tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=6
objective=cross_entropy
feature_names=anmdc_ra agegroup_rm flag_emergency adm_past_year count_proc pat_remoteness indstat_flag
feature_infos=-1:6:5:8:14:1:4:11:3:21:9:23:2:10:13:18:7:19:12:20:15:16:22:0:24 -1:7:6:3:5:2:8:4:0:1:9 -1:1:0 [0:295] [0:48] -1:0:1:2:3 -1:0:1
tree_sizes=2689 3311 4024 4058 3841 3512 3672 4084 3758 4159 4052 4074 4080 4019 3998 4102 3937 3995 4020 4053 3999 4011 3964 4009 4091 4070 4036 4100 4173 4039 4060 4094 4049 3983 4000 4052 4016 3741 3565 3976 3945 3980 4026 3965 4070 3913 3972 3969 3963 3963 3956 3970 2991 3303 2999 4033 3181 3318 3195

Tree=0
num_leaves=24
num_cat=6
split_feature=0 2 1 0 3 3 0 4 4 3 3 4 4 4 3 3 4 3 3 0 3 3 4
split_gain=1368.54 445.606 28.8779 13.7534 7.16081 6.39118 5.21351 2.48694 2.0122 2.0082 0.910147 0.642726 0.349458 0.312202 0.33371 0.246859 0.127378 0.119825 0.105345 0.0145465 0.0412212 0.0111704 0.00117836
threshold=0 1 2 3 36.500000000000007 3.5000000000000004 4 12.500000000000002 6.5000000000000009 5.5000000000000009 5.5000000000000009 5.5000000000000009 1.5000000000000002 1.0000000180025095e-35 31.500000000000004 4.5000000000000009 11.500000000000002 2.5000000000000004 61.500000000000007 5 28.500000000000004 11.500000000000002 7.5000000000000009
decision_type=9 1 1 9 2 2 9 2 2 2 2 2 2 2 2 2 2 2 2 9 2 2 2
left_child=1 4 3 10 7 -4 15 -1 13 11 16 -3 -11 17 -15 -7 -2 -5 -17 -12 -21 22 -14
right_child=2 9 5 8 -6 6 -8 -9 -10 12 19 -13 21 14 -16 18 -18 -19 -20 20 -22 -23 -24
leaf_value=-8.8684950474190885 -9.2262647615289346 -9.2137103394224695 -9.3103272080974335 -9.2479189244860365 -9.2417007814318541 -9.2417007814318541 -9.2718916062359575 -9.2417007814318541 -9.2417007814318541 -9.2514970903445111 -9.2417007814318541 -9.2417007814318541 -9.2395868726338986 -9.2813912202853128 -9.2417007814318541 -9.2278298798355607 -9.2417007814318541 -9.2417007814318541 -9.2417007814318541 -9.2458769212790628 -9.2417007814318541 -9.2417007814318541 -9.2417007814318541
leaf_weight=88.12862966110697 82.609556521230843 50.47093554699677 543.56330093563884 25.445194490690486 0.33641541330143709 5.7340805713611216 44.509929601801559 0.11636950212414277 6.147914163011591 6.5831612933543493 0.2457227788399905 1.0412212071823876 1.3374256767856421 117.5530603826337 0.71963055143714783 17.420640429976633 0.38835051166824897 4.9413920643855809 0.36742144217714567 4.4377378828357896 0.3715878773073199 0.40491935834870663 0.028196107508847379
leaf_count=909538 852578 520889 5609885 262609 3472 59179 459368 1201 63450 67942 2536 10746 13803 1213215 7427 179791 4008 50998 3792 45800 3835 4179 291
internal_value=-9.2417 -8.99678 -9.2933 -9.25757 -8.8703 -9.30518 -9.25908 -8.86896 -9.27344 -9.22153 -9.23082 -9.21535 -9.24263 -9.27734 -9.28101 -9.23308 -9.22666 -9.24566 -9.22871 -9.24186 -9.24351 -9.24098 -9.23968
internal_weight=0 148.447 854.456 242.86 88.5814 611.595 68.0321 88.245 154.807 59.8659 88.053 51.5122 8.3537 148.659 118.273 23.5221 82.9979 30.3866 17.7881 5.05505 4.80933 1.77054 1.36562
internal_count=10350532 1532061 8818471 2506456 914211 6312015 702130 910739 1597699 617850 908757 531635 86215 1534249 1220642 242762 856586 313607 183583 52171 49635 18273 14094
cat_boundaries=0 1 2 3 4 5 6
cat_threshold=1048640 2 896 10551968 27361464 128
is_linear=0
shrinkage=1


Tree=1
num_leaves=32
num_cat=8
split_feature=0 2 0 3 1 1 4 3 3 0 4 3 3 1 4 3 3 4 4 4 3 4 4 4 3 4 1 3 4 4 4
split_gain=978.943 223.204 34.924 15.5378 10.2967 8.4469 4.07635 3.66362 1.8797 1.66596 1.43064 1.07759 1.04165 1.0267 0.852933 0.752562 0.647346 0.629163 0.617036 0.334893 0.323145 0.0774126 0.0714896 0.0419483 0.0328175 0.0232457 0.0151384 0.0115017 0.00455685 0.00117958 0.000680849
threshold=0 1 2 2.5000000000000004 3 4 1.0000000180025095e-35 36.500000000000007 5.5000000000000009 5 12.500000000000002 48.500000000000007 1.5000000000000002 6 4.5000000000000009 5.5000000000000009 1.5000000000000002 1.5000000000000002 5.5000000000000009 1.5000000000000002 34.500000000000007 8.5000000000000018 5.5000000000000009 11.500000000000002 9.5000000000000018 8.5000000000000018 7 11.500000000000002 1.0000000180025095e-35 7.5000000000000009 3.5000000000000004
decision_type=9 1 9 2 1 1 2 2 2 9 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2
left_child=1 7 3 5 16 9 20 10 18 21 -1 -6 14 -8 -7 23 -4 26 -3 -10 -5 -2 -16 -15 -17 -19 -11 29 -14 -21 -30
right_child=2 8 4 6 11 12 13 -9 19 17 -12 -13 28 15 22 24 -18 25 -20 27 -22 -23 -24 -25 -26 -27 -28 -29 30 -31 -32
leaf_value=0.26544854093560372 0.022439035428417568 0.027161192582358287 -0.014991252598884461 0.050117464628122714 -0.067982713468817374 -0.041924513628930161 -0.010744553260011676 0 -0.0095726815110939913 0.0018715603966960323 0 0 0 0.017893961157754375 0.0020492133204465554 -0.0031042078066527154 0 -0.011912829427969658 0 0.0021654677030446255 0 0 -0.0040286917056777515 0 0 0 0 0 -0.0011989569859794684 0 0
leaf_weight=118.03271342262451 13.285780840313233 50.99555743169185 52.338659186534642 12.632413710518446 513.30978119000793 104.29124689654418 8.1754407394473692 0.29765787720680137 6.492707877798237 10.062066539649095 0.11588503292295982 1.8248744848679042 4.7726381125321486 12.4099526259306 3.3169618236861407 4.056783625012029 25.019058851532463 23.353623689392411 1.0341479568451166 1.3216123158999833 0.26061560525704486 0.15678033504809796 5.4267414575588191 0.10856657945987613 4.0802708341434482 0.95747934061364404 16.566875474942208 0.39833057721261855 6.4362530969738128 0.027517850627191254 1.9813694566983029
leaf_count=838809 135017 511779 555230 124959 5615085 1131476 84462 3072 67668 102156 1196 19291 50396 126514 36472 40600 265522 237048 10673 13611 2645 1598 59848 1143 40821 9790 167949 4111 69579 284 21728
internal_value=0 0.188949 -0.0478595 -0.0100444 -0.0606405 -0.0234017 0.0296578 0.26443 0.0196346 0.00345943 0.265163 -0.0665031 -0.035035 0 -0.0398822 0.00880771 -0.00968408 -0.00323847 0.025558 -0.000630125 0.0492053 0.0178811 0 0.0175929 0 -0.0116247 0.000650604 0.000794929 0 0.00207578 -0.0010891
internal_weight=0 178.716 824.824 232.332 592.492 190.608 41.724 118.446 60.2699 64.3826 118.149 515.135 126.225 28.831 113.035 20.6556 77.3577 50.94 52.0297 8.24017 12.893 13.4426 8.7437 12.5185 8.13705 24.3111 26.6289 1.74746 13.1903 1.34913 8.41762
internal_count=10350532 1451203 8899329 2444201 6455128 2023057 421144 843077 608126 653558 840005 5634376 1369499 293540 1227796 209078 820752 516943 522452 85674 127604 136615 96320 127657 81421 246838 270105 18006 141703 13895 91307
cat_boundaries=0 1 2 3 4 5 6 7 8
cat_threshold=64 2 32604321 768 896 8454272 579 256
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=11
split_feature=0 2 1 1 0 3 4 3 1 3 4 0 4 3 4 0 3 4 3 4 4 3 3 3 4 4 4 3 4 4 3 1 0 0 3 3 3 3 4
split_gain=730.345 115.804 35.9 26.3284 10.7051 6.71361 7.1024 5.60175 3.32644 3.0938 1.82746 1.74407 1.02666 0.92846 0.872852 0.836287 0.820098 0.62716 0.594069 0.545488 0.402806 0.328813 0.301437 0.226984 0.18079 0.143926 0.115849 0.076737 0.0571257 0.041145 0.0383967 0.0314157 0.0244184 0.0144575 0.0412236 0.00668549 0.00335372 0.00539156 0.00238094
threshold=0 1 2 3 4 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 5 36.500000000000007 6.5000000000000009 6 12.500000000000002 5.5000000000000009 2.5000000000000004 7 5.5000000000000009 4.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 5.5000000000000009 17.500000000000004 31.500000000000004 33.500000000000007 13.500000000000002 5.5000000000000009 11.500000000000002 2.5000000000000004 3.5000000000000004 1.0000000180025095e-35 9.5000000000000018 8 9 10 28.500000000000004 10.500000000000002 4.5000000000000009 14.500000000000002 3.5000000000000004
decision_type=9 1 1 1 9 2 2 2 1 2 2 9 2 2 2 9 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 9 9 2 2 2 2 2
left_child=1 2 7 4 16 24 11 29 14 12 19 23 -4 20 -3 36 26 21 28 27 -10 -9 -21 -7 -5 30 32 -6 -16 -1 -20 -12 -2 -18 -35 -13 -8 -38 -31
right_child=3 8 9 5 10 6 15 17 13 -11 31 35 -14 -15 18 -17 33 -19 25 22 -22 -23 -24 -25 -26 -27 -28 -29 -30 38 -32 -33 -34 34 -36 -37 37 -39 -40
leaf_value=0.0028254469448819363 0 -0.01111700329859128 0.2296033748895141 -0.064716412418564309 -0.0042123973670010351 0.032621475990032865 0 0.062186781285932684 0.041754092751006916 0 0.0027080137733332681 -0.0040022081803556533 0 0 -0.003959257167240997 -0.032255772588354999 0 0 0.016610519007140816 -0.035772577425269257 0 0 0 0 0 0 0 0 0 -0.00076856172611219063 0 0 0.017255013735498745 -0.00417215476428906 0 0 0.0015932638638394795 0 0
leaf_weight=21.539861149300123 46.25250371920265 27.375687537052727 115.01648285824922 477.20263605499349 24.284428054015738 9.2086669395648606 1.7778271008282915 15.00815987195528 17.969098609537475 0.31488427455769752 2.8396246919146506 5.4169811876636222 0.10416048875776951 3.5202652820371432 6.4421802121651108 39.706274722069793 0.2470427468942944 0.3958187059179189 4.3018460838284218 108.55495141286519 0.4057900785774099 0.20311576302629042 0.70094966278702386 0.30453352677432199 1.2710313327261236 0.43011021534039162 0.38733999562828003 4.7885393617543732 2.0036273092700867 10.307911243580746 0.10798762305785192 3.0706733639599397 37.605460775921529 4.4363058755698139 0.37041711684287282 0.93116456384450419 4.4507005862978986 2.1981043979976675 1.3063769773871161
leaf_count=119256 470537 270858 639975 5595325 262609 96181 19442 83385 175580 3250 29621 61176 1075 36855 62949 439109 2536 2206 42148 1213215 4188 1238 7427 3188 14560 4438 4008 50998 19721 56662 1113 33829 382041 45800 3835 10437 48546 24051 7164
internal_value=0 0.143657 0.187837 -0.0469451 -0.013 -0.0591474 -0.0138307 0.0329309 0.0166785 0.213943 -0.0278183 0.017743 0.229367 0.0308629 -0.000825132 -0.0308926 0.00981612 0.0600566 0.00626741 -0.0316888 0.0405649 0.0614581 -0.0353778 0.0252173 -0.064608 0.0148093 0.013783 -0.00182091 0 0 0.0162445 0 0.0141701 -0.000154779 -0.00180149 -0.00290995 0 0.000956607 0
internal_weight=0 226.753 164.197 776.006 233.538 542.468 63.9943 48.7612 62.5566 115.436 144.239 15.8613 115.121 21.8952 40.6614 48.1329 89.2991 15.6071 13.2858 138.329 18.3749 15.2113 109.256 9.5132 478.474 4.83994 84.2453 29.073 8.44581 33.1541 4.40983 5.9103 83.858 5.05377 4.80672 6.34815 8.42663 6.6488 11.6143
internal_count=10350532 1532061 914211 8818471 2506456 6312015 702130 269911 617850 644300 1597699 170982 641050 216623 401227 531148 908757 86829 130369 1534249 179768 84623 1220642 99369 5609885 47699 856586 313607 82670 183082 43261 63450 852578 52171 49635 71613 92039 72597 63826
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11
cat_threshold=1048640 2 7 896 10551968 120 11340202 21009553 768 32 128
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=11
split_feature=0 2 1 0 3 1 1 3 1 4 4 3 3 3 3 3 4 4 0 3 3 3 0 1 4 4 1 4 4 4 4 4 4 4 3 3 3 4 4
split_gain=571.571 68.3748 33.0588 26.2285 18.8866 9.80533 6.94297 4.78278 2.97373 2.86158 2.0575 1.89828 1.16686 1.33033 0.994084 0.851407 0.808489 0.694131 0.601306 0.599616 0.577312 0.576327 0.550242 0.454233 0.377686 0.359239 0.173054 0.141544 0.13742 0.132248 0.0555674 0.0738116 0.0551663 0.0483697 0.0428166 0.0377846 0.0143636 0.00441749 0.00234595
threshold=0 1 2 3 1.0000000180025095e-35 4 5 5.5000000000000009 6 3.5000000000000004 4.5000000000000009 36.500000000000007 1.0000000180025095e-35 6.5000000000000009 48.500000000000007 5.5000000000000009 2.5000000000000004 12.500000000000002 7 1.5000000000000002 1.0000000180025095e-35 30.500000000000004 8 9 5.5000000000000009 1.0000000180025095e-35 10 5.5000000000000009 11.500000000000002 5.5000000000000009 5.5000000000000009 4.5000000000000009 3.5000000000000004 8.5000000000000018 33.500000000000007 9.5000000000000018 28.500000000000004 13.500000000000002 1.0000000180025095e-35
decision_type=9 1 1 9 2 1 1 2 1 2 2 2 2 2 2 2 2 2 9 2 2 2 9 1 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 11 6 29 19 12 9 16 -8 21 17 22 18 -7 24 -3 -1 28 -5 32 -6 23 38 -10 34 -24 35 -14 -4 31 -11 -18 -25 -9 -22 -15 -32 -2
right_child=3 8 4 5 10 14 7 25 15 30 -12 -13 13 36 -16 -17 20 -19 -20 -21 27 -23 26 33 -26 -27 -28 -29 -30 -31 37 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.2076333971047517 0 -0.010645658541669205 0.0088726231520187115 -0.012882225368969573 0.097913671508898167 -0.064096737407555907 -0.038876280948230507 0.014672814207891302 0.039525715527480861 0 0 0 0.023737496945159448 -0.0025999372501640992 0 0 -0.0038921229125477015 0 0 0 0.016366093988349085 0 0 0.013062198001654583 0 0 -0.010778076968278674 0 0 0 -0.0011333800198679643 0.0062675771893397556 0 0 0 0 0 0 -0.0010372282088523736
leaf_weight=93.19167421880411 1.8646447938954223 27.073097503685858 61.838912076622364 50.345748772320803 37.197080238693161 454.53303199795482 81.238764838155475 2.2655009516674904 18.735102376820585 5.6004629263916268 1.3989908094372356 0.22506368465837923 45.155575581768062 4.9070821272616731 1.797504625210421 3.5202652820371432 6.416729513955941 0.082068693183827146 7.7402483040787038 24.41478501878737 4.3738838130520881 0.19834072071534947 8.0495899255693075 12.45339407222491 0.4057900785774099 5.2750256636354607 22.762499647658842 0.43011021534039162 0.26133732096059148 0.75258682791900255 4.3893892192791091 2.9354916452575708 2.0036273092700867 0.17716629951610308 0.13838707591639821 0.10798762305785192 0.66545295990363218 0.53735227942524932 4.3559937692407402
leaf_count=409885 22930 270858 309473 555230 179797 5615085 983020 21233 175580 67967 6731 2323 469022 50242 19291 36855 62949 847 80030 265522 42148 1557 82194 123192 4188 55638 249796 4438 2772 3598 51643 34361 19721 1785 1413 1113 6882 5953 53270
internal_value=0 0.11814 0.148553 -0.0446276 0.0534659 -0.0564069 -0.00948759 -0.0248552 0.016039 -0.0334473 0.0947715 0.191372 0.00579317 0.0138224 -0.0625324 0.0292629 -0.000509306 0.207429 0.0190455 -0.00763969 0.00615313 0.0973312 -0.00083847 0.00364821 0.0383735 0.00881217 -0.00821183 0.0145724 0.0205799 0.00798753 0 0.00379732 0 0.0101997 0.014183 0.0160016 -0.00161102 0 -0.000478458
internal_weight=0 257.951 194.885 741.864 101.386 531.091 210.773 102.38 63.0666 94.7015 38.7944 93.4988 108.393 58.7297 456.331 22.6612 40.4054 93.2737 53.1572 74.7605 13.3323 37.3954 49.6633 18.8512 19.1409 7.67891 30.8121 4.91198 45.4169 62.5915 13.4627 8.53595 8.42036 12.6306 2.40389 4.48187 5.57254 4.92674 6.22064
internal_count=10350532 1532061 914211 8818471 501156 6455128 2363343 1221228 617850 1142944 188085 413055 1142115 608948 5634376 216623 401227 410732 551824 820752 130369 181354 533167 201177 179768 78284 331990 47699 471794 313071 159924 102328 82670 124977 22646 43261 57124 57596 76200
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11
cat_threshold=1048640 2 976 31555745 768 928 120 8454304 10551424 32 256
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=38
num_cat=9
split_feature=0 2 0 3 1 1 3 4 1 1 3 3 0 4 3 3 1 3 3 4 4 4 3 4 3 4 3 3 4 4 4 3 4 3 4 4 3
split_gain=463.603 45.396 30.4377 11.2845 9.13294 5.99349 3.51928 3.47967 2.8559 2.50013 1.40804 1.35399 1.28484 1.26502 0.939504 0.907103 0.856477 0.711268 0.548234 0.522506 0.475237 0.342068 0.287886 0.246467 0.385036 0.202924 0.183016 0.175813 0.136282 0.0679215 0.0417262 0.0385947 0.0382849 0.0188831 0.0120077 0.00514315 2.0553e-05
threshold=0 1 2 2.5000000000000004 3 4 1.5000000000000002 1.0000000180025095e-35 5 6 1.0000000180025095e-35 36.500000000000007 7 2.5000000000000004 48.500000000000007 5.5000000000000009 8 5.5000000000000009 1.5000000000000002 12.500000000000002 5.5000000000000009 1.0000000180025095e-35 34.500000000000007 2.5000000000000004 1.0000000180025095e-35 4.5000000000000009 14.500000000000002 1.5000000000000002 13.500000000000002 5.5000000000000009 3.5000000000000004 9.5000000000000018 11.500000000000002 9.5000000000000018 1.5000000000000002 1.0000000180025095e-35 3.5000000000000004
decision_type=9 1 9 2 1 1 2 2 1 1 2 2 9 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 3 5 18 12 -7 22 10 23 -1 19 13 35 -6 20 -9 32 -4 -10 -11 -14 -5 -3 30 26 -12 -15 -23 33 -25 -19 -18 -26 -17 -2 -20
right_child=2 9 4 7 14 6 -8 16 11 15 25 -13 21 27 -16 34 17 31 36 -21 -22 28 -24 24 29 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38
leaf_value=0 0 -0.0073771884683777105 -0.012177840450525423 0.045000111625491501 -0.062054254809689693 -0.040855676555506898 0 -0.010120382147689334 0.14209480993210935 0.034807152636026371 0.031534032005469302 0 0 0.027274377392336076 0 -0.0018894419577884158 0.016644668823713831 -0.0033618924533410214 6.7605978994857513e-05 0 0 -0.010402295182300181 0 -0.0043459414337639448 0.01163137161597372 0 0 0 0 0 0 0 0 0 0 -0.0011137717178039547 0
leaf_weight=21.363025508399005 3.2037329109225565 18.582156537064296 49.701458916359115 14.136688181344649 428.4635240640273 76.507780540086969 9.082448528344683 7.8409331479924749 173.20726175463642 29.341688365995655 11.81233908454305 0.27934494140208599 26.669210203581315 5.3562785100584724 1.797504625210421 3.6351732917537438 12.864057019716711 4.1475553430063865 14.968218288740902 0.10755216266261314 0.59454060369171102 43.657938421725703 0.26409436823451038 4.4988425816263753 3.1445068463508514 0.29087310613249506 0.25426492882252283 1.1743257802081641 0.32983003444678516 0.29607923235744227 1.417955110184266 4.1407677494426025 0.10717004605248881 0.077623091056011506 1.0527643725654341 11.460681213327915 9.4465667300464684
leaf_count=115266 33854 187806 555230 124909 5642185 918469 99908 84359 666010 272996 54859 2883 285447 56306 19291 38462 126514 40600 162616 1110 6136 464678 2645 44286 29790 1616 1333 11951 3526 3055 13948 40821 1143 800 10847 121971 102906
internal_value=0 0.103881 -0.0410784 -0.00611807 -0.0542669 -0.0185394 -0.0323256 0.0265219 0.127945 0.0165716 0.0166479 0.135004 0 0.0127509 -0.0604545 0.0259596 0 0.0077346 -0.00711814 0.141967 0.0334698 -0.00511829 0.0441376 -0.00149958 0 0.029841 0.0307389 0.0259201 -0.00945018 0.0103867 -0.00255423 0 0.0163537 0.0113705 0 0 0
internal_weight=0 269.956 725.321 220.943 504.377 177.442 85.5902 43.5013 207.315 62.6413 33.7205 173.594 91.852 21.195 430.261 34.6242 29.1005 21.2596 74.1162 173.315 29.9362 70.657 14.4008 28.0172 9.43501 12.3575 12.0666 6.5306 43.9878 3.51821 5.9168 8.28832 12.9712 3.22213 4.68794 14.6644 24.4148
internal_count=10350532 1451203 8899329 2417101 6482228 1996110 1018377 420991 843077 608126 173074 670003 977733 224082 5661476 328441 293437 209078 820752 667120 279132 753651 127554 279685 91879 57808 56192 68257 468204 33645 58234 81421 127657 30590 49309 155825 265522
cat_boundaries=0 1 2 3 4 5 6 7 8 9
cat_threshold=64 2 32571553 768 960 6 88 8454272 579
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=34
num_cat=12
split_feature=0 4 1 4 2 3 0 0 0 4 1 1 3 4 3 3 3 3 4 1 0 4 4 4 3 4 3 3 1 4 3 1 4
split_gain=371.454 37.6318 19.3339 12.7718 8.17006 7.77044 7.21192 5.46312 2.04062 1.42956 1.37107 1.32069 0.81222 0.719576 0.758379 0.614842 0.421248 0.384876 0.378266 0.370542 0.32219 0.276885 0.247167 0.191383 0.135086 0.112718 0.0643118 0.0554845 0.0278573 0.0276749 0.00368668 0.000412135 1.24055e-05
threshold=0 1.0000000180025095e-35 1 1.0000000180025095e-35 2 2.5000000000000004 3 4 5 5.5000000000000009 6 7 25.500000000000004 2.5000000000000004 1.0000000180025095e-35 17.500000000000004 36.500000000000007 5.5000000000000009 4.5000000000000009 8 9 5.5000000000000009 12.500000000000002 5.5000000000000009 1.0000000180025095e-35 3.5000000000000004 30.500000000000004 11.500000000000002 10 14.500000000000002 61.500000000000007 11 7.5000000000000009
decision_type=9 2 1 2 1 2 9 9 9 2 1 1 2 2 2 2 2 2 2 1 9 2 2 2 2 2 2 2 1 2 2 1 2
left_child=1 16 3 7 8 -4 18 26 11 -8 13 24 22 -6 25 -7 -1 21 -5 29 31 -12 -13 -16 -3 -15 -2 -26 -10 -20 -17 -9 -21
right_child=2 4 5 6 10 15 9 20 28 -11 17 12 -14 14 23 30 -18 -19 19 32 -22 -23 -24 -25 27 -27 -28 -29 -30 -31 -32 -33 -34
leaf_value=0.12153843471667153 0.029076103478468524 -0.00066687717569411428 -0.0701230616891763 -0.0049109185244548955 -0.011210187268310613 -0.012211455201571245 -0.044972971871672963 0 0 0 0.022326041617105389 0.067942988376586036 0 -0.0059491383101047913 0.016480147335637862 0.0010467454610381894 0 0 0.01365188083136095 -6.0386267135819813e-05 -0.014617369814031956 0 0 0 0.0071082837573005061 0 0 0 -0.0025527529849671653 0 0 -0.00026621518632479884 0
leaf_weight=141.96186221281096 38.174328075350786 12.279636298466363 251.09353414170619 64.642156499583507 27.435978157081991 37.203584034621599 175.32810796940612 19.248507345058897 1.0510543773707468 18.366643700370332 21.499716036450998 95.621116347028874 0.4500824160859328 7.2131426792257134 6.0571184237414846 3.6474905701397793 0.10787158473976788 3.6191850332761524 6.9544027238007402 4.0201897696533688 22.071448004709964 0.5770527111235414 0.13598797619488223 0.57015096492978035 7.3438849952435694 2.6559408747853013 0.096891039742330487 0.41181886680715241 4.1256112937262506 0.095975550619186722 0.39869771915255103 18.153159917157609 1.4040570053330155
leaf_count=581977 461024 67280 3538139 752950 279449 476082 2225161 216954 5677 231089 190458 374123 3311 73030 60415 44179 1116 37918 77979 46455 280183 5859 1415 6043 35791 27613 1045 2030 21575 1060 4310 203332 15510
internal_value=0 0.0814232 -0.0420818 -0.0211933 0.0415802 -0.0617929 -0.0321909 0.00567326 0.0551763 -0.0405273 0.00538454 0.0555068 0.0622321 -0.00230743 0.00323036 -0.00737275 0.1214 0.0156801 0 0.00594298 -0.00952848 0.0209705 0.0677614 0.0146668 0 -0.00218229 0.0252015 0.00593977 -0.000393274 0.0105185 0 0 0
internal_weight=0 333.117 660.899 368.556 191.047 292.343 270.812 97.7443 121.419 193.695 69.6283 116.243 96.2072 43.9323 16.4964 41.2498 142.07 25.696 77.1168 12.4746 59.4731 22.0768 95.7571 6.62727 20.0353 9.86908 38.2712 7.7557 5.17667 7.05038 4.04619 37.4017 5.42425
internal_count=10350532 1775080 8575452 4512742 1191987 4062710 3350204 1162538 511202 2456250 680785 483950 378849 446550 167101 524571 583093 234235 893954 141004 700469 196317 375538 66458 105101 100643 462069 37821 27252 79039 48489 420286 61965
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12
cat_threshold=1048768 992 2 81968 10563332 192 120 7 832 16793640 32 160
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=36
num_cat=8
split_feature=0 1 1 3 4 0 3 0 4 0 3 4 4 4 3 4 4 4 3 4 3 4 3 4 3 3 4 4 1 4 0 3 4 3 4
split_gain=302.673 39.573 18.3261 17.1106 14.772 6.40631 5.90669 5.54078 6.73512 5.02821 1.86166 1.63304 0.932499 0.800704 0.788904 0.752979 0.668263 0.574523 0.388866 0.386624 0.322833 0.294847 0.268451 0.13675 0.111296 0.0899463 0.0825952 0.0671279 0.0396277 0.0293441 0.0279643 0.106797 0.00975159 0.078859 0.00150365
threshold=0 1 2 1.5000000000000002 1.5000000000000002 3 4.5000000000000009 4 1.5000000000000002 5 22.500000000000004 6.5000000000000009 3.5000000000000004 1.0000000180025095e-35 36.500000000000007 5.5000000000000009 4.5000000000000009 9.5000000000000018 10.500000000000002 3.5000000000000004 5.5000000000000009 3.5000000000000004 2.5000000000000004 2.5000000000000004 33.500000000000007 3.5000000000000004 4.5000000000000009 12.500000000000002 6 9.5000000000000018 7 3.5000000000000004 2.5000000000000004 48.500000000000007 4.5000000000000009
decision_type=9 1 1 2 2 9 2 9 2 9 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 9 2 2 2 2
left_child=1 4 9 7 10 6 16 8 -3 19 -1 22 23 24 17 -14 -4 -5 27 20 -2 -9 -11 -10 -8 34 -27 -6 29 -13 -21 -32 33 -15 -24
right_child=2 3 5 14 18 -7 13 21 12 11 -12 28 15 32 -16 -17 -18 -19 -20 30 -22 -23 25 -25 -26 26 -28 -29 -30 -31 31 -33 -34 -35 -36
leaf_value=0.16699558014297056 0.010153266545953943 0.036775693014448822 -0.031496287555996018 0.076200014125969162 0.037290264210607472 -0.064399892017293361 0.020004454660297748 -0.018297612105042507 -0.0080380240679597138 -0.028375636100859393 0 0.0050043934005156616 0.018508926351925761 -0.0047755199545221599 0 0 0 0 0 0 0 0 0.0006395293969034706 0 0 -0.0062074399607201826 0 0 0 0 -0.0057652869575219069 0 0 0 0
leaf_weight=48.646681085636374 68.946931071972358 105.23505854961695 136.39992042602535 67.606892712377885 41.373788951241295 260.51174956717296 4.9982702825873302 15.283906148535609 41.75996870797826 92.852841493178857 0.30510731002868752 2.3793831980874534 9.6574882302011229 8.8547493075020576 0.38010624930029635 3.2421817285940042 10.526246363144308 0.27406679679552226 0.44731462639174324 1.1859011483829818 4.5512792536610496 3.4267115000475306 6.7643222505721523 20.726202632744389 0.25909348615823535 14.778395811183147 1.2551392364839546 0.076028698109438575 2.5767747977297395 0.31956889596767712 12.445941680198297 1.7841615877987358 3.2701739440526572 0.76599552678817495 0.89318687489867432
leaf_count=154855 711837 376795 1900352 361302 211430 3890064 49519 140828 279686 1170560 2537 25167 50617 103081 3976 14550 135769 1728 2526 11634 48907 39070 82894 134399 2728 184967 15551 781 32028 3376 131038 18577 38095 8263 11045
internal_value=0 0.0698885 -0.0399764 0.0374982 0.122373 -0.051895 -0.0219856 0.01684 0.0223607 -0.0102708 0.165964 -0.0215236 0 0.0100732 0.0750269 0.0118814 -0.0299203 0.0757066 0.0362908 0.0047141 0.00820752 -0.0131371 -0.0256259 -0.00594514 0.0191225 0 -0.00442033 0.0371442 0 0.00304643 0 -0.00227081 0 -0.00156883 0
internal_weight=0 358.442 636.32 267.593 90.8489 425.586 165.074 199.332 180.621 210.734 48.9518 121.82 75.3858 18.1483 68.2611 12.8997 146.926 67.881 41.8971 88.9142 73.4982 18.7106 116.544 62.4862 5.25736 23.691 16.0335 41.4498 5.27573 2.69895 15.416 14.2301 12.8909 9.62074 7.65751
internal_count=10350532 1775080 8575452 1402951 372129 6127871 2237807 1035945 856047 2447581 157392 1525588 479252 201686 367006 65167 2036121 363030 214737 921993 760744 179898 1465017 414085 52247 294457 200518 212211 60571 28543 161249 149615 149439 111344 93939
cat_boundaries=0 1 2 3 4 5 6 7 8
cat_threshold=1048768 896 896 31818801 64 10552864 768 8388608
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=17
split_feature=0 1 1 3 4 3 4 0 0 4 0 2 4 4 3 4 4 4 1 3 3 0 3 0 4 2 3 0 0 2 3 4 4 4 4 4 2 1 1
split_gain=254.753 29.7279 17.962 13.742 11.2007 8.07454 7.49998 7.01962 4.96848 4.00069 3.26509 2.73157 3.03495 2.37346 1.44671 1.36693 0.727412 1.21066 0.724555 0.510242 0.440001 0.386756 0.353361 0.348392 0.317738 0.281507 0.225 0.218752 0.195826 0.0652005 0.0623439 0.0615714 0.0607295 0.0548186 0.0471933 0.0377061 0.0297604 0.0206907 0.00743885
threshold=0 1 2 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 3 4 1.5000000000000002 5 6 1.5000000000000002 5.5000000000000009 22.500000000000004 2.5000000000000004 3.5000000000000004 5.5000000000000009 7 36.500000000000007 17.500000000000004 8 10.500000000000002 9 9.5000000000000018 10 11.500000000000002 11 12 13 30.500000000000004 2.5000000000000004 7.5000000000000009 12.500000000000002 8.5000000000000018 10.500000000000002 14 15 16
decision_type=9 1 1 2 2 2 2 9 9 2 9 1 2 2 2 2 2 2 1 2 2 9 2 9 2 1 2 9 9 1 2 2 2 2 2 2 1 1 1
left_child=1 6 4 9 8 -4 14 15 30 10 25 19 -13 -9 -1 18 31 -18 27 24 -7 38 29 -20 -5 -3 32 -6 34 33 -2 -11 -14 -8 -17 -19 -12 -30 -10
right_child=2 3 5 11 7 20 22 13 21 16 36 12 26 -15 -16 28 17 35 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 37 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.14002541280504613 0.028828098221840372 0.033063427037746083 -0.066674665932231356 0.083292855304167704 0.0059796953789255777 -0.0093745391629712922 0.038199260426447681 -0.048491920096633452 0.00081249992096541889 -0.0056976245519875209 -0.00594571146086466 -0.014169820093015562 0.027168314756677532 0 0 0.0091447176400652284 0.019814400830454781 -0.0037974589170145 0 0 0.00023876078066433406 -0.013860911189728887 0 -0.019301331136536405 0 0 0 -0.0026503018211612717 0 0 0 0 0 0 0 0 0 -0.0018552478652050742 -0.00076117173258717099
leaf_weight=57.480941934387374 38.305531619495014 118.02165619128209 222.0185855498421 37.099316888052272 11.895683399692642 35.100199834974774 29.327429559751184 117.53309078383609 20.506562988455698 47.400996424796176 11.463533913432912 8.4469910234183754 4.5994156064116387 13.626816154734113 0.30510731002868752 14.893405623923169 14.232533223505017 4.3015274714343823 10.075805948959896 0.21847515519038907 3.91869166689139 18.044053473226086 0.44731462639174324 40.542419819561474 0.13501766764966205 2.946724094268574 0.38100782207038708 7.2516510672430767 20.236274064969621 13.633139227211357 0.094831284353857792 26.01422887143417 0.099132130344514624 0.060370485967722654 0.25575780450162788 0.33554118171014113 0.75543960064532889 20.113494294579141 19.450779469552799
