 9447 9157 4012 3777 1177 3082381 173316 154369 15396 138973 81111 57862 18947 2909065 17057 13879 3178 2859 11893 1986 2892008 558347 157424 400923 2333661 341771 1991890 18552 6242
cat_boundaries=0 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=2426220 960 112 3184 84 1573008 1 8 528512 527920 1 266381 516 9 56 4 538 1 2167176 265040 30 4733633 1 2 513 1 1296
is_linear=0
shrinkage=0.1


Tree=105
num_leaves=40
num_cat=26
split_feature=0 2 10 5 3 3 3 0 8 4 2 8 10 4 7 0 10 8 0 7 0 0 3 10 6 0 10 3 2 2 3 2 2 2 0 1 4 3 3
split_gain=0.316963 3.51056 5.84654 2.54011 3.3069 3.15844 1.57933 1.45626 1.08149 0.986258 0.932187 2.29382 2.97426 2.53936 1.93872 2.97508 1.78207 1.4486 3.04602 0.961496 0.802818 0.690063 1.24589 0.683184 4.72192 2.14012 1.52455 1.34598 2.75632 1.22604 1.19923 1.16729 0.941446 0.820427 2.37114 2.23222 3.58597 2.51041 2.88658
threshold=0 1 7.5000000000000009 2 1.5000000000000002 18.500000000000004 5.5000000000000009 3 4 5 6 7 1.0000000180025095e-35 8 9 10 1.5000000000000002 11 12 13 14 15 2.5000000000000004 7.5000000000000009 16 17 10.500000000000002 1.5000000000000002 18 19 1.0000000180025095e-35 20 21 22 23 24 25 3.5000000000000004 8.5000000000000018
decision_type=9 1 2 1 2 2 2 9 1 1 1 1 2 1 1 9 2 1 9 1 9 9 2 2 1 9 2 2 1 1 2 1 1 1 9 1 1 2 2
left_child=1 3 10 5 7 8 -4 -5 -1 -10 11 14 -13 -14 15 -3 -16 18 19 -12 -6 22 -19 33 25 26 32 28 -27 -29 -30 -26 -25 34 35 36 -2 -37 -39
right_child=23 2 6 4 20 -7 -8 -9 9 -11 17 12 13 -15 16 -17 -18 21 -20 -21 -22 -23 -24 24 31 27 -28 29 30 -31 -32 -33 -34 -35 -36 37 -38 38 -40
leaf_value=0 -0.0027269064572142373 0.00991074419605582 0.032232934908737125 0 0 -0.010675320145870557 0 -0.021405969125274881 0.015402687473596941 0 0.018071866226875122 0.0075340746257755095 -0.01514627027761286 0.010971444368030468 0 -0.006228017644636312 0.020520281777506696 -0.0086270720691257966 -0.0074048363981027258 0 0.01361274481070108 -0.015245649258905258 0.0036137932798461295 -0.010087628584144963 0 0.0070105817105925701 0.017166317734146671 0 -0.016251180570000866 -0.021793864353323356 0 0.015384022381386159 0.0037753206460588136 0.00038332658291478959 0 -0.0031400442066899532 0.02472718717653823 -0.027784461418374398 0
leaf_weight=61.874496520147659 1383.9109601326163 145.10155470983591 32.494538176717469 45.918918660012423 30.252124365695636 27.937047674495261 4.0032060880330382 45.048798000745592 425.62331837531383 9.3047615782124904 66.98281641882204 62.268068147212034 241.97845036888612 7.5811146360356352 37.416128518758342 258.27497779703117 73.982436505379155 157.2861664332122 146.83487318208063 12.697021891130133 53.931101397640305 138.30941479339526 84.870341231580824 45.158116167527623 85.118087585695321 89.822359007492196 23.610938774203532 63.475525884568924 119.46944892095053 122.0136237499828 73.583437838264217 90.765626607244485 45.278535881865537 22316.569806942487 9319.943748578291 298.29029325721785 17.878462878405116 96.864691076334566 32.369350258726627
leaf_count=7576 289879 16202 3381 8988 3679 3468 374 10393 58794 496 10345 6823 26231 323 3054 29900 5728 21094 18349 1085 6199 24600 9157 5038 8812 7368 3117 3186 8017 6245 4358 10385 4980 1744868 706743 19929 1549 3542 1002
internal_value=0 0.00119673 -0.00142944 0.00689738 -0.00186944 0.0104316 0.027183 -0.0142047 0.0127283 0.0142295 -0.00291488 -0.000252804 -0.00685559 -0.0121875 0.00341202 0 0.0135509 -0.00579166 0 0.0129967 0.00906257 -0.00932075 -0.00319189 -3.47012e-05 -0.00294831 -0.0075378 0.00248763 -0.0104245 -0.00404561 -0.0173265 -0.0106238 0.00967583 -0.00196858 2.49324e-05 -0.000664453 -0.00391531 -0.00165646 -0.0101573 -0.0208271
internal_weight=0 2169.97 1470.08 699.891 175.151 524.74 36.4977 90.9677 496.803 434.928 1433.58 826.603 311.828 249.56 514.775 403.377 111.399 606.981 226.515 79.6798 84.1832 380.466 242.157 34224.1 758.296 582.412 114.048 468.364 282.875 185.489 193.053 175.884 90.4367 33465.8 11149.3 1829.31 1401.79 427.524 129.234
internal_count=3105257 276239 176646 99593 29259 70334 3755 19381 66866 59290 172891 88261 33377 26554 54884 46102 8782 84630 29779 11430 9878 54851 30251 2829018 61506 42309 13135 29174 19743 9431 12375 19197 10018 2767512 1022644 315901 291428 24473 4544
cat_boundaries=0 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=26838021 604 2 65540 4 1 288 1 1 1 17367044 6 9469952 1 525312 16778245 2 2101458 590 146 897 696 598 6466 1 1
is_linear=0
shrinkage=0.1


Tree=106
num_leaves=40
num_cat=24
split_feature=3 0 3 3 2 8 3 10 0 2 6 10 2 3 0 2 0 3 0 0 3 2 8 8 0 10 0 1 3 10 0 2 3 3 2 0 2 0 3
split_gain=0.263228 1.36708 3.83167 3.11579 2.5455 4.76873 2.60494 2.11037 1.36021 1.25045 1.09838 5.26499 9.83629 10.5429 4.8539 4.82387 5.41685 4.88186 4.04722 3.82409 3.65176 2.12614 2.7466 2.03208 4.91646 5.62281 2.41008 4.43237 2.03503 1.91577 1.4584 1.23026 1.18564 1.0748 1.04396 0.979702 2.71094 1.86206 1.42053
threshold=2.5000000000000004 0 16.500000000000004 10.500000000000002 1 2 7.5000000000000009 1.5000000000000002 3 4 5 1.5000000000000002 6 5.5000000000000009 7 8 9 4.5000000000000009 10 11 16.500000000000004 12 13 14 15 3.5000000000000004 16 17 11.500000000000002 2.5000000000000004 18 19 3.5000000000000004 9.5000000000000018 20 21 22 23 1.5000000000000002
decision_type=2 9 2 2 1 1 2 2 9 1 1 2 1 2 9 1 9 2 9 9 2 1 1 1 9 2 9 1 2 2 9 1 2 2 1 9 1 9 2
left_child=35 2 3 4 5 8 -7 -4 -2 -5 21 12 13 14 -12 17 34 -13 -14 -15 -19 22 32 24 31 -26 28 -28 -25 -18 -24 -23 -3 -6 -17 38 37 -37 -1
right_child=1 10 7 9 33 6 -8 -9 -10 -11 11 15 18 19 -16 16 29 20 -20 -21 -22 23 30 26 25 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.00071386892096803891 0.009923098070998301 0 -0.018774898251960079 0 0.0060353972567375354 -0.022393141087229826 0.0041747481080190154 0.0013339619332265078 -0.0022897500267243568 0.021656694535695256 -0.0048425646212849312 0.0017637719685300191 0 0.006486753034858724 0.030642241891549894 -0.004319702500066391 -0.024240991964269779 0.033570206332141549 -0.026502815315134411 -0.019107786470424229 0 0 -0.01220131128729831 -0.0015466223875562415 0.0016702104751655589 -0.010346886576447436 -0.011521525586650594 0.00056037932539077765 0.0046322979033861815 0 0.0080364524431135072 0.013131822266031865 0.018736837577231089 -0.0058308291320209983 0.0094459850656272888 0.00047660023327752418 -0.00069246281575397568 -0.015296812302551609 -0.0014809642458901032
leaf_weight=13917.170721653936 138.07657622627448 34.769864652880642 88.204882715101121 27.728590078128036 1095.7683167831856 123.2999113638798 14.841979989723766 42.362132899928838 105.60297345076106 99.067775791583699 27.147826788830571 158.58619998818904 75.252901753221522 54.530252987169661 120.56684687605593 13.157995897392539 59.09763763625233 135.21509559772676 158.57054976210929 99.680744513636455 21.389784153958317 150.4071203453932 56.3462272407196 4247.5852472394181 2124.8505178473424 442.59328932192875 611.50086902266776 486.90655691036955 563.85758950578747 84.450300371536287 6.2253689754579673 352.20236941010808 135.71197408543958 32.972901235712925 329.54147570246278 65.372890736176487 6239.821411774481 187.08977127137587 3660.8390489183366
leaf_count=1245502 15271 6627 9945 2528 102178 13255 1400 4055 12016 9861 2100 15928 18461 7585 8841 3293 7619 11204 23017 7922 2544 9769 5596 173079 87002 19732 68828 13183 20949 8829 1983 26015 13675 2959 24172 43822 698024 143389 213063
internal_value=0 0.000428333 0.00296896 0.00449238 0.00280111 -0.00358442 -0.0165355 -0.011352 0.00399633 0.0183366 0 0.00263802 -0.0045454 0.00654869 0.0241677 0.00779159 0.000495478 0.01666 -0.0186643 -0.00953144 0.0283211 -0.000398707 0.00821554 -0.00069053 0.00133045 -0.000379995 -0.0017927 -0.00597449 -0.000734809 -0.0130773 -0.00491425 0.0100046 0.0144779 0.00524263 0.00773729 -0.000136165 -0.00118979 -0.0106801 0.00023785
internal_weight=0 12318.1 1767.93 1637.36 1510.56 381.821 138.142 130.567 243.68 126.796 10550.1 1337.19 535.749 301.926 147.715 801.438 486.247 315.191 233.823 154.211 156.605 9212.96 233.053 8979.9 3070.05 2567.44 5909.85 1098.41 4811.44 143.548 62.5716 502.609 170.482 1128.74 342.699 24070.3 6492.28 252.463 17578
internal_count=3105221 761421 173468 159468 147079 41942 14655 14000 27287 12389 587953 141515 67926 26448 10941 73589 43913 29676 41478 15507 13748 446438 27881 418557 142518 106734 276039 82011 194028 16448 7579 35784 20302 105137 27465 2343800 885235 187211 1458565
cat_boundaries=0 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=23080457 129 1 2107393 769 2 896 589830 116 20960 9981970 8650772 11 9 6 1654804 786914 1 802870 128 10 10080740 23 263170
is_linear=0
shrinkage=0.1


Tree=107
num_leaves=40
num_cat=21
split_feature=2 0 3 3 3 10 9 0 8 3 10 2 2 3 3 3 2 8 3 8 0 2 0 2 3 2 2 3 0 3 10 3 0 3 2 2 0 10 10
split_gain=0.229005 0.756607 0.52582 0.455986 0.336794 0.340191 0.252553 2.00181 0.954117 1.78765 1.55 3.08246 2.03464 1.76882 0.908664 0.835444 0.792654 0.788217 1.01123 0.660694 4.86559 3.91197 3.60803 3.58991 2.30765 1.56774 0.591468 0.584687 1.32756 1.21086 1.06322 0.824768 3.93777 1.51646 2.4202 0.673464 1.76336 0.568671 0.686268
threshold=0 1 1.5000000000000002 1.0000000180025095e-35 21.500000000000004 5.5000000000000009 2 3 4 7.5000000000000009 1.5000000000000002 5 6 36.500000000000007 1.5000000000000002 19.500000000000004 7 8 1.5000000000000002 9 10 11 12 13 4.5000000000000009 14 15 45.500000000000007 16 93.500000000000014 1.0000000180025095e-35 26.500000000000004 17 23.500000000000004 18 19 20 4.5000000000000009 1.0000000180025095e-35
decision_type=1 9 2 2 2 2 1 9 1 2 2 1 1 2 2 2 1 1 2 1 9 1 9 1 2 1 1 2 9 2 2 2 9 2 1 1 9 2 2
left_child=1 2 -1 -3 5 -5 7 8 10 14 12 -12 13 -2 26 -13 17 18 -9 20 21 -18 23 -21 -22 -24 -10 31 -29 -30 -31 33 -33 35 -35 36 -8 38 -11
right_child=6 3 -4 4 -6 -7 27 16 9 37 11 15 -14 -15 -16 -17 19 -19 -20 22 24 -23 25 -25 -26 -27 -28 28 29 30 -32 32 -34 34 -36 -37 -38 -39 -40
leaf_value=0 0.015440433958179713 0 0.013469121062548779 -0.018506952923902153 0 0 0.0073022266624191597 0 0.0086891139403079722 0 -0.0015008228627719261 0.033375648604557585 -0.011505693035199762 -0.0064465955815430718 -0.011202978945587897 0 0.0073295729087475385 0 0.023246087673157376 0.006781713224188364 0.0014984151675564092 -0.0085075286175987173 0.0035762396645834904 -0.0058087890745054799 0.02498289989347369 -0.01349556003722246 -0.0036037666333324919 0.0064945589099892967 -0.019829338487532197 0.011407190608734656 -0.0081916605030406455 -0.012099095492524553 0.017536033132722936 0.0065668059548595146 -0.021497856548750846 6.6021833826948579e-05 -0.0099034074712151046 0 0.022580383803926216
leaf_weight=6.6974956393241865 88.078982251863636 26.820825125863848 3.4855941304995213 33.257748801459456 1.009744281269376 2.1743202059442401 31.727064826285641 9.4507669797167164 28.839573073910287 6.8384231425589013 30.509508469840512 56.998635957490478 29.430675362076727 11.424492687336167 73.53301824117807 7.0305811141151926 184.40375945880078 14.249596542373181 22.760410937218694 461.58336977887666 124.0084495343981 415.90017901646206 22.159153659478761 360.98720207053702 80.149698799476027 277.41972433072806 21.089073609036859 11.532153942505827 47.144836635619868 16.868481360143051 37.559971133829094 25.718756035130355 83.622541395758162 9.8398838542634603 40.504221059702104 33490.586065639975 170.99156051232785 2.4626844501472069 21.860454947862308
leaf_count=17900 8429 32298 4650 18492 302 877 63222 2785 7033 793 2887 8240 5216 810 9617 544 7615 2748 1891 18188 15804 18800 3223 16290 5526 27895 6243 1225 4374 586 2864 2815 6075 1004 3793 2698138 73783 252 2218
internal_value=0 -0.00441347 0.00360982 -0.00950819 -0.0149734 -0.0167073 6.10819e-05 0.00105717 0.00735962 0 0.0111477 0.019912 0.000989691 0.00900439 -0.00509491 0.0277387 -0.000129022 0.00902788 0.0148156 -0.000681522 0.00124201 -0.00302013 -0.00231392 0.000895399 0.0134447 -0.0110768 0.000975922 0 -0.0063858 -0.010938 0 1.8219e-05 0.00769845 -4.60112e-06 -0.0137332 1.92147e-05 -0.00521496 0.0150715 0.0182636
internal_weight=0 73.4457 10.1831 63.2626 36.4418 35.4321 36317.3 2351.17 378.096 154.623 223.473 94.5387 128.934 99.5035 123.462 64.0292 1973.07 46.4608 32.2112 1926.61 804.462 600.304 1122.15 822.571 204.158 299.579 49.9286 33966.1 113.105 101.573 54.4285 33853 109.341 33743.6 50.3441 33693.3 202.719 31.1616 28.6989
internal_count=3105445 74519 22550 51969 19671 19369 3030926 173047 52282 26156 26126 11671 14455 9239 22893 8784 120765 7424 4676 113341 47745 26415 65596 34478 21330 31118 13276 2857879 9049 7824 3450 2848830 8890 2839940 4797 2835143 137005 3263 3011
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 10814483 2 293254 12 288 113 4 9 6 13665312 32 9438240 720 520 356 8913048 11274264 28 4 8406043
is_linear=0
shrinkage=0.1


Tree=108
num_leaves=40
num_cat=22
split_feature=3 0 8 2 3 10 3 0 2 10 2 2 0 0 10 0 0 0 3 0 3 9 10 3 0 8 2 2 0 0 10 10 10 10 10 10 2 0 10
split_gain=0.22879 1.17697 1.69276 5.51735 2.76774 7.76199 2.42524 2.16397 2.02534 3.30945 2.01477 1.79689 3.40176 2.42191 1.75578 2.6079 2.19788 1.57385 1.79587 1.49016 1.13 0.971461 0.855893 0.811119 0.809806 3.63958 2.74139 2.45077 2.41056 2.19518 1.80253 1.73393 1.38504 1.17225 1.1527 1.80744 1.47695 0.890424 1.14319
threshold=2.5000000000000004 0 1 2 9.5000000000000018 1.5000000000000002 4.5000000000000009 3 4 4.5000000000000009 5 6 7 8 1.0000000180025095e-35 9 10 11 28.500000000000004 12 41.500000000000007 13 6.5000000000000009 3.5000000000000004 14 15 16 17 18 19 9.5000000000000018 14.500000000000002 5.5000000000000009 6.5000000000000009 5.5000000000000009 1.0000000180025095e-35 20 21 2.5000000000000004
decision_type=2 9 1 1 2 2 2 9 1 2 1 1 9 9 2 9 9 9 2 9 2 1 2 2 9 1 1 1 9 9 2 2 2 2 2 2 1 9 2
left_child=24 2 4 7 6 17 8 20 9 -2 -7 12 -8 -13 16 -16 23 -6 -19 -10 -4 -17 -12 -5 -1 27 30 28 33 -28 34 -32 -31 -26 35 -27 -36 -29 -39
right_child=1 -3 3 14 5 10 11 -9 19 -11 22 13 -14 -15 15 21 -18 18 -20 -21 -22 -23 -24 -25 25 26 29 37 -30 32 31 -33 -34 -35 36 -37 -38 38 -40
leaf_value=7.3443668847521213e-05 0.012047275175764727 -0.00012507811894096538 0.01913922758931846 0.023848323867037662 0.0026747527282070557 -0.0053248606363575151 0.013245139586623329 0 0.0043557133892133237 -0.0095454670284296547 0.022215157738247639 0.017764745028479533 -0.009765610602055547 0 0 -0.017251294825876295 -0.0052625809038181334 -0.022971766070597085 0 -0.0061994036602561649 0 0 0 0 0.030320910025914572 -0.0050153675881123251 0 0.0080521145111811573 -0.0030989739374130605 -0.022620261616033407 0.022992278713591038 -0.0023975138719629953 0 0 0.0022983143199669341 3.866055747815868e-05 -0.012906453140819632 0.0020092393543325983 -0.010995497998127121
leaf_weight=20161.587477553752 296.50192796510237 9677.9327023407532 153.94726268334489 19.099201224918943 10.485207350226119 10.506587443640454 80.763966733327834 106.44173660734668 153.00833481471636 50.995059997832868 86.454784219007706 333.52401381741947 94.549183674971573 92.135964609653456 237.19886875231168 242.09129208394734 117.01784312562086 146.35191458067857 20.873066580126761 306.27361127696349 13.689916859497314 27.91958914505085 5.3953053973964407 42.625155525398441 71.59518341961666 943.85506481098128 59.084669397165271 84.408081924724684 13.592248200904576 131.25395086523349 27.522350602142978 7.8325683180009937 7.5531096733429868 1.7418876007432107 40.924293469608529 2176.3125404565071 162.654296654684 120.06424234997394 68.218973496303079
leaf_count=1732986 34768 476208 15115 2811 1087 902 8156 14371 13702 4995 8392 34356 9803 8000 21877 27534 10993 21611 3252 34387 1349 2917 594 4837 10090 107537 40891 14873 3267 135214 2813 802 6017 257 5511 240961 15794 17772 8623
internal_value=0 0.000359727 0.00221746 -0.00087121 0.00412743 -0.0040031 0.00603211 0.00989157 0.00185751 0.00738154 0.0141465 0.0108061 0 0.0140291 -0.00589291 -0.00893461 0.00106249 -0.0164345 -0.0185723 -0.0020149 0.0160339 -0.0149149 0.0185159 0.0132525 -0.000169073 -0.001481 -0.00253607 0.00741323 0.0192169 -0.0131386 -0.00167592 0.0142585 -0.0190397 0.0256338 -0.0020659 -0.00142816 -0.0091171 0.000714112 -0.00209587
internal_weight=0 12325.8 2647.85 960.031 1687.82 280.067 1407.75 274.079 806.779 347.497 102.357 600.973 175.313 425.66 685.952 507.21 178.742 177.71 167.225 459.282 167.637 270.011 91.8501 61.7244 24078.2 3916.61 3556.99 359.621 86.9293 197.892 3359.1 35.3549 138.807 73.3371 3323.75 3120.17 203.579 272.691 188.283
internal_count=3105425 762017 285809 101804 184005 35838 148167 30835 87852 39763 9888 60315 17959 42356 70969 52328 18641 25950 24863 48089 16464 30451 8986 7648 2343408 610422 555540 54882 13614 182122 373418 3615 141231 10347 369803 348498 21305 41268 26395
cat_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=23080715 1 94 11777 661 528 593 9738 2107658 2099712 266 8 23070209 1 10338676 4 992 560 3722 2098177 96 4199048
is_linear=0
shrinkage=0.1


Tree=109
num_leaves=40
num_cat=25
split_feature=10 10 0 2 0 10 0 2 3 8 2 7 0 3 0 4 3 5 3 3 3 0 10 1 10 3 8 0 8 0 0 0 1 2 3 2 10 8 0
split_gain=0.239238 0.92738 1.01266 0.579441 0.568486 0.440992 2.84516 3.02919 2.89832 1.71024 0.990065 1.79641 1.69724 0.990132 0.876128 0.822208 0.724189 0.614904 0.481521 0.425407 0.393499 0.360128 2.66713 7.00638 6.00521 4.40252 4.27066 4.03653 3.83928 4.38921 4.08324 2.51108 1.9073 1.80589 1.70169 1.69469 0.791345 5.65279 4.23252
threshold=11.500000000000002 16.500000000000004 0 1 2 6.5000000000000009 3 4 1.5000000000000002 5 6 7 8 1.5000000000000002 9 10 17.500000000000004 11 7.5000000000000009 11.500000000000002 5.5000000000000009 12 1.0000000180025095e-35 13 2.5000000000000004 7.5000000000000009 14 15 16 17 18 19 20 21 34.500000000000007 22 1.0000000180025095e-35 23 24
decision_type=2 2 9 1 9 2 9 1 2 1 1 1 9 2 9 1 2 1 2 2 2 9 2 1 2 2 1 9 1 9 9 9 1 1 2 1 2 1 9
left_child=5 2 3 -2 -3 21 18 10 9 14 11 17 13 -12 -9 -14 -13 -8 -7 -10 -5 22 23 25 27 26 -1 35 30 -30 -26 -25 -29 -33 -27 -24 37 -23 -39
right_child=1 4 -4 20 -6 6 7 8 19 -11 12 16 15 -15 -16 -17 -18 -19 -20 -21 -22 36 24 31 28 34 -28 32 29 -31 -32 33 -34 -35 -36 -37 -38 38 -40
leaf_value=0.011780739841441788 0 -0.0106386413875571 -0.002953197647297809 0.016606201736936239 0.0016164631642746619 0.013874197906421928 -0.010002372654584602 0.0086804227115013996 -0.025621278719587606 -0.01364735544060278 -0.0040582407693358757 0.020056199997954313 -0.019518410727336635 0.0043840546736667457 -0.0047506762692811804 0 0 0.0019674037844936189 0 0 0 -0.0027251077623776884 0.00052643787221377434 0.006595503238517219 0.0066950590951095268 0.027692018124448221 -0.00047553432680628554 -0.015159465339044977 0.011483975376474897 0 -0.013412547560678396 0.0031121786520901182 0 -0.017357783977955028 0 -0.0062921555647231786 0.00055598760834934581 0.009350573052081125 0.00066612091696861559
leaf_weight=377.27321734524958 29.327600266959053 24.588908467063447 19.612716948118759 88.520689020922873 3.2798433407442671 92.308186141046463 23.683650612365454 93.368660816922784 92.545137822831748 40.324544442119077 284.17384860431775 46.073991812532768 54.972420215723105 215.94726983678993 15.505995196406728 7.1322221036534748 2.6421243704389772 171.03122100554174 5.4337623785831957 5.6448136299150056 5.6168051164131603 5366.2417668748894 710.47752130872686 28.580216570757329 107.68188376207763 89.268003110715654 758.91642436166694 511.30820921522536 522.91502575135746 700.00514328193458 239.01315457055898 17.574137656483799 98.195539969718084 215.80876060971059 7.2766344735282464 578.42776472456353 20326.622831731758 643.9473194202219 3779.4927870213796
leaf_count=78113 2271 2449 3123 6173 644 14757 1946 7761 6548 4730 19376 2718 5471 11827 2881 387 208 14644 650 394 355 470889 89091 1253 13487 12276 177407 90972 78468 120410 41763 871 4820 11443 821 133618 1402944 75439 191970
internal_value=0 0.00345315 0.00757507 0.0109328 -0.00548099 -6.49386e-07 -0.00190914 -0.00375193 -0.012622 -0.00112842 -0.0002053 0.00428514 -0.00280319 0 0.00398997 -0.0146067 0.0172264 0 0.0112292 -0.0243795 0.0140836 5.49928e-05 -0.000718456 0.00268668 -0.00228432 0.00602276 0.00363224 -0.00606884 0.00213338 0.00488244 -0.00634489 -0.0109903 -0.0126359 -0.0144892 0.0242545 -0.00240511 0.00019316 -0.000528841 0.00207005
internal_weight=0 170.947 143.078 123.465 27.8688 36229.8 1150.79 1053.05 247.389 149.199 805.657 243.431 562.226 500.121 108.875 62.1046 48.7161 194.715 97.7419 98.19 94.1375 35079 4962.72 1494.7 3468.02 1232.73 1136.19 1898.41 1569.62 1222.92 346.695 261.963 609.504 233.383 96.5446 1288.91 30116.3 9789.68 4423.44
internal_count=3105368 15015 11922 8799 3093 3090353 94298 78891 22314 15372 56577 19516 37061 31203 10642 5858 2926 16590 15407 6942 6528 2996055 854813 282184 572629 268617 255520 318501 254128 198878 55250 13567 95792 12314 13097 222709 2141242 738298 267409
cat_boundaries=0 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=8685223 793 34659 12705988 460 1 76 1 2097459 2362656 1 2 15515852 1 6 2375876 2 8421448 8683528 8912896 1 60 352 1 1049874
is_linear=0
shrinkage=0.1


Tree=110
num_leaves=40
num_cat=24
split_feature=1 8 0 2 8 10 2 3 0 10 0 2 0 3 2 0 3 0 10 2 3 2 0 0 3 2 5 3 3 3 10 0 0 3 2 10 0 10 7
split_gain=0.24 6.1841 7.36373 5.71221 5.17332 10.1172 6.6148 11.0077 5.85899 5.63542 8.51217 6.8908 5.4823 5.02664 4.49012 6.17139 4.47144 4.40139 4.38038 6.64282 4.38553 4.15521 3.88998 3.84762 3.59986 3.38399 5.6821 3.19286 3.5328 3.17324 2.9419 4.39465 3.7124 2.94089 2.78235 3.01032 2.71204 2.64423 2.21341
threshold=0 1 2 3 4 1.0000000180025095e-35 5 5.5000000000000009 6 1.5000000000000002 7 8 9 1.5000000000000002 10 11 3.5000000000000004 12 3.5000000000000004 13 3.5000000000000004 14 15 16 15.500000000000002 17 18 1.5000000000000002 2.5000000000000004 1.5000000000000002 2.5000000000000004 19 20 29.500000000000004 21 2.5000000000000004 22 1.0000000180025095e-35 23
decision_type=1 1 9 1 1 2 1 2 9 2 9 1 9 2 1 9 2 9 2 1 2 1 9 9 2 1 1 2 2 2 2 9 9 2 1 2 9 2 1
left_child=3 2 38 22 5 6 -5 8 -8 11 21 23 -13 17 16 18 30 -4 19 20 -16 -11 -1 -6 -14 26 -12 -20 -29 -23 31 -3 -32 -25 35 -19 -18 -38 -2
right_child=1 14 13 4 9 -7 7 -9 -10 10 25 12 24 -15 15 -17 36 34 27 -21 -22 29 -24 33 -26 -27 -28 28 -30 -31 32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.019729181561035231 0.00011382202205965286 -0.016897429943061742 -0.02162229951175354 -0.0037839096461811557 -0.00577124512868129 -0.0011525540973065587 -0.01085877833222873 0.03267639016485107 0.0088660673639491538 0.0060814182217749776 0.0091914458809878759 0.008064006052915294 -0.0096667384495409871 -0.011175714531405567 0.0024531186472320256 0.0060877631566900962 0.005811506178169736 0.010453826539733781 0.00023069985984398172 0 0.019042829797615308 -0.0027296463683967763 0.0037376023506389142 0 0.0035440770589737465 0 0.00055742045582463649 -0.017295588256258539 -0.0031644130492666893 -0.015336739938319835 -0.00086368013475666798 0 0.014476169519414906 0.019421129434226154 -0.0054857511134074237 -0.0031008683600822471 0 -0.021454649897505871 0.013720061611833506
leaf_weight=152.66178174084052 394.62437470327131 191.09397526970133 58.307987383799627 368.03585713194479 1272.8199370368093 3022.552078253364 120.97837719775271 173.47422049957095 1541.6463097241576 154.47036331411073 1464.1428739985913 170.61594212548334 2199.1011262716493 1264.1045516412705 415.42743770149536 2357.8325077686459 26.16409061010927 361.87339853006415 768.9287621320691 3938.1038413762581 307.49346082797274 469.26770734730962 1530.9087803842267 4959.0225520606818 177.04082299547736 3115.9821816694584 1727.9121662929974 272.64675733586773 650.03897832660004 477.31073766892951 460.6655633628834 517.22726302873343 176.72424155147746 48.902866306132637 395.01116256089881 216.8224442792125 55.21129889972508 236.49721676111221 177.84994290629402
leaf_count=20568 16269 8962 4791 43701 173981 363991 18794 10269 131860 35267 172813 52595 358007 26179 10325 108309 779 10147 22403 79525 3294 72717 151244 448792 12906 333287 272960 5561 9875 57985 12479 12640 7543 2773 13087 7782 901 4012 5807
internal_value=0 -0.000288877 -0.00438126 0.000241441 -0.000189583 0.00251801 0.00764492 0.0100868 0.00707478 -0.00108366 0.000917211 -0.00279553 -0.00715798 -0.00695313 0.000826684 0.00176187 -0.00382021 -0.00139433 8.13025e-05 0.00171003 0.0102494 -0.00697662 0.00578595 -0.000940627 -0.00849055 0.00237615 0.0046451 -0.00418332 -0.00806811 -0.00957179 -0.000965795 -0.00546317 0.00360347 0.000263701 0.000340187 0.00489936 -0.0140264 -0.0167735 0.00522478
internal_weight=0 13242.6 2868.59 23146.8 21463.3 5226.69 2204.13 1836.1 1662.62 16236.6 7409.09 8827.5 2546.76 2296.12 10374.1 8710.47 1663.58 1032.01 6352.64 4661.02 722.921 1101.05 1683.57 6280.75 2376.14 6308.04 3192.06 1691.61 922.686 946.578 1345.71 708.321 637.39 5007.93 973.707 578.696 317.873 291.709 572.474
internal_count=3105180 370670 84062 2734510 2562698 568615 204624 160923 150654 1994083 945029 1049054 423508 61986 286608 239292 47316 35807 130983 93144 13619 165969 171812 625546 370913 779060 445773 37839 15436 130702 41624 21602 20022 451565 31016 17929 5692 4913 22076
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 2 8456217 512 2 38 29964544 856089 449 16782728 512 8139304 1220 61 62 8397960 36552 188 2 8653022 8913834 805 2884232 1
is_linear=0
shrinkage=0.1


Tree=111
num_leaves=40
num_cat=27
split_feature=3 8 2 0 10 2 0 0 2 0 0 10 2 10 10 0 10 10 0 8 0 2 0 2 10 0 0 0 2 0 2 10 10 2 0 7 3 10 0
split_gain=0.320258 1.49279 2.69393 3.82628 3.03308 2.38141 3.28835 2.17257 2.13536 2.75127 1.78422 2.74452 2.44697 1.73735 1.56763 1.3191 1.51088 1.26534 1.19995 0.97444 3.98467 3.2214 2.39663 2.44511 1.98537 2.32947 1.86926 1.59819 1.58121 1.83709 1.56455 2.18595 1.43307 1.41909 2.22182 1.76097 1.39259 1.36835 1.2963
threshold=1.0000000180025095e-35 0 1 2 3.5000000000000004 3 4 5 6 7 8 1.5000000000000002 9 4.5000000000000009 2.5000000000000004 10 1.5000000000000002 4.5000000000000009 11 12 13 14 15 16 5.5000000000000009 17 18 19 20 21 22 2.5000000000000004 1.0000000180025095e-35 23 24 25 9.5000000000000018 4.5000000000000009 26
decision_type=2 1 1 9 2 1 9 9 1 9 9 2 1 2 2 9 2 2 9 1 9 1 9 1 2 9 9 9 1 9 1 2 2 1 9 1 2 2 9
left_child=1 2 4 -4 7 6 14 -1 9 -9 11 -7 -13 -6 -3 16 -5 -8 -15 26 21 -21 28 24 25 -24 30 37 29 -22 -2 32 -32 34 35 -28 -29 -25 -30
right_child=19 5 3 15 13 10 17 8 -10 -11 -12 12 -14 18 -16 -17 -18 -19 -20 20 22 -23 23 27 -26 -27 33 36 38 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.019573659128992619 0.011965506382080045 -0.0065446684454923401 -0.015608278264351539 0.0030611398142432801 -0.016320463366237329 0 -0.030484703567364962 0.015175003941348656 0 -0.0083834491195120004 -0.00023734539540844072 0.0026046978826760707 -0.019722987429302563 0.0097630771590978445 0.009083885425332637 0.011939441111658337 -0.0072804539314956784 0 -0.0078156837094228958 0.0044544710757527979 0.0078899924231229553 -0.020042485184093444 0.004952631514481283 0.0066596063916914043 -0.010832241652596851 -0.0059698945892827466 0.012683612544276732 -0.0065254446313946493 0 -0.0086949842227220641 0.0017680914016530145 0.0137552771061777 -0.012902424285324086 0.00019073850915504457 -0.0068697252835900674 -0.0039983856534252672 0.0010391596435139236 -0.0090207968184582189 0.012841249833620651
leaf_weight=133.08194536730298 222.25119429560436 175.49634333293216 122.48066441522678 369.50876648677513 54.668336997303413 252.47007577507429 57.728562984388191 221.60367902228609 357.24466313685116 19.944973338035197 9095.2356656286138 32.841544131864794 146.26775722071761 52.764663681002276 56.430491960738436 60.622252258803201 184.46521401147766 6.7635353896730512 16.247743721993174 38.091378956480185 75.883171400055289 154.43092315849208 1023.8748326330096 207.25453595616636 78.277918575920921 182.37543517861923 289.25388171245504 1282.0127977704105 61.771185912046349 107.89085536514176 70.556069487021887 53.139433186850511 91.012256868430995 20471.958468569723 54.168733968239394 32.830552439321764 209.39336000767071 32.330757647374412 249.36463228903085
leaf_count=24257 30667 54035 23120 17588 6008 42142 149843 12589 22036 5044 852080 3783 33706 5045 12347 11613 15578 15950 2032 5159 8577 17657 41677 26680 5144 22676 50795 58007 6351 10373 10636 9446 13119 1387423 46814 2084 6851 3697 32758
internal_value=0 -0.000428105 0.00232456 -0.00176703 0.00610602 -0.000911992 -0.00924702 0.00877316 0.00469042 0.0112495 -0.000583717 -0.00660781 -0.0152266 -0.00595893 -0.000955333 0.00131825 -6.47367e-05 -0.0244142 0.0016771 0.000210156 -0.00125673 -0.013973 -0.000325272 -0.00148139 0.00163721 0.00294554 0.000481196 -0.00394974 0.00574221 -0.000319927 0.00670501 0 -0.00565625 0.000323799 0.00612886 0.00966093 -0.00523225 0.00256719 0.00980577
internal_weight=0 11415.9 1592.63 737.077 855.556 9823.23 296.419 731.875 598.793 241.549 9526.82 431.579 179.109 123.681 231.927 614.596 553.974 64.4921 69.0124 24988.1 3702.95 192.522 3510.43 3015.52 1284.53 1206.25 21285.2 1730.99 494.91 183.774 436.959 214.708 161.568 20848.2 376.253 322.084 1491.41 239.585 311.136
internal_count=3105387 1308796 144910 67899 77011 1163886 232175 63926 39669 17633 931711 79631 37489 13085 66382 44779 33166 165793 7077 1796591 245607 22816 222791 164732 69497 64353 1550984 95235 58059 18950 63868 33201 23755 1487116 99693 52879 64858 30377 39109
cat_boundaries=0 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=12 345 353683 13 32538675 5789138 265 8456736 15814664 512 4718692 10765100 3 78860 44 11061760 325 5243056 16887816 262467 162 8913408 788 9 3933296 1 8388608
is_linear=0
shrinkage=0.1


Tree=112
num_leaves=40
num_cat=23
split_feature=3 0 2 3 2 0 3 3 2 2 10 0 0 10 4 10 0 10 3 0 2 0 10 10 10 10 3 0 2 10 0 2 0 0 0 1 4 10 1
split_gain=0.265433 0.71382 0.788064 0.624635 0.810469 0.820448 0.558558 0.963805 0.807534 0.727208 0.594412 0.409754 0.396306 0.748825 0.301487 0.315828 0.281542 0.277127 0.240479 5.85235 3.74424 5.22009 2.07526 1.2591 1.18658 1.11286 1.02429 3.72467 1.64344 0.51046 0.47103 0.470257 1.08855 0.438459 0.427246 3.26568 4.32738 3.37523 2.69275
threshold=31.500000000000004 0 1 28.500000000000004 2 3 100.50000000000001 116.50000000000001 4 5 4.5000000000000009 6 7 4.5000000000000009 8 6.5000000000000009 9 2.5000000000000004 16.500000000000004 10 11 12 1.0000000180025095e-35 4.5000000000000009 2.5000000000000004 3.5000000000000004 14.500000000000002 13 14 6.5000000000000009 15 16 17 18 19 20 21 5.5000000000000009 22
decision_type=2 9 1 2 1 9 2 2 1 1 2 9 9 2 1 2 9 2 2 9 1 9 2 2 2 2 2 9 1 2 9 1 9 9 9 1 1 2 1
left_child=3 6 12 18 5 17 8 10 -2 -9 -8 -4 -3 -14 15 -10 -6 -5 26 22 21 -21 -20 -23 30 -26 34 28 29 -28 -22 32 -29 -33 38 36 -36 -37 -1
right_child=1 2 11 4 16 -7 7 9 14 -11 -12 -13 13 -15 -16 -17 -18 -19 19 20 24 23 -24 -25 25 -27 27 31 -30 -31 -32 33 -34 -35 35 37 -38 -39 -40
leaf_value=0.0010047402944255968 0 0 0.00060697727634692188 0.025591865504597806 0.0017526130415094158 0 0.01731664986560116 0.00044000532936313468 -0.01590521409494193 -0.012770044303010084 0 -0.0084942647244564285 0.019796212615801195 0 0 0 -0.0070717117903290917 0 0 0 -0.00079770668329742279 0.045456802792134661 -0.029312995923845897 0 0.01720293111983014 -0.00090224505569527248 0.038847542658056011 0.011687039031540848 0 0 -0.013289076840700237 0 -0.0060574676803702831 -0.0082742403144803866 -0.0025028830530096392 0.00087948013198021677 0.013541442685715284 0.01286208731886161 -0.0010464400085365116
leaf_weight=16735.526782506182 29.417875934159383 13.222964584827421 15.372194379830033 19.806593103799973 3.2101812386099482 5.5790531405946266 13.070113865076562 24.677628458477557 92.976367678085808 20.870841548137832 1.8185692415572692 27.339436028967611 27.333124355063777 2.8197460668161503 8.7629107479006034 2.1055919290520242 13.64984760497464 3.0476826636586329 12.550693702069109 90.963197307020891 159.08442586479941 28.57593244951568 66.625464916345663 1.9585304558859196 17.522146561241243 25.725602582271677 28.047321473015476 35.526678105466999 14.041086632525547 0.55662277271039684 53.594562111975392 24.612032839213498 7.676787859410978 83.556080109701725 5554.6935008463261 2510.378734926926 138.84434860793408 240.85953893372789 10240.920171742095
leaf_count=1637342 1931 1143 1377 739 388 655 808 1210 6635 1179 137 3001 2635 285 157 208 815 167 1329 4107 5682 2896 7135 175 820 1239 3164 1023 1984 57 5781 1770 762 2849 1025645 113639 11772 14718 237872
internal_value=0 -0.00287987 0.00213255 5.21213e-05 0.00916353 0.0145195 -0.00625176 0 -0.00962602 -0.00594142 0.0124619 -0.00288217 0.00968239 0.0135313 -0.0127007 -0.0149488 -6.44659e-05 0.0199835 2.47656e-05 -0.00216703 0.00300164 0.0154077 -0.0218788 0.036325 -0.00316076 0.00637893 6.30817e-05 0.00680695 0.0239735 0.0320503 -0.00701584 -0.000817375 0.0035321 -0.00506388 1.19514e-05 -0.000597942 -0.00199028 0.0021638 0.000214577
internal_weight=0 279.787 86.0875 36117.1 45.2934 28.4333 193.7 60.4372 133.263 45.5485 14.8887 42.7116 43.3758 30.1529 103.845 95.082 16.86 22.8543 36071.8 456.601 377.424 121.498 79.1762 30.5345 255.927 43.2477 35615.2 194.017 42.645 28.6039 212.679 151.372 43.2035 108.168 35421.2 8444.78 5693.54 2751.24 26976.4
internal_count=3105231 20706 8441 3084525 2764 1561 12265 3334 8931 2389 945 4378 4063 2920 7000 6843 1203 906 3081761 29164 20700 7178 8464 3071 13522 2059 3052597 11609 5205 3221 11463 6404 1785 4619 3040988 1165774 1037417 128357 1875214
cat_boundaries=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=2434412 960 112 3184 272 192 1573008 528528 1 8388938 10489472 286 1130530 3147086 424 1114468 44 2080 8388752 8990508 1 1 1
is_linear=0
shrinkage=0.1


