tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=8
objective=cross_entropy
feature_names=agegroup_rm mental_health anmdc_ra flag_emergency adm_past_year count_proc cc_depression pat_remoteness indstat_flag
feature_infos=-1:7:6:3:5:2:8:4:0:1:9 -1:0:1 -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 -1:1:0 [0:295] [0:48] -1:0:1 -1:0:1:2:3 -1:0:1
tree_sizes=4241 4047 4070 4087 4099 4089 4067 4154 4081 4132 4092 4151 4196 4188 4199 4188 4159 4216 4166 4161 4228 4186 4157 4119 4202 4145 4247 4187

Tree=0
num_leaves=40
num_cat=20
split_feature=0 1 1 0 2 3 3 0 3 6 2 2 2 5 4 3 6 0 4 5 0 3 4 4 2 4 4 4 5 5 5 4 2 5 5 4 4 5 5
split_gain=9809.67 7578.6 1692.39 2168.42 973.585 428.457 268.098 235.608 106.129 94.1161 91.6765 78.1294 75.795 45.1077 33.7642 29.7258 17.955 15.4041 16.4673 13.2828 13.0389 13.0362 7.39045 6.97877 6.68432 6.11618 8.02828 4.60366 4.49355 3.2356 2.53402 1.61284 1.42669 1.2126 0.992531 0.886561 0.867674 0.768947 0.731459
threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 8.5000000000000018 1.0000000180025095e-35 13 14 15 1.5000000000000002 15.500000000000002 16 17 22.500000000000004 33.500000000000007 18 1.0000000180025095e-35 9.5000000000000018 74.500000000000014 14.500000000000002 2.5000000000000004 7.5000000000000009 2.5000000000000004 19 12.500000000000002 21.500000000000004 19.500000000000004 1.0000000180025095e-35 11.500000000000002 4.5000000000000009
decision_type=1 1 1 1 9 1 1 1 1 1 9 9 9 2 2 1 1 1 2 2 1 1 2 2 9 2 2 2 2 2 2 2 9 2 2 2 2 2 2
left_child=1 5 7 4 6 10 13 8 12 15 22 16 25 -4 34 28 20 18 -9 23 33 -11 30 -3 36 29 -27 -19 -6 -2 -1 -26 -16 -5 -14 -12 -7 -10 -23
right_child=2 19 3 11 9 24 -8 17 37 21 35 -13 14 -15 32 -17 -18 27 -20 -21 -22 38 -24 -25 31 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-7.3476951446233709 -7.5557255433181751 -6.7153045631440111 -6.8753383105215802 -7.4784575025844227 -7.3734530513467957 -7.5881562722137614 -7.5717118923920115 -7.6601382353083798 -7.6530832527283073 -7.5334672280916015 -7.505669467177329 -7.6537419195290859 -7.6390394076629118 -7.5881562722137614 -7.5654411573823213 -7.5791374353210976 -7.59650671247062 -7.6829645946835816 -7.6127413790333733 -7.5881562722137614 -7.5969047935064538 -7.6030348646721695 -7.5881562722137614 -7.5881562722137614 -7.6252758047154421 -7.4881527068408484 -7.5881562722137614 -7.5881562722137614 -7.5881562722137614 -7.5896921089540754 -7.5848493741819363 -7.5881562722137614 -7.5881562722137614 -7.5881562722137614 -7.5881562722137614 -7.5881562722137614 -7.5694102784433159 -7.5881562722137614 -7.5881562722137614
leaf_weight=214.04888447001576 41.719660666654818 170.22720369725721 50.334654742910061 19.113458875741347 69.447607717302162 11.022578597301619 8.6413009464158659 422.51565345248673 263.2928159039584 61.130589535750914 156.8193002382759 357.56348512455588 124.60451412119437 1.141313443891703 67.538336025259923 14.022573598311281 23.451562945498154 2698.0867351180059 164.81102385226404 0.14215827913721923 10.404367148526946 22.852069846645467 1.1666085113538418 0.26104509620927174 73.31168222281849 59.983205275668297 6.1967856268747701 2.980770749738439 0.50741905329050396 16.708909762790427 3.877733841945882 26.045319163065869 46.995199936558492 0.36020176066085596 0.024789166112895056 0.38144961732905258 18.83571903500706 0.60101080290041764 5.1784062108490607
leaf_count=423104 82466 336483 99495 37781 137275 21788 17081 835174 520443 120835 309980 706785 246302 2256 133501 27718 46356 5333227 325777 281 20566 45171 2306 516 144913 118567 12249 5892 1003 33028 7665 51483 92894 712 49 754 37232 1188 10236
internal_value=-7.58816 -7.24388 -7.64175 -7.49492 -7.27686 -7.45478 -7.00599 -7.66664 -7.60747 -7.46393 -7.40417 -7.63675 -7.57342 -6.88427 -7.60617 -7.39515 -7.54675 -7.67724 -7.64819 -6.71676 -7.51116 -7.55308 -7.36013 -6.71607 -7.60718 -7.52052 -7.49584 -7.68248 -7.37505 -7.56606 -7.34979 -7.61715 -7.57127 -7.49817 -7.6384 -7.51021 -7.57795 -7.65281 -7.59685
internal_weight=0 676.14 4560.21 644.149 233.256 505.509 60.1173 3916.06 627.665 173.139 376.294 410.893 363.771 51.476 239.163 83.9776 53.3296 3288.39 587.327 170.63 29.878 89.1611 219.093 170.488 129.215 124.609 66.18 2701.07 69.955 58.4286 217.927 99.357 114.534 19.4737 124.629 157.201 29.8583 263.894 28.0305
internal_count=10350532 1336505 9014027 1273270 461070 999225 118832 7740757 1240687 342238 743809 812200 719056 101751 472746 165996 105415 6500070 1160951 337280 59059 176242 433075 336999 255416 246310 130816 5339119 138278 115494 430769 196396 226395 38493 246351 310734 59020 521631 55407
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=768 1 1 192 265218 2 2 128 2 1 10751810 264195 11353602 2 1 64 56 2 262840 468
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=21
split_feature=0 1 2 3 1 0 0 2 2 2 3 2 5 4 3 0 3 0 4 6 0 5 4 5 4 4 4 4 5 4 4 5 3 4 0 2 4 4 4
split_gain=5860.41 3678.63 1015.57 513.622 341.451 306.07 294.022 88.4058 71.6793 62.3559 53.4625 48.4562 43.7048 30.1442 29.3187 27.1487 24.4983 18.4523 15.8924 15.732 11.8344 8.51475 6.478 5.26582 4.70932 4.56335 4.23353 5.93747 3.89421 3.0347 2.41872 2.18778 1.90918 1.83386 1.62632 1.22078 1.18809 1.06541 0.975176
threshold=0 1 2 3 4 5 6 7 8 9 10 11 7.5000000000000009 1.0000000180025095e-35 12 13 14 15 1.5000000000000002 16 17 7.5000000000000009 18.500000000000004 14.500000000000002 1.5000000000000002 74.500000000000014 9.5000000000000018 1.0000000180025095e-35 1.0000000180025095e-35 63.500000000000007 14.500000000000002 8.5000000000000018 18 40.500000000000007 19 20 1.0000000180025095e-35 7.5000000000000009 21.500000000000004
decision_type=1 1 9 1 1 1 1 9 9 9 1 9 2 2 1 1 1 1 2 1 1 2 2 2 2 2 2 2 2 2 2 2 1 2 1 9 2 2 2
left_child=1 3 12 5 17 11 7 16 19 26 23 21 14 -11 29 37 30 18 -2 20 -8 22 -1 -4 32 -19 27 -7 -17 -3 -6 -30 -9 -13 -10 -15 -12 -5 -38
right_child=4 2 10 15 6 9 8 24 34 13 36 33 -14 35 -16 28 -18 25 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 31 -31 -32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=0.2106130667218937 -0.070034232492872259 0.59755999506627866 0.23336486195452677 0.042199166274671567 0.21148463355486352 0.020263974066344812 0.08316239034303595 0.0061629675444726528 -0.020292451815350509 -0.048170340271779501 0.0026509854445519259 0.090423128859634494 0.0059714336494472182 0.020969941186443925 0.064340091077474085 0 0 -0.094289268105156837 -0.023002657750279314 -0.0080148020052759165 -0.0085841411087399649 0 0 0 0.034198413910974432 0 0 0.086906717818910822 -0.060312837175363579 0 0 0 -0.01938700671622029 0 -0.072404987900519954 0 0.06838948526178705 0 0
leaf_weight=151.54496486519929 393.19861092121573 157.1979916957207 353.85036175098503 12.190061286848502 50.887777842057403 59.776696647517383 21.687208664196078 37.799436848436017 85.407809079915751 118.4535920266062 16.745845849916805 293.39948611537693 3.0247469433234064 69.08842809475027 10.154473195318131 17.885293999221176 6.9981374272610983 2454.2621884271794 160.8124884259887 23.256744840648025 10.313832963933235 1.4902296606451262 0.75233579322229971 0.52131317107705299 28.855758611287456 2.980770749738439 6.1967856268747701 66.284875364217442 339.9843101928127 0.063682507956399514 0.7663682033889917 3.1037707610812495 14.648665924556552 0.70016746735200186 249.47864810877945 46.995199936558492 29.963304796779997 1.0969891885761178 1.2879388937726606
leaf_count=235594 835174 137069 363706 24462 58726 115494 38493 65122 180255 246351 22641 502501 3157 133501 11934 36968 13702 5333227 325777 46356 20566 2936 1394 924 50942 5892 12249 118567 707086 74 929 6367 29131 1384 526530 92894 38218 2164 2075
internal_value=0 0.145857 0.348132 0.0431863 -0.0752519 0.0868797 -0.000782996 0.106107 -0.0461083 0.0135244 0.213218 0.138524 0.547595 -0.0166294 0.581205 -0.0505716 0.17465 -0.0883731 -0.0577895 0.0385408 0.0709368 0.196666 0.209331 0.232913 0.0129016 -0.0937584 0.0601831 0.0671981 -0.0559008 0.597323 0.209785 -0.0595713 -0.00179214 0.0873175 -0.063498 0.0156464 0.0576418 0.0313515 0.0664798
internal_weight=0 1761.75 572.81 1188.94 3541.35 814.683 530.1 139.956 390.144 366.796 402.369 447.887 170.441 234.537 167.416 374.26 58.6523 3011.25 554.011 55.2578 32.001 153.788 152.297 354.372 81.3039 2457.24 132.258 126.062 360.973 157.262 51.6541 343.088 52.4481 294.1 334.886 116.084 47.9971 13.2871 31.2512
internal_count=10350532 2819710 579798 2239912 7530822 1462865 1030752 218552 812200 719056 427564 743809 152234 472746 149077 777047 73357 6500070 1160951 105415 59059 239924 236988 364630 145195 5339119 246310 234061 750421 137143 59655 713453 94253 503885 706785 226395 62934 26626 40293
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=896 1 2050 2 1 768 64 2887170 264195 11353602 2 10489346 2 512 2 64 1 56 2 32 468
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=20
split_feature=0 1 3 1 2 2 0 0 0 2 2 3 4 0 0 2 4 5 6 4 2 4 4 4 4 5 4 5 4 5 4 5 4 3 0 4 4 4 2
split_gain=4467.99 1739.44 396.441 333.076 279.238 247.349 198.458 89.7607 52.9153 51.3935 31.9533 30.7915 27.4425 25.3503 21.3679 22.9237 13.9123 13.6832 10.1023 8.19457 5.05201 4.51965 4.33012 4.03404 3.69961 3.51217 3.49342 3.4499 3.17563 3.06071 2.51677 2.06429 1.8984 1.88676 1.20652 2.35554 1.19848 1.1855 1.13768
threshold=0 1 2 3 4 5 6 7 8 9 10 11 1.0000000180025095e-35 12 13 14 3.5000000000000004 9.5000000000000018 15 1.0000000180025095e-35 16 74.500000000000014 1.0000000180025095e-35 40.500000000000007 9.5000000000000018 1.0000000180025095e-35 9.5000000000000018 4.5000000000000009 1.0000000180025095e-35 6.5000000000000009 2.5000000000000004 8.5000000000000018 33.500000000000007 17 18 1.5000000000000002 7.5000000000000009 1.0000000180025095e-35 19
decision_type=1 1 1 1 9 9 1 1 1 9 9 1 2 1 1 9 2 2 1 2 9 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 9
left_child=1 2 6 14 17 8 10 18 11 26 22 29 -11 -4 15 36 -17 -3 20 33 24 -16 27 -24 -7 -15 28 -1 -8 -5 38 -27 -21 -6 35 -9 37 -2 -20
right_child=3 4 13 5 19 7 9 34 -10 12 -12 -13 -14 25 21 16 -18 -19 30 32 -22 -23 23 -25 -26 31 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.088854503156049883 0 0.26546820767782131 0.030069361226672149 0.18313573168895741 0.03767121838369844 0.079139692656203353 0.019175152841871355 -0.029854356169897196 -0.010008096363853802 -0.046299498604460948 0.051018545660726222 0 0.014867783225661242 0 -0.093724023053561201 -0.070363138443019627 -0.0089653784590568632 0 0.0017698748008356494 0.10701114820768723 0 0 0.16582848735672509 0 0 -0.058053815562352187 0 0.0065247428795598209 0.075587575814333119 0 0.020182417540829174 0 0 0 -0.070001924300152382 0 -0.0062843662331682412 0.021964523669959463 -0.016841969145068032
leaf_weight=131.97679278103169 21.624278167728335 602.06003857194446 13.811922149790917 63.218988230859395 67.269311266310979 36.41400065284688 60.59602691110922 54.074832111655269 24.436020707536954 113.29103828090592 182.41652593266917 9.2248067365144362 117.94281652435893 17.885293999221176 2233.6114345442329 408.02752289408818 63.337474978849059 3.6906989190611048 12.070339399331713 112.91902333521284 16.229663222038653 2.980770749738439 177.22624452738091 0.66728387965122138 2.4669519449234931 320.10305435975897 6.1775613756035446 18.802102200570516 71.918427516706288 4.1202195141813709 11.597652174124958 3.1037707610812495 0.58069327403791149 9.8974018032313307 233.0078584853909 30.106971833971329 11.609273421781834 19.18734654263244 28.5255894404836
leaf_count=175999 49260 400362 26626 73446 57396 53567 114734 116323 47058 247111 303465 17558 227052 36968 5333227 914781 131293 3780 20288 103466 26875 5892 236780 1319 3931 707086 12211 26246 117948 5220 20317 6367 1077 13717 528257 64800 24065 41552 53112
internal_value=0 0.113721 0.0378673 -0.0733444 0.2268 0 0.0732629 -0.0356741 0.115542 0.0126564 0.111153 0.14787 -0.0152441 -0.0480812 -0.0873198 -0.0555216 -0.0624951 0.260197 0.0336906 0.0828446 0.0573979 -0.0931449 0.134559 0.164975 0.0647701 -0.0535953 0.0538518 0.083034 0.059939 0.178338 0 -0.0572904 0.106173 0.0333466 -0.0611249 -0.0195044 0.00384665 0.0129498 -0.0107931
internal_weight=0 2032.34 1235.92 3285.87 796.417 525.494 881.015 424.494 101 369.926 511.089 76.564 231.234 354.904 2760.38 523.786 471.365 605.751 107.304 190.666 55.1106 2236.59 328.672 177.894 38.881 341.092 138.692 150.779 132.514 67.3392 52.1936 323.207 113.5 77.1667 317.19 84.1818 52.4209 40.8116 40.5959
internal_count=10350532 2819710 2239912 7530822 579798 1030752 1462865 887470 143282 719056 743809 96224 474163 777047 6500070 1160951 1046074 404142 178090 175656 84373 5339119 440344 238099 57498 750421 244893 202245 232682 78666 93717 713453 104543 71113 709380 181123 114877 90812 73400
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=896 1 2 1 10751762 264194 768 64 112 11345410 10751814 2 512 64 21757955 1 3671896 2 32 525348
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=21
split_feature=0 1 6 1 3 0 0 2 2 2 4 2 0 0 2 0 3 6 4 0 4 4 3 5 4 4 5 5 5 5 5 3 5 0 4 4 5 5 4
split_gain=3518.86 939.354 517.127 321.857 312.667 208.084 139.331 95.8375 56.9877 52.4368 52.0339 29.22 24.2174 23.7415 20.7149 16.2958 15.4557 13.9045 12.4143 9.62788 9.43835 8.68091 8.64503 5.24753 4.47234 4.11269 3.42783 3.14628 2.04026 1.95707 1.94278 1.89617 1.87645 1.73444 2.1454 1.5821 3.98731 1.04495 1.02998
threshold=0 1 2 3 4 5 6 7 8 9 1.0000000180025095e-35 10 11 12 13 14 15 16 3.5000000000000004 17 1.5000000000000002 11.500000000000002 18 7.5000000000000009 74.500000000000014 1.5000000000000002 15.500000000000002 1.0000000180025095e-35 4.5000000000000009 9.5000000000000018 8.5000000000000018 19 11.500000000000002 20 1.5000000000000002 1.5000000000000002 6.5000000000000009 1.5000000000000002 7.5000000000000009
decision_type=1 1 1 1 1 1 1 9 9 9 2 9 1 1 9 1 1 1 2 1 2 2 1 2 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2
left_child=1 4 26 12 6 9 29 21 17 16 15 28 14 -6 38 -9 32 19 -16 -7 -12 23 35 -8 -14 31 -3 -15 -4 -1 -29 -11 -5 34 -10 -13 -37 -27 -2
right_child=3 2 11 5 13 8 7 10 33 25 20 22 24 27 18 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 37 -28 30 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.15669073169283401 0.011109190358908304 0.21300542258199387 -0.017617525651562622 0.15955874707564269 0.029058429398942893 0.070380278716281927 0.097099006045040431 0.0071110893462187491 -0.028183011987539298 0.0080115157404345907 0.01418213783881783 0.044503592745299442 -0.093109093375273955 0 -0.068262256656590803 -0.037113710571664307 0 -0.010759443390656286 -0.0087858444970943233 -0.0082110460923209769 0.057464887932796832 0 4.5920087084356376e-05 0 0 0 0 -0.055770396627313618 0.0086698590892715904 0 0 -0.017705102102082433 0 -0.068832511346235012 0 0.10017544742477913 0 0.040161172250492615 -0.0067623807278203579
