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=3503 3595 3595 3574 3583 3577 3599 3583 3567 3585 3613 3583 3597 3563 3581 3591 3581 3588 3598 3589 3588 3627 3575 3595 3591 3595 3606 3605 3579 3601 3581 3580 3589 3584 3596 3600 3590 3609 3611 3613 3614 3591 3618 3615 3583 3618 3608 3601 3594 3589 3574 3567 3602 3583 3583 3583 3605 3587 3596 3586 3347 3470 3588 3473 3596 3612 3448 3549 3600 3559 3029 3569 3569 3341 3602 3622 3617 3588 3607 3618 3582 3582 3574 3606 3614 3575 3574 3556 3627 3620 3594 3592 3601 3594 3599 3640 3616 3623 3623 3613 3609 3622 3620 3590 3618 3599 3599 3629 3579 3596 3619 3620 3606 3595 3633 3586 3569 3577 3581 3471 3570 3454 3565 3462 3572 3363 3576 3592 3571 3264 3625 3581 3611 3583 3620 3595 3616 3609 3122 3130 3559 3617 3601 3611 3604 3611 3607 3616 3368 3461 3239 3244 3264 3392 3364 3599 3597 3610 3611 3595 3620 3623 3596 3618 3629 3569 3490 3587 3614 3585 3472 3594 3574 3572 3608 3014 3545 3027 3025 3458 3601 3583 3583 3577 3587 3564 3590 3485 3597 3208 3602 3618 3019 3622 3058 3610 3621 3600 3607 3579

Tree=0
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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=-0.34715525216251081 -0.3316296804122707 -0.34492051652269129 -0.335105126564615 -0.34019369834717628 -0.35709298543001572 -0.34653987823240801 -0.32960910312689679 -0.34689561288550408 -0.33017841299828449 -0.34547841570796334 -0.32174751687068009 -0.33474165424132868 -0.34157587366810344 -0.33567182815519725 -0.38764063481109984 -0.33925180621265755 -0.37208652146405796 -0.33539619641919494 -0.33386998856567746 -0.32257841623109323 -0.37119095083510012 -0.30558758956623466 -0.34346766864266337 -0.31689183124184039 -0.35774859044081525 -0.29224230425475572 -0.36022475766499551 -0.36328173806502845 -0.3462393817458167 -0.34867133646858345
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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 28 28 55 6 8 6 7 7 54 5 51 7
split_gain=4346.31 1580.04 945.246 672.268 730.277 521.287 458.057 375.073 350.605 211.068 253.889 175.105 150.573 133.768 129.978 108.747 96.1057 77.2445 69.236 68.9001 67.6583 62.4796 53.7469 53.7445 49.7509 36.4143 21.6517 20.2383 15.2376 13.9404
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.0089428424835205061 0.057788373902440078 -0.34191577136516565 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984 0.061627229675650604 -0.0097913797944784147 6.0537413446581929e-05 -0.0017451324965804813 -0.9409729242324828 3.1571753025054936 -0.27692525088787073 -0.9409729242324828 -0.081908166408538804 -0.16511735320091245 0.0010656728409230711 0.15352448076009753 0.61955183744430553 -0.050118966028094285 6.054261029930786e-05 0.051835363730788238 0.0051615408156067142 0.99899032711982738 -1.8549360036849973 -0.28147326409816736 -0.27966761589050287
left_child=2 6 7 13 5 -5 18 19 17 10 -10 12 -9 21 20 -16 -6 28 27 29 -8 -3 -15 -21 -13 -20 -19 -2 -4 -1
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leaf_value=0.022821918557933744 0.017428142426860496 -0.0020395289126998888 -9.4069245533111824e-05 -0.0084169913315314746 -0.013106305617162854 -0.0010317733900365076 0.023332493995175816 -0.016006519172008953 0.00071390420156337549 0.0031456776257343401 -0.016772087948661966 -0.024248229318196059 -0.03935396802249868 0.007010137062786425 0.05424959311450011 0.021832778490076907 0.0049324830882657563 -0.0023605526564474751 0.0087519592356023034 -0.023764592959755373 0.011978585885668781 -0.027310310334158178 0.0036397127767797796 -0.007643336992787686 -0.0031618048220592118 0.005216774045126933 0.025667569435170106 0.010252912438750423 0.015242392077358318 -0.0029705986870034295
leaf_weight=27.002743616700172 510.53697365522385 282.13287909328938 95.778472006320953 17448.585058793426 369.07261128723621 35587.476676404476 1774.4562341272831 387.44026149809361 1162.7660976648331 902.60146979987621 8124.368348672986 1546.5647322684526 2672.3143664449453 14762.840163856745 260.58984531462193 246.85784061253071 18365.291568905115 2207.5721482038498 6310.7276037186384 607.03672625124454 1008.2511449307203 208.36155872046947 9542.1347080767155 434.74366886913776 150.39537167549133 8216.5122989565134 34.287274911999702 8480.6345663517714 462.95012037456036 520.05391092598438
leaf_count=111 2099 1162 394 71924 1518 146632 7294 1596 4784 3714 33507 6387 11065 60723 1070 1014 75561 9088 25957 2506 4145 862 39280 1793 619 33815 141 34880 1904 2142
internal_value=2.22273e-05 0.0024403 -0.0154065 0.000353343 -0.00136314 -0.00346147 0.00995765 -0.0264787 -0.00999796 -0.0130124 -0.0145828 -0.0313966 -0.0363976 0.00532171 0.0221893 0.0384798 0.00457711 0.000969953 0.00824647 -0.0117554 0.0192187 -0.0127745 0.00568691 -0.0170371 -0.0223794 0.00675248 -0.00193189 0.0106603 0.0126134 -0.00169748
internal_weight=142710 123374 19335.9 96565.9 71770.4 53036.1 26808.6 6345.55 12990.3 10189.7 9287.13 4756.71 3059.75 24795.5 3290.16 507.448 18734.4 2800.59 23518.4 1588.84 2782.71 490.494 24305 1041.78 1696.96 14527.2 2241.86 8991.17 558.729 547.057
internal_count=587687 507936 79751 397662 295635 218556 110274 26219 53532 42005 38291 19667 12661 102027 13523 2084 77079 11527 96751 6552 11439 2024 100003 4299 7006 59772 9229 36979 2298 2253
shrinkage=0.035