Tree=113
num_leaves=40
num_cat=21
split_feature=0 2 3 8 3 3 10 10 5 10 8 10 0 10 0 2 4 3 10 2 3 0 0 8 0 2 2 0 3 0 0 10 10 2 2 10 3 3 3
split_gain=0.196335 1.48683 1.51866 1.63836 0.447059 0.354187 0.421469 1.79086 1.17425 0.73688 0.326256 0.301336 0.412315 0.375302 0.855482 0.684782 0.672877 0.772627 0.469866 2.88857 2.91451 1.58851 1.55341 1.40076 1.09738 0.913726 0.400445 3.97557 3.34254 1.81443 1.01509 1.93271 0.634804 0.220206 0.192694 0.182417 0.181453 0.124423 0.293821
threshold=0 1 2.5000000000000004 2 4.5000000000000009 6.5000000000000009 2.5000000000000004 1.5000000000000002 3 6.5000000000000009 4 16.500000000000004 5 11.500000000000002 6 7 8 5.5000000000000009 6.5000000000000009 9 1.5000000000000002 10 11 12 13 14 15 16 7.5000000000000009 17 18 2.5000000000000004 5.5000000000000009 19 20 1.0000000180025095e-35 26.500000000000004 13.500000000000002 18.500000000000004
decision_type=9 1 2 1 2 2 2 2 1 2 1 2 9 2 9 1 1 2 2 1 2 9 9 1 9 1 1 9 2 9 9 2 2 1 1 2 2 2 2
left_child=1 5 3 -3 10 6 7 35 -8 -10 -4 13 -13 18 15 -15 17 -17 26 22 24 -22 23 -20 -21 -24 27 29 -29 -2 31 -28 -32 -14 -16 -1 -36 -6 -39
right_child=11 2 4 -5 37 -7 8 -9 9 -11 -12 12 33 14 34 16 -18 -19 19 20 21 -23 25 -25 -26 -27 30 28 -30 -31 32 -33 -34 -35 36 -37 -38 38 -40
leaf_value=0 0.0081748239139769231 -0.0038812607253923266 0 0.014169131457383122 0 0.0012417711766366541 0.0054888741221533642 0.015797636749501472 -0.013070660375854363 0 -0.0095996931039495151 0 0 0 0 0.020144874227549094 0 0 0.020737443919621863 0.0030518083652480129 0 -0.024897024608480683 0.0032473742641856377 0 -0.011939100635867698 -0.0036470310747505411 5.5824007234633715e-05 -0.0088009218602578716 0.0059912800637852218 -4.8937275938913716e-06 -0.00014815407661506827 0.0046485675207352762 0.002821367765710214 -0.013599224828279381 -0.010943382856636069 -0.010753464045895975 0 0.011601734071741828 0
leaf_weight=21.959771280293353 241.96753122075461 21.324035412631929 1.7385861907096114 185.49370809631364 63.282738912268542 30.092325747769792 9.767672253830824 20.035101120040054 135.3538354197226 3.132510785770136 41.571786686021369 2.3411366695654579 6.8802124366920907 26.874939741916023 4.2367341416829731 55.71358895857702 36.656770826783031 4.4966621709754682 29.300165890948847 133.99948961836344 17.218968589440919 88.115414644315024 224.22646563802846 118.12851501400291 25.617433677238296 506.28909418708645 2984.4760169938236 870.60515579574167 136.87673184517189 5328.6763721478019 22854.958706024139 1387.7296812460208 709.73807956224482 17.627653769275646 16.997066020849168 32.659028500405839 0.094175362377426519 3.1296716677607028 2.4941742877126671
leaf_count=3888 45327 2505 190 22064 9887 2893 1316 3142 17907 365 3932 427 852 2033 743 4462 1922 304 3473 12536 1793 6190 17650 14346 4884 32277 440374 254534 17992 385201 1545373 193086 42838 1752 2432 3638 16 531 313
internal_value=0 0.00178809 0.00630584 0.0112197 -0.000654073 -0.00296806 -0.00491983 0 -0.00761486 -0.0111324 -0.00761812 -1.51575e-05 -0.0072905 0 0.00461483 0.00829374 0.0117336 0.0173188 -2.62598e-05 -0.00199918 -0.0104429 -0.0216661 0.000587984 0.00893154 0 -0.00108277 3.20647e-05 -0.000656921 -0.00632598 0.00035268 0.000205715 0.00159981 -4.25096e-05 -0.0105242 -0.00407832 -0.00800438 -0.00742293 0.00167296 0.00653433
internal_weight=0 572.035 319.035 206.818 112.217 253 222.908 74.6539 148.254 138.486 43.3104 35829.8 26.849 35803 145.07 123.742 96.867 60.2103 35657.9 1142.9 264.951 105.334 877.944 147.429 159.617 730.516 34515 6578.13 1007.48 5570.64 27936.9 4372.21 23564.7 24.5079 21.328 54.6188 17.0912 68.9066 5.62385
internal_count=3105388 72571 39422 24569 14853 33149 30256 10668 19588 18272 4122 3032817 3031 3029786 11912 8721 6688 4766 3017874 93149 25403 7983 67746 17819 17420 49927 2924725 703054 272526 430528 2221671 633460 1588211 2604 3191 7526 2448 10731 844
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=16875524 177 4 2 8 2883600 8389347 785 1 460 720 8413393 2 14691680 76 74 11535923 3146753 22857 49 56
is_linear=0
shrinkage=0.1


Tree=114
num_leaves=40
num_cat=23
split_feature=3 1 10 0 0 10 3 8 3 3 0 3 3 0 7 2 2 10 10 2 4 3 3 0 10 2 10 8 2 2 7 8 2 0 3 0 7 0 10
split_gain=0.240549 1.01102 0.731225 2.98955 1.88254 1.46329 1.35528 1.51207 0.628019 0.519661 0.369254 0.28414 0.271739 0.89296 0.415457 1.27508 0.547789 0.572384 0.334455 0.251915 0.2342 0.300981 0.297193 0.225732 2.7886 5.81528 4.56961 2.8798 5.86371 4.42102 2.92494 2.52461 2.51868 2.46138 2.42575 1.81046 1.6183 1.39163 1.15839
threshold=37.500000000000007 0 2.5000000000000004 1 2 5.5000000000000009 49.500000000000007 3 120.50000000000001 68.500000000000014 4 65.500000000000014 28.500000000000004 5 6 7 8 7.5000000000000009 1.5000000000000002 9 10 57.500000000000007 52.500000000000007 11 3.5000000000000004 12 5.5000000000000009 13 14 15 16 17 18 19 1.0000000180025095e-35 20 21 22 3.5000000000000004
decision_type=2 1 2 9 9 2 2 1 2 2 9 2 2 9 1 1 1 2 2 1 1 2 2 9 2 1 2 1 1 1 1 1 1 9 2 9 1 9 2
left_child=12 2 4 -4 6 -5 19 11 10 -9 -3 -8 23 18 15 -15 -16 -18 -14 -2 21 22 -6 38 27 26 33 29 35 37 -31 32 -27 -26 -30 -29 -33 -25 -1
right_child=1 8 3 5 20 -7 7 9 -10 -11 -12 -13 13 14 16 -17 17 -19 -20 -21 -22 -23 -24 24 25 31 -28 28 34 30 -32 36 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.00042434045364019729 0 -0.019166456307115651 -0.0066581007545205547 0.035125360269161236 -0.0063178674576799239 0 0 0.00027745341793011086 0 -0.012181575844789273 0 0.021584755371706649 0 0.019624047420377103 0.007522108346034867 -0.00011264875919595839 -0.014545721995736005 0 -0.010622661972419227 -0.0093025809741880457 0 -0.020196747596865097 0.0053394086213334226 -0.0016302007619451654 0 0.0062655911459564189 0 0.013254318337071875 -0.012884127709525173 -0.00039053151912821823 -0.019180112091914798 -0.017549028667758877 -0.007940954392954452 0.021324363956199327 -0.0041420781469620506 0.00030220498096353451 0 0.0087229543369839527 -0.001061592975324206
leaf_weight=24629.734508173489 5.0438008164055645 21.186440440593287 23.742417741566896 14.289293300360443 20.064531784184513 2.8079230044968417 10.224327468080444 4.7741084983572355 11.061144171282647 9.4567136219702643 8.5706057255156356 44.025006138021126 15.924925101833653 34.83362423851213 6.2116262237541378 19.177717564234626 13.645765503169969 0.57172091980464834 7.8932650994393034 14.732921959599482 0.26533778011798759 32.374577876587864 4.1496050378191276 97.300827418512199 52.446720573556377 318.6676476322391 188.80494109892243 114.49904470457113 525.84314816769074 451.30996536186285 83.479460777714849 121.64427237476048 143.78982257662574 268.29237963843116 1278.016075884716 558.8117324204286 49.370613376609981 613.56326171806177 6588.2897235890632
leaf_count=1824185 302 530 1916 1522 3198 343 510 288 287 568 378 1771 1364 2041 325 1291 771 40 736 1003 13 3666 639 11020 5415 33229 24178 16046 144314 96052 8319 19314 30513 41243 190670 91885 4858 95489 445045
internal_value=0 -0.0030535 0 0.00915209 -0.00280592 0.024042 0.00412954 0.011798 -0.0132879 -0.00315313 -0.0177298 0.0173249 1.7756e-05 0.00461257 0.00974731 0.0138299 0 -0.00726693 -0.00350815 -0.00667425 -0.013639 -0.0160959 0 0 -0.000629212 0.00353895 0.0111734 -0.00200864 -0.00399286 0.00172104 -0.00463564 -0.00250795 0.000970825 0.0181527 -0.00698506 0.00354508 -0.0117377 0.00689496 0.000100396
internal_weight=0 226.769 185.951 40.8396 145.111 17.0972 88.2569 68.4802 40.8182 14.2308 29.757 54.2493 36182.1 98.2586 74.4405 54.0113 20.4291 14.2175 23.8182 19.7767 56.8541 56.5887 24.2141 36083.9 4865.84 1143.02 509.544 3722.82 2477.17 1245.65 534.789 633.472 462.457 320.739 1803.86 673.311 171.015 710.864 31218
internal_count=3105277 16934 15739 3781 11958 1865 4442 3137 1195 856 908 2281 3088343 6568 4468 3332 1136 811 2100 1305 7516 7503 3837 3081775 812545 158750 70836 653795 442915 210880 104371 87914 63742 46658 334984 107931 24172 106509 2269230
cat_boundaries=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 1312 1048624 9 262194 10749980 1 216 288 64 1 11087164 229 6 560 360 1 1 272 5509120 17043584 1 17043456
is_linear=0
shrinkage=0.1


Tree=115
num_leaves=40
num_cat=20
split_feature=3 0 2 3 2 10 3 3 2 2 10 0 10 0 4 10 0 3 0 2 0 10 10 3 0 2 10 10 0 10 10 0 10 10 2 10 8 0 2
split_gain=0.233954 0.798165 0.701374 0.578146 0.631029 0.921207 0.507227 0.923425 0.742291 0.712391 0.582076 0.427241 0.391711 0.432195 0.295494 0.313872 0.280295 0.189744 4.94886 3.4866 3.43145 1.07896 0.830071 0.816823 3.08943 1.5865 0.757545 1.72684 0.852417 0.549619 0.454679 0.44718 6.36301 3.50219 2.78637 0.473845 5.60909 2.35577 0.37406
threshold=31.500000000000004 0 1 28.500000000000004 2 2.5000000000000004 100.50000000000001 116.50000000000001 3 4 4.5000000000000009 5 4.5000000000000009 6 7 6.5000000000000009 8 16.500000000000004 9 10 11 1.0000000180025095e-35 5.5000000000000009 14.500000000000002 12 13 2.5000000000000004 3.5000000000000004 14 1.0000000180025095e-35 6.5000000000000009 15 1.0000000180025095e-35 4.5000000000000009 16 1.0000000180025095e-35 17 18 19
decision_type=2 9 1 2 1 2 2 2 1 1 2 9 2 9 1 2 9 2 9 1 9 2 2 2 9 1 2 2 9 2 2 9 2 2 1 2 1 9 1
left_child=3 6 12 17 5 11 9 10 -9 -2 -8 -5 13 -3 15 -11 -4 23 21 20 29 -19 -22 31 25 30 28 -28 -21 -20 -25 32 34 -34 -1 36 -33 -37 -26
right_child=1 2 16 4 -6 -7 7 8 -10 14 -12 -13 -14 -15 -16 -17 -18 18 19 26 22 -23 -24 24 38 -27 27 -29 -30 -31 -32 35 33 -35 -36 37 -38 -39 -40
leaf_value=0.024734101736479303 0 0 0 0 0 0 0.016830050238416334 0.00044217479492203443 -0.012942405225372086 -0.015565873459992559 0 0.021226256094081922 0 0.015528897895546349 0 0 -0.0071230301423170954 0 0.0078575821556203084 -0.0076229249871181256 0.045716080928223254 -0.026414356040478926 0 0.035441661472741658 0.0028339331920045384 0 0.019047846665593709 -0.0041703133225501976 0.0027422406019651391 -0.0059000329708898819 0 0.0026918428274302236 -0.0057311657773897479 0.013990624878666369 0 0.00085278430369635548 -0.0021753668935287161 -0.00130745341593991 -0.0046493558280633011
leaf_weight=111.31393823079998 29.78753944451455 13.087690449770887 13.92473552393494 1.8567966092377899 18.074333546202979 3.9551579442340872 13.234800901147535 24.653306406922638 21.00680506444769 92.594962094386574 1.8496185971889634 21.578248155303307 4.3383869579993179 29.810481885448098 8.7392266513779742 2.0841798429028122 24.221940344083123 12.076700569537932 20.483023255394073 210.63197521999246 16.983598564431308 61.544830937724328 0.74477512796874989 29.481751039740633 43.684295515238773 14.251387292490106 20.804144087713212 29.421123436419293 44.368715880002128 38.349841634539189 0.55146206822246213 3411.9554094015548 527.65885112011165 72.626615103752556 65.395807440552744 16760.575614811889 7350.963810854686 7124.6925224204388 107.63609244785039
leaf_count=13897 1971 1146 1226 209 1230 217 815 1198 1190 6612 142 1076 424 3023 157 208 2573 1227 856 8048 1764 6606 69 3244 1804 2020 983 1413 5926 2009 55 252630 90710 11267 19381 983828 719606 949920 4605
internal_value=0 -0.00271695 0.00270057 4.0357e-05 0.00879214 0.0134239 -0.00632207 0 -0.00609286 -0.00953577 0.0119383 0.0209585 0.00934004 0.0131013 -0.0123753 -0.014597 -0.00225456 1.37228e-05 -0.00193622 0.00262091 0.0177139 -0.0206415 0.0358808 4.8676e-05 0.00604811 0.0215193 -0.00190972 0.00523407 -0.00483925 0 0.0293065 1.99835e-06 0.00232195 -0.00231677 0.0176927 -4.39969e-05 -0.000600944 0.000194845 -0.000780142
internal_weight=0 279.334 85.3832 36121.7 45.4645 27.3902 193.95 60.7445 45.6601 133.206 15.0844 23.435 47.2366 42.8982 103.418 94.6791 38.1467 36076.2 455.409 381.787 76.5612 73.6215 17.7284 35620.8 195.605 44.2846 305.226 50.2253 255.001 58.8329 30.0332 35425.2 776.995 600.285 176.71 34648.2 10762.9 23885.3 151.32
internal_count=3105285 20685 8392 3084600 2732 1502 12293 3345 2388 8948 957 1285 4593 4169 6977 6820 3799 3081868 28901 21068 4698 7833 1833 3052967 11728 5319 16370 2396 13974 2865 3299 3041239 135255 101977 33278 2905984 972236 1933748 6409
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=2434412 968 176 192 272 10486408 524432 1 1573008 10489344 270 1589410 3147086 424 1048888 8986624 848 10 3448352 44
is_linear=0
shrinkage=0.1


Tree=116
num_leaves=40
num_cat=25
split_feature=1 3 0 4 2 3 8 2 3 0 10 8 7 3 0 7 10 2 0 3 0 0 2 10 0 3 0 8 3 3 10 8 2 2 2 8 0 10 10
split_gain=0.217173 5.55578 8.41 6.06635 6.00459 5.29023 8.99772 4.77067 3.84878 3.67486 6.63997 7.26438 3.98521 6.25697 3.72196 3.7006 3.47634 3.45295 3.35005 3.0518 2.67741 2.63589 2.60134 7.0506 2.49022 2.48233 2.47781 2.46162 2.41431 2.40733 2.31485 5.34003 4.02571 3.63955 3.61773 4.07838 3.28654 3.23376 3.0824
threshold=0 1.5000000000000002 1 2 3 3.5000000000000004 4 5 2.5000000000000004 6 1.0000000180025095e-35 7 8 7.5000000000000009 9 10 5.5000000000000009 11 12 1.0000000180025095e-35 13 14 15 1.5000000000000002 16 3.5000000000000004 17 18 3.5000000000000004 1.5000000000000002 3.5000000000000004 19 20 21 22 23 24 1.0000000180025095e-35 1.5000000000000002
decision_type=1 2 9 1 1 2 1 1 2 9 2 1 1 2 9 1 2 1 9 2 9 9 1 2 9 2 9 1 2 2 2 1 1 1 1 1 9 2 2
left_child=7 19 -3 4 8 16 -7 18 -4 30 11 15 13 17 -13 20 -6 -12 27 24 -11 -21 23 -14 -2 -20 -27 -1 -10 -16 31 33 -33 37 -32 36 -36 -9 -34
right_child=1 2 3 -5 5 6 -8 9 28 10 12 14 22 -15 29 -17 -18 -19 25 21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 34 32 38 -35 35 -37 -38 -39 -40
leaf_value=0.020457837152629114 0.010411124494166851 0.0036528303426014413 -0.013853410794336343 -0.01528303517001527 -0.0026761667374228283 -0.010404492519609634 0.007232335894728186 0.0085531579132976689 0.0018183532526903847 0 0 0.013875139391941127 -0.0080083109027127945 -0.021715075883007112 -0.010017534231308637 -0.0064323592270503077 -0.020018109605636887 -0.007874531020809511 0.00075945196442886182 -0.0012142237137216273 0.019337272680664489 0.0061715608288318282 -0.0027192469804394343 0.02219417697602373 -0.00078075370343430204 -0.0048014369459274744 0.016501471127542893 0 -0.0066574555295040713 0.00037037169409312622 0.015703769645020963 -0.00051479543991077726 -0.010079054287461076 -0.00065117312854570881 0.0055914244306019475 -0.0044393009213548771 -0.0053785896845631254 0.0010455312949745519 0.00073844902848974828
leaf_weight=192.78417247114703 172.72288936562836 1847.5078986510634 615.82269285805523 424.26621354511008 1427.4573299493641 316.68137608817779 1363.0011039469391 1391.698931473722 423.33553222427145 97.64029306856537 864.66974968624709 76.490375990215398 98.340871497872286 241.41714004275855 406.49958222126952 51.664532944210805 107.97978166211396 1467.6895627867998 1208.2274954359746 535.33646767539904 343.53457343598348 2069.9873328031972 485.84311982791405 144.86618645314593 2986.3992491371464 32.200052400119603 177.93751218193211 80.004485918674618 948.4600892891176 345.67332659239764 176.68184436071897 8560.8584867844438 813.06109469884541 1558.2046072580197 1927.4964246700911 686.80867930309614 259.06951217859751 1147.6736299250988 305.79843195266221
leaf_count=25719 17093 61135 14147 5471 28677 5167 19323 99791 8604 17572 258315 15520 9504 31191 112392 5682 3449 215611 118107 27969 62872 59220 52483 15889 105318 4641 12404 11385 15036 56124 34175 805628 159905 142675 168444 65080 32866 116279 84727
internal_value=0 -0.000251404 -0.00206689 -0.00400666 -0.00295508 -0.000161778 0.0035889 0.000251423 -0.00721861 -0.00014234 -0.00263735 0.00316011 -0.00506249 -0.00691139 -0.00232218 0.0123641 -0.00444764 -0.00499579 0.00530588 0.0020494 0.0157338 0.00456237 0.00108467 0.00901537 0 0.00287308 0.0122831 0.0150111 -0.00384488 -0.00496547 0.000530158 -1.90979e-06 -0.00130425 0.00298498 0.00300927 0.0019105 0.00408366 0.005308 -0.00685958
internal_weight=0 13239 7474.51 5627 5202.74 3215.12 1679.68 23142.8 1987.62 21451.7 4624.33 1321.5 3302.83 2573.78 828.663 492.839 1535.44 2332.36 1691.15 5764.45 441.175 2605.32 729.05 243.207 3159.12 1418.37 210.138 272.789 1371.8 752.173 16827.4 13777.3 9679.72 4097.58 3050.06 2873.37 2186.57 2539.37 1118.86
internal_count=3105590 370609 161009 99874 94403 56616 24490 2734981 37787 2562725 853155 270162 582993 505117 184036 86126 32126 473926 172256 209600 80444 87189 77876 25393 122411 135152 17045 37104 23640 168516 1709570 1409005 1050260 358745 300565 266390 201310 216070 244632
cat_boundaries=0 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 11340309 1 643 2 512 19994470 6 1 8912896 1 271 8398024 534528 1058589 116 5243337 591876 1 10 481 217 22 5 1049442
is_linear=0
shrinkage=0.1


Tree=117
num_leaves=40
num_cat=27
split_feature=3 0 8 7 2 10 0 10 7 2 5 0 2 0 8 7 10 1 0 0 10 0 3 8 1 3 2 3 10 10 4 1 3 2 3 0 2 2 1
split_gain=0.194944 1.09511 3.04769 2.6181 1.06481 0.803745 0.800884 1.41328 4.12969 3.39082 3.08009 3.34949 2.20253 1.92292 1.35133 1.20291 1.14713 1.42537 1.40732 0.784482 0.766113 0.734815 3.06339 3.5902 2.34809 2.03939 1.24615 1.43892 4.91665 1.1008 2.54387 5.01937 4.64056 4.38754 2.36923 2.64145 2.53342 2.53192 2.35125
threshold=2.5000000000000004 0 1 2 3 1.0000000180025095e-35 4 1.5000000000000002 5 6 7 8 9 10 11 12 4.5000000000000009 13 14 15 6.5000000000000009 16 13.500000000000002 17 18 123.50000000000001 19 5.5000000000000009 1.5000000000000002 2.5000000000000004 20 21 3.5000000000000004 22 5.5000000000000009 23 24 25 26
decision_type=2 9 1 1 1 2 9 2 1 1 1 9 1 9 1 1 2 1 9 9 2 9 2 1 1 2 1 2 2 2 1 1 2 1 2 9 1 1 1
left_child=6 2 3 4 5 -2 7 8 9 10 11 -1 14 -11 16 20 17 -9 -18 -10 -14 29 26 -24 25 -25 -23 -28 -29 34 -31 33 -33 -32 35 36 -3 -37 -36
right_child=1 21 -4 -5 -6 -7 -8 12 19 13 -12 -13 15 -15 -16 -17 18 -19 -20 -21 -22 22 23 24 -26 -27 27 28 -30 30 31 32 -34 -35 38 37 -38 -39 -40
leaf_value=0.0057817070143767781 0.011304810252589429 0.011858822342137823 -0.011066353351472141 -0.0039446062949372611 0.024276178100675807 -0.0054388819840166872 -0.00031686196439189863 -0.00061926147429853639 0.0011661854692142132 0.0028347157021726844 -0.0084328850528391994 0.02628798609515668 -0.011467830026427355 -0.014277761231382561 -0.0023703162195732475 0.0046565097287522388 0.018547665816598877 0.012559732828072276 -0.00083635357767176369 -0.013333141466306587 0 0 -0.011016288465928174 0.030156626805197317 -0.00031037587414510298 -0.00049896120854074264 -0.010085313049076469 -0.011342982642197252 0.013717637752750665 -0.0018717345460466221 0 0.012148507762176365 -0.016124025136759295 0.028792223240989769 -0.0029704649676960747 0.0037624447603055314 0 -0.0015896816789202632 0.00269466660864361
leaf_weight=312.16106251897872 18.286765762197319 511.67738155466213 24.78806757114944 28.479385053738952 83.576225934222748 33.095684817133588 22208.997037032444 310.1493505042672 4.4299736872781068 183.04007471228033 27.830459332297323 147.05348777442123 255.42175312761901 47.41485154028851 287.09754288130716 19.554311846732162 76.614265932686976 67.442117598140612 19.424049695284339 92.483906761044636 10.992077808114116 490.63984896189504 15.972542440576945 74.903889314940898 16.400040342006832 3.1455277719069263 408.52208895904914 151.00037486612564 107.52391823609651 3261.4899735825529 118.84845687285997 59.674260939471424 114.01599815953523 88.537890989100561 1948.6888203269846 1988.3212163545541 240.83402229601052 1443.6858334797143 1094.470448149601
leaf_count=44136 2351 38445 2825 1703 9138 4523 1928537 54617 514 50518 3865 21948 113222 49298 43591 2080 12363 5010 2006 10228 3464 63978 1891 10386 529 342 48830 22994 12223 173099 3221 903 1567 2569 147988 96254 22975 75722 15902
internal_value=0 0.000349464 0.00725165 0.0131341 0.0194149 0 -0.000137285 0.00181015 0.00489716 0.00782587 0.0122678 0.0148265 -0.000365881 -0.00116778 0.00218689 -0.00750088 0.00550285 0.0017498 0.0143863 -0.0111462 -0.0100393 0.000194046 -0.00200308 0.0115082 0.0188369 0.0263491 -0.00381939 -0.00649068 0 0.000484261 -0.000881149 0.00638498 -0.00457906 0.0162496 0.00121519 0.0027683 0.00806825 0.00143227 -0.000828969
internal_weight=0 12326.6 188.226 163.438 134.959 51.3825 24070.1 1861.11 814.414 717.5 487.045 459.215 1046.7 230.455 760.727 285.968 473.63 377.591 96.0383 96.9139 266.414 12138.4 1268.11 110.422 94.4495 78.0494 1157.69 667.046 258.524 10870.2 3642.57 381.077 173.69 207.386 7227.68 4184.52 752.511 3432.01 3043.16
internal_count=3105755 760358 20540 17715 16012 6874 2345397 416860 180507 169765 69949 66084 236353 99816 117587 118766 73996 59627 14369 10742 116686 739818 161173 13148 11257 10728 148025 84047 35217 578645 181359 8260 2470 5790 397286 233396 61420 171976 163890
cat_boundaries=0 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=16785417 3 1 195 10076228 1 880 2 64 901 8388672 1 1 1 8437824 589824 14683954 4 1 665 1 1 896 1552 868 241 1
is_linear=0
shrinkage=0.1


Tree=118
num_leaves=40
num_cat=27
split_feature=10 8 0 2 2 0 3 3 0 0 10 0 2 3 0 10 0 4 2 3 0 8 3 2 1 2 3 5 4 3 10 0 2 8 3 8 2 8 0
split_gain=0.230438 5.83991 5.13727 6.6802 2.85123 7.54746 2.17504 3.43148 1.84919 1.75644 3.77686 4.43662 4.08377 3.34145 2.00866 1.81823 1.76282 1.97778 1.65786 2.05706 2.10985 2.01743 1.62936 2.32329 2.29344 2.16459 1.75673 1.74315 1.53313 1.47283 1.36845 2.95607 3.47294 2.97422 2.68149 2.28011 2.22433 3.30869 4.7907
threshold=3.5000000000000004 0 1 2 3 4 1.5000000000000002 4.5000000000000009 5 6 1.0000000180025095e-35 7 8 7.5000000000000009 9 1.5000000000000002 10 11 12 2.5000000000000004 13 14 1.5000000000000002 15 16 17 2.5000000000000004 18 19 28.500000000000004 1.0000000180025095e-35 20 21 22 3.5000000000000004 23 24 25 26
decision_type=2 1 9 1 1 9 2 2 9 9 2 9 1 2 9 2 9 1 1 2 9 1 2 1 1 1 2 1 1 2 2 9 1 1 2 1 1 1 9
left_child=9 2 3 -2 5 -4 28 -8 -3 10 11 -1 14 16 15 -12 -14 -18 19 21 -21 -13 25 24 -24 -6 -25 -27 -5 -15 31 -11 33 -33 -35 -34 -32 38 -38
right_child=1 8 4 6 22 -7 7 -9 -10 30 12 18 13 29 -16 -17 17 -19 -20 20 -22 -23 23 26 -26 27 -28 -29 -30 -31 36 32 35 34 -36 -37 37 -39 -40
leaf_value=0.015784199000279161 -0.0081934960683571426 0.0040185477017219548 0 0.020092430736701566 -0.0047650865408071282 -0.020434380285191876 -0.0011057601740605686 0.017442504651470733 -0.0066605873564815656 0.0042089205687189804 0 -0.007241645389405746 0.00027474185237490623 -0.022436621287996384 -0.0019182934556486453 0.016401282201474493 -0.0087414106475872649 0.0086552680163539206 -0.0064981007588419924 0.017133623595444947 -0.0033190827904698984 0.0070609594035826936 0.013789051294097543 -0.0070735939909729031 -0.0017360585240605603 0.00078323905190981903 -0.0001371405745869936 0.0069592027798760867 0 0 0.0020422367887618135 0.0086229873260124292 0.0023959625289073252 -0.0065568551696313822 0.00056975511080955014 -0.0013816334433259414 0.0087488617076239093 0.00039481700018872468 -0.010499428193311705
leaf_weight=167.49511054125105 155.2029255261732 121.10780303001957 705.18357993193786 315.94633792679997 276.8727458397625 203.13819208135646 233.07807326620969 113.78396282347967 1564.6019979415287 1135.3327822709398 71.653397951609804 204.5852216930798 340.92388445458346 166.81570869206917 313.85171876651657 122.40701565000199 823.37517993400252 29.965196871140506 268.46324284774892 110.71475243827445 33.029928856936749 115.39433729297889 160.91490169036842 572.93310091749299 119.88713474897668 1100.2912067483485 1168.881873180042 958.50702273560455 15.247074108803643 18.354851267664344 8822.4087420733049 124.7744308981637 2683.7235697950746 2066.2670510918288 599.93087566483882 3784.9619278675473 115.19622953040744 5911.796005568327 589.86530912757735
leaf_count=27015 25869 15609 46351 41000 24009 39421 23020 10849 122640 149288 10552 31820 39370 20558 71612 18716 101892 1808 56153 12715 3746 17208 16632 31082 2797 73225 50983 82195 1405 2225 675351 6381 161389 186249 31297 340131 17987 479587 35563
internal_value=0 -0.000482087 0.00092386 0.00803762 -0.000197214 -0.00521355 0.0124201 0.00508688 -0.00564415 0.000130505 -0.0022205 0.00283608 -0.00480563 -0.00760602 0.00234015 0.00965984 -0.0050937 -0.00743355 -0.000438357 0.00271166 0.0117408 -0.00106854 0.000817951 -0.00114829 0.00645982 0.00264389 -0.00265421 0.00384244 0.0185531 -0.0197993 0.000398718 -0.000467822 -0.00108863 -0.00401458 -0.00483557 0.000144614 0.00100157 -0.000346344 -0.00665104
internal_weight=0 7785.58 6099.87 833.258 5266.61 908.322 678.055 346.862 1685.71 28621.3 2787.03 899.683 1887.35 1379.43 507.912 194.06 1194.26 853.34 732.187 463.724 143.745 319.98 4358.29 2022.62 280.802 2335.67 1741.81 2058.8 331.193 185.171 25834.3 10395 9259.66 2790.97 2666.2 6468.69 15439.3 6616.86 705.062
internal_count=3105700 607087 468838 102143 366695 85772 76274 33869 138249 2498613 415390 148657 266733 165853 100880 29268 143070 103700 121642 65489 16461 49028 280923 101494 19429 179429 82065 155420 42405 22783 2083223 874735 725447 223927 217546 501520 1208488 533137 53550
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=5 8954562 534 73 3212332 8725120 9216642 8912896 570 262656 2 1 852 8706 1 54 1 32 2 1 16842780 276 8 6 357 4 2115652
is_linear=0
shrinkage=0.1


Tree=119
num_leaves=40
num_cat=23
split_feature=0 8 2 3 3 10 10 6 8 0 0 5 10 2 10 3 3 3 0 10 3 10 2 2 2 0 3 0 6 5 10 8 7 2 10 8 0 3 1
split_gain=0.287545 2.65693 2.37092 1.91945 1.66664 0.945924 0.344769 2.81863 2.17712 4.95558 3.33147 1.51384 1.33259 1.30543 1.84469 1.16746 0.92354 0.874345 0.693472 1.68708 0.779645 0.527472 0.522727 0.490477 0.411386 2.13567 2.41281 1.93826 2.43741 4.69085 3.8202 2.68305 2.61494 2.60365 1.84018 1.5977 2.82383 1.78722 1.54632
threshold=0 1 2 2.5000000000000004 2.5000000000000004 6.5000000000000009 6.5000000000000009 3 4 5 6 7 8.5000000000000018 8 12.500000000000002 2.5000000000000004 3.5000000000000004 7.5000000000000009 9 11.500000000000002 1.5000000000000002 14.500000000000002 10 11 12 13 7.5000000000000009 14 15 16 1.0000000180025095e-35 17 18 19 1.5000000000000002 20 21 1.5000000000000002 22
decision_type=9 1 1 2 2 2 2 1 1 9 9 1 2 1 2 2 2 2 9 2 2 2 1 1 1 9 2 9 1 1 2 1 1 1 2 1 9 2 1
left_child=1 -1 4 5 -3 -4 24 8 10 12 17 -9 22 18 15 -15 -12 23 20 -20 -13 -11 -10 -8 27 26 -26 28 31 30 -30 32 -2 -31 -33 36 37 -29 -38
right_child=6 2 3 -5 -6 -7 7 11 9 21 16 13 -14 14 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 25 -27 -28 35 29 33 -32 34 -34 -35 -36 -37 38 -39 -40
leaf_value=-0.011574597807057073 0.014005616846096171 0.015138006822453557 -0.010190099539428416 0.0084268619365641985 0 0.0033124762973595918 0.0086316983981739783 -0.0078927323722542894 0.021238310507443958 -0.018255814936586134 -0.015932587849298917 0.017645847457275713 -0.00049427757328840199 0.025099099416455752 -0.0015487523553014797 0 0 -0.0079729881552308233 -0.011964209180492314 0.00886744708270845 0 0 0 0.00097586572072182502 -0.0075011511144433014 0.00073539151482522743 0.0064152549965764616 0.014942207223309245 -0.0042886117454506434 0.009556104039881861 0.028555752646464524 -0.0054104173850737583 -0.0037443020136440856 -0.012708047174042645 0.0023194540975087748 -0.00091391506899532536 -0.002750427657326028 0.0011632910493458062 0.003865613106769022
leaf_weight=71.674667126615532 236.69904486802989 213.40612822232106 171.25095696093922 79.339731816362473 106.16005083768687 14.403836873680119 154.28781177350902 17.479982964185183 24.898516482673585 237.7705793006171 126.59374106841278 15.019408080348514 13.079672169871627 82.800128291477449 14.481306359317385 28.87089848270989 35.698429665673757 23.682616255013272 72.267955062387045 21.147854345443193 10.988218245358437 9.2397246786786109 6.5539643450174507 392.11166795364989 596.96598917662595 14386.65234366981 108.05648493873014 216.60590817064804 17.946080235356931 56.489097762969323 119.48979662761849 534.41041427392338 71.573501588311046 67.494644891959979 593.67763422561984 15775.018577295355 873.77076150827634 247.35089037536818 547.28410841501318
leaf_count=11021 29904 33016 40137 8054 14267 1786 8912 2017 2357 17150 15797 2277 1509 9946 1436 2636 3464 1103 7480 2052 1309 990 1461 23049 212734 1319550 14889 26364 2407 6080 15263 63221 6643 15320 64010 1031681 53412 20322 10391
internal_value=0 0.00204347 0.00482792 -0.00125343 0.0102836 -0.00743633 -1.23791e-06 -0.00159682 -0.00415609 -0.0109443 -0.000584778 0.00674687 0.0105796 0.00962333 0.015237 0.0204739 -0.0119746 0.00273849 0 -0.00352285 0.00894288 -0.0168036 0.0197813 0.00416155 5.10064e-05 0.000448856 -0.00472106 -0.00024401 0.00291581 0.0113897 0.0224753 0.000987382 0.00877176 -0.00093508 -0.00111901 -0.000570638 0.00210559 0.00854731 0
internal_weight=0 656.235 584.561 264.995 319.566 185.655 35736.5 1286.97 1023.92 291.542 732.374 263.056 44.5322 245.576 126.152 111.671 162.292 570.082 119.423 93.4158 26.0076 247.01 31.4525 546.399 34449.5 15091.7 705.022 19357.8 1697.78 261.42 137.436 1436.36 308.273 123.984 1128.09 17660 1885.01 463.957 1421.05
internal_count=3105417 108281 97260 49977 47283 41923 2997136 104945 75792 23467 52325 29153 5327 27136 14018 12582 19261 33064 13118 9532 3586 18140 3818 31961 2892191 1547173 227623 1345018 202848 39070 17670 163778 36547 21400 127231 1142170 110489 46686 63803
cat_boundaries=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=16883717 4 842 2 1 20688 6817002 2 673 10749776 448 580 834 7885824 7869696 2 2 10 1 256 4 2640 1
is_linear=0
shrinkage=0.1


Tree=120
num_leaves=40
num_cat=24
split_feature=3 8 2 0 0 10 2 0 10 2 0 0 0 10 2 10 10 2 0 8 0 10 2 4 3 3 7 8 7 2 3 3 10 10 7 3 0 3 1
split_gain=0.20148 1.24845 2.17079 2.91006 2.81245 1.96175 1.83808 4.19596 2.28179 1.4659 2.81693 1.10566 0.990252 2.14395 1.62373 0.97401 0.961708 0.960983 3.64497 1.16242 4.10117 1.68864 2.89025 1.1864 1.11786 1.08118 0.941882 1.10925 0.908576 2.06938 1.4947 0.856165 0.835626 0.832903 0.831454 0.792734 3.51427 3.57269 1.33473
threshold=1.0000000180025095e-35 0 1 2 3 3.5000000000000004 4 5 4.5000000000000009 6 7 8 9 1.5000000000000002 10 4.5000000000000009 1.5000000000000002 11 12 13 14 2.5000000000000004 15 16 3.5000000000000004 88.500000000000014 17 18 19 20 6.5000000000000009 26.500000000000004 4.5000000000000009 4.5000000000000009 21 16.500000000000004 22 34.500000000000007 23
decision_type=2 1 1 9 9 2 1 9 2 1 9 9 9 2 1 2 2 1 9 1 9 2 1 1 2 2 1 1 1 1 2 2 2 2 1 2 9 2 1
left_child=1 2 3 -1 11 9 7 -3 -9 10 -5 16 13 -8 -15 -16 -4 18 31 20 23 28 24 25 -23 -19 -20 -28 29 -22 -30 33 34 -2 -7 -21 37 -37 -38
right_child=17 6 4 5 -6 32 12 8 -10 -11 -12 -13 -14 14 15 -17 -18 19 26 35 21 22 -24 -25 -26 -27 27 -29 30 -31 -32 -33 -34 -35 -36 36 38 -39 -40
leaf_value=0.019096147764400453 0.021434378433049794 0 0.0024926766906711341 -0.0055540050503226374 -0.012311411970377682 -0.019190727879375383 0 -0.028597122527360561 0 0 0.014686270460926888 0.01102836850841723 -0.00019800280470036143 0.0011060482272558165 -0.020885821114840029 0 -0.0060364753927280874 -0.018840913592667777 0.0016252612580848862 0.00032070214471082776 0.010965919585392777 0.014536476310874786 -0.016767904466040952 0.00025375938463782273 -0.002919058290268001 0 0.00069011719846506965 -0.015036422280738232 0.005710827922173368 -0.0035180052243210819 -0.0099824193396386759 0 0 0 0 -0.026984055290726835 0.0040216110234906205 0.0011185534602184191 -0.0068149880266732202
leaf_weight=104.09698729297452 115.30190116457925 226.07444642227711 356.96019708318636 48.305592254502699 148.24248243472539 38.305804630217608 248.33859926092555 83.373618032102968 11.051349231609491 382.03739272258827 225.07286349384231 61.435443956350355 9068.4367125177159 32.927443733206019 112.39196967912721 25.842698826978449 167.93966881246888 186.13134365610313 479.72315991012329 22854.74118473845 243.01739291747799 36.156778962293174 90.850906620500609 6.6519782226532689 18.272448660805821 5.3867180570960036 30.994301022496074 44.615727738011628 80.873059190111235 92.174115251895273 86.364242176990956 5.7231168008875093 54.956979797250824 10.827617636306966 6.8560191800352177 79.968231306149391 362.26763893131283 40.79083262864151 123.07749196281657
leaf_count=25383 88895 44527 14916 7483 28995 3428 36077 209574 19595 24704 13203 11631 826853 3786 22487 4358 11056 16458 92406 1508958 10124 2317 4958 254 902 391 1922 3007 3734 4712 3493 1115 4051 8905 346 8717 24779 4633 2173
internal_value=0 -0.000318839 0.00219627 0.00557819 -0.00145777 0.00247208 -0.000765029 -0.00783116 -0.0219385 0.00483994 0.00990011 0.00141837 -0.000462976 -0.00502222 -0.0128637 -0.0166542 0 0.000186079 0.00377626 6.61437e-05 -0.00347104 0.000198947 -0.007835 -0.0147447 0.00551499 -0.0172494 0 -0.00874276 0.00339977 0.00640364 -0.0011581 0.0165312 -0.00807531 0.0193449 -0.0149689 0.000212133 -0.00322884 -0.0160999 0.000446043
internal_weight=0 11402.6 1594.21 859.632 734.578 755.535 9808.44 320.499 94.425 655.416 273.378 586.335 9487.94 419.501 171.162 138.235 524.9 24993.9 687.186 24306.7 845.879 647.709 145.28 198.17 54.4292 191.518 555.333 75.61 502.429 335.192 167.237 131.853 100.119 126.13 45.1618 23460.8 606.104 120.759 485.345
internal_count=3105306 1312453 145196 78598 66598 53215 1167257 273696 229169 45390 20686 37603 893561 66708 30631 26845 25972 1792853 196250 1596603 47343 30240 8177 17103 3219 16849 97335 4929 22063 14836 7227 98915 7825 97800 3774 1549260 40302 13350 26952
cat_boundaries=0 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=12 345 1070538 11541036 15 11567136 265 2400276 36 11620360 512 13 17089628 8 75480 898 1 1 12 1 112 1 12328448 1
is_linear=0
shrinkage=0.1


Tree=121
num_leaves=40
num_cat=23
split_feature=0 8 2 3 3 3 3 3 10 0 10 2 0 0 4 3 10 2 3 0 2 0 8 2 0 8 0 7 3 8 2 0 2 3 8 3 3 3 3
split_gain=0.506174 1.75861 1.66516 3.32069 2.642 0.877919 0.570583 0.436853 0.288525 0.419936 0.335164 0.650683 1.15053 0.824067 0.736975 0.643656 0.433387 2.69982 2.54357 1.39579 0.948073 0.750193 0.58451 0.310439 1.68129 1.59387 1.2211 2.30614 1.44845 1.17052 0.279429 0.202095 0.164427 0.0867928 0.0804681 0.0263183 0.0172182 0.0167547 0.00116776
threshold=0 1 2 2.5000000000000004 2.5000000000000004 7.5000000000000009 8.5000000000000018 18.500000000000004 16.500000000000004 3 11.500000000000002 4 5 6 7 5.5000000000000009 6.5000000000000009 8 1.0000000180025095e-35 9 10 11 12 13 14 15 16 17 1.5000000000000002 18 19 20 21 2.5000000000000004 22 7.5000000000000009 15.500000000000002 1.0000000180025095e-35 109.50000000000001
decision_type=9 1 1 2 2 2 2 2 2 9 2 1 9 9 1 2 2 1 2 9 1 9 1 1 9 1 9 1 2 1 1 9 1 2 1 2 2 2 2
left_child=1 30 4 -4 -3 -6 -5 -7 10 -10 16 12 14 37 15 -12 23 19 22 20 -18 -21 -19 24 29 -26 28 -28 -25 -2 -1 -20 -11 -16 -15 -36 -8 -13 -38
right_child=8 2 3 6 5 7 36 -9 9 32 11 13 -14 34 33 -17 17 18 31 21 -22 -23 -24 26 25 -27 27 -29 -30 -31 -32 -33 -34 -35 35 -37 38 -39 -40
leaf_value=0 0.00098338612324983649 0.014272123848078603 -0.0091221712380576414 0.01621055369497627 -0.0069244052939378062 0.010901208258305817 -0.0020549419254008395 0 0 0 0.020052404161716192 0 -0.0044046963258767462 0 -0.0018826328621922538 0 0 0.005482281993797241 0 -0.0082939335700799085 0.015009472317857084 7.2320899789026218e-05 -0.0063671435808973255 0.0016342940292609577 0.002752958228321166 -0.00045530047055896073 -0.0026286390013478835 0.0036913227216293248 -0.00029193872902075104 -0.007486855997958986 -0.010465618361785722 -0.017674820218641973 -0.01324461310093805 0.0042942698212311498 0.0099820932396684509 0 0.00059686323783257719 -0.013236506498709083 0
leaf_weight=14.732645043186494 146.6844703060342 258.97537190641742 168.87015259972395 55.783336755244818 95.009845859371126 31.139318882487714 10.774476017249979 3.3178636871743938 2.2808877070783637 7.100411763341981 59.90491920747445 8.3497427113761677 9.0940178078308218 1.8412463854183441 31.490689018275589 5.0797447721706694 36.596416526823305 79.895179556115181 16.882964351258124 75.679672240657965 67.828235591878183 694.48395561042707 15.298236586299025 7945.8537088267658 1705.3832354082842 13351.570265151002 2876.6716670406495 660.69950545381289 7203.2023686738248 495.55333689337931 61.399913425717386 150.89289531399845 17.396474793640671 5.2472777445800594 5.409123547433409 0.12710786459501822 2.7797391050844449 18.98584702561493 0.30832236754940812
leaf_count=3614 17762 34062 50354 6633 10407 5070 1236 375 392 849 4864 1024 1242 272 1758 366 3306 8826 2451 7438 9758 46597 2232 771134 105688 936792 522012 46154 419532 58649 8552 11590 1718 170 691 14 406 1443 47
internal_value=0 0.00260088 0.00475581 -0.000785851 0.00861446 -0.000837103 0.0129986 0.00670412 -3.35454e-05 -0.00716978 -1.37729e-05 0.0043298 0.00795236 -0.00186499 0.0121053 0.017687 -4.36441e-05 -0.00194053 -0.0101343 0.000551841 0.00977 -0.000748393 4.15946e-05 1.20292e-05 -0.000306131 -6.57233e-05 0.000295424 -0.00133925 0.000699401 -0.00516833 -0.00808764 -0.0170678 -0.0105054 0 0.00538798 0.00748039 0 -0.0103156 0
internal_weight=0 703.091 626.958 238.516 388.442 129.467 69.6459 34.4572 35695.5 26.7778 35668.7 145.53 110.817 34.7131 101.723 64.9847 35523.2 1137.56 262.969 874.588 104.425 770.164 95.1934 34385.6 15699.2 15057 18686.4 3537.37 15149.1 642.238 76.1326 167.776 24.4969 36.738 7.37748 5.53623 13.8625 27.3356 3.08806
internal_count=3105480 120756 108590 58676 49914 15852 8322 5445 2984724 2959 2981765 11844 8400 3444 7158 5230 2969921 92198 25099 67099 13064 54035 11058 2877723 1118891 1042480 1758832 568166 1190666 76411 12166 14041 2567 1928 977 705 1689 2467 453
cat_boundaries=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=16887812 4 864 2883600 234 2098915 2100344 1 460 8405137 128 4460032 5 322 278664 4 8654058 1 2 76 5260488 49 6
is_linear=0
shrinkage=0.1