leaf_weight=134.35890516015934 42.883701055165147 667.61944874620531 50.035113772377372 60.8917293085251 14.233093968476169 26.311561904440168 236.27094242558815 134.49687494355021 52.120532071916386 45.888206842180807 131.94678557594307 162.14954487333307 2033.9316290594288 17.885293999221176 379.10931691911537 123.6989699457481 6.2474430669099084 24.892638119112235 62.058409507444594 10.109543254657181 167.43554996728199 6.5347827339428468 26.943194812163711 3.1877447231672695 2.980770749738439 13.884743575181345 0.3897895360714746 302.0644192705513 6.8006287267780854 0.35092596849426527 3.1037707610812495 14.951238859852308 0.32834010280202974 216.39216121489881 29.995188936707564 77.326307520444971 2.6901011058362192 21.35890815773746 11.822525664174462
leaf_count=175017 94587 360792 45879 48627 26626 38493 320674 194083 115653 71758 210992 90947 5333227 36968 911902 275866 12079 46356 129799 20566 268605 11523 29207 5521 5892 21812 728 707086 6271 584 6367 30194 494 526530 64602 44137 1837 33588 24663
internal_value=0 0.0917364 0.163682 -0.0713614 0.0336747 0 0.0630064 0.0414779 -0.0420149 0.0821908 0.0152411 0.0526626 -0.0861865 -0.0455866 -0.0532003 -0.0157345 0.134409 0.0302522 -0.0603439 0.059553 0.0423288 0.0894489 0.0641713 0.0955088 -0.0924782 0.0145891 0.212831 -0.0512853 -0.0081681 0.147206 -0.054987 0 0.158624 -0.0595656 -0.0181411 0.0717699 0.0970944 0.0333093 0.0023954
internal_weight=0 2269.52 993.954 3056.16 1275.57 523.372 938.281 803.572 359.822 163.551 557.578 325.945 2532.79 337.287 495.874 258.196 67.4675 61.3137 441.168 36.4211 299.382 245.993 269.109 239.459 2036.91 96.0831 668.009 323.053 56.8357 134.71 305.168 60.8394 61.2201 298.508 82.1157 242.166 80.0164 35.2437 54.7062
internal_count=10350532 2819710 579798 7530822 2239912 1030752 1462865 1287264 812200 218552 949546 218278 6500070 777047 1160951 469949 61200 105415 1041701 59059 479597 337718 166128 326195 5339119 157352 361520 750421 52150 175601 713453 101952 49121 706785 180255 136921 45974 55400 119250
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=896 1 1 1 2 64 512 11013122 264195 2624514 4268205 64 512 21823491 256 2 1 56 2 2 32
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=21
split_feature=0 1 1 6 3 0 0 2 4 2 6 2 0 2 0 4 2 4 2 4 5 3 3 4 3 4 5 5 2 4 4 5 4 5 6 4 5 4 5
split_gain=2826.38 560.015 310.776 250.836 246.982 177.618 111.484 93.2152 36.7373 33.4948 30.5207 29.8786 26.8395 23.0008 22.1774 20.5273 19.0247 15.1891 12.8839 10.8399 8.12109 6.14117 6.06575 4.54421 4.43054 4.42119 3.03312 2.79842 2.76658 2.27151 2.58167 2.19868 1.95769 1.89066 1.83196 1.83068 1.82384 1.63444 1.45914
threshold=0 1 2 3 4 5 6 7 1.5000000000000002 8 9 10 11 12 13 1.0000000180025095e-35 14 2.5000000000000004 15 1.5000000000000002 9.5000000000000018 16 17 1.0000000180025095e-35 18 74.500000000000014 3.5000000000000004 1.0000000180025095e-35 19 9.5000000000000018 1.0000000180025095e-35 11.500000000000002 12.500000000000002 4.5000000000000009 20 7.5000000000000009 8.5000000000000018 14.500000000000002 6.5000000000000009
decision_type=1 1 1 1 1 1 1 9 2 9 1 9 1 9 1 2 9 2 9 2 2 1 1 2 1 2 2 2 9 2 2 2 2 2 1 2 2 2 2
left_child=1 4 12 8 6 7 11 10 28 29 22 37 16 33 -6 -11 35 -18 -7 26 -10 -15 31 -13 38 -14 -9 -16 -3 30 -8 -4 -20 -5 -21 -2 -29 -1 -12
right_child=2 3 5 13 14 18 9 19 20 15 24 23 25 21 27 -17 17 -19 32 34 -22 -23 -24 -25 -26 -27 -28 36 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.10519941322648861 0.018500517829196192 0.13401908017565228 0.16085746875324503 -0.01670770050635843 0.028067684364941323 0 0.012871257101162173 -0.026630313135942271 0.20034645151970665 -0.0427415429283046 0.038457297758386196 0.016300661030751434 -0.092440879559162359 0.062515342833332807 0 0.010358082457600211 -0.067615028791822157 -0.011293779686158528 -0.070665971062268088 0.035454587760717887 0 4.3746178664604417e-05 0 0.053991911262354302 -0.008267189374995253 0 0.00095337206122601446 -0.053472327982922979 0.053055629081516967 0 0.056450371055240367 0 0 0.0084953140550322655 0 -0.0066484591199136344 0 0 0
leaf_weight=338.26470269839047 30.747288808925077 424.40144855249673 58.140812273777556 49.163569272321183 14.652289903431665 34.346049202984432 65.650711082969792 76.252410821005469 275.40878828527639 104.40094736494939 37.855130343843484 117.82223962829448 1853.2288500951254 257.62370665569324 17.885293999221176 124.88794756232528 343.21775826241355 86.068822005734546 201.54354783319286 34.949971816968173 2.016849201580043 26.944429214752745 5.0133612330828319 150.45748907962115 7.0603375868813592 2.980770749738439 29.416746005357709 285.69255914795212 123.84154333290644 6.2692537414259268 83.735809699341189 0.38056705283815873 7.0613101988856206 6.8596910175401709 26.8958847632166 10.700881016644415 3.1037707610812495 1.8213033779757086 1.6741187625739247
leaf_count=359999 67042 163721 54234 45879 26626 61855 114410 146850 122015 247435 38606 171816 5333227 136921 36968 227777 884308 187128 518788 59686 1662 29207 9469 209517 14245 5892 55761 707086 74122 12128 117306 638 18099 6271 50393 22473 6367 2477 2128
internal_value=0 0.0756237 -0.0692878 0.125634 0.0297842 0 0.0542318 0.051671 0.155103 0.00866974 0.109736 0.0794487 -0.0849737 0.0466117 -0.0431122 -0.0142604 -0.0508928 -0.057206 -0.0572723 0 0.199026 0.0563314 0.153295 0.0403946 0.0239662 -0.0917544 -0.0182273 -0.0489808 0.123186 0.0399902 0.0443265 0.159736 -0.0662443 -0.0073889 0.0262576 0.00679276 -0.0526711 0.101974 0.0351211
internal_weight=0 2480.9 2847.53 1166.26 1314.64 520.59 993.31 277.639 825.669 384.945 110.124 608.366 2326.94 340.591 321.334 229.289 470.735 429.287 242.951 167.515 277.426 284.568 63.5347 268.28 46.5896 1856.21 105.669 306.682 548.243 155.656 149.387 58.5214 208.605 56.0233 61.8459 41.4482 288.796 340.086 39.5292
internal_count=10350532 2819710 7530822 579798 2239912 1030752 1462865 432010 361520 719056 119320 743809 6500070 218278 777047 475212 1160951 1071436 598742 312690 123677 166128 64341 381333 54979 5339119 202611 750421 237843 243844 231716 54872 536887 52150 110079 89515 713453 362476 40734
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=896 1 1 1 2 96 768 2624514 11279874 1 11276038 64 4268205 512 2 17137671 2 2 2 10750226 1
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=22
split_feature=0 1 1 3 0 6 0 2 4 2 0 2 6 0 0 2 2 5 2 4 4 2 5 4 5 4 4 4 3 3 5 5 2 5 4 5 2 5 5
split_gain=2317.65 366.213 299.382 196.551 153.211 147.046 82.5457 72.5055 57.9571 43.1708 29.2599 28.2357 26.415 20.6636 20.1292 18.8792 18.2901 17.9336 12.1513 11.4678 11.049 8.89135 7.96292 7.06577 6.31608 4.69011 4.36601 3.96056 3.83691 3.00304 2.98726 2.47013 2.45756 2.23274 1.81499 1.70802 1.64636 1.49727 1.32093
threshold=0 1 2 3 4 5 6 7 1.5000000000000002 8 9 10 11 12 13 14 15 6.5000000000000009 16 3.5000000000000004 1.5000000000000002 17 4.5000000000000009 1.5000000000000002 3.5000000000000004 14.500000000000002 74.500000000000014 14.500000000000002 18 19 5.5000000000000009 1.0000000180025095e-35 20 3.5000000000000004 12.500000000000002 8.5000000000000018 21 12.500000000000002 5.5000000000000009
decision_type=1 1 1 1 1 1 1 9 2 9 1 9 1 1 1 9 9 2 9 2 2 9 2 2 2 2 2 2 1 1 2 2 9 2 2 2 9 2 2
left_child=1 3 10 6 7 11 -1 12 9 22 16 17 25 -5 -11 30 -2 -3 -6 -18 33 27 -8 24 -17 37 -12 -10 -25 38 -7 -15 -23 -9 -20 -33 -22 -4 -14
right_child=2 5 4 13 18 15 8 20 21 14 26 -13 29 31 -16 23 19 -19 34 -21 36 32 -24 28 -26 -27 -28 -29 -30 -31 -32 35 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.10550708207439406 0.0031648450052622077 0.15924271050817765 0.1317580353130175 0.027097977413672453 0 0.066445893092592065 0.066756219880749978 -0.028128811333169329 0.09503964996279933 0.013227518639941448 -0.091715735746322483 0.087244082062117714 0.031689669562559274 0 -0.025401011360603343 -0.019062256967907084 -0.064248696227773225 0.0086163846034440061 -0.068810582147245988 -0.0071708778874577288 0.029924965565354955 0 0 0.03861399428720394 0.021505529536290729 0 0 0 -0.0021810465130920231 -0.006111491676627394 0.0012422517006505057 -0.051169492089477769 0.033572242402427961 0 0 0 0 0 0
leaf_weight=170.12852466531331 53.031127704918617 399.87819563434459 76.526713419763837 15.068899712583516 34.346049202984432 168.60262646758929 107.2705865962198 70.129774336150149 126.82994057360338 256.55936528631719 1689.6982304869744 537.70362188428408 41.33749364526011 17.885293999221176 203.83406509767519 82.273079752922058 333.28250132407993 15.983982280828057 187.80289085299592 61.534992283035535 38.489532574400073 21.924659695418086 19.335124270408414 52.177763330400921 25.109097449050751 2.3123641766142091 2.980770749738439 4.1597906115348442 9.8585667039733362 7.2744346025865516 18.35904990171548 270.82858319600928 133.6199076953344 27.799516056780703 7.0613101988856206 3.1037707610812495 20.581025056890212 0.34376823739148576 3.6675016003719056
leaf_count=175601 114877 105068 64991 26626 61855 76629 134220 143018 142804 322657 5333227 250837 40500 36968 424498 64471 914781 5615 518788 131293 68225 29605 25028 35558 19918 3482 5892 7323 11088 14791 10614 707086 201129 54273 18099 6367 38230 590 3910
internal_value=0 0.0639106 -0.0671288 0.0264027 0.000359752 0.101377 0.0469898 0.0466635 0.0306295 0.0111145 -0.0836774 0.121855 0.0923561 -0.0406692 -0.00393868 0.0406016 -0.0485855 0.151693 -0.0550876 -0.0558782 -0.00105788 0.0657857 0.0547913 0.00874445 -0.00476793 0.12795 -0.0909699 0.0870744 0.0302737 0.0190285 0.0597299 -0.0466918 0.0288149 -0.0210894 -0.064265 -0.0503526 0.0245822 0.131012 0.0279109
internal_weight=0 2660.49 2658.2 1350.55 517.672 1309.95 1043.66 288.462 873.533 586.999 2140.53 953.566 131.462 306.887 460.393 356.38 447.849 415.862 229.21 394.817 157 286.534 126.606 169.419 107.382 79.1828 1692.68 130.99 62.0363 52.2794 186.962 291.818 155.545 97.9293 194.864 273.932 59.0706 76.8705 45.005
internal_count=10350532 2819710 7530822 2239912 1030752 579798 1462865 432010 1287264 906403 6500070 361520 128264 777047 747155 218278 1160951 110683 598742 1046074 303746 380861 159248 131035 84389 69063 5339119 150127 46646 59201 87243 750421 230734 197291 536887 713453 106455 65581 44410
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=896 1 1 2 96 1 512 2886658 9176070 64 2050 1 512 256 2100482 21757955 17137671 2100994 2 2 29368329 8397628
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=23
split_feature=0 1 3 2 0 4 4 1 2 0 3 0 0 2 1 7 6 2 2 0 4 5 6 4 4 7 4 1 4 5 5 7 5 5 5 5 5 2 5
split_gain=1922.43 286.095 260.6 181.84 132.458 57.6129 46.5406 44.8542 44.487 31.4936 22.3471 21.6541 19.2051 17.3106 15.3585 10.7174 10.179 9.02487 8.03913 7.6071 6.88571 6.20724 5.23237 4.94182 4.75574 4.40049 4.30658 3.64756 3.27698 2.9756 2.89536 2.80175 2.16258 1.92601 1.87735 1.85076 1.82414 1.75716 1.59582
threshold=0 1 2 3 4 1.0000000180025095e-35 1.5000000000000002 5 6 7 8 9 10 11 12 13 14 15 16 17 4.5000000000000009 7.5000000000000009 18 1.5000000000000002 15.500000000000002 19 74.500000000000014 20 14.500000000000002 3.5000000000000004 9.5000000000000018 21 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 8.5000000000000018 9.5000000000000018 22 8.5000000000000018
decision_type=1 1 1 9 1 2 2 1 9 1 1 1 1 9 1 1 1 9 9 1 2 2 1 2 2 1 2 1 2 2 2 1 2 2 2 2 2 9 2
left_child=2 9 3 6 10 11 27 12 16 13 17 22 -4 -2 37 23 19 28 25 -6 -15 24 31 -7 -8 -9 -11 29 -3 -1 -25 -5 -14 -16 -17 -36 -29 -13 -34
right_child=1 4 7 5 8 15 21 18 -10 26 -12 14 32 20 33 34 -18 -19 -20 -21 -22 -23 -24 30 -26 -27 -28 36 -30 -31 -32 -33 38 -35 35 -37 -38 -39 -40
leaf_value=0.055190263910460426 0 0.095061585216153682 0.026150024940202427 0 0.057972056897913675 0.038847284195717154 0.12942629726644586 0.055882063618643132 -0.054237655622690277 -0.090929980630457444 -0.0061989331842801044 -0.041777604419007151 0 -0.061308215027706864 -0.00087913917509684992 0.0049343636533633693 -0.010047487839739279 0.0083635565860813287 -0.0072698178817475201 -0.0078059395608436628 -0.0063448868605501217 0 -0.00090108770085628107 0.076341107157912605 0 0 0 0.084510512769930934 0 0.011740198731348414 0 0.03048278462911562 -0.048871746478270389 0.024370009708392433 0.035697534227933501 0 0 0 0
leaf_weight=217.94421298679663 67.604131936852355 113.44690594199346 15.482337157183792 21.951469519524835 31.514544012316037 228.31186730298214 402.71352891181596 47.188542720250553 259.15952690230915 1541.7062630077999 27.553592762968037 78.457981731364271 17.885293999221176 313.46050202858169 13.36649769800715 100.43687001580838 24.45855656688218 48.555886293295771 23.590416872466449 9.8895830356050265 45.787293819303159 4.5348578940029247 47.603630167373922 321.29319751658477 5.9846177648287258 22.889402095141122 2.980770749738439 510.36541173723526 1.8618424581945863 57.654296456603333 2.1041830950416616 290.71469479968073 257.32884611599729 41.518654751533177 56.888902008708101 2.3303475357824928 1.4622084837756109 25.919770327484002 3.1037707610812495
leaf_count=240775 155215 88855 26626 21162 38493 225143 205198 33158 706785 5333227 54412 199209 36968 907326 13215 111379 46356 73158 22906 20566 98410 3669 24540 288786 8169 19130 5892 145832 2127 66178 2216 261386 707086 35648 50963 2359 1155 60487 6367
internal_value=0 -0.0649125 0.0547878 0.0670364 0.000580689 0.0371624 0.094695 -0.0193404 -0.0364813 -0.082294 0.0602104 0.0105099 -0.0382684 -0.04627 -0.0167478 0.0555113 0.0246474 0.0752616 0.0324845 0.0484063 -0.0546974 0.12691 0.023516 0.0626019 0.128118 0.0434201 -0.0901209 0.0745429 0.087245 0.0491272 0.0755734 0.0285487 -0.0444279 0.0165492 0.0190927 0.0321495 0.0841967 -0.0375211 -0.0480414
internal_weight=0 2487.98 2819.03 2431.56 516.44 1230.9 1200.66 387.469 325.022 1971.54 191.418 519.533 293.8 426.852 159.263 711.365 65.8627 163.865 93.6684 41.4041 359.248 413.233 360.27 551.709 408.698 70.0779 1544.69 787.426 115.309 275.599 323.397 312.666 278.318 54.8852 159.656 59.2192 511.828 104.378 260.433
internal_count=10350532 7530822 2819710 1967469 1030752 1296493 670976 852241 812200 6500070 218552 615647 777047 1160951 308559 680846 105415 164140 75194 59059 1005736 217036 307088 516145 213367 52288 5339119 453940 90982 306953 291002 282548 750421 48863 164701 53322 146987 259696 713453
cat_boundaries=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=896 1 2 10750982 64 1 264195 64 2 768 512 23920643 1 5 1 12062226 12852594 56 1 9 1 4 440
