tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=55
objective=binary sigmoid:1
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55
feature_infos=[-2.6480116844177246:899.24127197265625] [-1.6953428983688354:537.716552734375] [-1.5686674118041992:432.52276611328125] [-1.5100586414337158:317.26541137695312] [-1.3684296607971191:294.17733764648438] [-3.8205981254577637:3.6167638301849365] [-11.250462532043457:11.633420944213867] [-178.32157897949219:31.027378082275391] [-168.69509887695312:24.585739135742188] [-58.428810119628906:107.74765014648438] [-1.0032992362976074:0.99671167135238647] [-3.3106920719146729:3.1623668670654297] [-0.30803275108337402:195.3482666015625] [-32.104030609130859:276.09219360351562] [-18.295454025268555:313.37521362304688] [-14.363351821899414:354.548828125] [-8.4178743362426758:412.9281005859375] [-0.93466681241989136:15.501534461975098] [-0.021823929622769356:405.318359375] [-0.024879168719053268:288.1317138671875] [-0.033813551068305969:266.71868896484375] [-0.20548999309539795:60.144813537597656] [-0.65683537721633911:1.6594306230545044] [-2.6472175121307373:899.2196044921875] [-3.7117986679077148:3.6195874214172363] [-3.5777997970581055:4.4422993659973145] [-2.052433967590332:2.8989355564117432] [-141.80332946777344:642.29339599609375] [-193.14361572265625:314.93453979492188] [-0.28035897016525269:76.039054870605469] none [-3.1843767166137695:3.0735974311828613] [-14.363351821899414:354.54876708984375] [-0.40915185213088989:27.987947463989258] [-1.579592227935791:1.3883670568466187] [-1.6251664161682129:1.4297853708267212] none [-3.1603121757507324:14.421809196472168] [-0.25330248475074768:3.9478490352630615] [-24.201498031616211:0.041319753974676132] none none [-0.038646969944238663:25.875249862670898] [-3.1246073246002197:5.1051316261291504] [-0.25614631175994873:3.9054112434387207] [-77.5755615234375:491.19122314453125] [-66.322944641113281:460.3082275390625] [-2.2481677532196045:3.1108465194702148] [-3.1593220233917236:3.6238675117492676] [-14.02635383605957:8.8616828918457031] [-1.3664791584014893:1.0622026920318604] [-0.34903949499130249:116.00056457519531] [-1.1733413934707642:1.0420401096343994] [-0.056538037955760956:58.067909240722656] [-3.1603126525878906:14.421808242797852] [-2.4257125854492188:2.1942636966705322]
tree_sizes=3505 3568 3580 3562 3584 3573 3583 3576 3560 3587 3601 3572 3568 3571 3565 3582 3593 3582 3598 3585 3589 3608 3566 3586 3589 3585 3596 3600 3566 3569 3541 3558 3574 3575 3561 3593 3580 3568 3567 3584 3562 3567 3576 3585 3562 3613 3621 3625 3593 3566 3574 3569 3547 3558 3591 3425 3233 3575 3578 3492 3575 3592 3551 3596 3599 3571 3575 3599 3470 3569 3629 3612 3588 3368 3603 3600 3599 3578 3573 3586 3602 3227 3440 3607 2887 3555 3558 3563 3456 3561 3620 3608 3587 3593 3581 3598 3590 3593 3575 3589 3454 3612 3593 3587 3600 3595 3610 3611 3573 3591 3597 3615 3574 3585 3601 3578 3585 3581 3575 3567 3559 3596 3121 3548 3560 3579 3600 3583 3465 3264 3576 3605 3375 3467 3590 3573 3547 3561 3108 3592 3469 2938 3032 3016 3032 3607 3587 3372 3605 3574 3584 3608 3608 3603 3568 3253 3610 3449 3587 3579 3562 3556 3563 3602 2915 3577 3585 3610 3560 3578 3538 3516 3546 3441 3206 3272 3450 3540 3457 3439 2868 3603 3006 3566 3524 3114 3402 3179 3005 3190 3342 3094 2550 3457 3319 3468 3589 2419 3588 3576

