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=3507 3573 3571 3551 3567 3588 3573 3569 3552 3593 3568 3566 3574 3556 3556 3575 3574 3597 3587 3597 3583 3581 3585 3598 3583 3580 3236 3565 3566 3567 3557 3564 3552 3564 3557 3571 3559 3544 3591 3251 3567 3579 3574 3593 3577 3597 3566 3577 3602 3552 3552 3536 3548 3547 3573 3596 3594 2899 3556 3578 3451 3600 3600 3560 3571 3562 3566 3454 3335 3564 2902 3568 3575 3619 3609 3597 3563 3568 3563 3585 3508 3444 3530 2740 3183 3454 3537 3221 3209 2416 3307 3574 3543 3576 3307 3567 3589 3584 3340 3583 3569 3572 3575 3584 3475 3592 3572 3585 3572 3605 3601 3616 3584 3232 3581 3558 3557 3555 3569 3449 3232 3437 3597 3224 3558 3569 3564 3585 3559 3592 3597 3565 3592 3573 3215 3548 3535 3521 3589 3574 3614 2927 2887 3034 3448 3558 3576 3556 3577 3557

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
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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 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=-0.35357357956118346 -0.31941732171065523 -0.34865716115358047 -0.32706330324581262 -0.33825816116744739 -0.37543659274969421 -0.35221975691495727 -0.31497205168283254 -0.35300237315176858 -0.31622453339988543 -0.34988453936117897 -0.29767656191915581 -0.32626366413458274 -0.34129894687348722 -0.32831004674509356 -0.44264142138807927 -0.33618599847150626 -0.40842237202458714 -0.32770365692588843 -0.32434599964815003 -0.29950454051206471 -0.40645211664087988 -0.26212472184937591 -0.34546089581751904 -0.28699405353570845 -0.37687892377345311 -0.23276509416412225 -0.38232649166664978 -0.38905184854672215 -0.35155866464445634 -0.35690896503454322
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=-0.341755 -0.340164 -0.345281 -0.353204 -0.367145 -0.346036 -0.410565 -0.420118 -0.329839 -0.325938 -0.32102 -0.330657 -0.335186 -0.325139 -0.437238 -0.329534 -0.375794 -0.323424 -0.362913 -0.399816 -0.402898 -0.293188 -0.441744 -0.37522 -0.325387 -0.313183 -0.369787 -0.383052 -0.340971 -0.337048
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 48 38 17 1 8 28 28 8 7 7 6 6 0 21 28 28 55 28 28 6 7 7 21 54 5 51 7
split_gain=4143.58 1486.3 883.574 620.586 441.265 370.503 356.478 345.207 344.885 332.766 328.608 200.145 240.722 189.357 165.539 138.625 125.911 107.671 74.7218 67.107 65.4513 64.9466 52.4425 46.3597 33.4022 25.6348 21.1998 19.6454 15.1016 13.3903
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.34191577136516565 1.0000000180025095e-35 -0.9409729242324828 -0.0026376470923423763 -0.012370903976261614 0.035648154094815261 -0.0094470065087079984 0.047026967629790313 0.061627229675650604 0.0033224067883566026 0.64674586057662975 6.0537413446581929e-05 -0.0017451324965804813 3.1571753025054936 -0.27692525088787073 -0.081908166408538804 0.15352448076009753 -0.16511735320091245 0.0010656728409230711 6.054261029930786e-05 0.051835363730788238 0.0051615408156067142 1.2277988195419314 1.0425440669059756 -1.8549360036849973 -0.28147326409816736 -0.27966761589050287
left_child=2 4 6 7 20 13 21 25 -7 18 -9 12 -11 -5 15 -8 19 -18 28 -6 27 29 -23 -16 -22 -3 -20 -2 -4 -1
right_child=1 3 9 5 16 8 14 10 -10 11 -12 -13 -14 -15 23 -17 17 -19 26 -21 24 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.049124908004238917 0.037380594706111853 0.010098008040664835 -0.00078718252790033378 -0.013796458584655502 0.050217576687791227 0.0016696145520239789 -0.035052198522643928 -0.018480458809879953 0.013474617939283682 -0.0059718897691715452 0.0047295968838496905 0.0064849981823037282 -0.037515545926554004 -0.077341446163613312 -0.052018006469069136 -0.084368345156334817 0.11732510023052019 0.046465989287612378 -0.0053525938886623591 0.025365262144786772 0.018580901641222849 -0.051114907631323162 -0.016037607754061031 -0.0072419788060086752 0.011136121719355675 -0.028258134012726935 0.056046894773943381 0.02184237619111256 0.032780958734503471 -0.0064339426448516493
leaf_weight=27.058111131191254 511.49154540896416 4735.8420357704163 95.895291805267334 718.95477260649204 1778.091984719038 47939.961441874504 387.27784498035908 16857.419141113758 21145.121925711632 1773.6752174049616 4604.5337391942739 903.42407935857773 7499.0992111563683 453.35772369801998 1540.9312038272619 2652.8720427900553 261.41185273230076 247.53302465379238 2208.8149216175079 1010.1724861562252 6319.3536677062511 605.13437402248383 433.90151046216488 150.48698411881924 8222.3150274157524 105.61361736059189 33.852311372756958 8492.8292921483517 463.63140544295311 519.91364228725433
leaf_count=111 2099 19464 394 2960 7294 197419 1596 69579 86994 7302 18934 3714 30989 1876 6387 11065 1070 1014 9090 4145 25957 2506 1793 619 33815 436 139 34880 1904 2142
internal_value=4.44569e-05 0.00523288 -0.0331372 0.000777378 0.0212603 0.00455441 -0.0567536 -0.00931123 0.00528281 -0.0216413 -0.0135009 -0.0281113 -0.0314819 -0.0383706 -0.0673433 -0.0780861 0.0476423 0.0828617 0.0018547 0.0412137 0.0175659 -0.0251613 -0.0364666 -0.0480342 0.0143714 0.00926129 -0.00442579 0.022725 0.0270278 -0.00368551
internal_weight=142700 123404 19296 96560.8 26843.2 70257.4 6317.58 26303.4 69085.1 12978.4 21462 10176.2 9272.77 1172.31 4731.57 3040.15 3297.21 508.945 2802.19 2788.26 23546 1586.01 1039.04 1691.42 14541.7 4841.46 2242.67 9004.32 559.527 546.972
internal_count=587687 507936 79751 397662 110274 289249 26219 108413 284413 53532 88513 42005 38291 4836 19667 12661 13523 2084 11527 11439 96751 6552 4299 7006 59772 19900 9229 36979 2298 2253
shrinkage=0.077