Tree=122
num_leaves=40
num_cat=31
split_feature=3 8 0 10 2 0 2 8 2 2 10 0 6 8 0 2 0 6 2 2 0 10 3 0 0 6 7 2 6 3 0 2 0 0 2 0 3 3 0
split_gain=0.195505 0.937631 2.11667 2.3228 1.68692 1.74629 1.37961 1.05275 2.58903 1.02484 1.00919 0.944161 1.46459 0.910052 2.84837 2.37045 2.18015 1.99334 2.52017 1.83403 2.21108 2.77667 2.31528 1.6632 1.63219 2.31045 3.57746 2.13703 1.54253 5.44649 7.03488 3.87098 4.77273 3.79254 2.44944 2.96821 4.01966 3.78154 1.36856
threshold=1.0000000180025095e-35 0 1 1.5000000000000002 2 3 4 5 6 7 5.5000000000000009 8 9 10 11 12 13 14 15 16 17 5.5000000000000009 2.5000000000000004 18 19 20 21 22 23 12.500000000000002 24 25 26 27 28 29 7.5000000000000009 6.5000000000000009 30
decision_type=2 1 9 2 1 9 1 1 1 1 2 9 1 1 9 1 9 1 1 1 9 2 2 9 9 1 1 1 1 2 9 1 9 9 1 9 2 2 9
left_child=1 2 9 7 5 -3 -5 8 -4 -1 -7 12 -6 24 15 -15 17 18 -16 20 22 -22 -18 -21 25 26 -2 -27 34 31 -31 32 -30 -33 38 37 -37 -36 -26
right_child=13 4 3 6 11 10 -8 -9 -10 -11 -12 -13 -14 14 16 -17 19 -19 -20 23 21 -23 -24 -25 28 27 -28 -29 29 30 -32 33 -34 -35 35 36 -38 -39 -40
leaf_value=0 0.015188549997830911 -0.0011139968504031929 0.022210041304878057 0 -0.0013828839487144528 -0.028533212748494571 -0.010601045535530047 0.0009395111970084835 0 0.014255449119164494 0 -0.00014670633433917681 -0.014215820157600423 0.0028989235793373544 -0.0022781980835134157 -0.020016235085680095 0.00115210397933467 -0.0053791671240028096 0.019100347219356002 0.0053069971224142115 0.0041336499482557956 -0.012748214290793659 -0.014885380363821199 -0.0045532217853782413 -0.0017349429558854062 0.0048419146517440954 -0.0067256063450485577 -0.016106786180875684 0.011113963098120398 0.01030332222444086 -0.024132944644101529 0.01135846824961758 -0.00011831953176543076 -0.0025514533066579134 0 0.0012061881895661178 0.0088278846330845026 -0.012552303169963412 0.00077980722899149047
leaf_weight=40.82510855295186 280.44050926048658 179.98809143188373 56.019110278866719 317.34370210084307 650.0344132540431 35.750263258501946 195.02332196761563 716.82995440378727 126.02189132125932 147.50397668354708 2.4491633621182691 8842.9583131780746 93.423333704453398 29.63172569564631 44.257239986007335 105.91077261355531 124.34354928198445 33.188972472911701 127.07057297742722 131.73441717126479 1293.8744273300399 69.142012612312101 133.67484940384747 1609.5924728647515 7820.118196991556 58.867880559468176 57.494332026457414 42.170931007276522 955.63787231451715 53.212955673210672 124.43397194978024 192.47765679915392 534.85842426268937 1181.9246337605255 1113.2321400394903 5025.219563751074 807.84768049085687 275.19109545928222 2774.4081426444936
leaf_count=16544 38860 59004 2993 25491 105638 93842 20563 44121 6416 29101 4720 873362 29430 3615 4625 13333 15634 5358 20035 16317 59070 3908 15128 88137 357334 8252 4061 12664 87231 9838 15669 31627 63073 149341 143317 301609 32921 24183 269029
internal_value=0 -0.000338389 0.00182683 0.000157857 -0.00072775 -0.00877753 -0.00482303 0.00338577 0.00961035 0.0108007 -0.0220102 -0.000477661 -0.00382276 0.000160621 -0.00125829 -0.0137786 -0.00055181 0.0084217 0.0134067 -0.00127839 0.000993361 0.00278582 -0.00657188 -0.00353645 0.000423169 0.00622558 0.0104005 -0.00415755 0.000275019 0.0023474 -0.0130408 0.00353048 0.00698954 -0.000125207 -6.52808e-05 0.00133267 0.00234868 -0.00267204 -0.00104773
internal_weight=0 11404.2 1599.57 1411.24 9804.6 218.188 512.367 898.871 182.041 188.329 38.1994 9586.42 743.458 25000 3702.42 135.542 3566.88 204.517 171.328 3362.36 1621.03 1363.02 258.018 1741.33 21297.5 438.974 337.935 101.039 20858.6 3042.55 177.647 2864.9 1490.5 1374.4 17816 7221.49 5833.07 1388.42 10594.5
internal_count=3105394 1311225 145229 99584 1165996 157566 46054 53530 9409 45645 98562 1008430 135068 1794169 245160 16948 228212 30018 24660 198194 93740 62978 30762 104454 1549009 63837 42921 20916 1485172 356779 25507 331272 150304 180968 1128393 502030 334530 167500 626363
cat_boundaries=0 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=12 16276552 9 32547379 852 8 280 550 15798282 2 3 78856 40 8929792 2 578 837 262471 262403 16887816 2 1 900 2 262166 833 11797794 9716369 836 9454099 2101156
is_linear=0
shrinkage=0.1


Tree=123
num_leaves=40
num_cat=20
split_feature=3 0 8 2 5 3 3 2 3 0 0 3 10 0 3 3 2 3 3 10 0 0 10 10 0 10 8 2 10 0 2 0 3 0 0 10 10 3 0
split_gain=0.179254 0.996955 1.32794 4.61265 2.1445 2.32738 1.95027 1.9022 1.43473 3.89771 2.50581 2.13118 1.2361 1.93554 1.85887 3.60021 2.03001 1.16539 1.16437 3.38409 2.03948 0.999676 1.27988 1.04079 0.892527 0.801968 0.773022 3.19345 4.14429 2.54343 2.19237 2.31147 2.15765 1.70702 1.53018 1.44005 1.67432 1.40893 1.29581
threshold=2.5000000000000004 0 1 2 3 9.5000000000000018 51.500000000000007 4 7.5000000000000009 5 6 3.5000000000000004 1.0000000180025095e-35 7 3.5000000000000004 7.5000000000000009 8 3.5000000000000004 4.5000000000000009 1.5000000000000002 9 10 1.5000000000000002 1.0000000180025095e-35 11 1.5000000000000002 12 13 3.5000000000000004 14 15 16 4.5000000000000009 17 18 1.0000000180025095e-35 4.5000000000000009 49.500000000000007 19
decision_type=2 9 1 1 1 2 2 1 2 9 9 2 2 9 2 2 1 2 2 2 9 9 2 2 9 2 1 1 2 9 1 9 2 9 9 2 2 2 9
left_child=-1 2 7 12 5 25 -7 8 9 17 -10 -11 14 -14 16 -16 -4 -2 21 20 -20 22 -9 -23 -6 -5 27 34 32 -30 31 37 33 -29 -3 -33 -37 -28 -32
right_child=1 26 3 4 24 6 -8 18 10 11 -12 -13 13 -15 15 -17 -18 -19 19 -21 -22 23 -24 -25 -26 -27 30 28 29 -31 38 35 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.00016209179882787467 0 0.01273760579575553 -0.0035887856104670161 0.00056139414029065561 0 0.020490491531987971 -0.0033155870235189386 0.0041672277053271247 -0.018755371905189385 -0.00089092796532277442 0.0045419872829049433 0.018937149043263588 0 -0.013212484929493238 -0.015596090940288654 0.012721046210359339 0.021071132342392707 -0.022579605651287957 -0.0087270741229809393 0.015020774306777543 0.0057612078286715194 -0.00097028420162625743 -0.0056068136998965075 0.010227728985648599 0.028019093768203371 -0.010496253763999574 -0.001512626537064777 0.0066937947748943634 0.0015142378642038722 -0.01933084869171536 0.0013486458822046439 0 -0.0053179591820826369 -0.0069299463723222089 0.0023132201701409022 -0.012246281072313302 0 0.013040169489335585 -0.0068349414087728383
leaf_weight=24075.530128188126 18.525773470115382 137.18230255399249 17.863306610379368 100.8615145920412 5.2455190533655696 73.546055314953264 12.201282279624136 211.04970860786852 73.806515136617236 46.370516582537675 33.123407930339454 90.302156608289806 238.5240776866558 261.82757550556562 91.300588916987181 34.109929141472094 37.196789091220126 34.021885164547712 101.69913771815482 341.73773834815074 250.83490514140431 55.053753706684802 248.21420556120574 189.57125468243612 29.386775119353842 56.042449836968444 2102.1852881913655 447.45287161855958 47.300493756833021 168.36658800262376 3311.3271848122895 189.4426408741856 394.24069908148522 60.107806585256185 2061.917416749493 481.56962192675564 84.267244176473469 35.762839442642871 157.32915828770638
leaf_count=2346468 1631 14091 2693 12018 679 8669 1246 25814 10439 5105 3636 10158 21613 28779 8882 2944 3868 3711 10389 30019 31107 6554 24712 20675 3897 5476 66175 15363 2732 7328 155290 16761 19956 9204 91001 38709 6383 1598 29590
internal_value=0 0.000306235 0.00201605 -0.000695366 0.00903893 0.00312534 0.0145298 0.00370297 -0.00270246 0.00134077 -0.0109717 0.0108117 -0.0053577 -0.00792804 0.000202855 -0.00499496 0.013155 -0.014222 0.00530576 0.00831557 0.000363213 0.00178202 -0.000511525 0.00654612 0.0265467 -0.00283385 -0.000138162 0.00105359 -0.00309523 -0.0146365 -0.000809006 -0.00284676 0 0.00422123 0.00331342 -0.00752257 -0.010033 -0.000949353 0.000818268
internal_weight=0 12330.9 2652.42 958.106 277.284 242.651 85.7473 1694.31 296.15 189.22 106.93 136.673 680.822 500.352 180.471 125.411 55.0601 52.5477 1398.16 694.272 352.534 703.889 459.264 244.625 34.6323 156.904 9678.45 3316.57 1117.47 215.667 6361.88 2893.23 901.801 507.561 2199.1 755.28 565.837 2137.95 3468.66
internal_count=3105363 758895 284714 100764 31985 27409 9915 183950 34680 20605 14075 15263 68779 50392 18387 11826 6561 5342 149270 71515 41496 77755 50526 27229 4576 17494 474181 159675 54583 10060 314506 129626 44523 24567 105092 61853 45092 67773 184880
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=23080715 1 928 2 81 2049 2098946 2099713 128 2098688 2099968 2097664 6 241 8912912 672 790692 9441328 9977860 8716400
is_linear=0
shrinkage=0.1


Tree=124
num_leaves=40
num_cat=22
split_feature=3 3 0 2 0 3 2 10 3 7 0 2 0 3 0 10 0 0 2 10 10 1 3 0 0 1 0 3 3 2 8 3 10 3 3 8 2 5 3
split_gain=0.162757 0.743341 1.28635 1.1754 1.15571 0.718655 0.666398 0.560452 0.436305 0.225913 2.4413 1.50095 2.66222 2.27884 2.27786 1.69047 1.21813 0.858146 2.40997 0.782364 0.674847 0.636429 0.538052 6.2475 2.4002 1.47398 0.598172 2.62669 1.62972 0.495642 0.433236 0.2581 0.154649 0.109427 0.0636433 0.0483089 0.0316317 0.0268274 0.0173525
threshold=70.500000000000014 100.50000000000001 0 1 2 116.50000000000001 3 6.5000000000000009 66.500000000000014 4 5 6 7 1.0000000180025095e-35 8 7.5000000000000009 9 10 11 1.5000000000000002 12.500000000000002 12 14.500000000000002 13 14 15 16 3.5000000000000004 10.500000000000002 17 18 35.500000000000007 4.5000000000000009 108.50000000000001 58.500000000000007 19 20 21 102.50000000000001
decision_type=2 2 9 1 9 2 1 2 2 1 9 1 9 2 9 2 9 9 1 2 2 1 2 9 9 1 9 2 2 1 1 2 2 2 2 1 1 1 2
left_child=8 2 36 -4 6 -6 38 33 9 17 29 14 13 -13 30 -14 -16 18 19 37 31 -21 26 25 -25 -24 27 -19 -28 -11 -12 -20 35 -8 -31 -10 -2 -1 -3
right_child=1 4 3 -5 5 -7 7 -9 32 10 11 12 15 -15 16 -17 -18 22 20 21 -22 -23 23 24 -26 -27 28 -29 -30 34 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.012005013365739739 0 0 0 -0.024023049482644235 0 -0.017708882128689995 0 0 0 0 -0.00069132037300997267 0.0061673572084301014 -0.01303481541455403 -0.0024096636147124427 0.00051521617018952391 0.0070110929888223157 0.0040943830141516001 -0.00034090453754650606 -0.024984686965806094 -0.010494760028408143 0 0.0036598125314171513 -0.018077111767523035 0.002757295808658012 0.019996406952082216 0 -0.00017765825511348277 0.0067867330735529256 -0.0058001796473139246 0.020447701094659654 -0.016972237583576091 0 0 0.017172134550020854 0 0.011878295893853466 0.0053765418890542914 0 -0.0022362476326254245
leaf_weight=28.767392948080669 2.4764102825429291 0.38018520118203003 18.437991520564537 22.288918645586818 4.7987511195824473 11.163140369288156 6.5441675956826648 1.713661661138757 1.6614970199298114 2.0717860111035407 94.060666481615044 369.58693584182765 270.19399347726721 1295.9292836438399 3640.6569664423587 9.1655467830132675 1396.5689527688082 2126.351310570888 44.3521889886797 25.776852101451368 5.0504636086407109 9.372211861656977 109.52594986470649 352.7873700010241 110.09756765166821 34.021774834021926 25121.113034373353 625.91957045294839 502.34259878608282 60.671008096309379 37.530170737300068 0.53952243173262004 0.60985535266809154 46.747515053109964 0.14003310399129887 5.3562536517274557 2.6744460398913361 0.10601607085846154 7.5425231201807037
leaf_count=5479 260 38 1164 1606 527 1156 372 125 128 205 8213 17688 26298 52816 143466 1064 103389 365191 10061 4938 516 678 14179 10479 15427 882 2203544 67250 34712 6608 3560 137 51 2086 12 324 269 31 531
internal_value=0 -0.00323602 -0.0109193 -0.016204 0.000254416 -0.00916422 0.00816639 0.0122495 1.3749e-05 0 0.000503854 0.000237728 -0.00205002 -0.000252503 0.00116527 -0.0104534 0.00159107 -0.000121449 -0.0075874 0.0024379 -0.0191433 -0.00216841 -7.12952e-05 0.00278176 0.00871858 -0.0126073 -0.000145729 0.00122353 -0.000306116 0.0158475 -0.00995705 -0.0241924 0.0107766 0.0160803 0.01825 0.0126422 0.00397698 0.0118027 -0.000484542
internal_weight=0 124.768 45.8778 40.7269 78.8899 15.9619 62.9281 55.0053 36280.3 36272.7 7176.58 7113.69 1944.88 1665.52 5168.82 279.36 5037.23 29096.1 113.965 64.0225 49.9422 35.1491 28982.2 606.433 462.885 143.548 28375.7 2752.27 25623.5 62.8828 131.591 44.8917 7.62761 53.2917 60.811 7.01775 5.15086 28.8734 7.92271
internal_count=3105460 8134 3299 2770 4835 1683 3152 2583 3097326 3096823 363319 356494 97866 70504 258628 27362 246855 2733504 21840 11126 10714 5616 2711664 40967 25906 15061 2670697 432441 2238256 6825 11773 10198 503 2458 6620 452 529 5510 569
cat_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=8389320 56 8390706 28 1 532485 436 12651640 2097160 4197410 4718593 850 1 8482448 2097192 1 10589704 16 1 8 96 2
is_linear=0
shrinkage=0.1


Tree=125
num_leaves=40
num_cat=20
split_feature=3 3 0 0 2 3 2 10 3 3 2 10 8 0 3 0 3 2 0 3 0 10 3 2 10 3 6 0 2 0 3 9 3 0 10 2 3 2 10
split_gain=0.29109 0.67114 1.15338 1.15028 1.05691 0.756442 0.613116 0.521083 0.441196 0.256457 1.6704 1.45142 0.494405 1.15389 1.24983 1.15107 0.468019 0.634535 0.746775 0.363016 0.276517 0.272408 0.268224 0.258103 0.195058 0.188998 0.915371 5.01974 3.539 0.647777 2.22882 0.629395 0.176594 0.159252 0.144333 0.0568037 0.0563388 0.0465723 0.044326
threshold=70.500000000000014 100.50000000000001 0 1 2 116.50000000000001 3 6.5000000000000009 66.500000000000014 31.500000000000004 4 1.5000000000000002 5 6 57.500000000000007 7 28.500000000000004 8 9 65.500000000000014 10 2.5000000000000004 33.500000000000007 11 2.5000000000000004 2.5000000000000004 12 13 14 15 1.0000000180025095e-35 16 49.500000000000007 17 4.5000000000000009 18 108.50000000000001 19 5.5000000000000009
decision_type=2 2 9 9 1 2 1 2 2 2 1 2 1 9 2 9 2 1 9 2 9 2 2 1 2 2 1 9 1 9 2 1 2 9 2 1 2 1 2
left_child=8 2 37 6 -4 -5 -3 36 9 16 12 22 15 14 -14 19 25 18 21 -11 -19 -18 -12 -17 -22 29 28 -28 -27 30 -1 -31 -15 38 35 -10 -8 -2 -13
right_child=1 3 4 5 -6 -7 7 -9 34 10 11 33 13 32 -16 23 17 20 -20 -21 24 -23 -24 -25 -26 26 27 -29 -30 31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0027152487218428979 0 -0.00050658449478679349 0 0 -0.023518346460404613 -0.018805790799165046 0 0 0.01190712959729546 -0.014832771204131182 0 0.0087014478173127151 0.022659785934684276 -0.007713702235337648 0 0 0.023012163935110342 0.0021462860744995327 0 0 -0.011203515194878779 0 -0.024922176128771106 0.011000289282429972 0 0.0094150372715574773 -0.011719150863678699 0.0046408545231301484 -0.00037913804273310026 -0.00032569803413436897 0.022162378505038497 0.0021655507697067966 0 -0.00037308968949631882 0 0 0.015858312488806044 0.0048113032128694732 0
leaf_weight=37.802513065098537 2.6715087909251451 7.9345511744031683 18.687871971167624 4.9038230680162114 21.916049391409615 11.72254809521837 6.4442611735430537 1.722588583594187 5.3362490220461041 32.221958125242963 4.8236997378699007 3.0781606747768824 33.262126712477766 8.8804273339919728 4.546261131996288 2.6259154141880572 20.732684188988063 3.0427619328547735 5.5996941977646228 0.68968319986015458 10.68825949059101 3.1315530799329272 31.28673510326189 11.284985052305272 2.8424080434488124 342.87819543178193 168.7737740399316 1443.6193408273721 10051.11297668553 23000.619817174022 28.015097483354111 1008.6528461916314 3.4789423511829218 9.7889613694278506 0.56837526033632446 1.6975772851146747 47.559063783992315 2.9038339984836057 0.25543238874524821
leaf_count=68342 267 562 1169 536 1603 1191 369 126 309 2305 368 426 1985 871 267 245 756 368 643 28 651 173 3249 1387 145 51255 28694 144802 509891 2145425 36853 96728 326 679 49 146 2088 287 27
internal_value=0 -0.00430995 -0.0112362 0 -0.0160408 -0.0102257 0.00733793 0.0113338 1.10587e-05 0 -0.00380574 -0.0144107 0.00230126 0.00789431 0.0149611 -0.00111217 1.83836e-05 0.00785569 0.0126055 -0.0109107 0 0.0178558 -0.0231349 0.00740032 -0.00692472 0 0.000325471 0.00251987 0 -0.000159722 0.00757579 -0.000205901 -0.0029085 0 0.0108375 0.0125788 0.0150162 0.00300561 0.00604899
internal_weight=0 126.466 46.1793 80.2868 40.6039 16.6264 63.6605 55.7259 36281.3 36273.7 146.223 49.233 96.9903 50.1678 37.8084 46.8225 36127.5 46.0374 29.4639 32.9116 16.5734 23.8642 36.1104 13.9109 13.5307 36081.5 12006.4 1612.39 10394 24075.1 65.8176 24009.3 12.3594 13.1226 7.6022 7.03383 54.0033 5.57534 3.33359
internal_count=3105591 8198 3326 4872 2772 1727 3145 2583 3097393 3096889 12163 4749 7414 3449 2252 3965 3084726 2736 1572 2333 1164 929 3617 1632 796 3081990 734642 173496 561146 2347348 105195 2242153 1197 1132 504 455 2457 554 453
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=8389320 8390706 56 28 464 1 9441056 790432 112 3184 8388930 256 2 23658569 15 114688 1 527552 228 96
is_linear=0
shrinkage=0.1


Tree=126
num_leaves=40
num_cat=19
split_feature=3 3 0 2 0 2 3 10 3 3 2 5 0 0 3 3 3 10 3 2 0 0 3 5 10 10 8 0 0 10 10 3 3 2 3 7 3 2 0
split_gain=0.156866 0.502292 1.05645 1.13883 0.893561 0.607576 0.53247 0.483059 0.404541 0.173455 1.53662 2.54434 0.58969 0.482147 0.969736 0.860701 0.628349 0.484351 0.419141 0.513349 0.762493 0.248831 0.156129 1.11267 4.94979 1.464 0.804293 2.56204 1.23345 0.142792 0.103729 0.0906788 0.0740447 0.0622881 0.0606003 0.0354189 0.0331847 0.0275843 0.00445801
threshold=70.500000000000014 100.50000000000001 0 1 2 3 116.50000000000001 6.5000000000000009 66.500000000000014 31.500000000000004 4 5 6 7 52.500000000000007 32.500000000000007 52.500000000000007 7.5000000000000009 28.500000000000004 8 9 10 1.0000000180025095e-35 11 4.5000000000000009 5.5000000000000009 12 13 14 4.5000000000000009 6.5000000000000009 103.50000000000001 61.500000000000007 15 64.500000000000014 16 101.50000000000001 17 18
decision_type=2 2 9 1 9 1 2 2 2 2 1 1 9 9 2 2 2 2 2 1 9 9 2 1 2 2 1 9 9 2 2 2 2 1 2 1 2 1 9
left_child=8 2 37 -4 5 36 -6 31 9 18 13 12 -12 16 15 -15 17 -11 22 20 -20 -21 23 25 -25 -1 28 -28 -24 33 32 -7 -13 -10 -16 -18 -3 -2 -22
right_child=1 4 3 -5 6 7 -8 -9 29 10 11 30 -14 14 34 -17 35 -19 19 21 38 -23 26 24 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.00044055519565343527 0 0 0 -0.022335531468971256 0 0 -0.016188632362249551 0 0.011608488886593762 -0.015414111550044877 0 0.010639169983097699 -0.024374420751814861 0 -0.0040410361687407007 0.017251014140244752 0 0 0.016986495909299411 0.0024117684859673882 0 -0.0064811142101855847 0.0096970138169500623 -0.0055064596577981493 0.0035807433117292734 -0.007813714210673707 0.0024210490394894705 -0.0031126700307832177 0.00032753556064819974 0 0 0.014768289169453814 0 0 0 0.0045080957047284927 -0.0031660622578283887 0.0045611337277917186 -0.0010018281776921355
leaf_weight=8725.6479114938466 2.4578090894501656 0.21825510339112764 18.173656269325875 21.010352524928749 4.2731273166136807 2.1010503451107061 10.434567472373599 1.6941965662408609 5.4521686639054678 17.065282935684088 4.0183928905171342 3.3706018679658878 40.062812947813654 6.0390429602703071 14.348412022227423 51.256393129879143 1.4345937580801538 0.21818102593533595 24.283535664435476 2.9313660572079243 1.3549365662038324 13.293605845217828 104.3059548186211 1601.7428708009938 882.37527229523221 188.23539090859413 1183.5318636465454 2400.8595624745576 20988.578054738238 0.58529628883115936 0.57182768872007717 53.302809801272815 0.34552081947913382 1.7120059745211609 2.8084163307212284 3.4398199825081974 7.8985931444913149 3.0060049295134377 4.4174938518553999
leaf_count=915481 257 13 1122 1559 485 134 1094 126 307 1850 533 393 3722 337 933 3656 175 23 933 354 136 807 20230 287086 90753 18709 126771 110970 1511855 50 54 2408 41 143 124 297 571 293 536
internal_value=0 -0.00315434 -0.00937503 -0.0144975 0 0.00663165 -0.00887428 0.0107164 3.033e-05 1.12665e-05 -0.003113 -0.0135242 -0.0237167 0.00256505 0.0069143 0.0133572 -0.00226754 -0.0115786 3.46775e-05 0.00744734 0.0115615 0 1.06787e-05 -0.000285792 -0.00215509 0.000207082 0.000159936 -0.00119616 0.000406331 0.0103888 0.00763651 0.0142169 0.00949056 0.0121675 -0.00158324 0.00305464 -0.000889393 0.00325852 0
internal_weight=0 124.57 44.6478 39.184 79.9226 65.2149 14.7077 57.0981 36274.3 36266.5 144.979 48.3692 44.0812 96.6101 74.4523 57.2954 22.1579 17.2835 36121.6 46.2809 30.056 16.225 36075.3 11398 2484.12 8913.88 24677.3 3584.39 21092.9 7.74947 4.28795 55.4039 3.71612 7.16417 17.1568 4.87441 8.11685 5.46381 5.77243
internal_count=3105321 8062 3231 2681 4831 3252 1579 2668 3097259 3096759 12138 4743 4255 7395 5050 3993 2345 1873 3084621 2766 1605 1161 3081855 1312029 377839 934190 1769826 237741 1532085 500 488 2542 434 450 1057 472 584 550 672
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=8389320 56 8390710 28 464 2 1573056 853208 112 3184 8388930 2 3 15518290 110592 228 1 96 1049088
is_linear=0
shrinkage=0.1


Tree=127
num_leaves=40
num_cat=20
split_feature=3 2 8 0 3 8 3 10 1 3 0 3 2 10 3 2 0 8 0 0 3 3 3 2 3 3 0 0 2 8 10 2 3 3 10 0 10 2 10
split_gain=0.212982 0.394501 0.894859 0.705249 0.662387 0.405676 0.776701 0.826465 0.549356 0.370249 0.350859 0.205879 1.12395 1.25765 0.450363 0.574315 0.501235 0.339153 1.03245 0.948293 1.20087 0.348674 0.310002 0.273809 0.210236 0.195178 0.15299 0.149929 2.99149 1.33689 1.15785 0.392222 1.51342 1.28372 0.13804 0.136529 0.0640399 0.0636764 0.0408305
threshold=70.500000000000014 0 1 2 191.50000000000003 3 119.50000000000001 3.5000000000000004 4 66.500000000000014 5 31.500000000000004 6 1.5000000000000002 28.500000000000004 7 8 9 10 11 52.500000000000007 65.500000000000014 33.500000000000007 12 52.500000000000007 123.50000000000001 13 14 15 16 2.5000000000000004 17 12.500000000000002 12.500000000000002 4.5000000000000009 18 2.5000000000000004 19 5.5000000000000009
decision_type=2 1 1 9 2 1 2 2 1 2 9 2 1 2 2 1 9 1 9 9 2 2 2 1 2 2 9 9 1 1 2 1 2 2 2 9 2 1 2
left_child=9 5 10 -4 -5 6 7 8 -2 11 25 14 17 22 27 16 -16 18 21 24 -21 -13 -14 -20 -19 -3 38 28 30 -30 -1 32 -29 -33 37 -7 -37 -11 -15
right_child=1 2 3 4 -6 35 -8 -9 -10 34 -12 12 13 26 15 -17 -18 19 23 20 -22 -23 -24 -25 -26 -27 -28 31 29 -31 -32 33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.011731228263385367 0.025563687134778957 0.014094386194516119 0 -0.019101932077922358 0 0 0 0 0 0.011208873774426217 0 -0.014359946074009984 0 0.0085039791448003957 0 -0.00015611131709352262 0.015091297468326917 -0.0082581480122973141 0 0.020987235644704453 0 0 -0.022607390724129563 0.010560277337264031 0 0 -1.0994390865139373e-05 0.00014291080945535222 0.00059781187593220964 -0.006271435744552939 0 -0.00018216082630867844 0.0057647496270849165 -0.0056152401785231456 0 -0.0082878660684580236 0 0 0
leaf_weight=263.38692134375378 9.601204154838344 4.8296555150300264 11.395612936321411 60.160271564556751 2.2703593519981942 2.2818578407168388 7.236430740915238 1.8787720741238434 0.96444703172892232 5.6100826354231685 6.8441886878572404 31.889921682537533 4.5900267555552992 3.1389422977954387 4.1449251768644899 8.1866230781306495 33.723725137766451 9.1118758879019861 2.7652709742542356 30.889432431955356 9.2647609440609795 0.69541564048267801 29.563398139696801 11.488173232413827 2.2682070988230398 2.4596315568778664 9.6214243997237627 13001.088460074712 683.34137341946916 375.09108244263189 173.15162252695882 20688.115870761871 474.70771913569479 420.78391498373821 0.59293432417325664 12.867672431981193 2.6047034347429863 1.7101088026247442 0.24046840774826694
leaf_count=34858 656 214 1130 3747 134 105 404 141 26 316 546 2280 354 428 478 642 1611 892 253 1861 539 27 3214 1414 213 118 696 1331574 85324 46621 21133 1508367 28779 25537 50 683 181 146 31
internal_value=0 -0.00369279 -0.00688372 -0.0115533 -0.015214 9.03774e-05 0.00779321 0.0168991 0.0224174 1.72038e-05 0.0024795 0 -0.00340821 -0.0122468 2.34453e-05 0.0077121 0.0114818 0.00122224 -0.00112064 0.00618828 0.0127172 -0.0104968 -0.0206447 0.00672024 -0.00297583 0.00910091 0 0 0.000973717 -0.00170315 0.00769177 -3.56246e-05 0.00037525 -0.000312323 0.00989649 -0.00273758 -0.00583513 0.0116827 0.00593866
internal_weight=0 125.395 87.9597 73.8262 62.4306 37.4351 19.6809 12.4444 10.5657 36279.2 14.1335 36271.2 145.527 47.1543 36125.7 46.0553 37.8687 98.3731 46.8388 51.5343 40.1542 32.5853 34.1534 14.2534 11.3801 7.28929 13.0008 36079.7 1494.97 1058.43 436.539 34584.7 13475.8 21108.9 7.91313 17.7542 15.4724 7.32019 3.37941
internal_count=3105723 8085 5889 5011 3881 2196 1227 823 682 3097638 878 3097126 12202 4723 3084924 2731 2089 7479 3974 3505 2400 2307 3568 1667 1105 332 1155 3082193 187936 131945 55991 2894257 1360353 1533904 512 969 864 462 459
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=552 8 8390670 3 1 1568 464 240 12321416 1 790432 2621662 256 527552 627716 596 1 173 16 228
is_linear=0
shrinkage=0.1


Tree=128
num_leaves=40
num_cat=24
split_feature=3 3 0 2 0 2 3 10 3 7 0 1 2 0 10 10 0 0 9 0 2 10 4 9 2 1 3 0 8 10 0 2 10 10 8 10 3 2 3
split_gain=0.136447 0.458269 1.05994 1.05161 0.850294 0.560798 0.538459 0.468597 0.365054 0.192158 2.08116 1.18525 3.89962 5.67395 3.47166 6.50918 3.7653 2.84682 0.933587 0.873804 1.45092 0.861347 0.679602 0.885154 0.440187 2.04303 13.4421 2.89604 1.46754 4.11044 3.51604 0.284652 0.278282 0.137592 0.232808 0.115916 0.0844115 0.0293211 0.0263641
threshold=70.500000000000014 100.50000000000001 0 1 2 3 116.50000000000001 6.5000000000000009 66.500000000000014 4 5 6 7 8 2.5000000000000004 1.5000000000000002 9 10 11 12 13 1.0000000180025095e-35 14 15 16 17 14.500000000000002 18 19 1.0000000180025095e-35 20 21 8.5000000000000018 4.5000000000000009 22 24.500000000000004 103.50000000000001 23 101.50000000000001
decision_type=2 2 9 1 9 1 2 2 2 1 9 1 1 9 2 2 9 9 1 9 1 2 1 1 1 1 2 9 1 2 9 1 2 2 1 2 2 1 2
left_child=8 2 37 -4 5 38 -6 36 9 19 18 14 13 -13 15 -12 -16 -14 35 20 21 31 23 -22 25 27 -27 -21 29 -26 -30 -1 -23 34 -10 -11 -7 -2 -3
right_child=1 4 3 -5 6 7 -8 -9 33 10 11 12 17 -15 16 -17 -18 -19 -20 24 22 32 -24 -25 28 26 -28 -29 30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 0 0 -0.02179766409241914 0 0 -0.016058230904261887 0 0 0.026762849987222056 0.00034904331015873149 0.00036683068000346609 -0.013256425530486914 0.017890112409903004 0.0035738287814786026 0.013700596618474415 -0.0071397464735501103 -0.0020706453164136963 0 0.0029077823134138134 -0.017463698938909224 -0.0066159011097470998 0 0 -0.0039974519093817712 -0.002409033551431768 0.036691131760481804 -0.0011856570176571649 0.007999928405629372 0.00016847617522066323 2.6646092201474772e-06 0.013415856153919265 0 0 0.012795749905962803 0 0.014332727135556065 0.0048494029679072717 -0.0027458469926278425
leaf_weight=7.296796874692518 2.4672025931067765 0.23539095633896057 18.330998208781239 20.638932722533355 4.21567283803597 2.0941540201893067 10.377764964359811 1.7006799578666676 2.3588890444952995 20.993965526344258 1219.741559353075 1790.0133182681166 244.28407780406997 172.14444912737235 545.44460581091698 524.44372654438484 659.50237151363399 2000.4745098070707 1.6925728488713527 4722.8100481697038 104.15178610884686 47.968954719501198 6.9193653134861952 7.8668148577999082 3359.2901260989838 3673.3612422849983 59.50822367798537 2562.2136392466618 568.57411542681803 7444.8521711359645 6501.9680630136991 21.610168545768833 4.0819069218705399 0.59519210713915516 4.9793215540121301 0.18992937938310106 53.60324566392228 2.8879009840311483 7.7397114832419902
leaf_count=21171 257 14 1139 1601 479 133 1108 128 178 1936 104264 35395 12395 7650 68971 47143 43659 41716 148 457798 85950 47717 518 5529 330587 114596 722 486764 85926 640652 449079 5643 799 51 284 14 2419 280 555
internal_value=0 -0.00296289 -0.00893763 -0.0142247 0 0.00645923 -0.00867303 0.0103575 1.65812e-05 0 0.000468379 0.000264497 -0.000761662 0.00238073 0.00182282 0.00469648 -0.00210697 -0.00363001 0.0186584 -0.000108064 -0.00612935 0.00140102 -0.0122052 -0.0150253 -4.75827e-05 0.000436477 -0.00141843 0.00143046 -0.00036301 -0.00110559 0.000729337 0.0118289 -0.00277071 0.00982337 0.0116141 0.0262858 0.0138042 0.00350643 -0.000587284
internal_weight=0 124.292 44.325 38.9699 79.9666 65.3732 14.5934 57.3981 36279.3 36271.4 7178.93 7156.05 4206.92 1962.16 2949.13 1744.19 1204.95 2244.76 22.8765 29092.5 199.896 80.9578 118.938 112.019 28892.6 11017.9 3732.87 7285.02 17874.7 10804.1 7070.54 28.907 52.0509 7.9334 7.33821 21.1839 55.6974 5.3551 7.9751
internal_count=3105368 8113 3277 2740 4836 3249 1587 2680 3097255 3096742 363291 361193 97156 43045 264037 151407 112630 54111 2098 2733451 167327 75330 91997 91479 2566124 1059880 115318 944562 1506244 971239 535005 26814 48516 513 462 1950 2552 537 569
cat_boundaries=0 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=8389320 56 8390710 28 1 532481 1 288 2104696 8658758 2103050 1 4743169 788 1 1 653 1 26477664 1 3146504 4 12 96
is_linear=0
shrinkage=0.1


Tree=129
num_leaves=40
num_cat=23
split_feature=3 3 0 2 0 3 2 10 3 7 0 2 3 0 0 0 3 9 0 2 9 6 3 3 2 3 0 2 0 0 10 10 3 10 3 8 2 3 2
split_gain=0.162879 0.361483 1.0343 1.009 0.77292 0.505671 0.497384 0.429499 0.352913 0.161869 1.88855 1.01104 2.24442 3.03149 2.47653 1.97584 1.30133 0.927126 0.661809 1.8342 0.793854 0.772024 0.372674 0.362475 1.46836 0.940625 5.42469 0.501122 0.487438 0.481645 0.224996 0.140425 0.120448 0.110738 0.0689141 0.0612277 0.0274294 0.0234521 0.000996582
threshold=70.500000000000014 100.50000000000001 0 1 2 116.50000000000001 3 6.5000000000000009 66.500000000000014 4 5 6 1.0000000180025095e-35 7 8 9 1.0000000180025095e-35 10 11 12 13 14 1.0000000180025095e-35 34.500000000000007 15 14.500000000000002 16 17 18 19 14.500000000000002 4.5000000000000009 35.500000000000007 24.500000000000004 103.50000000000001 20 21 101.50000000000001 22
decision_type=2 2 9 1 9 2 1 2 2 1 9 1 2 9 9 9 2 1 9 1 1 1 2 2 1 2 9 1 9 9 2 2 2 2 2 1 1 2 1
left_child=8 2 36 -4 6 38 37 34 9 18 17 15 13 -13 -14 22 -17 33 19 21 32 30 -12 25 29 27 -27 -20 -26 -25 -1 35 -21 -11 -8 -10 -2 -3 -6
right_child=1 4 3 -5 5 -7 7 -9 31 10 11 12 14 -15 -16 16 -18 -19 23 20 -22 -23 -24 24 28 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.013114933969869786 0 0 0 -0.021266356817645035 0 -0.015966867612364266 0 0 0 0.02569203086425776 0 -0.0076274882136017665 0.0036027296192477319 0.0089590639704852284 -0.0056608947211990845 -0.0016090602503206466 0.0022275717217215938 0 -0.00069392935957250429 -0.019402040469150346 0 -0.0036098572210759936 -0.012026937262794433 0.0099412982082257954 0 -0.011255587804515582 0.0095034168048375722 0.0001821195617912197 -0.019603460143293474 -0.00094191800768521686 0 0 0 0 0.013227995095992829 0.011035119855499362 0.0049065976847766871 -0.0025663720996613715 0.00048270762457846737
leaf_weight=34.30919279094087 2.4453862577211112 0.25011582614388306 18.352048763365019 20.258914904174162 1.5865486722905187 10.337245912407523 2.072053597890771 1.7044175183400501 1.69145827437751 21.413634017575536 24.4250736591639 104.34365761361551 306.44451454060618 334.64111627137754 1203.5775778163224 1011.0035102181137 4067.7141798874363 1.7722431097645337 9811.0892487538731 65.06741208758649 6.2363361862662705 5.2593944593099868 106.12662598444149 18.426884646294639 1.9415057594887912 125.13422096194699 429.39849740130012 18556.231716441485 26.11967980518239 7.3767721017356989 0.84928723738994349 0.61590989097021509 0.75799488861230102 0.18992937938310106 54.360770449449774 5.6762209322769186 2.8642902632709593 7.6717581541743129 2.7705442247097372
leaf_count=5130 253 15 1131 1582 197 1092 131 127 128 1943 3405 9973 19340 16465 53248 68304 182509 152 1119381 13990 1481 781 8353 1124 272 12489 23389 1550930 3105 790 95 52 195 14 2416 327 276 546 288
internal_value=0 -0.00322821 -0.00840878 -0.013804 0 -0.00883703 0.00570999 0.00945922 2.1561e-05 3.19151e-06 0.000435016 0.000238366 -0.00162702 0.00416955 -0.00356593 0.00100052 0.0013974 0.0176939 -9.34581e-05 -0.00668029 -0.0147155 0.00410896 -0.00938678 -4.83436e-05 -0.00662623 -1.8894e-05 0.00393854 -0.000110899 -0.0160432 0.00358968 0.0116288 0.0096616 -0.0189972 0.0252228 0.0127598 0.0115093 0.00360986 -0.000473803 0
internal_weight=0 124.674 43.9206 38.611 80.7535 14.6943 66.0591 58.1372 36277.8 36269.9 7181.65 7158.28 1949.01 438.985 1510.02 5209.27 5078.72 23.3758 29088.2 112.48 72.0617 40.4179 130.552 28975.7 53.8648 28921.9 554.533 28367.3 28.0612 25.8037 35.1585 7.98359 65.8254 21.6036 56.4328 7.36768 5.30968 7.92187 4.35709
internal_count=3105419 8054 3242 2713 4812 1577 3235 2674 3097365 3096858 363706 361597 99026 26438 72588 262571 250813 2109 2733152 21672 15666 6006 11758 2711480 5291 2706189 35878 2670311 3377 1914 5225 507 14185 1957 2547 455 529 561 485
cat_boundaries=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=8389320 56 8390710 28 1 532481 436 10818066 10551326 2097160 1 4718593 784 1 2 192 8482448 286 1049216 9437730 8 96 160
is_linear=0
shrinkage=0.1


Tree=130
num_leaves=40
num_cat=17
split_feature=3 3 0 8 10 3 8 3 3 2 3 0 8 10 2 10 2 10 3 3 10 3 2 3 2 10 0 10 3 3 2 10 0 8 3 0 3 0 2
split_gain=0.182375 0.365204 0.272073 0.358594 0.348773 0.300817 0.26482 0.623924 0.240011 0.346456 0.370745 0.162174 1.31536 0.927626 2.14844 1.13197 0.898583 1.08548 0.88969 0.767727 0.321333 0.298893 0.297273 0.189353 0.944262 1.25675 0.311519 0.347713 0.246932 0.239306 0.572948 0.841298 0.327162 0.238608 0.180954 3.87443 0.650376 0.175873 0.141278
threshold=70.500000000000014 66.500000000000014 0 1 1.0000000180025095e-35 84.500000000000014 2 93.500000000000014 72.500000000000014 3 177.50000000000003 4 5 1.5000000000000002 6 2.5000000000000004 7 2.5000000000000004 9.5000000000000018 3.5000000000000004 2.5000000000000004 1.0000000180025095e-35 8 31.500000000000004 9 1.5000000000000002 10 2.5000000000000004 33.500000000000007 28.500000000000004 11 2.5000000000000004 12 13 16.500000000000004 14 14.500000000000002 15 16
decision_type=2 2 9 1 2 2 1 2 2 1 2 9 1 2 1 2 1 2 2 2 2 2 1 2 1 2 9 2 2 2 1 2 9 1 2 9 2 9 1
left_child=1 11 3 5 6 -2 7 -4 -6 -10 -11 12 13 14 18 -15 20 19 -1 -18 -14 -16 -17 29 26 28 27 -25 -26 34 31 -31 -32 -28 36 -36 -13 -27 -5
right_child=2 -3 4 38 8 -7 -8 -9 9 10 -12 23 16 15 21 22 17 -19 -20 -21 -22 -23 -24 24 25 37 33 -29 -30 30 32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.031401023243487529 0 0.0098593299667636362 0 0 0 0.01428059438959328 -0.004083396634571349 0.013352157425058934 0 -0.014749446427597544 0 0 0.0092042602300258097 -0.010937388515262866 -0.0087866496328822315 0 -0.024019299444110909 0 0 0 0 0 0.010379024305225691 0.011066618840398702 0 0.0063806678365625549 0.0011269739820099626 0 -0.021699638459843025 0.019390061882845977 -0.0069236205292516747 0 0.0029785388549975907 -0.005353792838115639 0.011841117484792059 -0.007313666284606348 0.0053698508683885414 0 -0.006069204029133279
leaf_weight=30.715908229060009 1.1154354009486267 7.9105051813239688 4.7686549734789905 2.2001935909502208 1.7879872748744663 5.771024557761848 12.435659369919447 16.873557415907271 12.198010289517695 59.309699867997551 2.7677399934036648 35225.632403013144 14.803734277338664 22.654971769661643 10.55508777726209 14.298710078481234 23.862740762400794 16.857736203608511 1.279833290958776 8.0492994420346786 8.3234871942986484 13.24233712935529 34.203544769306973 28.184538673027419 4.7064868043526067 3.1983594646153506 20.630863993079402 6.484826455358415 28.926000432606088 18.279724582680505 19.45826910994947 2.2352956456597886 7.4985881881293635 42.603311318671331 99.11872115090955 352.9646115017531 196.52615359151969 9.5399075806781166 5.6775856968015415
leaf_count=4077 89 509 218 185 165 385 591 500 936 4309 193 2983322 4614 7683 6298 3612 5567 6246 142 1022 2507 4075 12770 2740 353 429 1371 597 3216 872 921 116 879 2695 8884 19565 11672 678 460
internal_value=0 3.38447e-05 -0.00339611 0 -0.00547911 0.00848112 0 0.00536443 -0.00885509 -0.0101378 -0.0117868 1.52882e-05 0.00261254 0.00863778 0.0162039 0 -0.00462998 -0.0111973 0.0246907 -0.0194401 0.00278639 -0.00137067 0.00799732 0 -0.00329008 -0.0114069 0.000811052 0.00650546 -0.0199309 1.40261e-05 0.00556604 0.0115905 0 -0.000715961 0 -0.00192226 2.81997e-05 0 -0.00211132
internal_weight=0 36272.7 124.906 14.7642 110.141 6.88646 34.0779 21.6422 76.0634 74.2755 62.0774 36264.8 198.847 126.95 55.7932 71.1572 71.897 48.7698 31.9957 31.912 23.1272 23.7974 48.5023 36066 144.274 46.3708 97.9035 34.6694 33.6325 35921.7 47.4719 20.515 26.9569 63.2342 35874.2 452.083 35422.2 12.7383 7.87778
internal_count=3105463 3097432 8031 1119 6912 474 1309 718 5603 5438 4502 3096923 58613 38657 14592 24065 19956 12835 4219 6589 7121 10373 16382 3038310 12079 4676 7403 3337 3569 3026231 2788 988 1800 4066 3023443 28449 2994994 1107 645
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=8389264 10 1 264 16887808 1 864 263 774 464 9439506 48 3934264 6 786780 527552 792
is_linear=0
shrinkage=0.1