Tree=2
num_cat=0
split_feature=48 28 18 8 8 48 28 6 38 6 6 7 17 21 28 28 6 17 28 6 7 7 8 23 26 8 5 12 27 11
split_gain=4057.65 1468.23 933.744 625.583 680.091 486.557 452.723 488.888 423.805 185.558 147.95 143.141 124.632 119.596 118.165 99.5657 90.6105 89.5559 64.2019 58.8772 50.9302 45.8925 33.9603 32.6155 24.3514 22.8477 18.7294 16.132 14.3317 10.5002
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.057788373902440078 -0.34191577136516565 0.000590299750911072 6.054261029930786e-05 1.0000000180025095e-35 1.0000000180025095e-35 6.0529777329065844e-05 0.061627229675650604 -0.9409729242324828 3.1571753025054936 -0.081908166408538804 -0.27692525088787073 1.0000000180025095e-35 -0.9409729242324828 -0.16511735320091245 0.6756977140903474 -0.095203194767236696 -0.022537890821695324 -0.0041350403334945432 -0.0016591091989539561 0.87006315588951122 0.060729285702109344 -1.8549360036849973 -0.25213894248008722 -0.0034591275034472342 -0.68374860286712635
left_child=2 8 9 12 5 -5 14 16 18 27 23 -9 19 24 28 -15 -8 -6 26 -3 -14 -16 -20 -11 -10 -12 -2 29 -4 -1
right_child=1 3 6 4 17 -7 7 11 13 10 25 -13 20 15 21 -17 -18 -19 22 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.003184809406284417 0.016770373241870383 -0.0026179247378753262 0.015694049233235721 -0.0081345208230693897 -0.012676122358116042 -0.00099584112772487898 -0.010783018236516409 -0.011723034191961766 0.020299586489138322 -0.042849528407909634 -0.027090941278546599 0.0029996803576019877 0.0074540115428234893 0.051926364037959277 0.0039345580109300627 0.020995506773685762 -0.027007455115667153 0.0047558926955838686 0.0087414362098088162 -0.027490959496575283 0.0041817451364961197 -0.0061419896451871507 0.0052275634593063267 -0.010212243578855553 0.012587919290232263 -0.0015623431264536788 0.0098772210354745385 0.015799953365181151 0.0044896879148254411 -0.015702807244354428
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internal_value=2.1139e-05 0.00235384 -0.0149109 0.000340876 -0.00131583 -0.0033424 -0.0114132 -0.0153136 0.00959326 -0.0318718 -0.0348584 -0.0097913 0.00513085 0.0213368 -0.00251807 0.0369148 -0.0250731 0.0044135 0.00794688 -0.0123579 0.00548262 -0.00459291 0.00650876 -0.0420607 0.0184883 -0.0262372 0.010269 -0.00878296 0.0117999 -0.0109121
internal_weight=142703 123422 19281.1 96569.9 71752.8 53004.2 15984.7 11112.1 26851.8 3296.4 2918.84 7096.57 24817.1 3301.61 4872.56 510.383 4015.54 18748.5 23550.2 489.327 24327.8 4255.84 14543.4 1590.29 2791.22 1328.55 9006.8 377.557 616.722 347.463
internal_count=587687 507936 79751 397662 295635 218556 66033 45959 110274 13718 12159 29318 102027 13523 20074 2084 16641 77079 96751 2024 100003 17542 59772 6644 11439 5515 36979 1559 2532 1435