Tree=0
num_leaves=31
num_cat=0
split_feature=18 7 7 47 0 0 1 6 7 6 44 17 5 16 0 7 6 7 21 7 8 21 23 47 17 17 7 46 0 50
split_gain=2636.48 1712.87 2116.69 1142.75 595.254 363.237 247.742 157.578 147.418 144.44 203.938 160.954 136.248 88.2567 74.745 67.4195 65.1642 48.111 41.9724 40.1218 35.0627 33.7885 19.9281 18.3581 14.1051 16.2886 10.5852 9.85206 7.27959 7.23807
threshold=-0.020662431605160233 -0.0097913797944784147 0.044861363247036941 -0.5827713906764983 -0.0015730941086076198 -0.0015730941086076198 -0.0026376470923423763 6.0529777329065844e-05 0.097593933343887343 1.0000000180025095e-35 1.0000000180025095e-35 -0.9409729242324828 0.67960941791534435 0.059037040919065482 -0.0015730941086076198 -0.04316392354667186 0.66113388538360607 -0.081215556710958467 -0.20624444633722303 0.053041078150272376 -0.0024156388826668258 4.1274077892303476 0.0022488698596134786 1.0000000180025095e-35 1.4130014777183535 0.92029353976249706 0.014900057110935451 -0.0043661890085786572 -0.0026790744159370656 -1.0101534128189085
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 9 3 4 -3 -5 18 14 12 10 17 16 -4 -10 26 -13 -11 -2 23 20 -9 -12 -16 27 25 -20 -8 -1 -25 -21
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leaf_value=-0.35097568513791116 -0.32436041928035675 -0.34714470975536343 -0.33031832697008978 -0.33904159288305197 -0.36801179931077671 -0.34992075840059211 -0.32089657250542997 -0.35053058923447106 -0.32187253228495172 -0.34810110835868691 -0.30741956749477278 -0.32969523155874181 -0.34141103629035569 -0.33128981541108793 -0.42037919824977804 -0.33742692065244845 -0.39371500394056341 -0.33081730386365532 -0.32820094754333967 -0.30884396639833817 -0.39217974000520717 -0.27971683497286637 -0.34465411338960128 -0.29909553498819041 -0.36913569361500442 -0.25683920301033103 -0.37338055171359924 -0.37862108954222706 -0.34940562156643551 -0.35357468680546428
leaf_weight=55.852711498737335 8591.604055762291 7128.5058523714542 6985.9600191116333 19833.540691077709 15894.224665284157 24943.335279583931 16.998651325702667 77.950958222150803 4856.7575216293335 254.73693200945854 1255.4718193411827 12318.922615736723 9283.206326842308 13655.987961441278 1354.3068349063396 6056.1337915956974 202.28395077586174 8043.7618073225021 94.463933795690536 19.912705838680267 1094.2274696230888 181.39989343285561 12.627569556236265 12.384731680154799 25.497976988554001 13.113245308399199 74.308390080928802 274.40679997205734 63.137847781181335 37.639870792627335
leaf_count=230 35380 29355 28768 81674 65452 102716 70 321 20000 1049 5170 50729 38228 56235 5577 24939 833 33124 389 82 4506 747 52 51 105 54 306 1130 260 155
internal_value=-0.341767 -0.340526 -0.344514 -0.350687 -0.361551 -0.345102 -0.395385 -0.402828 -0.332481 -0.329441 -0.325609 -0.333118 -0.336648 -0.328819 -0.416169 -0.332243 -0.36829 -0.327483 -0.358253 -0.387009 -0.38941 -0.303922 -0.41968 -0.367843 -0.329012 -0.319502 -0.36361 -0.373946 -0.341155 -0.338098
internal_weight=142713 139486 102582 67799.6 23022.7 44776.9 3226.83 2687.97 34781.9 36904.3 18072.2 18832.1 16269.2 18512.7 1458.24 18375.1 457.021 16635.4 538.857 1229.73 1172.18 1436.87 1366.93 405.782 133.075 107.577 91.307 330.26 75.5226 57.5526
internal_count=587687 574399 422428 279197 94807 184390 13288 11069 143231 151971 74421 77550 66996 76235 6005 75668 1882 68504 2219 5064 4827 5917 5629 1671 548 443 376 1360 311 237
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=48 28 47 8 8 48 38 1 28 7 7 6 0 17 21 28 17 28 55 28 28 6 6 8 7 7 54 5 51 7
split_gain=4224.9 1523.88 908.176 640.421 688.167 513.242 448.009 363.893 339.925 204.528 245.915 169.328 143.364 127.865 127.538 108.1 96.56 75.7372 67.3285 66.9688 66.5315 59.7143 52.967 49.9529 47.7162 34.6048 21.3811 19.8839 15.1564 13.6114
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.0089428424835205061 0.057788373902440078 -0.34191577136516565 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984 0.061627229675650604 0.0033224067883566026 6.0537413446581929e-05 -0.0017451324965804813 -0.9409729242324828 3.1571753025054936 -0.27692525088787073 -0.9409729242324828 -0.081908166408538804 0.15352448076009753 -0.16511735320091245 0.0010656728409230711 0.61955183744430553 6.054261029930786e-05 -0.050118966028094285 0.051835363730788238 0.0051615408156067142 1.0425440669059756 -1.8549360036849973 -0.28147326409816736 -0.27966761589050287
left_child=2 6 7 13 5 -5 19 20 17 10 -10 12 -9 21 18 -16 -6 28 -8 27 29 -3 -22 -15 -13 -21 -19 -2 -4 -1
right_child=1 3 8 4 16 -7 14 11 9 -11 -12 24 -14 23 15 -17 -18 26 -20 25 22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.038620243668689394 0.029430535297940711 -0.003464016076262298 -0.00043041137445959659 -0.014194470685988432 -0.022759745738872354 -0.0016282092797973776 0.039481184256955688 -0.027364425848366094 -0.0046270643266722467 0.0051905694811902993 -0.029468801955586033 -0.040951610781264164 -0.066433469401712159 0.011712638888031562 0.092056241532322128 0.036699726102805655 0.0082239949596035269 -0.0041183727397212898 0.02007627964399198 0.014690876988473269 -0.040197450469184486 -0.045860131105585719 -0.012741927078393531 0.0061437321743383084 -0.0055528598151578443 0.0087849593140615963 0.043943839555330093 0.017245065763238598 0.025780639017785316 -0.0050453412983699686
leaf_weight=27.035954430699348 511.10910750925541 282.09223492443562 95.848482817411423 17435.82329659164 369.38144741952419 35572.461850076914 1776.6468777358532 387.34458178281784 1773.590687841177 903.0936417132616 7505.0892091393471 1543.2510625123978 2660.975716277957 14774.746705055237 261.09003756940365 247.26892532408237 18376.646764963865 2208.5139167159796 1009.4086162596941 6315.8933755904436 605.9153741300106 207.62763917446136 434.2482026219368 9544.5150682926178 150.45027641952038 8219.9842494577169 33.831955745816231 8487.9388234168291 463.3586702644825 519.97231550514698
leaf_count=111 2099 1162 394 71924 1518 146632 7294 1596 7302 3714 30989 6387 11065 60723 1070 1014 75561 9090 4145 25957 2506 862 1793 39280 619 33815 139 34880 1904 2142
internal_value=3.6208e-05 0.00412048 -0.0260592 0.00060584 -0.00226731 -0.00576158 0.0167702 -0.0446945 -0.0169748 -0.0220674 -0.0247204 -0.0530178 -0.061469 0.00891577 0.0374934 0.0651305 0.00761348 0.00153331 0.0324506 0.0138694 -0.0198269 -0.0214388 -0.0287353 0.00952703 -0.0378072 0.0113511 -0.00339322 0.0179372 0.021288 -0.00288716
internal_weight=142705 123393 19312.5 96563.3 71754.3 53008.3 26829.3 6329.19 12983.3 10181.8 9278.68 4742.02 3048.32 24809 3294.41 508.359 18746 2801.55 2786.06 23534.9 1587.17 489.72 1040.16 24319.3 1693.7 14535.9 2242.35 8999.05 559.207 547.008
internal_count=587687 507936 79751 397662 295635 218556 110274 26219 53532 42005 38291 19667 12661 102027 13523 2084 77079 11527 11439 96751 6552 2024 4299 100003 7006 59772 9229 36979 2298 2253
shrinkage=0.06