Tree=2
num_cat=0
split_feature=48 28 18 8 8 48 28 6 38 6 6 6 21 28 17 28 17 6 28 6 7 7 23 8 26 8 5 12 27 11
split_gain=3552.68 1260.56 818.001 571.321 605.1 414.879 395.663 450.3 371.127 165.63 131.961 125.963 104.969 104.436 103.431 89.8769 85.4766 82.4458 55.2738 50.6547 44.9203 41.1862 32.0089 28.5881 23.9985 20.1527 16.5261 15.4421 14.31 10.3224
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 0.92906877398490917 3.1571753025054936 -0.081908166408538804 -0.9409729242324828 -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 14 5 -5 13 17 18 27 22 -9 24 28 19 -14 -6 -8 26 -3 -16 -15 -11 -20 -10 -12 -2 29 -4 -1
right_child=1 3 6 4 16 -7 7 11 12 10 25 -13 15 21 20 -17 -18 -19 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.005696993343561896 0.034301412040207258 -0.0045919563506063047 0.032770195736249536 -0.016733738556907941 -0.027637906512845912 -0.0022174220585147917 -0.022356803592461557 -0.012849583323889385 0.041745886865242304 -0.089216144781810197 -0.056127361987576292 -0.034765963676224025 0.10395335581624458 0.0081235853432238929 0.015550782856580049 0.039046113410542212 0.0098444546222671622 -0.056474896724412325 0.017732137714711934 -0.055627694068706171 0.0087944128393545058 -0.012870457838671799 -0.017546126314634994 0.010648214022732415 0.024945047584403433 -0.0033619882358066405 0.020089026508514279 0.034942513932028803 0.0081791440469092501 -0.033051612206359236
leaf_weight=132.53306441009045 514.36400838196278 296.86911925673485 403.678905621171 17372.679369539022 367.93575376272202 35581.434327319264 477.09483808279037 4758.3353232443333 2146.3818769603968 1519.8412752896547 1269.8631013631821 2309.5065347999334 289.97398556768894 654.95205694437027 9687.8085077852011 224.34528951346874 18403.334988951683 3504.9404750615358 5318.2344490736723 188.53399777412415 14668.312944531441 3595.9103896021843 37.867386877536774 9256.8335275053978 658.80799531936646 44.4167510420084 8521.8230434656143 30.076242312788963 215.04281942546368 213.62107802927494
leaf_count=549 2099 1227 1652 71924 1518 146632 1977 19717 8752 6484 5332 9601 1171 2691 39730 913 75561 14664 21778 797 60273 14851 160 37994 2687 183 34880 124 880 886
internal_value=3.77333e-05 0.00482475 -0.0308051 0.000716541 -0.00276899 -0.0069798 -0.0236198 -0.0316784 0.0195557 -0.0660198 -0.072313 -0.020011 0.0436631 -0.00533371 0.0107804 0.0756409 0.00910976 -0.0523871 0.0161665 -0.0244146 0.0114818 -0.0096358 -0.0874739 0.013233 0.0378002 -0.0543441 0.020898 -0.01798 0.0242233 -0.0225783
internal_weight=142665 123498 19167.7 96566.9 71725.4 52954.1 15919.5 11049.9 26930.8 3248.22 2871.99 7067.84 3319.51 4869.58 24841.5 514.319 18771.3 3982.04 23611.3 485.403 24356.1 4250.86 1557.71 14575.1 2805.19 1314.28 9036.19 376.23 618.722 346.154
internal_count=587687 507936 79751 397662 295635 218556 66033 45959 110274 13718 12159 29318 13523 20074 102027 2084 77079 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 37 6 6 28 51 21 28 7 1 55 6 8 8 23 28 29 46 51 4 26 35 26
split_gain=1926.52 1556.67 1121.71 602.73 526.821 423.823 332.771 241.201 192.854 158.828 138.585 109.232 94.5295 76.3423 92.4979 64.4479 62.9447 62.6013 50.8817 43.4552 29.922 20.6692 19.1854 17.4653 16.3877 14.9808 14.1978 13.29 13.0836 12.2414
threshold=-0.014725709334015845 -0.020464387722313401 0.021683344617486004 -0.5827713906764983 -0.9409729242324828 1.0000000180025095e-35 0.00065479933982715021 -2.0629943609237666 0.18183939158916476 0.64674586057662975 0.81589552760124218 -0.16511735320091245 -0.32669194042682642 3.1571753025054936 -0.27692525088787073 -0.0007832700794097035 -0.0026376470923423763 0.15352448076009753 6.0516111261677004e-05 0.04795315861701966 1.0000000180025095e-35 0.0028270264156162743 -0.91767302155494679 -0.24111911654472348 -0.027065264992415902 0.17622788995504382 -0.020877178758382794 0.87006315588951122 0.33415424823760992 -1.7478882670402525
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leaf_value=-0.017709475799210016 -0.092488047942535775 0.00072239982024780336 -0.01673455714196901 -0.0046656057130630363 0.01295865489318365 0.046270914212393488 -0.023635791801522546 -0.026637637727604132 0.035172377594702188 -0.073126592579440694 0.0030758038047555497 -0.019995799116764232 0.0062841766587694555 0.12045016345402285 0.098273405495016342 0.0030341801947224886 -0.063353443036034379 0.12943694193526623 -0.065602987309339028 0.011350334336910834 -0.027270666466129707 0.030745499946442059 0.079363130296401824 0.025284212221806011 0.019590741740907285 0.030635328085483259 0.018161221453639718 0.031488120901992808 0.020583332486130722 0.014919190757581613
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internal_weight=142606 105052 101060 64657.1 36402.6 37553.9 23323.1 3992.29 41334 1189.86 35212.7 33800.5 2481.55 3753.35 562.595 24425.9 1299.12 3190.75 1510.75 15312.2 1182.43 837.128 271.914 9374.6 1130.69 290.681 9155.36 2060.07 219.247 9113.69
internal_count=587687 434039 417038 267362 149676 153648 96940 17001 170422 4967 144709 138414 10438 15234 2269 100167 5506 12965 6563 62885 4932 3608 1090 38247 4602 1179 37352 8363 895 37282

