tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=55
objective=binary sigmoid:1
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55
feature_infos=[-2.6480116844177246:899.24127197265625] [-1.6953428983688354:537.716552734375] [-1.5686674118041992:432.52276611328125] [-1.5100586414337158:317.26541137695312] [-1.3684296607971191:294.17733764648438] [-3.8205981254577637:3.6167638301849365] [-11.250462532043457:11.633420944213867] [-178.32157897949219:31.027378082275391] [-168.69509887695312:24.585739135742188] [-58.428810119628906:107.74765014648438] [-1.0032992362976074:0.99671167135238647] [-3.3106920719146729:3.1623668670654297] [-0.30803275108337402:195.3482666015625] [-32.104030609130859:276.09219360351562] [-18.295454025268555:313.37521362304688] [-14.363351821899414:354.548828125] [-8.4178743362426758:412.9281005859375] [-0.93466681241989136:15.501534461975098] [-0.021823929622769356:405.318359375] [-0.024879168719053268:288.1317138671875] [-0.033813551068305969:266.71868896484375] [-0.20548999309539795:60.144813537597656] [-0.65683537721633911:1.6594306230545044] [-2.6472175121307373:899.2196044921875] [-3.7117986679077148:3.6195874214172363] [-3.5777997970581055:4.4422993659973145] [-2.052433967590332:2.8989355564117432] [-141.80332946777344:642.29339599609375] [-193.14361572265625:314.93453979492188] [-0.28035897016525269:76.039054870605469] none [-3.1843767166137695:3.0735974311828613] [-14.363351821899414:354.54876708984375] [-0.40915185213088989:27.987947463989258] [-1.579592227935791:1.3883670568466187] [-1.6251664161682129:1.4297853708267212] none [-3.1603121757507324:14.421809196472168] [-0.25330248475074768:3.9478490352630615] [-24.201498031616211:0.041319753974676132] none none [-0.038646969944238663:25.875249862670898] [-3.1246073246002197:5.1051316261291504] [-0.25614631175994873:3.9054112434387207] [-77.5755615234375:491.19122314453125] [-66.322944641113281:460.3082275390625] [-2.2481677532196045:3.1108465194702148] [-3.1593220233917236:3.6238675117492676] [-14.02635383605957:8.8616828918457031] [-1.3664791584014893:1.0622026920318604] [-0.34903949499130249:116.00056457519531] [-1.1733413934707642:1.0420401096343994] [-0.056538037955760956:58.067909240722656] [-3.1603126525878906:14.421808242797852] [-2.4257125854492188:2.1942636966705322]
tree_sizes=3505 3582 3591 3579 3586 3578 3590 3572 3559 3605 3619 3580 3598 3556 3583 3594 3603 3584 3615 3614 3588 3611 3573 3582 3581 3591 3609 3582 3590 3581 3585 3573 3578 3590 3586 3596 3605 3598 3590 3611 3594 3581 3615 3596 3562 3598 3609 3591 3590 3594 3580 3451 3479 3465 3572 3559 3589 3574 3586 3344 3357 3458 3574 3468 3589 3448 3603 3545 3621 3580 3023 3573 3601 3337 3591 3628 3597 3589 3612 3612 3595 3606 3609 3568 3588 3606 3581 3626 3567 3604 3600 3594 3615 3602 3615 3627 3608 3622 3611 3583 3614 3610 3617 3621 3608 3612 3604 3644 3630 3616 3611 3629 3601 3616 3614 3618 3593 3613 3584 3586 3353 3351 3449 3148 3600 3615 3602 3387 3150 3268 3616 3605 3605 3582 3590 3149 3603 3618 3144 3126 3606 3613 3603 3244 3463 3608 3615 3601 3601 3589 3359 3473 3359 3358 3587 3599 3592 3597 3605 3597 3615 3611 3590 3615 3605 3603 3637 3605 3636 3604 3582 3581 3375 3604 3577 3004 3548 3023 3027 3443 3582 3600 2694 3563 3580 3592 3587 3138 3550 3149 3587 2944 3043 3061 3595 3611 3619 3601 3603 3554

Tree=0