Tree=3
num_cat=0
split_feature=28 18 28 47 17 38 7 8 6 18 6 28 21 28 7 55 1 29 6 8 21 28 23 4 46 29 26 8 26 15
split_gain=2396.89 1916.02 1361.79 771.73 604.012 523.802 414.936 229.306 185.953 174.119 153.937 144.182 96.5038 112.589 81.0767 68.4038 64.0279 57.7585 56.0783 52.0596 31.5737 22.9411 21.0294 19.2886 16.5148 15.4975 14.5141 14.3588 12.1788 11.141
threshold=-0.014725709334015845 -0.020662431605160233 0.021683344617486004 -0.5827713906764983 -0.9409729242324828 1.0000000180025095e-35 0.00065479933982715021 -0.0079659163020551187 0.64674586057662975 -0.021240289323031899 0.81589552760124218 -0.16511735320091245 3.1571753025054936 -0.23239897191524503 -0.0007832700794097035 0.15352448076009753 -0.0026376470923423763 -0.26274630427360529 6.0516111261677004e-05 0.04795315861701966 -0.20624444633722303 -0.91767302155494679 0.0028270264156162743 -0.020877178758382794 -0.027065264992415902 -0.24111911654472348 0.87006315588951122 0.014057711232453586 -1.7478882670402525 -0.0063512064516544333
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internal_value=2.00991e-05 -0.00268518 -0.00186437 -0.00487751 0.00355456 0.00762655 -0.00988127 -0.00200004 -0.0207599 -0.0298528 0.00438809 0.00624964 0.0200754 0.0334998 0.00483335 0.0177133 -0.0214569 -0.0261647 -0.0380829 0.00327752 -0.0105535 0.0483835 -0.0320859 0.00994948 0.0107777 0.0090746 0.0215243 0.0168878 0.00745225 -0.0454317
internal_weight=142689 105255 102168 65658.9 36509 37434.4 23972.3 41686.6 1210.08 3086.78 35298.9 33706.3 3728.09 557.829 24375.4 3170.26 1528 1067.21 1558.78 15291.2 460.795 294.219 858.328 9330.9 1124.26 7165.16 2046 263.61 9084.18 700.447
internal_count=587687 434039 421117 270874 150243 153648 99126 171748 5005 12922 145238 138414 15234 2269 100167 12965 6363 4453 6559 62885 1910 1192 3601 38247 4602 29375 8363 1077 37282 2958

Tree=4
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Tree=60
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split_feature=12 22 44 48 47 1 3 11 9 21 26 31 25 48 13 45 1 25 55 11 31 31 4 3 13 47 8 25
split_gain=144.848 112.091 106.072 98.0695 109.619 83.8497 38.8958 31.9989 37.8886 27.2077 26.2678 22.1673 18.8624 18.6778 18.3403 17.8019 16.4319 14.6627 13.437 13.1393 11.5146 11.493 9.65185 10.5059 9.44496 8.58084 6.57946 4.82726
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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
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Tree=61
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split_gain=135.304 104.367 98.751 91.3549 102.398 78.7142 74.4532 136.348 42.8101 36.6656 35.0783 21.3237 20.3153 42.3074 17.6942 16.8637 16.6142 15.7468 15.3255 11.605 10.9949 10.8532 10.8238 10.0227 9.58552 9.13333 10.5892 10.4528 4.62538
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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=62
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split_feature=19 17 28 6 21 28 22 44 48 11 6 28 28 17 5 28 7 34 0 6 2 9 55 20 9 28 35 6 0 49
split_gain=126.81 98.3361 73.7733 104.794 80.7655 73.8903 56.058 62.0681 46.7289 42.2463 38.9336 41.8558 35.8476 35.501 19.6643 18.1077 16.8983 15.86 13.8502 12.9805 10.7038 9.84401 9.08366 8.39972 8.14489 15.89 8.10044 8.00724 7.58083 6.13285
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internal_count=587878 576460 199933 135408 91251 44157 376527 213574 206104 11418 162953 30725 64525 5532 132228 7470 6018 5400 58993 5668 350 5300 368 3554 1846 233 328 1168 1613 2386