Tree=2
num_cat=0
split_feature=48 28 18 8 8 48 28 6 38 6 6 7 17 21 28 28 17 6 28 6 7 7 23 8 26 8 5 12 27 11
split_gain=3750.78 1341.7 863.038 565.201 608.463 456.773 417.995 465.135 391.747 173.387 138.09 130.604 113.111 110.641 109.849 93.6057 87.2233 85.6276 58.761 53.9111 45.9433 43.1687 32.235 30.6799 24.138 21.2089 17.3914 15.7043 14.3179 10.3913
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.056312030181288726 -0.34191577136516565 0.000590299750911072 6.054261029930786e-05 1.0000000180025095e-35 1.0000000180025095e-35 6.0529777329065844e-05 0.061627229675650604 -0.9409729242324828 3.1571753025054936 -0.081908166408538804 -0.23239897191524503 -0.9409729242324828 1.0000000180025095e-35 -0.16511735320091245 0.6756977140903474 -0.095203194767236696 -0.022537890821695324 -0.0016591091989539561 -0.0041350403334945432 0.87006315588951122 0.060729285702109344 -1.8549360036849973 -0.25213894248008722 -0.0034591275034472342 -0.68374860286712635
left_child=2 8 9 12 5 -5 14 17 18 27 22 -9 19 24 28 -15 -6 -8 26 -3 -14 -16 -11 -20 -10 -12 -2 29 -4 -1
right_child=1 3 6 4 16 -7 7 11 13 10 25 -13 20 15 21 -17 -18 -19 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0048484301646380722 0.027535507718260709 -0.0042963666789291579 0.026082411806962309 -0.013460045880946526 -0.021677266704434602 -0.0015538445846190335 -0.017844963582001411 -0.019247455849243401 0.033435074214322617 -0.07107500830224725 -0.044816611505350781 0.0048574526474179126 0.012147868842051679 0.083218803300082189 0.0065157042245196284 0.031534441523291219 0.0075833586887485635 -0.044915833755323806 0.014283986750513513 -0.04520076118655502 0.0068235392951327698 -0.010234877418193311 -0.015209029059511631 0.0085628537273080094 0.020293049345501236 -0.0026435518290204504 0.016164572565942569 0.027152899129363566 0.0069031110658762307 -0.026218940787449796
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internal_value=3.24868e-05 0.00387015 -0.024627 0.000569045 -0.00213254 -0.00547196 -0.0188701 -0.0253122 0.0157208 -0.0527141 -0.0577024 -0.0160748 0.00836828 0.0350417 -0.00422189 0.0606613 0.00701286 -0.041679 0.0130073 -0.0202438 0.00894111 -0.0076565 -0.0697203 0.0106498 0.0303485 -0.0433975 0.0168115 -0.0144297 0.0194165 -0.0180382
internal_weight=142683 123468 19214.9 96568.1 71723.7 52539.1 15946.4 11075.6 26899.9 3268.46 2891.69 7079.76 24844.5 3312.69 4870.87 512.885 19184.5 3995.8 23587.2 487.639 24356.8 4252.92 1571.46 14562.6 2799.81 1320.23 9024.66 376.776 617.941 346.69
internal_count=587687 507936 79751 397662 295635 216845 66033 45959 110274 13718 12159 29318 102027 13523 20074 2084 78790 16641 96751 2024 100003 17542 6644 59772 11439 5515 36979 1559 2532 1435