Tree=4
num_cat=0
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Tree=6
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Tree=8
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Tree=9
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Tree=25
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Tree=58
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Tree=65
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Tree=66
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Tree=67
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Tree=69
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Tree=85
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split_gain=8.70782 11.0012 16.9149 14.5424 10.3469 10.1996 15.1986 10.818 10.2307 10.0096 9.22249 13.7392 12.097 27.9419 12.8496 9.20376 9.17248 8.38681 7.96512 11.6586 13.1695 9.43506 7.84579 13.8251 12.8968 7.50666 6.482 5.48497 3.24706
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Tree=86
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split_gain=7.419 9.48076 13.4184 12.9708 16.0857 10.2791 9.71818 17.044 11.0299 15.5801 11.0232 10.6402 9.70898 8.81718 10.968 8.77205 8.59354 15.7428 9.08044 7.60683 12.4267 11.1876 10.9949 8.04002 13.9845 8.85195 7.17259 6.03774 4.20564 4.93174
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Tree=87
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Tree=88
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Tree=89
num_leaves=21
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Tree=90
num_cat=0
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Tree=146
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split_feature=55 7 8 17 9 6 24 26 53 0 46 16 21 20 34 52 34 55 6 17 9 4 23 4 25 13 34 45 6 14
split_gain=15.199 17.6627 18.3331 31.6655 21.9686 20.282 14.8622 12.6532 15.4585 26.4422 12.764 11.0198 10.6963 17.1561 9.9119 15.7879 15.297 15.1705 14.9384 15.4107 12.9466 12.6613 11.2236 12.6772 11.0625 10.5948 10.3275 10.1496 9.71146 9.53521
threshold=0.36563305556774145 -0.059299960732460015 -0.010759355966001747 -0.89186540246009816 0.016666804440319542 -0.66739454865455616 -1.6082006096839903 0.7944268286228181 0.22365172952413562 0.0011699176975525918 -0.25675624608993525 0.043038958683609969 -0.04556638561189174 0.0045178630389273175 1.3347187638282778 1.0099661946296694 1.2959081530570986 -1.2823160886764524 -0.186638668179512 -0.77616328001022328 0.20248866081237796 -0.0083675854839384538 -0.0042098744306713334 0.0087588527239859122 0.12195363640785219 0.074226256459951415 1.3853803277015688 0.0055363741703331479 -0.0032315653515979643 0.35955759882926946
left_child=14 7 3 5 -5 -3 11 8 10 -10 -2 -4 29 -14 16 18 20 26 19 -16 27 -19 24 -24 -18 -22 -17 -1 -20 -9
right_child=1 2 6 4 -6 -7 -8 12 9 -11 -12 -13 13 -15 15 17 22 21 28 -21 25 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0012785063105170791 -0.047309529397910617 0.018437482447273841 0.019654626605391939 -0.0048062407720999394 0.0011307969271887935 -0.034522660597026113 -0.00075047049336874976 0.0075030913917675905 0.0067625672625223456 0.09409561079745235 -0.00020076802683559523 -0.0083015493003596955 0.0044379229874177599 -0.021276268777285959 0.09181746007047871 -0.0013846699015825357 0.0077765622607128227 0.01346589081492877 -0.060915711860267077 -0.0018469568982800674 -0.005945357609548535 -0.004256222388833145 0.0052264073395523114 0.019585370828393945 -0.018310590315690038 0.0010029480482421844 0.014967120505355126 -0.00089052765542509246 -0.019915866706017131 0.035231794462420786
leaf_weight=57012.063279815018 34.239456579089165 50.199245005846024 357.53642488270998 13844.742523696274 5040.6270668059587 293.81592485681176 25166.759318191558 2218.2492407858372 81.467127323150635 27.491691812872887 8424.2310287505388 109.110769495368 643.61111002415419 202.15247778594494 11.746275946497915 419.34505402296782 205.79366786032915 253.04032321274281 38.832989558577538 91.885854944586754 3196.9085126817226 4313.01192477718 1061.7911741137505 555.15521828830242 181.27362075448036 2194.0943044126034 504.5355706512928 16490.44640340656 290.4430697709322 76.048762023448944
leaf_count=238219 138 232 1480 62084 20701 1506 104075 8937 334 116 34063 450 2640 817 54 1892 851 1128 352 377 12895 18867 4337 2262 739 8816 2106 68875 1308 306
internal_value=-0.00016903 -0.00115113 -0.00184617 -0.00364333 -0.00322161 -0.0267946 -0.000498001 0.00151227 -2.02388e-05 0.0287978 -0.000391462 0.013118 0.00569362 -0.00170822 0.000470883 -0.00256973 0.000693498 -0.00145338 -0.0167268 0.00876952 0.000524744 -0.0032741 0.00733698 0.0101564 -0.00444073 -0.00311745 0.00754512 0.000791879 -0.0247512 0.00842221
internal_weight=143391 56570.3 44862.8 19229.4 18885.4 344.015 25633.4 11707.5 8567.43 108.959 8458.47 466.647 3140.06 845.764 86820.4 5922.84 80897.5 5489.93 432.908 103.632 78893.5 4566.05 2004.01 1616.95 387.067 5391 923.881 73502.5 329.276 2294.3
internal_count=600957 237879 190528 84523 82785 1738 106005 47351 34651 450 34201 1930 12700 3457 363078 26084 336994 23993 2091 431 328805 19995 8189 6599 1590 21711 3998 307094 1660 9243

Tree=147
num_cat=0
split_feature=12 1 28 49 28 14 12 35 7 9 7 18 6 25 28 19 6 0 43 9 53 53 23 46 3 15 13 17 8 25
split_gain=13.6715 14.9154 17.5432 20.4516 15.5803 13.897 11.508 19.9294 14.2343 15.7416 10.326 10.1203 9.58035 10.0184 13.9327 9.41132 8.90293 42.1465 26.6707 8.33597 8.17163 7.5464 10.412 11.929 8.92376 8.38841 7.29974 7.16065 7.02142 6.00145
threshold=-0.29080538451671595 -0.0037464592605829235 0.0011342806392349305 0.080381860025227084 -0.0034372911322861906 -0.018039328046143051 -0.28028306365013117 1.3124471902847292 -0.039888821542263024 0.03448778577148915 -0.019290751777589318 -0.018479980528354641 -2.6362808942794795 0.7409961223602296 -0.0049122693017125121 -0.021145408041775223 -0.0032315243734046812 -0.0022947916295379396 1.0000000180025095e-35 0.16466724127531054 -0.049849443137645714 -0.053967500105500214 -0.0018377197557128964 -0.005319061689078807 -0.0051202028989791861 1.0000000180025095e-35 0.002994754235260189 0.16321963816881183 -0.03981672786176204 -0.58889958262443531
left_child=1 21 4 11 5 -3 7 8 15 -10 -9 -4 13 20 -15 -2 17 -14 -18 -12 -8 24 29 -24 27 -26 -5 -1 -6 -23
right_child=6 2 3 26 28 -7 12 10 9 -11 19 -13 16 14 -16 -17 18 -19 -20 -21 -22 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0029230097506706808 0.017938566173519889 0.065626831278234307 -0.01443774442704103 0.037949243142679605 0.053694178615579131 -0.010759292016667614 0.0030283854949888982 -0.088772252927359407 0.0018857879521310024 0.019329597487048326 -0.010533076325144216 0.064095622222203524 3.7863580188514155e-05 0.010662894535876441 0.052859184446979901 -0.022062069984363195 0.00076254560320881438 -0.0049793805862859723 -0.0063451828500632563 -0.097153197930358579 -0.051925857068679991 0.049292540426963322 -0.068963530757547936 0.025962816889458683 0.0885604434820014 -0.0059198290535844326 0.0085673682171491863 -0.0086030375275250644 -0.035969569698683243 0.14903971812174654
leaf_weight=1050.3253307119012 573.57280008494854 14.254863679409025 353.49306239932775 57.855467833578587 5.3278152197599402 1506.3871472999454 1186.7244773507118 10.803023986518381 4612.9268431849778 328.57244277745485 326.46224204078317 10.004287287592886 55074.212616048753 336.0141863077879 53.826934084296227 37.131343878805637 61294.360914729536 12109.56670049578 3298.5089416727424 6.7228350937366477 16.262938559055328 13.356321856379511 9.6314444541931135 42.410081095993519 12.981837883591654 9.7607293576002103 375.6269616112113 459.33382319658995 184.29806323349476 4.884092539548873
leaf_count=4662 2356 63 1790 271 24 9232 4862 56 19961 1353 1543 49 224055 1364 222 153 252339 57489 13901 29 68 56 40 187 55 42 1708 1994 1013 20
internal_value=-0.000156138 -0.00453302 -0.00824167 0.00119362 -0.0126385 -0.0100432 -2.69697e-05 0.003302 0.00441627 0.00304567 -0.0146831 -0.0122763 -0.000174142 0.00576178 0.0164891 0.0155065 -0.000245891 -0.000866472 0.000399581 -0.0122809 0.00228547 0.00126881 0.0259406 0.00839458 0.000137262 0.0480111 0.0124889 -0.000583943 -0.0334503 0.0760011
internal_weight=143376 4109.93 2507.25 796.98 1710.27 1520.64 139266 5896.19 5552.2 4941.5 343.988 363.497 133369 1592.83 389.841 610.704 131777 67183.8 64592.9 333.185 1202.99 1602.68 70.2819 52.0415 1532.4 22.7426 433.482 1509.66 189.626 18.2404
internal_count=600957 21206 14150 3818 10332 9295 579751 25451 23823 21314 1628 1839 554300 6516 1586 2509 547784 281544 266240 1572 4930 7056 303 227 6753 97 1979 6656 1037 76