Tree=131
num_leaves=40
num_cat=23
split_feature=0 10 10 2 3 1 2 3 8 10 8 10 10 2 4 3 2 3 10 5 0 3 1 0 0 2 2 10 0 2 2 8 0 3 10 3 2 2 10
split_gain=0.109611 3.8481 4.06375 2.23497 1.82273 1.46235 1.2421 1.24055 1.17172 1.15454 0.952639 0.854926 0.81494 0.569717 0.363946 0.344448 0.249679 0.822651 0.235011 2.79133 2.65061 2.34454 5.57334 7.99577 5.80717 2.47857 1.81841 2.4022 1.62894 1.44651 1.33373 1.26639 1.56843 1.22143 1.05052 0.997604 4.0517 1.94839 1.60712
threshold=0 1.0000000180025095e-35 2.5000000000000004 1 6.5000000000000009 2 3 4.5000000000000009 4 5.5000000000000009 5 7.5000000000000009 16.500000000000004 6 7 5.5000000000000009 8 1.0000000180025095e-35 4.5000000000000009 9 10 1.5000000000000002 11 12 13 14 15 6.5000000000000009 16 17 18 19 20 4.5000000000000009 14.500000000000002 1.5000000000000002 21 22 7.5000000000000009
decision_type=9 2 2 1 2 1 1 2 1 2 1 2 2 1 1 2 1 2 2 1 9 2 1 9 9 1 1 2 9 1 1 1 9 2 2 2 1 1 2
left_child=1 6 4 -4 10 13 -1 11 15 -9 16 -5 -13 -6 -15 -8 17 -3 -2 20 26 25 23 34 33 31 27 -20 -27 -26 -25 -21 -33 -24 -23 37 -37 -22 -39
right_child=18 2 3 7 5 -7 8 9 -10 -11 -12 12 -14 14 -16 -17 -18 -19 19 21 35 22 24 30 29 28 -28 -29 -30 -31 -32 32 -34 -35 -36 36 -38 38 -40
leaf_value=0 8.3905183440938496e-05 -0.0015970636823527066 -0.0075396099623879706 0 0 0 -0.0056066533836617045 0.029316721145268062 0.020990583884514143 0 -0.0069385546252473387 0.019051999986693793 0 -0.029083592162501882 0 0.0068554851166080389 0 0.012797943986738169 0.015273988182740686 0 0.003034292543705771 0.014886197197803284 -0.021927913012012055 0.0025641728459862081 0.018049157173835904 0.012099842718037683 -0.0023148895544317259 -0.0059092500430219987 -0.00020500660184472202 -0.000545849040487232 -0.013534563764258871 0 0.015676927945186048 -0.0026950760369100117 0 -0.017405337629869573 0.00021793317511545628 -0.011829729038736086 0.0038696258035305258
leaf_weight=24.843926862740773 31395.323124615745 10.637318021530517 38.34847479723976 139.26556574536153 1.8358028970542362 8.5587299917824549 27.927058151675737 31.308416222134838 104.43416579991026 8.785578260838518 209.04906961909728 23.509556434524715 4.0932283013826227 61.405127260833979 0.41135437740012903 4.5456359129166222 32.899544620217057 44.191172321312479 158.8449239597976 75.262357791769318 78.630951776387519 318.06469765148358 208.24206584948115 22.33779020338261 34.760371298994869 76.646645508910296 201.46538761057309 32.303983105870429 908.54762660255074 37.542947699083015 168.37216040404746 59.651080937124789 284.04822460107971 94.257981013506651 9.8301765691139718 111.42160883951874 730.0401928313222 586.39119580477563 28.060927536178497
leaf_count=8630 2650707 3341 11112 23804 475 335 4163 2639 16482 695 36896 2274 382 7574 16 419 4995 5395 14739 5592 14580 21835 6139 4142 1977 18886 18407 3188 84504 1970 22498 6112 16077 1987 804 7845 33759 37893 2154
internal_value=0 0.0011637 -0.00217022 0.00668299 -0.00886786 -0.0212418 0.0138091 0.0110568 0.0166404 0.0242287 -0.00326529 0.00371988 0.0139896 -0.0254676 -0.025545 0 0.00282647 0.00616475 -2.04624e-06 -0.000707382 -0.00353449 0.00155005 -0.00219757 0.00405164 -0.011245 0.00413978 0.00313739 0.00958796 0.000894413 0.0089671 -0.0102309 0.0102844 0.0127412 -0.0171067 0.0132732 -0.00544591 -0.00248746 -0.00844593 -0.01034
internal_weight=0 776.05 614.299 245.311 368.988 72.211 161.751 206.962 136.907 40.094 296.777 166.868 27.6028 63.6523 61.8165 32.4727 87.728 54.8285 35620 4224.72 1927.16 2297.56 893.408 518.605 374.803 1404.16 392.614 191.149 985.194 72.3033 190.71 418.962 343.699 302.5 327.895 1534.54 841.462 693.083 614.452
internal_count=3105422 129627 99933 40906 59027 8400 29694 29794 21064 3334 50627 26460 2656 8065 7590 4582 13731 8736 2975795 325088 132565 192523 61352 49279 12073 131171 36334 17927 103390 3947 26640 27781 22189 8126 22639 96231 41604 54627 40047
cat_boundaries=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=25272321 532 1 41 2 10 520 1 244 2 264128 1 4776 2103072 768 690 2115264 196 38 2 3464 77 92
is_linear=0
shrinkage=0.1


Tree=132
num_leaves=40
num_cat=20
split_feature=0 2 3 3 10 3 3 0 8 2 0 3 3 0 3 3 2 10 6 1 5 0 0 3 3 0 10 2 10 3 10 10 10 6 2 0 0 10 0
split_gain=0.136435 1.271 0.641019 0.504522 0.274646 0.315002 0.162513 0.799003 1.39103 3.55522 2.39526 1.66919 1.05275 2.69677 2.67538 1.67727 1.62075 1.30666 1.05261 4.80204 6.14532 5.342 2.9561 2.62473 2.191 1.4457 1.88382 1.98104 1.95021 1.66966 1.39107 1.25259 0.6297 0.57907 5.27364 5.4091 3.64019 2.38562 6.31813
threshold=0 1 8.5000000000000018 1.0000000180025095e-35 3.5000000000000004 21.500000000000004 2.5000000000000004 2 3 4 5 17.500000000000004 5.5000000000000009 6 12.500000000000002 10.500000000000002 7 1.5000000000000002 8 9 10 11 12 10.500000000000002 3.5000000000000004 13 1.5000000000000002 14 1.0000000180025095e-35 10.500000000000002 1.0000000180025095e-35 4.5000000000000009 4.5000000000000009 15 16 17 18 1.0000000180025095e-35 19
decision_type=9 1 2 2 2 2 2 9 1 1 9 2 2 9 2 2 1 2 1 1 1 9 9 2 2 9 2 1 2 2 2 2 2 1 1 9 9 2 9
left_child=1 2 3 -1 5 -3 33 8 9 10 11 -8 13 16 15 -14 -10 -16 25 20 21 -20 -22 24 -21 29 28 -28 -27 31 -31 -9 -11 -2 36 -36 -35 38 -38
right_child=6 4 -4 -5 -6 -7 7 18 12 32 -12 -13 14 -15 17 -17 -18 -19 19 23 22 -23 -24 -25 -26 26 27 -29 -30 30 -32 -33 -34 34 35 -37 37 -39 -40
leaf_value=0 7.7489926422410411e-06 -0.01098678321843974 0 0.023404317038055483 0 0 0.02860058576633976 -0.012912806330500513 0 -0.016532990808451317 -0.004707021181286809 0 0.0059726695258358522 0.0068958298476494082 -0.0095209205366732254 0.024127947735145844 -0.01017114805566788 0.0046564189254883447 -0.018107236075353698 0 -0.011198861177477632 0.00031991210110821663 0.01010233522697853 -0.0058846764499768545 0.021694197188405838 -0.00025233990292377782 0.0016594008857348831 -0.0030211463813732556 0.0039621194229879997 0.019367785097051317 -0.0017174845404428929 0.00027425877829604815 0 0.01469585201228569 -0.0015724053484465529 -0.015848807013644418 0.021905733306620968 -0.0010041604262880934 -0.010473251381223757
leaf_weight=5.5441999991308029 20928.990372101885 28.295863128005298 2.5017188523197538 19.284163346048445 5.9144769517006344 0.36784655321389337 34.702061602845788 234.65177113435493 441.88402803172357 118.55588748576702 29.924071490619099 5.4644119176082304 440.061992859366 415.61696092984494 108.77572084133863 60.925963099623914 175.49065535029513 66.2843833375955 231.58251367403136 91.015626076841727 30.836554228255409 307.87770495352743 419.49290896670573 27.347429514164105 187.65875453827903 2881.6695580213127 1149.6230907228601 3116.6536706208135 1632.7904497583659 10.911304475244831 41.780414257751545 39.086106595903402 15.965641371003583 161.86363924876787 949.34175350083387 374.04221048658655 116.61632615048438 1439.6105852929468 55.526133400388062
leaf_count=987 1818703 5085 280 2147 729 44 3018 34122 47293 12595 3207 442 41111 42044 12821 6092 18069 6358 27777 3650 4881 48092 42906 1172 5783 138473 49755 122831 71872 1628 4277 5048 1594 17613 190726 141726 8691 156745 5410
internal_value=0 0.00365548 0.014019 0.0200089 -0.00363878 -0.0081398 -8.44312e-06 0.000277563 0.00213702 -0.00453975 0.00876879 0.0198898 0.00319345 0.000806227 0.00627216 0.009984 -0.00301935 -0.00279397 -4.29012e-05 0.00255735 -0.000644894 -0.00791332 0.00738798 0.0129403 0.0161519 -0.000452939 -0.000159761 -0.00169045 0.00122203 -0.00662984 0.00446332 -0.0102011 -0.0136134 -0.000167698 -0.00143798 -0.00617414 0.00199665 0.000214682 0.0105387
internal_weight=0 61.9083 27.3301 24.8284 34.5782 28.6637 36342.6 12316.6 1913.65 204.612 70.0905 40.1665 1709.04 1032.99 676.048 500.988 617.375 175.06 10403 1295.81 989.79 539.46 450.329 306.022 278.674 9107.17 8780.74 4266.28 4514.46 326.43 52.6917 273.738 134.522 24026 3097 1323.38 1773.62 1611.75 172.142
internal_count=3105797 9272 3414 3134 5858 5129 3096525 756911 194644 20856 6667 3460 173788 107406 66382 47203 65362 19179 562267 134261 123656 75869 47787 10605 9433 428006 382931 172586 210345 45075 5905 39170 14189 2339614 520911 332452 188459 170846 14101
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=16875520 362 6302985 4 600 2099200 2304 420 2 1 2 524384 786960 8409220 106 2 896 3171748 4360 10496164
is_linear=0
shrinkage=0.1


Tree=133
num_leaves=40
num_cat=24
split_feature=3 3 3 0 2 0 3 2 10 10 3 5 2 0 10 10 6 10 0 2 8 10 0 0 0 10 5 0 3 2 2 10 2 0 0 1 3 2 0
split_gain=0.141433 0.342874 0.308439 0.928665 0.95303 0.628765 0.50052 0.472564 0.404369 0.136945 0.125842 1.08994 4.32806 4.25418 3.40919 2.92744 1.88529 5.94913 4.34977 3.12375 1.83981 1.56167 7.24529 6.10849 1.0468 0.83691 0.645914 1.96618 1.48202 6.432 2.59479 1.27798 4.15072 1.97208 1.55097 1.01104 0.633539 2.62514 2.59186
threshold=70.500000000000014 66.500000000000014 100.50000000000001 0 1 2 116.50000000000001 3 6.5000000000000009 4.5000000000000009 1.0000000180025095e-35 4 5 6 4.5000000000000009 7.5000000000000009 7 1.0000000180025095e-35 8 9 10 1.0000000180025095e-35 11 12 13 4.5000000000000009 14 15 5.5000000000000009 16 17 4.5000000000000009 18 19 20 21 3.5000000000000004 22 23
decision_type=2 2 2 9 1 9 2 1 2 2 2 1 1 9 2 2 1 2 9 1 1 2 9 9 9 2 1 9 2 1 1 2 1 9 9 1 2 1 9
left_child=1 10 3 -2 -5 7 -7 -4 -9 -3 11 16 14 20 24 -16 21 19 -19 -18 -14 23 -23 -1 -13 -15 31 35 30 -30 -29 36 34 -34 -33 -28 37 -12 -38
right_child=2 9 5 4 -6 6 -8 8 -10 -11 26 12 13 25 15 -17 17 18 -20 -21 -22 22 -24 -25 -26 -27 27 28 29 -31 -32 32 33 -35 -36 -37 38 -39 -40
leaf_value=0.010164918413195152 0.0031834532608858985 0.011344044343816383 -0.00064238215372606697 0 -0.020391060402182512 0 -0.015245703070818016 0.012090680111787617 0 0 0.0024631050902247514 -0.010288460166420276 -0.010769504809300483 -0.025086848033646039 0.012838824784924475 -0.0024126757648039094 0.018461261076414878 0.0053220396874092551 -0.019211614682174107 -0.0085847090259156406 -0.00049086266959510875 0.0042648654656282084 -0.0046350502883072912 -0.0022382301921549884 0 -0.0024021670634469311 -0.023650094841925911 0.0084647584746847439 -0.0059611628802295306 0.015379025943196623 -9.5765544613837984e-05 0.00059755744300752029 0.0051584509018163371 -0.0030686730066571237 -0.01939009358123505 0 0.0059558064712497234 -0.00052471349860866879 -0.0011596473961818627
leaf_weight=402.45744581876716 5.4959746771783102 7.4126307119731774 8.0079701836802979 18.350230821408331 19.633544413954951 4.223239963699597 9.9993595009436813 56.900477521092398 1.7065401417203236 0.60938564362004388 4626.0586279144409 89.125623593456112 210.17274194277707 119.41008168655026 356.37280628323788 130.34934787690872 84.186336805287283 60.483215967349679 233.38146482175944 22.009783671863261 845.31179294852336 3363.8004420583238 1188.4843860150177 3557.525319729335 670.21102065168088 62.063276886354288 21.016877734800801 351.9392215667358 192.08754256603424 296.40990404698823 3043.4607073137704 20.331948389004538 360.96619949524757 959.61860814562533 151.06821567245788 6.0917981190141317 506.01864842925715 7641.1928445917365 6697.8002734761394
leaf_count=97758 544 453 579 1156 1561 474 1052 2550 128 51 358934 11207 34567 71965 25981 9707 9910 13051 40654 8773 132348 226707 162514 375151 69112 21552 3380 62553 14252 21419 269844 3830 33024 46164 9447 447 51213 546043 365363
internal_value=0 2.14582e-05 -0.00300945 -0.00781002 -0.0130631 0 -0.00803465 0.00511306 0.00888343 0.0095188 3.2278e-06 -0.000262814 -0.00211453 -0.00626347 0.00185399 0.00827079 0.000224896 -0.00617825 -0.0136394 0.010722 -0.00312994 0.000581592 0.00185992 -0.000815679 -0.00201354 -0.0192772 0.000137323 0.0013161 0.00165971 0.00673127 0.000794763 -6.98727e-05 -0.00286988 -0.000513851 -0.0159356 -0.0152853 0.000133381 0.000582453 -0.000589107
internal_weight=0 36277.4 124.317 43.4797 37.9838 80.8376 14.2226 66.615 58.607 8.02202 36269.4 11395.3 2483.02 1236.96 1246.06 486.722 8912.33 400.061 293.865 106.196 1055.48 8512.27 4552.28 3959.98 759.337 181.473 24874.1 3911.01 3883.9 488.497 3395.4 20963.1 1491.98 1320.58 171.4 27.1087 19471.1 12267.3 7203.82
internal_count=3105418 3097374 8044 3261 2717 4783 1526 3257 2678 504 3096870 1310957 376439 260432 116007 35688 934518 72388 53705 18683 166915 862130 389221 472909 80319 93517 1785913 371895 368068 35671 332397 1414018 92465 79188 13277 3827 1321553 904977 416576
cat_boundaries=0 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=8389320 56 8390710 28 2 896 7135344 2 67330 480 2 1085292 12140692 2426440 2 786432 664 535 69 8659778 8996360 1 617 20455944
is_linear=0
shrinkage=0.1


Tree=134
num_leaves=40
num_cat=21
split_feature=10 0 2 7 3 0 3 0 0 10 10 3 5 3 2 10 3 0 10 0 10 8 10 10 0 0 0 10 2 8 2 7 2 3 10 2 3 1 10
split_gain=0.142149 2.55131 2.08988 1.70287 3.37574 2.3445 1.62968 2.04006 1.97829 2.39829 1.53075 0.926831 0.582068 1.37296 0.570216 0.566128 0.466777 0.95814 0.829829 0.659571 0.353173 0.284704 0.23821 0.20133 0.632079 0.481292 0.16643 0.96679 2.54106 2.23426 2.14975 1.75928 1.67081 1.31744 1.1969 1.85652 1.1595 0.590024 0.541539
threshold=6.5000000000000009 0 1 2 1.5000000000000002 3 2.5000000000000004 4 5 8.5000000000000018 15.500000000000002 5.5000000000000009 6 2.5000000000000004 7 15.500000000000002 1.0000000180025095e-35 8 11.500000000000002 9 15.500000000000002 10 8.5000000000000018 7.5000000000000009 11 12 13 2.5000000000000004 14 15 16 17 18 4.5000000000000009 1.0000000180025095e-35 19 3.5000000000000004 20 1.5000000000000002
decision_type=2 9 1 1 2 9 2 9 9 2 2 2 1 2 1 2 2 9 2 9 2 1 2 2 9 9 9 2 1 1 1 1 1 2 2 1 2 1 2
left_child=26 11 3 6 5 -5 7 20 9 -8 -7 21 -6 -14 -9 -10 19 22 -19 23 -3 -2 -18 25 -25 -4 27 29 33 30 -1 36 38 -29 35 -34 -32 -35 -31
right_child=1 2 16 4 12 10 8 14 15 -11 -12 -13 13 -15 -16 -17 17 18 -20 -21 -22 -23 -24 24 -26 -27 -28 28 -30 32 31 -33 34 37 -36 -37 -38 -39 -40
leaf_value=-0.0043887603642834829 0.020534622813149703 0.016491575401949822 0.0081295715277053711 -0.0021647733106979323 -0.010169628357917302 0.03609767452079992 0.024015747132770954 0.00066635289695716549 -0.013908579261125882 0 0 0 -0.0089221975662517154 0.01138096301630279 -0.0084078871451199935 0 0.0056387937742077522 -0.012276844399603226 0 -0.0092334315763233712 0 0 -0.0019953908032131124 -0.0055765495224721316 0.0062984882485820504 -0.0015507010964250268 0.00011131311450994399 -0.0082233312504808604 0.0074607416293937332 -0.0004220532316936329 0.016484700565049085 -0.0039855294739886086 0.0070326076512736979 0 -0.0098258394695573351 -0.0061037285176705203 0 0.013512556890879332 0.0074319861588374421
leaf_weight=142.74929995760249 41.862525820310111 18.824640089267636 64.890999548064428 11.977202279784249 23.628849269123748 46.160182897932827 56.792293620412238 15.361552954884246 19.738178320520095 40.183743396832142 1.8729713852517296 4.9905370211345135 17.703013116260991 49.117644282989204 352.71204217159539 1.5759435088257294 39.454576114949305 306.01028914857307 40.794977124962315 36.695379304903327 1.0731989869382221 5.1512569822079959 13.69242017198121 80.60436128519359 24.789117706444813 7.7027544193551867 32790.885055264473 214.88224335680388 376.23650887342592 267.05643871827124 165.02563119684783 38.034603549866006 112.38375595491379 23.819521204859484 510.30709243603633 275.90266102603528 73.007593052723678 16.042931016534567 72.668881981237064
leaf_count=19081 5423 2531 4589 1025 1463 2791 3642 4912 2161 2412 147 509 1143 2981 28957 153 3827 20187 3101 5125 205 660 1515 4880 3706 948 2508394 85271 57972 91788 45990 3489 11644 4022 75223 53471 9532 454 29884
internal_value=0 -0.000998402 -0.00229276 0.00125919 0.00984217 0.0238493 -0.00111664 -0.00470747 0.00720736 0.013284 0.0290709 0.0147323 -0.000585857 0.0018056 -0.00726582 -0.00735246 -0.00639125 -0.00858244 -0.0103269 -0.000792447 0.0116431 0.0202793 4.78446e-05 0.000982918 0 0.00466643 4.54266e-05 -0.000755815 0.00228473 -0.00211589 0.00361375 0.0087326 -0.0043243 -0.00439455 -0.00656887 -0.0013305 0.0124285 0.00599003 0.000889222
internal_weight=0 1323.36 1271.36 656.721 150.46 60.0104 506.262 387.971 118.29 96.976 48.0332 52.0043 90.4495 66.8207 368.074 21.3141 614.635 399.952 346.805 214.683 19.8978 47.0138 53.147 177.987 105.393 72.5938 35079 2288.12 630.981 1657.14 418.817 276.068 1238.32 254.745 898.594 388.286 238.033 39.8625 339.725
internal_count=3105208 108993 102401 54523 9550 3963 44973 36605 8368 6054 2938 6592 5587 4124 33869 2314 47878 28630 23288 19248 2736 6083 5342 14123 8586 5537 2996215 487821 147719 340102 78092 59011 262010 89747 140338 65115 55522 4476 121672
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=12689540 206 1 2099480 2890752 16698 2 10 524368 2361635 3 2080 2099488 15786120 284 10 642 1 556 128 1
is_linear=0
shrinkage=0.1


Tree=135
num_leaves=40
num_cat=24
split_feature=3 8 0 2 2 10 0 0 10 0 2 10 10 10 8 0 3 2 2 0 0 10 10 2 8 0 0 2 3 2 0 7 9 10 10 10 3 3 4
split_gain=0.155816 0.85775 1.75336 2.11998 1.59907 1.50326 1.34126 1.00887 0.981668 0.949647 2.1486 1.1815 0.941364 0.89154 0.851196 2.56782 2.24495 2.1336 2.07157 2.47774 1.32891 1.54385 1.28142 1.25095 1.0631 1.0339 0.989025 1.07121 0.882147 0.787212 1.54832 1.39452 0.960301 0.785339 0.746116 0.739068 1.97848 1.61144 0.734304
threshold=1.0000000180025095e-35 0 1 2 3 3.5000000000000004 4 5 2.5000000000000004 6 7 1.0000000180025095e-35 5.5000000000000009 2.5000000000000004 8 9 1.5000000000000002 10 11 12 13 5.5000000000000009 2.5000000000000004 14 15 16 17 18 26.500000000000004 19 20 21 22 1.0000000180025095e-35 4.5000000000000009 1.5000000000000002 2.5000000000000004 23.500000000000004 23
decision_type=2 1 9 1 1 2 9 9 2 9 1 2 2 2 1 9 2 1 1 9 9 2 2 1 1 9 9 1 2 1 9 1 1 2 2 2 2 2 1
left_child=1 2 -1 -4 6 7 13 -5 -9 10 -6 -12 -8 33 26 16 23 24 20 28 38 25 -19 -16 -18 -22 27 -2 -20 30 31 32 -28 -3 -7 37 -37 -21 -17
right_child=14 4 3 5 9 34 12 8 -10 -11 11 -13 -14 -15 15 18 17 22 19 35 21 -23 -24 -25 -26 -27 29 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.011458801489431935 -0.0017902928179086251 0 -0.0049258005215250117 -0.0053211238259733952 0.004929615341254477 -0.011254510039648398 -0.026943242707012101 0.0037023540535948123 0.015209992755585822 -0.0002183200320664525 0 -0.016591253567183436 0 0.0055900009036857195 -0.0084237056660049249 0.0093759596887573651 0 -0.0064931437910124333 0.0085350677616717122 -0.0068992309556361615 0.0034079599223477142 -0.011513650003291874 0.014200005820557924 0.00921542244753977 -0.023051949602832082 -0.0036289708775960657 0.01208111334054706 0.0075750322987257011 -0.005162648271564995 0.00017176158297900297 -0.0064618986410160785 -0.0042952712912264135 0 -0.013739753177966342 0 -0.0064377331098362262 0.0035745505238842668 0.0057008821678340982 -0.0016274693860832221
leaf_weight=130.59852567298731 98.861798845318845 83.480096434172083 434.10248768619203 34.840565361344488 71.202696785985609 60.963733832788421 34.319987108074201 767.29610872395278 91.974213653040351 9309.2987894762155 74.719160470849602 126.67491350663477 2.444304439755796 48.942648190099135 17.810761072047171 308.69438398339844 28.253443763009273 48.565931294098846 221.92683594935806 957.55474514290108 854.95041539904196 63.67985310088261 17.122688499781361 61.321491985618195 129.78713538276497 201.33845253318577 270.52811256142741 345.99736603251222 7.8630919239076311 20476.864337944229 47.346274744220864 33.055695439339615 30.178100458088011 48.289456331993279 80.490977078676224 336.77561946318019 370.71782831737073 64.238603704143316 11.235372742405159
leaf_count=32475 15515 28820 34587 7259 20116 6176 93875 48928 8482 949283 13345 24613 4668 12523 3830 27058 3021 6116 30183 48834 26970 3961 2294 7991 13733 27130 65761 48771 821 1384609 27525 2132 4836 18112 7358 22903 17028 3117 428
internal_value=0 -0.000304959 0.00176434 0.000423359 -0.00067886 0.00304441 -0.00852443 0.00477092 0.00567916 -0.000434916 -0.00589763 -0.0111509 -0.0205515 -0.00143725 0.000140644 -0.00123178 -0.00951677 -0.0146206 -0.000304213 -0.00247624 0.00243532 0.000427208 0 0.0013446 -0.0195348 0.00172527 0.000394985 0.00489903 0.00613343 0.000275374 0.00458491 0.00747847 0.0101782 -0.00654331 -0.00486658 -0.00390267 -0.000852641 -0.00568184 0.00780284
internal_weight=0 11399.6 1600.27 1469.67 9799.37 1035.57 217.476 894.111 859.27 9581.9 272.597 201.394 36.7643 180.712 25004.7 3701.84 302.861 223.729 3398.98 1959.08 1439.9 1119.97 65.6886 79.1323 158.041 1056.29 21302.8 444.859 229.79 20858 381.108 333.762 300.706 131.77 141.455 1729.29 707.493 1021.79 319.93
internal_count=3105187 1310620 145265 112790 1165355 78203 157998 64669 57410 1007357 58074 37958 98543 59455 1794567 245418 36985 25164 208433 122886 85547 58061 8410 11821 16754 54100 1549149 64286 31004 1484863 100254 72729 70597 46932 13534 91882 39931 51951 27486
cat_boundaries=0 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=12 16276488 643 9 32547379 270852 11603968 532 3 79117 960 324 10797570 5769744 86 8 160 16887816 97 9 3949680 1 1 1
is_linear=0
shrinkage=0.1


Tree=136
num_leaves=40
num_cat=23
split_feature=3 3 2 8 0 3 0 8 3 10 1 3 10 0 8 2 0 3 3 0 2 8 3 3 4 3 0 0 8 0 2 3 0 2 3 3 2 3 0
split_gain=0.175663 0.349444 0.289077 0.878824 0.652607 0.614374 0.345028 0.33263 0.705741 0.81771 0.52165 0.197716 0.141739 0.135014 1.45635 4.14382 4.28738 2.05742 1.59506 2.91908 1.28954 2.42022 1.54006 1.04288 1.1859 1.05956 0.844902 0.420491 0.314253 3.74906 3.77736 2.6809 2.67455 1.08787 3.10762 3.0912 2.779 2.36918 2.26244
threshold=70.500000000000014 66.500000000000014 0 1 2 191.50000000000003 3 4 119.50000000000001 3.5000000000000004 5 123.50000000000001 4.5000000000000009 6 7 8 9 1.0000000180025095e-35 5.5000000000000009 10 11 12 9.5000000000000018 3.5000000000000004 13 12.500000000000002 14 15 16 17 18 14.500000000000002 19 20 18.500000000000004 15.500000000000002 21 7.5000000000000009 22
decision_type=2 2 1 1 9 2 9 1 2 2 1 2 2 9 1 1 9 2 2 9 1 1 2 2 1 2 9 9 1 9 1 2 9 1 2 2 1 2 9
left_child=1 13 7 6 -5 -6 11 8 9 10 -2 -4 -3 28 15 18 -17 -18 19 -15 21 22 -16 24 -22 -25 -23 -20 29 30 31 -1 -32 34 38 37 -36 -35 -30
right_child=2 12 3 4 5 -7 -8 -9 -10 -11 -12 -13 -14 14 20 16 17 -19 27 -21 23 26 -24 25 -26 -27 -28 -29 33 -31 32 -33 -34 35 36 -37 -38 -39 -40
leaf_value=0.001946132976157762 0.024441108696208077 0.011465443790202409 0.014288016173342799 0 -0.018224337526882448 0 0 -0.0028931131647428384 0 0 0 0 0 0.026989504227617173 -0.0024816233381763798 0.014528566785650352 0.002997644498911399 -0.01240048670872613 0.0065670027694982626 -0.0018056056785613556 -0.0019606150419694472 0 0.016372044333261906 0.0032189265144952567 0.0080972054696491179 -0.0049529932677774748 -0.015812903984669457 -0.0054130686342717775 0.003571063023933323 -0.011615644197506023 0.0078887873010535965 0.020531981276339605 -0.0055315020007796764 0.0012161919863677437 0 0.012144167433604795 -0.022560889558886688 -0.0051847630877579738 -0.0004244683815448465
leaf_weight=1910.7921934662081 9.9418276547803561 7.3651623869664027 4.7752792770043015 11.44365433702478 59.231981320364866 2.3055154779576688 6.6449572211131454 17.82154134917073 7.266481655300594 1.989763811812735 0.96419964358210464 2.4528991812840104 0.62498413678258646 95.401150656249229 88.106543016019714 77.91151708169491 76.284237578976899 222.14934947415895 10.558246584580045 25.033520490425872 3106.3589925325232 32.545349570449616 27.981637163298728 1006.3972868334167 82.531290496350266 135.25859494696488 165.89973412055951 29.094336268142797 1503.7849180030898 254.54063143418898 117.44954479370062 56.970194572844775 1194.6815853084554 8257.4823358117792 118.73767171465443 220.06627348045004 77.444906638440443 579.22203010868543 16803.33602511567
leaf_count=103923 655 451 213 1131 3695 132 537 962 394 150 26 117 52 20247 44730 9948 13908 27571 1070 5466 409803 9145 2867 95017 4531 14427 139056 2717 197871 36308 18840 2353 65082 758367 7116 12722 4162 35848 1053563
internal_value=0 1.35938e-06 -0.00336894 -0.00605323 -0.0108726 -0.0144424 0.00297959 0 0.00687345 0.0156203 0.0213486 0.00924613 0.00959085 -4.12962e-07 -0.00047876 0.00416337 -0.00118913 -0.00741112 0.015968 0.0215175 -0.00110985 -0.00699317 0.00228193 -0.000553808 -0.00153407 0.00189267 -0.0131497 0 7.01748e-05 -0.000796245 8.28799e-05 0.00292002 -0.00391054 0.000193151 -0.000233311 0.0010946 -0.0118924 0.000746669 -7.28855e-05
internal_weight=0 36284 124.838 86.8543 72.9812 61.5375 13.8731 37.9838 20.1623 12.8958 10.906 7.22818 7.99015 36276 5181.51 536.432 376.345 298.434 160.087 120.435 4645.08 314.533 116.088 4330.55 3188.89 1141.66 198.445 39.6526 31094.5 3534.43 3279.89 1967.76 1312.13 27560.1 18503.3 9056.77 196.183 8836.7 18307.1
internal_count=3105173 3097161 8012 5825 4958 3827 867 2187 1225 831 681 330 503 3096658 800503 80927 51427 41479 29500 25713 719576 195798 47597 523778 414334 109444 148201 3787 2296155 226506 190198 106276 83922 2069649 1262712 806937 11278 794215 1251434
cat_boundaries=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=552 8 8390670 1568 3 1 25534838 4 569 5767680 20104 27 10 1 1024 2622472 4 8421490 356 8421440 868 324 8462596
is_linear=0
shrinkage=0.1


Tree=137
num_leaves=40
num_cat=21
split_feature=0 2 8 5 5 2 10 2 10 10 3 3 10 3 10 0 10 10 2 0 0 4 3 10 2 3 0 3 2 0 0 2 0 3 10 10 0 0 10
split_gain=0.153074 0.850213 0.998251 1.32032 0.875703 0.931736 0.574622 0.586203 0.524794 0.514671 1.00212 0.403483 0.351162 0.314374 0.292833 0.41095 0.26478 0.194799 0.6371 1.05421 0.819828 0.60089 0.579885 0.281253 2.03456 2.39655 1.2366 1.15364 0.741785 0.679407 0.443521 0.290181 2.57813 2.07955 1.50294 0.733662 1.09746 0.562901 0.17659
threshold=0 1 2 3 4 5 6.5000000000000009 6 2.5000000000000004 1.5000000000000002 1.5000000000000002 5.5000000000000009 3.5000000000000004 40.500000000000007 16.500000000000004 7 4.5000000000000009 11.500000000000002 8 9 10 11 4.5000000000000009 6.5000000000000009 12 1.0000000180025095e-35 13 1.0000000180025095e-35 14 15 16 17 18 7.5000000000000009 3.5000000000000004 5.5000000000000009 19 20 3.5000000000000004
decision_type=9 1 1 1 1 1 2 1 2 2 2 2 2 2 2 9 2 2 1 9 9 1 2 2 1 2 9 2 1 9 9 1 9 2 2 2 9 9 2
left_child=1 9 4 -4 5 38 7 12 -9 11 -11 -1 -6 -12 17 -16 -7 23 19 21 -20 22 -19 31 26 29 28 -28 -25 -26 -27 32 33 -2 -34 37 -37 -33 -3
right_child=14 2 3 -5 6 16 -8 8 -10 10 13 -13 -14 -15 15 -17 -18 18 20 -21 -22 -23 -24 24 25 30 27 -29 -30 -31 -32 35 34 -35 -36 36 -38 -39 -40
leaf_value=0.0051674214180332297 -0.0075031870097749843 -0.0055244583116514047 -0.020823138386656684 0 0.006339694469006809 0.012041695541963257 0.0090134393356417052 0 -0.010087779662981952 0 0.022254272562350897 -0.0081765390812154441 -0.0020586722438837102 0 0 -0.01047917121721427 0 0.018724680499795966 0.0048337240963876827 -0.0043763891697552659 -0.010616656144214585 0 0 0 -0.0017705718300785476 0 -0.0023423232571716649 0.0049534557281847788 -0.013000859712476149 0.010478370136390591 -0.016607829496965858 0.00023181980281185792 0.00090509162045128227 0.00424537018648047 -0.0036066178848156967 0.0079128189957297108 0 -0.0011054917214506051 0
leaf_weight=20.33687381500204 789.46148418880148 33.334590324462624 22.906942903704476 40.406082746689208 46.952653815969825 125.60167346207891 4.8392149241990401 8.4398808115220145 117.64149718396948 36.986814712436171 28.756445380277004 10.246613792725837 68.807635311153717 0.65099143271800031 2.3372901888214983 24.482615393426389 2.9319741210492785 58.439619031138136 6.6787063351366669 9.0790309542498999 28.6838702376117 36.694926989497617 7.7415966580156228 18.995481715246569 75.363964071555529 15.974286479235159 264.62700808033696 534.93047832051525 60.282893345749471 19.647179287610925 148.70782288892951 23522.164920657837 4819.4737577752458 129.17060444741219 832.92729391485045 261.32785222030361 597.47708426978352 3571.1589306686656 4.5361116998828939
leaf_count=3050 243763 6727 2608 4737 4018 14412 558 1818 16493 7560 2746 1095 5712 76 396 2629 290 4722 823 1269 2675 1927 513 2096 6751 2223 23139 36618 5989 4431 11864 1685986 387509 17096 57048 26137 35797 472500 556
internal_value=0 0.00154995 0 -0.00922653 0.00161899 0.00697726 -0.00121737 -0.00349779 -0.00743785 0.00854431 0.0128571 0 0 0.0209023 -4.0291e-05 -0.00723169 0.010543 -2.04964e-05 0.00326488 0.00712369 -0.00270109 0.0111794 0.0161896 -4.52063e-05 -0.00157141 -0.00875516 0.000530701 0.00215381 -0.00855661 0.000965874 -0.0156389 0 -0.000589298 -0.00539606 0.000171627 0.000147135 0.00297989 4.31389e-05 -0.00136736
internal_weight=0 573.376 476.398 63.313 413.085 166.404 246.681 241.842 126.081 96.9777 66.3943 30.5835 115.76 29.4074 35835.8 26.8199 128.534 35809 147.318 111.955 35.3626 102.876 66.1812 35661.7 1138.53 259.693 878.836 799.557 79.2784 95.0111 164.682 34523.2 6571.03 918.632 5652.4 27952.1 858.805 27093.3 37.8707
internal_count=3106357 72456 57929 7345 50584 21985 28599 28041 18311 14527 10382 4145 9730 2822 3033901 3025 14702 3030876 11929 8431 3498 7162 5235 3018947 93111 25269 67842 59757 8085 11182 14087 2925836 705416 260859 444557 2220420 61934 2158486 7283
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=16875524 76 3 2 2 513 768 2883600 234 2098915 8651139 1 460 5508616 68 8389179 4195528 74 555464 275793 809336
is_linear=0
shrinkage=0.1


Tree=138
num_leaves=40
num_cat=17
split_feature=3 3 0 2 2 3 10 3 8 8 3 3 8 3 10 3 10 3 9 1 0 10 3 0 4 3 0 10 10 10 9 2 8 3 8 10 3 3 0
split_gain=0.138845 0.331718 0.280911 1.91425 0.995715 0.673118 0.465055 1.06682 0.375023 0.316699 0.217335 0.214613 0.15867 0.133473 0.13039 0.127685 0.418924 0.198456 1.03506 0.485354 0.446352 0.229791 0.214308 0.738787 0.659913 0.133526 1.88476 0.321589 0.123126 0.113096 0.0934111 0.0843874 0.0754134 0.0459198 0.0911815 0.0246694 0.00384918 0.00236782 0.000510467
threshold=70.500000000000014 66.500000000000014 0 1 2 137.50000000000003 3.5000000000000004 137.50000000000003 3 4 72.500000000000014 88.500000000000014 5 191.50000000000003 4.5000000000000009 57.500000000000007 2.5000000000000004 47.500000000000007 6 7 8 3.5000000000000004 37.500000000000007 9 10 11.500000000000002 11 1.0000000180025095e-35 5.5000000000000009 6.5000000000000009 12 13 14 142.50000000000003 15 1.0000000180025095e-35 242.50000000000003 103.50000000000001 16
decision_type=2 2 9 1 1 2 2 2 1 1 2 2 1 2 2 2 2 2 1 1 9 2 2 9 1 2 9 2 2 2 1 1 1 2 1 2 2 2 9
left_child=1 15 4 9 5 8 7 12 -2 11 -5 -4 -6 29 32 17 -17 22 20 28 31 -22 25 30 -25 27 -27 -1 -20 -13 -24 -19 -3 34 -8 -7 -9 -14 -18
right_child=2 14 3 10 6 35 33 36 -10 -11 -12 13 37 -15 -16 16 38 18 19 -21 21 -23 23 24 -26 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.00049223460046186678 0 0 0 0 0.018739243840294611 0.0026629176160171322 0 -0.0010193814462962486 -0.015525707396195049 0 -0.023793758770415698 0.017484831927979918 -0.00084502715883975747 0 0 -0.011101548523386668 0 0.0053012174801579121 0.021108713908940951 0 -0.013405312480713456 0 0.0061753954272878815 -0.017067713098260582 0 -0.0067145962680299461 0.0029149309528783908 0.00016154909274509845 0 0 0 0 0.010840705312510822 0 -0.0054992067195329883 0 0 0 0.00034932836652293476
leaf_weight=10787.299438716356 3.0689634578302503 1.744834647513926 2.5629039550549333 0.59588870644802483 25.521943403407935 4.7890626601874811 1.7682597045786677 7.041980801150201 25.045976079767573 5.0231814880971788 20.851331668643979 6.5170655610272661 3.1594646700832483 0.38227911642752577 0.59251205367036153 14.354538575746121 2.636452489066869 1.7750181553419677 11.007451652025338 2.8424812257289878 12.467219200654656 2.1455622144276267 4.8260025038034637 29.465206234832294 1.8197768274694706 199.72680226013472 1059.0824369025213 24140.079548885071 0.26532355509698469 0.3045862519647925 3.8283064209390432 1.1662322357005908 5.7353284354030603 1.4268974759615956 5.3358139195479435 5.303905451670289 1.3890800098888574 4.2125330663984641 1.8311379674123589
leaf_count=1001034 134 128 270 65 1115 117 106 319 1304 441 2288 632 212 33 50 955 173 241 712 57 1306 194 701 2627 37 26090 56061 2006422 25 34 321 581 347 81 345 267 55 207 177
internal_value=0 0 -0.00300117 -0.00742138 0 -0.00761334 0.00776937 0.0122789 -0.0143271 0.00555555 -0.0190436 0.0102568 0.0184555 0.0152905 0.00933372 -3.11684e-06 -0.00511472 0 0.00567101 0.016621 -0.00175618 -0.0089319 -5.87977e-06 -0.00553714 -0.0113723 0 0.00100409 -3.20389e-05 0.0203195 0.0165068 0.00253643 0.00242848 0.0111034 0 -0.00351795 0 0 0 0
internal_weight=0 36284.7 124.301 36.2372 88.0639 38.2079 49.856 41.325 28.1149 14.79 21.4472 9.76683 32.8939 7.20393 8.07268 36276.6 18.8221 36257.8 31.6693 14.1153 17.554 14.6128 36226.1 39.9393 31.285 36186.2 1258.81 34927.4 11.2728 6.82165 8.65431 2.94125 7.48016 8.53097 7.10407 10.093 8.43106 7.372 4.46759
internal_count=3106264 3098239 8025 3763 4262 1822 2440 1908 1438 1410 2353 969 1534 699 525 3097714 1305 3096409 3116 794 2322 1500 3093293 3686 2664 3089607 82151 3007456 737 666 1022 822 475 532 451 384 374 419 350
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=8458936 328 328 8 9 9 1 1 525456 1050886 1 862338 1 224 8 12 98
is_linear=0
shrinkage=0.1