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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=-0.34746088680054288 -0.33104813952171763 -0.34509845198130507 -0.334722182597053 -0.34010152991004633 -0.35796649054047658 -0.34681034864586274 -0.32891210067717941 -0.34718641099342146 -0.32951394254121785 -0.34568823112002123 -0.32060128092060752 -0.33433794042672171 -0.34156268667788364 -0.33532126713566851 -0.39025971988619407 -0.33910581536784085 -0.37381680006217838 -0.33502988501475173 -0.33341646528389046 -0.32147966024447283 -0.3728700539687087 -0.30351792919876519 -0.34356258422241842 -0.31546812754154835 -0.35865955869475036 -0.28941005615520177 -0.36127722118888383 -0.36450888618320432 -0.34649268093146618 -0.34906360449553392
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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 6 8 7 7 54 5 51 7
split_gain=4336.52 1575.51 942.241 669.691 726.862 520.64 457.248 374.166 349.744 210.541 253.122 174.634 149.986 133.29 129.781 108.695 96.142 77.1233 69.0531 68.709 67.6317 62.2556 53.682 53.4381 49.5864 36.2678 21.6298 20.2098 15.231 13.9139
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 6.054261029930786e-05 -0.050118966028094285 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 -21 -15 -13 -20 -19 -2 -4 -1
right_child=1 3 8 4 16 -7 14 11 9 -11 -12 24 -14 23 15 -17 -18 26 25 22 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.02410117286070227 0.018401993454139797 -0.002154467310268221 -0.00011272446221304764 -0.0088863768556950874 -0.01386962444404069 -0.0010837946252829844 0.024640206132899467 -0.016917452844517955 0.00074347385801524894 0.0033154623758789069 -0.01771346563944572 -0.025603361885630099 -0.041551572246633105 0.0073956760413784088 0.05730275902301573 0.023044356467791221 0.0052029058225587874 -0.0024992351900461653 0.0092366462347519534 -0.025095806029551124 0.012640435290260607 -0.028823522023822899 -0.0080622790789869388 0.0038429736471741957 -0.0033490196464746199 0.0055070752940830437 0.027114445057431869 0.010822434742692984 0.016096143928232328 -0.003138015625688979
leaf_weight=27.005428418517113 510.5831806063652 282.12989073991776 95.784124404191971 17447.576691523194 369.09757947921753 35586.29040877521 1774.6343103200197 387.43271727859974 1162.824291691184 902.64109638333321 8123.6439121365547 1546.3039546906948 2671.4329742640257 14763.799521237612 260.63103170692921 246.89171454310417 18366.206566825509 2207.6090735048056 6311.1443699896336 606.94822029769421 1008.3452142328024 208.30420388281345 434.70466428995132 9542.3280384689569 150.39980125427246 8216.7918624281883 34.289877012372017 8481.2238121181726 462.98313151299953 520.04759289324284
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 1793 39280 619 33815 141 34880 1904 2142
internal_value=2.34149e-05 0.00257665 -0.0162695 0.000373546 -0.0014376 -0.00365076 0.0105118 -0.0279573 -0.0105611 -0.0137442 -0.0154023 -0.0331508 -0.0384314 0.00561559 0.0234303 0.0406373 0.00482716 0.00101899 0.0087045 -0.0124111 0.0202924 -0.0134817 -0.0179873 0.00600092 -0.0236307 0.00712725 -0.00204629 0.0112528 0.0133176 -0.00179335
internal_weight=142710 123376 19334.1 96565.7 71769.2 53033.9 26810.2 6344.28 12989.8 10189.1 9286.47 4755.57 3058.87 24796.6 3290.5 507.523 18735.3 2800.67 23519.7 1588.71 2782.98 490.434 1041.65 24306.1 1696.7 14527.9 2241.9 8991.81 558.767 547.053
internal_count=587687 507936 79751 397662 295635 218556 110274 26219 53532 42005 38291 19667 12661 102027 13523 2084 77079 11527 96751 6552 11439 2024 4299 100003 7006 59772 9229 36979 2298 2253
shrinkage=0.037

Tree=2
num_cat=0
split_feature=48 28 18 8 8 48 28 6 38 6 6 7 17 21 28 28 17 6 28 6 7 7 8 23 26 8 5 12 27 11
split_gain=4032.4 1457.79 927.914 620.58 674.137 485.392 449.881 487.062 421.162 184.547 147.123 142.091 123.677 118.851 117.479 99.0261 90.9848 90.212 63.7525 58.4662 50.5168 45.6294 33.6887 32.5824 24.334 22.7127 18.6194 16.102 14.3305 10.4922