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=19
split_feature=0 3 2 0 1 0 1 4 2 4 6 1 4 2 6 0 4 5 4 4 2 4 4 5 2 5 5 5 5 2 2 0 0 4 5 4 5 5 5
split_gain=1642.58 393.531 214.975 78.3475 92.0856 63.5927 58.2887 43.9948 40.1988 32.2455 20.7962 17.2614 13.0534 12.8052 9.45517 8.71152 7.84052 7.27296 6.42908 6.61981 6.03965 4.7148 4.24272 3.9178 3.73899 2.92614 2.7759 2.34972 2.43585 2.14468 2.10808 1.41102 1.02559 1.56733 0.898346 0.75852 0.713787 0.612274 0.454146
threshold=0 1 2 3 4 5 6 1.5000000000000002 7 1.0000000180025095e-35 8 9 1.0000000180025095e-35 10 11 12 1.5000000000000002 4.5000000000000009 1.0000000180025095e-35 10.500000000000002 13 14.500000000000002 74.500000000000014 8.5000000000000018 14 3.5000000000000004 1.0000000180025095e-35 4.5000000000000009 1.0000000180025095e-35 15 16 17 18 1.5000000000000002 21.500000000000004 115.00000000000001 7.5000000000000009 9.5000000000000018 6.5000000000000009
decision_type=1 1 9 1 1 1 1 2 9 2 1 1 2 9 1 1 2 2 2 2 9 2 2 2 9 2 2 2 2 9 9 1 1 2 2 2 2 2 2
left_child=1 2 7 10 9 13 22 17 15 34 12 -7 24 18 30 38 25 -1 -3 -20 -11 23 -2 -9 -4 -12 -16 28 -13 -18 -6 -15 33 36 -5 -14 -10 -19 -8
right_child=6 5 3 4 14 11 8 21 32 20 16 27 35 31 26 -17 29 37 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.072692594338106209 -0.09007992891211837 0 0.037559075990230367 -0.047768196049111922 0 -0.062571783738769024 0.044500277214871341 0.120810533260253 -0.026381705664202733 -0.010196348317131537 -0.016731274485609401 0.0092246008346924483 0.063884924265456042 0.0023515466869857946 -0.0034078128903739313 -0.015068768103980333 0.037031025664043711 0.029933875057207598 0.056044052820809591 -0.0055789381170906387 0.016118441825631599 0 0 0 0.004322769976793428 0.010292757397409461 0.022206705334304175 0.0153748029885141 -0.021375072572561386 0 0.06065822423403007 -0.019251600172456397 -0.061469202480293639 0 0 0 0 0 0
leaf_weight=564.21054460768937 1407.7745025474869 29.442342336667934 328.83443675137823 216.816397860297 7.493654563324526 370.41458156896988 49.557880566280801 378.75925469506183 46.041876807110384 140.31029479618883 73.094076338689774 2.9575436754967077 566.06696009763982 8.8425099455052987 31.053895646240562 14.153549295035189 38.013081357232295 127.41817049190286 66.066894917748868 4.9454924218589431 123.56084043483133 7.4915622343542045 2.980770749738439 1.6374063029361412 86.429739330662414 26.161838750063907 71.410551447945181 13.328429910063276 46.271789188933326 15.182253616163505 177.06396518117981 51.591906843328616 167.48764448001748 30.138605427957373 0.073218342673498138 0.4502585472073396 1.8193392495741125 1.7735494050721161 3.7077194452285758
leaf_count=323746 5333227 52093 245242 587906 8199 1059182 69806 171891 111363 283932 35802 4389 404976 12021 40880 29895 14991 59484 99803 10674 224128 10583 5892 1888 95447 12214 84818 19908 75909 7642 137852 110225 526530 64602 186 710 4290 2492 5714
internal_value=0 0.0372921 0.0521731 0.0303376 0.004656 -0.035299 -0.0804106 0.0873971 -0.0352988 -0.0213397 0.0467156 -0.0537342 0.0524167 0.0153972 0.0471907 0.0228385 0.00833498 0.0665319 0.0337586 0.0484002 0.00169407 0.118616 -0.0898229 0.120173 0.0330132 -0.00655162 0.0131653 -0.000649635 -0.0129535 0.0320638 0.0602009 -0.013426 -0.0520426 -0.0152831 -0.0473787 0.0637612 -0.0242499 0.0291134 0.0382705
internal_weight=0 3577.17 2983.31 1902.02 767.783 593.861 1723.66 1081.29 312.907 480.761 1134.23 432.972 981.781 160.889 287.022 67.4191 152.451 693.402 100.455 71.0124 263.871 387.888 1410.76 380.397 415.264 99.2559 102.464 62.5578 49.2293 53.1953 184.558 60.4344 245.487 77.9998 216.89 566.517 47.8612 129.192 53.2656
internal_count=10350532 4199213 2755009 2184925 1367901 1444204 6151319 570084 812200 1096152 817024 1159388 746375 284816 271749 105415 70649 385722 162570 110477 508060 184362 5339119 173779 340689 48016 125698 100206 80298 22633 146051 122246 706785 180255 588092 405686 115653 61976 75520
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=960 2 3074 768 1 768 1 264195 1 1 12851642 1 56 12583145 11273052 11535312 4272257 512 32
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=19
split_feature=0 3 2 1 1 0 0 4 2 6 4 1 2 0 2 0 4 4 4 4 5 4 4 4 2 4 5 7 0 7 5 4 5 0 4 5 5 4 5
split_gain=1412.31 308.141 155.238 58.8027 58.4273 56.8644 56.2879 46.6797 35.9175 25.5633 21.4961 16.3638 14.9924 11.087 10.6975 7.93387 7.28237 7.09329 5.23479 5.7515 4.2403 4.17427 3.98462 3.81967 3.15552 2.00214 1.90698 1.90401 1.33291 1.21458 1.04213 1.00728 0.981518 0.977861 1.42473 0.972189 0.939621 0.743907 0.70345
threshold=0 1 2 3 4 5 6 1.5000000000000002 7 8 1.0000000180025095e-35 9 10 11 12 13 1.5000000000000002 14.500000000000002 1.0000000180025095e-35 10.500000000000002 4.5000000000000009 74.500000000000014 3.5000000000000004 1.5000000000000002 14 1.0000000180025095e-35 3.5000000000000004 15 16 17 12.500000000000002 3.5000000000000004 9.5000000000000018 18 1.5000000000000002 14.500000000000002 21.500000000000004 1.5000000000000002 7.5000000000000009
decision_type=1 1 9 1 1 1 1 2 9 1 2 1 9 1 9 1 2 2 2 2 2 2 2 2 9 2 2 1 1 1 2 2 2 1 2 2 2 2 2
left_child=1 2 7 5 21 13 14 12 15 35 36 -8 32 29 18 -6 -15 30 -3 -20 -14 -2 -12 26 25 -13 -11 -25 -16 -4 -9 -27 -1 34 -10 -5 -7 -17 -26
right_child=4 6 3 9 8 10 11 17 33 23 22 24 20 16 28 37 -18 -19 19 -21 -22 -23 -24 27 38 31 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.023155251853287335 -0.089161983982832538 0 0.056543161413907174 0.053487985409056298 0.038122804673019095 -0.049183955118704749 -0.06034431727452455 0.092330174673315862 -0.02306506737977361 -0.010158088154943994 -0.010155582152797512 -0.001341291061093192 0.063829023923416731 0 0.0023079424098490313 -0.018452072644214512 0.02990293913071785 0 0.050099887373808216 -0.0055045303542369424 0.026942072644030958 0 0.015887468732054936 0.02772641116229746 -0.020210084775596618 0.03383019941764704 0.010495862913797688 0 -0.018374593657433061 0 0 0 0 -0.059519271273352548 0 0 0 0 0
leaf_weight=271.6622636646498 1286.5646652488795 29.442342336667934 92.168134418083355 494.88875537313288 44.679651352809742 170.60766855021939 347.96235917368904 582.95064601468039 46.663411766639911 90.058713795384392 156.89807675484917 7.4982504637737319 615.10777166919434 214.6896692160517 8.8632859960198402 16.587546156166358 109.25274747563526 12.258973875636 69.86392241390422 4.9180239983543279 132.68256312891026 2.980770749738439 52.812838952231687 51.52695007197326 37.646037588710897 10.343871719000161 34.202231591800228 21.361826713604387 50.609711277735187 24.990884285187349 0.38620761985657637 3.993796397408004 1.9337972284411069 157.5083293482603 30.138605427957373 0.71827671950450067 0.053007665264884873 8.1919417756434978 2.3320973257068536
leaf_count=239868 5333227 52093 87547 224613 57306 502639 1059182 288318 115653 78093 323873 13173 340911 268535 12021 32278 115824 18291 99803 10674 63183 5892 95213 36845 62232 15597 25565 17003 110225 24362 529 5699 2613 526530 64602 1045 139 15831 3505
internal_value=0 0.032592 0.0450236 0.0206213 -0.0788433 0.0019902 -0.0331119 0.066373 -0.0335265 0.0415846 -0.0246314 -0.0513445 0.0503631 0.0256681 0.0138017 0.0205461 0.0117532 0.090678 0.030255 0.043051 0.058213 -0.0888834 -0.00117797 0.00771389 0 0.0147948 -0.00159282 0.022334 -0.0125878 0.0494498 0.092209 0.0285343 0.0216567 -0.0500859 -0.0144135 0.0532781 -0.048699 -0.0104859 -0.0150105
internal_weight=0 3704.69 3131.21 1514.23 1593.31 821.473 573.474 1616.98 303.769 692.757 380.372 409.776 1021.39 441.101 163.697 69.4591 323.942 595.596 104.224 74.7819 747.79 1289.55 209.711 197.15 61.8141 21.8359 124.261 72.8888 59.473 117.159 583.337 14.3377 273.596 234.31 76.802 495.607 170.661 24.7795 39.9781
internal_count=10350532 4199213 2755009 1801296 6151319 1418132 1444204 953713 812200 383164 921864 1159388 646575 496268 284816 105415 384359 307138 162570 110477 404094 5339119 419086 157506 100206 34469 103658 53848 122246 111909 288847 21296 242481 706785 180255 225658 502778 48109 65737
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=960 2 11013638 1 1 768 768 264195 1 1 2098688 512 12851642 48 2365078 1 512 5 32
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=23
split_feature=0 3 2 1 0 0 4 2 4 1 1 1 0 0 6 0 5 1 7 1 2 2 2 4 4 2 7 5 4 2 5 4 5 5 4 4 5 4 5
split_gain=1217.43 243.846 112.09 58.4008 49.6827 42.9336 33.0574 32.5291 22.4904 18.1471 16.8929 15.2375 13.8058 9.16233 8.20902 7.16266 6.89516 6.78322 6.71585 6.4783 8.78036 5.89363 5.33425 4.36506 4.10109 3.91803 3.69097 3.16002 3.04956 2.84416 2.13072 1.90417 1.79466 1.68096 2.26555 1.12937 1.01311 0.958739 0.665796
threshold=0 1 2 3 4 5 1.5000000000000002 6 1.0000000180025095e-35 7 8 9 10 11 12 13 6.5000000000000009 14 15 16 17 18 19 4.5000000000000009 74.500000000000014 20 21 3.5000000000000004 1.5000000000000002 22 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 5.5000000000000009 1.0000000180025095e-35 6.5000000000000009 8.5000000000000018 3.5000000000000004 7.5000000000000009
decision_type=1 1 9 1 1 1 2 9 2 1 1 1 1 1 1 1 2 1 1 1 9 9 9 2 2 9 1 2 2 9 2 2 2 2 2 2 2 2 2
left_child=1 2 6 24 13 9 10 15 12 23 21 -6 26 33 16 -5 -12 -14 28 25 -21 27 -16 -4 -2 -15 -7 -1 -10 31 -20 -13 -11 34 -3 -9 -8 -33 -31
right_child=3 4 5 7 11 8 36 35 18 32 14 29 17 19 22 -17 -18 -19 30 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 38 -32 37 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.046379440146975565 -0.088172650099076211 0 -0.046494397023156019 0.032775633940044353 -0.058082393677970939 0.020389642385274475 0.075762258763463819 -0.052759433275950174 0.023652143589361657 0 0.061350642566315929 -0.0013148398522980585 -0.031037403923670871 -0.027061778826996449 -0.0057591713056841408 -0.014460380882345593 0 0.005374943702008494 0 0.038881132082601536 -0.014170769953830082 0.0080770009962955382 0.029764153459833822 0 0 0.0051464846668026728 -0.0066202134193326717 0.0032120058755028937 0.048961848005967985 -0.01931137351087793 0.021212983070573219 0.032660310528633926 0.022414336930745616 0 0.061026607023872408 -0.0028163581120229475 0 0 0
leaf_weight=110.64634239807492 1176.8658230776928 7.7675601241644534 119.44765072190785 57.120502147561638 327.5986393384228 334.93000731559005 655.81495159378392 202.71022189702489 238.16395759338047 31.469480049738195 534.25946339126676 7.4882124132418566 87.409648101456696 57.313731513015227 29.970565411087591 13.768812246504238 21.243491504981648 56.283989848394413 103.35217641852796 30.506344005232677 20.537030728184618 247.53045063986792 137.65622846485348 17.884397790912772 2.980770749738439 28.464847630937584 26.347794780449476 42.624906725657638 361.57291907182662 36.893835478345864 65.595711673027836 10.699244638642993 39.412597401824314 2.0971949166269033 19.662121087836567 21.440885383519344 3.385094605095218 3.993796397408004 2.3320973257068536
leaf_count=118211 5333227 9412 389535 75520 1059182 266161 296085 645214 213935 48031 126894 13173 248405 157785 18581 29895 7731 45293 108811 12707 11374 315778 46051 37791 5892 71005 23008 49731 283306 62232 52807 15597 55469 1761 20772 61571 3395 5699 3505
internal_value=0 0.028595 0.0391067 -0.0771857 -0.0310408 0.0175358 0.0558762 -0.0317403 0.0245256 -0.0210746 0.0429399 -0.0489856 0.00696324 0.0123347 0.052542 0.0189889 0.0592416 -0.01568 0.0352993 -0.000552077 0.019539 0.0224668 0.0231994 -0.0408635 -0.0878713 -0.0171114 0.0172087 0.0365102 0.0403522 0 0.00994628 0.0141564 0.0129532 0.0423271 0.0531605 -0.0481639 0.0754787 0.0275111 -0.0142023
internal_weight=0 3820.36 3265 1474.89 555.355 1481.87 1783.13 295.04 1273.66 208.214 1123.93 389.006 504.971 166.349 723.13 70.8893 555.503 143.694 768.685 136.822 51.0434 400.802 167.627 137.332 1179.85 85.7786 361.278 153.271 599.737 61.4072 168.948 22.1813 70.8821 29.5269 27.4297 224.151 659.2 14.693 39.2259
internal_count=10350532 4199213 2755009 6151319 1444204 1772552 982457 812200 1241726 530826 682977 1159388 582867 284816 199257 105415 134625 293698 658859 252871 24081 483720 64632 427326 5339119 228790 289169 167942 497241 100206 161618 34469 103500 31945 30184 706785 299480 21296 65737
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=960 2 2887174 1 768 64 264195 1 1 1 768 512 1 56 1 5 1 12852546 525314 2097664 2166102 3 2365078
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=21
split_feature=0 3 2 2 0 0 1 4 0 1 0 1 1 6 4 5 2 6 4 5 4 4 1 2 4 6 4 4 5 5 2 0 5 4 4 2 5 5 5
split_gain=1053.59 193.356 83.8016 59.7657 45.087 41.9096 20.262 19.6037 18.7366 26.7477 17.7088 14.4092 14.0226 13.2478 10.9611 8.66192 8.30809 7.62449 5.53766 4.23427 3.92297 4.685 3.17769 2.45203 2.06156 1.93846 1.79788 1.79608 1.72412 1.33507 1.32894 1.09791 1.09468 1.02767 0.870387 0.723448 0.705251 0.658729 0.708519
threshold=0 1 2 3 4 5 6 1.0000000180025095e-35 7 8 9 10 11 12 1.0000000180025095e-35 4.5000000000000009 13 14 1.5000000000000002 7.5000000000000009 1.0000000180025095e-35 10.500000000000002 15 16 1.0000000180025095e-35 17 6.5000000000000009 9.5000000000000018 5.5000000000000009 4.5000000000000009 18 19 5.5000000000000009 3.5000000000000004 9.5000000000000018 20 8.5000000000000018 7.5000000000000009 1.0000000180025095e-35
decision_type=1 1 9 9 1 1 1 2 1 1 1 1 1 1 2 2 9 1 2 2 2 2 1 9 2 1 2 2 2 2 9 1 2 2 2 9 2 2 2
left_child=1 2 7 10 16 6 18 15 -7 14 28 27 36 -11 -10 22 20 19 -4 -9 -3 -22 -1 24 -14 30 -13 -5 -2 -12 -8 -18 34 -26 -19 -27 -6 38 -25
right_child=3 4 5 11 12 8 25 17 9 13 29 26 23 -15 -16 -17 31 32 -20 -21 21 -23 -24 37 33 35 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.019034141892502059 0.03773588158456509 0 -0.048060922303952605 -0.09110529184440791 -0.0562828346097679 0.04680401293441605 0.026622919764163356 0.067903861245791897 -0.010527988727914181 0.041892711028601731 -0.033285223763539276 -0.047767242426206995 -0.0027899361069710889 0.0060222628680561448 0.013941703362143313 0.0024044009714203835 0.0015198809969713106 0.029770981416475845 -0.001533943036670404 0 0.043011613246850273 -0.0051878252790168999 0.046426768244795379 0 0.032157333991560899 0.005391041796288268 0 -0.015816794655439972 0 0 0 -0.016763068570032312 0 0 0 -0.0099272911107467394 0 0 -0.021615674223512356