Tree=139
num_leaves=40
num_cat=22
split_feature=3 3 3 0 2 0 3 2 10 10 0 8 10 2 2 3 2 3 3 3 2 10 10 8 10 0 2 4 3 8 10 1 0 8 2 0 1 3 2
split_gain=0.0987815 0.311196 0.266821 0.87165 0.835624 0.541772 0.491566 0.447786 0.387942 0.124886 0.124688 1.66205 2.06247 3.76852 2.46883 1.83958 1.77511 1.79886 0.974774 0.742667 0.915881 0.430435 0.395155 0.36258 0.24162 2.78731 2.65725 3.26576 2.60844 2.07154 2.3448 5.63463 3.52156 2.00584 1.6571 1.58907 1.62468 1.09241 1.03479
threshold=70.500000000000014 66.500000000000014 100.50000000000001 0 1 2 116.50000000000001 3 6.5000000000000009 4.5000000000000009 4 5 3.5000000000000004 6 7 1.5000000000000002 8 7.5000000000000009 10.500000000000002 1.5000000000000002 9 5.5000000000000009 12.500000000000002 10 1.0000000180025095e-35 11 12 13 13.500000000000002 14 2.5000000000000004 15 16 17 18 19 20 1.5000000000000002 21
decision_type=2 2 2 9 1 9 2 1 2 2 9 1 2 1 1 2 1 2 2 2 1 2 2 1 2 9 1 1 2 1 2 1 9 1 1 9 1 2 1
left_child=1 10 3 -2 -5 7 -7 -4 -9 -3 11 16 14 -14 15 -13 17 22 -16 21 -21 -18 -1 -15 25 33 28 -28 -27 35 32 -32 -31 34 -12 36 -26 -37 -35
right_child=2 9 5 4 -6 6 -8 8 -10 -11 24 12 13 23 18 -17 19 -19 -20 20 -22 -23 -24 -25 29 26 27 -29 -30 30 31 -33 -34 38 -36 37 -38 -39 -40
leaf_value=0.018287700686918859 0.0031714736095339344 0.010781133420846785 -0.00055321212445982881 0 -0.019339895223806487 0 -0.014587500485245528 0.011715935111880302 0 0 0.013837354227603599 -0.0034723667112519807 -0.011472161327545853 0.010655539636009218 -0.0077644414240216099 0.010424865621382607 0.0051982370456560463 -0.002221541780971606 0.0012433733806930239 0 -0.011696016332619156 -0.0024050167141480149 0 0 -0.0043165953375948968 0.00093582275767212534 -0.0040662450456414468 0.0040719513774170784 -0.011917715343823332 -0.0080942980474943537 0.0003178951876988569 -0.0073901581389156056 0.0014616089508654256 0.0033906448167564914 0 0.002231617931446351 0.0011110216946431085 0.00034479960958681415 -0.0027540246114907182
leaf_weight=111.591802400304 5.5012058066495229 7.5835220733133593 7.9650506533216685 18.509189297212288 18.898568754317239 4.1083878425997673 9.6980340995942225 57.170033388858428 1.697065295651554 0.58581800688989449 256.16043031083245 144.07077281729471 69.687189481424866 249.91766644663949 952.81397189142081 143.78446118695865 301.76649555111726 23.934521272603888 65.03051767294528 335.36313113343203 45.185543438685272 16.996357359239482 1.0101378409017332 7.7611807286157264 1054.0344999574845 4887.4567151570973 3511.828670224013 512.23884808958974 131.23249948699959 382.77385478114593 2159.73377926998 1566.4302969262935 3963.4606685173385 624.96774119936163 188.69896188088023 6870.9698403277471 971.92147632315755 6328.7986552737129 390.80162065751938
leaf_count=44052 556 476 573 1139 1529 480 1042 2556 129 50 24459 88412 25159 35484 133646 30290 52627 2956 6870 34270 9667 2812 192 1403 146360 342352 312283 8102 4594 55927 232595 49857 260328 85649 27266 611500 35979 366866 64814
internal_value=0 1.44916e-05 -0.00252658 -0.00707393 -0.0124026 0 -0.00731035 0.00487817 0.00857394 0.00904047 0 -0.000674977 -0.00260665 0.00376227 -0.00449622 0.0027672 0.00270325 0.0117143 -0.00681843 0 -0.00246486 0.00376065 0.0174459 0.00975164 5.53923e-05 -0.000330356 -0.00101441 -0.00292662 0.000470546 0.000242382 -0.00103204 -0.00287574 0.000486591 0.00362106 0.00900391 0.000938485 -0.00158095 0.00135145 0.000727651
internal_weight=0 36278.6 123.548 42.909 37.4078 80.6386 13.8064 66.8321 58.8671 8.16934 36270.4 2468.91 1633.07 327.366 1305.7 287.855 835.848 136.536 1017.84 699.312 380.549 318.763 112.602 257.679 33801.5 10503.4 9042.76 4024.07 5018.69 23298.1 8072.4 3726.16 4346.23 1460.63 444.859 15225.7 2025.96 13199.8 1015.77
internal_count=3105301 3097297 8004 3224 2668 4780 1522 3258 2685 526 3096771 467840 321264 62046 259218 118702 146576 47200 140516 99376 43937 55439 44244 36887 2628931 869519 667331 320385 346946 1759412 598707 282452 316255 202188 51725 1160705 182339 978366 150463
cat_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=8389320 56 8390710 28 13648521 6 537 540 57 448 1 17367318 713 1 1 1 860418 10 848 524304 1 412
is_linear=0
shrinkage=0.1


Tree=140
num_leaves=40
num_cat=27
split_feature=3 8 2 0 0 10 2 10 10 10 2 0 5 2 0 0 10 10 2 4 2 2 6 10 10 10 0 7 8 0 2 2 6 10 0 0 0 3 2
split_gain=0.122293 0.668825 1.40522 1.8003 1.28863 1.42682 1.462 1.34684 1.22702 0.988036 0.91762 0.904692 0.875539 3.7753 2.31979 1.73499 1.59072 1.70197 1.5697 0.807438 1.51557 0.868548 0.805942 1.49963 1.71808 0.869653 2.73729 0.854183 0.610488 2.04419 2.14078 1.83471 1.08156 3.73582 6.35177 2.4908 2.21603 4.56321 2.4342
threshold=1.0000000180025095e-35 0 1 2 3 1.5000000000000002 4 1.0000000180025095e-35 2.5000000000000004 4.5000000000000009 5 6 7 8 9 10 5.5000000000000009 1.5000000000000002 11 12 13 14 15 1.5000000000000002 4.5000000000000009 2.5000000000000004 16 17 18 19 20 21 22 2.5000000000000004 23 24 25 1.5000000000000002 26
decision_type=2 1 1 9 9 2 1 2 2 2 1 9 1 1 9 9 2 2 1 1 1 1 1 2 2 2 9 1 1 9 1 1 1 2 9 9 9 2 1
left_child=1 4 3 8 -1 7 -7 19 -3 -5 -9 22 16 15 -15 -14 17 -13 -18 20 -6 -21 25 -24 -25 27 -27 -4 -2 30 -30 -31 36 34 -34 -35 38 -38 -33
right_child=28 2 11 9 5 6 -8 10 -10 -11 -12 12 13 14 -16 -17 18 -19 -20 21 -22 -23 23 24 -26 26 -28 -29 29 31 -32 32 33 35 -36 -37 37 -39 -40
leaf_value=0.0098218356267294488 0.00035091739846146539 -0.0057852600829643745 0.003114956098263285 -0.024546155254376367 0.0039944705373745866 0.0001587413214990315 -0.0092502376035413347 0 0.0079911728910720108 0 0.011864964941520707 -0.001077831305184702 -0.001323268991626787 -0.002473594044297442 -0.016257221415526754 0.021255745446534368 -0.012820039976999648 0.0022578999523425818 0.0065447383132896586 -0.00038168369468333908 -0.0068067163048865483 0.0087631741586287129 0.011416321121479247 -0.0092407223543111063 0.0089134119699661278 -0.0048370594017153219 0.014567396306013279 -0.0068260702601910059 0.0033100436285171024 0.014695551977840849 -0.017877164421264444 0.00086397954320172315 0.0071085825445393273 0.012768765443793108 -0.023836601526091811 -0.0064824638993318407 0.023686905957237811 0 -0.0051693328550480745
leaf_weight=133.11474247120714 21311.272812395473 173.85794192489629 438.92431720063178 50.827865433258921 158.55194479991042 334.38893707572424 205.94202508470335 69.995362343950546 57.284844690919272 6.5764684776695495 177.99523072004376 4188.4236287881486 19.595888716983609 1611.6705065049537 110.21453026458767 56.693887927453034 139.99553142301738 2355.8760656555824 8.6567497763026022 108.43253141455352 264.3891968021635 150.44278838811442 30.94978168659145 209.92065147354151 25.041683507224661 60.339120658652973 179.7837950320536 65.937049533007666 30.308196447746013 36.730060609435895 103.44747005555837 1769.4247194942291 65.193903748975572 100.45825470378622 146.51630731869955 74.010148004992516 84.310430930763687 309.39609222963918 974.67560916174261
leaf_count=32654 1552005 54661 63187 149874 17332 29636 24221 3957 12302 16048 11523 398623 1889 154413 29931 3323 10453 171492 1285 1053 23228 1523 4918 49684 4720 6619 22754 8811 3650 9766 13095 78794 8200 9035 16559 9375 12152 34559 49400
internal_value=0 -0.000259869 -0.000593284 -0.00707318 0.00156009 0.000373027 -0.00335874 0.00289528 -0.000670728 -0.018911 0.00879694 -0.000336244 -0.000703304 -0.00265357 -0.00387519 0.0144161 -0.000126252 8.21868e-05 -0.0094547 4.69897e-05 -0.00216095 0.00454254 0.00237086 -0.00145519 -0.00538352 0.00415768 0.0089453 0.000945676 0.000134322 -0.0010255 -0.0116929 -0.000416021 -0.000820869 -0.00563153 -0.0140587 0.00368963 -8.89701e-05 0.00645609 -0.00121472
internal_weight=0 11393.8 9790.57 288.547 1603.25 1470.14 540.331 929.807 231.143 57.4043 247.991 9502.02 8491.13 1798.17 1721.89 76.2898 6692.95 6544.3 148.652 681.816 422.941 258.875 1010.9 265.912 234.962 744.984 240.123 504.861 25005.7 3694.47 133.756 3560.72 3523.99 386.179 211.71 174.468 3137.81 393.707 2744.1
internal_count=3106704 1310114 1164987 232885 145127 112473 53857 58616 66963 165922 15480 932102 771409 189556 184344 5212 581853 570115 11738 43136 40560 2576 160693 59322 54404 101371 29373 71998 1796590 244585 16745 227840 218074 43169 24759 18410 174905 46711 128194
cat_boundaries=0 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=12 13 32538675 16276488 852 578 17572549 2 512 4198706 1304 960 1 90 592 2 794624 1 3 78857 40 4 2 2710 2097314 3410102 865
is_linear=0
shrinkage=0.1


Tree=141
num_leaves=40
num_cat=23
split_feature=3 8 0 0 2 10 3 3 3 2 3 3 3 2 10 2 10 3 0 8 2 10 2 0 3 5 8 2 0 1 0 0 10 0 3 2 9 0 10
split_gain=0.121057 0.267368 0.539584 0.524621 1.00253 0.705918 0.521931 0.579749 0.249048 0.244511 0.23386 0.204095 0.150063 0.133026 0.120892 0.113242 0.122645 0.112909 0.779254 1.04213 3.25775 3.66086 2.11436 2.85613 1.82048 1.33721 0.921279 2.26824 2.2831 0.886947 1.94592 1.47441 0.811075 0.537745 1.53566 1.07662 0.551964 2.61569 1.73056
threshold=70.500000000000014 0 1 2 3 1.5000000000000002 90.500000000000014 139.50000000000003 66.500000000000014 4 242.50000000000003 191.50000000000003 72.500000000000014 5 2.5000000000000004 6 4.5000000000000009 2.5000000000000004 7 8 9 3.5000000000000004 10 11 3.5000000000000004 12 13 14 15 16 17 18 1.0000000180025095e-35 19 1.0000000180025095e-35 20 21 22 3.5000000000000004
decision_type=2 1 9 9 1 2 2 2 2 1 2 2 2 1 2 1 2 2 9 1 1 2 1 9 2 1 1 1 9 1 9 9 2 9 2 1 1 9 2
left_child=8 3 13 5 14 6 -2 -8 17 11 12 -7 -4 -3 -5 16 -10 33 26 20 24 -22 23 -21 -20 -24 27 28 -19 30 -28 -31 -29 34 -1 -36 -35 38 -38
right_child=1 2 10 4 -6 9 7 -9 15 -11 -12 -13 -14 -15 -16 -17 -18 18 19 22 21 -23 25 -25 -26 -27 29 32 -30 31 -32 -33 -34 36 35 -37 37 -39 -40
leaf_value=-0.0012035949571143267 0 0 0 0 -0.015787446658426157 -0.010488122703872692 0.019504049782332597 0 0.012735939986560477 0.00084785863278068825 0 0 -0.017471383029145603 0.0055895372293419442 0.006766366863082374 0 0 0.018423805061099925 0.010350079390948445 -0.00072860062004209334 0.00047693239025386141 -0.010684227348559257 -0.00016392835935845465 -0.0084899262385207015 0.0021524969290214972 0.0052409433399610433 -8.5343251746660532e-05 0 -0.0042288875214540438 0.0030234593005924511 0.0068801306464258919 -0.0062516721255828859 -0.013846326445529758 -0.0002746854306980529 -0.00029573692770545646 0.022130068452724052 0.021277866385796075 0 0
leaf_weight=36.763974788067571 8.9529585498385114 3.5937116305576637 0.59692395862658543 5.0826382340164837 13.230219648714412 15.246756281005219 24.144325902860146 9.3512536529451591 6.0802491986542009 14.977700677292889 0.2756043802946796 0.88134746230207461 21.354068553220714 2.5779436661396176 3.663779288996011 1.9602781198918799 0.46898698969744135 40.296585134405177 408.43579067834071 1655.4114035681123 1496.9517019751947 323.39346494126949 3639.0842853245413 697.96543812577147 1156.1540971686918 480.92288418541648 574.32498313648102 37.363581075711409 44.120035872183507 422.24345626728609 877.01218287871598 229.13184437481686 122.29498959521879 22987.909946354503 5.0913857835548697 24.598093694403364 80.870394265475625 907.97437670241925 20.665078276884742
leaf_count=67704 427 270 47 502 1432 979 877 328 339 901 19 34 1564 232 350 158 37 3418 23672 52204 73389 16052 180155 62394 53633 34252 75249 4561 5157 14569 130399 8973 13501 2146174 1524 35803 15559 77118 3642
internal_value=0 -0.00279364 -0.00752686 0 -0.00688797 0.00450617 0.0114993 0.0152669 1.59567e-05 -0.000350403 -0.0126352 -0.00655687 -0.0165184 0 0.00232789 0.00805679 0.00883335 0 0.000254581 -0.000109185 0.00126822 -0.00147687 -0.000878852 -0.00325922 0.00460619 0.000426983 0.00188352 -0.00308445 0.00661997 0.00264701 0.00402119 0 -0.0100163 -0.000118111 0.00691258 0.0187005 -0.000161482 0.0020597 0.0146958
internal_weight=0 123.929 28.3983 95.531 21.9766 73.5543 42.4485 33.4956 36277.5 31.1058 22.2266 16.1281 21.951 6.17166 8.74642 8.50951 6.54924 36269 12205.1 9858.32 3384.94 1820.35 6473.38 2353.38 1564.59 4120.01 2346.79 244.075 84.4166 2102.71 1451.34 651.375 159.659 24063.9 66.4535 29.6895 23997.4 1009.51 101.535
internal_count=3107598 7962 2132 5830 2284 3546 1632 1205 3099636 1914 1630 1013 1611 502 852 534 376 3099102 751578 495751 166746 89441 329005 114598 77305 214407 255827 26637 8575 229190 205648 23542 18062 2347524 105031 37327 2242493 96319 19201
cat_boundaries=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=9 8390676 762 328 192 116 228 23080203 6 177 160 528548 2 4 600 2099200 1 2099201 6293761 114688 642 1 1311886
is_linear=0
shrinkage=0.1


Tree=142
num_leaves=40
num_cat=25
split_feature=0 2 8 3 0 10 10 1 3 6 2 2 3 8 3 8 3 3 8 0 6 2 2 0 0 10 2 3 3 3 7 2 8 0 10 8 10 2 0
split_gain=0.102356 1.10231 1.59369 1.14472 2.32468 0.949035 0.937775 0.796994 5.73631 10.1116 5.83893 5.50411 4.74039 4.55226 3.94759 3.51693 3.06175 3.81842 3.39043 2.99444 2.6967 3.30887 2.57992 3.56895 3.07462 3.49275 2.17778 2.15079 2.129 2.10552 2.05446 5.74133 2.95384 1.93057 1.82595 4.22595 2.97292 2.49971 1.76614
threshold=0 1 2 17.500000000000004 3 1.5000000000000002 1.5000000000000002 4 1.5000000000000002 5 6 7 9.5000000000000018 8 4.5000000000000009 9 1.5000000000000002 8.5000000000000018 10 11 12 13 14 15 16 1.5000000000000002 17 1.0000000180025095e-35 9.5000000000000018 9.5000000000000018 18 19 20 21 2.5000000000000004 22 6.5000000000000009 23 24
decision_type=9 1 1 2 9 2 2 1 2 1 1 1 2 1 2 1 2 2 1 9 1 1 1 9 9 2 1 2 2 2 1 1 1 9 2 1 2 1 9
left_child=1 2 5 4 -4 -1 -5 16 27 10 13 -11 19 -10 -15 29 30 22 20 -12 21 -19 24 -24 -18 -26 -20 33 -28 -13 34 -32 -33 -9 35 -2 38 -37 -36
right_child=7 -3 3 6 -6 -7 -8 8 9 11 12 15 -14 14 -16 -17 17 18 26 -21 -22 -23 23 -25 25 -27 28 -29 -30 -31 31 32 -34 -35 36 37 -38 -39 -40
leaf_value=0 0.0016463620550319731 0.00053298094167851344 0.0028370593185657635 0.013113605433646492 -0.01323399178935186 0.015905649561738896 -0.0048394093053716423 -0.00081500839511990499 -0.0093400373981383355 -0.0046637865906975868 -0.0079736745802456207 0.030012722213102468 0.0072266246227963918 -0.00099084699902730455 0.010366427640284672 0 0.013539291976507502 0.0080178653161448003 -0.010561494891508998 0.0013841901443363116 -0.02397522459093419 -0.0090881343284114607 0.0055045625735827891 -0.0020814002385481085 -0.0077544679499338982 0.0038352439057826888 -0.0073583249928504714 0.0042713349165811512 0.0097076158568563126 0 0.013545773478673549 0.0024330772495294527 -0.013274667578440067 0.011174002138799242 0.0033554658837211763 -0.00095896766952712105 -0.007102727688879585 -0.0059899218945926227 -0.0075292064715040607
leaf_weight=36.974057369443472 1937.1180811131962 10232.832524327308 76.367183781039785 23.577022379788104 273.38512466236352 24.056430726966937 8.7331121217284799 2350.4632865325548 264.02291785227135 96.624126993352547 3258.6992870834656 170.11528087034822 203.42342133913189 569.38945351098664 531.81570266699418 68.594742676708847 83.060727086325642 107.10154540216899 49.952821611906984 316.88781309965998 76.881711190566421 357.51699006442504 3605.3302595310379 666.10116948960786 608.53780926365289 375.94374229553796 48.785099459812045 1977.9373415808659 314.797212700214 11.447258922271429 319.1728161139763 256.4262405167101 144.53413171786815 101.9161681816895 2002.4248259208616 1959.781809413822 337.13559822642128 2435.0472088514744 108.94990715082713
leaf_count=8686 177836 1130120 23377 3478 128542 6570 990 69151 4162 3739 47260 4960 2218 9952 5922 2832 12382 5763 3877 12684 9311 19598 223406 117068 38985 27443 2504 54138 15602 396 27677 23159 11064 10437 215948 253443 38275 296678 57084
internal_value=0 0.000288395 -0.00431553 -0.00711282 -0.00926181 0.00610953 0.00345277 -7.65074e-05 -0.000787126 -0.00296088 -0.00414193 0.0126978 -0.00615916 0.00127419 0.0043201 0.0197186 0.000351506 0.0020698 -0.00353121 -0.00707479 -0.00859116 -0.00431291 0.00314172 0.00424366 -0.0010189 -0.00302068 0.00268424 0.00184159 0.00611383 0.0261937 -0.000758294 0.00418175 -0.0032393 -2.51678e-05 -0.00121036 -0.00212011 0.00101841 -0.003843 0.0025366
internal_weight=0 10675.9 443.093 382.062 349.752 61.0305 32.3101 25715.9 9921.34 5491.02 5144.24 346.781 3779.01 1365.23 1101.21 250.157 15794.6 6294.01 955.035 3575.59 541.5 464.619 5338.97 4271.43 1067.54 984.482 413.535 4430.32 363.582 181.563 9500.59 720.133 400.96 2452.38 8780.46 6331.95 2448.51 4394.83 2111.37
internal_count=3106717 1301763 171643 156387 151919 15256 4468 1804954 227851 94125 82198 11927 62162 20036 15874 8188 1577103 475939 56655 59944 34672 25361 419284 340474 78810 66428 21983 133726 18106 5356 1101164 61900 34223 79588 1039264 727957 311307 550121 273032
cat_boundaries=0 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=25279574 19 4 8487936 1 2 124 118 2 1 1 296 2 130 50 1573280 803336 267 1 664 1 2359968 10 611 937
is_linear=0
shrinkage=0.1


Tree=143
num_leaves=40
num_cat=26
split_feature=10 8 0 2 3 10 0 3 0 1 2 0 0 0 1 0 2 6 10 3 2 7 4 0 3 3 10 2 10 6 10 0 8 0 5 10 4 4 3
split_gain=0.155519 3.60595 3.00663 5.06542 3.63932 2.47136 3.0473 1.88982 1.95429 3.63886 2.83719 2.12267 2.07966 1.78797 1.40674 1.37896 1.32355 1.37519 1.19296 1.0975 1.00808 1.2521 0.998952 0.986209 1.98571 2.11563 1.69252 1.28947 1.08647 1.0592 6.10603 14.1144 9.48448 7.85289 7.83485 10.2012 5.64442 4.71716 3.24337
threshold=3.5000000000000004 0 1 2 6.5000000000000009 5.5000000000000009 3 12.500000000000002 4 5 6 7 8 9 10 11 12 13 9.5000000000000018 4.5000000000000009 14 15 16 17 4.5000000000000009 8.5000000000000018 2.5000000000000004 18 1.5000000000000002 19 1.0000000180025095e-35 20 21 22 23 1.5000000000000002 24 25 1.0000000180025095e-35
decision_type=2 1 9 1 2 2 9 2 9 1 1 9 9 9 1 9 1 1 2 2 1 1 1 9 2 2 2 1 2 1 2 9 1 9 1 2 1 1 2
left_child=23 2 3 4 18 6 19 8 9 11 14 -4 -11 22 -10 20 -9 -18 -2 -5 -3 -22 -7 24 27 26 -26 -1 -29 -25 31 32 37 38 35 -35 -36 -31 -32
right_child=1 15 7 5 -6 13 -8 16 10 12 -12 -13 -14 -15 -16 -17 17 -19 -20 -21 21 -23 -24 29 25 -27 -28 28 -30 30 33 -33 -34 34 36 -37 -38 -39 -40
leaf_value=-0.0013356923302292657 -0.0048709559052128037 0.013538122478134429 0.0052034583905308457 -0.0048198059335343773 0.021575258789284655 0.018268205773782058 0.022602782576343471 0.00092099339531251422 -0.0033462206084187499 0.012765815448798096 -0.0092505908593792478 -0.0028507405069116676 -0.0027860376489205084 -0.00431096423191509 0.0081441200238035298 -0.0053760459931653541 -0.023210473079561578 0 0.011034988956900148 0.011944322839798859 -0.0090526194399459508 0.0087461576882429653 0 0.00049565635794123408 0.018670377702510055 -0.0053550068298951299 -0.0018044340733545999 -0.0022304317383747821 -0.018259375501046667 0.037436380526973581 -0.005263913196815944 -0.015052602544331304 -0.003347933855059253 -0.023673955429079518 -0.0024683651006618939 -0.0026847397151525511 0.023646583338615409 -0.0011674767009421797 0.00908576069715635
leaf_weight=501.64229760655871 550.92589971999405 27.616825334203895 1793.9651246357753 78.303132902772631 33.433165322727291 49.934602580120554 234.27909609979724 22.240262606181204 158.13502793185398 45.207709918729961 465.90825979929832 323.02684793238586 1940.5438837278634 126.24898052844219 171.59588004648685 1541.7605163489861 61.787196402612608 9.5710925228777324 13.103688652918207 29.292653009993955 64.949334836099297 31.993880924535915 5.5340054542757562 24263.430330522471 88.359805135900388 56.825265690858942 17.515613092749845 150.2128989014891 107.44603847860708 183.88926193571024 160.66258765515886 121.13273365546047 89.785559779251344 431.79340692577171 1220.8773748817439 556.94935818425438 57.99701622640714 17.825295401271433 588.44988565687163
leaf_count=74910 56806 3517 145482 7960 2637 6063 35289 920 32113 3553 57857 45743 45677 14892 7065 122765 2647 959 1502 2551 9815 2694 377 1839629 8705 6194 1605 29480 23982 17328 38129 19241 9364 58499 224362 58939 3353 518 82182
internal_value=0 -0.00036652 0.000722124 0.00532085 -0.000604629 0.0121776 0.0171716 -0.000285084 0 0.000911942 -0.00438906 0.00382305 -0.00204893 0.000838585 0.00192648 -0.00445728 -0.0124986 -0.0170812 -0.00345777 0 0.00363438 -0.000126563 0.0125092 0.00013465 -0.00298956 0.00549626 0.0134247 -0.00536563 -0.0107896 0.000253599 -0.001361 0.0094693 0.0208654 -0.00301951 -0.00598673 -0.0125726 -0.000540001 0.0316547 0.00546875
internal_weight=0 7779.36 6113.04 1121.06 597.463 523.592 341.875 4991.98 4898.38 4102.74 795.639 2116.99 1985.75 181.718 329.731 1666.32 93.5986 71.3583 564.03 107.596 124.56 96.9432 55.4686 28614.8 922.002 162.701 105.875 759.301 257.659 27692.8 3429.36 412.633 291.5 3016.73 2267.62 988.743 1278.87 201.715 749.112
internal_count=3105304 608884 470093 128077 60945 67132 45800 342016 337490 240455 97035 191225 49230 21332 39178 138791 4526 3606 58308 10511 16026 12509 6440 2496420 144876 16504 10310 128372 53462 2351544 511915 46451 27210 465464 345153 117438 227715 17846 120311
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=5 9217730 774 9176064 2099492 1 646 288 2097156 828416 1 8729216 776 2 96 1 1 41600 856 2 26280292 9 1332246 2 1 1
is_linear=0
shrinkage=0.1


Tree=144
num_leaves=40
num_cat=22
split_feature=3 3 8 0 2 10 10 3 3 0 2 3 10 10 0 2 7 3 1 10 8 0 8 1 6 8 2 6 3 10 2 10 3 0 0 10 3 5 2
split_gain=0.10685 0.276748 0.253609 0.542475 0.973108 0.600456 0.523178 0.479442 0.551208 0.391608 0.195613 0.187561 0.118766 0.114237 0.101284 1.7706 3.05528 3.99168 2.5145 2.37966 4.68645 2.39464 2.12886 1.74395 1.69833 1.30407 1.24774 0.986182 0.622905 0.389396 2.30964 1.50189 0.777973 0.747011 0.634469 0.612261 0.345093 0.828198 1.08463
threshold=70.500000000000014 66.500000000000014 0 1 2 1.5000000000000002 2.5000000000000004 90.500000000000014 139.50000000000003 3 4 191.50000000000003 2.5000000000000004 4.5000000000000009 5 6 7 2.5000000000000004 8 3.5000000000000004 9 10 11 12 13 14 15 16 14.500000000000002 9.5000000000000018 17 16.500000000000004 1.5000000000000002 18 19 16.500000000000004 31.500000000000004 20 21
decision_type=2 2 1 9 1 2 2 2 2 9 1 2 2 2 9 1 1 2 1 2 1 9 1 1 1 1 1 1 2 2 1 2 2 9 9 2 2 1 1
left_child=1 14 3 5 12 7 9 -2 -9 -4 11 -7 -5 -3 15 16 17 25 -19 22 26 -22 23 -17 -24 -1 -21 28 -18 36 31 33 35 -31 -34 -32 -16 38 -38
right_child=2 13 6 4 -6 10 -8 8 -10 -11 -12 -13 -14 -15 29 19 27 18 -20 20 21 -23 24 -25 -26 -27 -28 -29 -30 30 32 -33 34 -35 -36 -37 37 -39 -40
leaf_value=0.0020488350323383405 0 0.01017422075034766 0 0 -0.015699195067308991 -0.0096684256232475521 0 0.018651178943175747 0 -0.015427028525896058 0.0010012006898917091 0 0.006576597916977716 0 0.00013440317270176631 -0.0051259460578068107 -0.019939506332165305 0.020721539790034993 -0.0017454180231571996 -0.00359500984117329 0.0071177792161486288 -0.0091031635278910738 0.0043086749063013458 0.0021987102699891807 -0.004798258471633109 -0.0093777502902209261 0.0097838914029437282 0 0 0 0.010053803288337763 0.0026758832037600227 0.00035218408032781256 -0.019308666805213547 -0.011327099494862684 -0.00051947108886087946 0 0.0044774047756262125 -0.016743765750543878
leaf_weight=77.120804130710894 8.9210950274136831 7.7749962608213519 3.1140767250908539 5.1310715536819753 13.18017021744163 14.850679130293427 8.9233497392851842 24.493946210655849 9.3801404037512821 16.182573894358946 14.894583576708101 0.86472228355705816 3.7227332941256464 0.5705022218171506 31384.038591491684 1340.2449199088223 133.54131128243171 83.878643049167295 42.126092036720365 27.339112189292791 75.625779043941293 274.05411454255227 850.52415327066046 342.25354405771941 212.95279962371205 285.73271280976769 710.10667985765031 11.064615191193296 0.43409572541713615 4.4413815390435047 111.71274910829379 6.9364802446798413 66.317163743777201 93.491611977457069 15.09529237958486 7.110351972107309 67.431770989554934 14.720568610573535 36.497206342028221
leaf_count=32882 438 481 300 502 1460 968 726 878 331 1098 896 33 350 49 2327727 236115 13097 28053 1883 22383 7490 38931 109150 21475 36071 114088 74727 1119 38 483 8507 819 3354 7234 1667 794 3977 1563 3264
internal_value=0 3.42933e-06 -0.00263645 0 -0.00696862 0.00461208 -0.00726852 0.0109008 0.0145081 -0.0138491 0 -0.00584138 0.00210004 0.00849607 0 -0.000448988 -0.00520464 -0.000541243 0.0123961 0.000305649 0.00426182 -0.00445465 -0.00118055 -0.00342835 0.00210982 -0.00640106 0.00874257 -0.0167194 -0.0189352 5.722e-05 -0.0033081 -0.0133044 0.00215975 -0.0181833 -0.00257266 0.00742811 0.000102462 -0.00465023 -0.00889641
internal_weight=0 36283.1 123.659 95.4391 22.034 73.4052 28.22 42.7952 33.8741 19.2967 30.61 15.7154 8.8538 8.3455 36274.8 4467 633.898 488.858 126.005 3833.1 1087.13 349.68 2745.98 1682.5 1063.48 362.854 737.446 145.04 133.975 31807.8 305.105 104.869 200.236 97.933 81.4125 118.823 31502.7 118.65 103.929
internal_count=3105401 3097421 7980 5856 2312 3544 2124 1647 1209 1398 1897 1001 852 530 3096891 737502 191160 176906 29936 546342 143531 46421 402811 257590 145221 146970 97110 14254 13135 2359389 22858 8536 14322 7717 5021 9301 2336531 8804 7241
cat_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=9 762 328 8391948 192 13648771 519 1 1 1 8389120 1 1 2 10 24 2 297 33796 262180 2 464
is_linear=0
shrinkage=0.1


Tree=145
num_leaves=40
num_cat=23
split_feature=10 0 10 0 2 2 2 3 3 10 2 3 0 0 3 3 1 7 0 8 3 2 2 0 6 10 3 3 5 10 0 8 10 10 10 4 7 2 5
split_gain=0.0887068 0.493995 0.277538 0.680061 0.274142 0.244622 0.238625 0.19666 0.168874 0.164764 1.29456 2.62949 1.72364 1.40103 2.48359 1.45612 4.31807 2.63706 1.20151 0.939325 0.520728 0.405495 0.203568 2.63371 3.287 3.7547 2.52243 3.59295 1.82839 1.71286 0.84846 1.63394 2.50163 1.16681 0.631229 1.65633 0.605954 0.18175 0.0773927
threshold=16.500000000000004 0 11.500000000000002 1 2 3 4 13.500000000000002 35.500000000000007 6.5000000000000009 5 1.5000000000000002 6 7 1.5000000000000002 1.5000000000000002 8 9 10 11 18.500000000000004 12 13 14 15 1.5000000000000002 3.5000000000000004 7.5000000000000009 16 5.5000000000000009 17 18 1.0000000180025095e-35 1.0000000180025095e-35 5.5000000000000009 19 20 21 22
decision_type=2 9 2 9 1 1 1 2 2 2 1 2 9 9 2 2 1 1 9 1 2 1 1 9 1 2 2 2 1 2 9 1 2 2 2 1 1 1 1
left_child=2 5 9 4 -4 -2 -5 38 -8 22 13 18 -13 15 21 17 -17 -11 -12 -20 -14 -15 23 26 29 -26 28 -28 -1 -25 31 33 -33 -24 36 -36 -32 -16 -6
right_child=1 -3 3 6 7 -7 8 -9 -10 10 11 12 20 14 37 16 -18 -19 19 -21 -22 -23 30 24 25 -27 27 -29 -30 -31 34 32 -34 -35 35 -37 -38 -39 -40
leaf_value=0.0054888757997419036 0 0.0016595476619228205 0 0 0 -0.012840486651842661 -0.010309126237114601 0 0 -0.0053797848326181397 -0.01117334043556213 0.00069705571733921269 -0.025122816294448944 0.0070757667992497513 0 0.018679471377548541 -0.002413340505166125 0.012045700148327647 0.0092882151192075803 -0.0036696418686569324 0 -0.00090471147393314977 -0.0036048695194911989 0.00020639952670866574 -0.015767684867320487 -0.0015065344543211908 0.026148443908586179 0 -0.0097277193259181563 -0.010513016618124746 0 0.0026065109915536892 -0.0084021906387569522 0.0011158500545773034 0.0058280201978881015 -0.0044304551605131902 0.0012205908655889871 -0.016944434725337222 0.011269633563358429
leaf_weight=219.04799126399303 6.7191681393887821 4.2378594464098596 25.364871411060449 4.634998251858633 1.26140906161163 16.002023190318148 21.084189232846263 0.86431969190016289 0.10877061064820637 321.52975967481325 19.463257059716852 19.367379844450625 79.124323173062294 52.212274828576483 1.7491516617010345 148.44545292493422 154.10711254528724 82.508136105025187 115.25816365984792 23.997002449716092 2.144951124675571 41.45292024887749 665.65194498456185 5179.6590374998577 275.65770065113975 630.22621030984192 90.352057767246151 69.927328802863485 83.926413381486782 123.06157040239486 18952.276548790313 234.19448098855355 616.40591500872688 2080.7024303048565 586.20242468824654 153.6864496175549 5125.4615747205098 81.795819432241842 95.722195822250796
leaf_count=42548 733 803 1856 1029 127 1534 2730 62 13 25748 3632 2102 5786 7205 435 13708 4085 4381 11065 2932 177 4797 96046 452059 49295 125757 10299 8842 18797 10517 1554068 32522 74518 252921 43396 5741 219046 8092 6243
internal_value=0 -0.00394629 9.23876e-07 0.00393451 0.00740193 -0.00953732 -0.0030937 0.00943352 -0.00715092 -1.02263e-05 -0.00118122 -0.00693963 -0.017761 0.000423967 -0.00626756 0.00274989 0.0077851 -0.000543536 0 0.00506108 -0.021948 0.00225432 2.03594e-05 -0.000464731 -0.00106392 -0.00653304 0.00641591 0.0156091 0 -4.38552e-05 0.00014529 -0.00126345 -0.00498832 0 0.000363239 0.0032179 0.000259329 -0.0170871 0.0109384
internal_weight=0 26.9591 36378.6 149.041 123.213 22.7212 25.828 97.8479 21.193 36229.6 1143.16 259.355 100.637 883.801 177.21 706.59 302.553 404.038 158.718 139.255 81.2693 93.6652 35086.4 6671.86 6208.6 905.884 463.254 160.279 302.974 5302.72 28414.6 3596.95 850.6 2746.35 24817.6 739.889 24077.7 83.545 96.9836
internal_count=3105647 3070 3102577 12060 8288 2267 3772 6432 2743 3090517 94145 25694 8065 68451 20529 47922 17793 30129 17629 13997 5963 12002 2996372 718114 637628 175052 80486 19141 61345 462576 2278258 456007 107040 348967 1822251 49137 1773114 8527 6370
cat_boundaries=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=33763 295591 785 49 58 460 262868 8478963 1 1 787097 5 200 74 3212805 2 2 7374470 5 1 1 12 2
is_linear=0
shrinkage=0.1


Tree=146
num_leaves=40
num_cat=23
split_feature=0 3 2 10 0 8 10 3 0 6 8 2 0 2 2 8 10 10 2 3 0 2 3 6 0 10 0 10 10 2 0 10 10 0 10 8 3 2 10
split_gain=0.146996 0.953786 1.79935 3.4274 1.69151 1.64937 2.55187 1.34042 1.71046 1.59266 2.0007 1.50723 1.45371 1.2038 0.952482 0.900441 2.2534 2.8861 1.76404 1.4392 1.22882 1.05351 1.02518 2.31949 2.08393 1.74757 1.08492 2.39315 0.953704 0.846504 0.613067 0.567731 0.547715 0.544845 0.475224 0.333793 0.379018 0.325462 0.280694
threshold=0 8.5000000000000018 1 3.5000000000000004 2 3 1.0000000180025095e-35 18.500000000000004 4 5 6 7 8 9 10 11 2.5000000000000004 1.0000000180025095e-35 12 3.5000000000000004 13 14 1.5000000000000002 15 16 4.5000000000000009 17 1.0000000180025095e-35 4.5000000000000009 18 19 4.5000000000000009 4.5000000000000009 20 3.5000000000000004 21 95.500000000000014 22 16.500000000000004
decision_type=9 2 1 2 9 1 2 2 9 1 1 1 9 1 1 1 2 2 1 2 9 1 2 1 9 2 9 2 2 1 9 2 2 9 2 1 2 1 2
left_child=1 2 15 4 -4 -6 -7 8 11 10 12 -3 -9 30 -14 22 17 20 -19 29 -17 -21 23 24 -1 -25 28 -28 -24 -18 31 -10 -13 -5 -15 -11 -37 -12 -2
right_child=38 7 3 33 5 6 -8 9 13 35 37 32 14 34 -16 16 19 18 -20 21 -22 -23 26 25 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.010333382964123269 -5.0442952517635719e-05 0.00037822559414671234 0 0 0.00033193926247812523 -0.00046305908565857223 -0.028666229277576751 -0.0024957362432115565 0.01255300888763506 0 0 0.022315890483300307 0 -0.016108314548542928 0.022684551869220863 0.0079215933646069377 0.0025933273688503243 0.011861267468537995 0 0 -0.0070519094728642324 -0.02253955273311075 0.0075040833381724127 -0.0046740241482680208 0.0014588041333333957 0.011635893968097584 0.0049186063347706945 -0.0037891054046268477 -0.0045020978600098628 -0.0063747364934950536 -0.0025168698013701817 0 0 0.015526392088123415 0 -0.022946618604061986 0 -0.01286653105878067 -0.0073410186344179482
leaf_weight=496.69866237940732 30853.729681910896 116.34528426281759 67.47243531030108 16.475902998405218 26.61647967742465 74.211351305046264 99.723444999974163 13.206748187338233 64.036121244134847 3.4432850536250044 4.268236982927192 104.08541563703329 8.2577455618884414 31.633266123448266 44.827141378103988 13.665863689442629 95.908882322779391 227.94845091862953 220.80759374200716 21.31430204201024 335.1616391922289 53.002451592823491 264.36663631210104 451.53044383178349 763.25802819873206 39.756848713441286 382.37487019808032 1141.8851138069876 30.271108752582222 212.29075359727722 11.160439288069027 6.0811125554610035 5.5599537642556234 23.128563672453311 3.5839006205787873 20.533107463357744 3.4883364630513816 22.78793250684976 23.672241277818102
leaf_count=55033 2304425 12144 46034 7623 12410 55348 73514 1478 6385 498 461 9926 702 5651 3788 1622 10805 26715 27378 1947 37623 5006 27571 69968 84935 5085 42700 111770 2931 26561 1285 440 520 16215 509 3392 500 2144 2551
internal_value=0 0.0004847 1.62131e-05 -0.00686717 -0.0117838 -0.0155677 -0.0190102 0.00468886 0.00793733 -0.00227788 0.00253603 0.0123495 0.0117701 -0.000180962 0.0180895 0.000578198 -0.0016675 0.00106128 0.00647258 -0.00778833 -0.00506955 -0.01876 0.00141386 0.00313192 0.00544027 -0.00218498 -9.43704e-05 -0.00135021 0.00489367 -0.00282623 0.00435255 0.00868739 0.0195511 0.0118475 -0.0113829 -0.0166423 -0.0173418 -0.0095182 -7.28352e-05
internal_weight=0 5521.17 5057.87 307.628 268.024 200.551 173.935 463.298 342.485 120.813 93.3478 225.991 66.2916 116.495 53.0849 4750.24 1180.1 797.584 448.756 382.516 348.828 74.3168 3570.14 1751.24 1259.96 491.287 1818.9 1524.26 294.638 308.2 81.2777 70.1172 109.645 39.6045 35.2172 27.4647 24.0214 27.0562 30877.4
internal_count=3105593 798617 748794 211144 187306 141272 128862 49823 36860 12963 8573 22590 5968 14270 4490 537650 137657 93338 54093 44319 39245 6953 399993 215021 139968 75053 184972 154470 30502 37366 8110 6825 10446 23838 6160 4390 3892 2605 2306976
cat_boundaries=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=27899972 992 27262976 4 10487812 2 9 897 10489860 936 128 5 320 524292 96 2 69700 2695168 128 64 2623488 12 268
is_linear=0
shrinkage=0.1