Tree=63
num_cat=0
split_feature=12 22 44 28 6 1 6 21 28 0 13 3 28 28 28 25 13 9 22 11 52 9 23 6 0 51 22 35 16
split_gain=120.824 90.9227 87.2125 75.8944 121.314 72.0436 65.7025 105.928 38.4336 37.4845 35.6071 33.8187 19.4375 17.7384 39.6159 16.9448 16.181 16.1571 15.7608 11.6915 10.8858 10.082 9.54762 10.0558 10.9957 10.377 7.97871 7.94333 5.2498
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Tree=64
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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Tree=196
num_cat=0
split_feature=55 25 13 17 6 28 6 6 17 8 6 21 9 16 7 4 7 9 17 8 6 17 6 49 33 28 35 33 53 21
split_gain=16.8813 22.4178 17.5272 21.5573 23.1822 21.533 16.4347 27.9169 13.576 13.3822 17.3474 13.0572 16.5713 11.976 38.891 13.3345 17.4996 14.2096 13.2805 13.261 18.5175 25.6374 14.2876 12.5404 11.9503 9.79993 19.3044 17.3133 9.44507 9.08263
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Tree=197
num_cat=0
split_feature=6 0 6 23 6 17 7 34 17 28 2 1 53 14 9 23 0 20 6 28 13 43 45 14 11 43 52 20 16 17
split_gain=15.8767 61.6154 38.2237 37.2914 46.3878 36.9319 31.6972 23.9752 21.0231 30.1821 27.3113 20.6001 19.4235 17.075 14.8747 14.7707 14.1559 18.7293 17.9727 15.9359 15.0467 14.3908 13.2694 12.4267 12.0032 11.4284 15.9004 9.6577 9.60251 8.78228
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Tree=198
num_cat=0
split_feature=55 25 47 6 6 13 17 16 7 21 8 6 13 16 7 48 21 35 8 6 17 5 7 15 16 49 26 45 2 11
split_gain=15.6723 20.7592 24.4283 14.6485 24.6481 14.0741 21.3496 13.1649 13.1544 13.0304 12.4338 15.8571 11.3795 11.015 36.184 12.4842 13.2842 13.2318 12.2158 17.243 23.1907 19.6018 11.4826 11.3984 10.8508 9.3904 11.9789 9.11759 8.79011 8.11031
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Tree=199
num_cat=0
split_feature=55 25 47 13 12 11 55 0 35 23 7 28 21 54 28 48 46 21 28 45 19 9 47 8 28 31 15 11 27 25
split_gain=14.5967 19.3478 22.8658 13.1174 20.4137 12.4442 16.1633 13.4924 13.2812 12.4234 12.2524 12.2336 12.1409 10.5622 16.9345 12.8207 12.1245 11.1749 10.6965 10.4814 10.8473 10.0166 9.59704 15.9437 11.4653 9.49009 8.69847 7.59896 7.37562 6.71008
threshold=0.36563305556774145 -0.98611101508140553 -1.2433525025844572 -0.0039383406983688465 -0.3001315295696258 -1.8003312945365904 1.0597108602523806 -0.0021654567681252952 -0.39835225045680994 0.0019306767499074342 -0.52754068374633778 -0.0039792077150195828 4.5086498260498056 4.5166687965393075 0.097450174391269698 1.5512264370918276 -0.0081450752913951856 -0.10140030458569525 -0.022393035702407357 0.17919377982616427 0.081602856516838088 0.01594503223896027 0.76627792418003093 -0.0085568302311003191 0.28622961044311529 -1.1183700561523435 -0.031606709584593766 1.1857216954231264 0.12059845775365831 -0.50680923461914051
left_child=13 2 10 12 -5 6 9 21 -8 -3 -2 -9 -4 19 15 18 -17 29 -15 22 28 -7 23 -1 -24 -22 -19 -12 -21 -16
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leaf_count=155465 26 3079 15740 378 17905 74072 3364 1820 1080 118 3908 84706 615 2219 457 22 244 72 1977 64 73 30712 73178 122251 5050 973 675 356 48 310
internal_value=-5.89432e-05 -0.000496159 -0.0019835 -0.00144943 -0.00278996 -0.000214795 0.002578 -0.000329404 0.00533003 -0.00125425 -0.00780486 0.000326388 3.10969e-06 0.000225958 0.00319157 0.00538345 -0.00972499 -0.00335061 0.00634275 0.00017576 0.00690099 -0.000880315 0.000153422 -4.76134e-05 0.000839923 0.00466135 -0.00980294 -0.00821558 0.02787 0.00249316
internal_weight=143549 56635.4 9009.5 8252.4 4291.68 47625.9 1877.41 45748.5 1092.71 784.704 757.101 20886.1 3960.73 86914 1446.67 1083.62 64.6956 363.052 1018.92 85467.3 282.944 24862.4 85184.4 65889.3 19295.1 255.64 172.542 750.713 27.304 190.51
internal_count=600957 237879 38928 34638 18283 198951 7641 191310 4444 3197 4290 86526 16355 363078 5976 4462 266 1514 4196 357102 1158 104784 355944 277716 78228 1046 747 4264 112 767

end of trees

feature_importances:
Column_7=433
Column_6=423
Column_28=395
Column_8=334
Column_9=310
Column_17=270
Column_23=227
Column_48=211
Column_34=181
Column_21=177
Column_16=169
Column_0=161
Column_1=160
Column_33=145
Column_55=132
Column_25=121
Column_13=113
Column_11=110
Column_14=106
Column_5=102
Column_12=102
Column_24=102
Column_45=90
Column_26=87
Column_35=85
Column_46=81
Column_51=77
Column_20=76
Column_47=73
Column_19=72
Column_31=72
Column_18=71
Column_29=70
Column_50=65
Column_2=64
Column_3=57
Column_27=51
Column_49=47
Column_4=46
Column_22=46
Column_15=39
Column_38=37
Column_44=32
Column_37=28
Column_52=28
Column_53=27
Column_43=7
Column_32=5
Column_54=4
Column_10=2
Column_39=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: 0.035]
[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=0.035 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=2496 2513 2616 2643 2525 2412 2619 2331 2607 2898 2430 2414 2456 2332 2422 2634 2745 2622 2771 2714 2736 2624 2541 2524 2729 2912 2699 2610 2322 2610 2719 2553 2527 2351 2458 2547 2732 2451 2632 2433 2633 2897 3029 3023 3047 3062 3051 2601 2872 3071 3053 3056 2399 2862 2974 2984 2873 3045 2695 2862 2956 3064 2866 2860 3034 2872 2878 3055 2502 2489 2882 2969 2869 2960 2970 2774 2947 2782 2954 2696 2870 2772 2694 2615 2981 3049 2877 2807 2791 2889 2692 2318 2408 2416 2602 2882 2597 2993