Tree=148
num_cat=0
split_feature=55 7 8 17 5 33 6 47 17 55 50 19 31 33 55 34 25 31 9 14 51 16 7 8 21 6 35 15 35 9
split_gain=13.0659 14.5466 15.2379 27.2666 19.6904 18.9361 17.3487 12.1684 11.3361 11.3036 17.7043 13.5223 10.8198 12.5342 11.2779 11.7488 10.7768 12.2681 15.5653 10.0153 9.65478 9.3953 36.5939 12.0767 9.2414 8.78619 8.74789 9.17827 8.25903 8.10619
threshold=0.36563305556774145 -0.059299960732460015 -0.010759355966001747 -0.89186540246009816 -1.5720605254173277 -0.34903486073017115 -0.66739454865455616 1.4361547231674197 -0.68513014912605275 1.1584081649780276 0.5354399085044862 -0.019958060234785076 -1.3210635185241697 0.10998534411191942 -0.51240903139114369 1.3030206561088564 -1.7895247936248777 0.62838304042816173 -0.0013604582054540513 -0.12443201616406439 2.5069785118103032 -0.082837138324975954 -0.022277201525866982 -0.027370367199182507 0.14599138498306277 -0.79317981004714955 1.3382741808891299 0.3746176958084107 1.3382741808891299 0.018978383392095569
left_child=12 9 3 6 7 -5 -3 -4 -6 26 20 -12 13 14 19 -16 17 18 -14 -1 -11 22 -18 -23 28 -26 27 -2 -15 -19
right_child=1 2 4 5 8 -7 -8 -9 -10 10 11 -13 16 24 15 -17 21 29 -20 -21 -22 23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.004558578055764111 -0.00034912947545756676 0.016874389078073256 0.05408829065157076 -0.0074379985512726156 0.0037178762534755025 -0.0016144359464771569 -0.032170321035717729 -0.01810988120018189 -0.0011890839887508098 0.00054831622394304388 0.02599899916750836 0.007404300151048847 0.0029141113232315323 0.016675120039314071 0.0054016278963977841 0.083518526620593739 -0.003025923426625058 -0.0085116089552233418 0.01761364508732037 -0.004096706026204793 -0.038544843365879496 0.0024197939034818158 0.011330549425501612 -0.00014679347914239581 0.018591395037994344 -0.011587495584579745 0.043504784391522895 -0.037533795457472027 -0.027492306192810224 0.0060528171431303828
leaf_weight=1247.0987348556519 7563.2843131050467 50.16182205080986 61.495262563228607 4283.0507619343698 3189.5576879158616 14579.436508800834 289.90277550369501 17.860880255699158 22360.409688767046 2124.8873290345073 269.89155732095242 1646.1086102128029 1089.9538653790951 764.71319916844368 2653.7895056977868 11.464586246758698 12454.516047641635 526.76493015140295 702.30407233536243 2175.1887168064713 38.128177501261234 13934.692603088915 1149.864445913583 49418.973904104903 85.65053004026413 172.17640072107315 26.827102243900299 39.562168464064598 25.953832805156708 397.58640491962433
leaf_count=5092 30615 232 250 20150 13708 62635 1506 72 91975 8583 1093 6638 4711 3135 10967 52 51329 2291 2979 8974 155 56993 5009 208721 348 744 108 159 106 1627
internal_value=-0.000144275 -0.00105517 -0.00168635 -0.00332637 -0.000457574 -0.00293678 -0.0249359 0.0378385 -0.000576518 0.00136158 0.00463363 0.0100236 0.000448997 0.0033214 0.00198211 0.00573765 0.000191732 0.00495812 0.00867419 -0.000942677 -0.000140792 2.34788e-05 -0.00181249 0.00041773 0.0110973 -0.00156202 -0.000387746 -0.000542624 0.0152253 -0.00224709
internal_weight=143351 56540.6 44831.9 19202.6 25629.3 18862.5 340.065 79.3561 25550 11708.7 4079.02 1916 86810.7 7136.04 6087.54 2665.25 79674.7 2716.61 1792.26 3422.29 2163.02 76958 13604.4 63353.7 1048.49 257.827 7629.67 7602.85 790.667 924.351
internal_count=600957 237879 190528 84523 106005 82785 1738 322 105683 47351 16469 7731 363078 29418 25085 11019 333660 11608 7690 14066 8738 322052 56338 265714 4333 1092 30882 30774 3241 3918

Tree=149
num_cat=0
split_feature=34 7 9 47 21 48 55 19 49 45 5 33 50 13 27 28 35 3 55 11 35 28 35 28 12 9 12 5 2 50
split_gain=11.6844 30.7132 22.5602 19.2063 20.9389 16.7722 15.9491 16.4881 16.3216 16.5451 15.068 10.9746 13.9927 14.58 13.238 13.9566 11.3208 10.9623 10.4098 16.218 14.1219 11.526 11.3941 16.261 10.5556 10.246 9.9953 9.35976 8.51275 7.11148
threshold=1.3778149485588076 0.0099725075997412222 0.011446484364569189 0.76627792418003093 0.93284386396408092 -1.8403685092926023 -1.2953164577484129 -0.023221098817884919 0.64691743254661571 0.12524080276489261 1.3301177024841311 -0.39956896007060999 -0.0090513508766889555 -0.016324193216860291 0.00053161103278398525 -0.0069403089582920066 -1.6251586079597471 0.051215099170804031 0.53411155939102184 -1.8003312945365904 -0.13047336041927335 -0.033250445500016206 0.56086215376853954 0.13853999972343448 -0.27697911858558649 0.013295131269842388 -0.26143889129161829 0.74907726049423229 -0.032473724335432046 0.67817685008049022
left_child=11 2 3 4 -2 25 7 29 9 -8 -5 12 13 16 15 -14 -1 -7 22 20 -20 -21 24 -24 -13 -4 -10 -16 -15 -3
right_child=1 6 5 10 -6 17 8 -9 26 -11 -12 18 14 28 27 -17 -18 -19 19 21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.050037689066518676 -0.019516637567301254 0.060696857128617582 0.12739374379922819 0.029970339961023724 0.093586940950178832 -0.0014693017924588476 0.01205800048871983 0.014431052648506273 0.018887078529182023 -0.072089179029641876 -0.016859776523664237 0.0039937631582654363 0.0028203762232645768 0.091069703267370752 0.010422067070720537 -0.008819759772263373 -0.00013750007209010969 -0.022341970224647744 0.0031878999797091143 -0.0032302329426388081 0.020824048940107556 -0.00034419156756906118 0.0024754361500123829 -0.0036262583462938389 -0.00027044429867195127 0.027465447123095232 -0.0047625413441294969 -0.0052587458856745619 -0.010202388743683993 0.17487044783965386
leaf_weight=27.439428746700287 1317.4270511716604 9.9847436696290952 8.0432824492454511 91.723048761487007 9.7767239883542043 1439.0258716717362 678.95979045331478 313.50248169898987 112.40257349610329 14.142447292804716 73.284233525395393 3691.7568913586438 1217.1816555634141 4.9318117946386328 955.78386683017015 1225.746772736311 940.18350064754486 166.44045020639896 1546.4790687114 10906.585434444249 325.92949238419533 33116.70640335232 26979.447923563421 2864.5119848921895 50835.701025955379 24.968886151909828 1847.6978315487504 295.45344088226557 2289.4298677705228 4.7844177186489096
leaf_count=114 8365 42 47 395 49 6225 2762 1277 476 57 320 16132 4990 20 4024 5737 3823 706 6296 44037 1331 139625 111534 11668 211481 137 7553 1248 10466 20
internal_value=-0.000133264 -0.00342733 -0.00875394 -0.0156033 -0.0186835 -0.00251607 0.00216586 0.0181766 0.000184908 0.010341 0.00917181 1.34596e-05 -0.00296646 -0.0066416 0.000278723 -0.0030201 0.00128535 -0.00363319 0.000172585 -0.000760684 0.00625782 -0.0010592 0.000680257 0.00188978 1.82619e-05 0.0518126 -0.00340635 0.00671937 -0.0099847 0.097683
internal_weight=143335 6112.16 3130.69 1492.21 1327.2 1638.48 2981.47 328.272 2653.2 693.102 165.007 137223 6956.15 3261.98 3694.17 2442.93 967.623 1605.47 130267 45895.7 1872.41 44023.3 84371.4 29844 54527.5 33.0122 1960.1 1251.24 2294.36 14.7692
internal_count=600957 28431 16244 9129 8414 7115 12187 1339 10848 2819 715 572526 30422 14423 15999 10727 3937 6931 542104 191289 7627 183662 350815 123202 227613 184 8029 5272 10486 62