leaf_weight=173.99149437079905 38.229323801846476 29.365015022369334 104.71453189689782 979.61106366215972 306.04480382907786 322.55252075957833 42.874467832327355 758.91095587518066 267.09710477659246 445.42409217520617 97.359469567367341 193.86512956570368 8.0567962620698399 172.46820143098012 425.15121833037119 98.533158882113639 9.2418054111185484 122.95941803359892 51.224153869727161 6.8179727838141835 74.801133604196366 4.8013073100592001 323.34666810720228 1.3783702497021284 11.61015122302342 24.500780374393798 19.593221065064427 27.010974192584399 3.7586202205275177 8.2226480652461742 17.754588914627675 48.857547102379613 8.7553408154635672 4.1369008098845361 3.0394486276200032 14.386757334577849 3.2924781432084265 2.2597165937477248 33.760428915673401
leaf_count=164972 30398 15299 45415 606091 131436 183179 38862 294377 252510 159149 63153 95300 5620 107458 500964 41030 12021 35728 21168 4815 38264 2361 77628 1306 12724 28294 8927 15657 3270 6344 23676 21459 3211 4481 1106 13757 1191 2633 30244
internal_value=0 0.0252694 0.0342114 -0.0754445 -0.0288839 0.0191173 -0.0161166 0.051846 0.025063 0.0182602 -0.00780121 -0.0828806 -0.0466882 0.0330859 0.00403981 0.0338673 0.0119412 0.0625021 -0.0371042 0.0672177 0.026095 0.036743 0.0390405 0 0.0128187 0.0141864 -0.0449915 -0.0898907 0.029255 -0.0285875 0.0223942 -0.0113628 0.0265252 0.026757 0.0285175 0 -0.0558233 -0.0134666 -0.0186703
internal_weight=0 3922.11 3384.5 1367.65 537.606 1888.15 255.455 1496.35 1632.69 1310.14 147.57 1220.08 370.54 617.892 692.248 595.871 167.067 900.483 155.939 765.729 108.967 79.6024 497.338 61.2024 23.8038 99.5166 213.458 1006.62 41.9879 105.582 60.6291 58.0994 134.754 15.7471 125.999 38.8875 309.337 37.3985 35.1388
internal_count=3105478 2276338 1997299 829140 279039 1374432 171172 622867 1203260 1020081 103165 725975 189635 266607 753474 283630 89404 339237 66583 299192 55924 40625 242600 57008 22825 104589 104227 621748 33668 69497 62538 33480 40045 17205 36834 42051 132627 34183 31550
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=960 2 2623494 17301507 768 64 1 512 1 32 1 1 1 12851642 1 1 2365086 1 9700952 512 8398128
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=21
split_feature=0 1 0 1 6 3 0 2 4 2 3 4 2 2 2 0 4 2 5 2 4 4 3 7 2 0 5 5 5 5 4 2 4 5 5 5 5 4 5
split_gain=911.269 156.477 126.647 58.6988 47.8652 39.6163 34.8663 27.9923 22.5519 16.7508 12.3677 11.6198 9.22069 8.73983 8.54562 6.44122 5.44554 5.2394 4.66632 4.13812 3.98245 3.85221 3.74035 3.41121 3.37219 2.98993 2.42525 2.0562 1.98413 1.83281 1.44861 1.41897 1.26656 1.23958 1.10342 1.0839 0.932991 0.925356 0.813768
threshold=0 1 2 3 4 5 6 7 1.0000000180025095e-35 8 9 1.0000000180025095e-35 10 11 12 13 1.5000000000000002 14 4.5000000000000009 15 74.500000000000014 3.5000000000000004 16 17 18 19 5.5000000000000009 5.5000000000000009 5.5000000000000009 2.5000000000000004 1.5000000000000002 20 1.5000000000000002 7.5000000000000009 7.5000000000000009 1.5000000000000002 21.500000000000004 12.500000000000002 1.0000000180025095e-35
decision_type=1 1 1 1 1 1 1 9 2 9 1 2 9 9 9 1 2 9 2 9 2 2 1 1 9 1 2 2 2 2 2 9 2 2 2 2 2 2 2
left_child=1 2 6 20 11 8 33 15 9 36 19 14 29 22 -3 -5 18 -13 -15 30 -2 -14 27 38 -12 32 -16 -6 -21 -10 -8 -11 -9 37 -28 -19 -4 -1 -18
right_child=3 4 5 7 13 -7 10 25 12 31 24 17 21 16 26 -17 23 35 -20 28 -22 -23 -24 -25 -26 -27 34 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.059009470851126893 -0.086007170595911842 0 -0.048553573385779057 0.031042525750944523 0.027126339756187192 -0.053373541426196595 -0.0011175601175711968 -0.017667016717808678 -0.016290070916278772 0.012201311330599214 0.0037190613267444137 0.060131186173763951 0.005596705448251197 -0.025160722383859371 0.040941827187212974 -0.0136735313304935 0 0 0.011962888799410459 0.025990241326841093 0 0.035703612713148612 -0.0026033310304622156 -0.0075839316004444523 -0.026219470108364763 -0.054480380829523473 0 0 0 0.0017902021743900062 0.012843135238879255 -0.0048403762046799557 0 0 0.01961365873845158 0.020126127524538767 0 0 0.031475557822695142
leaf_weight=254.03404048940865 990.63560694623447 63.344998393498827 168.139170791168 58.402994068805128 305.06795859598788 291.5298511334986 136.75289308856009 41.641826912207762 122.82356508629164 46.423281309835147 29.406338329368737 895.06934756867122 162.11220614184276 96.749365940864664 472.19804051640676 13.279310602723852 14.315005998127161 27.671189674292691 13.74520491628209 377.54939510504482 2.9406135623576111 64.281421926512849 28.489423426712165 19.477612516435329 56.203900037129642 135.67143148812465 50.921747588319704 25.547285535023548 22.128551815869287 37.764529374864651 75.387302862189244 50.354956347087864 28.167789953731699 2.3703329581185235 14.278305022686252 59.741638730221894 0.045216457743662342 1.3797684182645742 33.080325634102337
leaf_count=198123 666626 32461 102644 62179 119981 132072 173490 14550 136452 62331 12313 236541 164466 66213 131813 3784 9922 12487 10560 298307 742 67766 22460 15140 22533 65897 15360 12925 20911 46345 75497 26465 10556 2529 6971 24187 16 1575 22286
internal_value=0 0.0222757 0.00122841 -0.0736259 0.0408123 -0.0240939 0.0264918 -0.0277644 -0.00914235 -0.0301996 0.0127194 0.0495434 0.00569135 0.0132566 0.033876 0.0181422 -0.00352295 0.0575393 -0.016839 0.0181421 -0.0856567 0.0177984 0.0214863 0.0134198 -0.0169906 -0.0442167 0.037438 0.0250338 0.0238284 -0.0103107 0.00343915 0.00231854 -0.00895839 0.0560316 0.00793849 0.0135836 -0.0457522 0.0585906 0.0234691
internal_weight=0 4018.38 1898.69 1270.74 2119.7 943.474 955.213 277.163 651.944 264.963 697.428 1583.23 386.982 536.472 600.743 71.6823 177.368 982.482 110.495 611.818 993.576 226.394 359.105 66.8729 85.6102 205.481 537.398 330.615 399.678 160.588 212.14 96.7782 69.8096 257.784 65.2001 87.4128 168.184 255.414 47.3953
internal_count=3107476 2283142 1543835 824334 739307 738557 805278 156966 606485 191456 603051 459820 415029 279487 186605 65963 124121 273215 76773 568205 667368 232232 155366 47348 34846 91003 154144 132906 319218 182797 248987 88796 25106 202227 22331 36674 102660 199698 32208
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=960 1 768 1 1 2 512 264195 2100668 2 12583657 532242 4789281 56 10489722 21307624 2 9 12858024 32 8388610
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=22
split_feature=0 3 2 2 0 4 0 1 4 0 1 5 7 2 0 2 5 0 0 4 1 2 0 6 2 4 5 4 5 4 0 4 5 5 5 4 5 4 1
split_gain=788.138 125.862 60.1447 56.5603 35.5752 25.0715 19.7389 16.1873 14.5206 14.2598 13.5127 11.8593 9.35651 7.08688 7.0493 6.30482 6.07318 6.05844 5.26755 5.11133 4.43409 7.63815 3.55219 3.32858 3.12731 3.10749 2.80794 2.4784 2.46124 2.15886 2.09612 1.93807 1.7499 1.63518 1.60929 1.55757 1.48702 2.02929 1.32582
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6 2.5000000000000004 7 8 4.5000000000000009 9 10 11 12 1.0000000180025095e-35 13 14 1.5000000000000002 15 16 17 18 19 9.5000000000000018 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 18.500000000000004 20 12.500000000000002 8.5000000000000018 5.5000000000000009 2.5000000000000004 1.5000000000000002 5.5000000000000009 1.0000000180025095e-35 21
decision_type=1 1 9 9 1 2 1 1 2 1 1 2 1 9 1 9 2 1 1 2 1 9 1 1 9 2 2 2 2 2 1 2 2 2 2 2 2 2 1
left_child=1 3 9 8 14 6 30 25 13 33 -8 16 19 17 36 28 -6 23 35 22 24 -22 -7 -1 -16 -4 -14 -13 -10 -17 -5 -20 -28 -2 -15 -9 37 -3 -11
right_child=2 4 7 5 11 12 10 18 15 38 -12 27 26 34 20 29 -18 -19 31 -21 21 -23 -24 -25 -26 -27 32 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.02730235386605348 0.036139517491263339 0 -0.089430799035959005 0.018486137492706341 0 -0.010082542041852187 -0.043852321387726129 -0.015602608220279236 -0.0049779263434549248 -0.035000262253097728 0.0014533042504307771 -0.013294330290739481 -0.0034214097440554616 0.041314710764855392 0.0062257006706028439 0.060318138732949327 -0.053263053580602016 -0.001570625416230416 -0.056477967656846623 0.035796673264423026 0.034419991563277894 -0.013444479028768157 0.01646721652947665 0 -0.023096039449030364 -0.012119876080823355 0.018569956978099489 0.017388509102984 0.021102904364051815 0 0.0015384370729605405 0 -0.0047955594926962809 0 0.026337908566037391 0.004287626767828308 0 0.051940041255488879 -0.0022977641114623496
leaf_weight=218.55033357307548 39.027545973309316 8.1331793884746748 820.21713975546299 114.23308335087495 17.666443995345617 22.268200783670181 137.34460276004393 43.440300680726068 30.976838353381027 51.524477985207341 85.221036631672177 18.432060294682742 168.56446867628256 647.46747991041047 19.299883105879417 414.09175622629118 280.04979144193931 129.48385111358948 119.27410170069197 372.9669250632287 29.864606372313574 24.634347429033369 219.79124896775465 30.633312575868331 63.995875937573146 24.613716059568105 103.08090713620186 23.658264649042394 36.797250178322429 6.7671893680235362 256.94247418822488 4.5002949588524634 4.654418386227916 3.7651364841731256 594.61142212792765 29.436655576195335 2.2446442273212588 22.625317877042107 45.716432359593455
leaf_count=108281 30704 9412 605764 67799 8910 15760 60168 19622 19269 35806 75721 11060 148614 287322 8412 147571 153528 94395 66454 261866 11342 12515 182358 11197 26108 15627 77488 16883 18272 8345 214818 2172 3947 3680 199626 12613 1761 20772 33957
internal_value=0 0.0196972 -0.0716969 0.0263878 -0.0253332 0.0105817 -0.00475036 -0.080047 0.0368494 -0.00394113 -0.0261687 -0.04237 0.0210575 0.0308879 0.00994854 0.0538247 -0.049987 0.0142066 -0.0409082 0.0275944 -0.00110771 0.0146246 0.0123143 0.0225256 -0.0152937 -0.0880142 0.00324296 0 0.00747933 0.0581722 0.00877484 -0.0511733 0.0145578 0.0279955 0.0348967 -0.00523595 0.0355338 0.044751 -0.0242446
internal_weight=0 4105.05 1181.52 3594.45 510.604 1485.07 593.741 1041.48 2109.38 140.034 222.566 339.807 891.326 1620.75 170.798 488.633 297.716 378.667 196.651 615.026 137.795 54.499 242.059 249.184 83.2958 844.831 276.3 42.0903 67.7741 420.859 371.176 123.774 107.735 42.7927 1242.08 72.877 33.0031 30.7585 97.2409
internal_count=3109919 2283520 826399 2002817 280703 1108539 418506 722252 894278 104147 135889 190381 690033 700821 90322 193457 162438 213873 100861 459984 58377 23857 198118 119478 34520 621391 230049 27943 37541 155916 282617 68626 81435 34384 486948 32235 31945 30184 69763
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=960 2 17301507 11275782 768 768 1 32 1 1 2098688 512 9175040 768 32 1 4463938 64 1 271016 512 1
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=24
split_feature=0 1 0 2 3 0 1 4 4 2 2 0 2 3 2 7 0 2 4 4 2 4 5 2 4 4 7 2 2 5 7 1 0 5 5 5 5 4 5
split_gain=687.911 104.151 91.0159 58.0027 30.3188 24.9669 16.6083 16.5421 13.9281 13.62 13.525 12.6852 8.53827 7.82872 7.30127 5.08535 4.64857 3.4019 3.37301 3.00607 2.97173 2.89066 2.35484 1.92288 7.26836 1.86435 1.4939 1.74644 1.56914 1.49207 1.36423 1.34845 1.4334 1.15352 1.07536 1.04721 1.00984 0.915777 0.913255
threshold=0 1 2 3 4 5 6 1.0000000180025095e-35 1.0000000180025095e-35 7 8 9 10 11 12 13 14 15 1.5000000000000002 2.5000000000000004 16 9.5000000000000018 2.5000000000000004 17 1.0000000180025095e-35 12.500000000000002 18 19 20 5.5000000000000009 21 22 23 4.5000000000000009 5.5000000000000009 6.5000000000000009 2.5000000000000004 1.5000000000000002 7.5000000000000009
decision_type=1 1 1 9 1 1 1 2 2 9 9 1 9 1 9 1 1 9 2 2 9 2 2 9 2 2 1 9 9 2 1 1 1 2 2 2 2 2 2
left_child=1 2 5 11 7 38 21 10 9 30 -4 29 -10 17 34 -14 22 33 -19 -16 -15 -5 -8 -6 -25 -18 28 -28 35 -2 -3 -13 -33 -7 -9 -11 -26 -34 -1
right_child=3 8 4 6 23 13 16 14 12 26 -12 31 15 20 19 -17 25 18 -20 -21 -22 -23 -24 24 36 -27 27 -29 -30 -31 -32 32 37 -35 -36 -37 -38 -39 -40
leaf_value=0.046632608473448037 0.033781705119227283 0 -0.042346728199174254 -0.088494788973710922 -0.059474986630445294 0.028125320069844553 -0.017412195739106583 0.021505810997405065 0.0020987848583823945 0.015655774384075515 0.0011231940754469361 -0.033677346680455834 0.018433294803363708 -0.023702637571056517 -0.015363306437474897 0.044424284914878015 -0.054558847230085084 0 0.016444915240016171 0.0037643986467821677 0.0039831876707287512 -0.012075176731750657 0.0080308280811665043 -0.039901698391520586 -0.0038493337754514608 0 0.0048805375539062393 -0.01518585234217784 -0.0012633513335091053 0 0.030605504561690918 0.0081273679201287561 -0.02102890206302015 0 0 -0.00039134321012803113 0.013361649742394816 0 0
leaf_weight=278.64140333089745 40.242680308540002 37.033556417154614 155.90072662816965 751.24323123706563 152.37799267975788 162.56334700610023 46.2570356647484 142.72572362559731 93.890013089519925 123.64308459524182 98.392128560954006 49.899248192785308 247.75988826650428 53.033130354277091 142.39400952550932 1072.3433540137194 112.97739413386444 280.11121857125545 173.32354365568608 101.953460478544 29.230099899839843 24.586027909666882 26.45429005974438 48.185694415515172 42.79045623014099 4.4482295745110596 25.726044012757484 56.537071265745908 97.465122079709545 3.7544736503623417 500.16075588160311 15.480186406639405 19.374931387734254 22.145510436210316 9.631611201388294 7.1301022658008142 21.158791706577176 10.311068818700731 2.4206833603675468
leaf_count=199698 31069 10379 102334 606711 76352 99411 20861 145883 37820 62998 91397 35912 83637 20982 155721 317808 64705 311877 140245 103012 12261 15796 11632 25091 20446 2148 13592 31203 44565 3692 128666 17268 10844 16673 10084 4298 10309 5683 2529
internal_value=0 0.0175904 0.000269713 -0.0698041 -0.0218727 0.0208597 -0.0785466 -0.00901844 0.0320214 0.0199187 -0.0275783 -0.00342081 0.0385046 0.00930326 0.00327809 0.0404524 -0.0391578 0.0134756 0.00649647 -0.00651251 -0.0145139 -0.086985 -0.00509645 -0.0490914 -0.017855 -0.049202 0.0013466 -0.00691312 0.00602898 0.0261578 0.0289514 -0.0230238 -0.00158219 0.0244675 0.0184583 0.0122436 0.00110029 -0.0124822 0.0446968
internal_weight=0 4178.67 1916.98 1105.03 915.511 1001.47 965.966 650.998 2261.69 847.696 254.293 139.063 1413.99 720.407 396.705 1320.1 190.137 638.144 453.435 244.347 82.2632 775.829 72.7113 264.513 112.135 117.426 310.501 82.2631 228.238 43.9972 537.194 95.0654 45.1662 184.709 152.357 130.773 63.9492 29.686 281.062
internal_count=3105592 2279271 1544305 826321 740629 803676 721853 608431 734966 295701 193731 104468 439265 601449 414700 401445 99346 568206 452122 258733 33243 622507 32493 132198 55846 66853 156656 44795 111861 34761 139045 69707 33795 116084 155967 67296 30755 16527 202227
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=960 1 768 17301507 2 512 1 10225922 2100668 32 6103041 2 2962454 2 32 11011078 2100566 14542 9 144 2097768 4 1 16
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=21
split_feature=0 3 1 2 0 2 0 5 4 4 1 0 2 5 4 0 2 2 0 4 7 1 4 4 6 4 4 5 7 6 5 4 4 5 4 2 5 2 5