Tree=0
num_leaves=25
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
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
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=0.00071363943960266131 0.00011036626936373845 9.7354675293281407e-05 0.02521856277585055 0.0060257724600750384 0.024222906449648623 9.6654167468228141e-05 0.00042321519775044103 0.00010249216995567435 9.917103959262073e-05 0.00706763551625866 0.00011120914782126759 0.00030619742875953934 0.001686322973124341 0.00019116016975170272 -0.0017211671919697671 -0.00067462962792134539 7.2212502796440407e-05 8.2878816248769681e-05 -0.00063890109666901165 0.00026587870812809055 -0.00063598167908881706 8.7925204263875856e-05 3.5407452091681157e-05 8.5360557107217328e-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=0.000100939 0.000346896 0.00504294 0.000100004 0.000173056 0.000986174 0.000121418 0.000461882 9.85392e-05 0.000143165 0.000619287 0.000121487 0.000837047 0.000101408 -0.000446282 9.67275e-05 7.11875e-05 0.000120322 7.21728e-05 0.00012205 -9.48654e-05 9.08972e-05 0.000105464 9.819e-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 49 21 27 26 0 21 31 6 4 45 14 27 3
split_gain=0.102803 1.79202 7.78133 0.0476089 0.367217 11.0917 0.123954 2.52478 0.0352754 0.305553 4.09199 0.0232091 0.0282202 0.0162773 0.0426265 0.0156616 0.016547 0.0105709 0.010022 0.0073393 0.00541713 0.00509933 0.00414786 0.0031145
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.70929089188575756 0.02376531902700663 5.3197524547576913 -1.2844281196594236 6.0551392380148179e-05 -0.17835853993892667 0.050698401406407363 0.35130810737609869 0.089672453701496138 0.16409748047590259
left_child=1 2 -1 8 6 -6 23 -8 9 20 -11 12 -3 17 -15 21 -17 -13 19 -4 -2 -10 -7 -5
right_child=3 11 18 4 5 22 7 -9 15 10 -12 13 -14 14 -16 16 -18 -19 -20 -21 -22 -23 -24 -25
leaf_value=0.02375275630183751 7.0815600410624207e-06 0.00014823903157536593 -0.0004723353863228113 -1.0744509680099648e-05 0.023275682221596636 -1.1681923735490021e-05 0.010403063211594902 -2.0796819380027038e-06 -4.130275542918252e-06 0.0067208466408131551 7.8949366869531406e-06 0.00019605862978587814 0.0017724978738615491 8.5047666934374535e-05 -0.001760348232827433 -2.8256965051440333e-05 -0.00030554336300682693 -1.9443844112251495e-05 -0.0008132840244797991 0.00034882145963274525 -6.5253698352616912e-05 -2.6915710688933449e-05 -0.00045463175800654836 -0.00041849000577792104
leaf_weight=21 19392 38 20 10167 26 634 30 598 509366 120 1523 335 20 46 23 29608 266 1663 21 40 1357 12323 27 23
leaf_count=21 19392 38 20 10167 26 634 30 598 509366 120 1523 335 20 46 23 29608 266 1663 21 40 1357 12323 27 23
internal_value=-2.01562e-06 0.000235333 0.00476701 -2.91846e-06 6.75767e-05 0.000852236 1.77467e-05 0.000494981 -4.33154e-06 3.87327e-05 0.00049819 1.78126e-05 0.000708328 -1.56327e-06 -0.000530084 -6.07983e-06 -3.07259e-05 1.6689e-05 -0.00015522 7.51025e-05 2.35078e-06 -4.6685e-06 -2.97752e-05 -1.16648e-05
internal_weight=587687 2227 102 585460 11505 687 10818 628 573955 22392 1643 2125 58 2067 69 551563 29874 1998 81 60 20749 521689 661 10190
internal_count=587687 2227 102 585460 11505 687 10818 628 573955 22392 1643 2125 58 2067 69 551563 29874 1998 81 60 20749 521689 661 10190