leaf_count=154855 461024 389670 3538139 128886 128211 476082 97628 1646238 237356 327495 88160 81750 42104 177645 2537 185256 91917 24040 141024 2253 48489 240136 2526 505961 693 25517 3699 80215 248573 113963 1045 185092 984 620 3058 2152 8539 234023 222977
internal_value=0 0.0620504 -0.0379145 0.0336474 -0.0180371 -0.0578182 0.105986 -0.028784 0.00679579 0.0174071 0.0268239 0.0728672 0.00108444 -0.042165 0.139191 -0.00440205 0 0.0104896 -0.0128014 0.0823322 -0.00437831 -0.00816962 0.033375 -0.0161361 0.0829247 0.030437 0.0254276 0 0.00291977 0.0341922 0.0249952 -0.00428288 0.026805 0.0380588 0.00698033 -0.00184254 -0.00425288 0 0
internal_weight=0 377.706 613.864 276.452 352.826 261.037 101.254 256.424 96.4018 225.472 133.187 50.9794 13.5265 131.16 57.786 125.264 92.2848 18.8696 69.7656 37.4528 39.0189 58.0014 43.4683 50.6182 37.2343 120.968 5.07956 19.1473 55.4989 43.0209 38.4004 73.4152 4.69855 29.3878 15.1492 4.63707 12.219 40.3498 39.9573
internal_count=10350532 1775080 8575452 1402951 4512742 4062710 372129 3350204 1162538 1142582 511886 260369 128537 1823883 157392 1526321 630696 118109 855411 131832 524571 700469 214737 646985 129579 415187 46787 208426 670910 212211 462069 512587 43088 98248 188314 26192 96699 482596 460333
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=1048768 896 992 12664883 10563332 64 2 768 278568 65552 2 34 8388624 2 2 192 160
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=37
num_cat=13
split_feature=0 1 0 3 3 1 1 4 4 4 1 4 3 4 2 4 0 1 4 4 4 3 1 3 1 4 1 3 3 0 3 4 4 4 4 3
split_gain=217.057 20.6438 19.667 11.7446 7.53706 6.86295 4.72694 3.89021 3.33333 3.0054 1.47434 1.45061 1.3003 1.17056 1.07706 2.95144 0.978186 0.975615 0.64126 1.18834 0.562811 0.345482 0.341539 0.321792 0.268752 0.258582 0.23438 0.232219 0.219577 0.133969 0.177136 0.0613992 0.0591002 0.0347155 0.032869 0.0184309
threshold=0 1 2 2.5000000000000004 2.5000000000000004 3 4 1.0000000180025095e-35 1.5000000000000002 2.5000000000000004 5 1.0000000180025095e-35 22.500000000000004 3.5000000000000004 6 1.5000000000000002 7 8 3.5000000000000004 5.5000000000000009 6.5000000000000009 36.500000000000007 9 34.500000000000007 10 9.5000000000000018 11 7.5000000000000009 11.500000000000002 12 49.500000000000007 2.5000000000000004 7.5000000000000009 10.500000000000002 12.500000000000002 1.5000000000000002
decision_type=9 1 9 2 2 1 1 2 2 2 1 2 2 2 1 2 9 1 2 2 2 2 1 2 1 2 1 2 2 9 2 2 2 2 2 2
left_child=1 9 5 6 8 35 11 17 16 12 20 26 -1 22 21 -16 -3 23 31 -20 -9 25 -13 -5 -15 -6 -4 34 32 30 -12 -10 -17 -21 -11 -2
right_child=2 4 3 7 14 -7 -8 10 18 27 29 13 -14 24 15 28 -18 -19 19 33 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37
leaf_value=0.11265502794051258 -0.0017990407511595348 0.027299885224056842 0 0.047366067485175391 0.071342688083182046 -0.059791114187711908 -0.034253469190332696 -0.020720548807830075 -0.0044152946447546058 0.01996732592624767 0.012506430310522343 0 0 0.0069262678875165601 -0.01368597345552764 0.026988258646689602 0 0 0.019792705167646221 -0.0035744564816264008 0 0 -0.017464825304239439 0 -0.0016684680497931559 0 0.0088634137359761955 0 0 0 0 0 0 0 0 0
leaf_weight=83.312412780876912 29.060085846009315 124.93321479188307 12.430904457796714 12.070842382658153 34.191705835750327 248.45532531804929 133.37730636155175 14.146066540502941 46.362849500590528 25.842136909210247 25.105758641941069 5.627646233428095 0.370685519221296 13.306693144964809 8.2315110576309944 4.6484584484860525 4.5482438488543258 9.4423956268437923 14.240483775625764 4.2222193876368683 0.57207830283005101 0.18035420017986226 50.865476866136305 0.27800180092162996 6.7799549493793192 0.13397444554720905 27.972719394369051 0.55099036650790267 0.37435287742118806 6.8889391621923997 0.70938825148914375 25.610068856207363 0.097181138342420925 0.33463953583850514 0.075160150750888444 13.158621266811677
leaf_count=247981 350590 415187 165109 103979 106009 4066183 1869174 175641 322251 114701 279054 63302 3148 159246 80849 41408 53788 95007 90298 23689 6861 1859 669367 2863 85408 687 318903 2397 3634 86298 7996 182454 965 2145 772 151329
internal_value=0 0.0575296 -0.0348013 -0.0132384 0.0314235 -0.0531318 -0.023677 0.0159043 0.0178579 0.0937755 0 -0.0025437 0.111962 -0.0108707 0.0631009 0.00149263 0.026635 0.0351524 0 0.0106531 -0.0141076 0.0705077 -0.0167616 0.0375353 0 0.0709858 0.00652354 0.0186368 0.0252831 0.00727994 0.00939345 -0.00292876 0.0266331 -0.00161465 0.0198061 -0.000270363
internal_weight=0 378.261 610.248 319.574 268.109 290.674 250.361 69.2135 220.252 110.151 47.4222 116.983 83.6831 76.5798 47.8575 13.3515 129.481 21.7912 90.7703 18.7973 14.7181 34.506 56.4931 12.3488 20.0866 34.3257 40.4036 26.4683 5.11999 32.7041 25.8151 71.9729 4.74564 4.55686 25.9173 42.2187
internal_count=10350532 1694222 8656310 4088208 1325223 4568102 3330509 757699 1089812 368999 555850 1461335 251129 977323 235411 126856 468975 201849 620837 116132 182502 108555 732669 106842 244654 106696 484012 117870 46007 373348 287050 504705 42373 25834 115473 501919
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13
cat_threshold=192 896 553742 768 864 75 2 64 632 512 320 64 11537440
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=14
split_feature=0 1 1 3 4 3 4 0 0 2 3 0 4 4 4 0 3 1 2 3 3 4 0 4 4 3 3 0 4 4 0 4 3 3 3 4 4 1 4
split_gain=184.002 16.3017 15.3428 14.686 9.41649 7.8924 7.58426 6.53394 4.5182 4.21234 3.00088 2.65632 2.28856 1.15042 0.982126 0.96098 0.771101 0.651682 0.554019 0.759837 0.612354 0.379684 0.373256 0.36512 0.923178 0.314814 0.207757 0.193691 0.170365 0.156075 0.145046 0.0745351 0.0735467 0.0596656 0.0498062 0.0478279 0.0471147 0.0178193 0.0170402
threshold=0 1 2 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 3 4 5 8.5000000000000018 6 5.5000000000000009 2.5000000000000004 1.5000000000000002 7 1.5000000000000002 8 9 1.0000000180025095e-35 9.5000000000000018 5.5000000000000009 10 3.5000000000000004 1.5000000000000002 36.500000000000007 7.5000000000000009 11 5.5000000000000009 9.5000000000000018 12 12.500000000000002 11.500000000000002 30.500000000000004 61.500000000000007 8.5000000000000018 8.5000000000000018 13 7.5000000000000009
decision_type=9 1 1 2 2 2 2 9 9 1 2 9 2 2 2 9 2 1 1 2 2 2 9 2 2 2 2 9 2 2 9 2 2 2 2 2 2 1 2
left_child=2 4 6 15 8 -3 10 13 33 25 -1 34 -9 17 -11 21 -17 27 20 -20 31 23 -10 24 -4 29 38 -6 32 -5 36 -8 -21 -2 35 -7 -15 -32 -16
right_child=1 5 3 9 7 11 18 12 22 14 -12 -13 -14 30 26 16 -18 -19 19 28 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 37 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.09241252160634128 0.027910070784416631 -0.06309073794245075 0.008895598855731714 0.070164414628257246 0.0041767190232871766 0.014965955650418706 0.033057746165296532 -0.045125662872622499 0 -0.010950340492047662 0 -0.017691388673788794 0 0.0091727633724334057 0.015204982941781365 -0.015502219327173244 0.0003638791887826159 -0.016258046957258642 -0.0049508676623661492 0.014600763809926587 0 0 -0.012932135510259155 0.02025597999047507 -0.0037090894044150263 0 0 -0.0038483949559700303 0 0 0.00061287423920804998 0 0 0 0 0 0 -0.0016118590845343691 0
leaf_weight=120.16984084890282 38.795687963080127 197.55516648274352 88.435657037443889 32.873468655881879 23.351876560896926 15.229648940268811 47.397377377943485 108.48492226004964 39.723269062662439 7.0571714786710782 3.8740389772647168 21.96017734155248 13.199362814266349 14.881872897327408 2.9843797207213365 14.969487384507376 2.8798993625387075 28.063853343050141 15.237912427874109 11.883298736524006 0.81891694514342717 2.2888397722708751 17.424982380369329 8.2500243830290838 49.955896998064418 0.16741105882101592 0.70315049588680256 16.159844433015678 0.60863536708348043 0.082485804530732731 19.632924953373731 0.09701512703759263 0.24045466876850774 0.094122518246876008 0.16153974049666509 0.15070962106983721 0.25444754841737527 19.964807720913086 0.052408252129680366
leaf_count=311186 461024 3538139 290779 101548 266474 184079 154760 1646238 460333 70108 15283 336885 177645 185256 25571 145407 21571 400062 135494 101316 2746 10933 240136 41275 328593 1725 6542 188875 5930 430 248573 1003 2363 1045 1735 1872 3058 234023 517
internal_value=0 -0.0339999 0.0500722 0.0212379 -0.0152773 -0.0538328 0.0705688 -0.0255525 0.00710398 0.0596135 0.0901692 -0.00222933 -0.0387747 -0.0026614 0 0.00313893 -0.00665802 -0.010844 0.0260586 4.56009e-05 0.0315012 0.00689588 -0.00736305 0.00867171 0.00271387 0.0694907 0.0126249 0 0.0123234 0.0699414 0.00384894 0.0328912 0.0139465 0.0242196 0.011625 0.0145841 0.00700525 0 0.0150222
internal_weight=0 575.089 411.028 210.7 340.032 235.057 200.327 243.994 96.0381 43.9205 124.044 37.5021 121.684 122.31 10.7971 166.78 17.8494 67.5756 76.2836 27.9703 48.3133 148.93 57.1483 146.642 138.392 33.1234 3.73994 39.5117 12.7324 32.956 54.7341 47.4944 12.1238 38.8898 15.5419 15.3804 15.1363 39.5977 3.03679
internal_count=10350532 8575452 1775080 1044999 4512742 4062710 730081 3350204 1162538 206441 326469 524571 1823883 1526321 102738 838558 166978 855411 403612 245103 158509 671580 700469 660647 619372 103703 32630 455349 109609 101978 670910 155763 103679 462069 187686 185951 188314 482596 26088
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=1048768 992 961 12664883 10563332 2 10748988 64 896 2 278568 65570 8388624 192
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=11
split_feature=0 0 3 1 4 3 1 1 3 4 4 4 0 5 4 4 3 3 1 2 4 3 3 0 3 3 0 4 3 4 4 3 3 4 3 3 4 3 4
split_gain=156.56 20.7363 9.8742 8.31302 11.2467 11.0655 6.14554 5.29628 4.66277 3.32654 1.21469 1.36784 1.13624 0.813498 1.72933 0.815404 0.906035 0.79256 0.692279 0.565871 0.490224 0.394013 0.340198 0.336914 0.31236 0.235667 0.231484 0.227379 0.168765 0.157432 0.0383822 0.0287506 0.0259889 0.130248 0.0802185 0.0130384 0.00908437 0.00661795 0.00366052
threshold=0 1 4.5000000000000009 2 1.5000000000000002 2.5000000000000004 3 4 5.5000000000000009 1.0000000180025095e-35 4.5000000000000009 1.0000000180025095e-35 5 6 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 3.5000000000000004 7 8 5.5000000000000009 34.500000000000007 9.5000000000000018 9 36.500000000000007 1.5000000000000002 10 7.5000000000000009 1.5000000000000002 9.5000000000000018 12.500000000000002 10.500000000000002 5.5000000000000009 3.5000000000000004 48.500000000000007 1.5000000000000002 3.5000000000000004 2.5000000000000004 1.5000000000000002
decision_type=9 9 2 1 2 2 1 1 2 2 2 2 9 1 2 2 2 2 1 1 2 2 2 9 2 2 9 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 6 7 4 8 13 35 17 -1 21 11 12 -9 15 -15 16 -5 27 23 22 -17 -4 30 -12 29 -18 -13 -3 -21 -7 -6 -30 36 34 -34 -2 38 -20 -11
right_child=1 2 9 5 19 24 -8 10 -10 32 18 26 -14 14 -16 20 25 -19 37 28 -22 -23 -24 -25 -26 -27 -28 -29 31 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.093759303884915254 -0.0014881630992320042 -0.041567019866921642 0.042696904429883199 -0.0093247710162221182 0.024263164655673412 0.060434278510856025 -0.056092718707942316 0.011728389946006983 0 0 0.016510044922083481 0 -0.0054585098796344827 0.02594877652340918 0 0.015709217791484865 0.0084426463544519104 0 -0.0022743243158774486 -0.0024975080283055574 0 0 0 0 0 0 -0.014552885757712471 0 0.0069574391866924767 0 0 0 -0.0071390952782653949 0 0 0 0 0 0.0020203724381007374
leaf_weight=100.02953728950524 28.873758628258656 65.828752188357612 12.045790294308969 72.54089530462079 40.80416097008856 39.179028446211305 224.16449479402581 21.754545833173324 7.924330558802466 2.0801246495248078 13.213249818305485 11.278340156452032 56.248785341820621 29.540406013620668 21.826134000490129 18.393639721958611 20.712146512451 2.5260930032891329 5.8140559606690685 18.201702398895581 1.6652546834375233 0.38714191792678398 0.64513175279716861 2.6396008219526239 0.20033570534724177 8.5483107290638163 114.47070720973352 0.91360994974092946 4.5926649203174739 0.10024606557271809 0.070732503372709199 0.20969084561511397 16.304107971234778 3.4156891581078517 1.4208088130690146 12.862042133514477 1.444780162462848 0.84608285454305576 2.3462554760408239
leaf_count=190308 79815 164947 67777 294284 101428 141234 507877 101514 23054 7947 57136 53087 226812 96849 144452 104775 80288 10010 15497 123196 6082 2912 1825 7656 1367 31777 332761 1781 37296 598 730 1996 42845 12693 2821 37727 7247 3847 10031
internal_value=0 -0.029635 -0.00960268 0.0486084 0.0675097 0.0238348 -0.0493351 -0.0170669 0.0891507 0.0238329 -0.00498955 -0.00845786 0 0.00773763 0.0149066 0 -0.00290689 -0.035942 0.00663645 0.0184677 0.0118592 0.0413949 0.023019 0.0127938 0.0597402 0.00460742 -0.0139709 -0.0410852 0 0.0602021 0.0241391 0.00631294 0 -0.00223432 -0.00571322 0 0.000357536 -0.00141597 0.00166493
internal_weight=0 600.879 334.979 385.184 172.478 212.706 265.9 295.534 107.954 39.4447 226.265 203.752 78.0033 173.227 51.3665 121.86 101.801 69.2685 22.513 64.5241 20.0589 12.4329 41.52 15.8529 39.4796 29.2605 125.749 66.7424 23.0041 39.2793 40.8749 4.80236 27.0118 21.1406 17.7249 41.7358 5.87116 6.66014 4.42638
internal_count=3136279 1754740 1129321 1381539 479833 901706 625419 975048 213362 154273 798310 714174 328326 758507 241301 517206 406349 176738 84136 266471 110857 70689 103983 64792 143199 112065 385848 166728 162488 141832 102158 39292 83584 58359 45666 117542 25225 19344 17978
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11
cat_threshold=64 553742 960 768 15 11797504 1 448 2 8652976 65664
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=13
split_feature=0 0 1 3 1 3 1 0 4 1 5 4 4 0 3 4 4 3 4 4 4 1 1 3 4 1 3 4 3 5 4 4 3 3 4 3 3 3 3
split_gain=133.159 14.5775 9.52085 8.70615 5.96059 5.84646 3.37194 3.14567 2.5404 1.70867 1.62454 1.50524 12.4505 0.745992 0.73805 0.661561 0.624802 0.509019 0.486109 0.437037 0.759528 0.774021 0.430409 0.361243 0.307822 0.299982 0.254392 0.245425 0.161877 0.148316 0.141838 0.138409 0.131444 0.0988581 0.0923938 0.0123094 0.00199565 0.00018744 0.0166568
threshold=0 1 2 1.5000000000000002 3 2.5000000000000004 4 5 1.5000000000000002 6 7 1.0000000180025095e-35 1.5000000000000002 8 22.500000000000004 3.5000000000000004 5.5000000000000009 49.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 9 10 2.5000000000000004 9.5000000000000018 11 25.500000000000004 3.5000000000000004 36.500000000000007 12 6.5000000000000009 12.500000000000002 18.500000000000004 4.5000000000000009 11.500000000000002 30.500000000000004 1.5000000000000002 60.500000000000007 3.5000000000000004
decision_type=9 9 1 2 1 2 1 9 2 1 1 2 2 9 2 2 2 2 2 2 2 1 1 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2
left_child=2 4 14 7 36 6 19 8 10 18 -4 28 23 37 31 29 -17 34 33 25 21 -21 -22 -13 26 -3 -14 -9 -5 -10 -20 -1 -25 -7 -15 -35 -2 38 -11
right_child=1 5 3 11 -6 9 -8 27 15 13 -12 12 24 17 -16 16 -18 -19 30 20 22 -23 -24 32 -26 -27 -28 -29 -30 -31 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=0.0683083690919669 -0.00058487580102188229 0.0066953973784667211 0.0034313584519115865 0.062889437714967938 -0.054026145696186925 0 -0.029638245520224565 -0.016924738659621057 0 0 0.033398833721710049 0 0.046593732068607008 0.026123059190044175 0 0.015790315161101551 0 0 -0.013774947064696548 0.00024952457725451659 0.0069878912937882251 -0.015911569215772661 -0.004646193531214848 -0.023832951558662281 0 -0.0010960168586659183 0 0 0 -0.0066584592215390009 0 0 0 0.0058839077887277852 0 0 0 0 -0.0022011794032527057
leaf_weight=136.91331547230948 28.338876491339761 27.479502977286757 87.591450539075595 35.679701377797755 212.29286861684159 2.2491005415940899 97.849486884912039 14.535814038805258 6.6751775154116331 2.3179508341127075 34.953656710247742 3.5679650988386156 25.250065134547192 38.977356995605078 0.40472534885338873 10.588171969771791 3.286397821706486 0.90399966451513947 10.590521990350677 3.8901431940685143 25.42609733127756 40.863802147679962 11.386648085055638 21.195024984823252 0.27448953365092066 19.652478414285724 0.22304196257755293 3.4968416680349028 0.098139677800644587 55.337042714687414 0.48929390753619451 0.075566109459031305 0.81542978993820625 2.1104204140647203 0.15736555125476925 0.10475592550210411 12.871849761511838 0.052095640188781434 4.7648432267742464
leaf_count=367920 79032 146965 272403 95419 508680 8115 252540 49925 41876 4419 104392 14253 125580 197677 2569 50617 10433 2888 17903 17193 73054 111177 27187 109427 1493 37348 1258 8995 941 311551 746 752 3783 11440 784 730 37746 284 9879
internal_value=0 -0.030339 0.040726 0.0230933 -0.0471947 -0.0107172 -0.0185403 0.00871294 0.0132151 0.0100053 0.0212473 0.0468532 0.013107 0.0170029 0.064002 0 0.00939423 0.0211867 -0.00458261 -0.00219835 -0.00678769 -0.0130524 0 -0.0208462 0.0452852 0.00112044 0.0460042 -0.012122 0.0626464 -0.00546058 -0.0123678 0.0682322 -0.0231048 0 0.025836 0.00553957 0 0 -0.000224825
internal_weight=0 542.769 440.962 303.568 253.504 289.266 226.548 216.465 198.432 62.7177 122.545 87.1039 51.326 47.1736 137.394 75.8868 13.8746 40.0387 15.5441 128.699 81.5667 44.7539 36.8127 25.5784 25.7476 47.132 25.4731 18.0327 35.7778 62.0122 11.0798 136.989 22.0105 4.46428 39.1347 2.21518 41.2107 7.13489 7.08279
internal_count=3119374 1545787 1573587 1202346 625458 920329 665464 850192 791272 254865 376795 352154 255794 215931 371241 414477 61050 201349 38934 412924 228611 128370 100241 127463 128331 184313 126838 58920 96360 353427 18649 368672 113210 20285 198461 12170 116778 14582 14298
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13
cat_threshold=1048768 553742 896 768 880 64 67 1 4194321 512 336 800 4
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=20
split_feature=0 1 4 0 5 2 4 4 1 3 1 4 4 0 3 1 4 3 3 0 3 1 0 1 1 3 3 1 2 1 3 5 0 4 4 0 4 4 3
split_gain=113.963 13.4816 9.09143 7.77839 6.16265 2.6753 1.96423 1.82671 1.66179 1.4489 6.59901 1.34462 1.08147 1.68474 0.96884 0.88561 1.17533 0.696413 0.649103 0.601973 0.529524 0.453333 0.419194 0.373368 0.371186 0.344941 0.276012 0.254101 0.250967 0.235033 0.319118 0.233158 0.217606 0.242621 0.237596 0.182972 0.165134 0.102363 0.0914638
threshold=0 1 1.0000000180025095e-35 2 3 4 1.0000000180025095e-35 5.5000000000000009 5 1.0000000180025095e-35 6 2.5000000000000004 1.0000000180025095e-35 7 2.5000000000000004 8 2.5000000000000004 1.0000000180025095e-35 22.500000000000004 9 1.0000000180025095e-35 10 11 12 13 25.500000000000004 1.5000000000000002 14 15 16 5.5000000000000009 17 18 4.5000000000000009 4.5000000000000009 19 7.5000000000000009 12.500000000000002 11.500000000000002
decision_type=9 1 2 9 1 1 2 2 1 2 1 2 2 9 2 1 2 2 2 9 2 1 9 1 1 2 2 1 1 1 2 1 9 2 2 9 2 2 2
left_child=2 14 4 12 9 8 23 -8 26 10 35 21 13 -3 -2 32 22 24 -6 -10 -18 -7 -17 -5 31 37 -4 -11 -25 -15 -31 -13 34 -34 -14 -1 38 -21 -19
right_child=1 3 5 6 18 11 7 -9 19 27 -12 17 15 29 -16 16 20 36 -20 25 -22 -23 -24 28 -26 -27 -28 -29 -30 30 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.030047668892072665 -0.058568223101095565 0.020653541628699867 -0.0037490185520519985 0.0020904804840363965 0.085361861667490768 0 -0.037961420152394371 0 0 0 -0.012102187299665388 0.0093976642503096324 0.0094559182660880689 0.0013408141502405039 -0.0063421099789752623 0 -0.0057215727696236117 0.021187322944450134 0 0.033106580159261392 0.0088782984228413832 -0.010871391153415509 -0.019356923117945159 -0.011465609071298085 -0.0070926822535175979 0 0.0068160881432676318 0.034918579888091265 0 -0.009841982741610019 0 0 -0.0073986123083189153 0.0013772775131837105 0 0 0 0 0
leaf_weight=36.10934956849087 136.52309787790728 16.358381537793321 27.135713341522205 18.769872230481269 68.707885247436934 15.738806293142259 111.83650252859661 14.015516990079048 3.9140764015464811 7.752380625490332 47.584882842107618 4.7902593090911996 28.468757801441825 20.191122410673415 25.519308806531626 8.7635876655913307 14.547724022115288 12.082411979536113 0.26742501778062333 115.70908640561538 18.676799788110657 32.924550077739696 38.118391129057272 20.826246601525781 8.4343621973894169 0.45196957044390629 12.124673711296053 58.556073424246279 1.8607081900772779 29.892183716619911 2.1287477631849461 1.7722127356755661 13.194795717288796 2.5514547445345661 5.2648417249074546 1.5893655106629001 0.37342787894158469 0.13290760388917888 0.1980579687588041
leaf_count=70747 359459 91552 114786 87149 165861 112393 243997 33771 17287 16406 156494 38552 135048 108768 67623 16611 27558 90388 1062 291579 52906 236082 87013 43605 68856 2986 39206 135982 3750 81899 13804 15099 22449 7592 37473 6729 3365 1221 1755
internal_value=0 -0.0288178 0.0367634 -0.0139328 0.0524127 0.0181147 -0.0276493 -0.0345582 0.0245257 0.0231418 0.00666159 0 0 0.00854566 -0.0514994 -0.00476025 -0.0100849 0.0127425 0.0770738 0.0285499 0 -0.00720662 -0.0180608 -0.000643458 0 0.0304902 0 0.0349482 -0.00747902 -0.000234796 -0.00558666 0.00523349 0.00169416 0 0.0057822 0.0273871 0.0195635 0.0329853 0.0206196
internal_weight=0 527.508 456.35 365.466 220.567 235.783 167.309 125.852 159.468 151.592 85.2836 76.3141 198.157 68.5704 162.042 129.586 80.1065 27.6507 68.9753 120.208 33.2245 48.6634 46.882 41.4568 14.9968 116.294 39.2604 66.3085 22.687 52.2121 32.0209 6.56247 49.4798 15.7463 33.7336 37.6987 12.6539 115.842 12.2805
internal_count=3108863 1522027 1586836 1094945 553281 1033555 412272 277768 467065 386358 233970 566490 682673 296023 427082 386650 184088 218015 166923 313073 80464 348475 103624 134504 122507 295786 153992 152388 47355 204471 95703 53651 202562 30041 172521 77476 95508 292800 92143
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=1114304 15 31458865 1 2 15 962 10486784 784 1048576 899 16 832 45 64 2 288 5 10486816 64
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=15
split_feature=0 1 2 4 4 3 0 0 0 3 4 5 1 5 4 3 1 4 3 3 1 3 3 3 4 1 3 4 3 0 3 3 0 4 4 1 4 3 3
split_gain=98.5128 16.6033 9.49248 7.12559 5.16178 5.15435 5.18461 4.78921 4.11947 2.57882 1.62645 1.61108 2.23236 1.50597 1.30395 1.04139 0.775943 0.767234 0.693673 0.799443 0.635469 0.439009 0.415536 0.362651 0.346116 0.33237 0.278291 0.683315 0.244955 0.239188 0.120846 0.106225 0.103441 0.101116 0.091954 0.0744545 0.056068 0.0520769 0.0202093
threshold=0 1 2 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 3 4 5 3.5000000000000004 6.5000000000000009 6 7 8 2.5000000000000004 28.500000000000004 9 1.5000000000000002 1.5000000000000002 6.5000000000000009 10 34.500000000000007 19.500000000000004 22.500000000000004 6.5000000000000009 11 1.0000000180025095e-35 2.5000000000000004 11.500000000000002 12 7.5000000000000009 2.5000000000000004 13 8.5000000000000018 8.5000000000000018 14 12.500000000000002 9.5000000000000018 36.500000000000007
decision_type=9 1 1 2 2 2 9 9 9 2 2 1 1 1 2 2 1 2 2 2 1 2 2 2 2 1 2 2 2 9 2 2 9 2 2 1 2 2 2
left_child=4 9 5 32 13 8 21 14 34 -2 15 18 17 38 28 -9 29 -13 25 20 -20 33 36 -15 -18 -6 27 -19 -5 -8 -16 -28 37 -7 35 -3 -14 -4 -1
right_child=1 2 3 7 11 6 16 10 -10 -11 -12 12 22 23 30 -17 24 26 19 -21 -22 -23 -24 -25 -26 -27 31 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.02433693123027798 -0.056023538769961578 0 0.016873383618854283 -0.0095946969968667781 0 0.027209742416192381 0.007028205926931457 -0.051364246154062744 -0.021339568699494493 -0.00066348221306777953 0 -0.0068076243044817688 0.033584777459275794 0.075746645978181842 0.019100817099457365 0 -0.015985757916125273 0 0 0 0.019916730384696789 0 0 0 0 -0.0095775048789342159 -0.0038076734420855515 0.019095338428495378 0 0 0 0.003478595981894326 0 0 0 0.010131943859578586 0 0 0
leaf_weight=142.05631732523034 145.07682832353021 7.4981724371500604 5.9358824206719873 15.350034105329547 6.8199544277886162 85.549645529306872 10.453235754117484 85.130358828242606 96.018584992973047 21.338564797020808 4.4257257137032857 19.350335372073459 100.97690151987626 68.415573104750365 4.4243345141185264 1.3060244202424645 39.032414389715996 12.24948628411221 5.1613654791290173 3.7713689670490558 6.6970976633165247 0.73038726476806815 0.53584491192304895 0.17402969328395457 2.0005457725565057 26.347052366065327 12.619240380277917 11.140990488820533 1.4914870754873835 3.8788875041645943 0.29737200212548476 6.7202994713588842 1.9226077547864386 1.0452217665588239 0.46937646905280317 27.189857174453209 0.07155366712686273 0.14445592266565643 0.03703483144636166
leaf_count=337524 414265 21567 22689 45257 25942 380365 29247 234018 269737 64707 13122 62113 377188 141860 15688 3517 110231 76114 18589 17573 28441 3478 2348 636 8178 120571 62712 56676 3667 9857 1083 26185 8357 4666 1904 86024 724 826 301
internal_value=0 -0.0249292 -0.010437 -0.0308696 0.0364196 0 0.0123317 -0.0382185 -0.0125244 -0.0491363 -0.0442206 0.0191646 0.0227234 0.0495293 0.000706797 -0.0501922 -0.00667882 0 0 0.00956485 0.0170504 0.024084 0.0306395 0.0684894 -0.0123852 -0.00661278 0.00860491 0.0123689 -0.00606899 0.00122728 0.0180807 0 0.0131473 0.0269269 0.00776964 0.00975278 0.0335118 0.0128452 0.0229751
internal_weight=0 560.71 394.295 120.428 423.144 273.866 142.69 112.425 131.176 166.415 90.8621 212.461 163.665 210.683 21.5632 86.4364 55.3651 62.0804 48.7968 15.6298 11.8585 87.3253 101.584 68.5896 41.033 33.167 42.73 23.3905 16.8415 14.3321 4.72171 19.3395 8.00295 86.5949 35.1574 34.688 101.048 6.08034 142.093
internal_count=3107947 1752450 1273478 348224 1355497 925254 546022 316352 379232 478972 250657 875176 664060 480321 65695 237535 157513 283800 211116 64603 47030 388509 380260 142496 118409 146513 221687 132790 48924 39104 16771 88897 31872 385031 109495 107591 377912 23515 337825
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=64 15 2 9439906 10748928 10559632 2 164 1 576 840 772 2097424 2428852 528
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=13
split_feature=0 1 0 4 0 3 3 1 4 5 1 3 4 4 3 1 5 2 1 3 2 3 3 3 3 4 4 3 4 4 3 3 3 3 4 0 3 3 3
split_gain=83.4566 14.1783 7.9335 5.84321 3.59605 3.10004 2.96049 2.12304 2.70089 1.79889 1.74136 5.1426 1.45995 1.44415 1.29875 1.1279 0.94245 0.811677 0.709013 0.662217 0.62341 0.625577 0.415084 0.412672 0.290673 0.29803 0.291466 0.280362 0.226975 0.217358 0.193691 0.182138 0.167227 0.14322 0.123535 0.101938 0.100916 0.082357 0.070241
threshold=0 1 2 1.0000000180025095e-35 3 3.5000000000000004 1.5000000000000002 4 2.5000000000000004 5 6 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 8.5000000000000018 7 8 9 10 6.5000000000000009 11 8.5000000000000018 11.500000000000002 31.500000000000004 1.5000000000000002 4.5000000000000009 6.5000000000000009 5.5000000000000009 9.5000000000000018 9.5000000000000018 17.500000000000004 5.5000000000000009 31.500000000000004 6.5000000000000009 8.5000000000000018 12 30.500000000000004 5.5000000000000009 36.500000000000007
decision_type=9 1 9 2 9 2 2 1 2 1 1 2 2 2 2 1 1 1 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 9 2 2 2
left_child=3 4 6 10 20 -4 15 16 9 17 11 -1 35 23 -11 -3 22 19 31 -9 21 28 -5 -14 25 -10 -27 -7 -2 30 -26 -8 -29 34 -20 37 -13 -6 -12
right_child=1 2 5 7 12 27 18 8 24 14 38 36 13 -15 -16 -17 -18 -19 33 -21 -22 -23 -24 -25 29 26 -28 32 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0082078200959626226 0.015055288029922932 0 -0.055704442220874319 0.042741050304975138 0.0068505852662731001 0 -0.0067610383432136047 0.025394843880764007 0 -0.013621643637299877 0.053656363324825353 0.030655113729491909 -0.02747035121971185 0 0.0052096168768445078 -0.024228878866848925 0 0 0.017759534713415705 0 0 0 0 0 0.029096615628085631 0.01302178489409871 0 -0.01058455917975909 0 0 0 0 0 0 0 -0.00035614795213610083 0 0 0
leaf_weight=37.530735664346139 87.327333943172562 47.14510407079797 168.64778583496081 33.040143174424884 13.985524456758863 10.080211879037963 10.754608724666467 7.4790138590178685 35.181306700738787 98.468242489740078 159.97239876546519 32.750007296759577 49.96282485617121 12.43678573049692 6.1166201525848001 47.101200354951288 9.4313730893991288 4.8342242863363927 16.704067525399303 1.271088944704388 26.556953048231662 2.2047193033140493 0.40505922395823191 0.2715217742297672 15.697854107558667 6.2743484978491306 3.150507593913062 19.207096488866231 0.71886900810932175 0.343246339674807 0.29522188174451081 3.6740339902244168 2.2363691285718224 5.9701577306768732 0.32759247877402131 5.1604298280726679 0.14347544584597827 0.65967103364528235 0.051629173955005991
leaf_count=125306 430963 93312 468091 91498 46144 24539 29703 20140 194743 456948 315018 83216 99412 29149 29768 116936 29507 42615 66717 3418 98162 11739 1851 518 58950 23918 10710 46935 3495 1552 1256 12476 4516 28658 990 9242 647 3441 527
internal_value=0 -0.0241921 -0.0360005 0.0319568 -0.00054407 -0.0483744 -0.00855441 0.0154517 0.00494412 -0.00216415 0.0443199 0.00955385 -0.0142742 -0.0212313 -0.00872702 -0.0179097 0.03029 0.011965 0.00677168 0.0212803 0.00840567 0.0122578 0.0361342 -0.0264695 0.0187369 0.00185226 0.00906018 -0.00410536 0.0143546 0.0273174 0.0282677 -0.000789687 -0.00864034 0.0126917 0.0169392 0 0.030357 0.00430693 0.0509342