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.056312030181288726 -0.34191577136516565 0.000590299750911072 6.054261029930786e-05 1.0000000180025095e-35 1.0000000180025095e-35 6.0529777329065844e-05 0.061627229675650604 -0.9409729242324828 3.1571753025054936 -0.081908166408538804 -0.27692525088787073 -0.9409729242324828 1.0000000180025095e-35 -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 17 18 27 23 -9 19 24 28 -15 -6 -8 26 -3 -14 -16 -20 -11 -10 -12 -2 29 -4 -1
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leaf_value=-0.0033368102298424805 0.017668068868303313 -0.0027579621577193394 0.01654985308282177 -0.0086228435082637105 -0.013507197409698338 -0.0010589619506897123 -0.011367670451401924 -0.012349825435300927 0.021391376299197018 -0.045178255111930417 -0.028558063434634174 0.0031568322246042298 0.0078484629373961664 0.054713488176064994 0.0041441416448175662 0.022110719352237254 0.0049155692264520245 -0.028483098176515946 0.009205941400807478 -0.028965487819446849 0.0044034665892260039 -0.0064773946048735341 0.0055063907037821184 -0.010681943182041754 0.013242994273919367 -0.0016501367262986824 0.010403301035039635 0.016709755406367183 0.0047067022034693864 -0.01656616546569736
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internal_value=2.21823e-05 0.00248014 -0.0157164 0.000359608 -0.00138486 -0.00355004 -0.0120307 -0.0161419 0.0101053 -0.0335969 -0.0367474 -0.0103147 0.0054027 0.0224792 -0.00265704 0.0388924 0.00455577 -0.0264421 0.00837025 -0.013017 0.00577306 -0.00484434 0.00685533 -0.0443443 0.0194775 -0.0276577 0.0108163 -0.00925407 0.0124337 -0.0115031
internal_weight=142702 123426 19275.9 96569.9 71750.5 52584.9 15981.7 11109.2 26855.8 3294.25 2916.76 7095.21 24819.4 3302.54 4872.43 510.601 19165.6 4014.02 23553.3 489.195 24330.2 4255.6 14545 1588.85 2791.94 1327.91 9008.27 377.497 616.823 347.403
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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=2371.85 1897.12 1353.09 764.342 601.227 518.637 411.167 226.503 185.403 172.662 153.105 142.408 95.4186 111.546 80.1099 68.1143 63.603 57.4326 55.8029 51.4887 31.3949 22.8884 21.0089 19.178 16.5081 15.4895 14.4517 14.4218 12.1849 11.1517
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internal_value=2.10075e-05 -0.00282427 -0.00196124 -0.00513668 0.00374878 0.00801904 -0.0104019 -0.00210954 -0.0218995 -0.0314176 0.00462774 0.00657061 0.0211116 0.0352189 0.00508263 0.0186288 -0.0225776 -0.0275407 -0.0400891 0.00344774 -0.011088 0.0508734 -0.033762 0.0104572 0.0113135 0.00953506 0.0226482 0.0177414 0.00783432 -0.0478458
internal_weight=142686 105245 102162 65651.8 36510.1 37440.8 23966.4 41685.4 1209.74 3083.56 35300.4 33711.3 3729.51 558.136 24378.2 3171.37 1526.94 1066.33 1556.62 15292.3 460.614 294.424 857.316 9333.17 1124.6 7166.83 2046.77 263.712 9085.81 699.306
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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Tree=61
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Tree=62
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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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internal_count=600957 21206 15525 9955 5570 3625 1945 5681 271 5410 385 8162 579751 309631 5943 5366 303688 165683 577 138005 270120 114877 88685 26192 155243 35882 119361 5025 217 1793

Tree=196
num_cat=0
split_feature=55 25 13 17 6 28 6 6 6 8 16 6 17 6 43 20 0 23 21 25 17 16 43 28 35 33 9 33 26 9
split_gain=14.7514 20.6694 15.9019 19.9894 20.9104 19.342 13.5633 26.0071 14.6524 13.9626 12.9714 12.3368 33.3906 20.0702 26.909 21.5726 19.2419 13.156 12.1939 15.464 12.115 16.8948 11.7365 11.6637 11.3286 11.157 10.7105 10.6395 10.0513 9.69129