end of trees

feature_importances:
Column_28=266
Column_6=264
Column_7=258
Column_17=192
Column_8=185
Column_9=183
Column_23=159
Column_34=133
Column_48=131
Column_21=127
Column_25=120
Column_1=119
Column_24=112
Column_33=111
Column_55=107
Column_12=102
Column_0=98
Column_46=96
Column_26=91
Column_16=84
Column_31=81
Column_11=79
Column_35=78
Column_4=77
Column_13=77
Column_14=77
Column_18=76
Column_51=74
Column_5=71
Column_45=64
Column_3=63
Column_29=61
Column_20=60
Column_27=59
Column_47=59
Column_49=59
Column_2=58
Column_19=58
Column_50=49
Column_15=33
Column_22=32
Column_53=29
Column_37=23
Column_44=21
Column_38=14
Column_52=14
Column_43=13
Column_32=6
Column_54=5
Column_42=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: 0.077]
[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=0.077 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=2490 2515 2601 2652 2698 2501 2697 2321 2607 2878 2551 2531 2434 2326 2404 2641 2536 2261 2517 2544 2617 2632 2442 2518 2558 2912 2516 2598 2227 2684 2322 2527 2669 2592 2355 2424 2423 2689 2607 2395 2156 2503 3015 3017 2931 3015 2755 2953 3057 3036 3019 2946 3075 2975 2964 2967 2887 3061 2581 2963 2952 2955 2677 2935 2843 2777 2928 2464 2680 2564 2925 2648 3034 3024 2567 2675 2833

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=0.0014463733280669427 0.00011917235354131232 9.0546846586306819e-05 0.055357204667812292 0.01313306597310617 0.053166760750168053 8.9005729371189631e-05 0.00080743999599205789 0.00010184933484357132 9.4542848044853353e-05 0.015425164696710139 0.00012102668614787643 0.00055000090421207417 0.0035862771018146376 0.00029691893439483372 -0.0039102012613923993 -0.0016078186204858719 3.5234067093256618e-05 5.8699956688381037e-05 -0.0015292158517307376 0.00046129971882288693 -0.0015227931330543095 6.9802010321614623e-05 -4.5737044457213707e-05 6.415978657696584e-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=9.84327e-05 0.000639539 0.0109708 9.63744e-05 0.000257089 0.00204595 0.000143487 0.000892507 9.31529e-05 0.00019133 0.0012388 0.000143637 0.00171787 9.94639e-05 -0.00110545 8.91671e-05 3.29791e-05 0.000141075 3.51466e-05 0.000144878 -0.000332337 7.63403e-05 0.000108387 9.23847e-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 6 0 0 55 49 21 27 26 0 21 31 4 45 14 27 3
split_gain=0.0940493 1.63943 7.8202 0.0435549 0.335948 10.1472 0.121375 2.47299 0.0387237 0.0322717 0.279535 3.74355 0.0212327 0.0273963 0.0148913 0.0389967 0.0143663 0.0161923 0.00967072 0.00696367 0.00495585 0.00467256 0.00379593 0.00327885
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 6.0551392380148179e-05 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 -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 9 6 -6 23 -8 19 10 20 -12 13 -3 18 -16 21 -18 -14 -4 -2 -11 -7 -5
right_child=3 12 8 4 5 22 7 -9 -10 16 11 -13 14 -15 15 -17 17 -19 -20 -21 -22 -23 -24 -25
leaf_value=0.051903818579390644 1.490136623968111e-05 0.00027642192863430335 -0.0010020588916609995 -2.4607760059370937e-05 0.04897782361450103 -2.4575298690753027e-05 0.022649349291867595 -5.9816881838617407e-06 -0.0036707330557207265 -8.7923865794045129e-06 0.014142332560363381 1.6612908459686383e-05 0.00041255610179793088 0.0037972449520108061 0.00017896139216179067 -0.0037042105410794684 -6.1127334256759383e-05 -0.00066934995029990264 -4.0914668365532727e-05 0.00075764857589238086 -0.00013731001931891346 -5.6061574855745001e-05 -0.00095680796947076653 -0.00094501083350421501
leaf_weight=21 19392 38 20 10167 26 634 30 598 21 511210 120 1523 335 20 46 23 27384 262 1663 40 1357 12707 27 23
leaf_count=21 19392 38 20 10167 26 634 30 598 21 511210 120 1523 335 20 46 23 27384 262 1663 40 1357 12707 27 23
internal_value=-4.24136e-06 0.000495199 0.010031 -6.14116e-06 0.000142198 0.00179332 3.73434e-05 0.00107628 -0.000824946 -9.11464e-06 8.15032e-05 0.00104831 3.74821e-05 0.0014905 -3.28951e-06 -0.00111543 -1.27935e-05 -6.68914e-05 3.51177e-05 0.000171079 4.94663e-06 -9.93885e-06 -6.26544e-05 -2.66852e-05
internal_weight=587687 2227 102 585460 11505 687 10818 628 81 573955 22392 1643 2125 58 2067 69 551563 27646 1998 60 20749 523917 661 10190
internal_count=587687 2227 102 585460 11505 687 10818 628 81 573955 22392 1643 2125 58 2067 69 551563 27646 1998 60 20749 523917 661 10190