internal_weight=0 531.133 331.848 452.436 199.285 200.171 131.677 221.988 179.112 118.169 230.448 70.4242 82.4768 62.6711 104.585 94.2463 42.8766 13.5843 37.4305 8.7501 116.808 90.2509 33.4452 50.2343 60.9425 44.6062 9.42486 31.5237 88.0462 16.3363 15.9931 14.4286 21.4435 23.0018 17.0317 19.8056 32.8935 14.6452 160.024
internal_count=3116726 1625138 892873 1491588 732265 544081 348792 966874 844018 552889 524714 209169 187906 129079 486716 210248 122856 66173 138544 23558 544359 446197 93349 99930 291129 229371 34628 75990 434458 61758 60206 42179 51451 96365 67707 58827 83863 49585 315545
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13
cat_threshold=1048640 896 23396533 10561186 769 4 44 96 5 2 65 2 264460
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=11
split_feature=0 0 1 3 1 4 4 3 5 2 1 0 3 3 4 1 4 3 3 3 0 3 0 4 3 4 3 4 4 4 4 4 4 4 4 4 4 4 3
split_gain=72.5047 9.32018 8.15028 11.0559 5.22575 3.58764 13.622 3.38565 3.31438 2.43542 2.12162 1.74035 1.32592 0.868377 0.688774 0.578978 0.543556 0.446963 0.403245 0.36715 0.501402 0.714698 0.363666 0.304404 0.289337 0.220556 0.216137 0.183651 0.54494 0.155679 0.155221 0.0949218 0.0847821 0.0675323 0.0466004 0.0144267 0.122309 0.0143838 0.00918347
threshold=0 1 2 2.5000000000000004 3 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 4 5 6 7 7.5000000000000009 3.5000000000000004 4.5000000000000009 8 3.5000000000000004 25.500000000000004 17.500000000000004 2.5000000000000004 9 12.500000000000002 10 2.5000000000000004 1.5000000000000002 9.5000000000000018 36.500000000000007 3.5000000000000004 5.5000000000000009 1.5000000000000002 1.0000000180025095e-35 12.500000000000002 1.5000000000000002 6.5000000000000009 5.5000000000000009 5.5000000000000009 2.5000000000000004 9.5000000000000018 2.5000000000000004
decision_type=9 9 1 2 1 2 2 2 1 1 1 9 2 2 2 1 2 2 2 2 9 2 9 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 12 8 23 13 18 10 9 14 35 27 31 -5 -4 22 -13 25 -7 32 21 -21 -9 38 33 -8 -15 29 -29 -10 -12 -1 -17 -25 -24 36 -2 -34 -3
right_child=1 4 3 5 -6 6 17 15 11 -11 30 16 -14 26 -16 19 -18 -19 -20 20 -22 -23 34 24 -26 -27 -28 28 -30 -31 -32 -33 37 -35 -36 -37 -38 -39 -40
leaf_value=0.047472903525337645 0 0.0012543231155146099 0.03528147270819753 0 -0.050608143529841026 -0.028004823529621109 0.046482437775775376 0.0012369362193007363 0.00098376147825734637 -0.00060994869645768614 -0.0043923526988874561 -0.022799269844197841 0 0.066066568858464306 0 -0.0036508385109987858 0 0 0 0.021747144841494179 0 0 -0.011165754688202819 -0.013559393480930557 0 0 0 0.013289832480945511 0 -0.0039513326031029427 -0.028227708413325843 0 0.0033765122759062335 0 0 0 0.0058003446277857329 0 -6.4362244726920537e-05
leaf_weight=168.61224544783181 34.315151734303072 28.267038923102518 24.693521019595213 8.9103112189113762 148.27717914639288 24.161134265450531 19.831111788531423 6.4252825274124916 134.33007340555196 7.2263353526650453 52.625456582496554 24.400423053077251 5.2001151406511772 21.177875873327142 0.85879315112833765 10.476889811412549 4.1626381360038058 0.4018366635136762 1.4542651255615044 29.136647233746771 6.9381459579089997 4.3618667225964591 10.524023684498388 22.057266639709272 8.1620700149724126 0.19387713524338224 0.12341459032177127 11.48355984588852 3.6026221341307965 59.525098979545874 66.131021234996297 0.080850900871154319 9.6601198118041758 2.935415083586121 0.83014189860841803 2.8075945487653362 10.641892418749192 0.23010243615863224 9.0244623298203788
leaf_count=422826 93895 78039 66797 19398 438296 109916 83173 15465 374067 55551 198369 79234 15930 50181 2844 47378 14871 1782 5222 159466 12993 17512 26799 46004 20521 1059 1133 50950 14410 313813 169592 720 34263 5858 1606 6027 23302 751 27956
internal_value=0 -0.0257742 0.0264716 0.0132849 -0.0400949 0.0411446 0.00650247 -0.00811024 0.00154294 0.0208997 -0.0160455 -0.00273053 0.043949 0.0594122 0.0331896 0.00498241 -0.016869 0.0447517 -0.0262918 0.00911755 0.0135719 0.0156442 -0.0013513 -0.00493563 -0.009749 0.0459146 0.065667 0.00039711 0.00645295 0 -0.0212683 0.0474129 0 -0.0127186 -0.00848037 0 0.00138732 0.00278015 0
internal_weight=0 463.828 520.43 346.537 218.723 76.2538 46.0422 245.104 270.283 32.7786 166.521 237.504 173.893 30.2116 25.5523 78.5832 28.5631 20.4268 25.6154 60.8038 40.4367 33.4985 17.7794 70.4463 33.1548 20.025 21.3013 208.941 15.0862 193.855 118.756 168.693 20.3671 24.9927 11.3542 47.7646 44.957 9.89022 37.2915
internal_count=3107969 1424092 1683877 1244401 616674 271864 201152 807418 972537 125192 491185 847345 439476 70712 69641 316233 94105 86014 115138 272363 189971 176978 43870 178378 72383 84232 51314 753240 65360 687880 367961 423546 82392 51862 28405 123224 117197 35014 105995
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11
cat_threshold=9502912 23366705 896 896 12 2 592 64 67 2362400 2097168
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=19
split_feature=0 0 1 3 5 2 1 4 3 3 1 1 4 3 0 4 0 4 4 2 3 1 4 1 3 3 4 4 1 1 4 0 1 4 4 3 4 1 1
split_gain=63.336 11.7144 5.28158 4.29116 3.86757 10.8804 6.98747 2.64764 2.53254 2.39596 2.31352 2.26394 1.88841 1.78769 1.65394 1.30329 1.12563 1.38918 0.953192 0.895424 0.780146 0.775093 0.65374 1.49462 0.700485 0.624805 0.595482 0.564085 0.484062 0.409939 0.386935 0.350464 0.335612 0.406471 0.2267 0.192641 0.162681 0.140297 0.0948886
threshold=0 1 2 1.0000000180025095e-35 3 4 5 1.0000000180025095e-35 4.5000000000000009 2.5000000000000004 6 7 6.5000000000000009 10.500000000000002 8 3.5000000000000004 9 4.5000000000000009 2.5000000000000004 10 1.5000000000000002 11 3.5000000000000004 12 1.0000000180025095e-35 48.500000000000007 1.5000000000000002 2.5000000000000004 13 14 1.5000000000000002 15 16 5.5000000000000009 3.5000000000000004 34.500000000000007 3.5000000000000004 17 18
decision_type=9 9 1 2 1 1 1 2 2 2 1 1 2 2 9 2 9 2 2 1 2 1 2 1 2 2 2 2 1 1 2 9 1 2 2 2 2 1 1
left_child=1 4 16 11 6 12 8 10 15 22 35 31 13 21 19 -1 27 -18 -16 26 28 -6 23 -8 -24 -4 -9 -2 -7 -22 -31 36 -11 -34 -30 -5 -3 -21 -33
right_child=2 3 25 7 5 20 9 14 -10 32 -12 -13 -14 -15 18 -17 17 -19 -20 37 29 -23 24 -25 -26 -27 -28 -29 34 30 -32 38 33 -35 -36 -37 -38 -39 -40
leaf_value=0.049224104361741405 0.01506742610005142 0.010492806115686849 -0.039895180567951494 0.038474452802277313 0 0 0.0038969479334094838 0 0 0 0 -0.024625535131891932 0 0 -0.020883512059766324 0 -0.018444120445544904 0.0033687849589377032 0 0 0 0.057645205593688492 0.015891907561312743 -0.010731723914373055 0 0 0.020540494337727838 0 -0.018701149426547228 0 0.017856071017479803 0 0.026332248286909471 0 0 0 0 -0.0054299796426983639 -0.0051962331077133102
leaf_weight=53.073862572411599 16.05871571489843 16.155194242383008 259.47328790751635 24.158401800061259 5.8641311500541633 2.6501367478413158 66.798490595690964 6.9822750863095306 5.6737271713282089 15.292237435358402 17.993033481219754 40.925533471476228 2.1066238059793241 2.7687085601864956 21.819415103924261 6.7642979838419697 33.756689341571473 5.7936927347545852 8.0202587089697754 7.0615546666595037 2.800636962558201 116.6363181554043 9.6893619067486707 107.8314274123768 5.6075802823906988 1.5136377014423477 19.774057781989541 9.7546900564775552 16.738682161958433 2.0621310099377288 3.0908398097017198 7.8620444068073994 26.983131326036531 0.70482195162912731 1.5002601128071535 0.21165941746585204 3.6926653961927505 7.5830912054952915 22.231735721747103
leaf_count=116950 93894 73592 710272 104030 21193 19552 150063 39671 20290 36210 128855 105920 5311 7199 83949 16736 70170 14795 36842 29787 19622 224366 37653 385013 21093 2952 121138 21498 107678 12809 22257 42952 93250 2249 12119 1723 20750 28074 45421
internal_value=0 0.0192607 -0.0320373 0 0.0277266 0.0421487 0.0152009 0.0107115 0.0373877 0.00329568 0.0243634 -0.0147889 0.0549956 0.0564551 0 0.0457767 0 -0.0094953 -0.0126617 0.00810166 -0.00143828 0.057985 -0.000911716 -0.00425303 0.00816362 -0.0382075 0.0162815 0.00787746 -0.0115774 0.00538897 0.0107331 0 0.0191823 0.0211261 -0.0141505 0.032042 0.00693407 0 -0.00299102
internal_weight=0 659.108 326.351 204.471 454.637 156.218 298.419 113.604 65.5119 232.907 42.3631 90.8672 127.376 125.269 71.2407 59.8382 65.3638 39.5504 29.8397 41.401 28.8427 122.5 189.927 174.63 15.2969 260.987 26.7563 25.8134 20.8891 7.95361 5.15297 49.9416 42.9802 27.688 18.2389 24.3701 19.8479 14.6446 30.0938
internal_count=3107898 2194317 913581 862704 1331613 452106 879507 574069 153976 725531 234608 288635 258069 252758 339461 133686 200357 84965 120791 218670 194037 245559 593822 535076 58746 713224 160809 115392 139349 54688 35066 182715 131709 95499 119797 105753 94342 57861 88373
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=28377312 64 768 1 2 770 632 960 160 11008 2 2 192 260 840 10551424 160 168 256
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=18
split_feature=0 0 1 3 5 2 1 4 3 3 1 1 4 1 0 0 4 0 4 4 1 4 3 3 2 3 1 4 3 1 1 4 0 4 4 3 4 3 4
split_gain=54.2412 9.81189 4.8019 3.75675 2.33882 8.70426 5.5799 2.33428 2.20355 2.15164 2.11031 2.09024 1.60896 1.55625 1.47051 1.42961 1.05254 1.01707 1.31891 0.957728 1.61186 0.887597 0.876491 0.852929 0.824881 0.732409 0.546024 0.536568 0.523001 0.474118 0.403417 0.380868 0.317333 0.267376 1.52477 0.22304 0.219828 0.191375 0.171138
threshold=0 1 2 1.0000000180025095e-35 3 4 5 1.0000000180025095e-35 4.5000000000000009 4.5000000000000009 6 7 7.5000000000000009 8 9 10 3.5000000000000004 11 4.5000000000000009 2.5000000000000004 12 2.5000000000000004 1.5000000000000002 9.5000000000000018 13 1.5000000000000002 14 2.5000000000000004 5.5000000000000009 15 16 1.5000000000000002 17 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 3.5000000000000004 34.500000000000007 3.5000000000000004
decision_type=9 9 1 2 1 1 1 2 2 2 1 1 2 1 9 9 2 9 2 2 1 2 2 2 1 2 1 2 2 1 1 2 9 2 2 2 2 2 2
left_child=1 4 17 10 6 12 8 11 16 19 32 35 13 -6 24 22 -1 27 -19 20 -8 -16 -4 -15 28 29 -21 -2 -9 -7 -27 -32 38 -11 -35 -5 -31 -37 -3
right_child=2 3 15 7 5 25 9 14 -10 33 -12 -13 -14 23 21 -17 -18 18 -20 26 -22 -23 -24 -25 -26 30 -28 -29 -30 36 31 -33 -34 34 -36 37 -38 -39 -40
leaf_value=0.044566049803876469 0.014663682471356644 0.010325057983679706 -0.012940117783170597 0 0 0 0.0029596744610861547 0.018650377502383936 0 0.026589344241345195 -0.023541977149879136 0 0 0.055851604834828698 -0.020061098946757852 -0.041754134771045961 0 -0.017780673970030397 0.0033312406927063724 0.013429418712049208 -0.01218767427783197 0 0.0016399367295423586 0 0 0 0 0 0 -0.018313124930783378 0 0.017660431951925543 -0.0026565541550419829 -0.01172053670399553 0.016488586887033072 0.039383348351318931 0 0 0
leaf_weight=55.748165415498079 16.220861693065675 16.225344938611673 40.064320116518502 7.8482140848609587 14.420715588494202 2.6501367478413158 85.245183588864165 23.937813862678016 5.6691991271291036 8.7035291588108539 39.778852768213255 17.941318714129011 1.3162199652069819 115.60248399191187 21.286420394615565 191.76170386366721 6.7642979838419697 33.242334607457451 5.8066966928818138 22.587666615552735 86.372943732734711 8.0665371195827884 19.191997697194893 2.9528332868867428 14.636123017407952 2.7958389094928862 14.164150269112723 9.7191846191271889 3.2615322615820324 16.516746163200889 2.0590493686613609 3.1458480118672014 29.852971105523466 9.6434135228118958 6.0529364090471054 17.348557112272832 1.5034290142793896 0.20478898366127296 3.76252078165271
leaf_count=116950 93797 75387 100224 24688 48486 19552 210445 144236 20284 14719 105678 128724 3523 199122 78010 573902 16736 62802 14869 99173 277026 37271 37892 7059 57589 19616 68563 21416 24170 96735 12805 22257 88304 47789 21557 82380 12166 1714 20844
internal_value=0 0.0177502 -0.0300624 0 0.0253726 0.0374206 0.0143441 0.0100007 0.0339939 0.00334753 -0.0139002 0.0227015 0.0484653 0.0496647 0 -0.0360905 0.0415589 0 -0.00892118 0 -0.00431264 -0.0120486 -0.0052991 0.0513176 0.00752761 -0.00114986 0.00934342 0.00767022 0.0153808 -0.0111955 0.00525823 0.0106059 0 0.0213037 0 0.0299589 -0.0138267 0.038783 0.00668443
internal_weight=0 668.066 316.007 204.151 463.915 162.963 300.951 114.531 68.1817 232.77 89.6197 43.3429 134.292 132.976 71.1884 251.018 62.5125 64.9891 39.049 208.37 171.618 29.353 59.2563 118.555 41.8355 28.671 36.7518 25.94 27.1993 20.6703 8.00074 5.2049 49.8408 24.3999 15.6963 25.4016 18.0202 17.5533 19.9879
internal_count=3108460 2203558 904902 868995 1334563 441321 893242 578782 153970 739272 290213 237506 258190 254667 341276 712018 133686 192884 77671 655207 487471 115281 138116 206181 225995 183131 167736 115213 168406 128453 54678 35062 184535 84065 69346 108782 108901 84094 96231
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=28377312 64 768 1 2 770 960 632 6 160 4457489 11008 193 2 156 260 840 10551424
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=14
split_feature=0 3 1 0 1 1 0 4 0 0 3 3 4 5 4 4 3 4 4 2 4 1 5 4 3 4 4 4 3 4 3 3 0 3 4 5 4 3 4
split_gain=46.7617 8.29273 11.678 6.34698 4.62322 4.60208 2.22433 2.16284 1.79518 1.53959 1.3085 1.3055 1.15995 0.682763 0.510023 0.766159 0.501733 0.429034 0.423991 0.364471 0.443603 0.345563 0.707945 0.299593 0.29076 0.234555 0.228014 0.474987 0.293667 0.152218 0.134582 0.0677184 0.0636037 0.0304423 0.0228298 0.0209567 0.0190549 0.037487 0.000581966
threshold=0 2.5000000000000004 1 2 3 4 5 1.5000000000000002 6 7 36.500000000000007 1.0000000180025095e-35 6.5000000000000009 8 3.5000000000000004 5.5000000000000009 8.5000000000000018 6.5000000000000009 1.0000000180025095e-35 9 1.5000000000000002 10 11 6.5000000000000009 1.5000000000000002 11.500000000000002 1.0000000180025095e-35 2.5000000000000004 4.5000000000000009 2.5000000000000004 48.500000000000007 10.500000000000002 12 6.5000000000000009 12.500000000000002 13 4.5000000000000009 4.5000000000000009 9.5000000000000018
decision_type=9 2 1 9 1 1 9 2 9 9 2 2 2 1 2 2 2 2 2 1 2 1 1 2 2 2 2 2 2 2 2 2 9 2 2 1 2 2 2
left_child=1 2 3 7 9 26 24 -1 14 11 25 18 -11 -10 21 -16 17 -13 32 -5 -21 22 -4 -20 -6 -7 28 -28 -3 -9 -8 -30 -2 -26 -31 -23 37 -29 -14
right_child=4 5 8 19 6 10 30 29 13 12 -12 16 38 -15 15 -17 -18 -19 23 20 -22 35 -24 -25 33 -27 27 36 31 34 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.038488403049656915 0.0037882457404126396 0 0.0011767146775818764 0 -0.0069930879340197333 0.046363652327246284 -0.045979818495348906 0 -0.02119481086707968 -0.021511431980476749 0 0.017799873773796281 0.00043421941498961858 0 0.01733210626936706 0 0 0 -0.01401441821041481 0 -0.01475488960986022 0.0013248514229904525 -0.010954904420910364 0 0.0030969111164453338 0 -0.012987923174952351 0.0042259063864330208 0.010460851963843082 0.010359781379135107 0 0 0 0 0 0 0 0 0
leaf_weight=136.72415456484305 4.3206433482046123 4.7699629717099032 17.317953896781546 55.779553138214396 29.13389869320963 114.81146181714576 153.25342323439327 35.326775396104495 42.477863717282162 41.344493096359656 1.1691842892614648 34.514003038795636 0.86589813158206996 19.159505037518102 10.054752416748668 2.6225747713469891 3.5349622102803542 2.1102825017005662 18.844036512924507 2.3357861926633623 8.7110751354048244 79.395778369893378 56.557730838409043 1.9430247318960017 8.7979311920680612 0.20587027745204878 11.370215644987185 1.6614939612773008 3.4944157076242846 42.476403121632757 1.1071444337358105 1.2798083497182231 4.6432448029445386 2.6715565312915706 0.10560720196372031 25.57248625367356 1.6307784120799622 1.5420864381594581 0.24291917399386875
leaf_count=216873 28438 15407 39206 271181 79670 436678 495693 143360 124319 85348 7834 103289 4549 54852 44002 11614 8257 10415 39632 7802 15936 309770 167766 3232 19294 1460 44556 5389 11282 166712 2114 5121 19474 5043 956 86991 6305 4748 748
internal_value=0 0.0163537 0.00906387 0.0219007 -0.0283144 0.0366456 -0.0374408 0.0295463 -0.00553476 -0.00483804 0.0421065 0.00189675 -0.0151069 -0.0163739 0 0.0101202 0.0125967 0.0155693 -0.00628112 -0.00171567 -0.00986132 -0.0018687 -0.00606217 -0.0113974 -0.000751206 0.0461558 0 -0.0069452 0.00114036 0.00747412 -0.0434074 0.00926975 0 0.00127754 0.0101992 4.66228e-07 0 0.00239558 0
internal_weight=0 676.553 534.618 281.459 307.327 141.935 194.964 214.633 253.159 112.364 116.187 69.9102 42.4533 61.6374 191.521 12.6773 40.1592 36.6243 29.7509 66.8264 11.0469 178.844 73.8757 20.7871 40.6034 115.017 25.7488 16.2046 9.54419 77.9088 154.361 4.77422 8.96389 11.4695 42.582 104.968 4.83436 3.20358 1.10882
internal_count=3105316 2200120 1661340 822820 905196 538780 601814 527901 838520 303382 445972 212737 90645 179171 659349 55616 121961 113704 90776 294919 23738 603733 206972 42864 104007 438138 92808 60998 31810 311028 497807 16403 47912 24337 167668 396761 16442 10137 5297
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=28377312 960 8454336 896 66 262165 64 12034 1 2 24 10 8960 5
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=13
split_feature=0 0 1 1 0 4 3 4 5 5 1 3 3 4 1 3 4 3 4 3 4 3 3 3 4 3 1 4 4 3 3 3 4 1 5 0 3 3 4
split_gain=39.8589 8.18819 5.1509 4.56725 2.47663 2.15804 1.81989 1.7392 1.81333 1.69485 1.8885 1.18373 0.718203 0.701678 0.603761 0.627363 0.595127 0.5883 0.722421 0.484391 0.469373 0.403169 0.348367 0.389924 0.341452 0.301632 0.271618 0.261518 0.217137 0.212171 0.209227 0.201511 0.0976465 0.426748 0.610706 0.415518 0.250703 0.0880847 0.0817835
threshold=0 1 2 3 4 3.5000000000000004 4.5000000000000009 1.0000000180025095e-35 5 6 7 3.5000000000000004 1.5000000000000002 6.5000000000000009 8 6.5000000000000009 1.5000000000000002 4.5000000000000009 1.5000000000000002 60.500000000000007 5.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 3.5000000000000004 49.500000000000007 9 7.5000000000000009 4.5000000000000009 22.500000000000004 2.5000000000000004 8.5000000000000018 1.0000000180025095e-35 10 11 12 2.5000000000000004 1.5000000000000002 7.5000000000000009
decision_type=9 9 1 1 9 2 2 2 1 1 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 1 9 2 2 2
left_child=1 7 4 6 27 11 32 8 30 12 16 -5 26 -6 -14 -16 -11 20 -19 -4 -12 -18 -7 -24 25 -8 -9 31 -28 -10 37 -2 35 38 -35 36 -3 -1 -34
right_child=2 3 19 5 13 22 24 9 29 10 17 -13 14 -15 15 -17 21 18 -20 -21 -22 -23 23 -25 -26 -27 28 -29 -30 -31 -32 -33 33 34 -36 -37 -38 -39 -40
leaf_value=0.005890141591554026 0.010817191137449436 0.014122510553704363 -0.038507409604433593 -0.029457021601431311 -0.021715868271634839 0 0.028300259330845068 0 0.044690819727737051 -0.0086150555038205841 0.026141316961372077 0 -0.0012865047165683914 0 0.020131650097605956 0 0.010739013120873692 -0.008561040569543937 0.010971943647347812 0 0 0 0.014916568970048333 0 0 0 -0.014899619841503188 0 0 0 0.022340853899360393 0 -0.011430541004522373 0.0082420365575384541 -0.0035474731753069883 0 0 0 0
leaf_weight=121.03587272275763 54.820821934674314 13.810964116415564 189.52540108925677 50.796468634143821 35.144417804331169 4.7731059582511062 16.762800886914199 6.523447341452993 89.518507049433538 20.32484138658765 92.055225124960998 13.658037416513251 7.6087586792418733 1.4138344111415779 7.4562755086590204 2.568950293432863 24.17566468831501 9.3669348410039657 6.0426903046318321 0.45568596513476123 5.2490349185245568 20.736333244145499 3.9373681905162812 1.4663826541582237 2.3509875685049328 0.47920096176676352 26.393655240884986 1.4494998605223361 2.3963436842896035 0.19455258811649301 24.750615418321104 1.8931909564780642 14.03199772506923 42.219163365476561 22.204399811183976 30.641317129811796 2.7974423840423688 14.3945856103237 0.66348821821884563
leaf_count=275119 179890 77359 590489 151597 76172 13040 88610 23833 141860 62072 315210 57918 23570 5614 27806 12054 108688 46475 19310 847 15674 81103 11239 7251 16972 2060 87447 5564 7422 636 37508 4815 37549 191248 103559 157780 13710 25196 1690
internal_value=0 0.014343 -0.0276307 -0.00062057 -0.00202516 -0.0171317 0.00807751 0.0213048 0.0285618 0.0107364 0.0146726 -0.0248379 -0.0010414 -0.0164066 0.00495074 0.0119354 0 0.0211113 0 -0.0365201 0.0248661 0.00543912 0.00204667 0.0101564 0.0250105 0.0269987 -0.0096859 0.00696011 -0.0113384 0.0410284 0.0118511 0.00955083 0 -0.000116193 0.00150335 0.00355265 0.00951975 0.00513326 -0.00858688
internal_weight=0 701.385 284.703 220.593 94.7218 74.6314 145.962 480.792 249.894 230.898 177.951 64.4545 52.9474 36.5583 17.634 10.0252 65.2368 112.714 15.4096 189.981 97.3043 44.912 10.1769 5.40375 19.593 17.242 35.3134 58.1635 28.79 89.7131 160.181 56.714 126.369 79.119 64.4236 47.2497 16.6084 135.43 14.6955
internal_count=3105956 2242565 863391 931582 272055 241045 690537 1310983 480319 830664 648532 209515 182132 81786 63430 39860 251863 396669 65785 591336 330884 189791 31530 18490 107642 90670 118702 190269 94869 142496 337823 184705 582895 334046 294807 248849 91069 300315 39239
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13
cat_threshold=28378336 64 832 944 11024 1 2 164 848 260 32 1 11535360
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=14
split_feature=0 0 1 1 3 1 4 4 3 0 4 0 1 3 3 4 3 3 4 4 3 1 5 3 3 3 4 4 4 4 4 4 4 3 0 0 3 1 1
split_gain=34.6545 6.70626 4.41362 4.03595 2.13833 7.00102 7.07523 2.05161 1.69235 1.46298 1.46848 1.34256 1.33078 1.04272 0.864464 0.844086 0.746986 0.655353 0.559556 0.716767 0.404709 0.359365 0.476944 0.332679 0.383667 0.310302 0.293725 0.311198 0.285876 0.231645 0.217546 0.187512 0.10105 0.0771104 0.527554 0.317201 0.248029 0.240991 0.201064
threshold=0 1 2 3 2.5000000000000004 4 1.5000000000000002 3.5000000000000004 4.5000000000000009 5 1.0000000180025095e-35 6 7 3.5000000000000004 1.0000000180025095e-35 6.5000000000000009 8.5000000000000018 60.500000000000007 3.5000000000000004 5.5000000000000009 36.500000000000007 8 9 1.0000000180025095e-35 3.5000000000000004 49.500000000000007 1.0000000180025095e-35 6.5000000000000009 3.5000000000000004 9.5000000000000018 8.5000000000000018 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 10 11 3.5000000000000004 12 13
decision_type=9 9 1 1 2 1 2 2 2 9 2 9 1 2 2 2 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 9 9 2 1 1
left_child=1 4 9 8 5 6 -1 13 33 14 -11 -4 -6 -5 26 -12 30 -13 21 -20 29 32 -23 -9 -25 28 -2 -28 -10 -14 31 -16 -7 34 38 -35 -37 -36 -3
right_child=2 3 11 7 12 18 -8 23 25 10 15 17 20 -15 16 -17 -18 -19 19 -21 -22 22 -24 24 -26 -27 27 -29 -30 -31 -32 -33 -34 35 37 36 -38 -39 -40
leaf_value=0.036922828532949009 0 0 0 -0.028111250732393119 0 0.0039408739749545564 0 0 0.027161615085414682 0 -0.030514171498445999 -0.04427511463176672 0.040531699987515754 0 0 0 -0.0017703245900433609 0 0.016391050842825935 0 0 -0.0092389287459579295 0 0.014719862061696516 0 0 -0.012965317638150307 0 0 0 0 0.016337486244290482 0 -0.00094319419103220292 0.0076072150588658563 0.0091446297743747254 0 0 -0.010479499115957851
leaf_weight=133.50979852839373 13.941158372210337 7.8648901816268335 9.1867378995921154 49.28424687149527 12.432171198182914 35.409156823800004 65.337477341025078 4.6362868761716509 17.181387479300618 6.7786513332321219 23.246611312959434 129.70452783553264 82.395409910030139 13.753138949519778 24.846743102916662 0.64120825423742545 5.630432353107607 0.32771799404872481 10.37843822702416 2.6386295807824345 0.42188148868444741 84.47399545256485 42.055812182210502 3.9955506007390795 1.4662023722557931 0.55852058963500795 29.744298018427799 2.839885514607885 2.2481301557709221 0.23855903257935906 0.82797722207032975 30.168044682995969 19.361341584881302 8.4562184473106736 19.473586584961595 51.537577602870442 6.2828600971115511 8.0865912136141578 24.787250215860695
leaf_count=165166 56994 41277 27304 140785 30682 103127 241118 12784 92741 14624 61892 456554 218552 57857 83837 1924 13783 591 44002 11064 2635 296645 113652 12595 6970 2278 68214 6297 16396 1002 2947 69114 85391 41991 90589 290756 40618 23024 57813
internal_value=0 0.0132904 -0.0260781 -0.000245176 0.0194993 0.013382 0.024706 -0.0160357 0.00777876 -0.00653398 -0.0179266 -0.0380675 0.0346296 -0.0236928 0 -0.0276297 0.00713052 -0.0411905 0 0.00925002 0.0364836 -0.00301039 -0.00574889 0.00224725 0.00997617 0.0240222 -0.00722416 -0.0105236 0.0254237 0.040234 0.0118278 0.012917 0.000224392 0 -0.000241662 0.00282038 0.00630993 0.0036072 -0.00778372
internal_weight=0 708.265 277.884 219.612 488.653 393.165 198.847 73.1354 146.477 138.665 30.6665 139.219 95.488 63.0374 107.999 23.8878 61.4732 130.032 194.317 13.0171 83.0559 181.3 126.53 10.098 5.46175 19.988 46.5253 32.5842 19.4295 82.634 55.8428 55.0148 54.7705 126.489 60.2123 66.2767 57.8204 27.5602 32.6521
internal_count=3105585 2241510 864075 928474 1313036 1060165 406284 230991 697483 379626 78440 484449 252871 198642 301186 63816 169681 457145 653881 55066 222189 598815 410297 32349 19565 111415 131505 74511 109137 219554 155898 152951 188518 586068 212703 373365 331374 113613 99090
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=28378336 64 960 944 960 4197139 262148 64 34 1 17825824 2162688 400 256
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=19
split_feature=0 4 3 1 0 1 1 0 3 3 4 3 5 3 5 0 4 1 0 4 4 5 4 3 5 1 0 0 4 3 1 3 4 1 4 3 5 3 3
split_gain=30.002 6.06569 8.39267 5.4267 4.12259 4.11856 3.64564 2.74251 2.72601 1.95217 3.09574 1.87779 1.59553 1.3866 1.34618 1.2354 1.09885 0.727175 0.717416 0.677242 0.644673 0.566864 0.747713 0.495528 0.431983 0.690927 0.275688 0.271823 0.232803 0.172964 0.163657 0.109275 0.0908415 0.0791178 0.0714733 0.0284214 0.0228758 0.00266566 0.0258323
threshold=0 1.0000000180025095e-35 4.5000000000000009 1 2 3 4 5 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 3.5000000000000004 6 1.0000000180025095e-35 7 8 5.5000000000000009 9 10 7.5000000000000009 7.5000000000000009 11 4.5000000000000009 36.500000000000007 12 13 14 15 7.5000000000000009 8.5000000000000018 16 49.500000000000007 12.500000000000002 17 7.5000000000000009 17.500000000000004 18 6.5000000000000009 60.500000000000007
decision_type=9 2 2 1 9 1 1 9 2 2 2 2 1 2 1 9 2 1 9 2 2 1 2 2 1 1 9 9 2 2 1 2 2 1 2 2 1 2 2
left_child=1 2 3 4 11 15 18 9 19 21 12 -1 -11 14 27 17 -12 28 35 -7 -17 30 -23 -4 33 -26 -16 -5 29 -2 -8 32 36 -15 -9 -3 -20 -10 -39
right_child=5 6 23 13 -6 8 7 34 37 10 16 -13 -14 24 26 20 -18 -19 31 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0.031472430393563705 0.0096770548649904552 -0.0026977323283968115 0.058410473432610271 0.0075763421864329956 -0.0025560150406587281 -0.047148116861793654 0.0059560603854302546 -0.023998034432229323 0.00066968906340348342 0.0060086513335390777 0.0240255982981206 0 -0.016170988944533272 0 0 -0.019360499117659302 0 -0.0068560212064054972 0.018607642495087316 0 0 -0.014354360471042441 0 0 0 0.014997306216889572 -0.01765491299348515 0 0 0 0 0 0 -0.0041062140391436115 0 0 0 -0.0026939505463324568 0
leaf_weight=148.65345387573325 54.790736205661233 9.0523902176064404 31.85292532301537 14.838291706415475 35.936589030578034 92.979537645143864 6.244033916380431 37.09944184833148 6.7535196572171099 12.820321389939634 60.290683412866201 6.1536987198196575 23.21330271664192 2.8974808178354579 0.36888278780315886 63.002246618631034 7.6229476366643203 40.518219425430289 95.711650533590728 1.6631075133627735 1.3691634155838972 72.725684268916666 8.59677419815125 0.33120485630206431 10.621763826056849 26.080136509011936 59.559969281304802 2.7252056430952516 1.4860875671583915 1.8688411458206236 5.6243055489176186 0.29293079243507136 0.24043857531796575 6.9235750273728627 0.96456597516225784 0.33479224993061585 27.478986920097668 6.9963194021038362 0.19784424433601078
leaf_count=253940 178702 59173 88113 34063 164446 366621 24376 120474 17161 39714 253852 10222 86779 5748 1224 161342 31993 101854 339307 6345 3892 261839 26497 2251 25599 71334 190560 8715 5509 4781 20264 921 1111 15811 2491 2420 98666 18525 336
internal_value=0 0.0122399 0.0214528 0.012202 0.0212905 -0.0245934 0.00215363 -0.00445649 -0.0387603 0.000338553 0.00971981 0.0277544 -0.00613086 -0.00247485 -0.010714 -0.00790268 0.0204955 0 0.013773 -0.0462488 -0.0156891 -0.00748155 -0.0101751 0.0575667 0.00582521 0.00949598 -0.0159575 0.0024831 0.0059606 0.00846563 0.000247039 0.0160214 0.0172872 0 -0.0205821 0 0.0174713 0 -0.00052299
internal_weight=0 715.256 346.943 314.759 190.744 271.626 368.313 235.202 108.59 197.138 103.947 154.807 36.0336 124.015 77.4923 163.035 67.9136 98.6639 133.111 94.6426 64.3714 93.1908 81.3225 32.1841 46.523 36.7019 59.9289 17.5635 58.1457 56.6596 11.8683 123.724 123.431 9.82106 38.064 9.38718 123.191 13.9477 7.19416