split_gain=595.834 84.6808 55.9046 38.048 28.2923 23.9985 18.508 10.0429 9.92153 9.67139 9.57045 7.20889 6.09136 5.42173 5.01803 5.01016 4.72501 4.50454 4.05379 3.77569 3.50757 3.22556 2.71978 3.33527 2.56835 2.36508 2.14465 1.79294 1.65091 1.60672 1.5579 3.85702 1.52142 1.29448 1.14697 1.07885 1.04424 0.986099 0.765633
threshold=0 1 2 3 4 5 6 4.5000000000000009 1.0000000180025095e-35 2.5000000000000004 7 8 9 1.0000000180025095e-35 4.5000000000000009 10 11 12 13 74.500000000000014 14 15 1.0000000180025095e-35 10.500000000000002 16 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 17 18 5.5000000000000009 18.500000000000004 10.500000000000002 1.5000000000000002 3.5000000000000004 19 2.5000000000000004 20 7.5000000000000009
decision_type=1 1 1 9 1 9 1 2 2 2 1 1 9 2 2 1 9 9 1 2 1 1 2 2 1 2 2 2 1 1 2 2 2 2 2 9 2 9 2
left_child=1 3 19 9 12 11 10 13 15 16 14 -4 22 37 -5 28 18 -11 24 -2 25 -17 -3 -24 -1 -10 -9 -18 -8 -29 31 -19 38 -12 -32 -28 -22 -6 -7
right_child=2 4 5 6 7 32 8 26 20 17 33 -13 -14 -15 -16 21 27 30 -20 -21 36 -23 23 -25 -26 -27 35 29 -30 -31 34 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0214461095565954 -0.082201599199015513 0 0.032122880114056944 -0.04179372969316647 0.011778263900065063 -0.045855607650928443 0.0092491942549530384 -0.012446161235488097 0.010652383559520884 0 -0.0036221988504903978 -0.011464685936920901 -0.0089698222085185329 -0.049337754539917573 0.0018492513269040773 -0.025097676329372817 0.032768417570606487 0.047871778598358873 -0.0017829068280751249 0 -0.0020306623111595841 0 0.036251282844945262 -0.0035352328547591776 -0.0007243158422150489 0.027791194378770909 0.020182882909395721 0.022071028156877687 -0.0068593085972396689 0.0020151008568224222 -0.0033049676171558471 0 0 0.014200109726933238 0.015948779333165342 -0.0012313378373046461 0.01059731716618428 -0.0080997504102028797 0
leaf_weight=230.48023789131548 772.80969961208757 26.447296894824831 53.81423470840673 98.805944975407328 7.4123340068472316 160.14916544011794 352.01283236901509 17.963176922683488 256.90990009205416 29.881836600252427 32.230445296852849 27.755171999655431 71.974315737810684 256.05196790279297 14.176167205587261 72.771703546080971 690.76615169033175 457.31355219523539 129.84528603332001 2.8740975598338983 100.49852238973835 57.968653743213508 71.175929950579302 4.2056124442606224 31.353568314167205 401.97125610720832 20.732078669243492 541.07630396148306 26.514843389333691 86.299685598583892 14.387337754538747 7.3355360876303157 10.571045823628081 41.773569930286612 21.648927481786814 3.5342524975421865 68.41918379830895 10.05022420815658 5.3705931310250881
leaf_count=108281 666875 13606 53978 47141 4034 83570 260167 11063 204606 16973 36381 16947 40773 150055 3705 30819 288618 159832 92278 781 90730 44036 31965 2103 11197 267465 15030 177462 22450 24334 4443 8842 4465 50987 7527 2484 49882 5082 2595
internal_value=0 0.0155097 -0.0677855 0.0206852 -0.022309 -0.0228649 0.00781054 -0.0384685 0.0121446 0.0289305 -0.0185377 0.0159316 0.0083925 -0.0459949 -0.0349805 0.000527852 0.0241381 0.0422373 0.0107465 -0.0817688 0.0188147 -0.0133823 0.0218484 0.0308103 0.0173667 0.0219798 0 0.027285 0.00685631 0.0199864 0.0439647 0.0466878 -0.0407889 0.00474772 0.00570957 0.0160715 0.00228789 0 -0.0447864
internal_weight=0 4253.99 1033.34 3764.44 489.547 257.66 1524.05 315.744 1337.07 2240.39 186.986 81.5694 173.803 273.515 112.982 509.268 1709.82 530.567 391.679 775.684 827.799 130.74 101.829 75.3815 261.834 658.881 42.2295 1318.14 378.528 627.376 500.685 464.649 176.091 74.004 36.0363 24.2663 168.918 17.4626 165.52
internal_count=3113562 2284351 829211 2008156 276195 161555 1108369 187748 970155 899787 138214 70925 88447 159171 50846 357472 702170 197617 211756 667656 612683 74855 47674 34068 119478 472071 28577 490414 282617 201796 180644 168674 90630 87368 11970 17514 140612 9116 86165
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=960 2 1 11275782 768 8652803 64 1 48 4463034 768 2098688 8388608 768 5 1 1 3 1 2046 10748562
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=26
split_feature=0 3 2 0 0 4 4 1 5 0 1 1 6 2 5 2 5 0 5 1 6 0 2 2 5 2 1 5 4 2 2 5 5 2 5 4 2 2 2
split_gain=527.214 113.387 44.8321 36.9987 33.7667 19.0628 16.0966 11.8449 11.2348 9.6587 8.39186 7.52336 7.84761 6.77954 6.19792 5.89411 5.81144 5.68553 5.45309 5.1082 5.57004 5.28728 4.46196 3.37895 3.23788 3.1143 3.75982 2.75388 2.55925 1.73959 1.56407 1.53934 2.06593 1.36895 1.30869 1.74879 1.22717 0.936431 0.928542
threshold=0 1 2 3 4 1.5000000000000002 1.0000000180025095e-35 5 4.5000000000000009 6 7 8 9 10 1.0000000180025095e-35 11 3.5000000000000004 12 1.0000000180025095e-35 13 14 15 16 17 1.5000000000000002 18 19 2.5000000000000004 1.0000000180025095e-35 20 21 2.5000000000000004 3.5000000000000004 22 5.5000000000000009 1.0000000180025095e-35 23 24 25
decision_type=1 1 9 1 1 2 2 1 2 1 1 1 1 9 2 9 2 1 2 1 1 1 9 9 2 9 1 2 2 9 9 2 2 9 2 2 9 9 9
left_child=1 2 9 17 6 7 19 -6 14 31 -2 15 22 -12 38 16 -11 34 -17 21 -21 -4 -13 -8 -25 -19 33 36 -10 -14 -28 -1 -33 -27 35 -3 -7 -30 -5
right_child=10 3 4 8 5 27 23 -9 28 11 13 12 29 -15 -16 18 -18 25 -20 20 -22 -23 -24 24 -26 26 30 -29 37 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.055949023999812698 -0.086179643234681538 0 0.009602900484445176 0.009621120924884808 -0.053488392518908683 0.005631569432104756 0.023559355090725084 -0.0013052952452833522 -0.017133115297152317 -0.0077196410573929855 0 0 0.014319689768072292 -0.047669354891567678 -0.055439358309550969 0.039796827237672014 0.02672044832339171 -0.016921573830177103 0.006891878262275896 0.016636070751315561 -0.0093915230201591544 -0.014875984968418382 0.034837045540687686 -0.0021149837003693705 0.016687808985942826 0.0037296278164918721 0.030236439372751285 0.024217737242873023 0.018399788542680744 -0.00011964603356203344 0 0.0024197243692933371 0.032865900150881575 -0.015200700369156758 0 0.044473932941677646 -0.011520004117078061 0 -0.0095699235098630365
leaf_weight=206.62667005012918 577.2387260812684 8.3907109216088411 80.334408588183578 11.080876568448728 131.19123836487415 45.174323124723742 787.08905839192448 78.360020491061732 21.881792477550334 208.11037645378383 38.289128587101004 60.747126817179378 154.46867819025647 114.7339335821016 313.15687405444623 80.081811223353725 31.520740558160469 51.394052325806115 178.39555566603667 235.11897894868162 80.198507844586857 255.82636147036101 779.05465839913813 138.34794128441717 136.87853733805241 25.54427619263879 22.142733089916874 34.38341937061341 18.269556856233976 86.797674101660959 13.33500759070739 59.489327608636813 114.0166694647196 27.206173677142942 2.3702221289859144 25.337418407434598 32.315263523094472 10.886793938800112 9.758684691856617
leaf_count=75538 542581 9412 60719 6553 87066 31316 476720 69222 14188 160546 32226 19674 40710 68595 202983 66966 24799 21884 147888 80101 51518 246412 124829 129368 108776 10790 8295 24706 13082 27099 5635 16702 32809 10540 1761 20772 20601 8047 5468
internal_value=0 0.0117059 0.0177177 -0.029138 0.0068366 -0.0209103 0.0125699 -0.0378345 -0.044973 0.0284187 -0.0776865 0.0233014 0.0283566 -0.0393791 -0.0522234 0.0112153 0 0.00742456 0.0204945 0 0.0089066 -0.00804332 0.0330381 0.0200624 0.00675319 -0.00212522 0.00674419 0.00849925 0 0.00910382 0.025076 0.0447211 0.0257967 -0.00576583 0.0300055 0.0379881 -0.000496858 0.0132355 0
internal_weight=0 4555.28 3994.53 560.755 2035.22 321.424 1713.79 209.551 385.035 1959.31 730.262 1579.18 1081.07 153.023 333.996 498.108 239.631 175.721 258.477 651.478 315.317 336.161 839.802 1062.32 275.226 139.622 88.2282 111.873 51.0381 241.266 35.4777 380.133 173.506 52.7504 36.0984 33.7281 77.4896 29.1564 20.8396
internal_count=3106897 2463495 2124085 339410 1386525 232911 1153614 156288 250321 737560 643402 612511 212312 100821 215004 400199 185345 89089 214854 438750 131619 307131 144503 714864 238144 57144 35260 76623 35317 67809 13930 125049 49511 21330 31945 30184 51917 21129 12021
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=992 2 9182214 768 896 1 544 1 1 1 328711 8652800 512 1 1 512 529408 2098129 2695702 1 525314 4201792 12845224 2105904 2099102 10750610
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=21
split_feature=0 3 2 0 0 4 4 5 1 5 2 2 0 5 4 1 2 5 2 2 5 7 5 2 1 4 7 4 5 2 4 2 5 5 1 4 4 7 4
split_gain=466.506 93.3207 36.296 33.2343 24.8051 16.7482 13.3095 10.0424 8.88588 8.35158 7.825 7.43193 19.5245 17.5608 6.61899 6.5151 6.30278 5.71869 5.15103 4.65306 4.59824 4.00771 3.61994 3.47047 4.69304 2.41591 2.39625 2.36609 1.99221 0.982365 0.961989 0.949386 0.900104 0.89992 0.806605 0.748656 0.68512 0.652669 0.642753
threshold=0 1 2 3 4 3.5000000000000004 1.5000000000000002 4.5000000000000009 5 2.5000000000000004 6 7 8 1.5000000000000002 2.5000000000000004 9 10 1.0000000180025095e-35 11 12 5.5000000000000009 13 1.5000000000000002 14 15 1.0000000180025095e-35 16 10.500000000000002 1.5000000000000002 17 4.5000000000000009 18 8.5000000000000018 8.5000000000000018 19 4.5000000000000009 1.0000000180025095e-35 20 1.5000000000000002
decision_type=1 1 9 1 1 2 2 2 1 2 9 9 1 2 2 1 9 2 9 9 2 1 2 9 1 2 1 2 2 9 2 9 2 2 1 2 2 1 2
left_child=1 2 5 18 9 11 15 17 -2 10 37 13 21 -1 -12 33 -10 29 26 -7 -15 -13 -14 35 -25 -9 27 -3 30 36 -8 -27 -21 -6 -30 -11 -5 -4 -20
right_child=8 3 4 7 6 19 28 25 16 23 14 12 22 20 -16 -17 -18 -19 38 32 -22 -23 -24 24 -26 31 -28 -29 34 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.042708594234641989 -0.08501354347667911 0.033844227653570556 0 0 -0.051739495837464268 0 -0.013781118098827042 -0.016838099288755837 0 0.029424936580713809 -0.0085407151952543153 0.0010618505609678031 -0.014560583360598357 0.017672310083832996 0.013631646305501939 -0.0035752932247974513 -0.045763828069673218 -0.053088088147336704 -0.014654825960015765 0.04776234699195063 -0.0028886023346471868 0.025917620025230816 0.0031702517967192329 -0.0045810692836927664 0.017466201951555623 0.018026832330712471 0 -0.00064695914336586726 0 -0.0093747446068051452 0.0023703718529960649 -3.9834490322147994e-05 0 0 0.022582644563784823 0 0.019584611464221437 0.022504256112187659 0
leaf_weight=384.22950069021317 530.0710859446117 70.006095397373429 12.215373476501554 3.8010435444302839 102.57338283650461 26.429438088496681 29.136608331726165 21.697980082142749 38.224822937903809 243.80076059486601 488.48621840687701 117.86158770974725 196.60878009512089 602.62936660216656 146.62352854153141 62.261719734175131 109.30213283369085 295.97716333450808 42.604242142988369 334.92832944678958 93.108096829309943 503.90094498434337 173.07419640193984 129.16331756394356 180.59840914729284 18.453443296617479 31.418739872897277 3.2119151180377221 17.382684519165196 11.857512873582893 21.761848402617034 11.015260187952665 1.5698865927406576 1.5086645913397649 25.455768523475854 26.46413759427378 5.1195627961424179 135.27163141226629 28.975148722180165
leaf_count=154221 543077 31527 8765 2196 73531 15464 19974 14239 32232 143642 399481 46745 136044 175354 115259 57755 67574 197559 24619 126304 33942 184049 94329 130773 63956 13036 15042 1600 7591 6686 12834 8115 1333 1024 22262 14878 3142 89455 16244
internal_value=0 0.0105857 0.0158995 -0.0270866 0.00386895 0.0235412 -0.022057 -0.0426623 -0.0760468 0.00951916 0.00221503 0.0193794 0.0115454 0.0254611 -0.00254858 -0.0378929 -0.0375009 -0.0498452 0.0071754 0.0438371 0.0145017 0.0220083 -0.0057502 0.0184449 0.00757435 0 0.0194717 0.0270553 0.00421188 0 -0.00484896 0.0126402 0.0461426 -0.0507911 0.0166593 0.0267599 0.0103753 0.0203774 -0.00864751
internal_weight=0 4601.18 4057.04 544.138 1622.7 2434.34 260.081 367.922 677.598 1362.62 782.597 2071.41 991.446 1079.97 635.11 166.344 147.527 316.755 176.216 362.928 695.737 621.763 369.683 580.027 309.762 51.1667 104.637 73.218 93.7369 20.7781 50.8985 29.4687 336.498 104.082 42.8385 270.265 8.92061 147.487 71.5794
internal_count=3105853 2462970 2128965 334005 1161180 967785 194971 244973 642883 966209 612960 824684 461167 363517 514740 132310 99806 209583 89032 143101 209296 230794 230373 353249 194729 35390 48169 33127 62661 12024 32808 21151 127637 74555 29853 158520 5338 98220 40863
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=992 2 11279878 768 896 1 256 8912902 768 1 328711 4463034 8388612 2 1048792 1 1 10748562 2099102 1 4
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=22
split_feature=0 3 0 2 4 5 2 2 0 5 1 5 7 4 5 0 0 7 7 5 1 2 0 2 5 2 4 2 2 4 5 4 4 5 2 2 4 5 5
split_gain=410.758 77.6266 28.9388 28.9269 16.7024 15.0905 12.3519 9.62419 21.2436 13.1211 12.2706 8.5358 7.46213 6.85977 5.15118 5.04265 5.01695 4.99062 4.48421 3.62672 2.75711 6.08964 2.74016 2.63128 3.33429 2.42846 1.97551 1.36983 1.28272 1.52072 1.19566 1.54118 1.08959 1.01789 0.975033 0.956447 0.901167 0.868294 0.790947
threshold=0 1 2 3 3.5000000000000004 1.5000000000000002 4 5 6 1.5000000000000002 7 4.5000000000000009 8 2.5000000000000004 1.0000000180025095e-35 9 10 11 12 5.5000000000000009 13 14 15 16 6.5000000000000009 17 1.0000000180025095e-35 18 19 16.500000000000004 5.5000000000000009 1.0000000180025095e-35 1.5000000000000002 2.5000000000000004 20 21 1.0000000180025095e-35 5.5000000000000009 4.5000000000000009
decision_type=1 1 1 9 2 2 9 9 1 2 1 2 1 2 2 1 1 1 1 2 1 9 1 9 2 9 2 9 9 2 2 2 2 2 9 9 2 2 2
left_child=1 3 16 4 7 13 38 9 17 -1 -10 14 27 15 35 -5 30 -9 22 -11 25 -22 -7 -14 -25 -18 -13 33 29 -15 31 -3 37 -6 -28 36 -4 -20 -2
right_child=6 2 11 5 12 18 -8 8 10 19 -12 26 23 28 -16 -17 20 -19 32 -21 21 -23 -24 24 -26 -27 34 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.037499254235115118 -0.020208964289269049 0 0 -0.004720968816343026 0 -0.0062134478027266928 -0.081029023006209205 0.021650690879055731 -0.019614991848972349 0.0157432448727669 0.0075278325370083336 -0.016024107213749229 0.00088057932079893878 0.016081778613681295 -0.050658314858094522 -0.031774517701807739 0.0045133814251935994 0.0037722292159350877 -0.015014226920238939 -0.0023909052611811622 0.026256061380947313 -0.015371668662324769 0.020733955407365133 0.047332785953048621 0 -0.021044739474552931 0.016604325199840973 -0.0064570753509459794 -0.0061853932080832104 -0.0053316277257691898 0 0.040568982853557901 0.0040065645055307846 0.020855339455263314 -0.0009569713674596309 -0.009707064292565161 0.020297293455243288 0 0