Tree=2
num_cat=0
split_feature=45 17 6 23 49 2 45 47 23 31 23 26 49 21 27 26 13 31 21 27 33 51 23 31 45
split_gain=0.095733 1.66878 7.75578 0.0388497 0.209244 8.09948 20.4596 0.0607547 0.972509 0.0322887 2.85419 13.1384 0.0216129 0.0262793 0.0151578 0.0396949 0.0132157 0.00984384 0.00983417 0.0086622 0.00865333 0.00813271 0.00766744 0.00549707 0.00412501
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 0.018759440630674366 -1.256108224391937 -0.032262491062283509 2.102653026580811 -0.0097320508211851103 -0.70996257662773121 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.70929089188575756 0.25719563663005834 -1.2844281196594236 1.6111459732055666 -0.17727538943290708 0.33243049681186682 2.5643361806869511 0.072871152311563506 0.34349249303340917 0.064614940434694304
left_child=1 2 20 4 5 24 -7 8 -6 16 11 -11 13 -3 17 -16 19 -14 -18 -5 -1 -9 -12 -22 -2
right_child=3 12 -4 9 7 6 -8 21 -10 10 22 -13 14 -15 15 -17 18 -19 -20 -21 23 -23 -24 -25 -26
leaf_value=-0.00077899961324874318 2.1291260332141244e-05 0.00014305066727837059 0.024142324313288558 0.00021015234979076587 -1.5242623596953004e-05 0.041998751274986722 -0.00013549069906010423 -6.8579075282231259e-07 0.0040819053156787724 0.031322569050456883 -1.3302118359621795e-05 -7.113473579072357e-05 0.00018919656711644019 0.0017104603782063352 8.207099057313905e-05 -0.0016987360659581814 -2.052581124084918e-05 -1.8763295884200045e-05 -0.00010717708608831564 -4.2233744211316378e-06 0.00043023625440232887 -0.00010980491932180543 -0.00023938498323264801 -0.00024162217637058349 -0.00019081964931016141
leaf_weight=21 2331 38 20 231 1072 20 48 23203 76 20 6628 89 335 20 46 23 44826 1663 1664 504077 26 868 189 35 118
leaf_count=21 2331 38 20 231 1072 20 48 23203 76 20 6628 89 335 20 46 23 44826 1663 1664 504077 26 868 189 35 118
internal_value=-1.94507e-06 0.000227096 0.00460017 -2.81631e-06 3.76134e-05 0.000341909 0.0122569 7.24302e-06 0.000255997 -4.82691e-06 7.02729e-05 0.00568918 1.71892e-05 0.000683537 -1.50855e-06 -0.000511531 -5.77125e-06 1.61048e-05 -2.36273e-05 -4.12518e-06 -0.000166215 -4.62063e-06 -1.95702e-05 4.47437e-05 1.10711e-05
internal_weight=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 2125 58 2067 69 550798 1998 46490 504308 82 24071 6817 61 2449
internal_count=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 2125 58 2067 69 550798 1998 46490 504308 82 24071 6817 61 2449

Tree=3
num_cat=0
split_feature=55 26 26 33 47 13 13 2 35 46 17 13 13 21 4 46 16 4 0 0 6 18 46 29 46
split_gain=0.0438488 0.305708 13.6115 0.111255 2.21451 0.0361427 0.226824 3.37823 25.0481 0.21197 4.15218 0.0195092 0.013719 0.0209146 0.0145183 0.0109801 0.00808291 0.00754287 0.00596189 0.00353606 0.00756515 0.00280789 0.00212522 0.00103187 0.00089313
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -1.256108224391937 -0.25902542471885676 -0.27063107490539545 0.00031758204568177467 -0.48450598120689387 0.12199990078806879 -0.8243863284587859 -1.3210638761520384 0.25719563663005834 1.6111459732055666 0.22128950804471972 0.075994964689016356 1.2757623791694643 -0.25643424689769739 0.10345410183072092 0.02376531902700663 0.16586808115243915 0.15410324186086657 -0.16873382776975629 1.167691767215729 0.015600943937897684
left_child=5 2 15 17 -5 6 9 23 -9 18 -11 -6 19 16 -15 24 -14 -3 -1 21 -21 -7 -19 -8 -2
right_child=1 3 -4 4 11 12 7 8 -10 10 -12 -13 13 14 -16 -17 -18 22 -20 20 -22 -23 -24 -25 -26
leaf_value=3.4289743229647136e-07 -1.5814532286820067e-05 -0.00063375052351754375 0.027261338757215647 0.0094366213232206075 0.00034067975864706318 -3.7756495472002866e-06 -3.9371416802480311e-06 0.041909037210289171 -2.1448337924960931e-05 0.010668910596011322 -2.2149073606061344e-05 -8.3919258536672669e-05 -2.1786739607261687e-05 -0.00010229693995925877 -0.0003918071671984217 -0.00076063175635261791 6.9501109112822684e-05 0.00018247676512199928 -0.00015290746803738747 -0.00066396416600147631 -2.8023928391714687e-05 -0.00014521599825869535 -1.3852585781798308e-05 -0.00021787348348425441 -0.00013616929108513218
leaf_weight=47924 678 24 23 32 177 469891 2024 20 137 47 837 528 45539 1403 250 26 1220 68 313 23 6206 172 10012 28 85
leaf_count=47924 678 24 23 32 177 469891 2024 20 137 47 837 528 45539 1403 250 26 1220 68 313 23 6206 172 10012 28 85
internal_value=-1.87699e-06 6.534e-05 0.000720367 1.62779e-05 0.000431429 -3.23677e-06 2.47934e-05 0.00037174 0.00532001 9.19104e-06 0.000546267 2.26822e-05 -5.97887e-06 -2.37303e-05 -0.000146083 -5.33245e-05 -1.94049e-05 -1.40037e-05 -6.51513e-07 -4.17456e-06 -3.03721e-05 -3.8274e-06 -1.25281e-05 -6.85635e-06 -2.92223e-05
internal_weight=587687 11653 812 10841 737 576034 51330 2209 157 49121 884 705 524704 48412 1653 789 46759 10104 48237 476292 6229 470063 10080 2052 763
internal_count=587687 11653 812 10841 737 576034 51330 2209 157 49121 884 705 524704 48412 1653 789 46759 10104 48237 476292 6229 470063 10080 2052 763