internal_count=3106971 2241903 872026 781662 428608 865068 1369877 868279 408988 745314 412338 264162 126493 353054 234562 456080 285845 290846 501598 372966 165234 332976 288336 90364 118492 96933 191784 42778 188992 183483 44640 440005 439084 21559 122965 61593 437973 36022 18861
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=28378336 992 10486848 992 788 16842976 6 10 4213520 832 9502720 12 2 16 1024 64 97 16 5
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=39
num_cat=13
split_feature=0 0 1 3 5 1 3 3 1 4 4 2 4 0 4 4 4 4 4 4 1 4 0 4 1 3 4 4 4 3 3 1 3 3 3 0 3 4
split_gain=25.9086 7.10459 4.12363 3.96949 2.51009 4.80897 2.39634 2.32921 1.97113 1.37034 1.34804 1.23281 1.28092 1.17098 1.34624 1.08998 2.89704 0.679158 0.594903 0.979282 0.649618 0.56903 0.52151 0.518996 0.406535 0.342691 0.320226 0.240198 0.350231 0.241918 0.214814 0.132612 0.135633 0.0695661 0.0327789 0.0305202 0.0273955 0.0123502
threshold=0 1 2 4.5000000000000009 3 4 4.5000000000000009 5.5000000000000009 5 1.0000000180025095e-35 3.5000000000000004 6 1.0000000180025095e-35 7 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 3.5000000000000004 3.5000000000000004 1.0000000180025095e-35 8 1.0000000180025095e-35 9 5.5000000000000009 10 22.500000000000004 3.5000000000000004 2.5000000000000004 6.5000000000000009 1.0000000180025095e-35 34.500000000000007 11 7.5000000000000009 4.5000000000000009 61.500000000000007 12 36.500000000000007 4.5000000000000009
decision_type=9 9 1 2 1 1 2 2 1 2 2 1 2 9 2 2 2 2 2 2 1 2 9 2 1 2 2 2 2 2 2 1 2 2 2 9 2 2
left_child=1 4 27 8 23 7 18 10 11 24 -6 13 35 14 -3 36 -17 -14 19 -7 -20 -15 -10 25 -5 -1 -24 33 29 -29 -26 34 -33 -2 -11 -13 -8 -9
right_child=2 3 -4 9 5 6 15 37 22 31 -12 12 17 21 -16 16 -18 -19 20 -21 -22 -23 26 -25 30 -27 -28 28 -30 -31 -32 32 -34 -35 -36 -37 -38 -39
leaf_value=0.039193578143994511 0.0033257020440554796 0 -0.038126343690474775 0 0.035155403265563122 0.00089410566645090203 0.029277434819190463 -0.0018609806712144923 0 0.0053743324771674643 0 0.0037604704986848245 -0.021466853874977734 0 0.018092102408423013 -0.016785971212791843 0.020536589276101171 0 0.014519245927230438 -0.009180635523377027 0 -0.014149703341266792 -0.02719739436118452 0 0.036228695560745247 0 0 -0.013977873019854882 0 0 0 0 -0.0075673422121482967 0 0 0 0 0
leaf_weight=61.929937789114774 32.905579289967136 64.939357861068856 121.61296152598334 5.3718768368562451 86.850479576336511 165.15279381093569 14.08256486788741 5.6607056911598184 16.503997122283181 9.8568017395409662 9.414395583473377 2.4051401211327175 33.664208385507663 12.958365933656752 48.748271806067351 14.457579051522773 8.9889363545735232 8.0482158513877931 8.8974881691101455 109.79724761516991 15.538076757169621 13.096862517530097 45.541767482704017 1.4110365133165022 10.371128205806595 0.36847505973128036 5.0594266345797214 13.011342570265702 4.034384363469143 14.872572782205678 0.2544323510082912 8.0649810441791505 7.8646261794492593 5.0665497317459076 0.32309208135848244 1.5938834329426748 0.040902491084126136 0.27334453204093723
leaf_count=154919 108595 266204 464902 25363 160759 338024 18838 20545 49689 46029 22166 10263 105815 67614 197989 68578 29033 28000 34821 423022 50739 34166 161261 4057 43253 943 16439 30906 12184 32258 1164 37066 26418 13414 591 7099 284 674
internal_value=0 0.0094508 -0.0282986 -0.00200068 0.0163667 0.01056 0.0026198 0.0265284 -0.00799186 0.0178709 0.0322023 0 -0.0115109 0.00367807 0.008655 0.0198456 0 -0.0177314 -0.000162181 -0.0026527 0.00836806 -0.00614397 -0.0187759 0.0339895 0.0282589 0.0386377 -0.0227427 -0.000814557 -0.00633141 -0.0101679 0.0283878 0 -0.00345284 3.70417e-05 0.00362479 0.0029429 0.0291576 0
internal_weight=0 797.53 191.503 294.666 502.864 439.155 336.956 102.199 252.559 42.1069 96.2649 185.454 45.7114 139.743 113.688 37.57 23.4465 41.7124 299.386 274.95 24.4356 26.0552 67.1052 63.7094 15.9974 62.2984 50.6012 69.8904 31.9183 27.8839 10.6256 26.1095 15.9296 37.9721 10.1799 3.99902 14.1235 5.93405
internal_count=3114084 2451825 662259 1124423 1327402 1167483 963339 204144 944539 179884 182925 717150 151177 565973 464193 116733 97611 133815 846606 761046 85560 101780 227389 159919 69780 155862 177700 197357 75348 63164 44417 110104 63484 122009 46620 17362 19122 21219
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13
cat_threshold=28380401 64 896 12 770 992 2 8456368 29 2098176 142 566 10488848
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=14
split_feature=0 0 1 3 1 5 1 3 3 4 4 4 4 2 4 0 4 4 4 4 4 1 0 4 3 3 4 1 1 4 3 4 1 4 3 4 4 0 3
split_gain=22.936 6.42346 4.14623 3.59971 1.96963 1.85879 3.67888 2.23179 2.04024 1.71811 1.11983 0.964732 2.73722 0.749678 1.30058 1.17077 1.18672 0.983027 0.588989 0.530975 0.854287 0.632985 0.490828 0.451862 0.29974 0.265581 0.225093 0.19784 0.155765 0.14527 0.243126 0.269593 0.144543 0.20448 0.102385 0.0490809 0.0471343 0.0378579 0.0364816
threshold=0 1 2 4.5000000000000009 3 4 5 4.5000000000000009 5.5000000000000009 1.0000000180025095e-35 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 6 1.0000000180025095e-35 7 1.5000000000000002 3.5000000000000004 1.0000000180025095e-35 3.5000000000000004 1.0000000180025095e-35 8 9 5.5000000000000009 22.500000000000004 34.500000000000007 7.5000000000000009 10 11 2.5000000000000004 1.0000000180025095e-35 6.5000000000000009 12 2.5000000000000004 2.5000000000000004 5.5000000000000009 7.5000000000000009 13 61.500000000000007
decision_type=9 9 1 2 1 1 1 2 2 2 2 2 2 1 2 9 2 2 2 2 2 1 9 2 2 2 2 1 1 2 2 2 1 2 2 2 2 9 2
left_child=2 5 29 4 13 23 8 19 10 25 -7 -9 -13 15 37 16 -3 -16 -17 20 -8 -21 -6 24 28 27 -24 -5 -2 34 31 -31 35 -34 -1 38 -4 -15 -11
right_child=1 3 36 9 22 6 7 11 -10 32 -12 12 -14 14 17 18 -18 -19 -20 21 -22 -23 26 -25 -26 -27 -28 -29 -30 30 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.0042544267913858435 0 0 -0.0411015721528065 0 0 0.031655588465406136 0.00081778736458729725 0.027956458664828134 0 0.005883895595642865 0 -0.016299222714941424 0.019975481819632244 0.0051696524309926082 -0.021121395034564432 0 0.016826318238886095 0 -0.014198809799088658 0.014209211457160312 -0.0085514019537320917 0 -0.025199140483169815 0 0 0 0 0.028298603548925022 0.034376532027095744 -0.012475624254586376 0 0 -0.0090048199875189545 0 0 0 0 0 0
leaf_weight=26.59047022393861 2.5269483766460326 64.967843164973601 107.51907938179647 3.3087715508590918 16.510737309046817 89.95284410082968 165.30034005343623 14.537127516967301 5.9264012586427262 9.6650197542658081 9.4150916124344786 14.199244643066779 9.1711401312786602 2.7877658376819454 33.385488999956578 15.029440730239005 49.601352551315358 8.0943428776481579 16.617784081507125 9.0301496631000173 108.83607242628932 15.54682442432386 52.881501143565401 1.4110920279272239 0.3616971591982282 0.39980317190929682 0.62540201217780023 12.998388403560972 61.921179522163584 12.273163133475466 15.809320372736691 1.8662566586353921 10.660406174192763 5.7487151018867726 8.3532231511417177 0.55935277039680009 2.4415974483708842 1.5901544674125023 0.32567645866220196
leaf_count=90211 9360 267861 435863 17295 49732 160759 338024 19150 21227 44692 22180 61993 29096 10976 104560 71790 211384 28352 42506 35002 396281 50830 188259 4079 950 2068 1694 51528 155916 29575 39618 3141 37970 26819 25190 3047 8888 7105 609
internal_value=0 0.00864046 -0.0278614 -0.00196317 -0.00757107 0.0152459 0.0099255 0.00271093 0.0238293 0.0167331 0.0290273 0.019249 0 0 -0.00904495 0.00270646 0.0080352 -0.0160646 -0.00649113 0 -0.00239211 0.00808712 -0.0181993 0.0308185 0.034962 0.028451 -0.0219351 0.0295601 0.035479 0 -0.00492189 -0.00937992 0 -0.00427359 8.28363e-05 0.00286593 -0.0379861 0.00471708 0.00502153
internal_weight=0 813.894 174.853 305.758 262.092 508.136 441.915 336.621 105.294 43.6661 99.3679 37.9075 23.3704 192.074 45.8578 146.216 114.569 41.4798 31.6472 298.713 274.136 24.577 70.0176 66.2209 64.8098 16.707 53.5069 16.3072 64.4481 64.8924 29.9487 14.1394 26.9592 16.4091 34.9437 10.55 109.961 4.37792 9.9907
internal_count=3105580 2473094 632486 1168247 984219 1304847 1134542 930376 204166 184028 182939 110239 91089 744534 150993 593541 479245 132912 114296 820137 734305 85832 239685 170305 166226 70891 189953 68823 165276 187735 72334 32716 113137 64789 115401 48348 444751 18081 45301
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=4780814 64 896 992 12 770 2 8456368 29 2098176 134 2 566 10750992
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=14
split_feature=0 3 1 0 1 1 3 3 4 0 3 5 0 4 4 4 2 4 3 4 4 4 4 1 4 3 4 4 0 4 4 6 4 3 0 0 4 3 4
split_gain=20.1677 5.57974 5.78608 4.54921 4.41264 2.5527 2.05897 1.80646 1.80789 1.08035 1.06152 0.971234 1.27627 0.72958 0.63587 0.553293 0.552084 0.631682 0.513409 0.506831 0.49738 0.462169 0.412646 0.368317 0.367588 0.289298 0.223013 0.219299 0.213649 0.206077 0.199337 0.265885 0.179421 0.156408 0.0909482 0.0835064 0.0791352 0.0476784 0.0247765
threshold=0 2.5000000000000004 1 2 3 4 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 5 49.500000000000007 6 7 2.5000000000000004 7.5000000000000009 7.5000000000000009 8 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 5.5000000000000009 2.5000000000000004 2.5000000000000004 9 5.5000000000000009 4.5000000000000009 5.5000000000000009 1.0000000180025095e-35 10 7.5000000000000009 1.5000000000000002 11 11.500000000000002 7.5000000000000009 12 13 5.5000000000000009 8.5000000000000018 1.0000000180025095e-35
decision_type=9 2 1 9 1 1 2 2 2 9 2 1 9 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 9 2 2 1 2 2 9 9 2 2 2
left_child=1 2 3 7 19 9 14 8 -1 23 32 12 13 -4 -7 -11 -5 -18 28 25 -10 -21 27 29 -15 -3 -24 -9 -13 37 -25 -32 -6 -27 -8 36 -20 -2 -30
right_child=5 4 11 16 10 6 34 22 20 15 -12 18 -14 24 -16 -17 17 -19 35 21 -22 -23 26 30 -26 33 -28 -29 38 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.030953532827954478 0.0089312806267331773 -0.00070733668350788617 -0.0058568011396259887 0 0.032602938633461948 -0.043000122334606615 0.0035805713060616806 0.0030190399237075382 -0.0059197813856805385 -0.017044679410668544 0 0.00092023817896634509 -0.020391194046770977 0.011121276523984014 0 0 0 -0.018361043725480222 0.014206106486702015 -0.015833070309944918 0.0096442150238569002 0 0.013244041086669951 0 0 0.011570388419682338 0 -0.0048943394706530193 0 0 -0.011234706930897264 0 0 0 -0.0027014011130326986 0 0 0 -0.0067981581896447794
leaf_weight=113.49262272290434 41.601930504904885 5.2463370548284747 108.05260139615348 69.022434003301896 141.13685139141671 77.013925872946857 3.4442350572899159 47.609396929445211 19.94970818334696 60.406233123499987 1.4364976632568858 8.5527529752598621 45.413919426186112 21.29053805187505 1.5894967621134117 1.3854650388020662 5.3795025657818796 11.645783981301063 9.3991601323577889 12.768509115434428 4.6558045547644715 5.6619317626973489 15.913152933972016 13.759673181692053 1.9353484779785493 3.1612419011507882 3.7040628774993811 32.017805560222769 39.929475853779877 1.322949511828482 15.061820336321032 0.65866676324730988 0.23732444794586527 2.6277389332390158 8.3045613115064025 0.8795239240207583 0.26775173588248513 1.2206824393360864 31.150325482889457
leaf_count=198763 134372 12407 354706 329005 487891 344814 7439 58791 78789 161419 4109 22629 135056 107046 6308 3953 15877 23880 28450 44070 14964 17263 60971 33784 8088 8765 12995 86780 88639 4874 41031 1783 1455 8160 25620 2770 1058 3034 124768
internal_value=0 0.00923711 0.0036253 0.0122262 0.0240488 -0.0224934 -0.0347942 0.018924 0.0266519 -0.00651335 0.0296053 -0.00617282 -0.0100299 -0.000769027 -0.0419928 -0.0135522 -0.00401071 -0.0128154 0 -0.00356525 0 -0.0112227 0.00362333 0 0.0070798 0 0.0108334 0 -0.00151253 0.00576518 -0.00357178 -0.00813916 0.0324193 0.00896334 0 0.0109744 0.01073 0.00847841 -0.00459582
internal_weight=0 762.538 590.262 323.39 172.276 225.77 90.3522 237.343 138.098 135.417 142.811 266.871 176.692 131.278 78.6034 61.7917 86.0477 17.0253 90.179 29.4658 24.6055 18.4304 99.2444 73.6257 23.2259 11.0353 19.6172 79.6272 79.6326 44.1456 29.4802 15.7205 141.374 5.78898 11.7488 10.5464 9.66691 42.8226 71.0798
internal_count=3106576 2338145 1754025 880815 584120 768431 384181 512053 292516 384250 493455 873210 604896 469840 351122 165372 368762 39757 268314 90665 93753 61333 219537 218878 115134 29332 73966 145571 236036 142280 76598 42814 489346 16925 33059 32278 29508 137406 213407
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=28380384 960 8454336 66 992 784 1 16778304 2 832 3104 1 786456 3145952
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=13
split_feature=0 0 1 3 5 1 3 3 1 4 4 4 4 4 4 1 4 3 4 1 0 1 4 1 4 3 1 4 3 1 4 4 3 4 3 4 3 3 4
split_gain=18.1199 4.77824 3.41469 2.92909 1.69714 2.84726 1.81716 1.7344 1.61985 1.59112 1.01528 2.60645 0.903481 0.538534 0.731759 0.62108 0.498744 0.480167 0.424892 0.853447 0.84616 0.541337 0.48974 0.401432 0.388392 0.263657 0.225032 0.193284 0.161854 0.129017 0.207491 0.116801 0.238391 0.238833 0.0922391 0.0372098 0.0288314 0.0244135 0.0155525
threshold=0 1 2 4.5000000000000009 3 4 4.5000000000000009 5.5000000000000009 5 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 3.5000000000000004 3.5000000000000004 1.0000000180025095e-35 6 3.5000000000000004 3.5000000000000004 4.5000000000000009 7 8 9 1.0000000180025095e-35 10 5.5000000000000009 22.500000000000004 11 9.5000000000000018 34.500000000000007 12 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 6.5000000000000009 2.5000000000000004 5.5000000000000009 61.500000000000007 36.500000000000007 4.5000000000000009
decision_type=9 9 1 2 1 1 2 2 1 2 2 2 2 2 2 1 2 2 2 1 9 1 2 1 2 2 1 2 2 1 2 2 2 2 2 2 2 2 2
left_child=1 4 31 8 24 7 13 12 16 23 37 -12 -6 14 -7 -15 17 -3 19 22 -21 27 -10 -5 25 26 -1 -20 -25 35 -31 34 33 -33 -2 36 -11 -8 -9
right_child=2 3 -4 9 5 6 10 38 18 29 11 -13 -14 15 -16 -17 -18 -19 21 20 -22 -23 -24 28 -26 -27 -28 -29 -30 30 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0040329628250299872 -0.024995332173347068 -0.034939934739127342 0 0.027210892996153736 1.5844254652345068e-05 0.025668193797020868 -0.0020872734329062952 0.011349042361340702 0.0049546821890617725 -0.01661437143436012 0.018680154060464263 0 0.013708115521236628 -0.0083781961667791765 0 0 0 0.015609175788670222 0.00061647902555203842 -0.010992741275726498 -0.00045846889948203211 0 0.034334424547585819 0 0 0.030601087615018965 0 0 -0.0090459478836726198 0 -0.011893488791785499 0 0 0 0 0 0 0
leaf_weight=2.5210754173967871 26.710928525015333 39.326368304702555 102.94005331490371 7.13387871273153 94.137813837056456 166.86324612998578 15.346956656358085 5.7429846763479864 19.392394684298779 10.016115126105428 14.366161186306273 9.5983301145315618 9.4943417531685537 9.2460769011959183 108.57348760273453 15.656836623653364 4.3509774739031846 2.2771269882432525 14.977804636226212 34.53752035864818 112.78429666129159 6.2113279524564886 24.318227171614126 10.195907238492509 1.4205293819759379 0.36616352597047708 64.864165635604877 1.5407838161991083 0.20344445850059933 10.678778018263989 5.7318792280348125 11.993888684937703 15.687186978193493 1.9563542735486397 8.3757526066547126 0.52607443901797601 0.3096970085534857 0.04224992349190948 0.28046507799444942
leaf_count=9360 90598 142023 444884 30371 160759 338024 18838 20535 67015 46692 62024 29102 22152 34909 413115 50527 13436 9678 69905 140816 421724 21522 78245 40252 4022 987 155923 5776 908 38844 26144 29552 37686 3295 25302 2937 509 391 665
internal_value=0 0.00748785 -0.0253638 -0.00160895 0.0130999 0.00825288 0.00187839 0.0202153 -0.00681335 0.0149693 0.0167595 0 0.0249041 -0.00045143 -0.00280869 0.00744499 -0.0185645 -0.0231914 -0.00030831 -0.00318969 -0.00711912 0.00619737 0.00392475 0.0262171 0.0272783 0.0308961 0.0313884 0.0114648 0.0269796 0 -0.00427625 0 -0.00442552 -0.00898982 0 0.0022552 0.00414858 0.0255512 -7.40011e-05
internal_weight=0 823.033 167.664 304.513 518.521 449.349 339.693 109.656 259.717 44.7958 39.3537 23.9645 103.632 300.34 275.437 24.9029 45.9545 41.6035 213.762 191.032 147.322 22.7299 43.7106 17.5332 69.1719 67.7514 67.3852 16.5186 10.3994 27.2625 16.4107 64.7241 29.6374 13.9502 35.0867 10.8519 10.3258 15.3892 6.02345
internal_count=3109447 2478130 631317 1156797 1321333 1151041 946930 204111 970140 186657 110355 91126 182911 836575 751139 85436 165137 151701 805003 707800 562540 97203 145260 71531 170292 166270 165283 75681 41160 115126 64988 186433 70533 32847 115900 50138 47201 19229 21200
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13
cat_threshold=28642544 64 896 12 770 15 29 544 10552320 448 166 2 566
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=17
split_feature=0 3 1 1 1 0 0 1 3 1 4 2 4 4 4 4 0 5 3 3 4 4 4 0 4 5 4 3 4 4 3 3 4 0 2 0 4 4 1
split_gain=16.1291 4.52524 4.79285 3.78041 3.15479 2.33768 1.68041 0.766626 0.599979 0.456112 0.760913 0.444471 0.428377 0.587274 0.378111 0.783633 0.348913 0.256326 0.209752 0.177779 0.15003 0.140265 0.425407 0.111262 0.205502 0.103933 0.092022 0.209912 0.224707 0.0908184 0.0876669 0.0767263 0.0641634 0.0578026 0.142285 0.0318951 0.0280674 0.0111434 0.000999746
threshold=0 2.5000000000000004 1 2 3 4 5 6 61.500000000000007 7 1.0000000180025095e-35 8 3.5000000000000004 5.5000000000000009 2.5000000000000004 1.0000000180025095e-35 9 10 4.5000000000000009 7.5000000000000009 11.500000000000002 4.5000000000000009 1.5000000000000002 11 4.5000000000000009 12 2.5000000000000004 1.0000000180025095e-35 6.5000000000000009 5.5000000000000009 2.5000000000000004 9.5000000000000018 1.0000000180025095e-35 13 14 15 12.500000000000002 3.5000000000000004 16
decision_type=9 2 1 1 1 9 9 1 2 1 2 1 2 2 2 2 9 1 2 2 2 2 2 9 2 1 2 2 2 2 2 2 2 9 1 9 2 2 1
left_child=1 2 5 14 26 11 9 25 16 10 -4 36 17 -14 15 18 -5 -11 -3 -20 -18 22 35 24 31 -8 30 28 -28 -12 38 -16 -13 34 -23 -7 -1 -34 -2
right_child=4 3 6 8 -6 21 7 -9 -10 12 29 32 13 -15 23 -17 20 -19 19 -21 -22 33 -24 -25 -26 -27 27 -29 -30 -31 -32 -33 37 -35 -36 -37 -38 -39 -40
leaf_value=0.021244771571618706 0.0037622577811904064 -0.0014231267397729018 0.012323341872403679 0 -0.033383265364445192 0.0024373297792245063 0.0046465880176933504 -0.015923581770830839 0 0 -0.0036691969171288477 0.0044501823514938059 0.012469219216476632 -0.0010140408458210782 0.011491936770361295 -0.017205491386163615 0.029799944549367213 -0.006048700325454983 0.010666091994040243 0 0 0.0079501926749578223 -0.010612224285092613 0 0 -0.00091490661840868423 -0.011240063796947183 0 0 0 0 0 -0.0016328311209432322 0 0 0 0 0 0
leaf_weight=144.75888313748874 22.64166850167021 5.5022106397955266 46.520831034722505 18.469566563486296 99.600205158105382 13.690191553145267 5.8682595643585955 87.258217901618991 0.99349967188027122 47.467882422486582 37.457712219045789 1.5936805967940042 13.56413478653849 3.3372296974412157 2.2884916842886023 13.477472286431292 137.89503141691239 146.21876648571924 3.4320721335461712 2.8534595146848005 0.21976255466142802 4.2746795762286638 20.340651332757261 2.7146535976571604 1.1696720136533256 18.534212579364979 11.684769965420857 15.70620079368018 1.9439122571784526 3.1001765717373919 8.3495591731698351 0.33296911623619951 17.778065528589654 1.5441309238158272 1.1029768427106317 19.400756582719623 0.059772795299067094 2.502754745873971 4.1255466310831279
leaf_count=227211 73487 12856 49349 82040 445671 63340 14745 291523 2644 132190 126191 5583 51189 12809 6256 45893 440758 506884 8971 8393 1277 26953 65228 8876 2888 44186 29172 39684 3432 9783 25209 1017 101779 5077 2679 100484 419 15991 16989
internal_value=0 0.00715305 0.00230508 0.0198611 -0.0240425 0.0130432 -0.0036657 -0.0123092 0.0249761 0 0.00539299 0.0184767 -0.00185804 0.0044648 -0.00387655 -0.00954425 0.0269802 -0.00435882 0 0.00747158 0.0279667 -0.000357414 -0.00411863 0 0.00504058 0 0 -0.00393814 -0.00831898 0 0 0.0103536 0 0.000210067 0.00357408 0 0.0212033 -0.000563209 0.00392979
internal_weight=0 825.723 636.374 189.349 164.052 227.047 409.327 111.661 157.578 297.667 87.0787 166.693 210.588 16.9014 31.771 25.2652 156.584 193.687 11.7877 6.28553 138.115 60.3534 53.4316 6.50579 3.79113 24.4025 64.4517 29.3349 13.6287 40.5579 35.1168 2.62146 21.8745 6.92179 5.37766 33.0909 144.819 20.2808 26.7672
internal_count=3109106 2475462 1853593 621869 633644 614744 1238849 350454 526719 888395 185323 350983 703072 63998 95150 76113 524075 639074 30220 17364 442035 263761 229052 19037 10161 58931 187973 72288 32604 135974 115685 7273 123353 34709 29632 163824 227630 117770 90476
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=28642544 832 66 896 8388816 16843968 32 128 2 18874512 10 80 10 264224 2 2361344 384
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=17
split_feature=0 4 3 1 0 1 0 2 1 1 3 1 3 5 4 0 3 0 5 5 3 4 0 5 0 3 4 4 4 4 3 3 4 4 4 3 4 3 3
split_gain=13.8804 3.78226 7.55592 3.61874 3.43513 2.77178 2.7633 2.68492 2.30996 2.01421 1.65889 1.20352 0.970965 1.57918 0.699196 0.550044 0.474133 0.397826 0.858264 0.342896 0.537169 0.51316 0.328994 0.326715 0.325014 0.29685 0.746934 0.281251 0.261674 0.221602 1.45655 0.248667 0.0990037 0.0964248 0.0809112 0.213948 0.233523 0.078465 0.0621642
threshold=0 1.0000000180025095e-35 4.5000000000000009 1 2 3 4 5 6 7 1.5000000000000002 8 1.0000000180025095e-35 9 1.5000000000000002 10 36.500000000000007 11 12 13 1.5000000000000002 3.5000000000000004 14 15 16 1.5000000000000002 1.5000000000000002 1.5000000000000002 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 17.500000000000004 8.5000000000000018 5.5000000000000009 2.5000000000000004 1.0000000180025095e-35 6.5000000000000009 2.5000000000000004 8.5000000000000018
decision_type=9 2 2 1 9 1 9 1 1 1 2 1 2 1 2 9 2 9 1 1 2 2 9 1 9 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 6 7 34 10 9 27 29 -2 14 13 22 -9 -15 -4 18 -14 21 -21 -11 -5 -8 -16 26 -13 38 -27 30 -3 -31 -29 -7 37 36 -36 -1 -6
right_child=1 4 16 12 8 33 23 11 -10 19 -12 25 17 15 24 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 28 -28 32 -30 31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.0037139644414560138 0.023374258052639155 0.015683790066971529 0.044712359528291612 0.0083798713101715747 -0.0039135773325967268 -0.03524970095361437 0 -0.0028566246719566638 -0.023402995967942198 0.013658277723668212 0 0 -0.0023100772661913565 0 0.013499181287280979 -0.019299377360386741 0 -0.0032740430451691882 0.012897757407576156 -0.00887702407222625 0.00062446006630132497 0 0 -0.0075125744311416989 0 -0.0069545537645996636 -0.019670516754316549 0.0092061956378138715 0.0040194466146850575 0.02145933797886106 -0.0063828015913337853 0 0 0 -0.011257515604792295 0 0 0 0
leaf_weight=26.885331845693145 140.11574984311301 20.125216446995182 41.156745036525535 16.276676526413212 10.587549607076655 88.914550773770316 5.0158632542152191 4.9992682607189662 53.993226212069203 9.5881695243151608 40.613507916430535 3.2260261729243203 9.1298327556360164 1.7693957630508519 19.910281484168081 62.827835990839958 0.4384316569485226 7.5565527829967314 34.389650276345492 59.966886653084657 31.602206346040475 2.3326417203206811 2.9113316874354522 37.843853180740552 2.7339923310282783 8.6895975433290022 43.441486594172602 16.699438331997957 16.143066107928462 95.114584202172409 28.730296324145456 0.5300243124293037 0.5542625630623651 7.0903218831699624 11.692975643843967 15.602472047361514 1.8911097497257277 8.3216549269782245 2.190340897475834
leaf_count=90597 234730 32776 98388 37846 37880 415122 18482 37068 174048 23536 71368 13230 18072 7213 115745 203673 2201 28503 83694 183078 95621 7352 10125 137575 9738 60062 234009 57656 94668 270757 64476 1730 1437 29872 29542 38995 3194 25116 10506
internal_value=0 0.00647777 0.0131888 0.00575118 0 -0.0226576 0.012993 0.00458447 -0.0145385 0.0103973 0.0181728 -0.0063149 -0.00509405 -0.0112582 0.00347914 -0.0168404 0.0438261 0.00111332 0.00653699 0 -0.00349755 0.00591976 0.00304863 -0.00345717 0.0120682 -0.0121154 -0.0165295 0.00137928 0 0.016494 0.00141131 0.0209468 0.00792517 -0.0316221 0 -0.00369737 -0.00822514 0 0
internal_weight=0 831.204 400.045 358.45 431.159 160.398 223.589 347.134 84.0248 247.99 180.729 99.1437 134.861 83.7852 27.6435 64.5972 41.5952 51.076 43.5195 103.49 91.5691 11.9208 19.188 42.8597 22.6443 71.5002 46.6675 30.0316 24.8327 144.5 48.8555 95.6446 17.2537 96.0049 64.3935 29.1866 13.5841 35.207 12.7779
internal_count=3109681 2477243 951870 851281 1525373 632438 462155 1243846 281527 679326 306098 564520 389126 258857 162551 210886 100589 130269 101766 309587 278699 30888 47971 156057 125483 401969 247239 107479 154730 369739 97252 272487 59093 444994 187444 71731 32736 115713 48386
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=4780814 992 16777456 896 10751040 2 148 856 549 10 3072 3407936 2 4 262224 12 96
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=19
split_feature=0 3 1 4 5 1 0 0 1 4 1 1 3 3 1 0 4 5 0 1 3 0 1 3 3 3 3 3 0 3 3 4 0 4 3 0 4 3 3
split_gain=12.2084 4.93521 4.66415 2.85227 2.36507 2.27581 2.29352 1.84235 1.52233 1.18438 2.22089 1.52991 1.12354 1.05294 1.45468 1.01648 0.8203 0.777329 0.746126 0.681787 0.641635 0.571565 0.515903 0.371713 0.354878 0.337885 0.317122 0.291608 0.815376 0.274391 0.216698 0.20673 0.197208 0.267333 0.188445 0.539494 0.258803 0.185337 0.17213
threshold=0 1.5000000000000002 1 1.0000000180025095e-35 2 3 4 5 6 2.5000000000000004 7 8 12.500000000000002 4.5000000000000009 9 10 4.5000000000000009 11 12 13 1.0000000180025095e-35 14 15 1.0000000180025095e-35 11.500000000000002 18.500000000000004 25.500000000000004 1.0000000180025095e-35 16 1.5000000000000002 1.5000000000000002 9.5000000000000018 17 5.5000000000000009 1.5000000000000002 18 4.5000000000000009 4.5000000000000009 8.5000000000000018
decision_type=9 2 1 2 1 1 9 9 1 2 1 1 2 2 1 9 2 1 9 1 2 9 1 2 2 2 2 2 9 2 2 2 9 2 2 9 2 2 2
left_child=3 2 7 4 13 15 12 27 30 10 21 -11 31 19 -15 -3 25 -12 -4 23 -21 22 -5 -1 -24 -17 -8 32 -29 -22 -6 -7 -2 -34 35 -13 37 -36 -10
right_child=1 5 18 9 8 6 26 -9 38 11 17 34 -14 14 -16 16 -18 -19 -20 20 29 -23 24 -25 -26 -27 -28 28 -30 -31 -32 -33 33 -35 36 -37 -38 -39 -40
leaf_value=0.010696653420042695 0.0016289345236935766 0.0014962935121596121 0 0 -0.0073076423926555605 0.027343532228753489 -0.0097161464226823598 -0.015791592844774074 0.032994766019646328 0.016537888083608541 0 0.0015245647478732351 0 -0.0015140644840732252 0.024552966618571138 -0.021413143258352075 0 -0.015826616265338905 -0.039520175329853149 -0.0099812783523696245 0.0074684486136247993 -0.0012091076959477715 0.014886279453559657 0 0 0 0 0.01228731174870875 -0.0025507571069884865 -0.00060514778483708551 0.0016688391028111841 0 -0.0075506051731054503 0 0.010850428309792716 -0.010266001419643709 -0.0015886944545606817 0 0
leaf_weight=47.659164633223554 22.972742208283307 18.128568339041522 11.295106318346368 17.913954079282121 8.8350023614038928 46.951887758690646 18.73310779515305 54.998346685433717 100.00845953883254 56.088915632648423 11.445433176344523 1.3691758933491656 5.5607720214684369 6.7008934816767578 10.57446075963526 38.708464216035281 5.1857261995428408 75.215702998983033 72.429962692163826 56.616678811642487 19.306343727421336 14.659617491630341 65.706924736470683 35.625887001013325 1.1670234720950237 2.4322717917893888 0.92924689586652576 32.133720121672013 8.2296818843351485 17.274523046027753 3.4400511584026381 0.33634894934948434 52.202419704832209 6.0067505426850394 6.9841487665471487 29.082042622183511 4.5468261952992171 2.8552144724671962 2.8021185162288011
leaf_count=94516 61785 61657 44589 57028 25102 198776 81087 168157 141273 211409 47392 8858 17951 10090 20053 152338 23643 285712 348223 154877 42790 62639 154472 63297 4071 8181 2763 142507 17787 33114 7469 1857 179255 19691 23002 106496 13274 8688 4524
internal_value=0 -0.0119541 -0.0197351 0.00971511 0.0162095 0.00120814 0.0119799 -0.00487519 0.0263155 0.00121487 -0.00239965 0.00919404 0.0206174 0.00475416 0.0184249 -0.00810067 -0.0142845 -0.0123828 -0.0353429 0 -0.00394085 0.00537717 0.00894256 0.00620666 0.0122385 -0.0198834 -0.00446564 0.000894386 0.00658449 0.000595273 0 0.0267893 -0.000169303 -0.00429086 -0.00100623 -0.00572571 0 0.00792294 0.0301738
internal_weight=0 397.235 260.269 595.879 308.844 136.966 72.5114 176.544 115.086 287.035 186.109 100.926 52.849 193.758 17.2754 64.455 46.3265 86.6611 83.7251 176.483 93.1975 99.4475 84.7879 83.2851 66.8739 41.1407 19.6624 121.545 40.3634 36.5809 12.2751 47.2882 81.1819 58.2092 44.8374 30.4512 14.3862 9.83936 102.811
internal_count=3110393 1530247 981994 1580146 597105 548253 302434 589182 178368 983041 611314 371727 218584 418737 30143 245819 184162 333104 392812 388594 230781 278210 215571 157813 158543 160519 83850 421025 160294 75904 32571 200633 260731 198946 160318 115354 44964 31690 145797