Tree=3
num_cat=0
split_feature=28 18 28 47 17 38 7 26 8 6 6 28 21 28 7 7 28 55 6 8 23 28 4 46 29 24 51 26 26 15
split_gain=2099.62 1692.01 1233.06 660.466 573.829 462.551 358.885 210.509 191.611 177.794 142.924 123.296 83.8594 100.062 78.935 69.6098 66.0892 64.8785 52.7118 45.5598 20.8089 19.1705 17.951 16.4373 15.3993 15.0866 14.9011 13.7582 12.2556 11.2784
threshold=-0.014725709334015845 -0.020567901432514187 0.021683344617486004 -0.5827713906764983 -0.9409729242324828 1.0000000180025095e-35 0.00065479933982715021 -2.0629943609237666 -0.0079659163020551187 0.64674586057662975 0.81589552760124218 -0.16511735320091245 3.1571753025054936 -0.27692525088787073 0.013508669566363098 -0.0007832700794097035 0.00089833911624737095 0.15352448076009753 6.0516111261677004e-05 0.04795315861701966 0.0028270264156162743 -0.91767302155494679 -0.020877178758382794 -0.027065264992415902 -0.24111911654472348 -2.3852913379669185 0.17622788995504382 0.87006315588951122 -1.7478882670402525 -0.0063512064516544333
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internal_value=2.90781e-05 -0.004319 -0.00290246 -0.00784716 0.00593215 0.0122159 -0.0158534 -0.0452198 -0.00328881 -0.0348119 0.00732258 0.00999721 0.0322243 0.0536116 -0.0323394 0.00775225 -0.0377524 0.0284544 -0.061938 0.00528097 -0.0519284 0.079814 0.0158527 0.0168944 0.0144076 -0.00592989 0.0291099 0.0348016 0.0119067 -0.0743169
internal_weight=142645 105134 101615 65150.5 36464.5 37510.3 23636.2 3519.29 41514.3 1203.32 35261.2 33766 3744.28 561.095 1987.8 24408.1 1649.68 3183.19 1531.49 15304.4 846.783 271.137 9357.89 1128.29 7185.14 338.125 289.959 2054.9 9103.76 684.703
internal_count=587687 434039 419142 269137 150005 153648 98037 14897 171100 4994 145011 138414 15234 2269 8334 100167 6931 12965 6563 62885 3608 1090 38247 4602 29375 1403 1179 8363 37282 2955

Tree=4
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Tree=9
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Tree=55
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split_feature=48 9 9 6 6 21 2 7 55 35 21 20 6 25 25 51 37 33 55 33 46 31 6 19 35 9 26 26 11
split_gain=33.3108 29.5285 31.851 33.162 41.7225 34.0092 22.8936 21.2036 16.6807 12.0797 10.6931 21.3108 10.3659 9.61969 9.57434 9.57317 10.87 17.5337 17.2174 9.40855 10.3511 9.18061 10.0575 8.84636 10.5782 8.45502 7.71933 5.32041 1.9014
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=56
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split_feature=26 9 3 6 17 6 45 31 23 6 2 16 4 29 23 11 9 45 46 48 12 17 33 35 17 9 19
split_gain=30.237 27.4873 60.7029 29.8539 41.5472 29.7531 22.4354 24.9914 17.8429 15.3614 13.6374 18.3327 20.5958 15.4324 14.6209 9.87341 9.57814 9.10135 9.06454 8.7855 12.9073 12.2511 7.22106 5.19059 4.76871 5.06069 4.59571
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internal_count=587699 581276 406933 140594 38970 101624 266339 255714 6423 6326 174343 134332 90166 40011 44166 28678 10625 97 11333 5065 4556 509 76 46 1261 66 1195

Tree=57
num_cat=0
split_feature=29 18 17 28 21 17 14 25 27 28 28 50 23 5 28 34 16 35 31 55 7 20 9 9 55 28 31 27 55 13
split_gain=28.0234 24.9444 25.8906 27.5019 31.3923 26.3986 22.4169 26.2423 15.8414 15.818 15.736 14.3881 12.8932 12.0004 11.6381 14.9369 13.068 12.1762 11.5907 10.755 10.09 11.6973 9.90189 9.55619 9.7118 9.15583 15.1176 11.9623 8.66189 8.46939
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internal_count=587699 557690 532153 216299 187597 28702 30009 17608 315854 12432 11881 25537 15272 294302 12401 2696 1073 1623 9298 21552 9705 163 5974 5176 2398 10265 879 9386 2778 9542

Tree=58
num_cat=0
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Tree=59
num_cat=0
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Tree=70
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Tree=71
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Tree=72
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Tree=73
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Tree=74
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num_leaves=21
num_cat=0
split_feature=17 0 46 16 46 37 45 53 12 45 2 17 6 25 34 8 16 7 8 49
split_gain=5.61876 9.24723 12.8356 9.34538 7.26097 6.98908 6.05975 5.96475 9.31015 8.3405 10.9771 7.01372 5.88505 14.281 8.75581 6.90126 5.71492 33.3699 8.78649 5.005
threshold=3.7556935548782353 -0.10270385444164275 0.020590000785887245 -1.081806421279907 -0.25675624608993525 6.8622090816497812 0.09780346974730493 5.3784809112548837 -0.28765453398227686 0.014905953779816629 0.010058751795440914 -0.76412707567214955 -3.7249670028686519 1.0210213065147402 -0.24889139086008069 -0.01495661213994026 -0.1068240739405155 -0.022277201525866982 -0.028399574570357796 -0.9393821358680724
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 4 -3 -2 6 -5 12 -9 10 -10 -11 13 14 -1 -15 17 -14 -18 -6
right_child=1 3 -4 5 19 -7 -8 8 9 11 -12 -13 16 15 -16 -17 18 -19 -20 -21
leaf_value=-0.010354702766746238 -0.0076542865549152029 -0.058604033854737475 -0.044656214302494134 0.0023399146886644703 0.010403823083145653 0.065890136885370154 0.031318928247820385 0.088383977199658431 0.0061330672449504678 0.10828651134160446 -0.056996513899276444 0.0081167816051411473 -0.0017008865030485939 0.0022028596889387517 0.007347000211969156 0.039894588676018791 0.00096189574456124712 0.0069552883328888246 -0.00024845828893604367 0.076511118263727793
leaf_weight=143.97293102741241 6.6375985443592098 8.9006666243076307 6.4482419043779364 1634.7369481548667 5.1935486048460033 6.3454303592443457 26.396530210971832 4.9826436042785636 424.39206283539534 5.2066278457641602 10.152937263250349 4.8701648861169797 20174.389151729643 24.775199860334396 333.85918363928795 59.455596029758453 28401.677697204053 1741.6754706054926 90055.506930364296 20.000667482614517
leaf_count=600 27 36 26 6968 21 26 110 21 1778 23 42 21 83001 102 1381 243 116177 7522 382751 81
internal_value=-3.49807e-05 0.00337903 0.0325377 0.00271319 0.0481751 0.00304049 0.00280041 -7.63845e-05 0.00682348 0.00590947 0.00465807 0.059874 -9.8396e-05 0.00602886 0.0020134 0.0288081 -0.00012293 -0.00101298 4.17401e-05 0.0628837
internal_weight=143100 1714.66 38.2801 1676.38 31.8318 1667.48 1661.13 141385 449.604 444.622 434.545 10.0768 140935 562.063 477.832 84.2308 140373 21916.1 118457 25.1942
internal_count=600957 7295 155 7140 129 7104 7078 593662 1885 1864 1820 44 591777 2326 1981 345 589451 90523 498928 102