Tree=4
num_cat=0
split_feature=45 24 5 55 34 24 33 47 0 0 55 27 26 31 33 0 6 33 55 31 29 1 27 46
split_gain=0.0873792 0.634751 9.79068 0.0410514 0.339291 10.2624 0.108846 2.2021 0.0304732 0.280603 3.78531 0.0267519 0.0453973 0.0147958 0.0165048 0.0132254 0.0146487 0.00960824 0.00852733 0.00584878 0.00502179 0.00426455 0.00373 0.00322008
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 0.16744337230920794 0.70929089188575756 -1.2844281196594236 3.5300124883651738 0.025386652909219268 0.13632500916719439 5.0220639705657968 1.4406796693801882 -0.81332498788833607 3.1276371479034428 0.012086161877959968 0.089672453701496138 0.075994964689016356
left_child=1 11 -3 8 6 -6 23 -8 9 20 -11 13 -13 14 -1 21 -17 19 -15 -4 -2 -10 -7 -5
right_child=3 2 17 4 5 22 7 -9 15 10 -12 12 -14 18 -16 16 -18 -19 -20 -21 -22 -23 -24 -25
leaf_value=0.00012558507173646738 3.74534839402883e-06 0.025372266937838506 -0.00039822420807798738 -9.9591186047770674e-06 0.022385934285389691 -1.4189502688877058e-05 0.0097154349576837086 -2.0875801480442199e-06 -3.4498595986782972e-06 0.0064613022447374538 4.8048292697776774e-06 4.5355793861105937e-05 -0.0018853134121280166 -7.1604697867581405e-05 0.00087663384458964424 -0.00045415693971816878 -2.7646833341587155e-05 0.00065188148700144675 0.00017293699187286252 4.5207343865676421e-05 -0.0001155056406696428 -1.5590895323788779e-05 -0.00043423514640717598 -0.00015693464505230984
leaf_weight=285 20307 20 44 10004 26 634 30 598 485687 120 1523 37 25 1334 41 99 27547 28 201 212 442 38230 27 186
leaf_count=285 20307 20 44 10004 26 634 30 598 485687 120 1523 37 25 1334 41 99 27547 28 201 212 442 38230 27 186
internal_value=-1.8113e-06 0.000217009 0.00170316 -2.64366e-06 6.28168e-05 0.000817051 1.4919e-05 0.000462125 -3.95582e-06 3.60699e-05 0.000476369 -1.7931e-05 -0.00073314 5.89651e-06 0.000220042 -5.58076e-06 -2.91742e-05 3.63196e-05 -3.95833e-05 -3.10075e-05 1.20504e-06 -4.33579e-06 -3.13472e-05 -1.26419e-05
internal_weight=587687 2227 304 585460 11505 687 10818 628 573955 22392 1643 1923 62 1861 326 551563 27646 284 1535 256 20749 523917 661 10190
internal_count=587687 2227 304 585460 11505 687 10818 628 573955 22392 1643 1923 62 1861 326 551563 27646 284 1535 256 20749 523917 661 10190