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=10551360 992 1 204 1845306 20988856 6 913 316 416 17565328 4 17042437 866 65600 16 928 536 8388608
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=14
split_feature=0 3 1 1 1 0 0 4 1 4 1 0 3 4 4 4 4 5 4 4 0 2 4 3 4 5 4 4 3 3 3 4 4 3 5 4 4 4 3
split_gain=10.8865 2.68307 3.66701 2.68419 2.44017 1.09881 0.925898 0.912814 0.896018 0.570745 0.406381 0.398825 0.61114 0.398343 0.453507 0.175212 0.367355 0.143385 0.116111 0.105753 0.150381 0.100373 0.0866371 0.2661 0.171229 0.0823112 0.36146 0.297099 0.0785664 0.0699626 0.111365 0.0549395 0.0218701 0.00911648 0.00596205 0.00568045 0.062397 0.00446381 0.000299847
threshold=0 2.5000000000000004 1 2 3 4 5 1.0000000180025095e-35 6 5.5000000000000009 7 8 49.500000000000007 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 3.5000000000000004 9 11.500000000000002 4.5000000000000009 10 11 2.5000000000000004 1.5000000000000002 5.5000000000000009 12 2.5000000000000004 2.5000000000000004 9.5000000000000018 4.5000000000000009 7.5000000000000009 1.0000000180025095e-35 12.500000000000002 32.500000000000007 13 4.5000000000000009 1.5000000000000002 3.5000000000000004 7.5000000000000009
decision_type=9 2 1 1 1 9 9 2 1 2 1 9 2 2 2 2 2 1 2 2 9 1 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2
left_child=1 2 6 13 22 10 21 -6 34 -9 25 -5 18 14 29 17 -17 -12 -13 20 28 32 33 24 -24 27 -27 -4 -15 -3 -31 -23 -1 -2 -7 36 -8 -33 -25
right_child=4 3 5 11 7 8 35 9 -10 -11 15 12 -14 19 -16 16 -18 -19 -20 -21 -22 31 23 38 -26 26 -28 -29 -30 30 -32 37 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.016416066505525653 0.0038918629847937321 -0.0010844347584580214 -0.002659109203608396 0 -0.0017410798926359231 0.0011576912894521822 0 -0.033077580023867174 -0.016011464706777948 0 0.0033918902312258139 0.02474652477964092 0 0.011300665734189759 -0.014943775058984671 -0.0093173424762723108 0 -0.0021523242285383811 0 0 0 0.0041643510064696323 -0.010524070915582731 0.00028902040351474443 0 0.010226593581431362 0 0.0072849762228165832 0 0.0072658315462958648 0 -0.00096983246211175685 0 0 0 0 -0.003814666924901552 0 0
leaf_weight=151.99649156340456 27.74999462324195 5.3805813799772348 61.391837915558426 18.930601368905627 41.23876580342403 4.4846602230682038 26.85959393952362 86.548752471151602 61.199121333687799 10.840269622920458 31.557405935622228 136.67354473158048 1.1277963232278114 2.3439195931787258 12.321607653422687 53.796799107527477 17.219075467408402 91.80442554248657 0.20947599487408197 2.1115193186633405 1.4076708788197709 1.6803457174683014 10.233553521757132 5.8957663436012799 3.2184007476316756 39.824435757065658 7.7882798172722678 13.804935512496739 0.34815931177581649 3.5592786540655652 2.8882307992316782 17.458260276416699 0.061632871911568965 0.1181595885718697 13.956454458671944 6.2143331644765558 16.783228744767257 2.4651299284378174 0.29201687522436248
leaf_count=235188 119217 12587 164874 84059 165334 11956 121972 373044 205856 38863 67751 432561 4716 6228 37888 218725 61022 259622 1305 7566 4045 5686 20415 15545 7480 87534 32752 55889 1043 9902 9455 84983 554 238 33097 32714 67875 15884 751
internal_value=0 0.00601354 0.00205596 0.0159238 -0.0186367 -0.00319944 0.011516 -0.0244265 -0.0114058 -0.0309228 0 0.0202981 0.0224191 -0.00337206 -0.00952817 -0.00274814 -0.00597066 0 0.0245899 0 0.00556891 0.0146065 0 -0.00129167 -0.00794645 0.00375345 0.00610642 0 0.00774569 0 0.00424899 0 0.0163767 0.00367971 0 0 -0.000878266 0 0
internal_weight=0 807.649 620.346 187.302 186.136 396.827 223.519 138.628 79.6402 97.389 317.187 156.941 138.011 30.361 24.1497 194.378 71.0159 123.362 136.883 6.21127 4.09975 173.662 47.5079 19.6397 13.452 122.809 47.6127 75.1968 2.69208 11.8281 6.44751 21.6037 152.058 27.8682 18.4411 49.8572 43.6428 19.9234 6.18778
internal_count=3116176 2375289 1763934 611355 740887 1199078 564856 577241 250909 411907 948169 522641 438582 88714 69832 607120 279747 327373 433866 18882 11316 342295 163646 44191 27895 341049 120286 220763 7271 31944 19357 106553 235742 119455 45053 222561 189847 100867 16296
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=28640496 832 66 768 18941120 8388816 32 132 18874512 10 80 2 1 10
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=19
split_feature=0 4 3 0 1 1 5 1 0 2 1 4 1 3 3 3 5 0 5 4 5 1 3 3 4 0 5 3 1 3 3 4 3 4 4 4 4 3 0
split_gain=9.72793 2.60111 6.29614 2.53244 2.52136 2.41053 2.38959 2.24811 2.12896 2.11234 1.48597 1.15012 1.64537 1.12062 0.873749 0.710274 0.678277 0.916546 0.506388 0.574842 0.49633 0.401718 0.428613 0.386138 0.335241 0.295108 0.25937 0.233418 0.206458 0.2036 0.20401 0.153777 0.153251 0.138917 0.135665 0.0904109 0.077729 0.054405 0.0491351
threshold=0 1.0000000180025095e-35 4.5000000000000009 1 2 3 4 5 6 7 8 2.5000000000000004 9 1.0000000180025095e-35 2.5000000000000004 2.5000000000000004 10 11 12 3.5000000000000004 13 14 1.5000000000000002 36.500000000000007 1.5000000000000002 15 16 1.5000000000000002 17 3.5000000000000004 8.5000000000000018 2.5000000000000004 28.500000000000004 8.5000000000000018 8.5000000000000018 8.5000000000000018 12.500000000000002 8.5000000000000018 18
decision_type=9 2 2 9 1 1 1 1 9 1 1 2 1 2 2 2 1 9 1 2 1 1 2 2 2 9 1 2 1 2 2 2 2 2 2 2 2 2 9
left_child=1 2 4 9 13 -2 21 24 15 10 18 32 34 26 -14 -8 38 -18 19 -3 36 25 -23 28 37 -6 -1 -20 -4 -7 -31 -22 -11 -9 -13 -26 -12 -5 -15
right_child=5 3 23 7 6 29 8 33 -10 11 20 12 14 16 -16 -17 17 -19 27 -21 31 22 -24 -25 35 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 0.015037637740741815 0 -0.0036659101874568904 0.0086345527496381313 -0.032545602470524543 0.028809007810444057 -0.02500520454719396 -0.0019144925323380483 -0.013916186718508628 0.017644467665553089 0.020325201445027568 -0.015641266426585268 0 0.0012384779914507323 0 0.015338784303460504 -0.0018686618194024688 -0.0078370268779501592 0 -0.0034422268602919623 0 -0.010057833845772548 0 0.010002184141720258 0 -0.015281691739037005 0 0.039372973032402336 0.0023704309913179914 -0.0071775637355357448 0.0046155376969951511 0 0 0 0 0 0 -0.0069854210158808595
leaf_weight=14.429526978941794 63.431610702355101 9.1133541350864089 11.888846164933055 10.483212086091955 44.64756610411132 76.735948024939717 76.298887647404626 51.333985554325409 16.072063179359247 59.439622384143149 122.10285091699188 14.045901396355472 19.784776608707038 0.30979965290316613 4.5711681881221002 9.9095990004425385 25.016154087625182 4.8376109477103482 53.528024537587044 2.2999952162936106 20.735880276843091 92.613940837301925 23.352782327106979 0.42541281428566335 16.361517311528591 3.1944359763074308 47.334917762344048 30.076811611328594 32.450385452211776 7.1198442277636769 5.5515441165916855 13.965547783642249 0.46760654137324209 0.82124817644216719 0.30992638314637666 0.45598478311148838 0.20336829857842431 2.1900071883865158 7.3005735890692449
leaf_count=38478 192057 21456 28626 38599 115622 400641 105260 167696 67516 305226 329472 87527 112278 1012 27155 13582 62440 17766 157803 7233 49578 183596 53820 2965 58977 10191 170410 89781 72984 25141 20512 43374 2344 2527 1500 1286 1461 11668 16282
internal_value=0 0.00512696 0.0106025 0 0.00390992 -0.0196255 0.00905514 -0.012867 0.0187164 0.00364308 0.00881553 -0.00593271 0.00186817 -0.00665108 -0.00677298 0.0243275 0.000772057 0.00878238 0 0.00696492 0.013663 0 -0.00258202 0.0377225 0.00216836 0.00582191 -0.0139281 -0.00455967 0.0385106 -0.0281357 0 0 -0.0132517 -0.0218751 0.0158998 0.00893073 0.0164099 0 -0.00549032
internal_weight=0 842.373 410.083 432.291 365.318 152.839 266.089 81.646 102.281 350.645 252.026 98.619 38.7118 99.2286 24.3559 86.2085 37.4641 29.8538 95.0182 11.4133 157.008 163.809 115.967 44.7646 29.4907 47.842 61.7644 83.6048 44.3392 89.4073 12.6714 34.7014 59.9072 52.1552 14.3558 16.8175 122.306 12.6732 7.61037
internal_count=3115842 2477491 960550 1516941 855975 638351 549587 280753 186358 1236188 700158 536030 228460 306388 139433 118842 97500 80206 276273 28689 423885 363229 237416 104575 110530 125813 208888 247584 101610 446294 45653 92952 307570 170223 89027 60263 330933 50267 17294
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=28642544 240 15 896 1 148 3146960 2 165 45 2 3145792 4 5 768 10487904 10 288 2097152
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=16
split_feature=0 3 1 1 0 1 3 4 5 0 5 1 0 2 3 3 4 4 4 3 4 0 4 4 4 4 3 0 4 4 4 4 0 4 3 3 0 0 3
split_gain=8.41559 2.42847 2.55942 2.49372 2.27029 2.15145 1.76451 1.00275 0.881851 1.07044 0.795494 0.983327 0.770176 0.745915 0.675652 0.954544 0.66037 0.483379 0.461158 0.693724 0.453517 0.376146 0.359141 0.577848 0.339651 0.316794 0.297628 0.266499 0.255125 0.254061 0.239191 0.214132 0.166676 0.160318 0.155895 0.199919 0.147165 0.147077 0.122352
threshold=0 2.5000000000000004 1 2 3 4 1.0000000180025095e-35 2.5000000000000004 5 6 7 8 9 10 12.500000000000002 4.5000000000000009 1.5000000000000002 5.5000000000000009 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 11 2.5000000000000004 1.0000000180025095e-35 4.5000000000000009 5.5000000000000009 61.500000000000007 12 5.5000000000000009 9.5000000000000018 10.500000000000002 5.5000000000000009 13 1.0000000180025095e-35 3.5000000000000004 8.5000000000000018 14 15 4.5000000000000009
decision_type=9 2 1 1 9 1 2 2 1 9 1 1 9 1 2 2 2 2 2 2 2 9 2 2 2 2 2 9 2 2 2 2 9 2 2 2 9 9 2
left_child=1 2 4 22 6 -2 7 -1 21 14 11 28 18 24 15 -10 -15 -9 19 -12 33 -5 23 38 37 -20 29 -26 36 -23 -11 -22 -13 -8 -7 -36 -4 -6 -3
right_child=5 3 10 8 13 34 20 17 9 30 12 32 -14 16 -16 -17 -18 -19 25 -21 31 26 -24 -25 27 -27 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.020981253866562896 0 -0.0014267864008090493 0 0 0 -0.030866021617144287 0 -0.006444512790736873 0 -0.013823277665903008 -0.0095321032914072179 0 -0.015796464632625771 0 0 0.023157115572030002 -0.019189473378072766 0.0088728531212183027 0.008936331456753396 0.00079674904035639143 0.011342748643789469 0.025960302726039997 0 -0.01580728785505587 0.010975000597756013 0 0 0 0 0 0 0 -0.0082838725080288597 -0.0060166844817689628 0.0024073224077030904 -0.0070875724912489091 0.012748009668535563 -0.0048019891033716346 0.0055830677261517045
leaf_weight=125.30004249690683 63.335849460563622 5.5034726923768229 2.082094533740019 8.0333693241700512 48.003533217874065 74.143021399391728 51.935886087107065 20.229206325151612 13.229042054983443 14.092422520436227 84.929352011688025 1.5908131265405245 60.941670135078311 6.496686619633695 2.4192942789595682 13.026316889256121 12.072761170318698 4.9011421893883371 25.071893113301488 39.431684867202421 16.696339801048456 117.61476901374044 6.6449851260549613 12.755699164095857 8.6588628543468058 2.2651243012587647 0.52053447858634072 1.7466063384490542 1.0173950399548619 0.43649321512930228 0.066655437294685593 3.8731971546658306 24.319703158093038 32.756406820226402 7.1064711181898002 5.5171133617986925 38.038620894090855 32.47779485341016 6.9337527714233147
leaf_count=197730 191793 12869 6554 36938 216205 400077 59777 71035 26414 66793 291171 6604 198516 18897 7926 33639 26374 14971 121618 115773 61464 370803 20459 36749 51003 9254 2375 4261 3255 2311 479 12862 72604 77057 24976 20553 106030 86761 20595
internal_value=0 0.00468224 0.00101784 0.0136724 0.00657309 -0.0184684 0.011531 0.0179812 0.0178912 0 -0.00524323 0.000868371 -0.00819015 -0.0029878 0.00917814 0.015507 -0.0135284 0 -0.000910991 -0.00479524 0 0.0218059 -0.00396723 -0.009427 0 0.00463162 0.0235629 0.00889372 0.00967314 0.0255889 -0.00953059 0.00874413 -0.00594598 -0.00241449 -0.0266386 0 0.0126442 -0.00134715 0
internal_weight=0 846.114 644.837 201.277 365.148 150.102 255.692 150.43 169.439 42.8337 279.688 67.0486 212.64 109.456 28.6747 26.2554 18.5694 25.1303 151.698 124.361 105.262 126.605 31.8379 25.1929 90.8868 27.337 118.572 10.4055 41.1381 118.051 14.1591 20.5695 25.9105 84.6923 86.7666 12.6236 40.1207 80.4813 12.4372
internal_count=3105525 2468126 1829776 638350 898397 637399 494896 283736 547678 135251 931379 195047 736332 403501 67979 60053 45271 86006 537816 406944 211160 412427 90672 70213 358230 130872 375489 55264 115839 373114 67272 74326 79208 136834 445606 45529 112584 302966 33464
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=28642544 960 66 8454336 896 5 8455232 10 52 16778304 2 18940928 264240 262160 25233408 2097184
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=20
split_feature=0 4 3 0 0 1 1 1 2 1 4 4 1 5 1 3 6 1 5 0 4 5 4 5 3 5 3 3 3 4 3 4 3 4 4 6 3 3 1
split_gain=7.47621 2.9083 4.86198 2.97134 2.28255 2.12411 1.95401 1.77136 1.73036 1.2818 1.17894 1.05042 1.45387 1.01377 1.00811 0.824981 0.584767 0.517109 0.515974 0.868088 0.550678 0.402794 0.402669 0.304481 0.299923 0.244897 0.173454 0.146117 0.145226 0.145214 0.140742 0.132595 0.129643 0.0677289 0.0651651 0.0521655 0.0396538 0.0515887 0.0390732
threshold=0 1.0000000180025095e-35 4.5000000000000009 1 2 3 4 5 6 7 5.5000000000000009 2.5000000000000004 8 9 10 2.5000000000000004 11 12 13 14 3.5000000000000004 15 7.5000000000000009 16 36.500000000000007 17 1.5000000000000002 1.0000000180025095e-35 28.500000000000004 2.5000000000000004 2.5000000000000004 8.5000000000000018 1.0000000180025095e-35 5.5000000000000009 12.500000000000002 18 5.5000000000000009 29.500000000000004 19
decision_type=9 2 2 9 9 1 1 1 1 1 2 2 1 1 1 2 1 1 1 9 2 1 2 1 2 1 2 2 2 2 2 2 2 2 2 1 2 2 1
left_child=5 2 4 8 6 26 23 33 9 18 16 28 31 30 25 -14 -9 36 20 -20 -3 34 -7 -2 -19 -6 -1 -15 38 -23 -8 -13 -25 35 -11 -5 -4 -38 -10
right_child=1 3 17 7 14 22 13 10 11 21 -12 12 15 27 -16 -17 -18 24 19 -21 -22 29 -24 32 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.0026544372713540182 0.00010956995759485483 0.01456352911678796 0.0019878487748680894 0.0062814622959142148 0 -0.028828002028849033 0.022236940274227734 -0.02662941558472693 0 0.015579329384516373 0 0.019006490513504618 -0.015122848942536519 0.0049647406865876327 -0.014766736903385114 0.0011036030474043414 0 0.04107400637792516 0.0039199790477043618 -0.0099559280859742964 0 -0.0034331042122550471 0 -0.0097523000956379231 0 0.0074986019143884605 0.0054599092049956608 0 0 0.0044033852302939316 0 0 0 0 0 0 -0.0044895495944484087 0 -0.013270309602904035
leaf_weight=31.634000855563499 1.9530574476375477 9.2749851745684264 3.3345785205092389 12.33946300590469 10.690289692040096 85.210135472229013 82.827399271089234 66.762747471866533 5.5563643857967699 124.81774077947193 5.091320332059694 14.533882162439109 19.480777378506904 91.886175316265508 44.468571161920408 4.617268774607509 3.2932199747283439 34.486185547604691 12.924209363060072 71.023027183968225 2.2931982544905631 20.731003814304131 2.668254606309346 36.472594658200251 0.30577077639463723 5.5812841452279836 13.617466736903223 66.607200806829496 0.47721011489920684 14.054808235974631 9.3069379032967827 0.32660689378099128 24.259219677867804 0.79259505344816794 0.19498370860674086 1.4172202402769443 8.7328753261535859 0.27737450345011971 53.386453245133453
leaf_count=126390 4385 21363 7656 49683 32268 388691 123147 231546 30509 337614 18268 92445 103431 195218 171250 27181 12058 76903 43459 201144 7177 48979 8577 128785 1777 18494 46464 128301 2459 43358 13729 1516 58766 2583 1456 5541 20739 1095 272018
internal_value=0 0.00409209 0.00987157 -0.000955516 0.0038886 -0.0185616 0.00777185 -0.0144206 0.00283971 0.00756004 -0.0201069 -0.00575651 0.00150355 0.0117558 -0.00868264 -0.0063978 -0.0250468 0.0334827 0 -0.00482363 0.0066432 0.0120736 -0.0257128 -0.00360976 0.0350054 0.00129078 0 0.00271711 -0.012779 0 0.0195046 0.0148334 -0.00670359 0.00265726 0.0144986 0.00512417 0 -0.00260544 -0.0134353
internal_weight=0 864.579 421.19 443.389 374.053 133.13 313.313 89.6966 353.693 255.314 75.1473 98.3786 38.9585 250.628 60.7401 24.098 70.056 47.1368 95.5154 83.9472 11.5682 159.799 87.8784 62.6849 34.792 16.2716 45.2515 158.493 59.42 34.7858 92.1343 14.8605 60.7318 14.5493 125.013 13.7567 12.3448 9.01025 58.9428
internal_count=3106423 2536301 982513 1553788 874343 570122 652331 319679 1234109 704550 261872 529559 224573 460395 222012 130612 243604 108170 273143 244603 28540 431407 397268 191936 78680 50762 172854 323519 304986 92337 136876 93961 187551 57807 339070 55224 29490 21834 302527
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=4780807 240 10751048 771 14 20 2 165 45 6 48 1 288 4 144 5 8 1 1 515
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=19
split_feature=0 3 1 5 1 1 4 0 0 2 1 4 3 3 4 3 4 4 1 0 1 0 4 3 3 4 0 3 0 3 4 4 0 4 3 4 5 0 1
split_gain=6.42397 2.4837 2.86734 3.78455 2.35199 2.12962 1.63364 1.75136 1.47411 1.3507 1.62043 0.984563 0.965045 1.05213 0.682852 0.468354 0.543149 0.361956 0.349915 0.340492 0.307217 0.430579 0.304351 0.299198 0.292688 0.27898 0.268281 0.264158 0.225861 0.207975 0.189803 0.188351 0.181672 0.268032 0.178723 0.16632 0.143581 0.148272 0.0731289
threshold=0 2.5000000000000004 1 2 3 4 1.0000000180025095e-35 5 6 7 8 3.5000000000000004 6.5000000000000009 4.5000000000000009 5.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 5.5000000000000009 9 10 11 12 6.5000000000000009 1.5000000000000002 5.5000000000000009 7.5000000000000009 13 5.5000000000000009 14 61.500000000000007 6.5000000000000009 9.5000000000000018 15 5.5000000000000009 24.500000000000004 1.0000000180025095e-35 16 17 18
decision_type=9 2 1 1 1 1 2 9 9 1 1 2 2 2 2 2 2 2 1 9 1 9 2 2 2 2 9 2 9 2 2 2 9 2 2 2 1 9 1
left_child=5 4 3 29 6 15 8 17 23 10 -9 36 13 20 26 16 -1 -8 -14 -11 28 -22 -18 -2 30 -7 38 -15 -4 31 35 -3 -5 -34 -20 -17 -6 -38 -13
right_child=1 2 12 32 11 25 7 9 -10 19 -12 14 18 27 -16 24 22 -19 34 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 37 -39 -40
leaf_value=0 0.016240619443951377 0.034797225793943877 0.0075756444993311774 0 0 -0.030815487056272513 -0.020137324719806254 0.014854394296985721 -0.0010456610415872324 0 -0.0013044744652195028 0 0 0.019564152545649239 -0.0028003266690620927 0 -0.015283862153336361 0 -0.016064859816783808 -0.0084283643835827756 0 -0.010382819905092256 0 0 0 0 0 0 0 0 0 0 -0.011033177328031293 0 0 0.012280447109728677 0 -0.010817198795734784 0.015892811051494624
leaf_weight=8.7390810540764523 147.9540114010033 72.344573889682579 11.122177835888577 3.1342389532219386 6.0897518549027154 61.058658365691372 23.840707731564184 90.55881104634318 43.873059239507711 8.5485943853091158 58.259470800257986 0.96455951211828506 14.612868452422843 14.320762435439974 3.9500436872040146 7.3311879796783677 20.756569798555578 2.2667034375626818 20.02887227747124 48.449449531763094 8.4100516984399274 26.933155139005976 2.0651949540660999 21.289906223566504 5.1426089570013565 1.8177123604800716 1.5696526462561458 11.707426083252358 2.1626879654213562 0.25856587235466477 1.9357857972863701 0.23164484433800581 18.318167592056859 0.62724767457984754 2.6150101719686054 21.655197494355889 2.9302213552655303 188.68688385589667 10.906449866011824
leaf_count=45568 223896 217644 37070 12996 18712 325967 66718 259549 130374 22927 150086 4051 55849 44359 14130 35217 66547 6041 60970 227371 42645 68759 4393 34013 14171 6855 7413 39397 6529 1224 9892 1136 49463 2678 8252 62706 10169 672919 36977
internal_value=0 0.00381729 0.0126946 0.0222579 0.000225652 -0.0173064 0.00468249 -4.09658e-07 0.0105764 0.00289155 0.00845101 -0.00711675 0 0.00602666 0.00338736 0 -0.0074115 -0.0152917 -0.00932573 -0.00575192 0 -0.00578745 -0.0129168 0.0141414 0.00443932 -0.0270985 0.0127899 0.0159884 0.00320861 0.0311276 0.00833152 0.0344928 -0.00337249 -0.00671556 -0.012216 0.0101916 -0.00999529 -0.0102185 0.0137374
internal_weight=0 866.966 206.827 94.9144 660.138 130.502 445.041 231.924 213.117 205.816 148.818 215.098 111.913 74.6563 17.3907 67.6256 31.5608 26.1074 37.2568 56.998 48.6281 35.3432 22.8218 169.244 36.0648 62.8764 13.4407 26.0282 13.2849 72.8348 30.9222 72.5762 22.0797 18.9454 22.6439 28.9864 197.707 191.617 11.871
internal_count=3105633 2534317 648971 285141 1885346 571316 1120975 732692 388283 659933 409635 764371 363830 238759 62571 238494 116508 72759 125071 250298 155003 111404 70940 257909 121986 332822 48441 83756 43599 220004 107815 218780 65137 52141 69222 97923 701800 683088 41028
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=4780807 793 5 992 899 3148808 11535432 2 832 132 8650752 34 2359344 2099424 8653024 11535360 8 1024 2
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=18
split_feature=0 3 0 1 4 3 2 5 1 0 4 3 3 1 1 4 1 1 3 1 1 5 3 1 4 3 3 0 4 4 3 1 4 4 4 3 0 3 4
split_gain=5.82441 3.58513 2.60242 2.23796 1.66056 1.72986 1.48618 1.28903 1.31625 1.2532 1.16333 5.62394 3.81239 1.14455 1.08462 1.02079 0.968286 0.941437 1.4061 0.913296 0.79515 0.791792 0.771401 0.728515 0.516461 0.661232 0.47595 0.440506 0.669814 0.47659 0.417807 0.361945 0.311004 0.185962 0.168135 0.161808 0.166084 0.155097 0.130951
threshold=0 1.0000000180025095e-35 1 2 1.0000000180025095e-35 4.5000000000000009 3 4 5 6 1.5000000000000002 2.5000000000000004 1.5000000000000002 7 8 6.5000000000000009 9 10 7.5000000000000009 11 12 13 1.0000000180025095e-35 14 4.5000000000000009 1.5000000000000002 17.500000000000004 15 7.5000000000000009 1.0000000180025095e-35 25.500000000000004 16 9.5000000000000018 6.5000000000000009 7.5000000000000009 1.0000000180025095e-35 17 3.5000000000000004 8.5000000000000018
decision_type=9 2 9 1 2 2 1 1 1 9 2 2 2 1 1 2 1 1 2 1 1 1 2 1 2 2 2 9 2 2 2 1 2 2 2 2 9 2 2
left_child=4 3 13 9 5 7 17 31 -9 34 12 14 19 -3 35 -15 -14 -4 -19 -6 37 -21 -10 -13 25 -16 -18 29 -29 -5 32 -1 -25 -22 -2 36 -12 -8 -11
right_child=1 2 6 27 10 -7 20 8 22 38 11 23 16 15 24 -17 26 18 -20 21 33 -23 -24 30 -26 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.00426457482990717 0.014942717221404748 0.00038742160234268592 -0.0013560194066799397 0.0066710707686004241 -0.0015217526920460458 0.028394561886588648 0 0 0.025578875349087062 -0.010810521342223323 0.010137107457341211 0 0 -0.026862840779859523 -0.01354012889109551 0 -0.030900766706937446 0.019010615902921982 0 0 -0.014814484607118634 0.018930708432209481 0 0.036415788305901711 0 0 0 -0.030663785581508826 0 -0.0083568299647943777 0 0.0032288291598569067 0 0 0 0 0 0.0075876519013531171 0
leaf_weight=77.983256299656205 19.588630281145019 8.8104292777916253 8.6590281236822175 10.310414348459746 18.886418440648413 31.503906416190148 12.115563360128364 30.68207226585946 45.607105115901504 28.300477536286056 17.194458355210372 4.1005406710683019 9.9947000425454462 35.627512623310395 96.040819087658747 1.1170754465856578 35.101033938495675 101.06951842749913 13.936134651885366 5.6452566657026182 23.998000509276611 24.727405791647474 37.558109110759688 33.762913752179884 16.120550438077771 12.020875376460024 1.424605168729612 94.025907548510077 2.2205859229161424 12.555896537402075 0.50612419649405538 101.36092441685469 0.36564561831619258 1.4429793753770344 0.54809147080959419 13.514707522816023 2.232509353321805 7.1784958964271928 0.38047380847274226
leaf_count=183842 66171 30503 39326 39986 45101 45585 46838 70260 53704 105118 66626 12741 27578 132399 364552 4914 122256 452140 51080 10967 91133 45276 46259 101500 47296 48569 4868 390618 7379 52717 2472 204947 1469 5865 1747 42236 8057 29949 1301
internal_value=0 -0.00875087 0 -0.0186633 0.0062885 0.0110056 0.00603605 0.00574665 0.0123758 0 0 0.00490216 -0.00702409 -0.0146776 -0.00329904 -0.0205181 -0.0229259 0.0119202 0.0141781 0.00720182 -0.00366357 0.0136476 0.0176489 0.029454 -0.00805046 -0.0109306 -0.0255361 -0.0239572 -0.0273414 0 0.0299429 0 0.0356378 -0.011373 0.0114102 0.00554434 0.00923623 0.0028749 -0.00827462
internal_weight=0 381.885 213.955 167.93 616.334 324.695 168.4 293.191 113.847 48.8177 291.639 195.859 95.7794 45.555 157.124 36.7446 46.5203 123.665 115.006 49.2591 44.735 30.3727 83.1652 38.7352 124.182 108.062 36.5256 119.113 96.2465 22.8663 34.6347 179.344 34.1286 25.441 20.1367 32.9417 19.427 19.2941 28.681
internal_count=3105345 1549184 884147 665037 1556161 604597 716331 559012 170223 174337 951564 695518 256046 167816 577336 137313 154702 542546 503220 101344 173785 56243 99963 118182 460417 413121 127124 490700 397997 92703 105441 388789 102969 96998 67918 116919 74683 76787 106419
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=10551360 21024797 288 2 1 39 8604 82 260 640 7 165 661 2 516 17042441 156 64
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=18
split_feature=0 4 1 0 2 4 1 1 4 5 1 0 0 5 3 0 1 3 4 4 3 3 6 4 4 3 1 4 3 3 4 4 0 3 1 0 3 3 3
split_gain=5.34792 3.11293 1.65145 1.5252 1.42372 2.54602 1.31261 1.20915 1.01707 1.01243 1.68891 0.884087 0.847533 0.846679 0.742027 0.887946 0.547293 0.54463 0.509719 0.469628 0.357315 0.352816 0.296859 0.294876 0.764164 0.308696 0.291381 1.31975 1.28854 1.03684 0.753615 0.440224 0.230905 0.22352 0.221445 0.220994 0.21472 0.198662 0.184199
threshold=0 1.0000000180025095e-35 1 2 3 1.0000000180025095e-35 4 5 3.5000000000000004 6 7 8 9 10 6.5000000000000009 11 12 31.500000000000004 6.5000000000000009 6.5000000000000009 1.0000000180025095e-35 4.5000000000000009 13 1.5000000000000002 1.0000000180025095e-35 3.5000000000000004 14 3.5000000000000004 5.5000000000000009 8.5000000000000018 3.5000000000000004 6.5000000000000009 15 22.500000000000004 16 17 29.500000000000004 5.5000000000000009 20.500000000000004
decision_type=9 2 1 9 1 2 1 1 2 1 1 9 9 1 2 9 1 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 9 2 1 9 2 2 2
left_child=1 6 -3 9 7 -6 -1 8 12 16 23 34 -5 35 15 18 -2 22 -9 38 -17 -14 -4 24 -11 -25 28 29 30 -28 -12 -29 -16 -18 -7 -10 -34 -8 -13
right_child=3 2 17 4 5 11 37 14 13 10 26 19 21 -15 32 20 33 -19 -20 -21 -22 -23 -24 25 -26 -27 27 31 -30 -31 -32 -33 36 -35 -36 -37 -38 -39 -40
leaf_value=0.012025614775318038 0 0 -0.035650800607800369 0 0.0090963037561637063 0.0069218476313965861 -0.012488835763184252 0.019196895035209854 0 0 0.017536112239964704 -0.028423109364008048 -0.019947514526950857 -0.0041748906793082621 0 -0.0049668755308813154 0.020737861868974597 0 0 0 0.0053993956735412423 0 0 -0.0024391862381259325 -0.016542483842032239 0.0085047262447275167 -0.0036350297710215761 0.020285930745024921 -0.0029849977423903021 0.013482453527739325 0 0 -0.011434755619419085 0 -0.0018281017309583949 0.015512167316766754 0 0 0
leaf_weight=22.480353220529651 9.5791281784840958 13.645736950214994 58.574559886546922 26.003349403070388 5.7477502256879225 3.0219012659545115 14.564446007541848 60.603490248526214 1.38086935631145 79.547672011714894 110.28731662870268 42.64565684473564 41.199174356972435 4.8729010620809285 2.1964256211940665 35.237682628459879 71.823838756368787 0.2432616328514986 2.1900731776077 2.4525381961939265 37.358772122610389 3.3993921940564169 3.1256778897823088 40.714476595596352 20.316320213518338 6.8618528131846679 197.13513698838142 15.718619479215706 7.1031360882843719 10.528423452735295 11.358494281739693 2.902271494982414 9.51750947404798 0.49577871590008626 5.8376581619995687 11.941472430982683 0.97819510388944841 2.2545004510866411 1.9432717392483017
leaf_count=90160 28217 63910 264414 162533 22572 8348 86615 211194 4626 157355 186460 163945 141517 22740 9322 89296 157788 727 5521 8837 165028 13081 16361 143704 53861 21542 528805 50180 16026 32668 27703 8676 43923 2192 16406 62463 3927 5805 6995
internal_value=0 -0.016722 -0.0270797 0.00332432 -0.0016402 -0.0127144 0 0.00116159 -0.005284 0.00628354 0.00317012 -0.020843 -0.0115391 0.00374078 0.00686173 0.0100366 0.0156159 -0.0303567 0.0157625 -0.0230284 0 -0.0160786 -0.0345729 -0.00400681 -0.00686912 0 0.00701395 0.00209501 0.0113356 0 0.0153227 0.0172166 -0.00162525 0.0183584 0 0.0125206 -0.00692538 -0.00848476 -0.0276067
internal_weight=0 114.889 75.5892 882.901 298.528 61.6488 39.2993 236.879 88.7972 584.372 502.474 55.901 70.6019 18.1952 148.082 135.39 81.8987 61.9435 62.7936 47.0415 72.5965 44.5986 61.7002 147.44 99.864 47.5763 355.033 226.284 128.749 207.664 121.646 18.6209 12.6921 72.3196 8.85956 13.3223 10.4957 16.8189 44.5889
internal_count=3105443 527992 345412 2577451 1162274 227103 182580 935171 406960 1415177 1226980 204531 317131 89829 528211 471039 188197 281502 216715 179777 254324 154598 280775 376462 211216 165246 850518 620329 230189 561473 214163 58856 57172 159980 24754 67089 47850 92420 170940
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=5829381 546 8454208 2 496 771 12 97 2360320 2080 1 2099226 518 1 770 1152 788 2098176
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=20
split_feature=0 1 3 1 5 1 3 0 3 0 4 5 2 4 4 1 4 4 1 3 4 1 0 4 4 1 0 3 0 0 4 4 4 1 4 1 3 4 0
split_gain=4.77481 2.89054 1.72932 3.17551 3.42668 2.15044 1.44056 1.35514 1.08414 0.948926 1.26277 0.514592 2.85554 1.51592 0.705491 0.750873 0.377598 0.541433 0.375914 0.34039 0.289101 0.275764 0.420649 0.253066 0.248518 0.229425 0.22734 0.200096 0.197043 0.187107 0.267845 0.18017 0.170967 0.139922 0.127561 0.111867 0.129271 0.137985 0.0892143