leaf_weight=386.73139840975637 76.49784226421616 8.4596104170777817 4.4382306863553804 191.63010355387814 38.060251058603171 12.24290275578096 544.72383353460464 817.26689276233083 283.27920028091467 603.57325710242731 311.37257176707499 21.19719435031584 41.186174612783361 84.4637769513065 279.94101447161665 165.08318365701416 20.270571186410962 283.81172826152761 56.990830900584115 91.460822044653469 37.520761939056683 21.388992332154885 261.92220863896364 341.44399897211406 11.797251756244803 61.296377271151869 19.166145086623146 31.555123820900917 17.537350797385443 4.8541865737643084 2.4135517952381624 26.869616830779705 46.842428751173429 22.839025226712693 11.487514603330057 9.8342809526366199 6.5734902057738509 11.286364875442812 7.6262880348804165
leaf_count=146065 66147 9412 2545 167243 16997 8677 568990 336464 261798 169413 154183 14074 22699 67826 194334 138939 9360 133110 47454 32916 12707 11159 195222 135751 5335 25766 13264 20808 13923 4309 1761 20772 36969 6814 8397 5500 4017 9371 7016
internal_value=0 0.00946566 -0.0253604 0.0142021 0.0184311 -0.00190833 -0.0742991 0.015002 0.00950997 0.0225637 -0.00516058 -0.0404284 0.0357631 -0.0140019 -0.0474217 -0.0204543 0.0061872 0.0175991 0.0117033 0.012943 -0.00259309 0.00890497 0.0179378 0.0411313 0.0444945 -0.0139802 0 0.00239145 0.00510803 0.0104777 0.0272458 0.0345949 -0.00276182 0.0106918 0.0104386 0 0.00976951 -0.0105445 -0.0162354
internal_weight=0 4648.09 530.857 4117.23 3264.38 852.853 628.848 2777.5 1695.73 1081.77 594.652 352.638 486.882 463.569 300.787 356.713 178.219 1101.08 389.285 695.034 140.477 58.9098 274.165 394.427 353.241 81.5669 51.8509 92.4544 106.855 89.318 37.7428 35.3292 115.12 60.8993 30.6537 20.846 11.0117 68.2772 84.1241
internal_count=3107507 2465354 333068 2132286 1442353 689933 642153 1233949 885555 348394 415981 242131 208404 392240 206396 306182 90937 469574 297693 202329 58992 23866 203899 163785 141086 35126 35735 44619 86058 72135 31945 30184 93794 23811 21661 12062 6562 56825 73163
cat_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=992 2 768 11280150 21561347 8912898 768 1 2 768 512 9 1 1 12852546 32 8389124 271016 2100742 8288 2099102 10750610
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=26
split_feature=0 3 0 2 0 4 4 2 0 1 1 4 1 6 2 5 2 2 5 4 2 5 1 6 0 5 2 2 5 4 5 2 2 2 8 2 2 5 5
split_gain=361.372 64.5041 26.9753 24.2226 20.095 14.0001 13.2341 12.1711 11.3071 10.1035 9.45958 8.84939 6.27328 7.04536 6.24997 4.59843 4.21372 4.15445 4.1537 4.08292 3.77298 3.33509 2.86787 3.56745 3.07967 2.11161 4.49314 3.71372 2.04619 2.00588 2.47893 6.83028 3.4727 1.99514 2.19218 1.9278 1.37143 1.32987 0.745322
threshold=0 1 2 3 4 1.5000000000000002 1.5000000000000002 5 6 7 8 1.0000000180025095e-35 9 10 11 6.5000000000000009 12 13 1.0000000180025095e-35 10.500000000000002 14 3.5000000000000004 15 16 17 2.5000000000000004 18 19 1.5000000000000002 1.5000000000000002 2.5000000000000004 20 21 22 23 24 25 6.5000000000000009 4.5000000000000009
decision_type=1 1 1 9 1 2 2 9 1 1 1 2 1 1 9 2 9 9 2 2 9 2 1 1 1 2 9 9 2 2 2 9 9 9 1 9 9 2 2
left_child=1 3 6 8 11 10 9 38 29 33 -6 22 16 20 19 17 18 -4 -10 -8 -14 -18 24 -24 -5 27 -27 -13 -7 30 31 -1 -32 -3 -35 -11 -15 -31 -2
right_child=7 2 15 4 5 28 14 -9 12 35 -12 25 13 36 -16 -17 21 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 37 32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.037038781546117595 -0.019149880487038931 0 0 0 -0.049980275612767605 -0.0026044371976937956 0.046850107209381833 -0.079533114037749472 0.029329735963632225 0.018719809132376444 -0.00058496803658783698 0.015962322987133414 0 0.0086075196343910858 -0.001151062807648601 0 -0.0069228816032991291 -0.056111056810339857 0.0026634632142247469 -0.00011379552637997498 0.02484064250757495 0.01661055273452559 0.012042415114945644 -0.0090378895943310621 -0.02045592729199892 0.0045807490343711269 0.028945382728219698 0 0.018104201992533053 0.048570840464815003 0.023458509804467422 -0.0071928753057822316 -0.0030209690874555446 -0.039465044976180558 0 -0.0041220170131942716 -0.0034148465235722689 0 0
leaf_weight=143.38770761572232 75.103888282930711 14.858230728379565 15.804842426805406 227.61227563966531 107.90601151784358 57.240144580384367 48.930991902176174 502.03976507928746 88.97033739570179 34.060198337305337 72.549945628008572 286.21263573825127 62.295533369004261 164.60639153234661 69.185669969345327 8.920183120921136 273.66397583726211 178.6428806367403 186.95276610032306 8.0388347505213442 882.95860067306785 41.985666478751227 227.23861668666359 75.380054912122432 78.14281374620623 193.77427205763524 227.01382349722553 305.9711580380681 48.7142148543644 165.14342917420436 32.768927522934973 22.431732752593234 92.509254497956135 115.31137497832242 1.4165290158998676 23.568877829820849 104.52246070571709 3.5236303886631495 7.5869985437457208
leaf_count=52331 66130 9110 10944 241511 81330 41679 25415 568130 67294 20643 66786 177147 19094 40711 41500 6585 204881 128993 150261 5014 137773 32269 74792 48421 46739 120181 119469 240491 36698 47027 10809 10898 27276 70483 830 13942 36230 1497 7170
internal_value=0 0.0084319 -0.0237125 0.0126594 0.00397243 -0.0185494 -0.00244956 -0.0724823 0.0195931 -0.0188783 -0.0344612 0.0084823 0.0150609 0.0193197 0.0190062 -0.0486567 0.00556766 -0.0536836 0.0138237 0.0349964 0.0233513 -0.00170535 -0.000558146 0.00554798 -0.00745087 0.0141407 0.0201862 0.0085966 0.00660403 0.034165 0.0228907 0.0308621 0.00648349 -0.0325695 -0.0349421 0.00940739 0.00323483 0.0474378 -0.0152561
internal_weight=0 4692.21 518.739 4173.48 1907.76 286.41 315.371 584.731 2265.72 189.215 180.456 1621.35 1805.96 1214.38 126.155 203.368 591.573 194.448 275.923 56.9698 945.254 315.65 608.374 302.619 305.755 1012.97 420.788 592.184 105.954 459.765 291.098 165.819 125.278 131.586 116.728 57.6291 269.129 168.667 82.6909
internal_count=3108484 2467054 333459 2133595 1295244 226493 186937 641430 838351 115008 148116 1068751 688513 233808 71929 146522 454705 139937 217555 30429 156867 237150 411463 123213 288250 657288 239650 417638 78377 149838 101314 63229 38085 80423 71313 34585 76941 48524 73300
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=992 2 896 9182726 896 21561347 544 1 1 1 1 267058 529414 21234816 525312 1 1 768 4268320 2097472 8915458 264196 20972179 1 12851688 525314
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=24
split_feature=0 3 0 2 1 0 4 4 1 0 1 6 2 4 5 2 7 2 5 2 2 4 5 2 7 5 5 4 5 1 2 2 1 5 4 2 4 6 5
split_gain=319.534 53.2886 24.9283 19.8108 12.841 12.8404 11.2232 11.2039 8.76278 7.51914 11.8203 10.1551 9.92604 6.27524 5.80774 5.7682 5.64362 5.44233 4.32486 4.19024 4.01708 3.47784 3.40841 3.14124 3.11666 2.76081 2.50215 2.23746 2.18188 1.89838 1.81423 1.78136 1.57791 1.72562 1.48779 1.2454 1.23996 1.0338 0.586931
threshold=0 1 2 3 4 5 1.5000000000000002 3.5000000000000004 6 7 8 9 10 4.5000000000000009 1.5000000000000002 11 12 13 5.5000000000000009 14 15 10.500000000000002 6.5000000000000009 16 17 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 2.5000000000000004 18 19 20 21 6.5000000000000009 13.500000000000002 22 1.5000000000000002 23 8.5000000000000018
decision_type=1 1 1 9 1 1 2 2 1 1 1 1 9 2 2 9 1 9 2 9 9 2 2 9 1 2 2 2 2 1 9 9 1 2 2 9 2 1 2
left_child=1 3 6 5 -2 14 8 9 30 23 12 -12 -11 32 26 36 35 21 20 25 -4 -8 -21 28 -16 -18 27 -1 -5 -28 -3 -10 33 -7 -17 37 -6 -9 -32
right_child=4 2 18 7 15 13 17 16 31 10 11 -13 -14 -15 24 34 19 -19 -20 22 -22 -23 -24 -25 -26 -27 29 -29 -30 -31 38 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0053564553838073882 -0.081299142866507995 0 0 0.035969215721968407 -0.0078459435162373196 -0.044936018371098299 0.043132743705945178 0.015279674921123938 0.017693264880480154 0.013855396573135488 0.018587018797705284 -1.9366330904360761e-05 -0.0083788626513156758 0.0073079600034001591 0.01811541229679085 -0.046532824861784686 -0.0018288997411152635 -0.00095644894585851991 0 0.043363119939773528 -0.05503127853716331 0 0 0.0045841884508467266 -0.00054251991656848885 0.021249874527204317 -0.022347312004706299 0.012006188591332278 0.01377678806430635 0 -0.035824408322623437 -0.0040558092880724301 -0.0052967811420487464 0 0 -0.0075241064263130795 0.013380956700456709 -0.0013964133138372507 0
leaf_weight=152.60636314071598 418.95838546020241 14.891221430807489 15.822027036992948 221.33112877840176 32.920958459289977 78.936391490904498 50.97486762443441 53.890645017090719 34.70371198374778 263.57376113072678 1138.6274112451938 348.85401853843359 546.58858745320322 20.312372758577112 239.82088358554756 72.843976179763558 66.504148656516918 68.971328385639936 15.670052604837108 287.02346727368422 162.28786304347159 7.8423001725313943 10.710150417988187 147.87498000491178 93.568694844609126 58.781900488378596 72.94146401269245 89.498233471764252 198.38315226638224 40.449826364172623 110.18927837346564 23.525414997362532 45.998543575056829 2.5969410800680626 3.0544773787987642 32.378798422811087 17.619238350511296 8.4956284707295691 1.4236111458158109
leaf_count=135352 542831 9163 10922 60474 27111 59194 25389 21653 20865 206557 253102 145005 473471 12039 171120 54779 32464 41455 11340 116721 122158 4927 5010 56830 77993 20223 77746 77671 50241 19439 68531 13950 41583 1669 1575 21925 14736 2281 700
internal_value=0 0.0076493 -0.0219441 0.0114185 -0.0706316 -0.00204494 -0.00166347 0.0147877 -0.017185 0.011969 0.00885727 0.0141115 -0.000486585 -0.0254987 0.00370007 -0.0290697 0.028598 0.0177692 -0.0465492 0.0330052 -0.052447 0.032464 0.0401853 0.0224623 0.0129244 0.00853132 -0.00440907 0.000575497 0.0271616 -0.0150377 -0.030378 0.00866047 -0.0346436 -0.0426323 -0.0404763 0.00061945 0 0.00906436 -0.0327454
internal_weight=0 4726.05 506.302 4219.75 545.397 836.73 312.522 3383.02 184.733 2865.23 2297.64 1487.48 810.162 147.844 688.885 126.439 517.785 127.788 193.78 423.02 178.11 58.8172 297.734 567.589 333.39 125.286 355.496 242.105 419.714 113.391 126.504 58.2291 127.532 81.5333 75.8985 94.7651 50.5402 62.3863 111.613
internal_count=3110195 2469163 329400 2139763 641032 673806 184980 1465957 113209 1245680 1078135 398107 680028 114485 559321 98201 220277 71771 144420 174418 133080 30316 121731 167545 249113 52687 310208 213023 110715 97185 78394 34815 102446 60863 56354 45859 41847 23934 69231
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=992 2 896 21045481 1 896 1 512 1 1 8918018 12918279 2 267058 9439748 21234816 8653574 1 1 20972179 12851688 1 2100742 1
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=20
split_feature=0 3 4 2 0 2 2 1 4 4 0 1 5 2 4 0 4 2 2 0 0 6 1 5 2 5 5 6 5 5 0 5 4 5 5 4 4 5 4
split_gain=279.997 44.9369 22.4566 16.6961 14.4851 13.6001 11.0994 12.331 9.38828 8.23479 5.15933 4.80626 4.24245 5.02166 4.12432 3.39182 11.2709 3.76938 3.67959 2.91629 2.90052 2.48561 3.57767 4.25825 2.37276 2.35418 2.18119 1.59611 2.73419 1.50407 1.44006 1.37663 1.14088 1.12678 1.02464 0.934078 0.918404 1.04393 0.917811
threshold=0 1 1.0000000180025095e-35 2 3 4 5 6 1.5000000000000002 7.5000000000000009 7 8 2.5000000000000004 9 2.5000000000000004 10 1.0000000180025095e-35 11 12 13 14 15 16 1.0000000180025095e-35 17 4.5000000000000009 6.5000000000000009 18 5.5000000000000009 6.5000000000000009 19 2.5000000000000004 4.5000000000000009 6.5000000000000009 1.5000000000000002 4.5000000000000009 2.5000000000000004 1.5000000000000002 24.500000000000004
decision_type=1 1 2 9 1 9 9 1 2 2 1 1 2 9 2 1 2 9 9 1 1 1 1 2 9 2 2 1 2 2 1 2 2 2 2 2 2 2 2
left_child=1 3 19 9 12 -2 10 20 11 15 33 -6 13 34 -15 16 18 -18 -1 -3 -8 22 23 -11 32 -26 -24 28 -17 -22 -9 35 -14 38 -5 -10 37 -12 -4
right_child=5 2 6 4 8 -7 7 30 31 21 36 -13 24 14 -16 27 17 -19 -20 -21 29 -23 26 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.010598737385854162 -0.011343630311636861 -0.0042586928506962683 0.038406176351583839 0.020128276792975575 -0.044813732625542307 -0.076435407460519217 0.0023906498401215087 -0.0042431720020910182 -0.011934844641370866 0.034348812047701648 0.0014610955824542228 -0.0027156405099146262 0.021129154834770222 -0.0077329185837454384 0.0094003130822012948 0.012637033564515426 0.03435718230190607 0.0054076206179992726 -0.0092111648578009197 -0.052862804963201886 -0.044330216994269436 0 0.067246302378074413 -0.0059702774998858649 -0.0024533290730990205 0.012597485027841802 0 0.00088165094762457461 -0.0012895138121056396 0 0.017196643116172097 0.015038346811432887 0 0 0 0.0036443364682723664 0.0068852112284334263 -0.014612813026948718 0
leaf_weight=243.8706753730221 77.278630889319174 48.725704034877708 51.604741671719239 112.97373867189162 89.568488905686536 430.85066483606352 7.8493341578287072 5.9469938522088341 35.840836859628325 8.6940982285450428 17.293060974479886 61.44685633527115 262.45940650388366 483.93952377108508 153.42453761299839 1372.1722790258937 355.94387716690835 114.30612379814556 90.865709287172649 129.65808300602657 99.294970084141823 11.225833183969369 36.197344347136095 35.887522154152975 174.6019817959168 147.26175165735185 1.2447382356040169 234.56768528255634 108.21175046722055 1.6255925204459334 44.379297159932321 31.699166693288134 28.830157565651461 4.7567583315831135 42.901915131573332 27.875234743434703 39.194555176916765 46.063298166904133 1.0288121352787118
leaf_count=103682 73122 27973 35627 72930 74634 566779 9302 3405 25425 6246 11506 59638 143639 385223 115393 507410 118717 51524 45220 103772 65729 4196 8242 30068 112441 82517 391 61813 38562 832 22556 24614 14878 3046 25289 21568 21715 26110 736
internal_value=0 0.00679946 -0.0206309 0.0102053 0.00200363 -0.0686335 -0.00267803 -0.0197081 -0.0183419 0.0151328 0.0134494 -0.0326306 0.00618467 0.000883058 -0.00287881 0.013575 0.0195757 0.0294612 0.00412146 -0.0462918 -0.0373272 0.0424717 0.0469733 0.00852394 0.012312 0.00395479 0.0641497 0.0101281 0.011415 -0.0396981 0.0119024 0.00281441 0.0186767 0.0303424 0.0151983 -0.00293315 0 -0.00795231 0.0366824
internal_weight=0 4763.43 497.421 4266.01 1652.82 508.129 319.037 159.096 246.431 2613.19 159.941 151.015 1406.39 793.24 637.364 2519.94 804.986 470.25 334.736 178.384 108.77 93.2495 82.0237 44.5816 613.153 321.864 37.4421 1714.95 1480.38 100.921 50.3263 95.4152 291.29 57.3903 155.876 63.7161 102.551 63.3564 52.6336
internal_count=3106470 2466569 332309 2134260 1158189 639901 200564 101824 205879 976071 98740 134272 952310 598835 500616 926928 319143 170241 148902 131745 75863 49143 44947 36314 353475 194958 8633 607785 545972 66561 25961 71607 158517 39409 98219 46993 59331 37616 36363
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=992 2 11279878 896 21561347 14948272 1 640 1 256 608 8915458 9177090 768 512 1 1 1048792 1 32
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=25
split_feature=0 3 0 4 2 1 7 2 5 4 0 2 1 2 2 0 5 2 0 2 2 7 0 2 5 6 1 5 5 0 2 5 1 4 4 4 4 4 4