threshold=0.36563305556774145 -0.98611101508140553 -0.0039383406983688465 -0.80357012152671803 -0.41218936443328852 0.01025249343365431 -0.0032315243734046812 -0.0032316836295649405 0.19465310126543048 0.06076819263398648 -0.058342900127172463 0.66048380732536327 -0.93323016166687001 -0.0032315243734046812 2.8988546133041386 -0.031473683193325989 -0.0022947916295379396 -0.033830037340521806 4.5086498260498056 -1.8386467099189756 -0.89186540246009816 -0.029524763114750382 3.6342802047729497 -0.0039792077150195828 1.2112014293670657 -0.33949108421802515 0.042048122733831413 -0.38818599283695215 -0.082925464957952486 0.12874165177345279
left_child=11 2 18 4 -4 -5 7 10 9 -8 -3 13 22 14 16 27 -1 -16 29 -20 21 -14 28 -10 -22 -9 -17 -15 -13 -2
right_child=1 6 3 5 -6 -7 8 25 23 -11 -12 12 20 15 17 26 -18 -19 19 -21 24 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00016045537752143305 -0.00047121049487772892 0.0011510216026308859 0.01014186313502057 -0.0048664755055795291 -0.013759536936494695 0.00020729483578452613 0.0035119369502579225 -0.0060961700636246721 0.0068338657304838164 -0.00063595220726911405 -0.00087986078734797284 0.018361274256135506 0.05948865674153439 0.002272701941850557 0.016568244946471605 0.0015580805393114155 -0.0017823012855350743 0.0034506634769333969 0.030227066239565586 0.0026682893524332049 -0.00029566811929394979 0.0057014416893640006 -0.028695953458930924 -0.00020349382431919579 -0.0038124109795095243 -0.0021132962472417529 -5.7767447774855888e-05 0.011200857006659896 -0.016846068561553133 -0.0088268862320115722
leaf_weight=34513.061202600598 3914.0710647776723 6179.9677827060223 57.017396077513695 2562.6929820813239 413.59562020003796 1718.2466271668673 3455.2794290781021 1422.1300071179867 328.4988806322217 1637.5276065915823 14194.40514882654 16.103325128555298 10.644189730286596 316.51229336112738 110.91378536820412 18148.551890715957 8748.4960578680038 1859.1724678575993 38.404097229242325 101.66336837410927 13069.844919472933 32.116812914609909 76.77023309469223 17417.505820423365 1387.09031714499 2981.3729549050331 8132.1993387490511 432.29636661708355 35.735630348324776 199.72676435112953
leaf_count=140292 16303 25063 251 11848 2081 7015 14129 7396 1413 6595 57898 84 49 1358 492 74509 42926 7675 175 452 54589 157 425 72400 5773 14057 32781 1777 191 803
internal_value=-6.43397e-05 -0.000529032 -0.00215458 -0.0036257 -0.0108637 -0.00283001 -0.000221603 -0.000821132 0.000428827 0.00217824 -0.000263852 0.00023848 -0.000741405 0.000436845 -3.98311e-05 0.00123452 -0.000232415 0.00418917 -0.000511348 0.0102244 -0.000574921 0.0190903 -0.0195112 -7.32242e-05 -0.000633087 -0.00339958 0.00105808 0.00742703 -0.00590921 -0.000876882
internal_weight=143512 56622.1 9005.42 4751.55 470.613 4280.94 47616.7 24777.9 22838.8 5092.81 20374.4 86889.5 14628.3 72261.2 45231.6 27029.6 43261.6 1970.09 4253.87 140.067 14499.7 42.761 128.609 17746 14456.9 4403.5 26280.8 748.809 51.839 4113.8
internal_count=600957 237879 38928 21195 2332 18863 198951 104414 94537 20724 82961 363078 61268 301810 191385 110425 183218 8167 17733 627 60568 206 700 73813 60362 21453 107290 3135 275 17106

Tree=197
num_cat=0
split_feature=6 0 23 6 6 17 7 24 17 28 2 53 0 20 14 13 34 13 9 44 52 12 45 8 14 20 43 11 16 46
split_gain=12.2199 51.5335 32.1425 43.9549 27.6844 29.8147 25.1986 20.3684 18.7539 22.4498 25.6574 18.4783 17.482 17.7955 17.0689 16.836 14.8351 14.6986 14.6756 14.5133 19.916 15.8155 13.5545 13.1734 12.8652 10.7337 10.3342 10.0668 9.46686 5.94438