Tree=198
num_cat=0
split_feature=55 25 47 7 14 11 9 54 9 47 55 13 49 35 12 11 55 35 23 46 33 31 6 35 9 6 43 31 26 2
split_gain=5.76311 9.73611 14.843 12.2595 11.4709 16.3021 9.6108 9.08324 8.98363 11.7832 13.0482 11.0471 9.99299 9.30165 8.8314 8.4886 13.813 10.0703 9.98873 9.23741 13.9976 9.30002 8.22802 12.8418 12.721 11.5264 12.5093 11.4253 10.4613 7.9548
threshold=0.36563305556774145 -0.98611101508140553 -1.2433525025844572 -0.52754068374633778 0.99955433607101452 0.99202755093574535 0.67878255248069774 -0.24567974358797071 0.20248866081237796 1.4361547231674197 -0.076943162828683839 -0.18843661248683927 1.0000000180025095e-35 1.3639329075813296 -0.25405210256576533 -1.8003312945365904 1.0247220993041994 -0.39835225045680994 0.0019306767499074342 -0.0064728984143584958 -0.40393321216106409 1.0000000180025095e-35 0.66048380732536327 1.2112014293670657 0.010371494106948377 -0.0032315243734046812 3.5251111984252934 -1.2059499621391294 -1.0813804864883421 0.17378705739974978
left_child=8 2 3 -2 6 -6 -4 -5 22 10 12 -12 -10 29 -15 16 18 -18 -3 20 -17 -21 25 24 -24 26 -1 -27 -25 -11
right_child=1 15 4 7 5 -7 -8 -9 9 13 11 -13 -14 14 -16 19 17 -19 -20 21 -22 -23 23 28 -26 27 -28 -29 -30 -31
leaf_value=-6.4281333145771918e-05 0.072777851330339371 -0.0012499484777991191 -0.0016451914441496782 0.15317018202963451 0.039721119657483039 -0.039247492642993251 0.015093959355286211 -0.011512440511532123 -0.010188315457581391 0.0082594931655025003 0.025246461356836083 0.001479900713020873 -0.0029112489092919039 -0.075660710829966643 -0.0032823749130287483 0.023217190255105769 0.0047772524900974384 0.018016973902088045 -0.038605689770293161 0.0016724429459721291 -0.0015656039620513247 -0.00053719258244779846 -0.0016005760842355834 0.018076014682174773 0.0026554372643112886 0.0080919433126842889 0.005435794470395992 0.0015135029177924353 -0.0086669634678246052 -0.025998757256688095
leaf_weight=40630.429754707962 6.3068580552935591 710.61504459381104 7999.9279023036361 1.2077348679304112 11.284367069602011 56.688485980033875 125.41540849208832 723.77581697702408 808.55804604291916 803.25701069831848 75.491169050335884 1045.4475832879543 4250.7265683710575 6.1826286017894736 330.12227743864059 82.450118005275726 866.53455202281475 271.65368075668812 26.738655656576157 11255.75240906328 16718.416290502995 17547.16139484942 8639.0718538686633 55.589600875973701 3574.2419021576643 991.57148298621178 1545.2930544167757 22914.291669763625 998.69554048031569 25.165094152092934
leaf_count=173294 26 2896 33850 6 46 235 507 4258 3255 3228 303 4221 17105 25 1324 338 3529 1107 109 47651 69236 74085 36729 238 14707 4059 6429 93801 4259 101
internal_value=-3.28935e-05 -0.00050496 -0.00232318 -0.0105135 -0.00159216 -0.0261377 -0.00138682 -0.0112381 0.000274237 -0.00173328 -0.00277655 0.00308049 -0.00407425 0.00380249 -0.00461298 -0.000163192 0.00379279 0.0079372 -0.00260458 -0.000325889 -0.00144398 0.0003263 0.000460062 -0.000903489 -0.000355048 0.000733831 0.000137238 0.00178636 -0.00725688 0.00721883
internal_weight=143098 56403.9 8924.61 731.29 8193.32 67.9729 8125.34 724.984 86694.1 7344.95 6180.22 1120.94 5059.28 1164.73 336.305 47479.3 1875.54 1138.19 737.354 45603.8 16800.9 28802.9 79349.2 13267.6 12213.3 66081.6 42175.7 23905.9 1054.29 828.422
internal_count=600957 237879 38928 4290 34638 281 34357 4264 363078 29562 24884 4524 20360 4678 1349 198951 7641 4636 3005 191310 69574 121736 333516 55933 51436 277583 179723 97860 4497 3329