split_gain=247.528 38.0945 21.1772 14.5 15.8272 14.4243 12.0221 9.25911 7.79272 7.01584 6.4422 12.3122 6.86765 5.65887 4.90394 4.69527 4.00772 4.20914 3.24122 8.05267 5.30114 2.96971 2.92886 3.45906 2.62085 2.12514 1.94604 1.88752 1.76327 1.74863 1.56639 1.50834 1.49914 1.32212 1.2208 1.20997 0.887217 0.846115 0.798868
threshold=0 1 2 1.5000000000000002 3 4 5 6 4.5000000000000009 1.0000000180025095e-35 7 8 9 10 11 12 5.5000000000000009 13 14 15 16 17 18 19 2.5000000000000004 20 21 2.5000000000000004 4.5000000000000009 22 23 6.5000000000000009 24 1.5000000000000002 13.500000000000002 1.5000000000000002 6.5000000000000009 6.5000000000000009 3.5000000000000004
decision_type=1 1 1 2 9 1 1 9 2 2 1 9 1 9 9 1 2 9 1 9 9 1 1 9 2 1 1 2 2 1 9 2 1 2 2 2 2 2 2
left_child=1 3 7 4 8 -2 14 32 15 -9 22 -12 -13 35 28 -1 17 -4 19 -8 38 33 27 -24 -16 -21 -17 -6 29 -5 -23 -22 -3 -11 -15 -7 -26 -19 -20
right_child=5 2 16 6 10 13 18 9 -10 21 11 12 -14 34 24 26 -18 37 20 25 31 30 23 -25 36 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0048943697502350086 -0.078461826713009122 -0.029186785028919516 0 0 0.023607276819710893 -0.0052337642668052464 0.042116067092092355 -0.01272126401495288 0.013937536420856446 0.0020296359199893726 0.0154948641705108 -0.036705113550337273 0 -0.042133346612738529 -0.022372431744358393 -0.04291669642955951 0 -0.05846591906591117 -0.0087325540916487945 0.014370639348774032 0.018832033765987886 0.01038773609572618 -0.0014372108105147998 0.009357837539536137 -0.003580356445893885 -0.0052740769775865941 -0.0032157170722790086 0.0064884674773852263 -0.0043371341935056502 0.01897864017288102 -0.011535215836008542 0 0 0.036895323443142128 0 0.014959578414921125 0.014792226347662814 -0.0039251445488937414 0.0032669381743891581
leaf_weight=176.31316416652407 359.86436931906064 74.471856544259936 15.104865228888228 43.430382051272318 249.79501379164867 31.187709246383747 223.6178550447803 57.021565267568803 47.169400260529073 38.541897759612766 122.53861276243697 93.200489904462302 87.974774754402461 65.029137054749299 88.158481524995295 87.329318441261421 15.329129140242001 128.84802954809857 74.921825865516439 178.58188526074082 804.48168191633886 21.576236665408942 328.64883182002814 1153.9385929717973 52.756768474180717 31.162749838927994 39.189018924167613 201.97230368870078 27.343713703157846 106.67072017186729 27.784551262986497 30.190160673577338 23.213142179360148 67.064250252209604 3.1590691089659222 16.965631699902588 5.699064989341422 19.956086115402286 48.29331044194987
leaf_count=163455 542608 50958 10598 30296 84843 26237 78847 36616 37119 20274 83318 65268 64950 54662 50782 63863 11146 108948 36785 94943 326529 11893 223911 490325 24469 20378 35010 60864 11261 47933 15750 13608 14959 35173 1716 14300 3310 12697 24828
internal_value=0 0.00615243 -0.0193298 0.00924471 0.00427704 -0.0666924 0.0163657 -0.000866345 -0.0142078 0.00980615 0.00747942 -0.00498838 -0.0204955 -0.0241731 -0.000377629 -0.0207811 -0.0430014 -0.0489618 0.0202625 0.0291054 0.0149549 0.0209662 0.00965034 0.00679295 -0.0129236 0.00950923 -0.033377 0.0171023 0.00907928 0.0140085 0 0.0178167 -0.0223261 0.027611 -0.036232 0.0009341 0 -0.0518171 -0.00220847
internal_weight=0 4792.29 488.912 4303.38 2588.07 476.206 1715.31 309.673 350.001 211.989 2238.07 303.714 181.175 116.342 324.059 302.832 179.238 163.909 1391.25 433.362 957.887 154.967 1934.35 1482.59 146.614 209.745 126.518 451.767 177.445 150.101 49.3608 834.672 97.685 105.606 68.1882 48.1533 58.4558 148.804 123.215
internal_count=3105430 2465907 329012 2136895 1372926 639523 763969 185623 299447 119706 1073479 213536 130218 96915 168051 262328 143389 132243 595918 194168 401750 83090 859943 714236 78561 115321 98873 145707 89490 78229 27643 340137 65917 55447 56378 40537 27779 121645 61613
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=992 2 896 4268200 1 2 2171980 896 9961474 1 12914183 2097894 768 17040512 608 9251330 14426633 1 512 832 1 1 128 12587408 1
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=24
split_feature=0 3 4 2 2 1 2 0 4 0 1 6 2 1 7 2 5 7 0 0 4 2 5 0 4 5 5 4 4 2 2 5 2 2 2 5 4 4 5
split_gain=218.057 31.9695 19.3149 15.0889 11.9254 9.03582 11.2492 8.93796 7.83909 6.98958 8.73394 10.5055 7.12103 5.79184 4.77666 3.509 3.76299 3.0587 2.87126 2.8636 2.85372 2.37108 2.04315 1.96017 1.72438 1.49347 1.37042 1.30865 1.28483 1.09943 1.0967 0.996624 0.879108 0.842052 0.83211 0.734838 0.707557 0.624279 0.600288
threshold=0 1 1.0000000180025095e-35 2 3 4 5 6 3.5000000000000004 7 8 9 10 11 12 13 5.5000000000000009 14 15 16 4.5000000000000009 17 4.5000000000000009 18 1.5000000000000002 1.0000000180025095e-35 4.5000000000000009 14.500000000000002 10.500000000000002 19 20 2.5000000000000004 21 22 23 11.500000000000002 1.0000000180025095e-35 2.5000000000000004 6.5000000000000009
decision_type=1 1 2 9 9 1 9 1 2 1 1 1 9 1 1 9 2 1 1 1 2 9 2 1 2 2 2 2 2 9 9 2 9 9 9 2 2 2 2
left_child=1 4 19 36 7 6 18 24 9 21 12 -12 -11 20 29 16 -16 30 -4 -3 22 -6 -9 34 26 -23 -1 -17 -5 31 -7 -10 -19 -25 -8 -21 -2 -15 -20
right_child=3 2 5 28 8 17 23 13 14 10 11 -13 -14 37 15 27 -18 32 38 35 -22 25 -24 33 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.004567115528455486 -0.014682416663978855 -0.0029658402119329581 0.0026682481603463887 -0.076365855572955291 0.0024576869096705439 0 0.019178269853134755 -0.0372738160757667 0 0.010131433325153413 0.014262548130340362 -0.0039082094143860551 -0.0078387080041865762 -0.0035977145843013921 0.041058364384447411 0.014780080420469017 0 0.0043800310529695423 -0.042095849937260614 -0.05332846133952647 0 0.033212277757877717 0 0.0025532376675585985 0.013048038814355062 0.014262233837740369 0.01260729716620887 -0.00094108812101031654 -0.0012365025302828955 -0.008557672272803761 0.029194477863181474 0.01688963952455767 -0.011773179080424155 -0.012458662244722243 0 0 0 0.0096911207389978691 0
leaf_weight=174.04999167256756 33.280490888791974 47.545384185301373 7.7200558101758361 363.35670547166956 151.74895526329055 6.41963811108144 58.150835049309535 116.60384627851454 39.755151132645551 275.62823502723768 1228.5933394093881 379.71996373319416 656.98273264340969 62.25339022956905 186.68077729908691 270.48978708244977 14.777650769217869 13.618586484197293 90.856705762402271 117.79120148460788 17.198683060472831 124.12537122727372 13.518043753349046 14.603094212056019 129.82306462712586 362.7887395087746 29.442547261074651 18.428597851991071 11.511461160931502 40.840046967554372 68.992479257212835 24.610064973880071 18.908374634629581 23.964875439793104 10.283604143012779 0.41831953404471178 38.886146170450957 23.756646410096437 1.6155904822953733
leaf_count=162143 33237 27869 9196 556156 57069 3441 36994 99158 17104 210870 272621 162631 582682 53878 52665 128630 4049 7341 63448 100733 17816 36735 13571 11302 80078 93799 20330 15883 11958 29008 33196 6842 11313 19072 6498 272 38036 17154 826
internal_value=0 0.00547875 -0.0180639 -0.0646964 0.00827349 -0.00158099 -0.0140211 -0.00469105 0.0103052 0.00806208 0.00534064 0.00979634 -0.00204203 -0.018471 0.0210045 0.0247072 0.036066 0.0179795 -0.0329679 -0.0428238 -0.0295382 0.0173756 -0.0338297 0.00677618 0.00509721 0.0209159 0 0.012452 -0.073253 0 0.0254632 0.00697272 -0.00218798 -0.00455023 0.0152499 -0.0494491 -0.007302 0 -0.0381149
internal_weight=0 4822.7 480.889 447.035 4341.82 315.134 207.195 566.646 3775.17 3179.59 2540.92 1608.31 932.611 233.331 595.582 490.377 201.458 107.939 100.192 165.755 147.321 638.663 130.122 107.002 333.316 486.914 203.493 288.918 374.868 105.205 75.4121 64.3652 32.527 38.568 68.4344 118.21 72.1666 86.01 92.4723
internal_count=3105604 2466217 331501 639387 2134716 202627 147336 464128 1670588 1416407 1228804 435252 793552 201577 254181 201227 56714 55291 73470 128874 130545 187603 112729 73866 262551 130534 182473 144513 568114 52954 36637 23946 18654 30374 43492 101005 71273 71032 64274
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=992 2 17367043 4194473 1 79942 768 512 1 1 8926210 1 2 2887682 9 512 768 20460560 896 2100742 13705225 12845330 17040424 10748336
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=27
split_feature=0 3 0 1 4 2 0 2 5 5 2 2 0 4 2 0 2 0 1 5 2 0 7 2 7 4 5 2 4 8 1 2 5 6 5 5 7 5 2
split_gain=191.73 27.3916 17.8426 15.0936 10.5667 13.8244 9.56692 7.9717 13.9317 12.0999 7.8029 7.28292 5.59598 5.29499 4.57478 4.46247 6.64522 4.08128 9.09861 3.5217 5.71008 2.95498 3.13047 2.56156 2.48057 2.20406 2.12415 2.04622 1.62048 1.30803 1.09303 0.866079 0.844343 0.787029 0.725022 0.684936 0.649956 0.632549 0.816474
threshold=0 1 2 3 1.0000000180025095e-35 4 5 6 1.0000000180025095e-35 2.5000000000000004 7 8 9 1.0000000180025095e-35 10 11 12 13 14 5.5000000000000009 15 16 17 18 19 10.500000000000002 2.5000000000000004 20 1.0000000180025095e-35 21 22 23 4.5000000000000009 24 21.500000000000004 8.5000000000000018 25 3.5000000000000004 26
decision_type=1 1 1 1 2 9 1 9 2 2 9 9 1 2 9 1 9 1 1 2 9 1 1 9 1 2 2 9 2 1 1 9 2 1 2 2 1 2 9
left_child=1 4 10 -2 5 15 27 8 33 12 29 -11 -9 37 -14 23 26 31 34 20 28 -10 -23 -1 25 -15 -17 -5 -4 30 -3 -7 -18 -6 -19 -13 -25 38 -12
right_child=3 2 19 6 7 17 -8 9 21 11 13 35 14 24 -16 16 32 18 -20 -21 -22 22 -24 36 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.023318604661507904 -0.075366285799130447 -0.029067373508605866 -0.014170130716760735 0.021952116495128682 0.038779549513394809 7.6653404068252327e-05 -0.035550726651109303 0.013888439491132483 0.018839709317411468 0.001865904152267018 0 0.025781391695646413 0.0051543513791422763 0.02685938205279545 -0.0099995645048985733 0.016325678812969268 -0.018366063037039054 -0.03870958771568677 0 0 -0.052190006227314817 -0.007109538114923159 0.0085989314811040669 -0.00091689133723562861 -0.0045678538382623356 0 0 -0.0044460693425380079 0.012388683551239198 0 0 -0.0082376673705882846 0 0.0052814690005909982 0 0 0.0079840922117988163 0 -0.018131946805386771
leaf_weight=172.57778041803977 310.90344781634485 70.069369298071251 11.941273923861443 24.768932924285764 254.34557457086339 233.27097371121636 71.689875962983933 156.09678130428074 262.46466760007024 282.18533754167584 6.2250803973292932 369.37268421305635 247.75445338045392 132.97762012870226 533.7178322855907 141.51184152346104 128.97466147186788 113.52867745776894 99.522318664006889 15.268571305241492 118.91746433683875 115.32172918482684 483.58521386433858 28.492970466206316 13.425158464597187 11.89233725282247 115.03958968508232 12.324779281538211 20.71252866955183 1.3436354678706255 22.974706853652606 132.87244671437657 21.308672949962784 40.106362217688002 0.068488966644507765 7.3864564108080222 433.00241583533352 16.518473228017683 32.038871434997418
leaf_count=59042 542567 50787 11258 25253 91920 175413 58507 60031 87707 161037 3751 163094 191860 71547 327500 83168 86673 90426 72699 11298 105701 34280 125768 12068 7636 7748 55320 11946 14844 917 14570 66881 14094 12035 32 5319 158610 10982 20945
internal_value=0 0.00494834 -0.0169957 -0.062595 0.00750769 0.000867856 -0.0200419 0.0112569 0.0176392 0.00606603 -0.000240955 0.0161949 -0.000961443 0.00932687 -0.00481299 0.00783117 0 -0.0108721 -0.0210555 -0.0395828 -0.0454915 0.0102049 0.00484892 0.0128632 0.0188178 0.0221093 0.00892953 0.0115337 0 -0.0204196 -0.0244605 -0.00271608 -0.0149987 0.0360517 -0.0380424 0.0246095 0.00680703 -0.0104135 -0.0150779
internal_weight=0 4846.81 474.305 419.687 4372.51 1620.17 108.784 2752.34 1155.82 1596.51 307.465 658.944 937.569 213.078 781.472 1040.91 406.835 579.263 213.119 166.84 151.571 861.372 598.907 634.073 158.295 144.87 256.551 37.0937 32.6538 94.3877 93.0441 366.143 150.283 294.452 113.597 376.759 461.495 54.7824 38.264
internal_count=3105234 2466961 331984 638273 2134977 874426 95706 1260551 351710 908841 188883 329450 579391 122609 519360 468975 239255 405451 163157 143101 131803 247755 160048 229720 86931 79295 138488 37199 26102 66274 65357 242294 100767 103955 90458 168413 170678 35678 24696
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=992 2 896 1 10225990 16 2168326 3220557 4989216 512 532768 768 10223618 768 1 23332512 608 2 9177092 3 10227215 1 1 16790584 1 4 21233808
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=27
split_feature=0 3 4 2 4 0 2 1 7 1 2 2 2 5 0 2 2 0 0 2 6 2 6 5 5 0 5 0 4 4 5 7 0 2 4 5 2 2 5
split_gain=168.601 23.3435 16.5138 16.1113 9.19561 10.7507 15.2927 9.81173 8.09296 6.92436 9.1169 4.94759 3.97078 3.88419 3.09345 7.41972 3.74341 2.81428 2.66303 2.47791 2.3437 3.10944 1.8579 1.831 1.78757 1.72472 1.71109 1.67941 1.5829 1.55466 1.44317 1.12981 1.09764 0.912969 0.861268 0.802354 0.737314 0.718124 0.636946
threshold=0 1 1.0000000180025095e-35 2 1.5000000000000002 3 4 5 6 7 8 9 10 4.5000000000000009 11 12 13 14 15 16 17 18 19 2.5000000000000004 4.5000000000000009 20 5.5000000000000009 21 8.5000000000000018 10.500000000000002 6.5000000000000009 22 23 24 1.0000000180025095e-35 2.5000000000000004 25 26 11.500000000000002
decision_type=1 1 2 9 2 1 9 1 1 1 9 9 9 2 1 9 9 1 1 9 1 9 1 2 2 1 2 1 2 2 2 1 1 9 2 2 9 9 2
left_child=1 4 17 25 5 11 -7 -8 14 10 18 13 24 -1 15 26 30 -3 -4 -11 32 -22 -17 -14 35 34 -6 33 -18 -5 -16 -21 -13 -12 -2 -10 -25 -29 -19
right_child=3 2 9 29 8 6 7 -9 12 19 27 20 23 -15 16 22 28 38 -20 31 21 -23 -24 36 -26 -27 -28 37 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.013100884897373001 -0.0012881143694816817 -0.0018023049920656235 0.002687401864578302 -0.073173546623997762 0.042553293212256732 0.012124119053636603 -0.043645943171902291 -0.0012181387550985101 0.002855723173630188 -0.0026315752635007231 0.021758439468139185 0.013700312752772521 -0.01926040360071847 0.013062785350110469 0.015335629567729292 0.012666584742202126 -0.0036032733389495131 -0.050194422937654248 -0.035128113531433199 0 0.0072614325618128323 -0.011789966583393534 -0.0042832683046078587 0.0082384253699579104 -0.0058588852689629009 -0.01564321491668683 0 0.0038274930986203354 0.01637410911136743 0 0 0.025523342827187323 0.0062384088934272375 0 0.014311937200174714 0.021534675087809478 -0.0060291135529412492 -0.0090258159517623213 0
leaf_weight=204.44651904953935 16.5930225624179 46.509403389587533 7.7111224787659012 316.57611302376608 167.03742002313084 127.40488240648119 124.33962590325973 110.5635646613955 118.27910233376315 27.730801713958499 33.08346469924436 428.66994222055655 94.736397415355896 38.041867394640576 718.79574370523915 227.54972427262692 214.07170359470183 108.49839899436483 86.376475860393839 5.7921027251286432 145.80554273002781 113.89110781234922 38.84024511728785 28.224241429939866 29.322358218429144 28.748549954252667 12.423167715809539 27.410691955694347 17.219358375063166 10.859849899679828 26.74592213582946 76.934024345478974 1331.8037211483606 8.404729348520048 22.479555053410877 48.760884526447626 35.450699408625951 39.131172797788167 0.48223987949313496