threshold=0 1 2.5000000000000004 2 3 4 6.5000000000000009 5 4.5000000000000009 6 1.0000000180025095e-35 7 8 3.5000000000000004 1.5000000000000002 9 3.5000000000000004 5.5000000000000009 10 5.5000000000000009 7.5000000000000009 11 12 8.5000000000000018 1.0000000180025095e-35 13 14 61.500000000000007 15 16 5.5000000000000009 9.5000000000000018 1.0000000180025095e-35 17 3.5000000000000004 18 7.5000000000000009 5.5000000000000009 19
decision_type=9 1 2 1 1 1 2 9 2 9 2 1 1 2 2 1 2 2 1 2 2 1 9 2 2 1 9 2 9 9 2 2 2 1 2 1 2 2 9
left_child=1 32 5 4 27 9 8 16 21 11 33 14 13 -13 15 -2 -7 -18 -16 -10 -3 26 -23 25 -8 -12 -5 31 -26 -6 -31 38 -1 -11 -14 -34 37 -37 -4
right_child=2 20 3 6 29 7 24 -9 19 10 23 12 34 -15 18 -17 17 -19 -20 -21 -22 22 -24 -25 28 -27 -28 -29 -30 30 -32 -33 35 -35 -36 36 -38 -39 -40
leaf_value=0.0066309721723460894 0.0072473602283256019 -0.031097452620723227 0 0.0070691993785050415 0 -0.003219623161817771 0 -0.018185452908676271 0.019491100572802421 0.0072640001901223055 0 0.022204612677059931 -0.0088466686880695547 0 0.011464507131192203 -0.0056160447497463038 0.01332487496860125 0 0 0 0 0 -0.010313618677014814 0 0 -0.012602655414046066 0 0 -0.016043788994448867 -0.011123029762704729 0 0 0.00074118477921266963 0 0 -0.0092743023385867731 0 0 0.031101794466995115
leaf_weight=9.3874271572767594 11.271469514264027 55.625960958268479 7.5276105854136404 11.36378277390031 4.1295291447313502 162.13529479724821 15.20784987069055 41.8900783349618 15.184062299820653 33.647353811604262 5.8061330123709922 102.4778231296259 20.461602798095559 11.53536896542755 42.523725820599793 125.17529024452597 10.588333278876233 2.624789307898026 36.654964369798108 11.935138930784888 1.8052789924913657 9.4943988165941828 26.881619452884479 1.9840859439282201 2.8085899374418659 57.252269176478876 2.496089998901879 0.28089450527477211 21.930798026558481 18.366795211317374 0.6449623402004353 0.24997643253300239 6.65386421920266 14.927653890845248 2.291159354732371 16.292441548723229 0.9809618718609262 3.2985500055365256 72.091325491544922
leaf_count=64882 11872 295255 35409 36855 16147 556995 38208 185099 45467 90244 29415 136322 105039 32022 136639 196147 37064 9373 116024 38388 6203 46025 68390 7222 10068 214123 7857 1206 81864 48967 2659 1216 29307 88571 14643 54163 2943 10422 198470
internal_value=0 -0.0171946 0.00293758 0.0100925 0.0199923 0 -0.000226305 -0.00711214 0.00522303 0.00409678 -0.00171 0.006717 0.0113828 0.0186625 0.00126593 -0.00153832 -0.000187181 0.00644004 0.008057 0.0155219 -0.0271297 -0.000322534 -0.00575211 -0.0105714 -0.0128142 -0.0118883 0.0021063 0.0281338 -0.0159757 -0.00341387 -0.0068208 0.0310221 0.000501837 0.00562576 -0.00711923 0 -0.00424798 -0.0072434 0.0313209
internal_weight=0 94.0445 903.841 220.593 103.291 683.247 117.302 217.238 77.3551 466.009 113.617 352.391 136.766 114.013 215.625 136.447 175.348 13.2131 79.1787 27.1192 57.4312 50.2359 36.376 65.0425 39.9472 63.0584 13.8599 80.1498 24.7394 23.1413 19.0118 79.8689 36.6132 48.575 22.7528 27.2258 20.572 19.591 79.6189
internal_count=3107185 463175 2644010 677196 304074 1966814 373122 788531 242982 1178283 429575 748708 288026 168344 460682 208019 603432 46437 252663 83855 301458 159127 114415 250760 130140 243538 44712 236301 91932 67773 51626 235095 161717 178815 119682 96835 67528 64585 233879
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=4780805 834 793 5 992 19139648 8454354 1 2 512 384 34 2359346 512 8653024 1049728 11535362 224 514 19203200
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=37
num_cat=17
split_feature=0 4 0 0 1 1 2 6 0 1 3 4 0 5 4 1 3 1 1 3 3 4 4 5 3 3 3 3 3 5 3 3 3 1 3 3
split_gain=4.26403 2.10894 3.91615 3.59804 2.45114 2.17558 1.84937 1.58126 1.33264 1.19023 1.04697 0.984978 0.973679 1.94521 1.53565 1.23297 0.88392 0.810151 0.557838 0.550605 0.754901 0.545488 0.493914 0.49046 0.262996 0.176627 0.163925 0.115645 0.0609431 0.0169171 0.0149901 0.00827887 0.00695465 0.00538613 0.000263321 6.24197e-05
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 7 8 1.0000000180025095e-35 2.5000000000000004 9 10 3.5000000000000004 11 3.5000000000000004 12 13 4.5000000000000009 1.0000000180025095e-35 4.5000000000000009 6.5000000000000009 14 5.5000000000000009 28.500000000000004 10.500000000000002 36.500000000000007 1.0000000180025095e-35 15 49.500000000000007 1.5000000000000002 26.500000000000004 16 3.5000000000000004 1.5000000000000002
decision_type=9 2 9 9 1 1 1 1 9 1 2 2 9 1 2 1 2 1 1 2 2 2 2 1 2 2 2 2 2 1 2 2 2 1 2 2
left_child=9 2 17 6 10 28 12 21 11 -1 -4 24 13 14 -3 -15 23 31 -13 20 -6 -7 25 -14 -8 -10 -12 -21 33 -18 -30 -2 34 -5 -33 -22
right_child=1 3 4 5 19 7 8 -9 22 -11 26 18 16 15 -16 -17 29 -19 -20 27 35 -23 -24 -25 -26 -27 -28 -29 30 -31 -32 32 -34 -35 -36 -37
leaf_value=0.00039813129928420839 0 0.027179545328600493 -0.011121883912397677 0 0.014335016698649145 -0.030677410089147872 0 0 -0.02163049086983232 -0.027886320395185155 0.0071125602751871035 0 0.019680626365788687 0.002558334189941028 0 -0.01081657872802848 0 -0.01477333021023737 0.016114503497640476 0.030424138547839704 0 0 0 0 -0.010374709156737653 0 0 0 0.0035614619597708098 -0.0017875223635695559 0 0 0 -0.00098471782794482248 0.0021264843334854251 0.00074900910402681009
leaf_weight=2.8294113146330346 14.067421834359267 18.738572958231092 41.99522766796872 5.3147006865656294 155.31042209780389 60.874772898145238 36.388980430820084 4.57961898565918 29.969796043835235 32.10710436649606 37.201430730914581 11.837325274704197 68.617276826133093 83.773626054993656 3.8263328263565191 77.690693698728865 2.381162470945128 47.994848381298652 13.393837530362363 31.313509109848386 59.760588643342999 11.79246368466738 1.9322631302275102 8.429647233706417 9.0502076891352754 0.65323684371105528 3.2558001553043132 0.16603381406457529 29.865268890403971 12.944901871465843 0.21850516896665695 2.9752285122231106 0.19645872886030691 15.546020725851124 4.2703785927442368 57.295820660270692
leaf_count=14829 43303 30232 143585 25257 330845 245048 193729 18951 115466 171844 90962 78290 285957 156251 6525 183535 11439 171544 89311 51600 120087 42405 6632 35300 56248 2749 6897 1159 116190 62619 857 14629 1093 52071 18821 109388
internal_value=0 0.00208597 0.00697792 -0.00185261 0.0111213 -0.014388 0.00267752 -0.0223895 -0.0061829 -0.0226025 -0.00121306 0.00028939 0.00733442 0.000381432 0.0166516 -0.00325793 0.014065 -0.00959885 0.012249 0.0150927 0.0100565 -0.0279263 -0.0159292 0.0186331 -0.00456659 -0.0208255 0.00499849 0.0300719 0 0 0.00318481 0 0.00148698 0 0.00202238 0.000573398
internal_weight=0 963.622 455.803 507.819 386.299 128.191 379.628 77.2469 103.226 34.9365 82.4525 70.6704 276.402 184.029 22.5649 161.464 92.373 69.5043 25.2312 303.846 272.367 72.6672 32.5553 77.0469 45.4392 30.623 40.4572 31.4795 50.9445 15.3261 30.0838 21.5095 7.44207 20.8607 7.24561 117.056
internal_count=3105648 2918975 1103913 1815062 854523 500779 1314283 306404 542425 186673 241444 417578 771858 376543 36757 339786 395315 249390 167601 613079 560320 287453 124847 321257 249977 118215 97859 52759 194375 74058 117047 77846 34543 77328 33450 229475
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=4771844 16777394 242 38 788 2 1 64 34 64 4 794 49 720 3 12 16
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=35
num_cat=17
split_feature=0 4 0 0 1 1 2 6 4 1 1 3 1 0 5 1 3 4 3 4 3 3 5 1 3 3 3 3 3 5 3 3 3 1
split_gain=3.87676 1.75226 3.45266 3.13091 2.08779 1.92646 1.58904 1.50054 1.18976 1.24437 1.16813 0.948953 0.766751 0.766239 1.73294 1.32597 0.758611 0.70511 0.633034 0.570987 0.505851 0.560847 0.463183 0.278443 0.405506 0.159187 0.114668 0.0966884 0.0521911 0.0154666 0.0144933 0.00869964 0.0074934 0.00490269
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 2.5000000000000004 7 8 1.0000000180025095e-35 9 10 11 12 3.5000000000000004 4.5000000000000009 2.5000000000000004 4.5000000000000009 4.5000000000000009 1.0000000180025095e-35 13 14 1.0000000180025095e-35 10.500000000000002 36.500000000000007 11.500000000000002 1.0000000180025095e-35 15 49.500000000000007 1.5000000000000002 26.500000000000004 16
decision_type=9 2 9 9 1 1 1 1 2 1 1 2 1 9 1 1 2 2 2 2 2 2 1 1 2 2 2 2 2 1 2 2 2 1
left_child=10 2 12 6 11 28 13 19 23 27 -1 -4 31 14 17 -16 22 -3 -11 -7 21 -6 -15 -8 -25 -13 -22 -10 33 -18 -30 -2 -33 -5
right_child=1 3 4 5 20 7 8 -9 9 18 -12 25 -14 16 15 -17 29 -19 -20 -21 26 -23 -24 24 -26 -27 -28 -29 30 -31 -32 32 -34 -35
leaf_value=0.00040780362379204041 0 0.021542012258464926 -0.010550318400793065 0 0.012888894180558675 -0.029316793986167506 0 0 0.016114818613187403 -0.014418393159812701 -0.027001728221183831 0.0069325278061226989 -0.014187354792945609 0.018152174880056594 0.0029390340233661355 -0.011144771304089954 0 0 0 0 0.028374106447782401 0.00050926603561760671 0 0 -0.020932171174134415 0 0 0 0.0033338573734111861 -0.0017098442935283228 0 0.0020857458127200301 0 -0.00093970006239963919
leaf_weight=2.8252855226401152 14.077600233296836 24.28694600391464 41.535488312922098 5.2810360032781318 157.68103878563852 59.125745301516872 18.58565314590669 4.5317055883679123 22.531809261829043 13.232013750894113 31.233378061400799 37.314328631437093 47.394137123492328 70.022165982771185 82.345129400331643 74.751495774406067 2.3696015414934664 2.5395920169466981 3.2817323635099447 11.591309835539503 32.291055546356802 117.1501614312856 8.4504575265073054 17.555304438523308 26.909584022920171 3.2590066365446537 0.17823734253033663 0.28348157266009266 29.997108766498062 12.903066422186383 0.22729820439417281 7.2224871249127309 0.20570982508797886 15.520781749230084
leaf_count=14787 43286 39360 143058 25278 331011 238831 102610 18741 138788 67206 171820 90670 167811 299273 153106 179402 11320 4627 17531 41873 52567 228888 35005 67886 146420 6902 1174 1785 115498 61660 866 33390 952 51800
internal_value=0 0.00198276 0.00642774 -0.00157886 0.0103151 -0.0134012 0.0025747 -0.0210438 -0.00558324 0.00240343 -0.021685 -0.000935056 -0.00909699 0.0068925 0.000428856 -0.00314213 0.0128945 0.0151936 -0.0062208 -0.0265305 0.0139463 0.00916553 0.0170736 -0.0129578 -0.0147627 0.00482539 0.0280078 0.0130253 0 0 0.00294382 0 0.00152458 0
internal_weight=0 964.632 458.309 506.323 389.409 126.275 380.048 75.2488 102.38 39.329 34.0587 82.1088 68.8999 277.668 183.923 157.097 93.7453 26.8265 16.5137 70.7171 307.3 274.831 78.4726 63.0505 44.4649 40.5733 32.4693 22.8153 51.0262 15.2727 30.2244 21.5058 7.4282 20.8018
internal_count=3105182 2918575 1099709 1818866 854270 492887 1325979 299445 542226 225310 186607 240630 245439 783753 376495 332508 407258 43987 84737 280704 613640 559899 334278 316916 214306 97572 53741 140573 193442 72980 116364 77628 34342 77078
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=4771844 16777394 242 38 788 2 1 173 34 49 64 12 794 3 643 12 16
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=40
num_cat=18
split_feature=0 3 1 4 0 3 4 3 3 1 0 1 1 1 1 2 5 0 5 3 1 4 3 4 3 4 4 5 4 4 3 3 0 1 5 4 4 4 3
split_gain=3.38992 2.37222 3.18375 2.01639 1.83462 1.57575 1.17952 6.93867 4.03336 2.00179 1.26864 1.24951 1.07777 1.00461 0.984666 0.981128 0.924529 0.862856 0.798231 0.629208 0.560076 0.537787 0.479599 0.472635 0.442937 0.436014 0.382353 0.374829 0.318635 0.348875 0.334095 0.309904 0.303595 0.283612 0.268712 0.262653 0.180819 0.139123 0.13131
threshold=0 1.0000000180025095e-35 1 1.0000000180025095e-35 2 4.5000000000000009 1.5000000000000002 1.5000000000000002 1.5000000000000002 3 4 5 6 7 8 9 10 11 12 7.5000000000000009 13 7.5000000000000009 25.500000000000004 9.5000000000000018 60.500000000000007 5.5000000000000009 4.5000000000000009 14 3.5000000000000004 1.0000000180025095e-35 28.500000000000004 17.500000000000004 15 16 17 1.5000000000000002 7.5000000000000009 8.5000000000000018 1.5000000000000002
decision_type=9 2 1 2 9 2 2 2 2 1 9 1 1 1 1 1 1 9 1 2 1 2 2 2 2 2 2 1 2 2 2 2 9 1 1 2 2 2 2
left_child=3 2 17 5 15 13 8 9 12 32 -11 -9 16 34 38 19 -5 36 -15 20 -3 -4 23 -13 -16 -22 -12 -10 29 -17 -31 -29 -8 -7 -1 -19 -2 -37 -6
right_child=1 4 21 6 14 33 7 11 27 10 26 22 -14 18 24 28 -18 35 -20 -21 25 -23 -24 -25 -26 -27 -28 31 -30 30 -32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=0 0.015690918306022521 0 -0.027399818236637709 0 0 0 0.0071036789024361766 0 0 0.0024008771827526789 -0.021592083181678271 0.03240106778997464 -0.002613916397415953 0.01340340982921881 -0.024156470976283657 0 0.019334409882336187 0 0.00032952734751151618 0 0.018130829980183116 0 0 0 0 0 0 -0.030039851924114586 0 -0.014525763304681104 0 0 0 0.025317990904016843 -0.0061214903854881599 -0.011252178231661504 0 0 0.0059733419066386843
leaf_weight=2.0017341292186757 17.539244866586163 10.903672244823612 88.450506935994781 5.9810536058430444 4.3754701757279673 8.7183716939034621 44.948069724912784 13.024832636278004 11.406043109978782 4.9211708237089624 83.482194160655126 55.328609818963741 26.733148903847905 99.228197994325456 26.693855015651938 2.3786046560453604 25.345981516060423 12.471141979884125 163.20844104914067 12.840092204311075 74.112394337238584 2.3082105554767613 0.67192292843537771 0.63855918028275382 0.056617296912007897 6.6852747444208935 13.453528549529436 38.584933714788349 8.155803384150202 19.136301804717736 0.78522817242628562 2.8968019917519987 5.8550776477823083 28.600826560257701 60.107314540215157 9.4367971726696815 0.56001497503893816 0.3479957571471467 6.801270590563945
leaf_count=4443 60034 52432 387748 12264 15383 15109 145694 39542 32298 15562 335063 174350 71685 143888 108014 11509 48387 39528 326023 47825 345704 8692 2761 2460 128 39906 39580 118334 34796 84860 3119 8106 23820 48391 187832 42639 1744 1388 24639
internal_value=0 -0.00786792 -0.016834 0.00414052 0 0.00914637 -0.000661459 0.00261681 -0.00851786 -0.00804963 -0.0147208 0.0243883 0.00556998 0.00456927 -0.0127418 0.00570443 0.0135282 0.00204295 0.00738368 0.0107332 0.0133812 -0.0242918 0.0272525 0.0314174 -0.0191038 0.0150586 -0.0182282 -0.0240212 -0.00241162 -0.00822478 -0.011864 -0.0251591 0.003501 0.0247199 -0.00306614 -0.00362642 0.011875 -0.009515 0
internal_weight=0 304.038 131.114 695.137 172.925 361.865 333.272 222.324 110.948 152.66 101.857 69.6639 58.0602 324.546 37.9272 134.997 31.327 40.3552 262.437 104.541 91.7013 90.7587 56.6391 55.9672 26.7505 80.7977 96.9357 52.8878 30.4559 22.3001 19.9215 41.4817 50.8031 37.3192 62.109 22.2559 18.0993 9.78479 11.1767
internal_count=3105680 1310088 541773 1795592 768315 725686 1069906 778832 291074 559719 390205 219113 132336 662186 148164 620151 60651 145333 469911 485867 438042 396440 179571 176810 108142 385610 374643 158738 134284 99488 87979 126440 169514 63500 192275 83555 61778 44027 40022
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=10816584 288 1581986 276 8388608 576 842 14 579 2 2 8596 6 15 2 2098240 288 8
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=40
num_cat=25
split_feature=0 1 3 4 4 1 0 1 0 1 1 0 3 5 1 0 0 0 0 4 5 3 3 2 1 1 0 3 3 4 0 4 4 0 4 0 4 0 0
split_gain=3.13594 2.46364 1.34797 2.97702 7.25659 2.95658 2.37097 1.96679 1.9379 1.61113 1.43526 0.940453 0.727096 0.637985 0.663458 1.45058 0.630747 0.570655 0.553493 0.827901 0.397663 0.396158 0.295955 0.291925 0.465194 0.330796 0.452569 0.228483 0.22535 0.215779 0.203127 0.172942 0.170258 0.153588 0.182663 0.108459 0.0827644 0.0798721 0.0496943
threshold=0 1 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 2 3 4 5 6 7 8 25.500000000000004 9 10 11 12 13 14 5.5000000000000009 15 1.5000000000000002 18.500000000000004 16 17 18 19 3.5000000000000004 7.5000000000000009 11.500000000000002 20 1.5000000000000002 6.5000000000000009 21 4.5000000000000009 22 6.5000000000000009 23 24
decision_type=9 1 2 2 2 1 9 1 9 1 1 9 2 1 1 9 9 9 9 2 1 2 2 1 1 1 9 2 2 2 9 2 2 9 2 9 2 9 9
left_child=1 21 5 4 9 6 20 28 12 35 30 13 29 18 15 -15 -16 -11 19 -7 38 -1 -3 25 -25 36 -27 -19 32 -9 -6 -23 37 -22 -35 -4 -13 -5 -2
right_child=2 22 3 7 10 11 -8 8 -10 17 -12 23 -14 14 16 -17 -18 27 -20 -21 33 31 -24 24 -26 26 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0 0.003202446293939168 -0.03174791180052379 -0.0047393232426132144 0 0.005589867842911083 0.022181458661050354 -0.022882472824499268 0.039086056624580805 0 0 -0.027899157208331127 0.0071266144979240083 0 -0.0050843223050475242 0.0068036324359609813 0.011395550196534689 -0.0035645581610790583 0 0 0 0 0.012819513626790929 0 0 -0.012838062539497092 0 -0.010307580617368589 0.029602120137966238 0 0 -0.0028427754769491443 0 0 -0.010385619562317091 0 0 0 -0.0095834716501186513 0
leaf_weight=5.6335054913579361 90.782881462231671 35.926775691967123 8.2873240555636567 1.1595653779731947 13.028968879305465 50.172390744915901 49.471698170937088 45.478573909889747 10.972581500922386 3.0317546422447776 36.268216173648398 33.474051466109813 0.80563352805620425 24.265889614302068 33.965283976025603 134.96537171268938 186.96143468470837 14.385214812886259 5.995050884284864 1.7990812421048747 1.6597740840279582 8.1095545038915571 0.6251137298750099 8.7920421274156961 12.774638198150571 28.471305052231401 15.74492346926854 41.73100947275816 3.1305149023355616 0.23235314350313174 6.31617598306548 1.6400721797981521 1.0268099911554589 41.395117764259339 1.1109810910202202 23.254271161684304 1.5754201421150344 11.977233043413435 2.9558980895126288
leaf_count=33211 308416 186906 44635 4200 41679 117115 231747 165423 44043 15265 125011 91979 3975 90774 118310 350863 413212 33274 24685 5215 6489 17376 1708 27333 41035 155846 60913 91124 10353 1424 26073 6497 4366 107287 4249 32176 8187 43192 12843
internal_value=0 -0.0173434 0.00193739 0.00828237 0 0 -0.00986342 0.0211775 0.0261463 0.0151098 -0.0229294 0.00358599 0.0328994 0.00577278 0.00252594 0.00686177 -2.21696e-05 0.0209859 0.0142785 0.0173791 0 0.00290895 -0.026852 -0.00272646 -0.00885802 0 -0.00382341 0.0237619 -0.000522343 0.0386592 0 0.0106795 -0.00717322 -0.00616165 -0.00790993 0 0.00526051 -0.00959944 0.00241685
internal_weight=0 51.935 947.419 221.086 146.303 726.333 187.376 74.7833 57.4891 90.6896 55.6134 538.957 46.5166 438.125 380.158 159.231 220.927 59.148 57.9665 51.9715 137.905 15.3831 36.5519 100.832 21.5667 79.2657 44.2162 56.1162 17.2941 45.7109 19.3451 9.74963 14.1636 44.1659 42.5061 31.5416 35.0495 13.1368 93.7388
internal_count=3108409 245698 2862711 686213 409237 2176498 671031 276976 214865 216474 192763 1505467 170822 1120174 973159 441637 531522 139663 147015 122330 439284 57084 188614 385293 68368 316925 216759 124398 62111 166847 67752 23873 51758 118025 111536 76811 100166 47392 321259
cat_boundaries=0 1 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=5820420 50 27 16854081 580 10750058 386 656 10552274 12 644 2097424 8388880 9744 2098000 9 2 800 192 8224 1392 3072 2099258 16 9280
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=40
num_cat=19
split_feature=0 1 5 2 0 4 4 0 1 1 4 4 1 0 4 6 3 3 1 3 3 3 3 3 4 1 4 3 3 4 1 0 3 0 3 1 1 0 4
split_gain=2.85217 2.25008 1.15199 3.39738 1.95856 1.4193 1.21054 1.35794 1.5852 1.3952 1.1164 2.25763 0.971502 0.865183 0.844055 0.749988 0.786436 0.638753 0.617694 0.755838 0.465232 0.382852 0.343022 0.282011 0.169472 0.161497 0.19655 0.188936 0.156966 0.132542 0.117051 0.11521 0.102769 0.304159 0.101888 0.226805 0.148998 0.0816109 0.0194668
threshold=0 1 2 3 4 3.5000000000000004 4.5000000000000009 5 6 7 1.0000000180025095e-35 1.5000000000000002 8 9 1.5000000000000002 10 10.500000000000002 4.5000000000000009 11 1.5000000000000002 8.5000000000000018 1.5000000000000002 6.5000000000000009 18.500000000000004 1.5000000000000002 12 4.5000000000000009 60.500000000000007 30.500000000000004 14.500000000000002 13 14 3.5000000000000004 15 2.5000000000000004 16 17 18 3.5000000000000004
decision_type=9 1 1 1 9 2 2 9 1 1 2 2 1 9 2 1 2 2 1 2 2 2 2 2 2 1 2 2 2 2 1 9 2 9 2 1 1 9 2
left_child=1 21 3 4 5 18 7 8 14 34 17 -12 32 -14 31 16 -11 -10 19 -2 29 38 30 -3 -23 -6 27 -27 -20 -15 -5 -4 33 -8 36 -36 -9 -16 -1
right_child=2 23 6 22 25 -7 12 9 10 15 11 -13 13 20 37 -17 -18 -19 28 -21 -22 24 -24 -25 -26 26 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.0023643643027827926 -0.0089643944744988557 -0.030763370265474446 0 0 0 0 0 0.0040760285777595084 0 -0.024753003551876193 -0.017412553806074513 0.00020355944699458007 0 0.026616370940965473 0.0022445702139968558 0 0 0.012141740738159858 0.033884546098952112 0.010653330712006489 0 0.012438109229782097 0 0 0 -0.011264790489706224 0 0 0 0 -0.013670863346731772 0.016819301508936426 0 -0.0085427299852125077 0 -0.0067484697644719345 -0.00020717138216627646 -0.0030736952595137651 0
leaf_weight=4.8228896522705318 11.734526308289789 34.989597381914791 3.8594294124413864 2.0256269098244957 5.3956682928728696 6.8160473003372308 3.4858916956436587 50.315142616736921 238.17431889478758 47.075383433455499 76.507840693671824 131.6301686961724 7.4375420025826315 31.596180138587446 2.0558855296840193 2.4680395009199847 2.6340171461197306 26.154833014647011 57.344537948671132 7.0468426461629852 0.81448714632278907 8.2387111800126132 1.7269018741499156 0.63053268761723202 1.6523920900362998 16.202904748271987 1.819221633420965 0.08397749442519753 0.19904697608580946 0.22184215563174703 17.915519584901638 55.83554929633101 3.5041210064882753 15.760254337385055 1.6767184913987876 31.844732279700111 64.210990186160416 23.955668416667326 0.94135439618548833
leaf_count=28532 29389 186958 17078 14092 19918 15656 14783 157575 492950 241253 193867 480624 28637 123564 5856 12506 11608 45519 84782 11650 2682 17506 8475 1704 6455 65685 9929 216 1055 1274 97094 111354 12591 53292 6433 151432 267851 69161 5139
internal_value=0 -0.0167461 0.00171936 0.0092737 0.0177683 0.0225622 0 -0.00111113 0.00108341 -0.00759322 -0.000928152 -0.00638988 0.0109513 0.0161357 0.0113257 -0.0175541 -0.0222216 0.00253466 0.0278417 0 0.0211448 0.00240537 -0.0109748 -0.0259505 0.0102866 -0.000794051 -0.00534896 -0.00926536 0.0301375 0.026162 -0.0139031 0.0170121 0 -0.0045682 0 -0.00397542 0.000322001 0 0
internal_weight=0 51.2755 949.53 128.311 106.643 83.141 821.219 758.399 558.174 200.225 472.467 208.138 62.8203 40.0701 85.7065 52.1774 49.7094 264.329 76.325 18.7814 32.6325 15.6553 21.668 35.6201 9.8911 23.5018 18.1061 16.2869 57.5436 31.818 19.9411 59.695 22.7503 19.2461 148.048 33.5215 114.526 26.0116 5.76424
internal_count=3106125 246294 2859831 357941 238280 142532 2501890 2265067 1416409 848658 1212960 674491 236823 156157 203449 265367 252861 538469 126876 41039 127520 57632 119661 188662 23961 95748 75830 65901 85837 124838 111186 128432 80666 68075 583291 157865 425426 75017 33671
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=5820421 50 12 2 2106186 10816576 528 481 163 10554370 1 534 37 16 2162688 8390786 1 160 2098176
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=40
num_cat=23
split_feature=0 3 1 0 1 3 5 0 1 0 2 0 5 0 4 0 1 1 0 4 3 4 3 5 4 0 4 4 3 0 4 4 0 5 3 6 0 4 4
split_gain=2.69918 1.25427 2.72438 2.50997 2.16359 3.05028 2.39985 1.35211 1.03541 1.02181 0.897514 1.25078 1.08141 2.41674 1.55762 1.61118 0.601153 0.591961 0.571032 0.521448 0.516793 0.344789 0.336009 0.311141 0.310541 0.255394 0.254317 0.195344 0.172962 0.282078 0.160313 0.151953 0.20957 0.143855 0.13679 0.129347 0.123324 0.121369 0.114246
threshold=0 2.5000000000000004 1 2 3 5.5000000000000009 4 5 6 7 8 9 10 11 3.5000000000000004 12 13 14 15 3.5000000000000004 1.5000000000000002 5.5000000000000009 28.500000000000004 16 1.0000000180025095e-35 17 9.5000000000000018 5.5000000000000009 1.0000000180025095e-35 18 5.5000000000000009 5.5000000000000009 19 20 4.5000000000000009 21 22 9.5000000000000018 6.5000000000000009
decision_type=9 2 1 9 1 2 1 9 1 9 1 9 1 9 2 9 1 1 9 2 2 2 2 1 2 9 2 2 2 9 2 2 9 1 2 1 9 2 2
left_child=8 2 10 19 6 7 18 17 -1 -7 12 23 13 26 15 -14 -15 37 21 28 -5 -3 38 30 -13 -16 -2 36 29 -4 -12 32 -8 -30 -9 -26 -21 -6 -11
right_child=1 4 3 20 5 9 31 34 -10 22 11 24 14 16 25 -17 -18 -19 -20 27 -22 -23 -24 -25 35 -27 -28 -29 33 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.00017270749053401922 0.014422203955782073 0.033924551998142219 0 -0.028007665201978751 0.023443168708147794 0.0007046549585959128 0 -0.0077482508909928194 -0.023937572874324336 -0.021205440802936848 0.010770907004137511 0 0.019136422825499128 0.0020759406996356728 0 -0.00086223575799179025 -0.0075262118846937884 0 0 0.010950684288362654 0 0 0 0 -0.018330514795740098 -0.0074101837305881775 0 0 0.003509965426603181 -0.0068031260552204728 0 0 -0.0087708734454583683 -0.0030344815627687751 0 0 0 0 0
leaf_weight=2.9257866438729252 78.364391262646677 47.628988903796198 4.5109900045627001 43.616814950923072 40.456464154583955 8.6563245265715505 2.3507457680971129 10.105986020440467 28.363948262955095 51.189393923006719 25.968624877732513 3.339505629817725 117.6993446032393 18.76299173559164 5.3817411124236969 22.537377767028374 169.65884731226834 42.774882969028113 9.9937268241046677 10.469729422326054 5.8179973684782444 1.2975717830850033 2.4064034970360799 21.405807847364485 27.547232814600644 12.916706274991158 0.85034021891624334 2.9045438239209025 34.378394003160793 109.11065405747286 0.76132769596733751 0.48766278653783857 13.70033045563469 16.713514757313533 3.0091951017602687 0.7030979686533162 1.0535129837589892 0.23390416844631445 0.81281355374812747
leaf_count=15052 325970 116244 18561 231563 122742 33257 7393 38589 172322 144810 115849 12811 182235 30524 25621 79572 308876 125530 49900 36046 26992 3906 9526 113266 95998 35062 4486 10734 112468 390080 4344 1865 35745 45386 10113 2398 6669 1267 3314
internal_value=0 0.00148097 -0.000237229 -0.00879988 0.00745561 0 0.0177488 0.00976939 -0.018643 -0.0140693 0.00344769 -0.00340227 0.00560183 7.10665e-05 0.0112501 0.0156481 -0.00506059 0.0141607 0.0253154 -9.01634e-05 -0.022851 0.0292793 -0.0174099 0.00324325 -0.013398 -0.00269871 0.0123962 0.0080311 -0.00347466 -0.0053302 0.0078929 -0.00274043 -0.00664817 0 -0.00398646 -0.0175996 0.0107729 0.0201799 -0.0207673
internal_weight=0 969.578 734.473 228.576 235.104 159.645 75.459 96.5804 31.2897 63.0649 505.897 79.7256 426.172 267.637 158.535 140.237 188.422 83.4653 58.9203 179.141 49.4348 48.9266 54.4086 48.1358 31.5898 18.2984 79.2147 14.4278 164.714 113.622 26.73 16.5387 16.0511 51.0919 13.1152 28.2503 11.5232 40.6904 52.0022
internal_count=3107086 2919712 2215511 878499 704201 489148 215053 298241 187374 190907 1337012 344666 992346 669856 322490 261807 339400 249539 170050 619944 258555 120150 157650 233459 111207 60683 330456 53449 566495 408641 120193 45003 43138 157854 48702 98396 42715 124009 148124
cat_boundaries=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=4771845 992 19147840 537 5 10750314 34 69504 2 10748994 1 8463288 3146706 512 290 9701848 1 8390690 3072 3146754 9 1 2099264
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=40
num_cat=21
split_feature=0 1 3 4 4 1 1 0 0 1 1 3 0 3 5 0 4 2 4 1 4 5 1 3 0 3 3 1 3 4 0 4 0 4 4 4 0 3 5
split_gain=2.34667 2.01636 0.995726 2.55073 5.99958 2.23995 1.6464 1.68052 1.52562 1.39106 1.28134 0.829592 0.817146 0.648639 0.643447 0.566567 0.529104 0.483878 0.528711 0.423982 0.541571 0.377592 0.545423 0.349845 0.340514 0.260729 0.258268 0.235568 0.208706 0.193883 0.249677 0.192414 0.179805 0.166346 0.162178 0.138407 0.126607 0.175402 0.0885525
threshold=0 1 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 2 3 4 5 6 7 31.500000000000004 8 25.500000000000004 9 10 2.5000000000000004 11 1.5000000000000002 12 5.5000000000000009 13 14 1.5000000000000002 15 18.500000000000004 3.5000000000000004 16 7.5000000000000009 4.5000000000000009 17 11.500000000000002 18 1.5000000000000002 6.5000000000000009 8.5000000000000018 19 16.500000000000004 20
decision_type=9 1 2 2 2 1 1 9 9 1 1 2 9 2 1 9 2 1 2 1 2 1 1 2 9 2 2 1 2 2 9 2 9 2 2 2 9 2 1
left_child=1 23 5 4 9 12 28 13 16 36 24 32 35 31 -10 -11 21 29 -19 -18 -21 27 -23 -1 -6 -3 -17 -7 34 38 -31 -8 -12 -25 -5 -2 -4 -38 -14
right_child=2 25 3 6 10 8 7 -9 14 15 11 -13 17 -15 -16 26 19 18 -20 20 -22 22 -24 33 -26 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0 0.0072290806270459418 -0.029009035364674186 0.00032043260165580401 -0.009295595215466728 0.0080531622351577431 0.0055797311168934317 0.034970778770271681 0 0 0 0 0 0 0 -0.021419085066442588 0 -6.2577229003470545e-05 0 -0.015757066918789732 0.014269748481194708 0 0 -0.0094708332213592188 0.01193458329282158 -0.0027902813870766719 0 0.0263641956690156 -0.0017320266284283814 0 0.0094885728823434975 0 0 -0.029846486622681634 0 0 0 -0.0074424586786848287 0 -0.0036235714801030128