Tree=2
num_cat=0
split_feature=45 17 24 23 49 2 45 47 23 31 23 26 24 49 17 28 27 26 13 21 27 17 51 23 45
split_gain=0.0801233 1.39668 7.42889 0.033072 0.207311 8.08623 20.4407 0.0547578 0.972651 0.0318521 2.83367 13.062 0.0306908 0.0180888 0.0245899 0.0154702 0.0126863 0.0332225 0.0116364 0.0100391 0.00855394 0.00854636 0.00755379 0.00743848 0.00416086
threshold=-0.17180078476667401 -0.8243863284587859 0.96566614508628856 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 0.018759440630674366 -1.256108224391937 -0.032262491062283509 2.102653026580811 -0.0097320508211851103 -0.70996257662773121 0.24980354309082034 -1.6757296919822691 0.18783452361822131 -0.00055394190712831904 0.16744337230920794 0.70929089188575756 0.25719563663005834 1.6111459732055666 -0.17727538943290708 5.6550514698028573 3.3942130804061894 0.072871152311563506 0.064614940434694304
left_child=1 2 12 4 5 24 -7 8 -6 18 11 -11 15 14 -3 -1 21 -18 20 -20 -5 -15 -9 -12 -2
right_child=3 13 -4 9 7 6 -8 22 -10 10 23 -13 -14 16 -16 -17 17 -19 19 -21 -22 -23 -24 -25 -26
leaf_value=-0.00088008737476991008 3.8080703346509264e-05 9.048698462429456e-05 0.050070358282328628 0.000460040731442253 -6.7330938933650089e-05 0.092336096933474068 -0.00031637645165073991 -9.5047316928276689e-06 0.0089470496600895216 0.06870069538238277 -2.9011637282326662e-05 -0.00016436369635376965 0.0011322846683906392 1.6400195784861202e-05 0.0033315356369193585 -0.003382785809400957 0.00016518137481509021 -0.0034189863086319986 -4.1780333205584059e-05 -0.00023438934584982336 -8.6294937905865973e-06 0.0016161453533897656 -0.00036059169608725257 -0.00051891150659705298 -0.00043058653068997585
leaf_weight=27 2331 35 21 231 1072 20 48 23702 76 20 6628 89 22 1978 23 32 46 23 44826 1664 504077 20 369 189 118
leaf_count=27 2331 35 21 231 1072 20 48 23702 76 20 6628 89 22 1978 23 32 46 23 44826 1664 504077 20 369 189 118
internal_value=-3.91478e-06 0.000457069 0.00925859 -5.66829e-06 7.63971e-05 0.000742746 0.0269344 9.89165e-06 0.00052944 -9.74946e-06 0.000154349 0.0124714 -0.00132224 3.4596e-05 0.00137573 -0.00223748 -3.03621e-06 -0.00102954 -1.18129e-05 -4.86743e-05 -8.41482e-06 3.24137e-05 -1.48868e-05 -4.2594e-05 1.54989e-05
internal_weight=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 81 2125 58 59 2067 69 550798 46490 504308 1998 24071 6817 2449
internal_count=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 81 2125 58 59 2067 69 550798 46490 504308 1998 24071 6817 2449

Tree=3
num_cat=0
split_feature=55 26 26 33 47 13 13 2 35 46 17 13 46 29 21 4 23 4 33 47 46 13 1 29 13
split_gain=0.0363885 0.286892 13.4962 0.101171 1.98925 0.0307512 0.226665 3.35685 24.9157 0.203384 3.98947 0.0187392 0.0173955 0.0127503 0.0150139 0.00981927 0.00800833 0.00750238 0.00612359 0.00312092 0.00310372 0.00260226 0.0133021 0.00120756 0.000947603
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 0.075994964689016356 0.21250460296869281 1.6111459732055666 0.22128950804471972 0.16060598939657214 -0.25643424689769739 6.7063963413238534 -1.9294450879096983 0.020757593214511875 0.11671986430883409 0.0096852886490523833 1.167691767215729 0.67603379487991344
left_child=5 2 12 17 -5 6 9 23 -9 18 -11 -6 20 21 16 -16 -15 -3 -1 -19 -2 22 -7 -8 -23
right_child=1 3 -4 4 11 13 7 8 -10 10 -12 -13 -14 14 15 -17 -18 19 -20 -21 -22 24 -24 -25 -26
leaf_value=-2.5559155992252649e-06 -5.5273261298149619e-05 -0.0013967715411878695 0.059669549831543524 0.0196742733650608 0.00073086439007228091 -6.8262924697813208e-06 -9.7647046956903527e-06 0.091948143467569382 -5.4881494015637512e-05 0.023002723233348274 -5.2148449589469511e-05 -0.00018463342391585987 -0.0021263984847321878 -4.7646874389019805e-05 -0.00019110017895482493 -0.00068653901734882258 0.00013602403175006072 -0.00060190541700473675 -0.0003153424319847117 -3.0524299762515199e-05 -0.00062788613349414946 -1.9564074812019926e-05 0.00016850929134380217 -0.00051891919005720409 -6.5154527560524569e-05
leaf_weight=47863 702 24 23 32 177 399943 2024 20 137 47 837 528 26 43097 1521 281 1455 57 374 10023 61 73018 2582 28 2807
leaf_count=47863 702 24 23 32 177 399943 2024 20 137 47 837 528 26 43097 1521 281 1455 57 374 10023 61 73018 2582 28 2807
internal_value=-3.61334e-06 0.000131098 0.00152711 2.6536e-05 0.000897494 -6.33851e-06 5.05427e-05 0.000813558 0.0116652 1.62295e-05 0.00117362 4.5215e-05 -0.000167794 -1.1903e-05 -5.04617e-05 -0.000268358 -4.16485e-05 -3.69929e-05 -4.98107e-06 -3.37553e-05 -0.000101052 -8.16652e-06 -5.7016e-06 -1.67122e-05 -2.12518e-05
internal_weight=587687 11653 812 10841 737 576034 51330 2209 157 49121 884 705 789 524704 46354 1802 44552 10104 48237 10080 763 478350 402525 2052 75825
internal_count=587687 11653 812 10841 737 576034 51330 2209 157 49121 884 705 789 524704 46354 1802 44552 10104 48237 10080 763 478350 402525 2052 75825

Tree=4
num_leaves=27
num_cat=0
split_feature=45 55 24 55 34 24 33 47 0 0 55 27 26 25 21 34 0 21 5 6 33 29 26 14 27 34
split_gain=0.0654218 0.582456 8.27416 0.0311487 0.281414 8.51611 0.0906791 1.81838 0.0235611 0.230155 3.1388 0.0145463 0.0399477 0.0171233 0.0162646 0.0282325 0.0103236 0.0126685 0.00886162 0.0146526 0.00881219 0.00499822 0.00458782 0.0036034 0.00298504 0.00290215
threshold=-0.17180078476667401 -1.1565124988555906 1.7039568424224856 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 0.16744337230920794 0.70929089188575756 0.15585037320852282 3.1571753025054936 -1.2059291601181028 0.022381779737770561 5.3197524547576913 -1.4731301069259641 -1.0198096632957456 -0.024277338758110997 3.1276371479034428 -1.0762560367584226 0.40415987372398382 0.089672453701496138 -1.1519880294799802
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
left_child=1 2 18 8 6 -6 22 -8 9 21 -11 14 13 -13 20 -16 23 -18 25 -20 -3 -2 -5 -10 -7 -1
right_child=3 11 -4 4 5 24 7 -9 16 10 -12 12 -14 -15 15 -17 17 -19 19 -21 -22 -23 -24 -25 -26 -27
leaf_value=8.1560919942300327e-05 6.1033758216117273e-06 0.00017018707446571186 0.047939155955465218 -0.00021914786560922272 0.044857898807869508 -3.4802708304279544e-05 0.019421355509199201 -5.4703472989290141e-06 -7.0982395560831176e-06 0.012937104308620715 2.5656172741256e-06 -0.0010887443006392388 -0.0036097671485680618 0.0019080824315547943 0.0023538503191131979 0.00020053807934941788 -4.8598151535024462e-05 -0.0005792557544303888 -0.0016539180923938611 -0.00016580113077974154 -0.00022049977484506477 -0.00025563241938722075 -1.661260739933144e-05 -5.5355938572080354e-05 -0.00086148809296880951 0.0013374654529488908
leaf_weight=24 20307 492 23 713 26 634 30 598 510281 120 1523 26 25 20 43 225 31671 269 53 151 1125 442 9477 9342 27 20
leaf_count=24 20307 492 23 713 26 634 30 598 510281 120 1523 26 25 20 43 225 31671 269 53 151 1125 442 9477 9342 27 20
internal_value=-3.33511e-06 0.000413215 0.00375872 -4.91961e-06 0.000120527 0.0016317 2.4559e-05 0.000922563 -7.43419e-06 6.99943e-05 0.000947267 -5.02983e-05 -0.00113225 0.000214224 -9.54566e-06 0.000546032 -1.05776e-05 -5.30674e-05 -0.000338657 -0.00055242 -0.000101627 5.27819e-07 -3.07841e-05 -7.96584e-06 -6.85705e-05 0.000652427
internal_weight=587687 2227 271 585460 11505 687 10818 628 573955 22392 1643 1956 71 46 1885 268 551563 31940 248 204 1617 20749 10190 519623 661 44
internal_count=587687 2227 271 585460 11505 687 10818 628 573955 22392 1643 1956 71 46 1885 268 551563 31940 248 204 1617 20749 10190 519623 661 44