Tree=199
num_cat=0
split_feature=27 27 23 13 26 19 17 51 45 19 31 46 3 17 9 47 45 0 51 31 24 13 12 17 7 13 13 33 13 25
split_gain=5.41024 11.7593 12.2343 11.8225 9.69294 11.937 9.49079 7.7548 10.6237 9.6127 9.7226 8.72432 11.8065 7.74963 10.5878 10.3904 7.43197 12.2685 15.734 9.95171 7.98177 13.6064 7.66277 7.32495 6.66676 8.19167 8.04219 6.52315 6.51729 5.70452
threshold=-0.0058929091319441787 -0.0035790378460660572 -0.05013183876872062 0.002212678082287312 1.6985566020011904 0.027880997397005561 2.2016760110855107 -0.29167251288890833 -0.0066452862229198209 -0.021665920503437516 0.90810438990592968 0.0048488862812519082 0.0024652790743857626 1.1738191843032839 2.3833880424499516 -0.57347567379474629 0.00027681684878189122 -0.026700210757553574 -0.13150874525308606 -1.5129643082618711 -2.8673740625381465 -0.23346747457981107 -0.079250078648328767 1.4469621181488039 -0.32439523935317988 -0.0039383406983688465 0.11451486125588418 -0.40583625435829157 -0.019791988655924794 -1.894025385379791
left_child=7 2 3 28 5 -4 -6 8 9 -1 -11 27 -13 24 15 -15 20 18 -18 -19 21 -9 -22 -16 26 -26 -3 -10 -2 -5
right_child=1 13 4 29 6 -7 -8 16 11 10 -12 12 -14 14 23 -17 17 19 -20 -21 22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.092650021354644868 0.02698856142905056 0.00058967958034493993 0.0021329339793142231 0.065260958140684153 -0.0049743830038314037 0.024431961185928313 -0.052166689633285912 0.016783906714226571 -0.065612605361050957 -0.020148989215302889 0.033462138949728201 -0.051069852962618102 0.038447284760744375 0.0051910247594935512 0.017018506003601774 0.00051297364219895993 0.050912033801183317 0.007631314519683326 0.0023390227316977168 -0.0035523846159764812 0.00095702336608668689 -0.013534563821575448 -0.0011396061886431526 -0.059241612851734037 0.00045840141276055787 -0.00075634244132694647 0.0065239582024907488 -0.00061703949088079706 0.071064091112377881 -0.01203942835392734
leaf_weight=6.1408737897872916 35.906110852956772 3191.0058134943247 9492.3910122662783 3.8767245039343825 439.77615810185671 87.216627925634384 15.895830303430555 228.90144267678261 5.6084241122007361 171.55482590943575 13.10849569365382 26.157595884054899 6.653202310204505 2368.9063391983509 6.1914063096046474 6138.0691043511033 24.465516984462738 299.09943699836731 1283.154769256711 6766.0197205096483 11929.486271109432 69.458330854773521 13240.597343482077 16.941682502627373 31881.719847604632 53557.697234757245 1107.4555963426828 630.08964735269547 18.198799431324005 30.288442574441433
leaf_count=25 160 12870 39009 18 1810 356 65 927 23 697 54 110 27 10689 25 25248 100 1225 5221 28109 49098 284 54163 68 132934 230374 4455 2593 85 135
internal_value=-3.09469e-05 0.000177801 0.00212488 0.0243648 0.00192926 0.00233595 -0.00662066 -0.000682998 -0.0063118 -0.0187992 -0.0163434 -0.00274767 -0.032918 -2.2787e-05 0.00170542 0.00181565 -0.000540069 -0.00209084 0.00324782 -0.00307893 -3.0253e-05 0.00972575 -0.000145898 -0.0388311 -0.000187063 -0.000303061 0.00211859 -0.00119046 0.0418139 -0.00326815
internal_weight=143092 108392 10123.5 88.2701 10035.3 9579.61 455.672 34700.5 859.313 190.804 184.663 668.509 32.8108 98268 8530.11 8506.98 33841.2 8372.74 1307.62 7065.12 25468.4 298.36 25170.1 23.1331 89737.9 85439.4 4298.46 635.698 54.1049 34.1652
internal_count=600957 458301 41638 398 41240 39365 1875 142656 3529 776 751 2753 137 416663 36030 35937 139127 34655 5321 29334 104472 1211 103261 93 380633 363308 17325 2616 245 153

end of trees

feature_importances:
Column_6=358
Column_7=351
Column_28=342
Column_17=283
Column_9=251
Column_8=233
Column_23=200
Column_33=184
Column_21=165
Column_48=163
Column_55=161
Column_1=160
Column_34=157
Column_25=153
Column_0=147
Column_16=141
Column_24=141
Column_46=129
Column_26=121
Column_13=118
Column_5=117
Column_31=114
Column_12=112
Column_18=112
Column_35=109
Column_11=101
Column_2=89
Column_27=85
Column_51=85
Column_45=82
Column_3=80
Column_14=80
Column_19=77
Column_47=75
Column_4=74
Column_20=73
Column_29=73
Column_49=71
Column_15=43
Column_50=41
Column_37=40
Column_22=36
Column_53=34
Column_44=30
Column_52=22
Column_43=20
Column_38=16
Column_54=7
Column_32=5
Column_39=2
Column_10=1
Column_42=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 50]
[learning_rate: 0.06]
[num_leaves: 31]
[num_threads: 1]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 5]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.8]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 5]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.8]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[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: 17869]
[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]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 175]
[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: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 16083]
[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: ]
[lambdarank_position_bias_regularization: 0]
[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:null