leaf_weight=5.7165630588733611 312.95148509460705 33.383854969577442 2.8621991800173419 12.992305937412313 7.1948853012218024 30.075450869566339 47.778173273742141 10.911307813235906 19.321177439825988 3.0831668646569597 2.5758058163410169 1.8888380534772284 56.136213296234928 0.81897165565896912 46.532720443172366 14.685451944795203 6.0277455537616333 6.3611841313832 11.545777595216348 33.001740067807987 3.9446109506188796 39.727367444851552 102.46030040848018 8.4104719534097949 4.2339243546448415 0.63421966625901305 43.565898705423024 17.998669017957582 3.1321642473521925 9.3193244571448286 1.8508094668795809 0.23571269530657346 38.382627483468241 1.6769563618436212 1.0391706111840893 2.8759578246535957 28.310282818412823 0.60867068819061287 27.441501129898825
leaf_count=33210 641870 187542 15195 46204 20364 66673 170835 42087 88456 15367 8665 5720 228832 3959 217488 33319 28826 20092 31044 141664 14197 148684 329470 17491 14130 1725 91831 60369 10401 58306 3630 1400 130044 6526 4525 8717 59955 1945 94450
internal_value=0 -0.015399 0.00147817 0.0069112 0 0 0.0187672 0.023292 -0.00653663 0.0128372 -0.0217061 -0.0251783 0.00410932 0.0294314 -0.016869 0.0183709 -0.000478893 -0.00109001 -0.0102448 0.00550318 0.00915534 -0.00377932 -0.0061639 0.0021321 0 -0.0243474 0.0210679 0 -0.000295255 0.000195603 0.00687088 0.0345629 -0.0309625 0.00974578 -0.00689467 0.00672106 0 -0.00427861 0
internal_weight=0 49.8221 951.872 224.3 147.392 727.572 76.9078 59.7442 299.09 93.1157 54.2761 42.8473 428.482 48.8329 65.8539 61.3345 233.236 112.655 17.907 42.9741 36.9464 190.262 142.188 15.804 11.4288 34.0181 58.2514 48.0741 17.1636 94.7478 11.1701 48.0139 40.9584 10.0874 14.0315 315.827 31.7812 28.919 83.5777
internal_count=3105208 246494 2858714 675946 396535 2182768 279411 218281 1095827 217612 178923 144429 1086941 176194 305944 140517 789883 436354 51136 184687 155861 605196 478154 57227 34494 189267 125150 127042 61130 385218 61936 172235 138709 24017 50729 650587 77095 61900 323282
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=5820421 50 960 580 10750058 19145808 386 640 8455106 6 9744 2 3 10 3 368 56 264240 2098304 8652672 1
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=40
num_cat=16
split_feature=0 4 0 0 1 1 0 4 3 3 1 1 4 6 1 3 1 4 0 4 1 3 3 0 3 2 3 3 1 3 3 3 4 3 3 4 3 4 3
split_gain=2.06339 1.17547 2.48082 2.3792 1.51384 1.46614 1.72934 1.34917 1.16589 1.55344 2.15869 1.43551 1.09825 1.08162 0.842759 0.811942 0.749289 0.630952 0.626079 0.436181 0.380003 0.379877 0.327975 0.288648 0.224108 0.215254 0.190981 0.299212 0.117423 0.0983444 0.0956561 0.0762978 0.0400064 0.0380588 0.032912 0.0148643 0.0143364 0.00881928 0.00250704
threshold=0 1.0000000180025095e-35 1 2 3 4 5 5.5000000000000009 5.5000000000000009 1.5000000000000002 6 7 1.5000000000000002 8 9 1.0000000180025095e-35 10 4.5000000000000009 11 4.5000000000000009 12 28.500000000000004 10.500000000000002 13 17.500000000000004 14 8.5000000000000018 16.500000000000004 15 4.5000000000000009 34.500000000000007 29.500000000000004 2.5000000000000004 24.500000000000004 1.0000000180025095e-35 8.5000000000000018 49.500000000000007 9.5000000000000018 1.5000000000000002
decision_type=9 2 9 9 1 1 9 2 2 2 1 1 2 1 1 2 1 2 9 2 1 2 2 9 2 1 2 2 1 2 2 2 2 2 2 2 2 2 2
left_child=14 3 8 16 34 15 26 13 9 11 32 25 21 -6 -1 23 38 -13 22 -12 33 28 -17 -5 -22 -3 29 -28 -10 -7 -8 -20 -11 -14 -4 36 -36 -9 -2
right_child=1 2 4 5 7 6 30 37 12 10 19 17 20 -15 -16 18 -18 -19 31 -21 24 -23 -24 -25 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0 0 0.0091328257712053797 0 0 -0.02489936342615711 0.0020745895304751711 0.02643012924922955 0.0014959407389818031 0 -0.0041137591704387601 0.02474598683970642 -0.0097370606675777349 -0.0042085764480866445 0 -0.021856747441095691 0.013808944928828238 -0.013174568799876295 0.00046705558838308235 -0.0054669500411399291 0 0.013123006627375087 0 0 -0.011139551297245531 0 0 -0.0084076059222105686 0.0037442582010297439 -0.018783861415074678 0.01229295974513675 0 0 0 0 0.0039027876087994297 0 0 0 0.00081556823932446218
leaf_weight=2.1657338945260562 13.480035239557767 89.994288018622683 11.721766068956642 1.1668274690782707 81.843644046406553 230.35711042731418 61.741773476827802 9.409804752960552 1.917843203009397 16.922927341343897 57.356034443024328 115.09700141021131 8.6217876758528256 4.2131572581347418 25.263984996658113 30.611199083452448 46.374785990044984 14.78698939791502 9.137263221542522 10.667617854618582 8.8916162427340169 1.0757184276226315 2.1595414233233887 39.887487698801124 0.89269559896638462 21.416536415334122 6.0203828029625575 1.8067888882360419 20.325754731522473 17.174479114457426 0.16056428324372873 0.12403919288772236 14.621092460387443 0.46362387486442536 15.233182105250302 0.22807497150643108 0.19103887269011544 1.4329916127171589 7.691308025889156
leaf_count=11156 43150 258015 53813 5825 321662 307264 292222 36108 5102 57817 189629 418526 31155 17912 163758 62138 177931 48494 33624 41904 26232 4095 3461 138510 2984 98675 4821 1933 70913 12053 865 476 51253 2497 65597 1132 621 4636 37747
internal_value=0 0.001113 -0.00176362 0.00477528 -0.0123461 0.0080229 0.0110423 -0.0174619 0.00184493 0.00458644 0.0134203 0 -0.00859465 -0.0224561 -0.0169515 -0.000910915 -0.00795271 -0.00642733 0.00408812 0.0203155 0.000248825 -0.0174908 0.0099057 -0.00994447 0.00845793 0.00696122 0.00418574 0 -0.0196199 0.00511671 0.0236372 -0.00256528 -0.00217658 -0.00221883 0.000926086 0.00294883 0.00346577 0 0
internal_weight=0 975.219 507.325 467.894 124.274 400.347 317.261 96.8996 383.052 340.862 99.5677 241.295 42.189 86.0568 27.4297 83.0864 67.5461 129.884 42.032 68.0237 18.8697 23.3193 32.7707 41.0543 9.78431 111.411 255.359 7.82717 22.2436 247.532 61.9023 9.2613 31.544 9.08541 27.3741 15.6523 15.4242 10.8428 21.1713
internal_count=3105706 2930792 1808772 1122020 501481 863192 619158 380318 1307291 1164313 340603 823710 142978 339574 174914 244034 258828 467020 99699 231533 62868 80110 65599 144335 29216 356690 326071 6754 76015 319317 293087 34100 109070 33652 121163 67350 66218 40744 80897
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=4247557 242 16777394 532 38 589888 596 836 1 34 49 8978752 418 1032 2 768
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=40
num_cat=19
split_feature=0 1 5 2 0 4 4 0 1 1 4 4 1 0 4 2 3 3 3 3 3 6 3 1 3 3 4 1 4 3 0 4 1 0 3 0 1 4 3
split_gain=1.93982 1.82087 0.844163 2.71398 1.58318 1.26817 0.999449 1.04967 1.24137 1.06473 0.847481 1.75268 0.804708 0.811934 0.762445 0.740678 0.533849 0.461997 0.426036 0.340075 0.336482 0.459146 0.327188 0.310992 0.257871 0.240183 0.159406 0.152613 0.238828 0.205505 0.129075 0.122387 0.11134 0.100102 0.0900386 0.288306 0.0892141 0.0256055 0.0815759
threshold=0 1 2 3 4 3.5000000000000004 4.5000000000000009 5 6 7 1.0000000180025095e-35 1.5000000000000002 8 9 1.5000000000000002 10 4.5000000000000009 8.5000000000000018 8.5000000000000018 6.5000000000000009 10.500000000000002 11 1.5000000000000002 12 7.5000000000000009 18.500000000000004 1.5000000000000002 13 2.5000000000000004 60.500000000000007 14 14.500000000000002 15 16 3.5000000000000004 17 18 2.5000000000000004 5.5000000000000009
decision_type=9 1 1 1 9 2 2 9 1 1 2 2 1 9 2 1 2 2 2 2 2 1 2 1 2 2 2 1 2 2 9 2 1 9 2 9 1 2 2
left_child=1 22 3 4 5 17 7 8 14 15 16 -12 34 -14 30 24 -10 23 31 32 21 -11 -1 -2 -9 -3 -24 37 29 -29 -4 -15 -5 -16 35 -8 -17 38 -6
right_child=2 25 6 19 27 -7 12 9 10 20 11 -13 13 18 33 36 -18 -19 -20 -21 -22 -23 26 -25 -26 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 -0.027436785427093924 0 0 0.0056073522485902512 0 0 0.0087860409690957066 0 -0.015080040829549612 -0.015701559673645431 0 0 0.024294539988463829 0.0021821904800058667 0 0.01048076502002474 0 0 0 0 0 0.011515182549171011 0.025348254023892958 0 0 0 -0.012253137098543233 0 0 0.015015001282329025 0 -0.013080496216938848 -0.0035298171943473709 0 -0.0082503881089352072 -0.0085480065289292879 0 0
leaf_weight=5.6980030775903279 2.55795083931298 32.010654882154995 3.888213496960816 2.0538239842389885 4.0882006907759205 6.9843296587496289 3.5164631428015127 59.161681481851701 239.55565372951423 111.29850823448578 74.347160920779061 132.50859784574823 7.500313918440952 32.746125020388718 2.0815564211879973 2.1375289724528557 26.997456835037156 3.4841978624099275 0.8287388017779439 1.6455882974987606 5.0632310704750116 3.6734786731103659 8.5546621731900796 73.223662291122309 2.5506985085085025 0.64178697800525597 1.6770443928835437 12.165232344988912 4.7268901192801414 0.083600856916746902 57.335989024148148 0.22690043983311525 17.52218750599787 24.257621718003069 3.5167358058788514 15.582604359731709 14.672553978762155 1.3696169348695546 0.96391829605272494
leaf_count=33060 9693 186909 16840 10628 15840 15998 14843 207662 502592 521932 181519 481609 28049 134421 5895 13256 45946 6211 2585 8248 22374 17374 17331 111371 11446 1765 6578 47438 22052 243 111079 1278 96433 61683 12591 52995 58121 5847 3949
internal_value=0 -0.0142151 0.00122767 0.00763306 0.0152287 0.0195378 0 -0.00125419 0.000610906 -0.0069474 -0.00111121 -0.00588349 0.00965369 0.0143747 0.00970218 0 0.00176371 0.0243939 0.0192243 -0.0101988 -0.0119007 -0.0137831 0.00190199 0.0256581 0.00685056 -0.0229253 0.00935147 -0.000630834 -0.00522602 -0.0100599 0.0150468 0.0238467 -0.013269 0 0 -0.00428231 -0.00814142 0 0.00270277
internal_weight=0 48.5822 954.317 130.869 109.648 86.2501 823.448 759.53 560.972 198.558 473.409 206.856 63.9179 41.3021 87.5634 78.5225 266.553 79.2658 33.8018 21.2216 120.035 114.972 15.9297 75.7816 61.7124 32.6524 10.2317 23.3975 16.9757 12.2488 61.2242 32.973 19.576 26.3392 22.6158 19.0991 16.8101 6.42174 5.05212
internal_count=3105684 245643 2860041 353951 238642 143273 2506090 2259328 1407163 852165 1211666 663128 246762 166333 195497 290485 548538 127275 138284 115309 561680 539306 56969 121064 219108 188674 23909 95369 69733 47681 127919 135699 107061 67578 80429 67838 71377 25636 19789
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=5820421 50 12 2 2106186 10816576 528 193 163 10554370 2 1 2 549 2162688 16 2098176 8390786 1
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=40
num_cat=22
split_feature=0 1 3 1 4 4 0 0 1 1 5 0 0 1 3 4 3 3 3 2 1 0 0 0 0 4 4 4 1 3 0 4 0 3 4 3 4 5 0
split_gain=1.69377 1.68557 0.750653 2.03489 2.02482 4.8007 1.73295 1.4108 1.29638 1.15969 0.577171 0.53972 0.526988 0.385444 0.355823 0.311818 0.305385 0.23421 0.221339 0.217096 0.65668 0.564782 0.280905 0.182308 0.170761 0.159787 0.152488 0.145755 0.144925 0.212263 0.257946 0.133634 0.13009 0.175003 0.115717 0.0866583 0.0809549 0.215487 0.046025
threshold=0 1 2.5000000000000004 2 1.5000000000000002 1.0000000180025095e-35 3 4 5 6 7 8 9 10 25.500000000000004 9.5000000000000018 1.5000000000000002 18.500000000000004 8.5000000000000018 11 12 13 14 15 16 4.5000000000000009 1.5000000000000002 7.5000000000000009 17 5.5000000000000009 18 1.5000000000000002 19 16.500000000000004 1.5000000000000002 22.500000000000004 1.0000000180025095e-35 20 21
decision_type=9 1 2 1 2 2 9 9 1 1 1 9 9 1 2 2 2 2 2 1 1 9 9 9 9 2 2 2 1 2 9 2 9 2 2 2 2 1 9
left_child=1 16 3 6 5 9 10 14 23 32 38 -11 13 36 15 -6 -1 -3 -13 20 31 -22 -21 -7 -12 -26 -18 -15 29 30 -9 -14 -4 -34 -24 -30 -5 -38 -2
right_child=2 17 4 12 7 8 -8 28 -10 11 24 18 19 27 -16 -17 26 -19 -20 22 21 -23 34 -25 25 -27 -28 -29 35 -31 -32 -33 33 -35 -36 -37 37 -39 -40
leaf_value=0 0.0033503338786491001 -0.026319874381688885 0.00027005423133748393 0.0021791934462890902 0.025779795531155687 0.0054693080452254822 -0.020955482079203801 0.0098006646622721752 -0.025033312828850358 0 0 0.023024656776391768 0 0.0073168211451875359 0 0 0.011119973906154157 0 0 0 0 -0.011046938188395918 0 -0.0022592773626602396 -0.011471988241494735 0 0 0 -0.0083588290994096159 0 0 0.011660866009024759 -0.0074845396473868751 0 -0.013331605250123564 0 -0.0062851646735119747 0 0
leaf_weight=5.6540207690359265 96.400569941419235 31.070868036777942 2.8837243287271122 88.337188716552191 52.662407133911984 13.089316185774804 38.435401248341805 9.1787737824779452 33.354119644285674 3.1091205025368254 1.6624820457891472 47.186613132715138 24.471253786785383 250.31043137372581 0.64763854568445722 0.54529646410810428 8.6916653230837237 0.62868283371062617 13.069465627479074 5.1013290253540617 28.218025739912264 26.325157449142353 4.8366346039947592 6.0397032018645431 43.400501643027383 1.3416926389909338 1.6748452751489811 3.8856095065129912 8.1914555717048643 4.6822376889031139 2.8185449295924654 16.568502946976878 28.336447382789636 0.62498784666968177 12.690756959489589 0.44614895257109388 20.816396141162841 62.83591508905738 2.8495438122827172
leaf_count=32943 319940 186631 15377 147992 137253 40750 205607 57144 103456 14313 6509 97582 63477 624815 2454 1970 17513 1716 27987 17695 152031 90569 16875 24459 109203 4794 6575 13057 40716 29572 13420 71428 59719 1959 42242 1751 75725 216364 12614
internal_value=0 -0.013372 0.00112176 -0.000110368 0.00584065 0 -0.00854183 0.0163013 -0.0200035 0.010946 0 0.0160415 0.00261882 0.00440261 0.021434 0.0249553 0.00173655 -0.0219007 0.018643 -0.0014032 0 -0.00481007 -0.00689703 0 -0.0074361 -0.00916026 0.00898596 0.00667003 0 0.000561279 0.00714551 0.00735118 0 -0.00433807 -0.00960979 -0.00542491 0 -0.00147594 0.00267163
internal_weight=0 47.7201 955.353 728.487 226.866 147.693 184.09 79.1725 52.4831 95.2104 145.655 63.3652 544.397 426.186 53.8553 53.2077 16.0205 31.6996 60.2561 118.212 95.5829 54.5432 22.6287 19.129 46.4047 44.7422 10.3665 254.196 25.3172 16.6796 11.9973 41.0398 31.8452 28.9614 17.5274 8.6376 171.989 83.6523 99.2501
internal_count=3106197 245378 2860819 2190937 669882 385602 658667 284280 168665 216937 453060 139882 1532270 1077953 141677 139223 57031 188347 125569 454317 377505 242600 76812 65209 120506 113997 24088 637872 142603 100136 70564 134905 77055 61678 59117 42467 440081 292089 332554
cat_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=5820421 50 27 18951232 2394 656 386 9 9744 10552272 160 2 192 8224 17040386 1392 3072 424 10747936 8652672 2 2106432
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=40
num_cat=22
split_feature=0 4 3 0 1 6 1 0 1 3 3 3 1 1 4 1 1 2 4 4 3 0 0 4 3 1 0 0 3 2 3 1 6 3 3 0 0 3 3
split_gain=1.49757 0.797339 2.16515 1.99317 1.4547 1.31044 1.10698 1.0777 0.972037 1.11896 0.951885 1.20573 1.96421 1.09472 0.890845 0.761833 0.546529 0.638661 0.543151 0.506864 0.506096 0.587013 0.448699 0.440896 0.350998 0.337062 0.319297 0.315295 0.210306 0.184823 0.147142 0.136085 0.116612 0.115379 0.0865212 0.0869918 0.0518763 0.0419737 0.0309974
threshold=0 1.0000000180025095e-35 4.5000000000000009 1 2 3 4 5 6 1.0000000180025095e-35 5.5000000000000009 1.5000000000000002 7 8 1.5000000000000002 9 10 11 3.5000000000000004 4.5000000000000009 1.0000000180025095e-35 12 13 4.5000000000000009 28.500000000000004 14 15 16 17.500000000000004 17 36.500000000000007 18 19 5.5000000000000009 29.500000000000004 20 21 24.500000000000004 1.0000000180025095e-35
decision_type=9 2 2 9 1 1 1 9 1 2 2 2 1 1 2 1 1 1 2 2 2 9 9 2 2 1 9 9 2 1 2 1 1 2 2 9 9 2 2
left_child=15 2 7 10 38 19 33 16 9 26 11 13 -13 29 24 -1 -2 32 -15 -6 22 -22 -10 -14 31 37 -9 -8 -27 -3 -29 -12 -18 -4 35 -35 -11 -16 -5
right_child=1 3 6 4 5 -7 27 8 20 36 14 12 23 18 25 -17 17 -19 -20 -21 21 -23 -24 -25 -26 28 -28 30 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0 0 0.0080550736061112196 0 0 -0.02603749468272807 0 0 0 0 0.0016084662539816109 0 -0.0024586066064381934 0.022696443121763138 -0.0092384413981022456 -0.0044633134722419634 -0.019670848053691046 -0.017909017917376157 0 0 0 -0.0013760169479034197 0.010789848269448394 -0.009473898603935528 0 0 0.012341604942499695 0.013046211311544167 0.028933623279470189 0 0 0 -0.017461218204448715 0 0 0 -0.0076176036231839252 -0.0017687958299416225 0 0.0022611629419591163
leaf_weight=2.2287139785603358 11.641382304169383 91.189623831574863 4.1965771559771374 20.442930582668851 55.174694496756274 4.4385746381158233 6.1163888069786481 6.4780799360305537 4.074812816670601 9.2075279283708351 1.8966283810805178 31.75041357518603 58.813821474066572 99.981328771447807 8.7245991333620587 23.488136959636908 41.867222710970054 2.1413889801078758 28.455859797664743 11.373643619695939 47.170986200013431 10.544261142202229 72.646051846353657 10.854577147074449 1.0560085525939928 9.1617894731680281 120.88259466997079 38.218119961849879 0.89950573934766076 21.495371973993315 0.22395700286870024 19.359477199344845 1.8286220435111307 0.043295826399116777 0.31634631154884196 9.7849847062170685 85.120087999333919 0.44524841140082649 30.626331451001533
leaf_count=11357 37824 260273 9213 80308 235889 18996 29932 31935 17686 49819 5166 109208 196442 359880 31226 163712 159154 7933 97888 42957 91362 43602 227523 42033 4128 26284 206380 58685 3017 99192 1486 62472 7372 152 1446 23111 123017 2573 124914
internal_value=0 0.000771749 0.00381218 -0.00154716 -0.0111465 -0.0180115 0.018047 2.53922e-05 0.00292735 0.0069123 0.00159607 0.0041143 0.0118209 0 -0.00776983 -0.0147868 -0.00870272 -0.0126298 -0.00562321 -0.0233578 -0.00200232 0.00142981 -0.00725905 0.0185093 -0.0159015 0 0.0123985 0.0217561 0.00785706 0.00606754 0.0248769 -0.0180706 -0.0172323 0 -0.00536104 -0.00711987 0 -0.00238707 0
internal_weight=0 978.643 472.503 506.14 122.056 70.9869 58.8997 413.603 356.124 221.688 384.084 342.541 101.419 241.122 41.5433 25.7169 57.4786 45.8372 128.437 66.5483 134.436 57.7152 76.7209 69.6684 22.3121 19.2311 127.361 44.5585 10.0613 112.685 38.4421 21.2561 43.6958 14.3412 10.1446 9.82828 94.3276 9.16985 51.0693
internal_count=3105547 2930478 1127632 1802846 503064 297842 124025 1003607 791324 411151 1299782 1164916 347683 817233 134866 175069 212283 174459 457768 278846 380173 134964 245209 238475 71766 63100 238315 90103 29301 359465 60171 67638 166526 33922 24709 23263 172836 33799 205222
cat_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=4247557 242 788 1 288 16842930 961 596 836 34 36 2 3648 3080 418 9964544 74298 2 768 1 598016 8391936
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=40
num_cat=19
split_feature=0 1 5 2 0 4 4 4 0 1 4 3 3 1 0 1 0 2 3 1 1 0 4 6 3 3 3 3 4 3 0 3 1 4 3 1 4 4 3
split_gain=1.3816 1.03802 0.617173 2.15794 1.31513 1.02066 0.610992 0.69974 1.53317 1.10423 0.876004 2.21915 2.10153 0.683006 0.665096 0.630876 0.82073 0.460668 0.455628 0.415019 0.412841 0.41047 0.437143 0.398032 0.308619 0.233177 0.21655 0.213122 0.243585 0.182535 0.159643 0.356255 0.13256 0.18024 0.174041 0.126176 0.0952378 0.0631968 0.0201427
threshold=0 1 2 3 4 3.5000000000000004 4.5000000000000009 1.0000000180025095e-35 5 6 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 7 8 9 10 11 7.5000000000000009 12 13 14 1.5000000000000002 15 6.5000000000000009 8.5000000000000018 1.5000000000000002 1.5000000000000002 1.5000000000000002 18.500000000000004 16 3.5000000000000004 17 4.5000000000000009 60.500000000000007 18 14.500000000000002 8.5000000000000018 8.5000000000000018
decision_type=9 1 1 1 9 2 2 2 9 1 2 2 2 1 9 1 9 1 2 1 1 9 2 1 2 2 2 2 2 2 9 2 1 2 2 1 2 2 2
left_child=1 27 3 4 5 19 7 8 13 21 12 -12 -11 -4 20 16 -8 -16 36 -2 -10 22 -9 -15 35 -21 -23 -1 -29 -3 37 -32 -6 34 -34 -5 -18 38 -17
right_child=2 29 6 24 32 -7 15 9 14 10 11 -13 -14 23 17 30 18 -19 -20 25 -22 26 -24 -25 -26 -27 -28 28 -30 -31 31 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.0020473121828637414 0 -0.021998769162801256 0 0 0 0 0 0.01230487558462961 0.0037573098112362278 0 -0.010067995796224017 0.01031643113797602 -0.024601229117847238 0.02327320642870816 -0.015625446142225854 0.0048504079284228492 0.023043817997524651 0 0 0.025193332317157226 -0.0023768278706629634 0 0 0 0 0 -0.0074158004092394567 0.010369007417170206 0 0 -0.010950529614633834 0 -0.01061206927082438 0 0 -0.012296346438060837 0 0 0
leaf_weight=13.897792168101661 7.246118856332032 32.815719688212084 7.2012434506941645 1.9945067030130303 5.5072902461015474 6.8363361661176887 5.8906031798105687 28.753690042740345 178.60798854383029 29.626673204189501 104.52129850802885 52.47165254106767 49.554500303227542 30.838138469465775 22.146082041351292 10.056328441196452 27.695635462680009 1.4508681615152479 0.94891375020961177 69.781795581960978 147.36526694176791 25.223143191400595 53.098984344740529 0.79599003998737572 1.6466053851108871 3.0855568410624974 16.442645209379407 10.766511558897035 3.2974555608598157 0.64728196882788225 14.914206597517483 3.0372557889131704 15.865553700521563 1.8163959842058819 0.10036706519167715 17.00793345950661 0.18706174020189692 1.0561980371494417 0.21546120815764958
leaf_count=73193 22484 209820 36395 10451 20874 15372 23332 67912 311557 86976 366258 188022 153840 142880 82624 42217 112437 5087 3051 93113 342831 99419 220841 3427 8235 5180 77924 25101 14017 1768 51507 10857 66425 10066 317 93391 1168 4284 816
internal_value=0 -0.0112751 0.000968515 0.00644722 0.0133122 0.017299 0 -0.00108973 0.00127214 -0.00431158 -0.00805544 -0.00108853 -0.0157642 0.0141578 -0.000728658 0.00742754 0.0124029 -0.0103764 0.0176646 0.0216149 0.000207783 0.00149533 0.0058381 0.0186544 -0.00918359 0.022194 -0.00204339 0 0.00664761 -0.0183306 0 -0.0051023 -0.000461488 -0.00481854 -0.00863174 -0.0122537 0.0226461 0.00130755 0.00428939
internal_weight=0 61.4248 942.988 130.888 110.239 86.9498 812.1 748.098 388.406 359.693 236.174 156.993 79.1812 38.8354 349.57 64.0017 34.7222 23.597 28.8316 80.1135 325.973 123.518 81.8527 31.6341 20.649 72.8674 41.6658 27.9618 14.064 33.463 29.2795 17.9515 23.2896 17.7823 15.9659 19.0024 27.8827 11.328 10.2718
internal_count=3105469 323899 2781570 345908 233831 136149 2435662 2185993 924801 1261192 795096 554280 240816 182702 742099 249669 139988 87711 116656 120777 654388 466096 288753 146307 112077 98293 177343 112311 39118 211588 109681 62364 97682 76808 66742 103842 113605 47317 43033
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=5820933 690 12 2 2105674 8719624 646 7 2105440 344 10554370 2 6 930 337104 1 8391058 37 16
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=40
num_cat=22
split_feature=0 1 3 1 0 1 5 3 0 0 1 0 0 4 4 0 0 4 5 1 3 4 3 4 4 0 0 4 0 0 4 4 1 3 4 4 1 0 4
split_gain=1.22685 1.38149 0.569106 1.47919 1.64918 1.46623 2.08732 1.98261 1.00145 0.948674 0.680715 0.518423 0.449611 1.21531 0.418267 0.78249 0.581853 1.45337 0.385458 0.33854 0.271424 0.252475 0.197481 0.196158 0.184535 0.220346 0.164645 0.180496 0.153705 0.149737 0.165664 0.0972241 0.0786719 0.0759318 0.0753456 0.0708025 0.0692376 0.0549584 0.0440985
threshold=0 1 2.5000000000000004 2 3 4 5 5.5000000000000009 6 7 8 9 10 1.0000000180025095e-35 1.0000000180025095e-35 11 12 1.5000000000000002 13 14 18.500000000000004 7.5000000000000009 1.5000000000000002 1.5000000000000002 5.5000000000000009 15 16 5.5000000000000009 17 18 4.5000000000000009 9.5000000000000018 19 61.500000000000007 6.5000000000000009 1.5000000000000002 20 21 5.5000000000000009
decision_type=9 1 2 1 9 1 1 2 9 9 1 9 9 2 2 9 9 2 1 1 2 2 2 2 2 9 9 2 9 9 2 2 1 2 2 2 1 9 2
left_child=1 22 3 4 18 6 11 9 36 10 31 21 14 28 15 19 23 -18 37 -5 -3 33 -1 -16 25 -8 -15 -28 -14 -20 -31 -7 -11 -4 -10 -24 -9 -2 -38
right_child=2 20 5 12 -6 7 24 8 34 32 -12 -13 13 26 16 -17 17 -19 29 -21 -22 -23 35 -25 -26 -27 27 -29 -30 30 -32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=0 0.0036771863004680817 -0.024308186441099919 0.029257183578563856 0.0057231321404863297 -0.018701289667051615 0.019053472309830666 0 0 -0.018649020674541609 0 0 0 0.00827553016081874 0 0.0051227412954097133 -0.010834395264834385 0 0.020474416589940436 0 0 0 0 0.0084932944460593563 -0.00036712581120553205 0 -0.0095742299483428956 -0.017199320178325258 0 0 -0.009847046855654757 0 0 -0.0061792563607407517 0 0 0 0.0063234616342442724 0 0
leaf_weight=5.1869842092055469 91.148104861991669 28.126931428349966 44.240540640908876 119.70044616599625 44.870499571576147 43.05132900494209 1.3597279558562148 2.3292184788151644 49.867913671889255 5.1543396149063483 44.09247031504492 11.841822603752005 14.489289609336993 36.904522287575674 44.161821522338869 11.588071011734426 15.908005537306961 48.021487128520675 1.6363250033846268 82.540221735602245 0.48658429331408015 0.38404848085337917 8.7062826063829544 113.48537840965218 0.50808795118791827 14.176159879862096 24.34608714025126 2.6734986714145625 34.347057748978841 40.968739504634868 1.1496976079142758 0.23545972662395698 5.8314025002400722 0.11363071227242372 0.87670246743073121 1.39613781106891 5.7394764657146862 2.9258485917416683 0.37100130769249506
leaf_count=30084 305578 177953 94330 142193 229875 130311 5795 9218 143051 17687 125469 58412 81271 180017 72600 39685 49905 182169 6414 179025 1167 1053 16500 397052 1886 33958 84252 7848 116428 103847 4346 1312 27673 391 3637 5327 22919 12929 1788
internal_value=0 -0.0118148 0.000745656 -0.000292341 -0.00752139 0.00487699 0.0136064 0 -0.0125718 0.00668147 0.0106482 0.0211008 0.00195961 -0.00181276 0.00363793 0 0.00649404 0.0125712 0 0.00270256 -0.0198451 0.0250451 0.00127244 0.000137794 -0.003667 -0.00778907 -0.010571 -0.01346 0.00527614 -0.00570095 -0.0074751 0.0164291 -0.0038971 0.0290596 -0.0162782 0.00720897 0.00115503 0.00290633 0.00409654
internal_weight=0 43.9029 961.038 730.865 182.699 230.173 72.624 157.549 59.1843 98.365 87.3793 56.58 548.166 112.76 435.405 213.829 221.577 63.9295 137.829 202.241 28.6135 44.7382 15.2894 157.647 16.044 15.5359 63.9241 27.0196 48.8363 43.7548 42.1184 43.2868 10.9857 44.3542 50.7446 10.1024 8.4397 94.074 6.11048
internal_count=3105355 231031 2874324 2195434 662989 678890 195825 483065 180613 302452 257092 154186 1532445 469816 1062629 360903 701726 232074 433114 321218 179120 95774 51911 469652 41639 39753 272117 92100 197699 114607 108193 131623 45360 94721 146688 21827 33925 318507 24707
cat_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=5296133 50 27 17378368 537 5 69504 10750314 290 9177432 8717266 8389456 320 9 896 2098178 32 2105352 3072 162 34 533568
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=40
num_cat=22
split_feature=0 1 5 2 4 0 4 4 1 0 6 0 3 0 1 3 1 2 0 0 3 1 3 1 3 0 3 3 1 4 1 3 4 4 3 0 1 3 3
split_gain=1.07045 1.30634 0.471426 1.71212 1.42364 1.37288 0.959258 1.19324 1.82183 1.47943 0.829914 0.778495 1.23655 0.684659 0.645475 0.587007 0.576466 0.576135 0.947748 0.48712 0.460569 0.455048 0.258426 0.257066 0.248728 0.200525 0.199274 0.184387 0.176071 0.102323 0.0874034 0.07546 0.0704196 0.0500354 0.0415336 0.213797 0.0291157 0.0237348 0.00880964
threshold=0 1 2 3 3.5000000000000004 4 4.5000000000000009 1.0000000180025095e-35 5 6 7 8 8.5000000000000018 9 10 11.500000000000002 11 12 13 14 8.5000000000000018 15 18.500000000000004 16 10.500000000000002 17 11.500000000000002 1.5000000000000002 18 14.500000000000002 19 60.500000000000007 1.5000000000000002 2.5000000000000004 3.5000000000000004 20 21 1.5000000000000002 34.500000000000007
decision_type=9 1 1 1 2 9 2 2 1 9 1 9 2 9 1 2 1 1 9 9 2 1 2 1 2 9 2 2 1 2 1 2 2 2 2 9 1 2 2
left_child=1 27 3 4 5 31 7 9 13 10 21 33 -13 30 34 -15 -7 18 -11 37 -18 -4 -3 -19 28 -6 29 -1 -5 -21 -9 36 38 -10 35 -8 -2 -16 -29
right_child=2 22 6 24 25 16 14 8 11 17 -12 12 -14 15 19 -17 20 23 -20 26 -22 -23 -24 -25 -26 -27 -28 32 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 -0.02346128324405487 0 0 0 0 0 0 0 0 0 -0.015338114859834384 0.0014326171124481317 0.010523761482503016 -0.002607463430554572 -0.00022462574855631993 0.02646703551633843 0 -0.01143602279116381 0.020421342214298893 0 0.020169328285962507 0 0.012453388706023673 0 -0.0069524847081373214 0 0.0084070113686698176 -0.011447992128482444 0 -0.0051979976528298607 0 0 0.0033906105491198057 0 -0.0067662711743064069 -0.0052519240037290039 0 0
leaf_weight=5.1172449534060425 0.4724077154260159 27.483917832480078 3.7657352401220123 1.7499189531372394 1.7585563853972415 8.4549853299540683 3.6588937708547746 3.9160127603508954 28.975895153076635 314.92677544443723 2.1598073830173226 193.15908110257442 10.417540981019554 89.399920622057834 4.9099188101754407 3.0737574007289359 66.411771069959286 3.4864930476396694 44.679536124091101 35.593291779508945 2.5588119431413352 36.555925175593075 0.49249980849708563 3.5729946222163553 0.70397866511484508 7.2842217472789326 0.46329848480672708 8.7370045044844993 15.332717144961865 0.22988872874702693 32.780593312279962 0.020542923237371613 1.4090523050981563 13.52329169007862 3.786198330759361 15.770410916460611 6.4383927302187658 2.8153000521488138 0.050711078365566986
leaf_count=29754 2181 178005 21078 8619 9912 20471 15406 20373 104667 555149 9878 652151 33060 316158 15600 10003 113106 13093 207162 148804 6187 168898 1174 16531 3125 19189 1503 16244 79251 1330 144743 52 5398 50667 13352 54182 23413 15466 268