Tree=5
num_cat=0
split_feature=15 51 33 49 33 55 46 26 50 46 19 49 29 46 49 16 33 12 31 34 24 33 4 18
split_gain=0.135066 23.5676 42.7715 2.47483 7.62178 0.0379619 0.32433 2.32226 12.913 1.5903 0.0282236 4.33964 14.487 0.0237942 0.236592 0.0156341 0.0145418 0.0182746 0.0114744 0.0101209 0.135937 0.00865427 0.00667897 0.00459428
threshold=0.55725386738777172 -0.044410638511180871 0.2726276963949204 -0.12514873594045636 -0.099575325846672044 2.0211037397384648 0.014997302554547788 -1.0894942879676817 0.75598263740539562 0.015600943937897684 0.089487399905920043 0.82905498147010814 1.3162586092948916 -0.046981150284409516 -1.3179033398628233 0.37658986449241644 1.8969854712486269 3.7603465318679814 0.27495014667510992 1.468370318412781 -0.55068293213844288 3.5300124883651738 -0.14124661684036252 0.00083037198055535566
left_child=5 2 -2 4 -3 10 19 8 -8 -9 13 15 -13 14 -1 -12 22 -18 -6 21 -21 -7 -5 -15
right_child=1 3 -4 16 18 6 7 9 -10 -11 11 12 -14 23 -16 -17 17 -19 -20 20 -22 -23 -24 -25
leaf_value=0.00080425604300732344 -6.1187727661591554e-05 0.054684200120875902 0.14038044094437355 0.0010544844747394865 -0.0014884687979685152 -1.9146017569491481e-05 -0.0011331446977977664 0.014484137789083968 0.067872283470139891 -5.8320569552359455e-05 -1.5374289449429671e-05 0.074752616866573224 -5.4307921500670394e-05 -5.806501468781504e-06 -5.5424281011813225e-06 -0.00037316794184000566 -0.00011986220492767198 -0.00075006051465776019 0.00066691633697337242 -0.0064428214541985655 -4.8869555010162953e-05 0.0011452885845803968 -4.2729796583710768e-05 -2.7110807209690582e-05
leaf_weight=2347 36 20 20 33 27 9141 82 46 20 1449 6555 20 66 462036 24146 814 882 395 32 21 322 38 10176 68975
leaf_count=2347 36 20 20 33 27 9141 82 46 20 1449 6555 20 66 462036 24146 814 882 395 32 21 322 38 10176 68975
internal_value=4.98538e-06 0.000264885 0.0500965 2.35905e-05 0.0136055 -2.57473e-07 0.000140639 0.0011561 0.0123973 0.00038914 -3.03046e-06 0.000145799 0.0173427 -5.02063e-06 6.61972e-05 -5.48972e-05 -6.98252e-05 -0.000314794 -0.000319446 -2.96711e-05 -0.000440336 -1.43254e-05 -3.91831e-05 -8.5738e-06
internal_weight=587699 11621 56 11565 79 576078 11119 1597 102 1495 564959 7455 86 557504 26493 7369 11486 1277 59 9522 343 9179 10209 531011
internal_count=587699 11621 56 11565 79 576078 11119 1597 102 1495 564959 7455 86 557504 26493 7369 11486 1277 59 9522 343 9179 10209 531011

Tree=6
num_cat=0
split_feature=45 47 3 17 33 49 0 23 45 31 23 23 23 49 2 25 49 0 16 0 27 31 33 14 33 19
split_gain=0.136058 1.25426 10.2009 0.412485 9.04255 0.0788349 2.88184 62.3014 0.0359064 0.0291594 1.69826 13.5557 0.028296 0.169424 0.0256724 0.0154044 0.0133748 0.0131171 0.0114984 0.00915273 0.0089785 0.00777897 0.00658101 0.00483112 0.00800114 0.00211674
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leaf_value=0.046307883225913657 0.00068898298011018386 0.052899187164836624 8.0732928708909769e-05 0.00038483559498202078 -0.0020793234812766679 -1.3952028175008231e-05 0.1390893526524771 3.5780784128715524e-05 -0.00018047778877114642 -0.00074859116669085779 -4.0127007902580138e-05 0.06727679144697031 -6.7736556189961698e-06 9.0274906996397146e-06 -0.00071032615120057013 -0.0030334540143609049 -1.0154529830928493e-05 0.00037548166602081277 0.0011686192869713116 -4.9916822400013935e-05 0.0020351374325761787 -0.00085150434416501528 -0.00095979148965641382 -0.00013666031173496991 -0.0010752264141996139 -0.0002623759321267011
leaf_weight=32 2405 20 98 559 95 11559 20 335 156 132 6460 20 505791 22492 110 20 5601 68 47 30938 27 71 57 314 65 207
leaf_count=32 2405 20 98 559 95 11559 20 335 156 132 6460 20 505791 22492 110 20 5601 68 47 30938 27 71 57 314 65 207
internal_value=4.60151e-06 0.000345941 0.00537425 0.000129818 0.00307119 5.80227e-07 0.000191308 0.00641624 -0.000899164 -3.63885e-06 0.000156544 0.00820212 -5.53808e-06 7.47098e-05 3.09104e-06 -0.00106773 2.56895e-05 0.000134741 -3.13962e-05 -9.2605e-06 0.000847173 -0.000119385 -0.000301912 -2.70386e-05 -0.000297628 -1.83226e-05
internal_weight=587699 6843 282 6561 271 580856 12571 426 251 568285 6659 152 561626 24897 6290 130 6160 250 6507 536729 95 406 155 12145 379 11766
internal_count=587699 6843 282 6561 271 580856 12571 426 251 568285 6659 152 561626 24897 6290 130 6160 250 6507 536729 95 406 155 12145 379 11766