threshold=-0.0032315243734046812 -0.0022947916295379396 -0.027622920460999009 0.39170515537261968 -0.0032315314747393127 0.50155615806579601 -0.025988317094743248 1.0021826028823855 -0.72142368555068959 -0.14907623082399366 -0.024714509025216099 5.3784809112548837 -0.0011668936931528149 -0.029505208134651181 0.20682789385318759 -0.0038627493195235725 1.3539201617240908 0.46292996406555181 0.25668530166149145 1.0000000180025095e-35 0.6776583492755891 -0.28972052037715906 -0.00034047469671349967 -0.022528803907334801 1.2720631361007693 -0.033402459695935242 3.2492598295211796 1.4142922163009646 -0.023022626526653763 -0.0042707922402769318
left_child=1 8 3 14 5 16 28 -8 9 10 -1 24 13 15 22 -4 -3 -15 -13 21 -21 -14 -2 -11 -5 29 -27 -7 -6 -10
right_child=2 4 12 11 6 27 7 -9 25 23 -12 18 19 17 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.01031187103886202 -0.0033036127359938865 -0.004238479359447358 0.0080277964995826099 -0.018810951620843796 -0.0051032354670351773 0.0012301418121644413 0.0013946059347100359 -0.0048343934251157111 -0.010327722743197236 -0.0017798407936403435 0.009819449399957797 -0.0031277257144673759 -0.0053138710148153377 0.0010625047397737227 -0.027336052079839541 0.0021144333382814651 -0.0090884816510087389 -0.010369684034060822 0.051947756856521449 -0.0020319558698682198 -0.02676022114837542 0.00032511501445333713 0.011166181414146908 0.0025209921307587429 0.046281167319597701 -0.00023149856981763447 0.0024846773232523591 0.021063312544235494 0.0023137777942236048 0.022223950976521953
leaf_weight=97.481481596827507 174.28345096111298 4613.4217021502554 1022.0310629755259 367.20344980061054 1959.0672526881099 890.68536847829819 4718.2716441005468 847.79184430837631 9.3143699914216977 1449.3416373729706 781.4957572966814 31.794559344649315 689.81538105010986 8483.1599603742361 25.413724884390831 1856.3269132226706 1062.1802742034197 156.8102645277977 8.3662977665662748 2912.0323662012815 45.281292647123337 52694.417741075158 180.32511138916016 2978.8894079327583 4.204431250691413 53100.509225234389 1989.4682715833187 36.470179669559002 267.79001569747925 43.770044609904289
leaf_count=392 735 25126 4192 1947 8695 4842 20383 3657 41 5927 3381 153 3358 34596 106 7939 7047 646 39 11955 183 217167 770 12327 18 215617 8143 192 1182 201
internal_value=-6.19835e-05 -0.000388988 0.000294527 -0.0071181 -0.0023785 -0.00414125 -0.000884958 0.000445839 8.47944e-05 0.00218548 0.00758682 -0.0154961 0.000380996 0.00169444 0.00195532 0.00421412 -0.00514615 0.000855017 0.00834558 0.00011248 -0.00241059 0.00025225 0.00405455 0.00111335 -0.0180741 -0.000117385 -0.000133409 0.00201029 -0.0042113 0.0165123
internal_weight=143497 74845.9 68651.5 791.591 14395.7 6602.76 7792.92 5566.06 60450.3 5307.21 878.977 411.569 67859.9 11518.3 380.022 2878.36 5675.6 8639.97 40.1609 56341.5 2957.31 53384.2 354.609 4428.23 371.408 55143.1 55090 927.156 2226.86 53.0844
internal_count=600957 317153 283804 3768 71124 37207 33917 24040 246029 22027 3773 2157 280036 47373 1611 12131 32173 35242 192 232663 12138 220525 1505 18254 1965 224002 223760 5034 9877 242

Tree=198
num_cat=0
split_feature=55 25 47 13 17 7 11 6 6 55 6 21 35 6 17 6 43 12 54 8 23 31 43 17 16 35 26 23 11 15
split_gain=13.6356 19.0761 20.8197 13.284 19.8475 12.7982 12.0868 16.2543 18.3096 14.2913 12.14 12.0829 11.6946 11.4232 30.0497 17.5613 23.7435 18.2422 16.8602 16.303 12.0948 11.2476 11.2183 11.1618 15.2115 10.4913 9.37183 9.19317 7.79527 7.00873