Tree=147
num_leaves=40
num_cat=14
split_feature=2 0 0 3 8 10 3 10 3 4 8 3 3 3 3 5 10 10 3 3 3 10 3 3 0 3 3 3 0 3 10 10 1 2 8 10 2 3 2
split_gain=0.118618 2.05353 1.35002 2.46624 1.57883 1.60559 1.33989 0.96845 0.902516 0.881845 0.740058 1.71496 2.61184 1.49295 0.952949 3.35761 3.1764 2.98675 3.60918 1.8422 0.899935 0.755193 0.667889 1.02869 0.639749 0.602116 0.584731 0.510753 0.542102 1.105 2.44595 5.56479 2.08578 1.3281 2.62937 2.56168 1.16442 1.09531 0.904809
threshold=0 1 2 3.5000000000000004 3 1.5000000000000002 7.5000000000000009 6.5000000000000009 1.0000000180025095e-35 4 5 8.5000000000000018 6.5000000000000009 19.500000000000004 1.0000000180025095e-35 6 7.5000000000000009 2.5000000000000004 5.5000000000000009 6.5000000000000009 2.5000000000000004 5.5000000000000009 7.5000000000000009 14.500000000000002 7 53.500000000000007 3.5000000000000004 133.50000000000003 8 9.5000000000000018 1.0000000180025095e-35 1.5000000000000002 9 10 11 1.0000000180025095e-35 12 53.500000000000007 13
decision_type=1 9 9 2 1 2 2 2 2 1 1 2 2 2 2 1 2 2 2 2 2 2 2 2 9 2 2 2 9 2 2 2 1 1 1 2 1 2 1
left_child=1 2 3 4 -1 -6 7 -5 -7 22 14 12 20 24 15 -4 -17 19 -19 -16 -12 -14 26 -24 -13 -25 -3 28 29 33 37 32 -32 34 -2 -36 -33 38 -31
right_child=27 9 10 6 5 8 -8 -9 -10 -11 11 13 21 -15 17 16 -18 18 -20 -21 -22 -23 23 25 -26 -27 -28 -29 -30 30 31 36 -34 -35 35 -37 -38 -39 -40
leaf_value=0.0055000950676600954 0.0069158651792889537 -0.0040865882627689294 0.0018712139834058342 0.025681726158850594 7.4978492968405069e-05 0 0 0 -0.025788806693673057 0.0067898544387127811 -0.0021294656333309576 0 0.014378400028443358 0.00039655995402982313 0.0021091229367152789 -0.019290443359327118 0.010138315345329264 0.0032544586779480154 0.027592138131679225 -0.008650472800263374 0.001892855079329097 0 0.0072139606133440233 -0.013732085346825308 -0.013612546187391217 0 -0.01290442198674017 -0.0097343207484393499 -7.5602523250440791e-05 0 -0.018735629567526987 -0.00017594633643369716 0.004683053710343118 0.0010736408733355016 0.00032094442795257332 -0.01732527048826675 0.01694231891244849 0 0.024246290983542411
leaf_weight=134.76822227585944 76.168438978351332 587.2272462378096 581.88348940799187 64.111846770814736 31.790003995673032 14.619989039623759 45.512083967594663 2.6314600890036663 25.058096580760321 14.65533595207671 2059.2727272190132 8.3707455330586527 119.29357404153416 74.327674628322711 755.98353443194719 131.20168847254536 12.47418693397776 295.30128646704543 68.010843963129446 169.45833383037825 659.17520112716011 7.805816317559219 75.24537548731314 27.437257590267109 186.91733953527 6.5675124910485456 151.80953090230469 22.241106102475896 24746.317051470163 19.41380006656982 101.05881647171918 18.734635224303929 14.261885860003529 4676.593122909735 87.432086129678282 160.65064363169586 103.43747536106093 4.2629342809668733 61.202358628652291
leaf_count=22325 29419 116287 36842 6917 4900 3323 5985 278 2885 1053 180154 809 4866 3984 42011 12241 1000 19029 2998 7480 33008 315 9385 3324 8331 633 18471 1416 1672455 1355 14003 1930 454 609834 70138 139666 9461 398 6297
internal_value=0 -0.000391865 0.000286482 0.00623269 0 -0.00970617 0.0165551 0.0232703 -0.0198995 -0.00482966 -7.00575e-05 -0.00108502 -0.00021936 -0.00831948 0.00134413 -0.00123626 -0.0136981 0.00302963 0.0103302 0 -0.00103496 0.0121818 -0.00565203 0 -0.0125795 -0.00866876 -0.00672075 8.36717e-05 0.000110623 0.00102618 0.00653193 0 -0.0134061 0.000576831 -0.0051118 -0.0102935 0.0139305 0.0185415 0.0213554
internal_weight=0 6310.91 5447.97 318.492 206.236 71.4681 112.255 66.7433 39.6781 862.942 5129.48 3115.16 2845.55 269.616 2014.31 725.559 143.676 1288.75 363.312 925.442 2718.45 127.099 848.287 109.25 195.288 34.0048 739.037 30091.8 30069.5 5323.22 322.372 237.493 115.321 5000.84 324.251 248.083 122.172 84.8791 80.6162
internal_count=3105660 548834 399681 46613 33433 11108 13180 7195 6208 149153 353068 231467 218343 13124 121601 50083 13241 71518 22027 49491 213162 5181 148100 13342 9140 3957 134758 2556826 2555410 882955 33898 25848 14457 849057 239223 209804 11391 8050 7652
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=66 11863606 3212292 9 1 6 2 8388608 25753929 1 25 12 529 768
is_linear=0
shrinkage=0.1


Tree=148
num_leaves=40
num_cat=14
split_feature=0 8 10 2 2 10 2 2 3 7 3 2 3 10 3 3 10 3 10 10 3 3 3 3 3 10 3 3 3 2 8 10 10 6 6 3 3 0 0
split_gain=0.108323 2.04795 2.51719 5.0942 2.45391 1.66136 2.23006 1.47164 2.66031 1.10371 1.09001 1.13058 0.815323 1.96158 0.937559 0.716822 4.69583 3.00047 0.987595 1.26514 0.68659 0.625588 0.619814 0.604759 0.508857 0.421842 0.414167 0.560934 0.400491 0.368565 2.04345 1.51151 2.42465 1.04639 0.990322 0.933368 0.728764 0.689895 0.605686
threshold=0 1 1.0000000180025095e-35 2 3 1.0000000180025095e-35 4 5 3.5000000000000004 6 1.5000000000000002 7 1.5000000000000002 3.5000000000000004 13.500000000000002 3.5000000000000004 1.5000000000000002 4.5000000000000009 1.5000000000000002 2.5000000000000004 22.500000000000004 1.0000000180025095e-35 13.500000000000002 28.500000000000004 54.500000000000007 5.5000000000000009 4.5000000000000009 2.5000000000000004 79.500000000000014 8 9 1.0000000180025095e-35 1.5000000000000002 10 11 23.500000000000004 5.5000000000000009 12 13
decision_type=9 1 2 1 1 2 1 1 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 1 1 2 2 9 9
left_child=1 4 3 24 15 10 12 8 25 -8 -6 -12 13 -7 -14 18 23 -18 -1 -20 21 -9 -5 -17 26 -4 27 -3 -19 30 31 35 34 36 -33 -2 38 -34 -32
right_child=29 2 7 22 5 6 9 20 -10 -11 11 -13 14 -15 -16 16 17 28 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 33 32 37 -35 -36 -37 -38 -39 -40
leaf_value=0.011404125477083381 -0.014622895795386557 0.0087514410658371452 0.0077125282645361228 -0.010523648643717945 -0.0079910732532857721 0.00032261372444997659 -0.012095719792054691 -0.001943135146161331 -0.015255086868069458 0.0022639391669573004 0.0022967107267904885 -0.00830532607920389 -0.00087495474568777341 0.011451835522629676 0.010562658569318451 -0.014215552756930514 -0.0040129014359814291 0.025162284570546801 -0.0053374956959192782 0.0065855587296129621 0 -0.013730101351163832 0 0 0 0 0.0226504914409595 0 0 0 0 0.023749932781639772 0.0036394377357040889 0 0 0.0011836411785764995 0 -0.0087840430899745296 0.021473276000938752
leaf_weight=287.4854402768251 78.951026691511288 117.63463947478522 155.16912334380322 181.53901035001036 400.80057401434169 525.9351023096533 154.92498485522447 136.71799330528302 55.112153593407129 19.624576018308289 319.43765182720381 96.418597247320577 821.83767490182072 243.59267251659185 48.188487270788755 103.61102525627939 24.744547781127039 63.397138546511997 96.869024540326791 197.7993098142033 14.549095188645877 354.49824601259388 5.99464086635271 3.9557830814737818 1.792481287382542 15.463742605585137 49.300794105176465 31.535181342303986 0.71693494450300832 31580.626818137018 4.9604682361532468 30.443362924956091 9.1936063852408534 18.873977187664423 7.5105960820583269 3.2593113654293111 17.159869999071816 66.561655697923925 66.310792813459557
leaf_count=38144 46475 24775 31204 27507 104043 60783 149030 33647 7053 2064 37891 26221 80963 24200 5267 9088 1901 4970 15486 25450 1839 44630 571 502 179 2572 5886 5080 99 2190381 6661 12045 5894 14209 5503 208 1523 32736 19145
internal_value=0 -0.00047904 -0.00415002 0.00164889 0.00067334 -0.000704459 0.000850601 -0.0076165 0 -0.00850365 -0.00442923 -1.67691e-05 0.00219883 0.00451828 0 0.00550224 0 0.0147917 0.00725907 0.00161095 -0.0103879 -0.0113257 -0.00850845 -0.0123414 0.0121736 0.00582004 0.0135973 0.00563918 0.0242026 3.83447e-05 0.00329774 -0.00181713 0.00365402 0.0126307 0.0188675 -0.0111738 0.0173561 -0.00432135 0.0205971
internal_weight=0 4528.65 1119.31 387.797 3409.34 2630.76 1814.1 731.51 225.745 174.55 816.657 415.856 1639.55 769.528 870.026 778.579 196.425 88.8586 582.154 294.668 505.765 491.216 187.534 107.567 200.263 170.633 198.471 149.17 64.1141 31883.9 303.225 195.92 113.709 107.305 37.954 82.2103 88.4311 75.7553 71.2713
internal_count=3105825 771045 184943 63998 586102 490462 322307 120945 40829 151094 168155 64112 171213 84983 86230 95640 16560 6970 79080 40936 80116 78277 28078 9590 35920 33776 35741 29855 5069 2334780 144399 102861 56178 41538 17548 46683 27329 38630 25806
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=7882433 5 220 544 448 266 1 400 5 1 2 2 8421392 25497856
is_linear=0
shrinkage=0.1


Tree=149
num_leaves=40
num_cat=24
split_feature=3 0 2 8 2 8 3 0 3 3 0 8 0 1 8 9 0 0 10 0 7 10 0 3 3 10 3 3 3 0 2 10 0 3 3 9 2 0 0
split_gain=0.0885085 2.93645 2.07618 4.0768 1.47686 1.64763 2.14516 1.9369 1.66556 1.40671 1.40387 1.36184 1.45654 1.36496 1.27774 3.00365 2.9548 2.56535 1.25996 1.08269 1.11031 1.05253 0.811486 0.749176 0.672779 0.664652 0.545468 0.538824 0.524703 2.35981 1.69497 0.397162 0.368296 0.345486 0.341901 0.325593 0.232141 0.820736 0.487503
threshold=16.500000000000004 0 1 2 3 4 67.500000000000014 5 37.500000000000007 34.500000000000007 6 7 8 9 10 11 12 13 2.5000000000000004 14 15 4.5000000000000009 16 119.50000000000001 42.500000000000007 6.5000000000000009 24.500000000000004 123.50000000000001 14.500000000000002 17 18 6.5000000000000009 19 120.50000000000001 21.500000000000004 20 21 22 23
decision_type=2 9 1 1 1 1 2 9 2 2 9 1 9 1 1 1 9 9 2 9 1 2 9 2 2 2 2 2 2 9 1 2 9 2 2 1 1 9 9
left_child=28 4 3 9 14 8 7 -7 10 21 -6 12 13 -4 15 19 35 -17 27 20 -2 -3 33 -8 -21 -19 -12 -18 -1 30 31 -30 -5 -13 -24 -16 37 -31 -38
right_child=1 2 11 32 5 6 23 -9 -10 -11 26 22 -14 -15 16 17 18 25 -20 24 -22 -23 34 -25 -26 -27 -28 -29 29 36 -32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=0 0.00772125538623325 0.0457824516266368 0.030902580973401889 0 -0.00263818385794206 0.00093123676039516155 0.010572830564380841 -0.020120999370449949 -0.0084954162835865522 0 0 -0.01418495422420007 -0.002195591187449697 0 0.016445919993384919 -0.0059511597174105989 -0.024154632999103313 0.030668390880493415 0 -0.019016284686257975 -0.006993933178842328 0 0 -0.0049134415779459768 0 0 0.031520886133034595 0 0.031698020343490688 0.0092083296347199826 -9.3707953827587093e-05 0 -0.010639020203934611 0 0.010175100850086652 0 0.0010365013300725856 -0.0062429851170617452 -0.0077044123475234179
leaf_weight=35426.937093618493 109.58012800922734 26.377469728351574 14.155106643156614 2.5974995695287362 5.093267597432714 26.920090819126926 27.795682515949011 176.08732060174225 14.254570693155982 10.520072085841091 14.508230820356408 63.966993806621758 13.058016983937707 3.7303918171674022 11.169352355151203 5.6306734336540103 60.903534248180222 47.220927107991884 11.528539099555926 22.900700989208417 37.598244638880715 1.7490994917461637 3.5006588673568313 16.508061039668974 9.668268582376184 0.8843088576104482 8.8942688445094955 1.9910883217235085 31.1066031876253 36.686364949913695 14.90558996729669 0.54761496721766789 13.418892346962823 3.8857397230458437 6.2325921874726191 2.8380013832356772 22.701324253052007 7.7611420406610696 83.720192794018658
leaf_count=3041609 5844 2353 1268 409 470 2246 1611 9608 842 1117 455 5845 1656 83 1398 664 3548 1516 689 2929 2005 139 359 884 1308 40 300 122 3382 1025 2019 56 1188 297 684 304 1568 753 2875
internal_value=0 -0.00102612 0.00906546 0.0201211 -0.00455268 -0.00929111 -0.0125405 -0.0171049 0.00285664 0.0322265 0.0155968 0 0.0106011 0.0201876 0 0.00410507 -0.00797523 0.0202854 -0.0167196 -0.00131561 0.00162923 0.0430335 -0.00692911 0.00111097 -0.0121388 0.0257666 0.0209978 -0.0226481 3.23557e-05 0.00482029 0.0182128 0.02626 -0.00588728 -0.0114013 0.00231027 0.010903 -0.000944208 0.00127868 -0.00401718
internal_weight=0 775.168 163.193 54.663 611.975 290.061 247.311 203.007 42.7503 38.6466 28.4958 108.53 30.9435 17.8855 321.914 233.483 88.4305 53.7359 74.4232 179.747 147.178 28.1266 77.586 44.3037 32.569 48.1052 23.4025 62.8946 35624.4 197.429 46.5598 31.6542 16.0164 67.8527 9.73325 14.0074 150.869 44.4475 106.422
internal_count=3105468 52181 15398 5206 36783 16416 14349 11854 2067 3609 1225 10192 3007 1351 20367 14306 6061 2220 4359 12086 7849 2492 7185 2495 4237 1556 755 3670 3053287 11678 5457 3438 1597 6142 1043 1702 6221 1778 4443
cat_boundaries=0 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=10776106 284 9 206 4 264200 10749960 6 1048596 1 9 1 8652288 2360330 554 1 524628 3147086 424 524544 1 44 2080 8388624
is_linear=0
shrinkage=0.1


Tree=150
num_leaves=40
num_cat=22
split_feature=2 0 10 0 10 8 10 6 3 10 0 8 2 3 2 3 2 0 10 8 0 0 8 0 2 3 0 10 0 10 8 3 10 3 0 10 2 10 3
split_gain=0.148085 1.73744 1.8497 1.39035 1.35376 1.2108 1.44945 1.16519 3.18814 5.2955 4.11266 3.83783 4.7264 3.15435 2.01725 1.87511 1.58217 1.36073 1.32211 2.49041 3.16872 2.99558 1.39462 2.81495 2.80707 2.71191 2.79218 1.27299 1.1207 0.879032 0.793044 0.758815 0.751388 0.749516 0.702794 1.34973 1.62244 0.881423 1.07835
threshold=0 1 1.5000000000000002 2 1.5000000000000002 3 8.5000000000000018 4 3.5000000000000004 1.5000000000000002 5 6 7 4.5000000000000009 8 17.500000000000004 9 10 4.5000000000000009 11 12 13 14 15 16 19.500000000000004 17 10.500000000000002 18 1.5000000000000002 19 4.5000000000000009 6.5000000000000009 8.5000000000000018 20 1.5000000000000002 21 1.0000000180025095e-35 8.5000000000000018
decision_type=1 9 2 9 2 1 2 1 2 2 9 1 1 2 1 2 1 9 2 1 9 9 1 9 1 2 9 2 9 2 1 2 2 2 9 2 1 2 2
left_child=1 2 33 4 -2 -6 -7 18 10 11 14 12 -10 -11 29 -15 -12 -13 22 20 30 -21 23 31 -25 28 -27 -22 -24 -9 -20 -3 -18 -1 35 36 -5 38 -38
right_child=3 7 -4 34 5 6 -8 8 9 13 16 17 -14 15 -16 -17 32 -19 19 21 27 -23 25 24 -26 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.02007854237844308 0 0.0057456845022387341 0 0.0090059921138206291 0.0020091826621081691 -0.018226387986513101 5.2950527375506818e-06 0.012994220684064688 0.016017329538517543 0 0.0033260002289961228 0 -0.0097906396329040732 0.023887640137099327 -0.0011653182176088871 0 -0.010400204362602606 -0.025319234407142718 0.0029024955922645279 0.0045094511121354913 -0.0080629365239892805 -0.01358438212608982 -0.00058618231821499611 0.00079625241402659838 -0.0063246126322051566 0.019822450484776263 -0.006770439595768756 0.0083338482679923848 -0.003359820528316548 0.0031892475530359769 -0.0041188334896713561 0 0.00055105870101110116 0 0.00021197831328138958 0.0069660092866257288 -0.002102986021135339 -0.0084688570986878927 0.015083860105002532
leaf_weight=76.921075203890723 229.22567636786152 1227.4702283582155 96.490428524804884 90.72093636270256 17.741878558241297 134.05019373785035 16.810111048805993 168.91564211458899 118.79973267973401 100.352818248517 64.779128350550309 22.287202941428404 80.056704556976911 217.95805865337024 545.51265030670038 17.925377727020532 476.30454147191631 40.862315681093605 1069.4702539761201 74.460102030338021 580.29649292150862 339.92722240657895 8309.7973470384513 3320.8267088130233 617.2709764395986 82.316904802835779 18.546428612171439 9.6134121590293926 1866.6207037338263 479.38547719002236 121.74740656273207 249.38865525509027 10.713305266297537 9.9405464641749841 14693.492667551465 433.79617448550016 184.31279617247128 173.28926458010574 13.22928526700707
leaf_count=11853 50985 120089 14958 73851 3412 30161 2175 13376 13210 8513 7083 3084 10921 18976 79005 2086 70142 4172 48111 6253 53454 21550 479232 146223 34384 3184 1558 1065 195702 42323 6071 18735 1520 1304 1309552 137470 35060 23429 1223
internal_value=0 -0.000175098 0.008555 0.0002308 -0.00528073 -0.0114489 -0.014093 -0.000285739 0.0017661 0.00789535 -0.000263424 -0.00177732 0.00447179 0.0157799 0.00285862 0.0214855 -0.00725712 -0.0182948 -0.000574003 -0.00286745 -0.0009536 -0.00956216 -0.000229185 0.00103922 -0.000296855 -0.00092778 0.0132064 -0.00681153 -0.00113658 0.00655136 0.00183073 0.00471355 -0.00937964 0.0174562 0.000403805 0.00308743 -8.74542e-05 -0.00370045 0
internal_weight=0 20415 183.352 15986.7 397.828 168.602 150.86 20231.6 2343.85 598.242 1745.61 262.006 198.856 336.236 1193.81 235.883 551.797 63.1495 17887.8 2195.51 1781.13 414.387 15692.2 5414.96 3938.1 10277.3 100.863 589.91 10176.4 648.301 1191.22 1476.86 487.018 86.8616 15588.8 895.348 461.552 370.831 197.542
internal_count=3105455 1438137 28115 1667318 86733 35748 32336 1410022 274411 60962 213449 31387 24131 29575 134704 21062 78745 7256 1135611 136504 108701 27803 999107 319431 180607 679676 4742 54519 674934 55699 54182 138824 71662 13157 1580585 271033 133563 59712 36283
cat_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=834 5844993 7933953 4 2 2098470 5 768 768 512 8651970 5 10487520 1556 6 8654098 320 8653410 2359544 1 25477256 28
is_linear=0
shrinkage=0.1


Tree=151
num_leaves=40
num_cat=19
split_feature=0 10 10 1 3 2 2 8 10 3 8 3 2 2 3 1 1 2 10 3 3 10 10 2 0 8 3 2 3 10 2 3 3 3 10 2 10 0 0
split_gain=0.204035 1.79805 0.769248 1.33466 1.24199 0.79908 0.716963 2.86653 2.58007 2.07015 0.686226 0.888406 1.3381 0.755026 2.17865 0.952721 0.65007 0.557616 0.539781 0.527872 0.508783 0.498056 0.422708 1.75938 1.94123 1.26022 1.67507 1.06241 0.755494 0.94369 0.713813 0.697662 0.644233 0.413716 0.349737 0.346606 2.1404 2.87759 2.14543
threshold=0 9.5000000000000018 5.5000000000000009 1 1.0000000180025095e-35 2 3 4 1.5000000000000002 17.500000000000004 5 1.0000000180025095e-35 6 7 2.5000000000000004 8 9 10 4.5000000000000009 8.5000000000000018 7.5000000000000009 7.5000000000000009 7.5000000000000009 11 12 13 3.5000000000000004 14 1.0000000180025095e-35 13.500000000000002 15 3.5000000000000004 4.5000000000000009 6.5000000000000009 2.5000000000000004 16 3.5000000000000004 17 18
decision_type=9 2 2 1 2 1 1 1 2 2 1 2 1 1 2 1 1 1 2 2 2 2 2 1 9 1 2 1 2 2 1 2 2 2 2 1 2 9 9
left_child=1 2 6 4 -4 -6 10 8 19 -10 11 12 -1 14 -12 -15 -13 34 -19 -8 -3 -5 35 28 30 31 27 -27 29 -24 -25 -26 -32 -28 -9 36 38 -38 -2
right_child=22 20 3 21 5 -7 7 17 9 -11 13 16 -14 15 -16 -17 -18 18 -20 -21 -22 -23 23 24 25 26 33 -29 -30 -31 32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.0039222426038207818 -0.0070332358758113424 0.021544247070200667 0.010464202160774892 -0.01581617117114226 0.001536531577376315 -0.0099696629512826644 -0.0062370455352795213 -0.0037525719073231117 0.027665969547412701 -0.0017028273615144385 -0.0030583008401322762 0.0019340277550361094 -0.0048498036607414301 -0.0035716705185081556 0.013371786963262321 0.0029245901016825959 0.0067079716651775425 -0.010693915733486471 0 0.0058455222555408633 0 0 0.015619565078979582 -0.002155998082019554 0.010375884020811736 0 0.0068141774420950457 -0.014898762374163935 0 0 0.013808999261987032 -0.0042816901971886581 0 -0.0036477534540312671 0.00034464887800977916 0.00015884208561606892 -0.01473680391049343 -0.0012371819814581725 0.00081405747429573883
leaf_weight=259.69961911789142 337.98700975985776 22.519183511147279 53.176731022474996 66.870737134711817 41.576537475761143 71.780211059347494 58.863764828227431 346.95147068309598 52.38003964676318 4.4908372699283055 122.18992733847699 1435.9731636495562 342.59188709282898 790.87117785132432 110.01192666147836 237.4857336692512 494.28642462217249 194.4226193934046 7.6669595302118969 23.317117841972504 1.1286571105592873 14.053293595090507 58.995433958712965 22.18557568534743 33.70346858681296 45.550740128994221 45.322311860800255 300.19633289784542 136.78107592157903 8.8332588841731177 60.963945511568454 7.4008434545248738 9.9479940067394619 19.022002938843798 204.30647026258521 25251.231966541891 198.67706923299556 695.26514593484171 4200.1024520911214
leaf_count=25270 66463 3181 8861 4491 5114 9506 13215 39476 10255 353 16594 175175 54912 100181 10424 12687 21908 133296 4503 2310 126 1146 6323 2741 2586 3353 2490 20362 10494 952 6825 451 1108 1021 19894 1940547 24723 43125 298863
internal_value=0 0.000628776 0.000367621 -0.00461338 0 -0.00480665 0.000721981 -0.00163535 0.00937053 0.0221063 0.00136425 0.00232148 -0.00060099 -0.000340491 0.00406598 -0.00173125 0.0033935 -0.00441497 -0.00895876 0 0.0189619 -0.0131741 -5.5662e-05 -0.00235631 -0.00545565 -0.00835221 -0.0102277 -0.0131414 0.0043022 0.0112017 0.00461973 0.00247633 0.00945747 0.00036504 -0.00174845 0 -0.000718888 -0.00511611 0.00010797
internal_weight=0 4956.61 4932.97 247.458 166.533 113.357 4685.51 892.399 139.052 56.8709 3793.11 2532.55 602.292 1260.56 232.202 1028.36 1930.26 753.348 202.09 82.1809 23.6478 80.924 31432.2 748.903 544.293 451.196 410.091 345.747 204.61 67.8287 93.0975 41.1043 70.9119 64.3443 551.258 30683.3 5432.03 893.942 4538.09
internal_count=3105305 672878 669571 29118 23481 14620 640453 223302 26133 10608 417151 277265 80182 139886 27018 112868 197083 197169 137799 15525 3307 5637 2432427 58706 40937 30263 27226 23715 17769 7275 10674 3037 7933 3511 59370 2373721 433174 67848 365326
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=27375622 1 164 480 12 9 256 64 1 1 512 78 1409 4 528 544 66 263440 540872
is_linear=0
shrinkage=0.1


Tree=152
num_leaves=40
num_cat=19
split_feature=3 3 0 2 2 0 10 10 3 3 10 2 3 3 10 3 0 4 2 6 10 0 0 0 10 10 6 10 0 0 0 0 3 8 10 3 10 10 8
split_gain=0.133941 0.245329 0.879703 1.01883 0.997077 0.209454 0.285868 0.248596 0.230762 0.190542 0.19024 0.152863 0.177057 0.15035 0.148001 0.138589 0.666342 0.616431 0.168856 2.92132 5.98511 8.65117 4.84894 2.2752 1.87441 1.85254 1.2848 3.35108 12.736 5.63329 2.2892 1.75846 0.830287 0.121971 0.112122 0.110799 0.10184 0.0980559 0.0847455
threshold=70.500000000000014 47.500000000000007 0 1 2 3 2.5000000000000004 1.0000000180025095e-35 74.500000000000014 82.500000000000014 7.5000000000000009 4 177.50000000000003 152.50000000000003 6.5000000000000009 37.500000000000007 5 6 7 8 2.5000000000000004 9 10 11 2.5000000000000004 3.5000000000000004 12 1.0000000180025095e-35 13 14 15 16 1.5000000000000002 17 7.5000000000000009 93.500000000000014 5.5000000000000009 1.0000000180025095e-35 18
decision_type=2 2 9 1 1 9 2 2 2 2 2 1 2 2 2 2 9 1 1 1 2 9 9 9 2 2 1 2 9 9 9 9 2 1 2 2 2 2 1
left_child=1 15 4 34 33 6 -2 35 -9 -8 -6 -10 -13 14 -11 18 37 -18 19 22 23 -22 24 -21 -1 -24 27 28 -20 -29 32 -32 -28 -3 -4 -7 -35 -17 -39
right_child=5 2 3 -5 10 7 9 8 11 13 -12 12 -14 -15 -16 16 17 -19 26 20 21 -23 25 -25 -26 -27 30 29 -30 -31 31 -33 -34 36 -36 -37 -38 38 -40
leaf_value=0.0048705025817766794 -0.0015391449672011218 0 0.024247886772995372 -0.00082240615030269881 -0.015326573009939275 -0.0030604754693688983 0 0 0 0.014835670777280673 0 -0.011807491013419833 0 0 0 0 -0.016047210678321332 0 0.021093766577724573 0 0.012515065703518636 -0.018254352160944103 0.0010715280702787865 -0.014059585412779119 0.018220065519380799 -0.00417518191153837 0 0.0083671708142784799 -0.015483070199931887 -0.0014764876874470588 -9.641627674909141e-05 -0.0026260841268661121 0.01938874610880495 0.01142201220458155 0 0.0036635842904858317 0 0 0.0070974224275084114
leaf_weight=552.2201482992823 11.434228234604236 2.0161700086318888 19.678836220758971 4.3347855114552685 19.793740892724603 8.7643460291437787 0.8929063230752935 3.7013653375324784 2.7217537212418392 4.754895186284557 0.37178902071900566 61.911896987381624 3.2756879345397456 0.56588686350733031 0.48784903623163689 1.9377662343904356 28.777041258494137 1.8055933574214602 268.6955662323744 132.03803765269367 306.61614557216308 80.832468040791355 4178.1442529290234 437.25992592780131 165.8223217926934 764.7050690618089 49.29808048398445 692.11462695916998 96.172788703932383 2707.6971276464319 22552.495999963503 3140.7130188138617 53.095322490611579 11.562435720057689 0.20699193677864869 25.499436505953781 0.43639938859269101 1.866458264645189 4.7918558050878346
leaf_count=162981 936 115 1879 1051 1182 389 86 309 250 360 33 4453 209 41 55 201 2616 37 20583 47093 74015 35486 458619 113000 31461 83838 6993 87181 10378 311076 1311813 328550 5977 620 26 829 38 146 686
internal_value=0 1.9794e-05 0.00528325 0.0131929 -0.00108132 -0.00293335 0 -0.00484179 -0.00778445 0.00867268 -0.0116504 -0.00929825 -0.00974718 0.011415 0.0132309 0 -0.00446186 -0.010445 1.54732e-05 0.000477176 -0.00447718 0.00438906 0.00138725 -0.0109295 0.0088433 0.000178835 -7.82632e-05 0.00162648 0.0103913 0.00051571 -0.000340305 -0.0004209 0.0122374 0.00593803 0.0197663 0 0.00827076 0.00264573 0.00619938
internal_weight=0 36275.5 58.4011 24.2206 34.1805 124.01 18.1358 105.874 71.6107 6.70154 20.1655 67.9093 65.1876 5.80863 5.24274 36217.1 39.1787 30.5826 36177.9 6617.64 956.747 387.449 5660.89 569.298 718.042 4942.85 29560.3 3764.68 364.868 3399.81 25795.6 25693.2 102.393 14.015 19.8858 34.2638 11.9988 8.59608 6.65831
internal_count=3105591 3097674 4944 2956 1988 7917 1478 6439 5221 542 1215 4912 4662 456 415 3092730 3686 2653 3089044 1006493 269594 109501 736899 160093 194442 542457 2082551 429218 30961 398257 1653333 1640363 12970 773 1905 1218 658 1033 832
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=806 240 148 8389274 8 1050886 1 61 2 2466274 29656654 30693908 1 8725412 3153152 4784129 3147898 4 8
is_linear=0
shrinkage=0.1


Tree=153
num_leaves=40
num_cat=23
split_feature=0 1 10 2 0 5 0 2 2 10 3 3 2 2 0 3 2 10 2 10 3 3 0 4 3 3 10 3 3 0 1 3 5 3 2 2 8 8 2
split_gain=0.122631 1.44838 3.38606 5.83587 4.90406 3.15822 2.99641 3.19574 2.67364 6.13172 3.26613 2.65944 2.96861 2.3891 2.34086 1.9828 2.9541 1.92143 1.61117 3.9183 1.5478 1.50468 1.46224 1.44682 1.35905 1.28333 1.22759 1.17916 2.05455 1.12545 1.09923 5.8054 4.5149 4.5151 3.93785 3.83229 3.15803 2.44163 2.82417
threshold=0 1 1.0000000180025095e-35 2 3 4 5 6 7 2.5000000000000004 8.5000000000000018 9.5000000000000018 8 9 10 8.5000000000000018 11 1.5000000000000002 12 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 13 14 47.500000000000007 5.5000000000000009 1.0000000180025095e-35 6.5000000000000009 18.500000000000004 15 16 1.5000000000000002 17 2.5000000000000004 18 19 20 21 22
decision_type=9 1 2 1 9 1 9 1 1 2 2 2 1 1 9 2 1 2 1 2 2 2 9 1 2 2 2 2 2 9 1 2 1 2 1 1 1 1 1
left_child=1 2 3 4 21 8 11 20 9 10 -3 25 -13 -7 -15 18 26 -14 -10 -20 -8 -1 -5 24 -9 -4 -17 -6 -29 -22 34 -32 33 35 36 -33 -2 -35 -39
right_child=30 5 6 22 27 13 7 23 15 -11 -12 12 17 14 -16 16 -18 -19 19 -21 29 -23 -24 -25 -26 -27 -28 28 -30 -31 31 32 -34 37 -36 -37 -38 38 -40
leaf_value=-0.011260555631550841 -0.00752814742857583 0.029290546513425799 0.0013962281448404621 -0.0074689030414497792 0.0090037923683489226 -0.0049310270588119797 -0.0021020371848684311 -0.0060862726214922043 0.00049921606171264338 -0.0091998667788562687 0 0.0037438916599783303 -0.024604708134789606 0 0.019647814313383315 0 -0.0046024994002602732 0 -0.013404172558458237 0.0025510864516046779 0.018615706343040928 0.0019366694413230599 0.0024790709660046941 0.0042328059558942848 0.010617079572226323 0.011260782190897191 0.02357337266933868 0.030490791472743969 0 0 0.0017593739413381021 -0.0015135112558425957 -0.011049825881626665 0.0014820836208433135 1.3303447936579089e-05 -0.01240527586611188 0.00786874753360081 -0.00017458340079565048 -0.012800540354888097
leaf_weight=114.89338974564453 102.23373160244591 106.33864050544798 1352.5006411816357 421.09998672163783 761.98094778599625 33.98077952535823 34.326888640876859 2303.6755357679249 1964.0539080172312 60.308579236734658 33.888271398376673 70.45432732757763 82.361869281405234 52.188627252355218 196.1024455819279 22.184484422206879 51.45818582852371 31.563676823308924 273.6491920449771 244.98509628628381 75.188365731482918 126.04167034846614 142.13702321279379 98.797453875886276 10.572072682494762 138.13586497232609 81.426347836386412 55.295364167832304 4.9337695067515588 22.284587810732774 4493.6106858064886 830.10560784162953 609.94592195795849 2697.9204337159172 16167.617605404284 611.29274276713841 1035.6394359721889 615.64896986074746 245.80616852315143
leaf_count=17688 11296 4205 219031 80217 123588 2295 21044 314679 82972 2650 723 11053 11850 4522 10729 483 1306 3852 12075 10822 14122 19955 36881 7963 1061 19089 2048 5736 652 5935 136496 16181 18458 39099 1676117 12376 133191 9438 3637
internal_value=0 0.000385017 -0.000502523 0.00326706 0.00761812 0.00213318 -0.00203876 -0.004198 0.000956613 0.0110484 0.0222547 0.00110012 -0.00903493 0.0117746 0.0150601 0 0.0100207 -0.017219 -0.000703708 -0.00549314 0.00859301 -0.00366412 -0.00446322 -0.00514766 -0.0057471 0.00271178 0.0179336 0.0112887 0.0255176 0.0149953 -3.33432e-05 -0.00087071 -0.00302848 -0.00193042 0.000438914 -0.00658991 0.00602202 0 -0.00451818
internal_weight=0 8966.81 5846.24 1626.38 1063.15 3120.56 4219.86 2544.84 2838.29 200.535 140.227 1675.02 184.38 282.272 248.291 2637.76 155.069 113.926 2482.69 518.634 131.8 240.935 563.237 2413.05 2314.25 1490.64 103.611 822.21 60.2291 97.473 27409.8 10104.3 5610.72 5000.77 17305.5 1441.4 1137.87 3559.38 861.455
internal_count=3105515 1049226 914396 284717 167619 134830 629679 364804 117284 7578 4928 264875 26755 17546 15251 109706 3837 15702 105869 22897 41101 37643 117098 323703 315740 238120 2531 129976 6388 20057 2056289 235685 99189 80731 1820604 28557 144487 52174 13075
cat_boundaries=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=27637779 1 908 6144 2 47106 30 52 600 48 10500096 392 448 2144272 1 2359312 1 2 513 370 4 5 432
is_linear=0
shrinkage=0.1


Tree=154
num_leaves=40
num_cat=23
split_feature=0 4 2 10 1 10 3 2 2 7 1 2 8 2 7 8 3 3 10 8 10 3 2 3 3 3 3 10 2 10 10 0 8 2 0 9 2 0 3
split_gain=0.13716 0.768732 0.980478 0.790896 2.30154 2.71617 2.37016 2.31976 2.18401 2.26513 1.34978 3.62164 2.16812 2.07056 1.14335 1.02118 0.935325 0.840297 0.829536 0.746226 0.742241 0.721444 0.647716 0.573994 0.480118 0.433595 0.340905 0.328999 0.316272 0.279609 0.238953 3.38736 1.62008 2.76841 4.03692 2.94551 1.63527 2.77404 1.58946
threshold=0 1 2 2.5000000000000004 3 1.0000000180025095e-35 2.5000000000000004 4 5 6 7 8 9 10 11 12 22.500000000000004 3.5000000000000004 6.5000000000000009 13 4.5000000000000009 1.5000000000000002 14 11.500000000000002 9.5000000000000018 3.5000000000000004 2.5000000000000004 6.5000000000000009 15 14.500000000000002 1.0000000180025095e-35 16 17 18 19 20 21 22 3.5000000000000004
decision_type=9 1 1 2 1 2 2 1 1 1 1 1 1 1 1 1 2 2 2 1 2 2 1 2 2 2 2 2 1 2 2 9 1 1 9 1 1 9 2
left_child=1 3 29 4 5 6 7 -1 15 -10 11 18 27 17 19 -7 -8 -12 -5 -6 28 -16 -21 -19 -23 -20 -22 -13 -15 -3 31 -2 33 38 -35 -36 37 -34 -33
right_child=30 2 -4 10 14 8 16 -9 9 -11 13 12 -14 20 21 -17 -18 23 25 22 26 24 -24 -25 -26 -27 -28 -29 -30 -31 -32 32 36 34 35 -37 -38 -39 -40
leaf_value=0.0048764567823718526 0.0048393051287027285 0.015616172946157643 -0.0026115077081952762 0.0081799207365830361 -0.0032647085099722127 0.0038970419051811687 0.0099795788687435071 -0.0082125632217957545 -0.015843320105002511 0.0024834256575612334 0.018739006190609541 0.011072636178710668 -0.012817709121682725 0 0.0031535663337486975 -0.0051601167579775316 -0.0036254168816971764 -0.009756305884112932 -0.0046889582907614635 0 0.0027808311256883275 -0.010920467136961782 0.01129872669054462 0.007370707307582572 0 0.0066830190659692909 -0.0056475711912169213 0 -0.011325446442116539 0 0.00022477193138003746 0.0038812699013754839 -0.012801400406472192 0.012501598970294837 -0.0031615647830450012 -0.022232012995906478 -0.0033694904678790993 0.0012280086224736022 -0.0019630292770632029
leaf_weight=150.53238998632878 1066.4615414914988 51.877352047013119 14.027892563179192 583.47438429146132 7.2834886079654098 130.80760517134695 229.4927339857968 335.81842804657208 362.45091663576932 40.005819544428959 21.145545287756249 27.547368350547913 153.58501265493032 8.2716362625360489 43.886167537420988 292.95442260077471 10.379390797199447 11.75521713751368 77.8599013905623 87.477597171673551 79.904035131912678 71.785501010715961 203.93952374067158 2.4965278357267371 7.5009254282340398 13.985457975039024 50.236819760873914 4.5282722945994456 186.24859000160359 2.6814277281519017 22745.339709561249 1978.3318552065102 111.58834132643824 102.32485240593815 1129.5889445381908 68.625488339821459 3548.1002268063457 1887.4742336627969 510.09918466769159
leaf_count=28730 132084 3223 767 99950 327 27420 38334 98330 81966 5432 2051 10097 76195 492 2834 65995 1254 554 11043 5516 7883 2608 12750 88 225 2150 2552 1337 10823 194 1657018 123914 20976 17369 68347 4792 297542 161564 20686
internal_value=0 -0.000637308 0.00774826 -0.000982684 -0.00225096 -0.00411414 0 -0.00359699 -0.00793759 -0.0129818 0.000833006 0.00315218 -0.00752388 -0.00375946 0.00375937 -0.00162247 0.00794167 0.0104853 0.0067192 0.00718352 -0.00701192 -0.00236643 0.00849563 0 -0.00819385 0 0 0.00670786 -0.0107316 0.0127431 3.51116e-05 -0.000350246 -0.000992785 0.000536744 -0.00304316 -0.0049739 -0.00208758 6.19951e-05 0.00254492
internal_weight=0 3263.94 68.5867 3195.35 1974.31 1552.44 726.223 486.351 826.219 402.457 1221.04 860.98 185.661 360.058 421.873 423.762 239.872 35.3973 675.32 298.701 324.661 123.173 291.417 14.2517 79.2864 91.8454 130.141 32.0756 194.52 54.5588 33147.9 10402.6 9336.13 3788.97 1300.54 1198.21 5547.16 1999.06 2488.43
internal_count=3105412 601120 4184 596936 371721 347461 166648 127060 180813 87398 225215 200772 87629 24443 24260 93415 39588 2693 113143 18593 21750 5667 18266 642 2833 13193 10435 11434 11315 3417 2504292 847274 715190 235108 90508 73139 480082 182540 144600
cat_boundaries=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=5784457 1 480 1 112 809 1 1 932 12 72 1 6 8 576 32 25231380 6 233 2106370 1 651 37890
is_linear=0
shrinkage=0.1


Tree=155
num_leaves=40
num_cat=29
split_feature=10 6 0 8 0 4 8 2 0 2 2 1 0 3 2 0 3 0 3 3 2 3 0 3 9 8 0 8 0 0 1 2 10 0 2 3 2 10 2
split_gain=0.134101 3.68605 10.9831 6.92711 4.53949 3.32385 2.90204 3.18351 2.61294 4.78036 2.41289 2.0778 1.99485 1.91847 1.83864 1.82931 1.82884 1.78122 2.66263 1.64884 1.46707 1.37091 1.33232 1.32911 1.29015 1.2766 1.19998 1.13691 1.04968 1.03528 3.34085 5.57895 5.01612 6.53712 4.8256 4.74538 5.05888 4.28781 3.46367
threshold=1.0000000180025095e-35 0 1 2 3 4 5 6 7 8 9 10 11 3.5000000000000004 12 13 1.0000000180025095e-35 14 9.5000000000000018 1.5000000000000002 15 66.500000000000014 16 7.5000000000000009 17 18 19 20 21 22 23 24 2.5000000000000004 25 26 5.5000000000000009 27 1.5000000000000002 28
decision_type=2 1 9 1 9 1 1 1 9 1 1 1 9 2 1 9 2 9 2 2 1 2 9 2 1 1 9 1 9 9 1 1 2 9 1 2 1 2 1
left_child=1 4 3 5 10 17 8 15 21 -10 23 19 20 22 26 -8 -16 -3 -19 25 -9 24 -13 27 -6 -12 -5 -1 -17 -2 32 -32 35 -34 -35 38 -37 -33 -31
right_child=29 2 -4 14 6 -7 7 12 9 -11 11 13 -14 -15 16 28 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 30 31 37 33 34 -36 36 -38 -39 -40
leaf_value=0.0023881807243141761 0.00057427864455993614 0 -0.016456028786959228 0.017195887979953233 -0.0022975874516797828 -0.0013600550148188282 -0.014361602009949868 -0.000868173334585921 0.0043760185929228798 -0.021777976466795204 -0.00010126455891616416 -0.0049862397035426234 0.00098080394503651295 -0.010580830765822336 0.0013258517253131078 -0.0034345430924892437 -0.022496842492411056 0.034095074066507226 0 0.013728704243510871 0.012224737204624336 0.012669153571527696 0.0094670943027340762 0.0093411270453758882 -0.0115963727045932 0.0091223131695128135 -0.00094652513360182896 -0.0089335053706611385 0.0051511440435733601 -0.00094633303801705147 -0.0069851728126722606 0.012788232094402977 -0.0065832188200387609 0.020070507808588874 0.0023341485410796176 0.0077984453983205599 -0.016999931687893013 0.0017157184977313834 -0.011817617304372178
leaf_weight=64.671900188201107 17376.722997663092 18.574420319782803 94.220632586453576 13.672899652068734 4713.4563171610225 17.908449378330261 123.11042318062391 64.460884509258904 70.612440921411689 156.60167589957564 273.40183711533973 39.193786757066846 2850.885997758538 95.26230839593336 15.258501478427204 867.72168388024147 41.335721887633554 202.9548141615669 9.1805376026895811 407.04045813860284 265.68554708169904 22.948102389927953 144.27057537157089 33.219459117914084 146.54099520909949 188.27169331421101 33.974342515371973 220.83441778785709 109.20136374440335 1865.8619529183834 493.79443014948629 450.32258515548892 725.69046462375263 144.69514078435168 1493.7334854450964 59.857219817233272 474.97597885433061 1678.3653799130116 331.25083421377167
leaf_count=9982 1104475 2154 16444 2114 417968 522 16812 11795 27690 36425 58244 2697 149131 2288 2300 34463 3597 19435 602 48617 47750 612 5686 2379 11273 30257 3172 45443 14591 261000 24135 19175 96659 46411 237625 10076 69234 81277 130939
internal_value=0 -0.000277644 0.00828006 0.016441 -0.000679428 0.0247763 -0.00151438 0.000344834 -0.00312077 -0.0130889 0.00437218 0.00654759 0.00201228 0 -0.00271689 -0.0041153 -0.0128871 0.0288291 0.0304964 0.00895794 0.0090403 -0.00249341 0.00491711 -0.00248003 -0.00270874 0.00356055 0.00630864 -0.00564233 -0.00201495 0.000136374 -0.000808866 0.00201506 -0.00232547 0.000938207 0.00452023 -0.00523787 -0.0135895 0.00432222 -0.00291448
internal_weight=0 11304.5 447.08 352.86 10857.4 248.618 9391.23 4281.07 5110.16 227.214 1466.17 1147.44 3181.03 278.727 104.241 1100.03 56.5942 230.71 212.135 868.714 330.146 4882.95 183.464 318.726 4860 461.674 47.6472 285.506 976.923 25095.3 7718.55 2622.48 5096.07 2364.12 1638.43 2731.95 534.833 2128.69 2197.11
internal_count=3105449 1024443 50340 33896 974103 22713 768510 274542 493968 64115 205593 147789 208676 10671 11183 65866 5897 22191 20037 137118 59545 429853 8383 57804 429241 88501 5286 55425 49054 2081006 976531 124587 851944 380695 284036 471249 79310 100452 391939
cat_boundaries=0 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 26291044 9 29982746 1 1 770 2104160 585 545 1 1328064 817 704 2048 33 10 1 1 8398916 2 1058848 3464356 1 528 4194321 40 528 961
is_linear=0
shrinkage=0.1