Tree=7
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Tree=8
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Tree=9
num_cat=0
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Tree=10
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Tree=11
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Tree=12
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Tree=13
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Tree=14
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Tree=15
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split_gain=0.0426405 0.816281 17.0946 0.741962 24.5605 36.6064 0.482845 0.0368622 0.0469016 0.0197914 0.0239186 0.031166 0.0176831 0.0162213 0.0162087 0.0160401 0.011122 0.00983271 0.038464 0.00956599 0.00541058 0.00459108 0.00341815 0.0692028 0.00300207
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Tree=16
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split_gain=0.0430743 4.4532 57.0777 0.0589561 0.116666 0.238099 0.0360288 0.0316041 2.69252 0.107637 0.0762971 0.031961 2.37475 15.2394 0.0305108 0.0158871 0.0130292 0.0693306 0.0125764 0.00818568 0.00938584 0.00746074 0.00699347 6.21969e-05
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Tree=17
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split_gain=0.0380231 0.625954 58.9117 0.171803 0.731425 0.069514 0.0258754 0.0633971 0.0294854 0.0234393 0.0618044 0.0229919 0.017247 13.9005 0.0162144 0.0119019 0.00640472 0.00761046 0.00514148 0.000219229 0.000220365
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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
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Tree=18
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Tree=19
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leaf_count=20 202 10919 20 20 20 21 53 341 34 31 78 10284 23 1701 1052 88 4144 21 1052 50 1637 534882 20525 23
internal_value=-3.63878e-06 0.000122971 0.00916875 -0.000774172 -6.91536e-05 -0.000902345 -0.00338596 -0.000393237 -6.44688e-06 -0.000130644 -7.07226e-05 -5.36122e-05 -0.00335403 -4.14591e-06 0.000159349 0.0102281 -4.99318e-05 -3.90557e-05 -0.000300789 -1.34526e-05 -5.69792e-06 -3.85422e-06 -5.02034e-05 -1.95243e-06
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Tree=20
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leaf_count=20 191 20 352 456 20 96 1924 79 57 20 37 23 67 9506 1134 211 67 4006 106 2297 44 17034 522402 19285 8123
internal_value=-6.1372e-07 0.000133915 0.00388032 4.04406e-05 0.000805072 0.0111311 0.000238726 -0.000534165 -0.00164525 -6.01389e-06 -0.000143671 -0.0167447 -6.93892e-05 -5.42253e-05 -3.62073e-06 0.000169389 0.0129333 -9.39417e-05 -4.53127e-05 -0.000257991 -0.000152581 -1.60922e-05 -4.97228e-06 -5.61111e-05 -3.00404e-06
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Tree=21
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split_gain=0.0428382 0.0975729 3.24293 5.94227 0.0369439 2.33671 0.304261 0.0280084 0.131094 0.120602 0.0254368 0.0217417 0.021007 0.283605 12.9051 0.0792303 0.0124366 0.207724 0.0143735 0.0112885 0.00983051 0.00955469 0.0185508 0.00706864 0.000816361
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leaf_count=33915 537329 693 20 482 20 31 83 29 21 57 21 760 22 14745 27 530 4294 120 43 21 254 1652 550 5072 20
internal_value=3.6684e-07 0.000238396 0.0123381 -2.39884e-05 0.00372013 -0.00150675 -0.00850771 -1.65893e-05 -0.000417705 -0.000189311 -0.00448679 -0.00125039 -0.0540482 -0.000332694 -5.07161e-06 -0.00159434 -7.46436e-05 -0.000618088 -0.000648664 -0.000388945 -4.44068e-06 -3.32068e-06 -0.000525253 -1.20178e-06 6.04862e-05
internal_weight=600811 39953 848 39105 522 828 114 560858 15655 14823 832 781 51 14802 545203 600 38583 4414 573 714 34169 544603 2202 542401 502
internal_count=600811 39953 848 39105 522 828 114 560858 15655 14823 832 781 51 14802 545203 600 38583 4414 573 714 34169 544603 2202 542401 502

Tree=75
num_cat=0
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leaf_count=565230 23 21 2295 879 404 22 1533 952 80 417 25 131 2338 437 37 5853 22 3052 34 262 5838 46 34 7911 126 2809
internal_value=3.38593e-07 9.87173e-06 0.00105902 0.0115091 -9.59946e-05 0.00434557 -0.000400151 -0.000340249 -0.00173394 -0.00560168 -0.0083862 -7.40099e-06 -0.000579764 -0.00398849 -0.00050957 -0.000343387 -0.0053214 1.41632e-06 0.000623037 -1.97599e-06 -0.00032864 -0.00085788 -0.0026349 -9.60748e-05 -0.000887712 -1.64681e-05
internal_weight=600811 586842 9505 946 8559 426 13969 13865 2067 497 104 577337 8759 568 1570 8191 79 568578 3086 565492 8133 925 57 11798 1078 10720
internal_count=600811 586842 9505 946 8559 426 13969 13865 2067 497 104 577337 8759 568 1570 8191 79 568578 3086 565492 8133 925 57 11798 1078 10720

Tree=76
num_cat=0
split_feature=16 4 31 9 31 17 17 21 7 18 25 25 29 5 15 9 13 7 20 35 46 5 49 50 29 14 26 15
split_gain=0.373994 2.33132 25.2879 595.73 4.53506 2.73834 8.68078 2.98972 0.893532 2.3788 0.978662 0.349629 0.698257 0.312962 0.308808 23.9155 5.5138 0.185019 0.156257 19.3618 0.150659 0.0871942 0.0682436 0.283514 0.0393338 0.219747 0.0305682 0.0234045
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left_child=1 14 5 -4 -5 7 -7 -3 9 10 17 12 -11 -12 18 -16 -17 -2 20 -20 -1 -13 24 -24 25 -10 -26 -25
right_child=8 2 3 4 -6 6 -8 -9 22 11 13 21 -14 -15 15 16 -18 -19 19 -21 -22 -23 23 27 26 -27 -28 -29
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leaf_weight=575248 30 4579 36 36 498 59 302 228 541 599 969 1344 134 91 27 20 4398 558 926 20 561 139 20 40 1127 196 8064 21
leaf_count=575248 30 4579 36 36 498 59 302 228 541 599 969 1344 134 91 27 20 4398 558 926 20 561 139 20 40 1127 196 8064 21
internal_value=3.12522e-07 9.65245e-06 0.00155412 0.016946 -0.00349299 -0.000143514 -0.00661131 0.00034221 -0.00039484 -0.00138941 -0.00360484 0.000258161 -0.00111755 -0.0022073 -5.59555e-06 -0.000644935 -0.000203402 -0.00612422 -6.68217e-07 0.000988132 -2.29272e-06 0.000938132 -1.08824e-05 -0.00223683 7.27852e-06 -0.000533962 5.06791e-05 0.000371641
internal_weight=600811 586938 5738 570 534 5168 361 4807 13873 3864 1648 2216 733 1060 581200 4445 4418 588 576755 946 575809 1483 10009 81 9928 737 9191 61
internal_count=600811 586938 5738 570 534 5168 361 4807 13873 3864 1648 2216 733 1060 581200 4445 4418 588 576755 946 575809 1483 10009 81 9928 737 9191 61

Column_49=138
Column_7=108
Column_51=98
Column_16=86
Column_21=86
Column_5=83
Column_20=82
Column_15=79
Column_17=74
Column_18=63
Column_19=63
Column_4=61
Column_31=60
Column_9=59
Column_25=58
Column_8=55
Column_55=52
Column_29=50
Column_23=49
Column_0=48
Column_45=48
Column_24=46
Column_33=45
Column_46=43
Column_14=41
Column_34=37
Column_47=36
Column_26=33
Column_2=27
Column_3=26
Column_13=22
Column_32=21
Column_35=19
Column_27=16
Column_6=14
Column_1=13
Column_11=13
Column_12=11
Column_28=11
Column_50=7
Column_22=6
Column_48=6
Column_10=4
Column_52=3

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

objective=regression metric=rmse num_leaves=31 max_depth=5 learning_rate=0.077 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