threshold=0.36563305556774145 -0.98611101508140553 -1.2433525025844572 -0.0039383406983688465 -0.80357012152671803 -0.52754068374633778 -1.8003312945365904 -0.0032315243734046812 -0.0032316836295649405 1.0247220993041994 0.19465310126543048 4.5086498260498056 -0.39835225045680994 0.66048380732536327 -0.93323016166687001 -0.0032315243734046812 2.8988546133041386 -0.28200684487819666 3.2652946710586552 -0.010062559507787226 -0.033830037340521806 -1.0505597591400144 3.6342802047729497 -0.89186540246009816 -0.029524763114750382 1.2112014293670657 -0.082925464957952486 0.0019306767499074342 1.1857216954231264 -0.022814070805907246
left_child=13 2 5 11 -5 -2 9 8 -8 27 -9 -4 -11 15 22 16 19 18 -17 -1 -18 -19 26 24 -16 -25 -15 -3 -7 -24
right_child=1 6 3 4 -6 28 7 10 -10 12 -12 -13 -14 14 23 17 20 21 -20 -21 -22 -23 29 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00086817084087855291 0.044264689532723708 -0.00051339632161259967 -0.00037325118850051311 -0.010508544256786696 -0.0021195491552951024 -0.0096646244644211544 -0.00051976101686343793 0.001972990151476822 -0.0031848890253279691 0.0031985141163001591 -8.5377695857686677e-05 0.010818177062563382 0.011994504520015071 0.017982603010185561 0.056128204185168569 0.0041734244938231328 0.015853683729705321 0.0038823559437146083 0.018642399140541041 0.00057313221876669081 0.0032441085949258038 0.0007616650824914835 -0.0029878553642429086 -0.00028629892929663768 0.0054834131482865882 -0.0036714436145818337 -0.016046690464463075 -0.022618047201949296 0.0030600298361868352 -0.032934558640240891
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leaf_count=100894 26 2896 15740 2047 16236 3908 76082 20511 21255 3529 73462 615 1107 84 49 4271 492 6914 503 82324 7675 98737 72 54589 157 5773 191 109 356 353
internal_value=-5.97249e-05 -0.000506578 -0.00206897 -0.00153201 -0.00295885 -0.00796828 -0.000211288 -0.000330717 -0.00102333 0.00269898 0.000371832 1.34558e-05 0.0052965 0.00023143 -0.00071158 0.000422318 -2.37329e-05 0.00116832 0.00572564 -0.000204601 0.00395099 0.000965622 -0.0186665 -0.000554919 0.0182581 -0.00061094 -0.005348 -0.00131462 -0.00841514 -0.0277818
internal_weight=143480 56604.9 8997.67 8247.01 4288.06 750.659 47607.2 45730.5 23028.2 1876.65 22702.4 3958.95 1139.31 86875 14625.1 72249.8 45214.8 27035 1151.23 43246.9 1967.93 25883.8 126.504 14498.6 43.0456 14455.6 51.401 737.339 744.291 75.1029
internal_count=600957 237879 38928 34638 18283 4290 198951 191310 97337 7641 93973 16355 4636 363078 61268 301810 191385 110425 4774 183218 8167 105651 700 60568 206 60362 275 3005 4264 425

Tree=199
num_cat=0
split_feature=55 25 47 13 12 7 54 11 55 35 9 17 17 45 19 31 55 54 28 48 21 24 3 45 48 27 24 8 26 17
split_gain=12.6473 17.7055 19.4081 12.3301 19.5483 11.8713 11.3759 11.2074 13.2476 10.8316 10.7738 15.1065 13.1402 9.43398 10.3847 9.36589 9.01579 8.85316 15.6702 12.53 11.0668 8.25207 9.66836 8.40871 7.78289 7.40048 7.29134 7.05159 5.02812 2.48127
threshold=0.36563305556774145 -0.98611101508140553 -1.2433525025844572 -0.0039383406983688465 -0.3001315295696258 -0.52754068374633778 9.3639101982116717 -1.8003312945365904 1.0247220993041994 -0.39835225045680994 0.24200526624917987 -0.31449793279170984 1.1738191843032839 0.17919377982616427 0.081602856516838088 -1.1183700561523435 0.38914279639720922 4.5166687965393075 0.097450174391269698 1.5512264370918276 -0.10140030458569525 -2.1835905313491817 0.030229128897190097 0.0055363741703331479 1.1743826568126681 0.12059845775365831 1.9947673082351687 -0.078755822032690034 -0.83173450827598561 0.018918431363999847
left_child=13 2 5 6 -5 -2 -4 8 16 -10 12 -12 -9 17 25 27 -3 21 19 -19 -20 22 -1 -23 -17 28 -7 -16 -15 -27