Tree=156
num_leaves=40
num_cat=23
split_feature=3 0 8 3 3 2 3 2 2 10 3 3 2 0 3 3 3 10 2 10 2 4 3 3 2 3 10 8 0 7 0 2 2 8 2 0 0 2 4
split_gain=0.146612 0.225458 0.333245 0.271282 0.236648 0.630127 0.337805 0.680487 0.379039 0.347106 0.219195 0.161578 0.141009 0.125402 0.973823 1.94097 1.10165 1.89777 3.08328 2.91286 0.655962 0.564809 0.908289 0.766288 0.443183 0.441275 0.306081 2.04608 2.86502 4.47995 2.33174 2.27746 1.74331 1.31449 3.05578 3.08264 2.82764 1.7985 2.67901
threshold=70.500000000000014 0 1 84.500000000000014 100.50000000000001 2 119.50000000000001 3 4 3.5000000000000004 66.500000000000014 137.50000000000003 5 6 13.500000000000002 18.500000000000004 5.5000000000000009 1.5000000000000002 7 1.0000000180025095e-35 8 9 1.5000000000000002 4.5000000000000009 10 47.500000000000007 1.0000000180025095e-35 11 12 13 14 15 16 17 18 19 20 21 22
decision_type=2 9 1 2 2 1 2 1 1 2 2 2 1 9 2 2 2 2 1 2 1 1 2 2 1 2 2 1 9 1 9 1 1 1 1 9 9 1 1
left_child=10 2 3 -2 5 -3 8 11 9 -6 13 -8 -4 14 16 24 21 19 -19 -18 -17 23 -23 -1 -16 -22 27 28 29 -15 -29 -32 -30 37 35 -35 -36 -28 -39
right_child=1 4 12 -5 6 -7 7 -9 -10 -11 -12 -13 -14 26 15 20 17 18 -20 -21 25 22 -24 -25 -26 -27 33 30 32 -31 31 -33 -34 34 36 -37 -38 38 -40
leaf_value=4.0529897610411052e-05 0 0 0 0.013566256609786274 0.015097256067909274 -0.014377212039129823 0 -0.011719849089529952 0 0 0.0075476194275442485 0.006106442228178164 -0.0061526971291036049 -0.0022764450205154797 0 0.005176921313940046 0.00042946721701735287 -0.009861821677521811 0.011507662912766102 -0.017026929821830353 -0.012751974269949149 0.016028820922863393 0 0.0063317935608844036 0.019532687040580397 0 -0.0001650439890165909 0.0089386011493443347 0 0.006430222610022818 -0.0083311533376665258 0.00093700686171678538 -0.014183479031559748 -0.00097039691016973916 0.0043513333504985362 -0.0090409017581746191 -0.00088291055732244404 0.0029965885153630661 -0.0027318604944347462
leaf_weight=2798.2110244048308 1.0592600053641943 16.184021351335105 2.2511044559068978 5.9841873984551057 13.826032269746067 21.172703112300951 12.595479033188896 22.328416133357678 5.4893305170990088 3.014311720384284 8.6585467038676125 14.618727117544038 5.7172903051541635 4510.1879530648239 3.6850057840056252 9.3315478196309396 126.26795225089882 67.396146088198293 123.16027124790708 160.37160196123295 34.822039753140416 33.985480469942559 29.703104883199558 187.58835852578341 50.526894407317741 4.2089223492657757 8807.1192146413705 304.6273816118628 122.71201116107659 638.24736289051361 240.78513558775012 4106.4591816108441 255.12166385532328 1439.055003609159 1305.9105803380353 764.9183507347916 4256.0594460021548 4990.41976031999 896.64746548727999
leaf_count=463907 83 1124 186 380 750 1619 598 1329 468 225 534 722 461 421650 554 1232 12835 6468 13209 25684 3937 2165 1116 21183 5319 507 564107 56309 54792 27410 14739 234863 36987 85771 126703 93099 264947 522734 35570
internal_value=0 -0.00307223 0 0.00808975 -0.00498636 -0.00970443 0 -0.00475319 0.00549649 0.00972105 1.68451e-05 0.000779575 -0.00229993 5.45577e-07 0.000562492 0.00903076 0.000159329 -0.00405338 0.00235074 -0.00907761 -0.00121261 0.000949035 0.00886117 0.000594321 0.0189079 -0.0082298 -5.33727e-05 -0.000514064 -0.00182782 -0.00110602 0.000986063 0.000284004 -0.00989774 0.000142441 -0.000890218 -0.00401629 0.000314795 0.000709404 0.00206049
internal_weight=0 124.241 15.0118 7.04345 109.229 37.3567 71.8723 49.5426 22.3297 16.8403 36276.2 27.2142 7.96839 36267.5 3629.26 102.574 3526.68 477.196 190.556 286.64 48.3625 3049.49 63.6886 2985.8 54.2119 39.031 32638.3 10178.1 5526.27 5148.44 4651.87 4347.24 377.834 22460.1 7765.94 2203.97 5561.97 14694.2 5887.07
internal_count=3106276 7945 1110 463 6835 2743 4092 2649 1443 975 3098331 1320 647 3097797 558116 11549 546567 58196 19677 38519 5676 488371 3281 485090 5873 4444 2539681 846750 540839 449060 305911 249602 91779 1692931 570520 178870 391650 1122411 558304
cat_boundaries=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=8389264 10 296 192 368 792 27365444 644 28 1 521 1 535352 1 5784714 514 589 1 138 1851552 1051160 833 1
is_linear=0
shrinkage=0.1


Tree=157
num_leaves=40
num_cat=14
split_feature=0 10 10 2 2 10 3 8 3 10 3 10 3 8 10 10 3 2 2 3 3 2 3 8 8 3 3 3 2 10 0 2 3 10 10 10 2 3 3
split_gain=0.13268 1.67043 0.881881 3.17461 1.40361 3.08165 2.80844 1.60222 1.72939 1.60441 1.57816 1.48745 1.26179 0.990626 0.770472 1.67755 0.707844 0.5661 0.565537 0.513327 0.441822 0.369163 0.347883 1.40855 1.15381 0.525764 0.395925 0.331922 0.306385 0.278415 1.47888 2.09429 2.38486 1.00576 1.14945 0.965281 0.734266 0.513403 0.632011
threshold=0 9.5000000000000018 1.0000000180025095e-35 1 2 1.5000000000000002 2.5000000000000004 3 4.5000000000000009 1.5000000000000002 5.5000000000000009 6.5000000000000009 17.500000000000004 4 2.5000000000000004 1.5000000000000002 4.5000000000000009 5 6 5.5000000000000009 6.5000000000000009 7 3.5000000000000004 8 9 18.500000000000004 1.5000000000000002 47.500000000000007 10 7.5000000000000009 11 12 1.5000000000000002 11.500000000000002 13.500000000000002 10.500000000000002 13 1.0000000180025095e-35 7.5000000000000009
decision_type=9 2 2 1 1 2 2 1 2 2 2 2 2 1 2 2 2 1 1 2 2 1 2 1 1 2 2 2 1 2 9 1 2 2 2 2 1 2 2
left_child=1 2 3 22 5 10 21 14 9 -9 18 -8 -12 28 15 -6 -16 -3 -4 -15 -19 -7 24 25 26 -24 -1 -10 -5 -2 36 33 -33 -32 -35 -34 -31 -38 -39
right_child=29 17 4 13 7 6 11 8 27 -11 12 -13 -14 19 16 -17 -18 20 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 30 31 32 35 34 -36 -37 37 38 -40
leaf_value=0.0028299449973853297 0 0 0.0033472326766895246 0.0032543637384061345 0.00097047457204804894 0.0059243176371525687 0.0152808281909022 0.0077387142535226402 -0.024873577529769094 -0.0079230927627936092 -0.015771697780601911 -0.0031198221266670041 0 -0.016717896282889198 0 -0.012864756497004191 0.011129733523588425 0.030062847504157327 -0.0067465168360565765 0 0 -0.00034640394278248089 0.026986347607384321 -0.00071281084241649911 0.012691874194467058 0 -0.0061137085996591737 0 -0.0046094870247603377 -0.0018882369293780267 -0.011667868166810293 0.010290967046788514 -0.01385979676991078 0.0090230779711736233 -0.0091289056792232693 0 0 0.01465458797497201 0
leaf_weight=94.065732951807149 33049.988798993494 4.8419487715000287 164.56691263010725 108.53546970681055 146.41314117334696 64.675697266124189 250.45624538518314 46.733700774475437 43.83021585457027 206.15328311763733 128.61253192917502 11.179183233994989 31.509449420555029 46.580100785111426 356.0074090572889 104.39859757457452 43.863703421782702 7.6321673692436871 33.895950004080078 9.9261779324151558 0.66055018891347561 451.2823548958404 49.779714411277382 10.175189910049083 76.621900288100733 1.7488650003215287 49.343686026782962 0.35992310900473867 30.160706027570996 38.19280655219336 291.36044472071808 138.68807112434297 56.964488777259248 44.299489255849039 35.341214230080368 31.028725965035846 48.608036670659203 83.470480340256472 7.7228954287711522
leaf_count=17794 2663494 572 20269 13321 24264 24602 25843 6279 6020 25636 17124 1154 4925 8472 40320 16935 4528 1154 9226 1128 68 67446 6109 1155 11677 215 6438 96 17348 5029 18463 11360 3716 3061 2856 1832 6453 8899 748
internal_value=0 0.000690981 0.000243119 0.00406292 -0.000534431 0.00164471 0.00533323 -0.00340591 -0.00904835 -0.00345454 -0.00533374 0.0132259 -0.0118808 -0.00436381 -2.06093e-05 -0.00447916 0.002195 0.0203163 0 -0.0122931 0.0220429 0.000274655 0.0105243 0.0189726 0.00538399 0.0226773 0 -0.0238946 0 -4.82174e-05 -0.00188505 -0.00447234 0.00196392 -0.00894322 0 -0.00773116 0.00473955 0.00823598 0.0122034
internal_weight=0 2574.01 2560.88 476.938 2083.94 1136.18 777.593 947.76 297.077 252.887 358.585 261.635 160.122 195.202 650.683 250.812 399.871 13.1347 198.463 56.5063 8.29272 515.958 281.735 61.7038 220.031 51.5286 143.409 44.1901 138.696 33825.7 775.677 597.682 226.681 371.001 79.6407 87.9932 177.994 139.801 91.1934
internal_count=3106029 380118 378324 83657 294667 170589 119045 124078 38031 31915 51544 26997 22049 40269 86047 41199 44848 1794 29495 9600 1222 92048 43388 7479 35909 6324 24232 6116 30669 2725911 62417 41288 16908 24380 5917 5548 21129 16100 9647
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=29470726 838 248 1 5 656 208 40 3 1 160 2622865 417 560
is_linear=0
shrinkage=0.1


Tree=158
num_leaves=40
num_cat=27
split_feature=3 3 0 3 2 3 2 2 10 8 3 3 3 10 8 0 2 6 0 0 2 0 2 7 8 0 0 7 2 1 0 2 2 7 3 10 2 6 3
split_gain=0.103738 0.220954 0.200826 0.336415 0.65491 0.274111 0.643411 0.418391 0.332695 0.241416 0.249136 0.184932 0.14285 0.119225 3.68695 3.27244 3.88299 3.04863 6.12236 2.70643 2.44974 3.83229 1.94504 1.68838 1.16448 2.0807 1.60277 1.66317 4.21987 2.58806 1.58075 2.41161 1.10104 1.07682 1.07489 0.620951 0.556155 0.530206 0.459765
threshold=70.500000000000014 66.500000000000014 0 100.50000000000001 1 119.50000000000001 2 3 3.5000000000000004 4 84.500000000000014 137.50000000000003 72.500000000000014 2.5000000000000004 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 1.5000000000000002 3.5000000000000004 25 26 2.5000000000000004
decision_type=2 2 9 2 1 2 1 1 2 1 2 2 2 2 1 9 1 1 9 9 1 9 1 1 1 9 9 1 1 1 9 1 1 1 2 2 1 1 2
left_child=1 13 9 4 -4 7 11 8 -5 10 -2 -7 -6 24 15 16 35 34 -19 22 21 -21 -16 -22 25 36 32 29 -29 -28 31 -27 -26 -32 -17 -15 -1 -34 -24
right_child=2 -3 3 5 12 6 -8 -9 -10 -11 -12 -13 -14 14 19 17 -18 18 -20 20 23 -23 38 -25 26 30 27 28 -30 -31 33 -33 37 -35 -36 -37 -38 -39 -40
leaf_value=0 0 0.0075595801522901091 0 0.015408299479536598 0 0 -0.01098107464908964 0 0 -0.0012790752971539349 0.012234074604493741 0.0066567648036269748 -0.01883087692306528 0.0025155611499747253 -0.0020691603124340569 0.0003464959692901875 0.011825045004713047 0.0089482196238540711 -0.0050933064738255618 0.016685770267091341 -0.0076480109272243236 -0.0026914219086900375 0.017495031831572746 -0.00044196746504098611 0.0067487395252340959 0.0035824998578653806 -0.0014787283370299587 0.013599376817478227 0.00063857142088918385 0.0015621083667513459 0.0019236985633203588 -0.011699015507032872 -0.0086248279879073911 -0.0014112471298636366 -0.0019771031426324701 -0.0050933779792374442 0.019824298188676818 0 0
leaf_weight=24.090919512324035 1.1058477864135055 8.6489073626289592 16.167569288052619 13.695432521170007 1.7203514963621298 12.532173334388064 21.839814348175423 5.6626233457645894 2.9245890786405644 8.4811469359847234 6.4039562576799653 14.382226845715193 18.593474068882642 123.4189347030042 97.251304254838033 4036.7991915748134 498.19060453487327 914.14086851160755 401.80973738350804 90.937388258662395 1551.180885002701 377.8368171716138 84.413262414949713 529.03848306916188 16.129527260909526 119.36869801547437 9640.5801211264152 247.96213103143964 2584.4765230053454 3834.53599938564 5451.190806311748 198.94626258173957 400.44120453089272 1046.8052380817244 3581.706106854137 195.64187430449238 44.115014116941893 150.81134691087937 33.319573435597704
leaf_count=3172 89 525 1135 750 122 589 1322 476 219 709 415 695 1443 20601 14095 301791 82420 105374 58858 10486 126755 35802 16066 27287 36619 19862 1157566 14496 125156 106962 413678 25251 87153 49718 177770 26831 18318 31803 3485
internal_value=0 0 -0.00260235 -0.00454542 -0.00998909 0 -0.00377552 0.00556387 0.0101232 0 0.00701032 0.0012214 -0.0147841 -4.87515e-06 -0.000262002 0.000628776 0.00653342 2.85258e-05 0.0044486 -0.00347498 -0.00447268 0.00149421 0.00602379 -0.00596163 0.000118119 0.00121933 -0.0003153 -0.000108354 0.00205839 -0.000589653 0.000948035 -0.00537097 -0.00537052 0.00133443 -0.00071015 -0.00129044 0.0151863 -0.0066651 0.0134402
internal_weight=0 36283.8 123.509 107.518 36.4814 71.0369 48.7542 22.2826 16.62 15.991 7.5098 26.9144 20.3138 36275.1 12515.7 9751.71 817.251 8934.46 1315.95 2763.98 2548.99 468.774 214.984 2080.22 23759.5 6884.52 16874.9 16307.6 2832.44 13475.1 6816.31 318.315 567.382 6498 7618.51 319.061 68.2059 551.253 117.733
internal_count=3105864 3097900 7964 6751 2700 4051 2606 1445 969 1213 504 1284 1565 3097375 1007621 773645 129852 643793 164232 233976 200330 46288 33646 154042 2089754 529999 1559755 1404180 139652 1264528 508509 45113 155575 463396 479561 47432 21490 118956 19551
cat_boundaries=0 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=8389272 296 192 368 10 5 15249480 276 2 327986 336128 69 8394770 208 1 10 1097732 1105932 1 48 1 21832320 124 8 1 290 2
is_linear=0
shrinkage=0.1


Tree=159
num_leaves=40
num_cat=26
split_feature=1 8 0 10 2 0 8 10 8 10 2 3 0 2 2 10 7 0 3 0 3 3 4 10 2 0 2 10 0 0 10 7 2 2 3 0 3 2 2
split_gain=0.171899 2.95436 5.19932 3.85662 2.60351 3.08195 2.92437 2.71294 2.36444 2.90765 4.63433 8.68718 4.38118 2.23302 2.1978 7.13865 4.12015 3.7028 2.38006 2.28795 3.75354 3.31972 6.27373 2.57724 2.49286 2.15899 3.21972 2.92676 3.0881 2.62792 4.47177 2.3454 2.07587 1.97968 1.94636 1.87823 1.7993 2.56035 2.23112
threshold=0 1 2 1.0000000180025095e-35 3 4 5 4.5000000000000009 6 1.0000000180025095e-35 7 5.5000000000000009 8 9 10 1.5000000000000002 11 12 1.5000000000000002 13 8.5000000000000018 1.5000000000000002 14 5.5000000000000009 15 16 17 1.0000000180025095e-35 18 19 2.5000000000000004 20 21 22 8.5000000000000018 23 9.5000000000000018 24 25
decision_type=1 1 9 2 1 9 1 2 1 2 1 2 9 1 1 2 1 9 2 9 2 2 1 2 1 9 1 2 9 9 2 1 1 1 2 9 2 1 1
left_child=4 2 3 13 5 6 -1 -7 9 10 35 12 -12 -2 15 16 -3 -17 -19 20 21 22 -16 -22 -23 26 -10 28 33 34 -31 -28 -5 -27 -29 -6 38 -38 -21
right_child=1 14 -4 32 8 7 -8 -9 25 -11 11 -13 -14 -15 19 17 -18 18 -20 36 23 24 -24 -25 -26 27 31 29 -30 30 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.0097793381577647928 0.0074498289038433495 0.024712217951104287 -0.015653508663818646 0.0043816027964475824 0.0070583613299172628 0.00045163348292908068 0 -0.017492842009103903 0.0014760760486230795 -0.00022380220559023572 0.005600519852594044 0.025795313711475476 -0.0099593096439272548 -0.0099084614930821414 -0.00076777410784079167 0.018667688349307304 -0.0024441019649943775 0.0014009545208984754 -0.015474028400079748 0.00066325636077755505 0.010820481493995887 -0.0010447972947066238 0.011577059256579727 -0.010968462841897512 -0.0065959730526797909 -0.0097883783936634078 -0.0080526028112887331 0.0025276493197136278 0.002391820716205396 -0.0057454091329496946 0.0021856861696335833 0.0027262582212396738 -0.0020241661794960313 -0.0024784413443976112 -0.0041273409129171839 -0.0082753340249782734 0.0080082421270678428 -0.014174488586455354 0.0070785677313526087
leaf_weight=845.2572386674583 37.32511033443734 188.94919375423342 261.61639619641937 829.73466567066498 50.426218741926277 411.62617990386207 389.08877222123556 67.769431850640103 708.36840318077338 2993.8622903071919 1557.2886637222327 184.10477703838842 155.85261479520705 588.67524961079471 2866.2837240931112 18.493452415568754 42.836353353224695 91.042620974127203 155.26933133904822 1445.8335264374036 383.51285555679351 2163.5198813967872 445.14125378197059 24.515385948587209 1460.3818095461465 432.88359776898869 1231.9058900598284 5759.5523267037861 1085.9600454818192 1354.4941901479106 1369.4288969513909 178.91077677020803 1118.7204533766489 3631.9988451053941 416.74250239951652 322.55884530661569 33.266595479100943 102.87038921983913 980.61598702496849
leaf_count=81379 766 4014 17137 21698 14797 54137 32185 8090 207035 360357 125145 10461 25039 12865 85850 1095 714 3373 2573 61834 4441 36749 9721 466 26341 40561 208004 508820 212372 253887 223349 16644 31552 295628 28559 28940 761 2706 46007
internal_value=0 -0.000245343 -0.00309767 -0.00148702 0.000203185 0.00391155 0.00656859 -0.00233119 -8.6168e-05 0.00173059 0.00441519 0.00646174 0.00384082 -0.00816028 0.000512688 0.00675999 0.0188425 -0.00341022 -0.00837299 0.000143416 -0.000723953 -0.00132394 0.000890951 0.0081649 -0.00342065 -0.000698917 -0.00365297 -0.000222991 -0.00213025 0.000850408 -0.00166277 -0.00640473 0.00058904 -0.00341778 0.00200925 -0.004993 0.00271715 -0.00685204 0.00346434
internal_weight=0 13238.6 2836.07 2574.46 23148.1 1713.74 1234.35 479.396 21434.3 5264.09 2270.23 1897.25 1713.14 626 10402.5 496.591 231.786 264.805 246.312 9905.94 7343.35 6935.33 3311.42 408.028 3623.9 16170.2 2119.19 14051.1 5150.84 8900.22 2723.92 1410.82 1948.46 4064.88 6176.29 372.985 2562.59 136.137 2426.45
internal_count=3106052 370663 84018 66881 2735389 175791 113564 62227 2559598 564739 204382 160645 150184 13631 286645 11769 4728 7041 5946 274876 163568 158661 95571 4907 63090 1994859 431683 1563176 548561 1014615 477236 224648 53250 336189 537379 43737 111308 3467 107841
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 2 9767353 512 8660728 1 2 38 3441918 32 30 1 8652229 9708456 1 352 1163417 270 15392 2104352 1 289 20 9726040 256 768
is_linear=0
shrinkage=0.1


Tree=160
num_leaves=40
num_cat=17
split_feature=0 10 10 2 2 3 3 2 3 10 3 3 8 10 8 10 10 2 3 3 3 3 8 3 10 1 0 2 3 10 2 1 4 3 3 0 0 3 1
split_gain=0.183837 0.837956 2.49308 1.85907 1.76862 1.72305 2.06503 1.29194 1.74171 0.834002 2.21779 1.4172 0.949934 0.782892 0.763722 0.742664 0.678448 0.558307 0.36162 0.496199 0.471024 0.355614 0.419251 1.1306 0.332959 1.19665 0.877181 0.620604 0.511534 0.326338 0.96915 1.53245 0.982032 0.615573 0.344008 0.302526 0.291496 0.235123 0.296463
threshold=0 1.0000000180025095e-35 1.5000000000000002 1 2 1.0000000180025095e-35 14.500000000000002 3 2.5000000000000004 2.5000000000000004 6.5000000000000009 6.5000000000000009 4 5.5000000000000009 5 5.5000000000000009 6.5000000000000009 6 6.5000000000000009 4.5000000000000009 18.500000000000004 7.5000000000000009 7 1.5000000000000002 13.500000000000002 8 9 10 5.5000000000000009 11.500000000000002 11 12 13 3.5000000000000004 3.5000000000000004 14 15 1.0000000180025095e-35 16
decision_type=9 2 2 1 1 2 2 1 2 2 2 2 1 2 1 2 2 1 2 2 2 2 1 2 2 1 9 1 2 2 1 1 1 2 2 9 9 2 1
left_child=1 3 7 14 5 -4 15 18 -9 11 16 17 -13 -12 -1 -7 -11 -6 19 -3 -20 22 23 -5 29 26 -26 -27 -28 -2 37 32 33 -32 36 -29 -33 -31 -39
right_child=24 2 4 21 9 6 -8 8 -10 10 13 12 -14 -15 -16 -17 -18 -19 20 -21 -22 -23 -24 -25 25 27 28 35 -30 30 31 34 -34 -35 -36 -37 -38 38 -40
leaf_value=0 -1.7354594406611975e-05 0.00040599642306044198 0 0 0.0044130605773650168 0.026914554275464804 -0.0024593584834098087 0 -0.016433859041431617 -0.00034119857250014941 0.022331841767754001 0 -0.020406631964963857 0 0.018107667873101568 0 0.0097693244634901259 -0.0042314362706290303 0.012522897399336942 -0.010530065274744815 0 0.0079334819588744009 0 -0.017330088910935695 0.00080740391461576729 -0.0022891179638445964 -0.020354510897934858 0 0 0 0.029373568994191301 0 0 0 0.0021737606818909849 0.014224078756735717 -0.010780201033885923 -0.011401696827847719 0
leaf_weight=9.1969927195459604 34383.12051294159 93.794071254640585 27.944890523674985 29.998256151739042 108.6841862098081 67.979821815890318 6.8122731260373248 121.59369702469849 153.28892542704125 641.44906730799994 39.600433082028758 7.1018896201858297 26.201514984481037 7.0402676130179307 78.696832082234323 8.3065230544016213 40.649390979087912 110.09363359840063 22.315402635314971 15.669796337548176 2.1768448491347945 17.898954685486387 171.58819301288895 25.255868558153452 4.6214490026468411 9.9077561674639565 45.863864550774451 1.6498211668804286 2.9104985271114847 10.784001632477155 22.389936220453823 2.0770547077991068 12.409194789361207 4.4366095127188592 4.0516484547406426 14.83999320887961 13.325103671755643 14.890566909220071 7.413273617392405
leaf_count=1034 2832524 10019 19581 6144 15107 13000 792 21078 16323 71005 3912 843 3111 617 8459 1252 4049 12773 3984 2745 275 1932 36808 3280 828 688 4501 119 263 924 2706 154 675 452 140 998 711 1110 284
internal_value=0 0.000995321 0 0.00531531 0.00245926 0.0126517 0.0195263 -0.00643038 -0.00993258 0.000536812 0.00249947 -0.00371687 -0.0168948 0.0187283 0.0150156 0.0244521 0.000226232 0 3.27605e-05 -0.000936773 0.00800747 0 -0.00145183 -0.00704964 -1.65722e-05 -0.00551475 -0.0132352 0.0035157 -0.0162185 0 0.00516844 0.0112524 0.0205458 0.026213 -0.000242718 0.010843 -0.00850232 -0.00247781 -0.00740895
internal_weight=0 1833.34 1500.7 332.635 1091.86 111.044 83.0986 408.839 274.883 980.82 728.739 252.081 33.3034 46.6407 87.8938 76.2863 682.098 218.778 133.956 109.464 24.4922 244.741 226.842 55.2541 34554.7 79.7934 53.3958 26.3976 48.7744 34474.9 91.7774 58.6895 39.2357 26.8265 19.4538 16.4898 15.4022 33.0878 22.3038
internal_count=3105200 258123 200466 57657 146042 34625 15044 54424 37401 111417 79583 31834 3954 4529 9493 14252 75054 27880 17023 12764 4259 48164 46232 9424 2847077 7397 5592 1805 4764 2839680 7156 4838 3833 3158 1005 1117 865 2318 1394
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=25534468 576 58 272 2 4 196 2 1 2622480 301 592 1 1 1552 1602 1
is_linear=0
shrinkage=0.1


Tree=161
num_leaves=40
num_cat=27
split_feature=1 8 0 10 2 0 8 5 0 3 0 2 8 10 2 3 0 0 10 2 2 3 0 10 2 7 10 10 0 0 3 2 0 2 3 10 0 0 7
split_gain=0.129816 2.47042 4.57223 3.13255 2.11841 2.36497 2.15819 2.04387 2.17773 2.00912 2.20694 1.98908 1.89047 2.22086 3.65393 7.12746 3.07299 1.99351 1.88521 1.87532 1.8651 3.01554 2.67584 2.81184 3.97853 5.18687 2.68372 2.55211 3.55185 2.40746 2.93796 2.19053 1.99292 1.97934 1.84682 1.8027 5.71354 3.00575 2.49037
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 7 1.5000000000000002 8 9 10 1.0000000180025095e-35 11 5.5000000000000009 12 13 4.5000000000000009 14 15 3.5000000000000004 16 3.5000000000000004 17 18 1.0000000180025095e-35 2.5000000000000004 19 20 1.0000000180025095e-35 21 22 23 5.5000000000000009 1.0000000180025095e-35 24 25 26
decision_type=1 1 9 2 1 9 1 1 9 2 9 1 1 2 1 2 9 9 2 1 1 2 9 2 1 1 2 2 9 9 2 1 9 1 2 2 9 9 1
left_child=4 2 3 9 5 6 -1 19 11 -2 -11 -9 13 14 17 16 -16 -6 -7 34 21 27 26 24 -24 -26 33 28 -3 30 -29 -25 -23 -22 -5 37 38 -14 -37
right_child=1 20 -4 7 12 18 -8 8 -10 10 -12 -13 35 -15 15 -17 -18 -19 -20 -21 22 32 23 31 25 -27 -28 29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.0085486081505551405 0 -0.014879031438212294 -0.014682098866202848 0.0078500345843025999 0.0083869909453319902 0.00023779031922270969 0 -0.0059311956816046176 -0.010774284201172374 0.0021814124957067423 -0.015339299128143309 0.016853922433805249 0.0092032314144939158 -0.00017285720335721746 -0.0083442508955874541 0.022990689286936258 0.0047427199408160495 -0.0078209628657418661 -0.014815753658103337 -0.00065459421247735601 0.0090469665005738411 0.0063358437838448222 -5.4513064074234225e-05 -0.0011039490927245872 0.0086164394907783434 -0.003649780502710569 0.0090035713284187576 -0.0098928941580346194 0 0.012635708506751917 0.0057129145834346499 -0.010666760431674315 -0.013324859145622901 -0.0098461015395935308 -0.0051731273799879409 -0.0057380413393162541 0.0014103966257987255 -0.0025303229786206773 0.0022051687735948626
leaf_weight=855.00376762542874 281.76599651318975 185.91670938674361 258.37631364655681 641.51971981767565 45.637678718998359 412.56337977421936 388.04380333726294 25.367996094981208 238.60167353530414 51.684969200752676 287.71705477964133 34.662292519817129 179.03010114412609 2992.3447104884344 151.33086171989271 188.71681268792599 1570.9169155231939 325.25719195789861 64.715256520081311 929.95270860544406 33.285376887535676 18.55074249021709 4061.8183672421146 1831.1312332213856 1332.1304246331565 403.10798034071922 711.4158453035634 162.83333237003535 515.25953334523365 180.10785263776779 291.93581024324521 261.46709803189151 289.8485280200839 128.14018434425816 79.447724321857095 1916.6684835496981 8050.0964638396308 5599.510246190328 416.26414387847763
leaf_count=81588 7913 8962 17105 15917 13615 54130 32140 1650 8898 1445 4274 2087 36976 360323 22313 10446 127848 30383 7889 23473 1765 536 94429 47938 30847 7320 42397 5288 12640 7543 7191 7639 5156 7008 1205 342650 912586 659593 42909
internal_value=0 -0.000224254 -0.00283774 -0.00132567 0.000166164 0.00350572 0.00582149 0.000524992 -0.00648474 -0.00737169 -0.0122548 0.00570469 -9.39905e-05 0.00152633 0.00386427 0.00567517 0.00327786 -0.00447419 -0.00192941 0.00206455 0.000465857 -0.00253325 0.00107173 0.000435208 0.00160156 0.00555191 0.00622548 -0.000177831 -0.00445263 0.00408005 0 -0.00262947 -0.0110054 -0.00361767 0.00578903 -0.000643748 0.000117571 -0.002058 -0.00416614
internal_weight=0 13236 2829.1 2570.72 23156.1 1720.33 1243.05 1949.55 298.632 621.168 339.402 60.0303 21435.8 5274.2 2281.86 1910.96 1722.25 370.895 477.279 1650.92 10406.9 1644.45 8762.5 7889.66 5797.06 1735.24 872.841 1336.05 701.176 634.877 454.769 2092.6 308.399 161.426 720.967 16161.6 10383 5778.54 2332.93
internal_count=3106015 370626 83967 66862 2735389 175747 113728 53230 12635 13632 5719 3737 2559642 564928 204605 160607 150161 43998 62019 40595 286659 47316 239343 188173 132596 38167 51170 41624 21602 20022 12479 55577 5692 8773 17122 1994714 1298145 696569 385559
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=1 2 9767353 512 8660728 1 2 8390801 8388880 664 2 38 29965056 9726032 288 512 8455619 386 1 8653022 8913834 450 2883720 104 9240665 30212096 1
is_linear=0
shrinkage=0.1


Tree=162
num_leaves=40
num_cat=24
split_feature=1 3 6 0 0 4 2 10 3 2 4 0 2 6 0 2 3 0 10 8 2 0 10 8 10 3 0 10 3 2 3 2 3 2 2 10 8 10 3
split_gain=0.0935746 2.31173 5.97493 5.65889 5.1554 4.12166 4.44083 3.94839 2.69444 2.29245 2.20728 4.78113 2.31943 2.33698 3.53427 2.73649 2.46676 2.03695 1.94869 1.91662 1.75126 2.02 1.79634 1.7795 1.61549 1.6003 1.62528 1.52127 1.50336 2.85387 2.21131 2.25825 1.61738 1.60887 1.40888 1.3033 1.29493 2.10082 2.93697
threshold=0 1.5000000000000002 1 2 3 4 5 1.5000000000000002 2.5000000000000004 6 7 8 9 10 11 12 1.0000000180025095e-35 13 1.0000000180025095e-35 14 15 16 4.5000000000000009 17 1.0000000180025095e-35 1.5000000000000002 18 6.5000000000000009 3.5000000000000004 19 2.5000000000000004 20 8.5000000000000018 21 22 3.5000000000000004 23 1.0000000180025095e-35 6.5000000000000009
decision_type=1 2 1 9 9 1 1 2 2 1 1 9 1 1 9 1 2 9 2 1 1 9 2 1 2 2 9 2 2 1 2 1 2 1 1 2 1 2 2
left_child=20 10 4 -4 28 6 7 -6 -8 -5 12 34 19 14 16 -16 -14 -15 -19 35 21 23 -23 25 -25 26 -1 -11 30 32 33 -32 -30 -3 -12 -2 37 38 -22
right_child=1 2 3 9 5 -7 8 -9 -10 27 11 -13 13 17 15 -17 -18 18 -20 -21 36 22 -24 24 -26 -27 -28 -29 29 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0040893685854229101 0.025927919214623993 0.0069602481328902045 -0.0062749871025819751 0 0.0076509390786871304 -0.013498373043429397 -0.0089062568691553913 -0.0030375576651088358 -0.0026386695854073937 0.020330178346237609 -0.0001476022892241559 -0.011903714254261436 -0.0024448622851441985 0.0062389961119950193 -0.0028022653694859318 0.0131332974361186 0.0023437946438538853 0.00073768711353697268 -0.015423405313812564 -0.0015076647697267623 0.0021330680942577601 0.00023869515557765582 -0.014470404480886337 -0.0079908251159114662 0.0043395947548031067 0.013180145913076539 0.0067253552434123551 0 0 -0.0082382190039258629 0 0.01543097132839702 0.012328417373243271 -0.0039451482799595537 0.011495856155046405 0 -0.00058525027963366393 -0.00044704895272932346 0.014769181678910576
leaf_weight=142.50131332990713 61.936445294413716 189.62187337130308 140.34420293732546 68.500469099264592 622.51432735309936 393.81227375753224 1100.3357447953895 662.29443877236918 2425.4870574749075 292.24097514222376 74.691759126260877 76.206188457086682 2321.1291549697053 37.722236222121865 101.12100832024589 332.2028601965867 1932.7127605294809 54.850371355656534 219.95985681680031 33.028339196927845 2100.4737531145547 412.55817074002698 64.342207577312365 141.46340052760206 246.46645855205134 344.75102875335142 374.20398036343977 16.820277903694659 474.29226086009294 275.83504760684446 111.34922731248662 253.0472707003355 124.10267228540033 279.17622299352661 538.21189207211137 22.55643549002707 16152.315118838234 3000.6617187905667 189.35538668534718
leaf_count=21892 2486 7635 8984 2671 8613 4998 23599 10855 38391 9467 2072 2719 81729 4335 7000 24355 56054 1772 12851 1441 195064 54120 7772 11103 21027 25423 34702 795 13042 7231 3869 7651 2742 10437 11686 1147 1992735 361478 10182
internal_value=0 -0.000224203 -0.00140904 0.00854296 -0.00223166 -0.00380929 -0.00288326 0.00195459 -0.00472437 0.0146383 0.00123997 0.00646192 0.000444906 7.35571e-06 0.000645473 0.00885819 -0.00019749 -0.00790503 -0.0110944 0.012398 0.000107825 0.00314146 -0.00185632 0.00528022 0 0.0077415 0.00318152 0.0181189 0.00239535 -0.000185499 0.00539095 0.0109393 0.00334305 7.82435e-05 0.00969532 0.0189815 -0.000127882 0.00120613 0.0034848
internal_weight=0 13236.1 7429.77 517.906 6911.87 5204.44 4810.63 1284.81 3525.82 377.562 5806.33 689.11 5117.22 4999.7 4687.17 433.324 4253.84 312.532 274.81 117.521 23169.1 1726.29 476.9 1249.39 387.93 861.456 516.705 309.061 1707.42 874.23 833.195 364.396 598.395 468.798 612.904 84.4929 21442.8 5290.49 2289.83
internal_count=3106125 370627 160980 21917 139063 86456 81458 19468 61990 12933 209647 16477 193170 188096 169138 31355 137783 18958 14623 5074 2735498 176039 61892 114147 32130 82017 56594 10262 52607 23015 29592 11520 15784 18072 13758 3633 2559459 566724 205246
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 2 10817345 15010321 1 124 80 1 8653153 21 2 10749503 512 2164231 9 512 8660728 1 262672 420 172 232 56 2
is_linear=0
shrinkage=0.1


Tree=163
num_leaves=40
num_cat=20
split_feature=0 3 2 2 10 6 10 10 3 3 8 8 2 10 6 2 10 10 2 8 2 8 8 3 8 10 10 10 10 10 3 10 3 2 8 0 2 0 3
split_gain=0.0984395 0.73285 3.17343 2.33928 2.72472 1.57603 1.37912 4.31647 3.26754 1.75662 1.32991 1.08924 1.63186 0.573502 3.59711 2.8476 2.25786 2.1263 1.79989 1.95294 1.25233 1.12509 1.01662 0.78577 0.533079 0.502577 0.998012 0.455301 0.651939 0.440796 0.439344 0.433245 0.391839 0.332836 1.06658 2.31075 1.15867 1.07448 1.07994
threshold=0 4.5000000000000009 1 2 4.5000000000000009 3 1.5000000000000002 2.5000000000000004 11.500000000000002 11.500000000000002 4 5 6 1.5000000000000002 7 8 1.0000000180025095e-35 1.0000000180025095e-35 9 10 11 12 13 3.5000000000000004 14 5.5000000000000009 7.5000000000000009 3.5000000000000004 1.5000000000000002 2.5000000000000004 113.50000000000001 8.5000000000000018 102.50000000000001 15 16 17 18 19 6.5000000000000009
decision_type=9 2 1 1 2 1 2 2 2 2 1 1 1 2 1 1 2 2 1 1 1 1 1 2 1 2 2 2 2 2 2 2 2 1 1 9 1 9 2
left_child=1 3 24 13 5 -5 8 32 11 10 -9 12 -4 14 15 17 -16 -1 19 -15 -18 29 -17 -23 -3 -6 -27 28 -26 -20 -11 -21 -8 34 35 -2 -37 -36 -39
right_child=33 2 6 4 25 -7 7 9 -10 30 -12 -13 -14 18 16 22 20 -19 21 31 -22 23 -24 -25 27 26 -28 -29 -30 -31 -32 -33 -34 -35 37 36 -38 38 -40
leaf_value=0.02817751632618401 0.007564819562130465 0 -0.0018811214176119315 -0.011305578463051731 0.0094667840914309451 0 0.028179053843613428 0.00092430171988403258 -0.013123780605421338 0.017941932096333168 -0.014539971157247342 -0.0011067486419190995 0.017188571319144419 0.011025126183411258 0 0.0055902241560729822 0 0 -0.0055569286832719998 -0.0020918077198569108 0.02605176497576735 -0.012400900625417374 -0.0040570839444138244 0 -0.00040304751444443347 -0.0073881698249108315 0.0085745906448317522 0 -0.018947568763302784 0.00073644092940064129 0 0.0078238747228766732 0 -0.00017072456389276956 -0.0033392758648068503 0.0073388320829151921 -0.0049810443274706994 0.0016087752537148243 -0.0017933688863006761
leaf_weight=31.574522741284454 150.3327047835337 38.18861246513552 25.030970125626482 503.77424343374514 60.058985989257053 117.76552230177367 77.590241128535126 88.213357402259135 73.998953747402993 28.110628987895328 37.776144706702325 36.331102344731335 106.36175277718576 161.18286582315341 32.040475259360392 73.038447988976259 5.9867479192034807 13.870187472697578 110.97623307889444 376.07986205187626 72.319767471286468 192.40492890552559 614.57962999568554 15.281781393277923 75.341944392006553 61.401192457964498 37.88276092299202 43.211076737061376 50.220489550789353 304.14178782428644 1.2004837468266476 13.456993880681692 0.61295067309401829 22595.334564515601 488.84540431429923 29.933232465271431 1013.3904204019927 7694.7150561364488 955.70427974829363
leaf_count=9498 22697 4236 4046 174148 17664 46722 8543 8799 9476 2759 4067 4581 12648 16167 4350 7935 1872 3802 16889 35081 9145 29939 67638 1522 9403 15344 6487 3734 4867 44105 147 1298 66 1617575 80462 8661 58328 678892 52592
internal_value=0 -0.000519379 0.00220111 -0.00130695 -0.00583184 -0.00897352 0.00683771 0.0120639 0.000162222 0 -0.00456669 0.00864306 0.0122142 0.000384765 0.00243009 0 0.0171187 0.016896 -0.000856672 0.00289245 0.0242531 -0.00458605 -0.00236906 -0.0101028 -0.0067029 0.00401044 0 -0.00899577 -0.0119723 -0.000521445 0.0155346 -0.000487592 0.0274472 3.44364e-05 0.000510918 -0.00218369 -0.00409273 0.000903519 0.00119207
internal_weight=0 3480.01 682.189 2797.82 780.883 621.54 475.227 233.504 241.723 155.301 125.99 167.724 131.393 2016.93 843.41 733.063 110.347 45.4447 1173.52 550.72 78.3065 622.805 687.618 207.687 206.962 159.343 99.284 168.774 125.562 415.118 29.3111 389.537 78.2032 32928.3 10332.9 1193.66 1043.32 9139.26 8650.42
internal_count=3106185 586978 77372 509606 260365 220870 55132 24381 30751 15772 12866 21275 16694 249241 104240 88873 15367 13300 145001 52546 11017 92455 75573 31461 22240 39495 21831 18004 14270 60994 2906 36379 8609 2519207 901632 89686 66989 811946 731484
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=5785473 275 880 2 9 3 36 2 16 256 6 16 1 4 12 149 4 10747972 5 27328516
is_linear=0
shrinkage=0.1


Tree=164
num_leaves=40
num_cat=22
split_feature=10 0 1 2 3 8 0 3 3 0 0 3 2 0 4 2 2 3 0 3 3 3 2 0 3 2 3 3 8 3 2 0 3 3 0 1 2 3 10
split_gain=0.104058 2.6545 1.32601 2.62028 1.98177 1.87561 1.97092 1.16172 3.61666 1.79885 1.03321 1.02302 0.975484 1.25106 0.874701 2.81556 1.47983 3.05735 5.31142 1.86991 4.07089 1.54644 1.47079 1.44102 0.871352 0.846226 0.830274 0.795878 0.95088 0.707427 0.704304 2.67726 3.23188 0.954045 0.728366 2.00106 1.92473 1.8179 1.23997
threshold=1.0000000180025095e-35 0 1 2 3.5000000000000004 3 4 1.5000000000000002 1.0000000180025095e-35 5 6 7.5000000000000009 7 8 9 10 11 1.5000000000000002 12 13.500000000000002 10.500000000000002 35.500000000000007 13 14 1.0000000180025095e-35 15 1.5000000000000002 1.0000000180025095e-35 16 19.500000000000004 17 18 4.5000000000000009 9.5000000000000018 19 20 21 15.500000000000002 3.5000000000000004
decision_type=2 9 1 1 2 1 9 2 2 9 9 2 1 9 1 1 1 2 9 2 2 2 1 9 2 1 2 2 1 2 1 9 2 2 9 1 1 2 2
left_child=1 2 3 11 5 6 -4 8 -5 -9 -10 27 13 -3 16 24 19 23 -19 20 -14 -21 26 -18 -16 -8 -17 -1 -29 -11 31 32 -2 -33 35 37 -37 -32 -38
right_child=30 12 4 7 -6 -7 25 9 10 29 -12 -13 14 -15 15 22 17 18 -20 21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 34 33 -34 -35 -36 36 38 -39 -40
leaf_value=0 0.023184219459136374 0.019369709388521537 -0.0050605874725613825 0.010045049604863389 -0.01078274642046146 -0.0052193724685161667 0 -0.0054921710222376463 0.0029019753840638703 0.014522435694740973 -0.010010572010039766 0.0039790266871418669 -8.6262399755816809e-05 -0.0016019980082574469 0.012606288069264077 -0.018624418543225621 0.0019180023060146286 0.0089539147803403482 -0.0027536811966028152 -0.015271066305091896 0.01945675980821893 0.002169541153390906 0 -0.0060973436036652548 0 0.020769835593667921 0 0 -0.01893671491844692 0 -0.0032423488488164372 -0.017556783154296957 -0.0040648961641766308 0.00034639291138079592 0.0001771114829228076 -0.0012158978697873234 0.022691824825336434 -0.023238625528498605 0
leaf_weight=40.408289989562036 84.47880312280904 17.615843735286035 23.687813519500196 287.94551876630794 112.30020048096776 82.86150192678906 53.913455090485513 15.969407243508613 30.770991919649532 383.68879409446527 145.75614870158461 20.676335291267605 4372.1534704116639 10.809620488716975 213.4982793397503 45.935401579365134 178.158582564065 473.45269298978383 1535.863363628745 113.36863617948256 78.661132336477749 27.396108922082931 802.65454175160266 1955.8554783862328 111.42645358882146 73.325422946363688 17.331324457190931 14.539529099914944 49.732188399226288 11.537510015419683 671.80861143732182 24.50713211582843 31.786235811203369 2.862847194512141 24033.46151214153 145.72870301478542 45.497703890549019 29.792111322618439 29.621004341403022
leaf_count=25228 47712 8663 1293 54869 2558 3183 2375 2281 3854 42740 24515 1877 326593 17853 3356 866 48542 57787 88772 4327 3350 1057 12920 264930 1694 2989 258 3026 13996 1128 163643 38319 5084 1216 1807702 6527 2321 4193 1631
internal_value=0 -0.000249657 0.00381251 0.00568866 -0.000735906 0.00363027 0.0099456 0.00772228 0.00311368 0.0118574 -0.00655676 -0.00547849 -0.000842222 0.0107358 -0.00094844 0.00145104 -0.00131472 -0.00267562 0 -6.56698e-06 0.000320132 -0.0103351 -0.00131431 -0.00529155 0.00893926 0.0150753 -0.0125598 -0.010451 -0.0155069 0.0134156 0.000115341 0.0063025 0.0134576 -0.0095827 5.76541e-05 -0.00262099 0.00455427 -0.00541962 0.0144916
internal_weight=0 11301.3 1347.11 1001.02 346.088 233.788 150.927 875.668 464.473 411.196 176.527 125.356 9954.18 28.4255 9925.76 1190.85 8734.91 4143.33 2009.32 4591.58 4450.81 140.765 865.921 2134.01 324.925 127.239 63.2667 104.68 64.2717 395.226 25099.5 143.635 116.265 27.37 24955.9 922.448 220.847 701.601 75.1187
internal_count=3105228 1026880 185912 173514 12398 9840 6657 129387 83238 46149 28369 44127 840968 26516 814452 19094 795358 460031 146559 335327 329943 5384 14044 313472 5050 5364 1124 42250 17022 43868 2078348 92331 52796 39535 1986017 178315 10479 167836 3952
cat_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=29958172 1 35 9 12 4259844 12648452 1 2359328 1 60 704 265026 512 3146882 640 2 4 19519 13123593 1 833
is_linear=0
shrinkage=0.1