objective=binary metric=binary_logloss num_leaves=31 max_depth=5 learning_rate=0.06 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50

tree
objective=regression
tree_sizes=2491 2513 2614 2640 2521 2406 2604 2429 2610 2692 2541 2532 2443 2407 2539 2637 2456 2441 2794 2408 2892 2612 2791 2668 2701 2637 2408 2416 2323 2703 2792 2439 2518 2435 2421 2588 2427 2903 2453 2516 2699 2777 2797 3027 3029 3023 3022 3045 2867 2855 2784 2882 2887 3062 2752 2995 2995 2857 2953 2791 2867 2848 3044 2945 2859 2911 2863 3017 2564 2685 2481 2672 3053 2679 2698 2764 2598 2779 2932 2941 3015 2756 2842 2676 2962 2394 2666 2670 2779 2864 2878 2467 2774 2576 2677 2112 2411 2862 2378

Tree=0
num_cat=0
split_feature=45 17 0 55 34 24 23 47 0 0 55 49 29 27 26 0 23 31 23 25 18 45 45 1
split_gain=0.110396 1.92437 8.26674 0.0511251 0.394338 11.9108 0.0917659 1.45278 0.0378807 0.32812 4.3942 0.0249231 0.0297435 0.0174795 0.0457746 0.0168183 0.0186427 0.0113516 0.00939327 0.00858992 0.00956104 0.00800426 0.00581721 0.00535985
threshold=-0.17180078476667401 -0.8243863284587859 0.0054809453431516894 2.0211037397384648 1.468370318412781 -0.88231047987937916 -0.030672303400933739 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 -1.6757296919822691 2.2350320816040044 0.16744337230920794 0.70929089188575756 0.02376531902700663 -0.050568621605634682 -1.2844281196594236 0.089464709162712111 -0.3590626567602157 0.15410324186086657 -0.092140045017003999 0.050698401406407363 0.012086161877959968
left_child=1 2 19 8 6 -6 7 -5 9 22 -11 12 -3 17 -15 23 -17 -13 -7 -1 -21 -8 -2 -10
right_child=3 11 -4 4 5 18 21 -9 15 10 -12 13 -14 14 -16 16 -18 -19 -20 20 -22 -23 -24 -25
leaf_value=0.001149790563688543 0.00011560798613610384 9.3302396301034627e-05 0.043158230568684917 0.010256304313069758 0.041451391152338757 9.2101525743800455e-05 0.00065192043479902248 0.00010210953000799398 9.6416163671330632e-05 0.012042355266527397 0.00011705292063472524 0.00045131854510033388 0.0028172480497257076 0.000254111815372614 -0.0030241636618641909 -0.0012300992663526111 5.0201529163592918e-05 6.8486637939014542e-05 -0.0011688503556343246 0.00038220073830356457 -0.0011638456397825626 7.71375888220537e-05 -1.2892843473137213e-05 7.2741050839210487e-05
leaf_weight=22 19392 31 20 54 26 639 88 836 484632 120 1523 335 27 46 23 41 29833 1663 22 36 24 9840 1357 37057
leaf_count=22 19392 31 20 54 26 639 88 836 484632 120 1523 335 27 46 23 41 29833 1663 22 36 24 9840 1357 37057
internal_value=9.94472e-05 0.000521088 0.00857144 9.78433e-05 0.000223075 0.00161699 0.000134554 0.000718207 9.5333e-05 0.000171835 0.000988043 0.000134671 0.00136135 0.000100251 -0.000838647 9.22273e-05 4.84444e-05 0.000132675 5.01334e-05 0.000135638 -0.000236218 8.22324e-05 0.000107204 9.47345e-05
internal_weight=587687 2227 102 585460 11505 687 10818 890 573955 22392 1643 2125 58 2067 69 551563 29874 1998 661 82 60 9928 20749 521689
internal_count=587687 2227 102 585460 11505 687 10818 890 573955 22392 1643 2125 58 2067 69 551563 29874 1998 661 82 60 9928 20749 521689