right_child=1 7 3 4 -6 26 -8 10 9 -11 11 -13 -14 14 15 24 -18 18 20 -21 -22 23 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.0029282589062874539 0.042575770718555277 -0.023089636208818848 -9.1845344632251352e-05 -0.024621719067215414 -0.0025642473000798958 -0.0076489940716015885 0.037548506401021829 -0.00072570639094886118 0.00307950412231652 0.011542181130651318 0.0041069605366224407 -0.00061267801025981748 0.0013127992431801721 0.041916077241347646 0.0070643913012517897 0.0055448430973342481 -0.00049903309534709693 0.0063099561055281967 0.0025649063289926257 -0.010493958601626028 -0.010374563580083953 0.00040708471856671112 0.014219736842720753 -0.00047289997678992302 -0.013063004471999484 0.065306057205861412 -0.036007362209651866 0.05350727322390423 -0.0027261917660640123 0.030828950096140777
leaf_weight=1596.5444231629372 6.374918356537818 25.03545880317688 3947.6991090923548 55.729552365839481 4229.8702341094613 729.16266444325447 11.022860690951346 37093.787556741387 867.75010471045971 271.94019460678101 1738.8058929294348 1992.1161446869373 4900.9056593179703 5.1478616446256629 8.8864443600177783 201.64553163945675 712.21380773186684 1016.770436540246 190.5505583435297 64.608135119080544 172.31949592381716 64153.093691121787 46.318003505468369 19349.220781840384 36.313271000981331 6.8086880147457105 12.627126686275004 9.0169409811496717 10.496749103069307 4.9246279001235962
leaf_count=6714 26 102 16309 378 17905 4195 46 155818 3529 1107 7017 7993 20482 21 36 826 2903 4196 767 266 747 268522 190 80518 147 28 69 37 43 20
internal_value=-5.75358e-05 -0.00048794 -0.00199365 -0.00147584 -0.00285108 -0.00769966 1.29623e-05 -0.000203499 0.00259867 0.00509877 -0.000318522 0.00158692 -0.000487807 0.00022286 0.00696446 0.00464696 -0.00126616 0.000200808 0.00307342 0.00530599 -0.00357978 0.000152082 -0.0024448 0.000203174 0.00270523 0.0286228 -0.00813172 0.0304551 0.0119634 0.0508356
internal_weight=143468 56595 8992.49 8244.32 4285.6 748.165 3958.72 47602.6 1876.94 1139.69 45725.6 3730.92 41994.7 86872.7 283.24 255.862 737.249 86589.4 1444.25 1081.38 362.87 85145.2 1642.86 83502.3 237.959 27.3779 741.79 17.9034 15.6446 11.7333
internal_count=600957 237879 38928 34638 18283 4290 16355 198951 7641 4636 191310 15010 176300 363078 1158 1046 3005 361920 5976 4462 1514 355944 6904 349040 973 112 4264 73 64 48

end of trees

feature_importances:
Column_7=440
Column_6=409
Column_28=400
Column_17=294
Column_8=291
Column_9=289
Column_48=213
Column_23=209
Column_0=184
Column_16=172
Column_21=170
Column_34=170
Column_1=166
Column_25=134
Column_55=134
Column_33=126
Column_13=115
Column_24=110
Column_26=108
Column_12=105
Column_5=102
Column_35=94
Column_11=92
Column_14=88
Column_31=87
Column_18=84
Column_46=84
Column_45=81
Column_51=79
Column_47=77
Column_20=76
Column_29=73
Column_19=70
Column_4=61
Column_2=57
Column_3=56
Column_50=48
Column_49=46
Column_27=40
Column_15=39
Column_22=38
Column_53=33
Column_38=31
Column_37=30
Column_44=30
Column_52=23
Column_43=15
Column_32=8
Column_54=8
Column_10=3

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: 0.037]
[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=0.037 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=2499 2517 2615 2641 2529 2413 2616 2338 2612 2889 2422 2407 2457 2329 2415 2632 2743 2625 2726 2611 2726 2616 2535 2515 2721 2905 2414 2608 2328 2692 2627 2553 2523 2443 2417 2532 2636 2448 2448 2417 2533 2903 3039 3041 3040 3043 3044 2796 3102 3055 3067 3056 3001 2859 3072 3080 2875 3041 2881 2979 3054 3046 2955 2952 2975 2883 3055 2977 3072 2718 2875 2993 2690 2778 2792 2982 3052 2766 2943 2694 2968 2793 2500 2667 2598 2707 2685 2972 2783 3084 2893 2801 2413 2771 2591 2488 2712 2582