Tree=165
num_leaves=40
num_cat=21
split_feature=1 8 0 3 2 10 0 7 10 2 10 3 3 0 2 0 10 3 6 10 3 3 10 10 2 2 2 0 3 7 0 10 10 0 0 0 10 8 3
split_gain=0.0900442 1.97247 3.73297 3.03545 2.79409 2.5338 2.17081 1.64785 1.63729 1.47941 4.553 4.14236 2.92713 4.05956 4.22896 3.63244 2.38863 2.36926 2.25169 4.68931 3.02479 1.56028 1.62133 1.52256 3.16322 1.48264 1.47315 2.82058 1.74863 1.47315 1.44339 1.43208 2.05266 3.34524 2.37753 1.86334 1.44364 1.3184 2.71695
threshold=0 1 2 13.500000000000002 3 1.0000000180025095e-35 4 5 1.5000000000000002 6 1.5000000000000002 7.5000000000000009 8.5000000000000018 7 8 9 5.5000000000000009 37.500000000000007 10 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 3.5000000000000004 2.5000000000000004 11 12 13 14 1.5000000000000002 15 16 5.5000000000000009 4.5000000000000009 17 18 19 9.5000000000000018 20 1.5000000000000002
decision_type=1 1 9 2 1 2 9 1 2 1 2 2 2 9 1 9 2 2 1 2 2 2 2 2 1 1 1 9 2 1 9 2 2 9 9 9 2 1 2
left_child=26 2 -2 4 8 7 -7 -6 -4 10 11 30 15 14 29 23 17 -15 20 -20 -17 22 -12 25 -25 -11 27 37 31 -14 -3 32 34 -34 -29 -33 -37 38 -1
right_child=1 9 3 -5 5 6 -8 -9 -10 12 21 -13 13 16 -16 18 -18 -19 19 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31 -32 35 33 -35 -36 36 -38 -39 -40
leaf_value=0.017730454621516029 -0.014737765299916947 -0.00018470006845976717 0.019418412413376461 -0.023894510901753634 -0.010097840680320727 0.0056668359940926739 -0.0018819663219263065 0.00043146355058521347 0 0.0071346032416409926 0.020101100995520114 -0.0025607780509999054 0.021603685479199875 0.015280301992619009 -0.016210312175488437 0.00068502857758226008 -0.0069075463856404402 -0.0060083197084763208 0.020560946439163657 0 -0.0030782452048067812 -0.0087869190608708646 -0.0028459218182711821 0 0.019743614810694983 -0.0045888732688610734 -0.00044903090385988576 -0.0086362856203063814 0.0037938755906967818 0 0.027881183870510237 0.0091736448062826759 0.025250436615638534 0 0.0011917341529117543 -0.013501433918031103 0.0010514648474323355 -0.0046661551354878613 -0.0051804509938858647
leaf_weight=58.184830939451786 195.77905208058655 6.85477837594226 75.105897483183071 29.033821962540969 448.81859332183376 480.57556691532955 1369.1264546478633 136.46261323895305 86.252036614343524 185.78900980041362 20.218747860519215 41.212775584310293 27.848309733439237 431.13165686838329 104.16947403619997 3953.4333949636202 27.124555469956249 21.53162564849481 116.90735217463225 434.18079523625784 4346.8662212514319 135.99034674675204 20.832210547523573 105.0441498241853 159.92315528402105 145.84496410074644 14798.528604646606 221.03582425347122 3037.993992509284 17.656478808727115 109.31174767017365 18.558853988408373 50.891195012060052 142.31573827553075 3530.0515993126883 188.56863219244406 41.720447037339909 1001.2648313590053 72.879277277679648
leaf_count=13968 13817 330 1684 598 10687 19347 32252 2828 2670 9426 790 521 617 4962 2700 128423 540 530 3110 19296 85717 3334 944 6745 8086 7733 1701593 44812 274206 336 2561 4225 8384 12768 430089 19655 3789 209551 11841
internal_value=0 -0.000189453 -0.00253074 -0.00130037 -0.00066838 -0.00168289 0 -0.00725394 0.0104775 0.000423667 0.00661881 0.0179954 0.000163074 0.00662268 -0.00566557 -0.000255066 0.0110469 0.0133356 -0.000806526 0.00511654 -0.00125377 -0.00286781 0.00794905 0.00699595 0.0125286 0.00126674 0.000135768 0.00120328 0.0019584 0.0112557 0.0263695 0.000544669 0.00109166 0.0104765 0.000449652 -0.00623415 -0.00952898 -0.00326539 0.00427089
internal_weight=0 13233 2821.15 2625.37 2596.34 2434.98 1849.7 585.281 161.358 10411.9 334.421 157.379 10077.5 629.462 149.674 9447.99 479.788 452.663 8851.39 551.088 8300.3 177.041 41.051 596.601 264.967 331.634 23162 8363.47 7231.14 45.5048 116.167 4193.14 3944.29 193.207 3751.09 248.848 230.289 1132.33 131.064
internal_count=3105465 370584 83883 70066 69468 65114 51599 13515 4354 286701 8480 3412 278221 9685 3653 268536 6032 5492 236546 22406 214140 5068 1734 31990 14831 17159 2734881 1033288 797928 953 2891 523722 496053 21152 474901 27669 23444 235360 25809
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=1 2 2110534 37 8718361 1 20 2623188 264 6886469 2 225 352 649 6903811 1 3136 8397768 8576 8430604 12
is_linear=0
shrinkage=0.1


Tree=166
num_leaves=40
num_cat=22
split_feature=0 3 10 3 8 3 2 10 3 10 1 2 8 0 0 2 10 2 8 0 2 0 3 3 8 10 10 2 10 3 2 8 8 0 1 0 3 3 3
split_gain=0.0978252 0.785199 2.49322 2.37945 1.50614 1.74237 1.42493 1.38303 1.36032 1.22357 1.18371 1.04582 1.18676 0.959314 0.567851 0.482267 0.447086 1.37767 1.4688 1.02241 0.967611 1.04021 0.73341 0.347043 0.323495 0.294792 0.28 0.24285 0.221699 0.208134 2.41359 5.74925 4.48219 2.57615 2.42286 3.19349 2.68654 2.42165 2.34971
threshold=0 8.5000000000000018 1.0000000180025095e-35 14.500000000000002 1 36.500000000000007 2 1.5000000000000002 52.500000000000007 7.5000000000000009 3 4 5 6 7 8 3.5000000000000004 9 10 11 12 13 3.5000000000000004 3.5000000000000004 14 7.5000000000000009 1.0000000180025095e-35 15 4.5000000000000009 8.5000000000000018 16 17 18 19 20 21 9.5000000000000018 48.500000000000007 10.500000000000002
decision_type=9 2 2 2 1 2 1 2 2 2 1 1 1 9 9 1 2 1 1 9 1 9 2 2 1 2 2 1 2 2 1 1 1 9 1 9 2 2 2
left_child=1 9 8 6 -5 -6 7 24 15 11 -8 12 26 -14 23 -3 17 19 -19 -13 21 -18 -22 -11 -4 -9 -1 -7 -28 -2 31 34 33 -32 35 -31 -37 -33 -35
right_child=29 2 3 4 5 27 10 25 -10 14 -12 16 13 -15 -16 -17 20 18 -20 -21 22 -23 -24 -25 -26 -27 28 -29 -30 30 32 37 -34 38 -36 36 -38 -39 -40
leaf_value=0 4.1896814601675644e-05 0 0.0053962616385434172 0.0014141980060140037 -0.026039502330552963 0.0063489798886915893 -0.0085913272280203571 0.026857412156302808 0 0.025232557490954061 0.010167239992841207 0.012573347572207218 0 -0.018006044598771326 0 0.026813653716021946 0.0083615019957792407 0.0028341670112073001 -0.0066537335803296309 0.001587372047281814 -0.007062252380975533 -0.0053505084564150433 0.00066756452891908447 0 -0.0054608521694153103 0 0.011741741710981045 -0.0028312015454029387 0 -0.0091670235146552315 0.0066488972439701921 -0.013958190667312529 0.0042586999083764039 0 -0.006228866147485343 -0.0021933044359979353 0.023233111007615118 0.0039327045860485547 -0.020360620506493898
leaf_weight=5.9223003702500163 31227.197431320252 14.035507322056217 13.986381006485317 32.401989759120625 42.365191690565553 10.654642597422933 59.297827311151195 30.864406300242994 3.5339266850496633 9.8496063123457116 20.747734736651182 67.061526657722425 43.326966056134552 64.184297860794686 14.215793332463365 32.616169460117817 111.08113110170962 191.31179076679837 369.35489167470951 1397.5457773602393 331.31203650444513 28.224535137502244 80.508750211796723 2.3871905870037144 15.76226157869678 0.48980312165804107 11.946437029444494 8.2347247869183793 1.004445752914761 19.318391833512578 37.381135859352071 461.8385374955833 1138.2717364877171 78.006796328176279 60.441029144451022 22.328081095707603 132.6402277162415 46.921362083114218 149.9498095429517
leaf_count=1520 2615729 1022 1468 2854 4700 1131 8125 2549 283 1020 503 7832 16949 27953 1397 2875 12820 22562 47903 148711 34203 2873 6990 196 1370 49 2852 853 182 2529 4377 28476 64981 3074 1069 1343 8966 2705 8379
internal_value=0 0.000570961 0.00530085 0 -0.0104881 -0.0167826 0.00771704 0.0155483 0.0205259 0 0 -0.000274431 -0.00799452 -0.0123629 0.0145979 0.0248637 0.000107095 0.00090493 -0.00294367 0.00261068 -0.00220206 0.00333637 -0.00482029 0.018412 0 0.0258363 0.0032867 0 0.00911194 -1.48035e-05 -0.000966529 -0.00549583 0.00131732 -0.00922327 0.00603051 0.0123361 0.0172534 -0.0114124 -0.0135496
internal_weight=0 3014.23 284.991 234.805 93.6565 61.2546 141.148 61.1029 50.1856 2729.24 80.0456 2702.78 126.384 107.511 26.4526 46.6517 2576.4 2025.27 560.667 1464.61 551.126 139.306 411.821 12.2368 29.7486 31.3542 18.8732 18.8894 12.9509 33374.3 2147.1 743.488 1403.61 265.338 234.728 174.287 154.968 508.76 227.957
internal_count=3105373 363745 27782 23602 9538 6684 14064 5436 4180 335963 8628 333350 49456 44902 2613 3897 283894 227008 70465 156543 56886 15693 41193 1216 2838 2598 4554 1984 3034 2741628 125899 45088 80811 15830 13907 12838 10309 31181 11453
cat_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=25270276 10 116 1 27 4 25264128 8421380 272 416 6 16846848 580 67588 1 360 593 6 2 3408320 1 1048776
is_linear=0
shrinkage=0.1


Tree=167
num_leaves=40
num_cat=23
split_feature=0 10 0 2 3 0 8 8 2 10 10 2 0 2 0 3 10 3 0 3 10 3 8 3 0 3 10 3 2 0 10 2 0 10 0 0 2 8 0
split_gain=0.116547 1.02672 1.52518 0.805678 0.807626 1.72403 2.43922 0.993962 2.78348 1.53296 1.41573 1.3914 1.36953 0.989952 0.951395 0.889305 1.08541 0.747814 0.789749 0.710603 0.678464 0.66437 0.713456 0.706329 0.681541 0.552819 0.543507 0.499965 0.382317 0.248454 0.228151 1.06978 1.64209 0.507879 0.371558 0.194661 0.191834 1.97671 1.35458
threshold=0 9.5000000000000018 1 2 7.5000000000000009 3 4 5 6 3.5000000000000004 3.5000000000000004 7 8 9 10 8.5000000000000018 2.5000000000000004 16.500000000000004 11 19.500000000000004 1.0000000180025095e-35 13.500000000000002 12 4.5000000000000009 13 7.5000000000000009 3.5000000000000004 45.500000000000007 14 15 9.5000000000000018 16 17 16.500000000000004 18 19 20 21 22
decision_type=9 2 9 1 2 9 1 1 1 2 2 1 9 1 9 2 2 2 9 2 2 2 1 2 9 2 2 2 1 9 2 1 9 2 9 9 1 1 9
left_child=1 3 25 17 7 6 13 10 12 -10 14 -12 -9 -6 -5 20 -17 21 -19 -20 -7 22 23 -1 -24 -3 -8 -21 -4 -23 36 33 -33 34 -32 -35 37 -2 -39
right_child=30 2 28 4 5 15 26 8 9 -11 11 -13 -14 -15 -16 16 -18 18 19 27 -22 29 24 -25 -26 -27 -28 -29 -30 -31 31 32 -34 35 -36 -37 -38 38 -40
leaf_value=-0.012063804110175512 -0.0069227552904518111 0.027947806809550932 0.0017940108059301711 0.0085084226183134923 0.015352424575383862 0.014856295449738433 -0.0076848877593512725 0.0094171506664988275 -0.01597516308427439 0.00011801153765881761 0.0055188332935230669 -0.01215209962054307 -0.0013254867669817792 0 -0.00066795186396067835 -0.015490416155191282 0.0005377019384298446 -0.011021118538187304 -0.0040734668588919025 0.016542000722722845 -0.00087509342735411278 0.01464700203542689 -0.00014578084303358766 0 0.0034115506985265215 0 0.0030798969420101816 0 -0.0083727662051698588 0 0.0060659731636823182 0.0056397707979723441 -0.013280404800475647 0 -0.00068103889732642608 -0.0085002597827390225 -8.8994019550507706e-05 0.0036737576588952723 -0.0039002612261022037
leaf_weight=43.46291604853468 217.04975269239731 17.566449017875133 8.0806019497686048 288.69679615628411 186.5273379831342 3.0524626164769861 81.243570578109939 79.204336346519995 177.83336186631459 32.853497619507834 20.42020588926971 68.438234557077521 2873.1928688610678 21.222009366960265 87.007669726153836 67.834865075084963 14.539668944256844 52.396511067578103 6.4527646757196662 12.866634177888047 11.24624886116362 23.374447682639584 606.31997454122757 26.485307364026085 1448.9065887300821 0.90149333252338593 10.523320146225158 3.4744472341844803 13.338765608583346 11.542165912920607 158.0906009801547 16.694645354175009 119.37244338379242 1.3723033207934348 18.257649743987713 12.300337411637882 27974.929569102074 1359.1100345633531 215.05158676943756
leaf_count=5149 32371 2065 976 42855 19679 391 9007 16125 132131 19009 3625 7410 342358 4477 13763 12821 1615 5061 903 1805 1657 2411 70958 2133 173498 96 1006 403 1536 1086 9950 2554 9229 154 2496 1267 1865405 197630 88466
internal_value=0 0.000414366 0.0125592 0.000230389 -0.000559842 0.00339973 0.00732083 -0.00110017 -0.00179564 -0.012018 0.00282929 -0.0057573 -0.00081501 0.0129794 0.00594486 -0.00538958 -0.0106034 0.00176859 -0.00578316 0.00175146 0.00349768 0.00225213 0.00175534 -0.005477 0.00223616 0.0211751 -0.003264 0.0120513 -0.000982359 0.013083 -5.45981e-05 -0.00257726 -0.00850122 0.00121317 0.0041771 -0.00647734 -1.43452e-05 0.000964242 0.00238218
internal_weight=0 6299.01 39.8873 6259.12 4023.84 396.189 299.516 3627.65 3163.08 210.687 464.563 88.8584 2952.4 207.749 375.704 96.6732 82.3745 2235.28 75.1904 22.7938 14.2987 2160.09 2125.17 69.9482 2055.23 18.4679 91.7669 16.3411 21.4194 34.9166 30092.2 326.088 136.067 190.021 176.348 13.6726 29766.1 1791.21 1574.16
internal_count=3105531 896009 4673 891336 627929 50653 34169 577276 509623 151140 67653 11035 358483 24156 56618 16484 14436 263407 8172 3111 2048 255235 251738 7282 244456 2161 10013 2208 2512 3497 2209522 25650 11783 13867 12446 1421 2183872 318467 286096
cat_boundaries=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=29472966 8421510 160 8394820 9 12 836 540 77824 344 4196546 8394820 8 69638 624 8388674 198 2622208 2098209 263184 21 4 2376744
is_linear=0
shrinkage=0.1


Tree=168
num_leaves=40
num_cat=17
split_feature=0 10 2 10 7 2 2 10 8 8 7 3 3 3 3 3 10 3 10 3 10 3 3 0 1 3 10 10 3 0 2 2 10 2 8 6 10 10 0
split_gain=0.107029 1.39195 0.955068 0.835799 3.19867 1.6933 1.31835 2.74448 1.78214 1.58012 1.3414 1.16333 1.13948 0.787898 0.665198 0.486916 0.47205 0.905718 0.888695 0.472024 0.442925 0.284927 0.194873 1.12708 1.44186 1.31173 1.1007 1.30818 0.858249 1.65656 1.06091 0.665215 0.894703 0.6548 0.927531 1.95998 1.93559 0.65786 0.867882
threshold=0 9.5000000000000018 1 1.0000000180025095e-35 2 3 4 1.5000000000000002 5 6 7 5.5000000000000009 17.500000000000004 2.5000000000000004 3.5000000000000004 3.5000000000000004 2.5000000000000004 4.5000000000000009 1.5000000000000002 1.5000000000000002 5.5000000000000009 6.5000000000000009 20.500000000000004 8 9 113.50000000000001 4.5000000000000009 1.0000000180025095e-35 16.500000000000004 10 11 12 6.5000000000000009 13 14 15 4.5000000000000009 1.5000000000000002 16
decision_type=9 2 1 2 1 1 1 2 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 9 1 2 2 2 2 9 1 1 2 1 1 1 2 2 9
left_child=1 3 -3 4 5 -1 8 11 16 20 13 -8 -13 -10 -6 -11 18 -18 -5 -12 -9 -4 28 33 25 26 27 -25 -2 30 -30 -31 -33 34 35 36 -24 38 -35
right_child=22 2 21 6 14 -7 7 9 10 15 19 12 -14 -15 -16 -17 17 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 29 31 -32 32 -34 37 -36 -37 -38 -39 -40
leaf_value=0 -3.8822886163473576e-07 0 0.030784682461293462 0 -0.017317443475971132 0.011953935584515483 0 0.014235077364581473 -0.004616051678096986 0 -0.0039743229215862845 -0.014413258105214403 0 -0.021947668737546944 0 0.0060171323128990727 0 0.012009992576765447 -0.0099074983156810879 0.0079350505982495548 0 0 0.019052436903992866 0 -0.0019542498304736438 0 0 0.029456034768743058 -0.0018657000095275399 0 0.014489619064594226 -0.017322663241418429 0 0.0011424430482026699 -0.0039592299170372307 -0.0073554084343101615 -0.0048286730669088312 0.00035430357044152094 -0.011349850116375865
leaf_weight=127.32497835849063 33263.100333482231 6.5940131050883792 5.8983275944774487 137.18124272486602 37.166238100500777 262.97716688768196 189.31027458493918 175.63484533069277 153.72343874900253 396.38575996585132 23.929122872883454 126.12038207013393 31.294159028009744 67.895127171912463 20.765352503396571 136.32251342342352 346.35367908663466 42.389958180370741 94.524133552098647 31.437600356061012 15.485426205952534 0.40729606174863864 96.697119628923247 27.676820109598339 24.857401532353833 8.8654123135493119 5.0407624006038523 45.407342318882002 35.614918633073103 47.797082719567697 18.812553992029279 111.54606829537079 1.3224329578224558 23.876086883887183 46.507544635242084 18.402614019432804 8.3954382828669605 60.683211860916344 115.79472798306961
leaf_count=26898 2736077 732 821 18535 4146 39979 30524 24373 15060 59349 3409 18513 5249 8875 1483 14794 34188 4197 11940 2383 2065 37 3618 2900 785 805 602 5586 3011 1596 1597 4252 78 2209 2842 2521 406 3701 5101
internal_value=0 0.000662125 0.0186298 0.000218973 0.00405548 0.0079196 -0.000552461 0.00161422 -0.00340983 0.00527304 -0.0095382 -0.00499644 -0.010595 -0.0131018 -0.0123864 0.00140626 0 0.00181823 -0.0035704 0 0.012416 0.0229737 -1.45437e-05 0.00190679 0.0092846 0.0155316 0.0195532 0.0225344 -5.28576e-05 -0.00594972 0.00435357 -0.0108107 -0.0143169 -0.00032454 0.0029998 0.00778291 0.0142753 -0.00442324 -0.00822341
internal_weight=0 2429.12 12.8996 2416.22 448.234 390.302 1967.99 1070.55 897.434 723.829 276.985 346.725 157.415 221.619 57.9316 532.708 620.449 388.744 231.705 55.3667 191.12 6.30562 33960.4 482.204 111.848 86.9903 78.1249 73.0842 33478.2 215.093 54.4275 160.666 112.869 370.357 170.003 123.495 105.093 200.354 139.671
internal_count=3105237 327550 1590 325960 72506 66877 253454 154867 98587 100581 29727 54286 23762 23935 5629 74143 68860 38385 30475 5792 26438 858 2777687 31076 10678 9893 9088 8486 2746611 10534 4608 5926 4330 20398 9387 6545 4024 11011 7310
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=25264134 208 1 153 769 1 10 1 2894888 1 1835352 224 136 198 9 2 526344
is_linear=0
shrinkage=0.1


Tree=169
num_leaves=40
num_cat=18
split_feature=0 2 3 3 3 8 8 3 10 8 3 2 2 10 3 3 3 10 10 3 2 10 10 7 8 0 2 4 10 3 10 2 10 2 2 0 8 10 10
split_gain=0.111083 1.17031 1.59746 1.48688 1.02296 0.995791 0.979353 0.745902 0.661472 0.606433 0.591334 0.475477 0.462532 1.14535 0.425255 1.42148 0.401637 0.352674 0.339832 0.29255 0.375264 0.283868 0.687632 0.261649 0.252571 4.50811 3.24525 1.84219 2.28223 1.2112 1.14017 1.80413 1.36555 0.644403 0.37252 1.12516 1.20186 1.6229 0.907468
threshold=0 1 5.5000000000000009 5.5000000000000009 13.500000000000002 2 3 18.500000000000004 2.5000000000000004 4 3.5000000000000004 5 6 1.5000000000000002 2.5000000000000004 3.5000000000000004 24.500000000000004 3.5000000000000004 16.500000000000004 4.5000000000000009 7 5.5000000000000009 3.5000000000000004 8 9 10 11 12 1.0000000180025095e-35 88.500000000000014 2.5000000000000004 13 1.0000000180025095e-35 14 15 16 17 1.0000000180025095e-35 5.5000000000000009
decision_type=9 1 2 2 2 1 1 2 2 1 2 1 1 2 2 2 2 2 2 2 1 2 2 1 1 9 1 1 2 2 2 1 2 1 1 9 1 2 2
left_child=1 2 5 6 12 19 -3 17 9 -5 21 14 -4 -14 -7 -16 -11 23 24 20 -1 22 -8 -6 25 26 30 28 33 -30 32 -32 -2 -27 35 36 38 -38 -26
right_child=18 3 4 8 7 11 10 -9 -10 16 -12 -13 13 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 34 27 -28 -29 29 -31 31 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0 -0.0046314382566689906 -0.01300269105892133 0 0 0.019989734763537839 0.0098141581703379572 0.0016521500693448988 -0.0011738722858449764 -0.00051304278467879558 0.015602777208900154 -0.0090582191349949208 0 -0.019468458740632025 0 -0.007001409501979485 0.0096797794722540409 0 0 -0.0079044215742657391 0 -0.0094425257623499976 0.0077846268481303223 -0.0079668503333903996 0 -0.00056796595110525589 0.0037035580195323155 0.008887895527337793 0.0063397274245673265 -0.023607129212303315 0 -0.020813535756990742 0 0.0059024319066304926 -0.0077541759447530808 -0.00021933729902262004 0.00093697701203096636 0.0016335370013555225 -0.0072190673555834646 0.007297361361748478
leaf_weight=12.665800796923575 256.80426549900221 94.188544475575327 14.937390611157753 11.512708788679447 6.6167265287949721 385.50608580605331 205.52149179912158 8.3633622947963868 21.996718373498879 65.565265670913504 48.747286643920233 163.1039088638463 52.561941112595377 34.637769726570696 61.753282943333033 73.970385416672798 4.9550442253239444 0.97948332433588792 25.085732369348989 4.1418989734956986 46.989562948452658 16.330058090708917 68.699136474053375 0.62038700352422882 1298.7994868471615 58.096698824083433 354.11638844657864 9.1895691133104247 146.13108398107579 3.6923992231022558 37.663732369779609 79.795041664503515 185.37658813991584 44.795266754648765 21442.548084002705 10101.470119968202 221.90465590752137 600.27170310500514 132.58521716773976
leaf_count=2124 9001 16671 1861 1300 975 52538 46773 1073 2608 6388 5619 26392 7378 4339 5951 7701 559 110 2761 482 6074 2597 10913 52 160967 5829 18295 402 19093 308 2277 4787 8862 6056 1806639 742743 27477 65186 14022
internal_value=0 0.000854538 0.00322366 -0.00240531 -0.005505 0.00519457 -0.00538239 0.00482024 0.00601031 0.0101063 -0.00118601 0.00643355 -0.0101653 -0.0119878 0.0079145 0.000386234 0.0125859 0.0149035 -4.00171e-05 -0.00306345 -0.00668236 0 -0.000319519 0.0179629 -1.90472e-05 -0.00143985 0.00170794 -0.012187 -0.0149542 -0.0218746 -0.00262475 -0.0102865 0 0 2.31592e-05 0.000467573 -0.00148535 -0.00445208 8.95281e-05
internal_weight=0 1404.36 866.848 537.516 118.717 748.131 433.487 16.58 104.03 82.033 339.298 684.334 102.137 87.1997 521.23 135.724 70.5203 8.2166 34998.3 63.7973 59.6554 290.551 274.221 7.23711 34973.2 1175.66 913.756 261.905 252.715 149.823 559.64 117.459 442.181 102.892 33797.6 12355 2253.56 822.176 1431.38
internal_count=3105183 210478 117050 93428 15788 101262 82573 2210 10855 8247 65902 92582 13578 11717 66190 13652 6947 1137 2894705 8680 8198 60283 57686 1027 2891944 74910 43222 31688 31286 19401 24927 7064 17863 11885 2817034 1010395 267652 92663 174989
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=20025348 842 4 2 4 328 514 520 1 8 8653091 226 1 32 344 161 4982033 1
is_linear=0
shrinkage=0.1


Tree=170
num_leaves=40
num_cat=20
split_feature=3 3 0 2 10 10 5 10 2 6 0 0 3 3 10 8 3 0 10 3 3 3 0 2 3 3 10 10 0 8 10 10 6 0 8 0 8 2 2
split_gain=0.107977 0.223013 1.62433 2.25641 2.11203 1.517 1.50685 1.55315 3.02982 2.23993 3.583 2.18366 1.40927 1.15683 0.976721 0.870354 0.798827 0.535559 0.507973 0.621555 0.429422 0.367979 7.10446 1.79619 0.36086 0.392637 0.327803 0.320889 0.310497 0.30858 0.288144 0.257271 2.3616 9.21384 6.92442 2.65456 2.18755 1.22725 0.875848
threshold=70.500000000000014 11.500000000000002 0 1 2.5000000000000004 1.0000000180025095e-35 2 1.5000000000000002 3 4 5 6 29.500000000000004 40.500000000000007 5.5000000000000009 7 29.500000000000004 8 4.5000000000000009 31.500000000000004 18.500000000000004 10.500000000000002 9 10 13.500000000000002 32.500000000000007 5.5000000000000009 1.0000000180025095e-35 11 12 7.5000000000000009 1.0000000180025095e-35 13 14 15 16 17 18 19
decision_type=2 2 9 1 2 2 1 2 1 1 9 9 2 2 2 1 2 9 2 2 2 2 9 1 2 2 2 2 9 1 2 2 1 9 1 9 1 1 1
left_child=1 21 6 5 15 24 7 9 16 11 -11 -3 26 14 -7 20 -9 -10 19 -6 -5 31 30 -24 -4 -26 28 -17 -8 -25 -23 32 35 34 -34 37 -37 -1 -33
right_child=-2 2 3 4 18 13 12 8 17 10 -12 -13 -14 -15 -16 27 -18 -19 -20 -21 -22 22 23 29 25 -27 -28 -29 -30 -31 -32 38 33 -35 -36 36 -38 -39 -40
leaf_value=0.0070995934461058957 -0.0026138756165731223 0.0033069514690283589 0 0.010960962996201669 0.029777607871079272 -0.021721161819793965 0 0.019702533448176445 -0.006006612743521743 0.0024302810507786533 -0.026618865192837522 -0.012162427851080645 0.00089062472580593826 0.00085866766858946344 0 0 0 0.004040077849713144 0 0 0 0.023692558656227665 0.0025083156648031467 0 0.013626873316151214 0 0 -0.0076618438963764954 -0.020734909696652752 -0.018423670310195966 0 -0.0043123243477236643 0.023605782265836078 -0.013917315617102348 -0.0046303333872511126 0.0011030118247381275 -0.00220863401255695 0 0.00029202889468629782
leaf_weight=553.95362169051077 123.50904260089737 490.32230865923339 6.9765119123039794 100.61631829749967 48.2203872888349 49.21473329764558 1.3426145664416254 107.12419814534951 112.79857972502941 47.805786109500332 44.991882963542594 68.615434958803235 16.200157939296332 3.6792204907978876 1.7140655617695291 27.804931559367105 12.375051118899135 13.537794086703796 19.935526774614118 4.3899982409202485 53.890003075648565 45.198748272348894 23.795218276551168 9.3533672054763883 19.747835585731085 3.4099107428919515 12.717600578209383 39.72528835828416 43.470587083545979 153.14559869730147 0.54797077283728768 374.52416443721813 230.82134105839941 113.28944447161484 93.662112867474207 2662.0694936221844 6754.3849174985262 290.39921588622747 23613.808183656492
leaf_count=59011 7972 14219 659 10582 3645 4700 161 3855 3471 10463 5141 7826 1622 703 171 2075 705 1210 1668 408 6079 4381 1692 395 1722 269 664 4240 3220 7934 68 165643 20275 18346 10246 193950 648542 47611 1829838
internal_value=0 3.17071e-05 0.00128049 0.00656014 0.0107496 -0.00437551 -0.000675318 0.000305014 0.00688524 -0.00193077 -0.0142429 0.00022536 -0.0122034 -0.0137789 -0.0184696 0.00339843 0.0163054 -0.00241381 0.0237953 0.0276468 0.00745579 -9.0682e-06 -0.00374688 -0.0132918 0.00532132 0.00999588 -0.0183595 -0.00273104 -0.0209329 -0.0171254 0.0201293 1.05111e-05 -0.000387295 0.00650032 0.0150187 -0.000728397 -0.00123999 0.00444404 0.000200681
internal_weight=0 36269.6 1350.63 379.325 294.582 84.7423 971.302 897.571 245.836 651.735 92.7977 558.938 73.731 54.608 50.9288 222.037 119.499 126.336 72.5459 52.6104 154.506 34919 232.041 186.294 30.1343 23.1577 57.5308 67.5302 44.8132 162.499 45.7467 34686.9 10698.6 437.773 324.483 10260.8 9416.45 844.353 23988.3
internal_count=3105382 3097410 89478 36921 28697 8224 52557 46890 9241 37649 15604 22045 5667 5574 4871 22976 4560 4681 5721 4053 16661 3007932 14470 10021 2650 1991 4045 6315 3381 8329 4449 2993462 997981 48867 30521 949114 842492 106622 1995481
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=867234 545 2 704 2 791042 67744 5 264226 10570632 531 256 8 2 9511908 9 4784144 2 904 10
is_linear=0
shrinkage=0.1


Tree=171
num_leaves=40
num_cat=23
split_feature=3 0 10 3 2 1 3 3 10 3 2 2 10 3 10 8 6 0 2 0 3 0 2 10 2 0 6 2 0 3 0 10 10 0 3 2 0 2 2
split_gain=0.0898913 0.202948 0.81339 0.610094 0.917329 0.549748 0.197968 0.188307 0.17116 0.132926 0.429034 0.412896 0.329193 0.206676 0.108177 2.30459 2.13331 5.54199 3.88038 3.18585 2.32909 2.0503 2.96622 2.12048 1.84927 1.7009 1.58216 6.15685 5.58986 3.99233 1.93209 3.35894 1.76574 3.38867 2.80698 2.4039 2.2349 1.71985 1.68892
threshold=70.500000000000014 0 2.5000000000000004 100.50000000000001 1 2 149.50000000000003 66.500000000000014 6.5000000000000009 119.50000000000001 3 4 3.5000000000000004 137.50000000000003 2.5000000000000004 5 6 7 8 9 3.5000000000000004 10 11 4.5000000000000009 12 13 14 15 16 12.500000000000002 17 1.0000000180025095e-35 1.0000000180025095e-35 18 9.5000000000000018 19 20 21 22
decision_type=2 9 2 2 1 1 2 2 2 2 1 1 2 2 2 1 1 9 1 9 2 9 1 2 1 9 1 1 9 2 9 2 2 9 2 1 9 1 1
left_child=7 2 -2 4 -3 6 8 14 -4 10 12 13 -5 -11 26 16 19 18 -18 24 -19 -17 23 -23 -16 -24 32 28 -28 -30 -29 -32 36 35 -35 -34 37 -1 -38
right_child=1 3 5 9 -6 -7 -8 -9 -10 11 -12 -13 -14 -15 15 21 17 20 -20 -21 -22 22 25 -25 -26 -27 27 30 29 -31 31 -33 33 34 -36 -37 38 -39 -40
leaf_value=-0.0026485076932774589 -0.0050880877916930824 0 0.021628970463731648 0.015209000920819064 -0.018009476753795134 0 0 0.0069848548939352431 0 0 -0.000204239272955155 -0.008769113607949703 0 0.0068170239801060893 0 -0.011641722740024759 -0.0020831741406301999 -0.0088284655742723352 0.011098148687013908 -0.00081639520768878406 0.0062587350730178102 0.0071131981083052166 0.0029355691534343744 -0.0033323885647664887 0.0094300957297651661 -0.0052413483891866203 0.010842254986803079 0 -0.00058487924664941081 -0.020647410722019321 0.0028810535285699046 -0.017098343364156842 -0.0018247761694578199 -0.0003363872765329587 -0.011704005796888975 0.0033191676070183779 -0.0034580770698243489 0.0049254515728199416 -0.0002359734199421647
leaf_weight=317.33991214534763 16.110757138871126 16.771030330331996 4.4773090071976176 12.89455136656761 16.775518747512251 1.5302354984451083 0.4557388057000934 8.8360174428671581 0.36583850462920953 14.719230003887789 4.9366908716619973 15.121757740795145 2.9352980838157228 16.11110096424818 315.12394455347385 212.54395357250542 245.00458792116842 354.82195004222376 818.38839610814466 7467.9493913217957 91.52805255583371 495.16735464923113 228.85303419371485 240.87342340161922 475.2641421157241 1567.5656835613772 377.75223782873945 106.76938710309878 1670.1976842526929 78.817580875882413 64.277603654501945 410.22843349880714 960.01375714417372 2862.7202152425089 212.19617277020006 6222.9663200756986 2171.3658064248339 1163.5723317447355 7134.0742969604344
leaf_count=56756 1384 1033 408 682 1355 73 43 530 43 677 411 854 213 789 36497 40545 34168 62792 109090 468390 10760 40984 29353 20852 53439 100824 42482 47261 179886 9355 13168 116129 66192 314280 19018 308304 173906 148168 594235
internal_value=0 -0.00240622 0 -0.00455993 -0.0120593 0.0137274 0.018771 1.80825e-05 0.0203415 0 0.00476804 -0.00151845 0.00987347 0.000960601 2.34759e-06 -0.00022659 0.000469156 0.00389418 0.00782387 -0.000132055 -0.00480472 -0.00278048 -0.0017507 0.00326396 0.00570208 -0.00399504 0.000135704 -0.00210724 0.0003176 -0.00197942 -0.0108774 -0.0135189 0.000441157 0.00138564 -0.00131873 0.00258384 -0.000430667 0.00307823 -0.00103152
internal_weight=0 123.205 22.9399 100.265 33.5465 6.82912 5.29889 36274.2 4.84315 66.7186 20.7665 45.9521 15.8298 30.8303 36265.4 12513.1 9768.08 1509.74 1063.39 8258.34 446.35 2745 2532.46 736.041 790.388 1796.42 23752.3 2708.04 2126.77 1749.02 581.275 474.506 21044.2 10257.9 3074.92 7182.98 10786.4 1480.91 9305.44
internal_count=3105329 7965 1951 6014 2388 567 494 3097364 451 3626 1306 2320 895 1466 3096834 1007694 775136 216810 143258 558326 73552 232558 192013 61836 89936 130177 2089140 408281 231723 189241 176558 129297 1680859 707794 333298 374496 973065 204924 768141
cat_boundaries=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=8389336 56 1 368 452 5 2 2437490 65 14189260 7885888 589 278 8725248 2 960 1058564 22303382 3758176 522 29982746 545 260
is_linear=0
shrinkage=0.1


Tree=172
num_leaves=40
num_cat=17
split_feature=3 0 10 10 2 8 3 3 0 10 2 2 3 3 5 3 3 2 10 3 3 3 4 10 3 10 10 0 3 10 10 10 0 2 4 8 0 2 8
split_gain=0.110305 0.362804 0.829706 0.77348 0.379548 0.268729 0.274375 0.261231 1.78529 3.45984 3.58885 2.5311 2.21806 3.73107 1.46404 1.7036 1.14783 1.10179 1.74475 1.53584 1.75879 1.03081 0.71353 0.495648 0.366633 0.35169 0.321385 0.296597 0.25286 0.25952 0.228721 0.223618 1.91992 1.65005 1.837 1.24019 1.16366 3.00357 1.05629
threshold=74.500000000000014 0 1.0000000180025095e-35 2.5000000000000004 1 2 191.50000000000003 11.500000000000002 3 2.5000000000000004 4 5 12.500000000000002 18.500000000000004 6 29.500000000000004 23.500000000000004 7 2.5000000000000004 23.500000000000004 36.500000000000007 20.500000000000004 8 1.5000000000000002 12.500000000000002 9.5000000000000018 8.5000000000000018 9 82.500000000000014 6.5000000000000009 5.5000000000000009 2.5000000000000004 10 11 12 13 14 15 16
decision_type=2 9 2 2 1 1 2 2 9 2 1 1 2 2 1 2 2 1 2 2 2 2 1 2 2 2 2 9 2 2 2 2 9 1 1 1 9 1 1
left_child=7 3 -3 4 -2 -4 -7 31 14 11 30 16 -13 -14 17 22 24 19 23 21 -21 -9 25 -19 -10 -16 -12 -20 -5 -30 -11 -1 33 -33 35 -35 37 -34 -38
right_child=1 2 5 28 -6 6 -8 8 9 10 26 12 13 -15 15 -17 -18 18 27 20 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 -32 32 36 34 -36 -37 38 -39 -40
leaf_value=0.00012238513256156009 0.00060711440042851355 0.00011933989490348297 0 0 -0.0087919705400139221 -0.016659299085036317 0 0.0031528407675322744 0 -0.0083531147711975225 0.030988306630832352 -0.008347782167560866 0.021233079264043237 -0.0016993224021892392 -0.024062710606187355 0.0021629899147738202 0 -0.0017782428508657027 0 -0.014209235419974204 0.0060148679890487181 0.019736161962453619 0 0.0070074755348861796 -0.020036430063254389 0 0 -0.016781209494304779 0.017807486074254274 0 0 -0.0053184357039107281 -0.0056584903586642575 0.0061480437262828418 0.011246425944236284 -0.0024584792459495918 -0.0020136008020119694 0.016205614201946657 0.00063979203382403865
leaf_weight=22692.145660371556 2.6945734693435952 30.152207864332013 9.4179427112685516 0.80121568124741216 16.696866543032236 45.20360634411918 2.2160060411551958 321.45998191458057 14.119637592288198 20.758999143843543 75.210711461084429 37.904158281162381 113.94935219586478 89.473128249956062 44.002063494670438 16.592281190954964 17.149141243105987 306.19773473900568 6.6120505386497825 60.981470656814054 32.820936077652732 36.4343914501369 8.6335940626449865 49.287177322083153 49.026131783175515 1.3645343509269867 2.1609667401062316 48.492632248264272 8.8854830042691866 0.70827841549180526 3.3197185921017072 1264.3773355094236 57.722414972569823 135.81092497552163 92.085770464502275 1426.8842585200655 1833.0277397335667 111.57049115986592 7320.3344484739209
leaf_count=2015057 251 979 539 78 1483 3310 136 14458 1620 1749 5842 3867 11081 9285 3437 1675 2694 16663 426 3982 2025 1371 183 1789 5660 88 213 1418 652 78 344 153542 14747 15202 3941 153443 134025 30028 487912
internal_value=0 -0.00274697 -0.00606502 0.000960165 -0.00349366 -0.0124068 -0.0135515 0 0.00134642 0.00651005 0.0203905 9.74913e-05 0.00599522 0.0109392 -0.000872204 -0.0123642 -0.0112418 0.000106693 -0.00312732 0.00366962 -0.00496693 0.0070103 -0.0195777 0 -0.0173563 -0.0228444 0.0276115 -0.0160614 0.0133572 0.0156808 -0.00406472 -5.34234e-05 -0.000403261 -0.00263238 -0.000325932 -0.00139726 0.000271385 0.00766071 6.93493e-05
internal_weight=0 116.776 86.9898 29.7864 19.3914 56.8376 47.4196 36289.9 1355.95 423.072 101.45 321.622 241.327 203.422 932.879 70.5925 80.2949 862.286 410.59 451.697 93.8024 357.894 54.0002 355.485 63.1458 45.3666 77.3717 55.1047 10.395 9.59376 24.0787 34934 12241.8 2919.16 1654.78 1562.7 9322.66 169.293 9153.36
internal_count=3105273 7506 4964 2542 1734 3985 3446 3097767 89870 42355 8148 34207 24233 20366 47515 5383 9974 42132 20296 21836 6007 15829 3708 18452 7280 3525 6055 1844 808 730 2093 3007897 992840 326128 172586 168645 666712 44775 621937
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=8391322 776 8 866978 561 579 2 714 1 526336 1596949 216 1 4 106504 268 2
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
adm_past_year=1410
anmdc_ra=1380
agegroup_rm=1181
count_proc=1137
pat_remoteness=454
cc_congestive_heart_failure=308
cc_renal_disease=228
flag_emergency=202
cc_acute_myocardial_function=199
drg_type_m=157
indstat_flag=91

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

end of parameters

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