Tree=1
num_cat=0
split_feature=45 17 33 55 34 24 33 47 0 0 55 6 49 21 27 26 0 21 31 4 45 14 27 3
split_gain=0.0975456 1.70037 7.80445 0.0451741 0.348437 10.5244 0.122415 2.49389 0.0334714 0.289926 3.88272 0.0248546 0.0220221 0.0277283 0.0154448 0.0404465 0.0148787 0.0163511 0.0100302 0.00711452 0.00514009 0.00474654 0.0039365 0.00321182
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 6.0551392380148179e-05 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.70929089188575756 0.025386652909219268 5.3197524547576913 -1.2844281196594236 -0.17835853993892667 0.050698401406407363 0.35130810737609869 0.089672453701496138 0.16409748047590259
left_child=1 2 -1 8 6 -6 23 -8 9 20 -11 19 13 -3 18 -16 21 -18 -14 -4 -2 -10 -7 -5
right_child=3 12 11 4 5 22 7 -9 16 10 -12 -13 14 -15 15 -17 17 -19 -20 -21 -22 -23 -24 -25
leaf_value=0.040555630933127501 1.1825310252496108e-05 0.00023107025619155088 -0.00079251974844373764 -1.88689924033184e-05 0.038867463490997373 -1.9504387899615503e-05 0.017723714755935361 -4.21748500045235e-06 -6.9884565712963415e-06 0.011222967408364639 1.3183553205802897e-05 -0.0022668858624196476 0.00032739322760517097 0.0029911418067058546 0.00014201891130221115 -0.0029395601161472172 -4.8538481351805273e-05 -0.00052479549311129203 -3.246874239339081e-05 0.00059345337781996929 -0.00010896547337695895 -4.4112038705009982e-05 -0.00075924728738351 -0.00072869753117075836
leaf_weight=21 19392 38 20 10167 26 634 30 598 511210 120 1523 21 335 20 46 23 27384 262 1663 40 1357 12707 27 23
leaf_count=21 19392 38 20 10167 26 634 30 598 511210 120 1523 21 335 20 46 23 27384 262 1663 40 1357 12707 27 23
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Tree=2
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internal_value=-3.16388e-06 0.000369398 0.00748269 -4.58105e-06 6.15113e-05 0.000581718 0.0209974 9.59167e-06 0.000423156 -7.86787e-06 0.000120346 0.00973194 -0.000785838 2.79601e-05 0.00111185 -2.45383e-06 -0.000832064 -9.48009e-06 -0.00145441 -3.89647e-05 2.61964e-05 -6.76203e-06 -1.01322e-05 -3.33378e-05 1.48473e-05
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Tree=3
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split_gain=0.0392635 0.294352 13.5424 0.105134 2.07857 0.032896 0.226715 3.36547 24.9691 0.206611 4.04909 0.0190093 0.0146628 0.0131069 0.0152767 0.0142394 0.0075519 0.00597089 0.00552152 0.00272343 0.0142855 0.00211785 0.00205522 0.00120831 0.0011348
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leaf_value=-8.699768934910724e-07 -3.8273058599230338e-05 -0.0010899873082962585 0.046591238650827385 0.015671485987695633 0.00057461589807151201 -5.8442916118502884e-06 -7.2609647060442186e-06 0.071727024705942305 -4.0332076399080218e-05 0.018059233719869418 -3.9343335969774881e-05 -0.0001438824098830144 -0.0015162391444556095 -3.5006882882985582e-05 -0.0012242547630967238 -0.00024827209093970402 0.00030931677244713199 -0.00024154183149892528 -0.00015371921576354724 -1.6615189556019101e-05 0.0001434672247966596 -2.6664065513197275e-05 -0.00040135856681564421 -0.00010167306764620968 -0.00039186693944299935
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internal_value=-2.97405e-06 0.000106064 0.00120791 2.35345e-05 0.000715366 -5.17985e-06 4.06628e-05 0.000635286 0.00910201 1.39223e-05 0.000922911 3.65065e-05 -0.000115048 -9.66449e-06 -4.28111e-05 -0.000451851 -2.69286e-05 -2.736e-06 -3.94242e-05 -6.95149e-06 -4.9948e-06 -2.43975e-05 -6.73009e-05 -1.72826e-05 -1.2509e-05
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Tree=4
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internal_value=-2.7956e-06 0.00034158 0.00280687 -4.10556e-06 9.93751e-05 0.00132254 2.16974e-05 0.00074803 -6.17984e-06 5.74934e-05 0.000769532 -4.81481e-05 -0.00116681 -1.08795e-05 0.000348044 -3.39538e-05 -8.7648e-06 -4.35546e-05 -8.71069e-05 -0.000160469 1.11092e-06 -6.62635e-06 -2.30658e-05 -5.39754e-05
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Tree=5
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Tree=6
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Tree=7
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Tree=8
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Tree=24
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Tree=25
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Tree=26
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Tree=27
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Tree=29
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Tree=30
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Tree=96
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leaf_count=570013 36 26 21 152 727 40 1635 32 400 33 112 22 11636 24 1208 1538 1333 20 75 3197 20 751 7319
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internal_count=600370 16267 936 900 879 15331 2093 58 2035 584103 1375 1342 13238 64 1320 13174 582728 4625 95 4530 578103 771 577332

Tree=97
num_cat=0
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leaf_count=560311 20 885 22 142 164 39 891 34 21 56 20 39 512 135 78 319 19198 24 20 751 7692 20 24 1614 3118 48 2181 1992
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internal_weight=600370 23614 2268 210 21346 1059 20287 198 576756 8737 592 60 532 1020 8145 397 20089 568019 795 771 7748 2058 44 567224 4732 190 562492 2014
internal_count=600370 23614 2268 210 21346 1059 20287 198 576756 8737 592 60 532 1020 8145 397 20089 568019 795 771 7748 2058 44 567224 4732 190 562492 2014

Tree=98
num_cat=0
split_feature=15 9 29 16 19 51 7 5 35 34 55 19 45 20 35 18 34 46 35 7 23 31 21
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leaf_count=38593 21 27 24 22 757 20 129 876 35 65 26 14347 24 20 20 1176 20 512 26 27 532706 951 10271
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internal_weight=600695 16373 850 829 779 15523 245 15278 55 92 50 15223 153 584322 1236 1216 1196 583086 565 539 582521 39544 542977
internal_count=600695 16373 850 829 779 15523 245 15278 55 92 50 15223 153 584322 1236 1216 1196 583086 565 539 582521 39544 542977

Column_7=164
Column_49=163
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Column_15=118
Column_16=106
Column_19=101
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Column_9=93
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Column_4=87
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Column_8=49
Column_0=42
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Column_2=33
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Column_1=24
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Column_28=17
Column_11=13
Column_48=10
Column_50=10
Column_22=8
Column_52=5
Column_10=3

[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=5 learning_rate=0.06 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50