leaf_count=177001 19498 27819 9197 557079 55690 84806 100986 84953 64714 15495 20124 137705 56368 28205 266825 111276 105215 100424 64537 3488 34145 61636 22672 10048 12333 24730 4456 23179 9986 11981 11879 37273 654478 5989 25610 19444 20297 26558 303
internal_value=0 0.00443448 -0.0159576 -0.0604947 0.00677358 0.00280723 -0.0121248 -0.0262184 0.0123213 -0.000852052 -0.0121403 0.0054854 -0.000565749 -0.00666449 0.0155834 0.023469 0.0109076 -0.0396571 -0.0299144 0.0158489 0.00719049 -0.000570102 0.00870594 -0.0115685 0.00749684 -0.00356499 0.0384353 0.00603369 0 -0.0697982 0.0142544 0.0220355 0.00853338 0.0165592 0.00494567 0.0122794 0 -0.00146618 -0.0463153
internal_weight=0 4870.49 468.065 395.257 4402.42 2624.97 362.308 234.903 1777.46 312.575 202.118 2262.66 354.774 242.488 1422.68 445.851 976.833 155.49 94.0876 110.457 2020.17 259.697 266.39 158.411 196.362 67.8211 179.461 108.03 231.291 327.436 745.542 82.7261 1760.47 41.4882 39.0726 167.04 63.6749 66.5419 108.981
internal_count=3108402 2469504 334386 638898 2135118 1363915 270745 185939 771203 205840 149584 1093170 183204 205206 587999 194094 393905 128546 73734 56256 887964 95781 133948 86713 96491 69838 60146 75850 115201 569060 278704 40761 792183 26113 45108 84158 30345 49737 100727
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=992 2 17301507 896 9961474 1 5 1 79942 22085792 2101990 608 9249282 2104806 768 512 10035241 1 789510 1 24 640 4 512 10748208 8915976 263208
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=26
split_feature=0 3 0 1 0 4 4 2 6 2 5 2 6 7 0 2 2 4 1 2 5 5 2 2 5 2 2 2 4 2 5 7 2 5 5 5 0 4 0
split_gain=149.227 27.338 20.532 10.9783 17.6118 12.2873 10.7821 9.16071 7.51221 6.87543 6.69991 9.335 5.85992 5.72877 5.10608 5.9057 4.9223 4.7444 5.75119 3.7083 5.47598 3.36694 3.78278 3.13401 3.68448 2.90566 2.87508 2.18757 2.11611 2.01361 1.61495 1.52285 1.49347 1.44088 1.41779 1.2389 0.928498 0.864605 0.729742
threshold=0 1 2 3 4 7.5000000000000009 1.0000000180025095e-35 5 6 7 1.0000000180025095e-35 8 9 10 11 12 13 1.5000000000000002 14 15 2.5000000000000004 6.5000000000000009 16 17 4.5000000000000009 18 19 20 3.5000000000000004 21 1.5000000000000002 22 23 4.5000000000000009 6.5000000000000009 1.0000000180025095e-35 24 7.5000000000000009 25
decision_type=1 1 1 1 1 2 2 9 1 9 2 9 1 1 1 9 9 2 1 9 2 2 9 9 2 9 9 9 2 9 2 1 9 2 2 2 1 2 1
left_child=-1 3 13 4 10 8 7 30 14 12 11 -2 34 17 15 -5 28 18 32 20 -12 22 -4 38 -25 -16 37 33 -8 -20 -6 -18 -3 -15 -7 -24 -21 -19 -10
right_child=1 2 21 5 6 9 16 -9 23 -11 19 -13 -14 27 25 -17 31 26 29 36 -22 -23 35 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.066800080620590688 0.029344398486371638 0.0010811773941740183 0 -0.0086908037759208245 0.01471044356297325 0.068697403260704434 0 -0.034854660227126195 0 -0.0027129840130319387 -0.0010856955369428684 -0.0013185216652321875 0 -0.03052775674579979 -0.00031804923879534682 0.030384964557592566 0.0027256337551908841 0.036801842014820188 0.025464282553447792 0.0014036261341318827 0.024454809130366351 0 0 -0.013035953993241006 0.011862158745666594 0.010218101216527893 -0.0002748735556514712 0 0.021535512805738132 -0.0015387459119637315 -0.0064163107000584241 -0.012716193034095352 -0.023124317726656976 0 0 -0.053279560718048027 -0.0068875236544623606 0 0.009096348668903546
leaf_weight=282.20428965548126 227.20233475870918 9.4618344688205962 20.459940079017542 20.220891971119272 37.97030006211935 50.97103268232604 128.04238507577975 210.1212422128956 118.68355698796222 21.604329777852399 141.60864709835732 133.03005085594486 15.870762260048648 60.615313015528955 254.78779471351299 208.80650332364894 34.932587997871451 53.236968856508611 22.918041256896686 131.33171524963109 117.68216790613951 9.2317725811735709 7.8790473209992333 269.24835416794667 36.960757798267878 1545.8415787424892 27.159335943579208 36.427299846574897 60.450379042369605 17.843247688142583 29.816174676074297 243.93740849980531 58.838075712366845 7.5483251980476771 1.5231320195598517 147.60083442811083 283.90429054846754 12.115600273071321 166.53733341085899
leaf_count=494653 168453 6274 18656 20661 38428 13646 122511 200766 35593 10389 96647 87514 7517 41729 64513 108972 36608 28091 11670 74020 81221 7730 7461 139617 19907 257059 17443 21884 55102 9142 37274 253184 41440 4749 563 159745 235954 7488 67375
internal_value=0 0.00339296 -0.0181768 0.00593156 -1.62581e-05 0.00990367 -0.0115591 -0.0263125 0.00822205 0.0420871 0.00813909 0.0187395 0.0509047 0 0.0110927 0.0250406 -0.0013575 0.00874691 -0.00301255 0.00161074 0.0104421 -0.0409487 -0.0456298 -0.00120655 -0.00810692 0.00858974 0.0231157 -0.0163823 0.00932718 0.0171444 0.00293241 -0.00974179 -0.019655 -0.0242419 0.0667857 -0.048857 -0.00371327 0.0299035 0.00540219
internal_weight=0 4982.42 491.336 4491.09 1780.03 2711.06 745.27 277.908 2621.09 89.9693 1034.76 360.232 68.3649 306.164 2029.66 229.027 467.363 201.573 109.061 674.527 259.291 185.172 175.94 591.43 306.209 1800.63 92.5119 104.591 188.493 40.7613 67.7865 278.87 68.2999 68.1636 52.4942 155.48 415.236 65.3526 285.221
internal_count=3111649 2616996 383502 2233494 1487682 745812 743873 276468 713697 32115 743809 255967 21726 189910 451205 129633 467405 121548 68526 487842 177868 193592 185862 262492 159524 321572 53022 68362 177613 20812 75702 289792 47714 46478 14209 167206 309974 35579 102968
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=15 2 896 1 768 8388610 1 11012822 8456038 1 1 112 4272289 2962450 1 2890781 23348353 1582851 5833745 794418 793710 10492392 4 1170 512 288
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=26
split_feature=0 1 0 4 6 0 4 2 2 5 2 2 2 4 3 0 2 2 5 5 5 5 2 2 4 5 2 2 5 2 4 2 5 7 2 2 2 0 2
split_gain=132.13 22.8655 36.2408 21.0112 14.2863 13.854 13.3121 7.86035 6.12901 5.57134 7.90102 5.03925 4.47335 3.83266 3.60339 3.32987 10.8782 6.93865 3.97982 3.64868 3.16371 3.04736 4.82136 4.58024 3.60057 2.43828 3.525 3.15311 2.30632 1.95295 1.86065 1.44726 1.34177 1.16139 1.11328 1.09926 0.979413 0.958205 0.865088
threshold=0 1 2 1.5000000000000002 3 4 7.5000000000000009 5 6 1.0000000180025095e-35 7 8 9 1.0000000180025095e-35 10 11 12 13 1.5000000000000002 5.5000000000000009 5.5000000000000009 4.5000000000000009 14 15 2.5000000000000004 3.5000000000000004 16 17 5.5000000000000009 18 2.5000000000000004 19 4.5000000000000009 20 21 22 23 24 25
decision_type=1 1 1 2 1 1 2 9 9 2 9 9 9 2 1 1 9 9 2 2 2 2 9 9 2 2 9 9 2 9 2 9 2 1 9 9 9 1 9
left_child=35 2 5 11 6 25 15 32 -8 10 -7 -4 28 -14 31 17 19 18 -3 -17 -13 22 37 33 29 27 -27 -2 -11 -24 -18 -9 -5 -23 -12 -1 -26 -6 -16
right_child=1 4 3 7 21 9 8 14 -10 12 34 20 13 -15 38 16 30 -19 -20 -21 -22 23 24 -25 36 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.01057147654149887 -0.0035385990824822453 0.0012753851575684142 -0.0029137406932337019 -0.02866091736666217 0.0089989074559749648 0.023256839760919072 -0.0039669530473761599 0 0.054467590509088538 -0.015634026043219049 0.00019971007745595194 -0.056434064870440184 -0.011770007213596398 0.0072365099405009015 0.0031661565480552117 0.030231750250735892 0.006196985805095815 0.00078958573265399496 0.021201152312025049 0 0 0 0 -0.0057754393750529221 -0.0047831977295635618 0.017451281032487314 -0.012985665351696566 0.025491994977489798 0.0027523974690738268 -0.026345647355110708 -0.008887483226314722 0.029770342286765245 0 0.031080581646429413 -0.010752096557625851 -0.071426355450092613 0.010990432709995154 -0.0011603686371714967 -0.012737273026350271
leaf_weight=44.973105179669801 20.092768760805484 183.01577888627071 54.735380571735732 52.682791870873189 84.467243552440777 132.62512930139201 13.060894231777636 21.087965562255704 65.204452496458543 450.67629314929945 220.26627518313762 199.47416802574662 130.82400190649787 276.46342283087142 12.34048156071003 366.77434969498427 230.1789438472988 853.78776194289094 376.38210433273343 42.112318447208963 12.593108284963817 9.0630679038004018 52.840075152635109 59.552773791423533 45.943397057475522 30.612496033834759 41.511878519435413 259.17758284969022 39.060998404398561 149.74384632229339 82.644251480283856 51.674496060230013 5.1843371965660472 36.217892523432965 78.649107152596116 218.92750520276604 24.805595804791665 214.11184478345967 17.295391256870065
leaf_count=49011 13575 32767 63498 49906 37550 85983 5726 16638 19454 373876 207306 236733 117517 221315 10236 101486 115239 124611 69292 14681 11764 5722 14642 27313 21478 16651 27142 144844 37391 96893 32099 56037 4445 19838 64133 446083 11691 83356 17619
internal_value=0 0.00308775 -0.00469804 -0.0293717 0.00886762 0.00196444 0.0127447 0 0.0482125 -0.00263709 0.00604707 -0.0457736 -0.00722742 5.55033e-05 0.0144348 0.0106557 0.0165094 0.00701436 0.0153278 0.0266531 -0.0516119 -0.00338976 -0.00661455 0.00953532 -0.0153402 0.01862 0 0.0230025 -0.013261 -0.0219609 0.000882032 0.0254914 -0.0223605 0.0253356 -0.0027256 -0.0647993 1.14867e-05 0.00155121 -0.00442802
internal_weight=0 4996.93 2107.03 427.068 2889.91 1679.96 2213.16 160.265 78.2653 1328.57 431.541 266.803 897.025 407.287 102.398 2134.9 721.71 1413.19 559.398 408.887 212.067 676.746 571.912 104.834 273.333 351.395 72.1244 279.27 489.737 202.584 312.823 72.7625 57.8671 45.281 298.915 263.901 70.749 298.579 29.6359
internal_count=3105541 2610447 1776609 466876 833838 1309733 515355 154881 25180 1107521 357422 311995 750099 338832 100530 490175 263505 226670 102059 116167 248497 318483 265610 52873 144704 202212 43793 158419 411267 111535 147338 72675 54351 25560 271439 495094 33169 120906 27855
cat_boundaries=0 1 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 1 896 1 512 12600265 1389601 9176582 29949955 8659558 2 768 9699918 2365864 5854483 10489593 264346 21766280 2048 1056 2 23069040 21594115 2152 576 2360356
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=24
split_feature=0 3 0 4 2 7 2 0 2 5 5 4 7 0 2 5 2 0 4 1 2 1 2 2 5 0 5 2 4 0 5 2 5 5 5 8 5 2 4
split_gain=118.024 20.4988 16.7917 8.11435 10.3557 6.31351 5.11308 4.4188 3.91322 6.4525 6.28476 3.61261 3.428 3.39889 5.61593 3.04485 5.00855 2.86619 2.79723 2.62541 2.35175 2.77508 2.42709 2.3292 2.26914 2.09941 1.50914 1.3048 1.26799 1.23109 2.39142 2.15447 1.1567 1.09402 2.10293 1.08381 0.887213 0.861632 0.770852
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 7 1.0000000180025095e-35 4.5000000000000009 1.5000000000000002 8 9 10 6.5000000000000009 11 12 1.5000000000000002 13 14 15 16 17 1.0000000180025095e-35 18 2.5000000000000004 19 1.0000000180025095e-35 20 1.0000000180025095e-35 21 5.5000000000000009 3.5000000000000004 5.5000000000000009 22 5.5000000000000009 23 10.500000000000002
decision_type=1 1 1 2 9 1 9 1 9 2 2 2 1 1 9 2 9 1 2 1 9 1 9 9 2 1 2 9 2 1 2 9 2 2 2 1 2 9 2
left_child=-1 3 6 4 13 8 35 33 9 -5 11 -10 18 23 26 16 28 -11 -8 -9 21 22 -7 -2 -18 -23 -15 -12 -4 31 -31 -22 -26 -6 -35 -3 37 -14 -20
right_child=1 2 15 5 7 20 12 19 10 17 27 -13 36 14 -16 -17 24 -19 38 -21 29 25 -24 -25 32 -27 -28 -29 -30 30 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.062917358074766547 0.018894483947426294 -0.020674294075751994 -0.012524389800806033 0.028727365523162796 -0.0077823035045570567 0.010495127305914287 0 -0.041051403115084067 -0.0061438627171284451 0.0018581474630339307 0.029729323446064278 0.0063023780193601307 0 0.012410982068260112 -0.015127247871620224 0 0 0.014374119423512742 0.029634073042954914 -0.001902492293535256 0.01192872239384949 0 -0.011963550341600303 0.0042628269433009468 -0.05512820390882759 0.023159050692584081 0 0.0032831588307203844 0.011010892375068883 0.0024760930780475085 -0.015466741196274961 -0.0093494352020669896 0 0.010858903846885915 -0.011295992199587594 0 0.0029073279532402445 -0.016473064513691474 0
leaf_weight=248.4836887715137 180.41324818233261 87.172890848567476 11.152649289906547 259.42001291506313 367.17320703579753 32.351929717580788 73.790267810734804 53.112318621373561 321.64535709856864 391.21992325840984 79.164441049520974 610.2264176645549 19.633883635659004 156.32353957269152 150.57417849514604 9.1214448182436154 6.531549109153274 540.51954798302177 65.532570556533756 47.429474847187521 60.680962168655242 47.523063293949235 81.406735372020194 473.60415090405149 119.27455432961506 67.740169627315481 121.14751333103777 83.68401961656491 21.341926220615278 63.45816535747872 183.05365234028432 43.760723364866863 5.3986922547628629 80.760576809960185 34.164410354947904 1.3410488468070969 8.8579218203522014 40.160947596974438 9.0721856452582852
leaf_count=495018 59042 65472 13640 103788 247608 21940 42764 67575 195030 98570 31184 316649 11663 93236 115509 7777 6625 212575 34501 39536 24173 8996 62750 170744 142252 26100 58375 46313 18112 42565 90277 30680 4896 43833 18917 966 5406 24498 5861
internal_value=0 0.00283593 -0.0160943 0.00499949 -0.000386793 0.00820344 0 -0.0108765 0.0105264 0.0146691 0.00539626 0.0016369 0.00762371 0.00518391 -0.00114803 -0.0375202 -0.0421923 0.0098215 0.0155671 -0.0274593 -0.000689158 0.00601696 -0.00273453 0.00958766 -0.0480275 0.0159146 0.00644321 0.0220316 0 -0.0060006 -0.00964649 0.000816106 -0.0534627 -0.00500478 0.00122779 -0.0167813 -0.00619504 -0.0120951 0.0269875
internal_weight=0 5008.94 478.383 4530.56 1664.7 2865.86 305.562 582.64 2285.88 1191.16 1094.72 931.872 217.048 1082.06 428.045 172.821 163.699 931.739 148.395 100.542 579.975 229.022 113.759 654.017 131.205 115.263 277.471 162.848 32.4946 350.954 246.512 104.442 124.673 482.098 114.925 88.5139 68.6528 59.7948 74.6048
internal_count=3105416 2610398 384433 2225965 914375 1311590 191131 417469 1004109 414933 589176 511679 124693 496906 267120 193302 185525 311145 83126 107111 307481 119786 84690 229786 153773 35096 151611 77497 31752 187695 132842 54853 147148 310358 62750 66438 41567 36161 40362
cat_boundaries=0 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 2 896 27003206 5 2171980 896 1914391 1 768 10223618 23348385 256 1 11018116 1 2101760 9177092 256 10488000 608 1048642 1 8388864
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
anmdc_ra=249
adm_past_year=231
count_proc=225
agegroup_rm=173
mental_health=85
flag_emergency=50
cc_depression=40
pat_remoteness=36
indstat_flag=3

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

end of parameters

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