Tree=5
num_leaves=24
num_cat=0
split_feature=15 51 33 49 8 55 34 34 33 47 24 19 49 29 46 49 16 33 49 4 27 31 12
split_gain=0.139217 23.5561 42.7715 2.55752 7.75921 0.0502294 0.410502 11.0993 0.179156 2.82204 0.0997663 0.031944 4.37994 14.441 0.0254595 0.241698 0.0162699 0.0158491 0.0161557 0.00656405 0.00515199 0.00449214 0.00367641
threshold=0.55725386738777172 -0.044410638511180871 0.2726276963949204 -0.12514873594045636 0.045251322910189636 2.0211037397384648 1.468370318412781 1.4774639606475832 0.50690898299217235 -1.256108224391937 -0.88231047987937916 0.089487399905920043 0.82905498147010814 1.3162586092948916 -0.046981150284409516 -1.3179033398628233 0.37658986449241644 1.8969854712486269 1.6639831662178042 -0.14124661684036252 0.027098028920590881 0.32970149815082556 1.4831923842430117
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
left_child=5 2 -2 4 -3 11 8 -8 22 -10 -9 14 16 -14 15 -1 -13 19 -19 -5 -16 -6 -7
right_child=1 3 -4 17 21 6 7 10 9 -11 -12 12 13 -15 20 -17 -18 18 -20 -21 -22 -23 -24
leaf_value=0.00036965659737479194 -3.18801655585964e-05 0.025127812726568666 0.063805232992429614 0.00047640771655565149 -0.00036011477150917504 -7.0673232553120303e-06 0.022889237447090167 -0.0024789636582136154 0.012642207458291366 0.00010788798948063118 -1.7391772953086573e-05 -3.2995292030798109e-06 0.03397696406346222 2.7836482397552147e-05 -3.8708423533294696e-06 -2.3844709043430362e-06 -0.00016920723769611257 -9.0567742794935032e-05 -0.00042083199067933933 -1.8017012680363341e-05 -2.1303577235401357e-05 0.00025791770568939681 -0.00025635744918162508
leaf_weight=2347 36 20 20 33 34 9957 27 21 23 508 510 6555 20 66 509361 24146 814 1058 219 10176 21650 25 73
leaf_count=2347 36 20 20 33 34 9957 27 21 23 508 510 6555 20 66 509361 24146 814 1058 219 10176 21650 25 73
internal_value=1.92077e-06 0.000121858 0.0227671 1.22056e-05 0.0062881 -4.98684e-07 7.31699e-05 0.000998354 2.42869e-05 0.000650806 -0.000114742 -1.94856e-06 7.00219e-05 0.00792298 -2.91096e-06 3.05744e-05 -2.16262e-05 -3.09597e-05 -0.000147207 -1.64188e-05 -4.5816e-06 -9.82366e-05 -8.8817e-06
internal_weight=587699 11621 56 11565 79 576078 11119 558 10561 531 531 564959 7455 86 557504 26493 7369 11486 1277 10209 531011 59 10030
internal_count=587699 11621 56 11565 79 576078 11119 558 10561 531 531 564959 7455 86 557504 26493 7369 11486 1277 10209 531011 59 10030

Tree=6
num_cat=0
split_feature=45 47 3 17 33 49 0 23 23 49 2 47 31 23 2 0 25 49 0 13 31 33 18 26 0
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Tree=7
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Tree=8
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split_gain=0.151014 1.18731 12.8821 0.504635 8.53376 0.110508 2.10224 63.4138 0.30271 2.38301 0.0259108 0.0255047 0.32241 5.62653 0.0239937 0.0230397 0.0194801 0.0164481 0.0142773 0.0142127 0.00925368 0.00860918 0.0143865 0.00921443 0.00559529
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Tree=9
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internal_value=1.66565e-06 0.000159404 0.00076731 0.0180603 -1.92646e-07 0.000114333 0.0135193 -1.99244e-06 6.23449e-05 0.00110514 1.56633e-05 -3.55795e-05 -0.000608637 -3.22607e-06 3.37649e-05 -6.19326e-06 0.000138209 -3.68971e-05 -0.000237049 0.000782789 5.19663e-06 4.0617e-05 -4.58912e-06 -1.51306e-05 -2.58354e-05 -6.96428e-05 -2.41806e-05 -8.99867e-05
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Tree=10
num_cat=0
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split_gain=0.116813 22.5418 40.4786 1.22799 8.62985 0.0287459 0.181034 5.60523 22.5329 0.115353 2.30125 0.0199711 0.0195138 0.0171752 0.0193345 0.0136341 0.0205291 0.0104559 0.00983031 0.00974913 0.159741 0.0068503 0.00607247
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Tree=11
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internal_count=587878 11587 51 11536 89 576291 27379 2561 63 24818 559 2498 11447 1226 10221 548912 117 548795 529390 19405 24259 69 93

Tree=12
num_cat=0
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leaf_count=27975 20 20 31 427 32 468036 196 1993 20 53 1117 1140 92 9825 32 131 5560 229 201 1932 33612 74 35130
internal_value=-8.083e-07 0.000101653 0.0217225 6.06836e-06 0.00904311 -2.86841e-06 2.7086e-05 0.000351 0.00380541 1.82663e-06 0.000217406 -3.48517e-05 -0.000138309 -2.24191e-05 -4.60381e-06 -7.14751e-06 -3.31529e-06 3.21357e-05 -2.2934e-05 -7.19251e-05 -1.9828e-05 -9.98395e-06 -3.72316e-06
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Tree=13
num_cat=0
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Tree=49
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Column_45=52
Column_8=51
Column_13=45
Column_3=40
Column_35=38
Column_26=37
Column_29=34
Column_47=33
Column_34=32
Column_6=29
Column_25=26
Column_12=23
Column_2=20
Column_32=20
Column_28=18
Column_1=17
Column_11=15
Column_22=9
Column_48=6
Column_52=6
Column_50=5

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

objective=regression metric=rmse num_leaves=31 max_depth=5 learning_rate=0.035 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