internal_value=0 -0.0111663 0.00056755 0.00577406 0.0125756 0.0171082 -4.27981e-06 -0.00144816 -0.00551751 0.00172283 0.0139606 -0.0101901 -0.012583 0.0022414 0.00900529 0.0071645 0.0200095 -0.000233406 -0.00202468 0.0130646 0.0229022 0.0194463 -0.0190937 0.0106291 -0.00792823 -0.00267957 0.0166499 0.00122719 -0.0107993 0.0200007 -0.00351944 -0.00198563 0.00695707 0 0 -0.00289873 -0.00517826 0 0.00826524
internal_weight=0 43.2904 962.807 111.186 93.3997 84.3569 851.621 784.393 375.246 409.147 42.4815 246.076 203.577 129.17 67.2272 92.4737 77.4256 366.666 359.606 44.0117 68.9706 40.3217 27.9764 7.05949 17.7866 9.04278 36.2865 15.314 17.0826 35.8232 36.6966 6.93134 10.1968 42.4992 23.2155 19.4293 6.9108 7.72522 8.78772
internal_count=3105603 230843 2874760 285506 194511 165410 2589254 2323611 1331822 991789 199854 840545 685211 491277 265643 326161 139764 791935 762311 182703 119293 189976 179179 29624 90995 29101 151637 51664 87870 150134 165116 25646 21910 155334 82940 69588 25594 31066 16512
cat_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=5296133 50 4 2 9250832 646 9252104 1 10485778 11012392 163 10 2 16777312 11078658 6 204 8390688 16 4 8390786 1
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=40
num_cat=21
split_feature=0 1 3 3 4 4 1 1 1 5 0 3 1 4 5 4 0 3 5 6 3 4 0 5 0 3 0 0 4 4 1 5 4 4 3 6 5 3 4
split_gain=1.01584 1.46254 1.22785 0.363805 1.65493 3.6005 1.7563 1.11438 1.06739 0.999763 0.993734 0.732093 0.453719 0.645464 0.361642 0.350128 0.420326 0.313166 0.261947 0.244538 0.237461 0.209382 0.185382 0.181242 0.222163 0.163492 1.79554 1.79307 1.26607 0.91051 0.887753 0.799628 0.234082 0.213245 0.156469 0.313772 0.133285 0.122755 0.120385
threshold=0 1 3.5000000000000004 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 2 3 4 5 6 5.5000000000000009 7 3.5000000000000004 8 5.5000000000000009 9 16.500000000000004 10 11 7.5000000000000009 7.5000000000000009 12 13 14 1.0000000180025095e-35 15 16 1.5000000000000002 2.5000000000000004 17 18 7.5000000000000009 5.5000000000000009 10.500000000000002 19 20 36.500000000000007 11.500000000000002
decision_type=9 1 2 2 2 2 1 1 1 1 9 2 1 2 1 2 9 2 1 1 2 2 9 1 9 2 9 9 2 2 1 1 2 2 2 1 1 2 2
left_child=1 18 19 12 5 7 20 14 -7 37 -8 38 25 23 22 16 -15 -16 21 -3 -6 34 -5 -14 -25 26 29 28 -27 30 -2 -29 -28 -31 35 -1 -30 -9 -12
right_child=3 2 -4 4 6 8 10 9 -10 -11 11 -13 13 15 17 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 27 32 31 36 33 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.012579063023922433 0.015535351870645801 -0.025709067561094145 0 0.0066314179230098705 -0.008210971484591335 0 0 0.021681176526847094 -0.023355096233035878 0 0.031583995690570382 0 0 0.012728578382523455 -0.011956406168472503 0 0 0 -0.0016469145928980503 0 0 0 0 0 -0.0090077955128258624 0 -0.0095494116298406474 0.0016008742383192274 0.018831355571772786 -0.0059412016503182299 0 -0.010367956134921391 0 0.00098942053171154304 0 0 0 0 0
leaf_weight=31.287566290346149 99.26191912476861 34.608441869892886 11.365029246206175 5.9445065442560008 13.573139985652235 18.324548600330672 8.3857683962269203 48.036793564402615 30.44395771850759 16.397077921345044 36.862572427555278 15.970772076827414 44.960015823968206 12.334731713926885 22.221858104749124 4.418438138698547 2.2931009467502017 0.53751791534887061 10.836070798164654 2.8716346724868336 3.0415153301582896 1.3047115310182551 2.2487506282559462 11.78720997754135 133.60139927589262 29.212859740408021 62.862943145790268 20.999804800638231 29.844465418467735 29.526747614203487 80.775717653243191 113.86616934110862 1.7458442832357821 6.6347882806803673 1.7384353320230719 1.3014315518157662 3.9272609635008839 0.2579978465437297 0.16553510478843136
leaf_count=149627 151545 226964 31873 5578 48201 61235 35783 100581 92393 34525 124685 55827 140260 40890 51037 16908 14583 1767 51058 18820 10085 7794 12698 44106 511705 125142 213722 34171 137987 100434 159813 235050 7957 19694 5207 5403 19248 1657 1025
internal_value=0 -0.00837032 -0.0167176 0.000845117 0.00413898 -0.000871152 0.0138581 0.00817009 -0.0187698 0.0136106 0.0193193 0.0236278 0 -0.00379001 -0.00138679 0.00397397 0.00978832 -0.00761909 0.000609014 -0.0244252 -0.00286169 0.00576981 0.00165527 -0.00653563 -0.00778111 0.00135683 0.00289703 0 0.00971931 0.00765735 0.0108515 -0.00684881 -0.00727844 -0.000263192 0.00881216 0.0102377 0.01917 0.01887 0.031259
internal_weight=0 95.3133 48.8451 910.466 222.412 144.413 77.9993 95.6445 48.7685 64.6919 61.3846 52.9989 688.053 209.395 30.9526 19.0463 14.6278 22.7594 46.4682 37.4801 16.6147 35.6321 8.19326 190.349 145.389 478.659 280.808 197.851 62.9846 216.199 180.038 134.866 64.6088 36.1615 34.3274 32.589 33.7717 48.2948 37.0281
internal_count=3107038 496746 277657 2610292 637077 361471 275606 207843 153628 136763 217320 181537 1973215 768452 71080 72381 55473 52804 219089 245784 58286 168031 18276 696071 555811 1204763 653165 551598 282377 431486 311358 269221 221679 120128 160237 155030 157235 102238 125710
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=5821189 866 580 386 656 5 74896 992 10 2099424 5 1 8388800 10 18877440 10551384 8653986 832 12 1 3
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=29
num_cat=16
split_feature=0 3 0 3 3 4 1 0 1 0 1 0 1 0 3 0 3 0 3 1 3 4 4 5 4 5 1 4
split_gain=0.918406 0.7605 0.814319 0.677935 0.968418 1.02827 1.38282 0.801517 0.732438 0.889303 0.661395 0.572864 0.558453 2.79171 1.19298 0.46772 0.479801 0.393577 0.365861 0.356688 0.182815 0.179462 0.154878 0.0840992 0.0640647 0.00696925 0.00979701 0.00180106
threshold=0 16.500000000000004 1 6.5000000000000009 4.5000000000000009 1.0000000180025095e-35 2 3 4 5 6 7 8 9 1.5000000000000002 10 1.5000000000000002 11 61.500000000000007 12 5.5000000000000009 6.5000000000000009 4.5000000000000009 13 5.5000000000000009 14 15 5.5000000000000009
decision_type=9 2 9 2 2 2 1 9 1 9 1 9 1 9 2 9 2 9 2 1 2 2 2 1 2 1 1 2
left_child=10 3 18 4 12 11 20 -8 17 27 -1 -6 15 14 -14 19 -17 23 22 -2 -7 -11 -3 24 -5 -4 -27 -10
right_child=1 2 25 8 5 6 7 -9 9 21 -12 -13 13 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29
leaf_value=0 0 0.025363180509998424 0 0.013326514024570767 0.020334553931626146 0.015969815344443652 0.0002527644577735627 -0.017516765123769793 0.00074665868221113912 -0.021084064005947367 -0.016788183866199607 0 -0.0021354455862275454 -0.019709884100819124 0.012221294406205452 0.0016766716999477558 -0.0049257847667715142 -0.0028006682535379793 0 0.0093222032832757651 0 0 0 0 0 0 -0.0020683242076066609 0
leaf_weight=2.2663995891944069 36.203280793153681 9.0820083152211684 0.44682636161451228 10.583473581456927 23.133951684623753 6.2140000454419333 2.8912213690782664 16.971788460483374 5.7301365719213209 37.131220160586963 21.288854096296749 4.0420320367484264 168.18302045371365 43.443609237148848 44.830217701277434 361.1782269604555 122.42402061761095 4.2381246794393528 0.70013441947958277 72.507347840601142 4.3033340489637339 0.63201058111007924 0.27619527920615006 1.8272999952241651 0.23116257281799413 0.64903748713550158 3.907858450736966 0.18396420282806492
leaf_count=11505 155165 23037 1987 20380 41159 19986 15007 52431 14101 107163 163417 12007 619435 217219 122981 852644 345856 17574 2542 249575 14375 2550 887 3638 603 3132 15097 683
internal_value=0 0.000443974 0.0131636 0 0.000662135 0.0107372 0 -0.0114782 -0.00838626 -0.0127913 -0.0118885 0.0188783 -2.29174e-05 -0.00389045 0.000756139 0.00131772 0 0.00019175 0.0178511 0.00624126 0.0108448 -0.0177285 0.0244832 0.00825963 0.0101882 -9.18749e-06 -0.00125069 0.000180336
internal_weight=0 981.946 15.0621 966.883 906.326 57.5563 30.3803 19.863 60.5574 43.6773 23.5553 27.176 848.77 256.457 213.013 592.313 483.602 16.8801 10.0583 108.711 10.5173 37.7632 9.3582 12.6419 10.8146 5.00372 4.5569 5.9141
internal_count=3106136 2931214 46682 2884532 2717840 154965 101799 67438 166692 124497 174922 53166 2562875 959635 742416 1603240 1198500 42195 26466 404740 34361 109713 23924 24621 20983 20216 18229 14784
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=4247557 11536848 161 56 525 17827584 34 11340000 992 19407978 8717074 8389840 256 3 4 16
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=33
num_cat=21
split_feature=0 3 0 1 3 0 3 4 1 1 1 0 4 4 0 3 6 6 0 1 4 3 4 1 0 6 1 4 0 1 5 1
split_gain=0.826346 0.690946 0.777906 0.659579 0.558409 0.850017 0.682911 1.21937 1.70303 0.59026 0.549908 1.07724 1.5436 0.970854 1.52809 0.603168 0.525672 0.482293 0.46594 0.425627 0.260854 0.242169 0.135704 0.0834636 0.0635046 0.0600787 0.0416741 0.0221291 0.0220753 0.00911159 0.0200366 1.9998e-05
threshold=0 16.500000000000004 1 2 7.5000000000000009 3 4.5000000000000009 1.0000000180025095e-35 4 5 6 7 2.5000000000000004 2.5000000000000004 8 1.5000000000000002 9 10 11 12 1.5000000000000002 61.500000000000007 4.5000000000000009 13 14 15 16 5.5000000000000009 17 18 19 20
decision_type=9 2 9 1 2 9 2 2 1 1 1 9 2 2 9 2 1 1 9 1 2 2 2 1 9 1 1 2 9 1 1 1
left_child=3 4 21 -1 6 23 10 9 20 24 13 16 -13 14 -2 -15 -12 19 -10 -7 -9 22 26 -6 -8 27 -3 -25 -11 -4 -31 -19
right_child=1 2 29 -5 5 17 7 8 18 28 11 12 -14 15 -16 -17 -18 31 -20 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 30 -32 -33
leaf_value=0 0.010273401829719154 0 0 -0.016302428311773552 0 0 0.023637694483429575 0 0 0.00031340530374054102 -0.00054466922072750378 -0.015045725399498104 0.001157181980489136 -0.009365000928150102 -0.0051948033924225541 0.0015089939335698082 0.009954394975176523 6.9028216013821526e-05 -0.017849449505405998 -0.018561507070038463 0.014622919547807783 0 0 0.0086566451568343295 0 0 0.02212460132381186 0 -0.0022136083077203788 0 -0.0026818387104591075 0
leaf_weight=2.2082794812613429 188.3777698543272 2.0105313047533855 1.2649714924045836 20.933169000410093 1.140957364492351 4.3064207229763278 15.791980049823906 6.5724995143027654 0.86500680364042637 13.814010973321274 378.00025933821598 101.82634508023875 44.138715508090172 54.941065140283172 34.886556641919015 25.15853530226741 21.828424270726828 1.969456705599441 18.420544375876492 31.195640052948875 12.744179080244065 0.4835909990724766 0.2562200878455777 2.211313386644179 1.207388882852684 0.38058377784182162 6.6696135779711714 0.12569409926800279 3.9723209472722383 0.45274743400659645 4.1846542928324189 2.9324308641298549
leaf_count=11220 449723 5640 5231 163447 3776 11954 24200 19967 2901 20257 1043668 377390 196221 208392 121624 105682 60380 4241 60905 87029 45788 2019 834 8096 5582 1385 15815 455 17307 1850 15794 6688
internal_value=0 0.000425705 0.0125132 -0.011311 0 -0.00846784 0.000521595 0.00827778 0 0.0172501 -6.7086e-05 -0.00222593 -0.00859103 0.00275205 0.00654334 -0.00374424 0 -0.0129713 -0.0139879 -0.0175925 0.00956807 0.0173495 0.0232629 0.00260152 0.0210183 0.00534223 0.0240797 0.00823426 0 0 -0.00142872 0
internal_weight=0 982.13 15.3223 23.1414 966.808 44.2625 922.546 73.3879 38.6022 34.7857 849.158 545.794 145.965 303.364 223.264 80.0996 399.829 40.4039 19.2856 35.5021 19.3167 9.41996 8.93636 3.85855 16.9994 2.71759 8.68014 2.33701 17.7863 5.90237 4.6374 4.90189
internal_count=3105461 2930794 47183 174667 2883611 123624 2759987 196907 129561 67346 2563080 1677659 573611 885421 571347 314074 1104048 109912 63806 98983 65755 24308 22289 13712 29782 9936 21455 8551 37564 22875 17644 10929
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=4247557 11534800 34 1680 417 602 800 18948682 10496352 1 1 24 5 290 12323168 1 582 8454368 20 4 40
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=30
num_cat=19
split_feature=0 3 1 1 3 3 4 1 0 1 6 0 1 0 3 0 3 0 1 3 0 3 0 0 6 4 4 0 5
split_gain=0.777734 0.645463 0.790313 0.644324 0.49077 0.853841 0.839864 1.25769 0.76698 0.658674 0.610673 0.569299 0.455161 2.43515 1.0371 0.459005 0.423621 0.351119 0.33908 0.243047 0.187073 0.172442 0.145915 0.13868 0.118757 0.0846775 0.028506 0.018456 0.000531148
threshold=0 16.500000000000004 1 2 6.5000000000000009 4.5000000000000009 1.0000000180025095e-35 3 4 5 6 7 8 9 1.5000000000000002 10 1.5000000000000002 11 12 61.500000000000007 13 5.5000000000000009 14 15 16 4.5000000000000009 5.5000000000000009 17 18
decision_type=9 2 1 1 2 2 2 1 9 1 1 9 1 9 2 9 2 9 1 2 9 2 9 9 1 2 2 9 1
left_child=3 4 19 -1 5 12 11 21 -9 20 17 -7 15 14 -14 18 -17 -11 -2 23 24 -8 28 25 26 -3 -6 -12 -4
right_child=1 2 22 -5 9 6 7 8 -10 10 27 -13 13 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30
leaf_value=0 0 0.029727596923984113 0 -0.015927871051522935 0.010662676405339345 0.018981648820806742 0.015413048146778095 0.00019182587789765376 -0.016880547985151369 0 0.0020692287510039971 0 -0.0019283151727172187 -0.018467714215021754 0.011380002241097156 0.0014413501920189494 -0.004742529814319202 -0.016788973721541946 0.0090680014180387555 0 0 0 -0.0055346924155087254 0 0 0 0 0 0.00035625296447680337
leaf_weight=2.2158040376252757 36.181888562219683 3.9150701413527713 0.17123074733535759 20.661713056817465 5.2390690346073825 23.850261963187222 6.3885740385485388 2.9173051154903078 16.536209327954573 6.6450754639918159 3.1043112692350405 4.1012183160783051 167.76464075719923 42.172542627787152 45.394854443458826 362.08277225313032 122.13078843571202 38.08627564658309 72.769539990687917 0.45962378165859252 2.3637373646779434 4.3007276248463313 7.6334006503675464 1.314758093933049 0.6082485445003839 0.1250775527441873 0.12944482489547215 3.1509466122515724 1.8502659641890207
leaf_count=11174 154134 11429 408 163688 11433 41192 20506 14838 51892 20273 3788 12043 619699 216033 123191 850223 347817 106516 251953 1568 10718 14340 23703 4624 1182 479 384 10631 5491
internal_value=0 0.000498402 0.0121487 -0.0109387 0 0.000633096 0.0100591 0 -0.0108678 -0.00712308 -0.0110104 0.0172841 0 -0.0035245 0.000697746 0.0011809 0 -0.0157334 0.00606949 0.01786 0.00135532 0.0104684 0 0.024444 0.00656687 0.0226089 0.0102575 0 0
internal_weight=0 981.388 15.4694 22.8775 965.918 906.591 58.0943 30.1428 19.4535 59.3271 50.9866 27.9515 848.497 255.332 213.159 593.165 484.214 44.7314 108.951 5.81453 8.3405 10.6893 9.6549 5.35491 5.97676 4.04015 5.36851 6.25526 2.0215
internal_count=3105350 2930488 47702 174862 2882786 2717861 154811 101576 66730 164925 141208 53235 2563050 958923 742890 1604127 1198040 126789 406087 18100 23717 34846 29602 16532 12999 11908 11817 14419 5899
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=4247557 145 34 161 56 517 1 11340000 992 19407978 8717074 17835904 256 1232 3148032 9438448 1 1088 8
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=40
num_cat=16
split_feature=0 3 1 1 3 1 3 3 1 3 0 4 4 0 5 4 3 0 4 3 6 1 3 3 0 3 3 4 3 3 3 4 0 4 4 0 0 4 0
split_gain=0.728976 1.24536 0.924554 0.487631 0.588217 0.391148 1.4923 0.608154 1.64848 0.776186 0.59173 0.824289 0.400297 0.390348 0.369327 0.300564 0.256006 0.255662 0.832877 0.803544 0.423763 0.400643 0.370298 0.265699 0.239179 0.211649 0.166557 0.164937 0.100907 0.0895689 0.158767 0.0688936 0.0578982 0.0434643 0.0369057 0.0334166 0.0241331 0.015712 0.015273
threshold=0 1.5000000000000002 1 2 9.5000000000000018 3 8.5000000000000018 5.5000000000000009 4 4.5000000000000009 5 3.5000000000000004 1.0000000180025095e-35 6 7 5.5000000000000009 6.5000000000000009 8 1.0000000180025095e-35 1.5000000000000002 9 10 2.5000000000000004 1.0000000180025095e-35 11 3.5000000000000004 1.0000000180025095e-35 8.5000000000000018 61.500000000000007 29.500000000000004 2.5000000000000004 8.5000000000000018 12 7.5000000000000009 7.5000000000000009 13 14 3.5000000000000004 15
decision_type=9 2 1 1 2 1 2 2 1 2 9 2 2 9 1 2 2 9 2 2 1 1 2 2 9 2 2 2 2 2 2 2 9 2 2 9 9 2 9
left_child=1 2 -1 4 31 6 10 9 13 17 15 12 25 34 35 16 -2 18 23 -20 21 -19 -22 -7 28 -12 -14 32 33 30 37 -3 -13 -8 -9 -11 -32 -5 -16
right_child=5 3 -4 29 -6 7 24 8 -10 14 11 27 26 -15 38 -17 -18 20 19 -21 22 -23 -24 -25 -26 -27 -28 -29 -30 -31 36 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.014548149331352969 0.017063431790899204 -0.018955408994012619 0.0020820580794400825 0 0.0074690717494282841 0.025651620826894685 0.01304992657524596 -0.017071842412592384 0.018036588958638338 -0.0027241135393727104 0.0096317301947988973 0 0 0 0 0 0.0025269832791321462 -0.019155884427898777 0 0.013385953356370382 -0.0027928483508465234 0 -0.00069212820999154778 0 0.0050543715141171883 -0.012498368500530812 0 0 0 0 0 0 0 0 0 -0.0070008642746337522 0 -0.0017681086891566103
leaf_weight=38.356920800422813 25.870209772871029 12.708554027190985 38.967125234961713 6.2448439249947167 3.8602841121391966 17.454231037052526 13.762393028657238 11.566777352796633 32.333238129234815 6.5894015605808818 88.165393213426796 19.281552458905935 36.169773960416933 3.6729767978686114 4.2267191632417962 1.2269312245989556 0.87707029488228627 214.42165180053053 21.950696120573415 9.2640248509342182 14.971727952361109 265.3572089274312 3.4264607636578139 12.291559618806785 2.3655350807748645 18.523264383264177 41.977406828624225 0.89764121265034091 0.17793991963844824 0.58135382362524879 0.49130828800116433 0.1890794962091612 2.6543065855985395 0.075411018595333057 0.1346972756218755 0.94427812389039889 20.211374030732262 2.6334616234453279 8.8547094004825357
leaf_count=146370 107464 47622 283116 32255 11737 80804 30271 26344 94631 14799 223031 62201 137523 19419 20953 4211 3775 574664 83480 33699 39666 639860 8835 57946 11791 25290 146506 3100 667 1792 2175 805 15744 219 401 3675 78967 14021 15758
internal_value=0 -0.006246 -0.0133501 0.00139002 0.00922564 0.000979508 0.00405567 0 -0.00866369 0.00063882 0 -0.00152894 -0.00509412 0.00472467 0.0125804 0.00886199 0.0127775 0 -0.0049173 -0.013422 0.000463074 0 0.00948616 0.000421249 0.0207118 0 -0.00941085 0.00786864 0.0203133 -0.00166338 -0.00433969 0.0165474 0.00973362 0.0254354 0.0102312 0.0156916 -0.00731054 0 0
internal_weight=0 124.244 77.324 46.9203 16.7579 879.485 252.025 627.46 47.7077 579.753 235.644 207.669 184.836 15.3745 20.6151 27.9742 26.7473 559.138 60.9605 31.2147 498.177 479.779 18.3982 29.7458 16.3813 106.689 78.1472 22.8335 14.0157 30.1623 29.581 12.8976 21.9359 13.8378 11.7015 7.53368 20.7027 8.87831 13.0814
internal_count=3105587 618860 429486 189374 60164 2486727 771793 1714934 140795 1574139 728845 613395 532350 46164 55185 115450 111239 1518954 255929 117179 1263025 1214524 48501 138750 42948 248321 284029 81045 31157 129210 127418 48427 77945 30490 26745 18474 81142 46276 36711
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=5821191 416 595 540 129 2362376 3280 6 2362376 1 290 8391888 8400 10485984 524288 8390712
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=32
num_cat=21
split_feature=0 3 0 3 0 3 0 1 0 1 5 1 3 5 0 4 4 6 1 3 0 3 4 1 6 1 4 0 1 5 1
split_gain=0.676331 0.606907 0.764134 0.487921 0.80673 0.572184 1.44761 0.697061 1.77948 0.666283 0.80662 0.515 0.501796 0.456421 0.448185 2.78104 1.69921 0.444412 0.397596 0.222 0.156917 0.141057 0.136121 0.0808833 0.0617088 0.0507018 0.022249 0.0147147 0.00952672 0.0200166 1.13826e-05
threshold=0 16.500000000000004 1 7.5000000000000009 2 2.5000000000000004 3 4 5 6 7 8 3.5000000000000004 9 10 1.5000000000000002 1.5000000000000002 11 12 61.500000000000007 13 6.5000000000000009 4.5000000000000009 14 15 16 5.5000000000000009 17 18 19 20
decision_type=9 2 9 2 9 2 9 1 9 1 1 1 2 1 9 2 2 1 1 2 9 2 2 1 1 1 2 9 1 1 1
left_child=21 3 19 5 23 7 9 14 13 12 -11 27 -7 -9 16 -16 -2 18 -6 22 -13 -1 25 -5 26 -3 -25 -8 -4 -30 -19
right_child=1 2 28 4 17 6 11 8 -10 10 -12 20 -14 -15 15 -17 -18 30 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 29 -31 -32
leaf_value=-0.014706717535080172 -0.0030022091152240313 0 0 0 0 -0.0077369873584884896 0 0.0036086957461634651 -0.017533345426014285 0.017489252035843214 0 0 0.0056220540134273534 -0.004994813062898942 0.0053147580389439689 -0.010581790929002801 0.015672945223869656 5.2073525863710474e-05 -0.017854356602287461 0 -0.013982285814063109 0 0 0.008610354286309024 0 0.021452760658347548 0 0.001730294202445767 0 -0.0027031367606210736 0
leaf_weight=13.379494385122596 45.255201307612879 2.0049903128601727 1.3023207669029941 1.1207186098836244 4.3642984378529954 19.845489467668813 2.0573705890928977 125.01177004682722 38.818149455370076 76.554550921173359 22.499413521862152 5.0887192818772746 34.356756082641368 56.813329298476674 276.45265683077014 141.05842648773432 59.904442952843965 1.9765462834257048 30.58397696927932 0.46093717326584815 16.96259866223409 0.53719780702340436 0.26717193496733749 2.225033754279139 0.39487247770739564 6.9273721056306332 0.12713544904545404 9.1485024827452417 0.45754732769273687 4.1943308863992561 2.9710669613050404
leaf_count=127658 170831 5626 5742 3661 12043 54969 4811 463817 242441 196627 58447 11368 90623 165338 485843 507416 235592 4260 86769 1930 78866 2911 848 8309 1417 16140 451 36104 1863 15869 6782
internal_value=0 0.000512179 0.011791 0 -0.00784774 0.000591952 0.00524888 -0.000346923 -0.00487269 0.00963974 0.0135687 -0.00582179 0 0 0.00124718 0 0.00608389 -0.0124168 -0.0168885 0.0167801 -0.0113726 -0.0109742 0.0224341 0.00257996 0.00526963 0.0232746 0.0081835 0 0 -0.00146067 0
internal_weight=0 989.206 15.6147 973.591 43.7636 929.827 186.513 743.314 220.643 153.256 99.054 33.2572 54.2022 181.825 522.671 417.511 105.16 39.8959 34.9483 9.66047 22.0513 13.9167 9.19953 3.86776 2.74704 8.93236 2.35217 11.2059 5.9542 4.65188 4.94761
internal_count=3105372 2974803 48018 2926785 123692 2803093 531815 2271278 871596 400666 255074 131149 145592 629155 1399682 993259 406423 109854 98812 24544 90234 130569 22614 13838 10177 21766 8760 40915 23474 17732 11042
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=4247553 11534800 1680 2951530 992 19672260 196 5 162 9 8455058 1 5 1048576 290 1 582 1056768 20 4 40
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=33
num_cat=18
split_feature=3 0 1 0 4 3 1 1 5 0 4 0 1 0 3 0 5 4 3 0 3 3 4 3 4 0 1 1 3 1 5 4
split_gain=0.618448 1.00853 1.68959 0.771506 0.483234 0.678144 0.730801 0.559308 1.46527 1.12801 0.76908 0.531129 0.598859 0.471989 0.418651 1.0655 0.34062 0.238761 0.224901 0.206646 0.190101 0.16406 0.129018 0.127671 0.124884 0.111112 0.0617547 0.0485342 0.0225201 0.0118709 0.0192746 0.00284886
threshold=16.500000000000004 0 1 2 4.5000000000000009 6.5000000000000009 3 4 5 6 1.0000000180025095e-35 7 8 9 1.0000000180025095e-35 10 11 7.5000000000000009 61.500000000000007 12 6.5000000000000009 10.500000000000002 4.5000000000000009 11.500000000000002 14.500000000000002 13 14 15 2.5000000000000004 16 17 7.5000000000000009
decision_type=2 9 1 9 2 2 1 1 1 9 2 9 1 9 2 9 1 2 2 9 2 2 2 2 2 9 1 1 2 1 1 2
left_child=1 2 16 18 5 7 25 14 9 -9 -10 27 28 -8 19 -16 17 21 22 -3 -4 -1 26 24 -14 -7 -2 -6 -13 -5 -31 -29
right_child=3 4 20 29 11 6 13 8 10 -11 -12 12 23 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 31 -30 30 -32 -33
leaf_value=0.013017524340134324 0 0.0018259482669350923 -0.023205050815607541 0 0 0.0046405560030291634 0 0.01465158895141757 0 -0.0032438692524385977 -0.0084590539380545726 -0.0024700896114725622 0.01724257344104483 -0.016921684710203541 0 0.015067029892465878 -0.00094364208622497959 0 0 -0.0045163717817923799 0 0 0 0 0 0 0.021114273508562754 -0.0041177075380520274 0 0 -0.0027998091610503925 0
leaf_weight=19.547543396225599 2.0154705686363741 124.89722396353864 33.801221563390754 1.3251004016346994 1.4627223796487669 11.596431377125555 2.9805385553372616 49.796510319562003 232.4430606654123 7.5415858805681628 196.05841645923738 6.9100078761330206 44.192061851859762 33.399587546162365 116.83250851604316 45.163387735661672 6.4373377477859348 1.0899045484984515 0.47742718789959404 34.355768340559734 4.029461926640578 0.6275851589962248 0.25858915633580259 0.35890893879695696 0.33903016584372281 2.4170251569375951 7.0583293370727862 7.5454983637973747 2.4493678149374318 0.4927982566296123 4.2382810429626252 2.004682225335273
leaf_count=83097 5609 320119 227824 5850 5398 22262 12194 107464 583422 32152 698369 27606 172202 95958 252318 211547 27892 6746 1910 102553 9811 1859 826 1133 1941 11486 16376 25344 9200 1976 15723 7089
internal_value=0 -0.000667519 -0.0099905 0.0111779 7.74954e-05 -0.000334951 -0.00923463 0.000173389 -0.00154221 0.00885001 -0.00421002 0.00705286 0.0103262 -0.0136176 0.0034771 0.00672318 0.00191106 0.00772387 0.0164295 0 -0.0190633 0.0116034 0.02202 0.0142473 0.0167092 0 0.0228278 -2.68067e-05 0 -0.00012301 -0.00163515 -0.00312984
internal_weight=0 988.277 65.5331 15.866 922.744 857.482 50.3936 807.088 485.84 57.3381 428.501 65.2623 54.2494 36.3801 321.249 161.996 27.7024 21.265 9.80982 159.253 37.8307 20.1751 9.33239 44.89 44.5311 14.0135 9.0738 11.0129 9.35938 6.05618 4.73108 9.55018
internal_count=3105256 3056986 357229 48270 2699757 2449844 141900 2307944 1421407 139616 1281791 249913 212082 108152 886537 463865 119594 91702 24721 422672 237635 84956 22811 175276 174143 33748 21985 37831 36806 23549 17699 32433
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=5296385 864 11534800 13 674 4 2099816 2950146 544 16786434 18876508 5 10553932 8389840 582 516 20 4
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=32
num_cat=19
split_feature=3 0 1 1 4 3 1 3 0 1 0 0 1 0 0 1 1 5 0 4 3 3 3 0 4 3 0 4 1 3 5
split_gain=0.591592 0.895221 1.54712 0.750734 0.376243 0.619789 0.671881 0.489725 1.23142 0.538392 0.887658 0.489274 0.559635 0.474182 0.458317 0.429038 0.31846 0.311343 0.252749 0.232004 0.201282 0.176086 0.159355 0.149891 0.121347 0.122454 0.104173 0.0804025 0.0502597 0.0235518 0.000358114
threshold=16.500000000000004 0 1 2 4.5000000000000009 6.5000000000000009 3 2.5000000000000004 4 5 6 7 8 9 10 11 12 13 14 7.5000000000000009 61.500000000000007 6.5000000000000009 10.500000000000002 15 14.500000000000002 11.500000000000002 16 4.5000000000000009 17 2.5000000000000004 18
decision_type=2 9 1 1 2 2 1 2 9 1 9 9 1 9 9 1 1 1 9 2 2 2 2 9 2 2 9 2 1 2 1
left_child=1 2 17 18 5 7 26 9 15 13 -11 28 29 -3 -8 -9 -10 19 20 22 27 -4 -1 30 25 -14 -7 -2 -6 -13 -5
right_child=3 4 21 23 11 6 14 8 16 10 -12 12 24 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32
leaf_value=0.012580964977946819 0.028345252598974781 0 -0.022230275751163833 0 0 0.0044900931982938654 0 0 0 0 -0.010072935538241283 -0.0025253226737859797 0.016211593709486782 0.0074642578691999292 -0.016343374067432703 0.012752381458211372 -0.0088777893335071599 -0.00077939059225575456 0 0 0 0 0 -0.0056074425580819633 0 0 0 0 -0.0031873148509671528 0 0.00029243104831612021
leaf_weight=19.739620547035891 4.2799347532854881 164.81612709988076 33.001757275589625 0.16790257261891384 1.4862680967780761 11.670645022553799 2.9902148150395078 28.729432044747227 8.7286267621748248 330.56133633809986 88.986902041585381 6.9309273502731212 44.849805750736778 73.520329368770035 32.893008460385317 87.645116039526329 23.647110116609838 6.3604681310935147 1.4955584322888151 1.1092688529461145 0.32463299547816848 4.0232862590255527 0.63335913248738407 7.6699419043361541 0.36626937065011489 0.35569483351719 2.4633503805453048 0.12533451514173055 9.5795974670290853 2.4374526095343754 1.8768625353986865
leaf_count=83229 12396 330544 227901 405 5627 22354 12197 61710 45384 866834 421817 27613 172918 278455 95385 187463 115489 27541 5084 6829 1184 9767 1877 23377 1986 1120 11632 475 32487 9163 5473
internal_value=0 -0.000594221 -0.00941935 0.0109979 8.63767e-05 -0.000241689 -0.00880696 0.000227596 0.00511631 -0.000616568 -0.00299397 0.006223 0.00952294 0.00234157 -0.013051 0.00992848 -0.00467034 0.00170015 0.0168111 0.00734319 0.020717 -0.0182165 0.0111649 0 0.0133364 0.0156617 0 0.0278775 -0.000130498 0 0
internal_weight=0 987.526 64.8678 15.9402 922.658 856.652 50.0172 806.635 148.75 657.885 419.548 66.006 54.9401 238.336 35.8832 116.375 32.3757 27.8427 6.22546 21.4822 4.7299 37.025 20.373 9.71471 45.5718 45.2055 14.134 4.40527 11.0659 9.36838 2.04477
internal_count=3105716 3057322 357144 48394 2700178 2449264 141568 2307696 410046 1897650 1288651 250914 212800 608999 107582 249173 160873 119476 19139 91935 14055 237668 85106 29255 176024 174038 33986 12871 38114 36776 5878
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=5296385 864 145 13 11339850 672 19407956 2950146 544 17311824 16786434 132 134 5 9438448 3148032 8389840 516 8
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
count_proc=626
adm_past_year=603
anmdc_ra=397
agegroup_rm=391
pat_remoteness=105
flag_emergency=56
indstat_flag=24

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: 0,1,2,5,6]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 30046]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

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