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=0.00074853152952953186 0.00011078560670552767 9.7030492973901661e-05 0.026653736199277293 0.0063642150083146149 0.02560118522586383 9.6289956130273926e-05 0.00044151161671432751 0.00010246155875985992 9.8950649518917525e-05 0.0074656130962801586 0.00011167664964634386 0.00031780711806680284 0.0017767969792524499 0.00019619630140137561 -0.0018254069095613207 -0.00071906719899584659 7.0451624905812609e-05 8.1727441983989283e-05 -0.00068129703738623656 0.00027518447054212847 -0.00067821079594431659 8.7062195028530056e-05 3.1543428446495695e-05 8.4350996605776776e-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=0.00010082 0.000360832 0.00532522 9.98307e-05 0.000177057 0.00103664 0.000122469 0.000482388 9.82827e-05 0.000145459 0.000648787 0.000122541 0.000878991 0.000101315 -0.000477671 9.63675e-05 6.93681e-05 0.00012131 7.04096e-05 0.000123138 -0.000106174 9.0204e-05 0.000105603 9.79136e-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 6 31 4 45 14 27 3
split_gain=0.102378 1.7846 7.78318 0.0474118 0.365697 11.0458 0.12383 2.5223 0.0351294 0.304288 4.07505 0.023113 0.0281807 0.0162099 0.04245 0.0155968 0.0165269 0.0109649 0.0105271 0.00732119 0.0053947 0.00509078 0.00413075 0.00312223
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 6.0551392380148179e-05 -1.2844281196594236 -0.17835853993892667 0.050698401406407363 0.35130810737609869 0.089672453701496138 0.16409748047590259
left_child=1 2 -1 8 6 -6 23 -8 9 20 -11 12 -3 18 -15 21 -17 19 -13 -4 -2 -10 -7 -5
right_child=3 11 17 4 5 22 7 -9 15 10 -12 13 -14 14 -16 16 -18 -19 -20 -21 -22 -23 -24 -25
leaf_value=0.025101998090496635 7.4707022260295053e-06 0.00015557252047208173 -0.00049847753924550479 -1.1380673632671702e-05 0.024554726560564278 -1.2323722272926234e-05 0.010992091928637333 -2.2307048779458701e-06 -4.3565410921520908e-06 0.0070901696415581672 8.3287764438789847e-06 0.00020683241193835428 0.0018714437075828755 8.9721190181950541e-05 -0.0018570827343501149 -2.9805909744925226e-05 -0.00032275975441937185 -0.00090280984726823145 -2.0512320416042012e-05 0.00036853082296438517 -6.8839516179643973e-05 -2.8423785962852403e-05 -0.00047961809399054832 -0.00044296049934865037
leaf_weight=21 19392 38 20 10167 26 634 30 598 509366 120 1523 335 20 46 23 29608 266 21 1663 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 21 1663 40 1357 12323 27 23
internal_value=-2.12638e-06 0.000248265 0.00502897 -3.07883e-06 7.12902e-05 0.000899068 1.87219e-05 0.000522976 -4.56957e-06 4.08611e-05 0.000525566 1.87914e-05 0.000747252 -1.64918e-06 -0.000559213 -6.41393e-06 -3.24144e-05 -0.000175152 1.7606e-05 7.9528e-05 2.47996e-06 -4.92504e-06 -3.14114e-05 -1.23548e-05
internal_weight=587687 2227 102 585460 11505 687 10818 628 573955 22392 1643 2125 58 2067 69 551563 29874 81 1998 60 20749 521689 661 10190
internal_count=587687 2227 102 585460 11505 687 10818 628 573955 22392 1643 2125 58 2067 69 551563 29874 81 1998 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 17 27 26 13 21 31 33 27 51 23 31 45
split_gain=0.0949418 1.65498 7.72952 0.038559 0.209151 8.09883 20.4587 0.0604611 0.972517 0.0322676 2.85319 13.1347 0.0214342 0.0261909 0.0150326 0.0393668 0.013136 0.00984481 0.00976249 0.00952195 0.00865711 0.00810009 0.00765649 0.00552245 0.00412651
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 0.18783452361822131 0.16744337230920794 0.70929089188575756 0.25719563663005834 1.6111459732055666 -1.2844281196594236 0.33243049681186682 -0.17727538943290708 2.5643361806869511 0.072871152311563506 0.34349249303340917 0.064614940434694304
left_child=1 2 19 4 5 24 -7 8 -6 16 11 -11 13 -3 18 -16 20 -18 -14 -1 -5 -9 -12 -21 -2
right_child=3 12 -4 9 7 6 -8 21 -10 10 22 -13 14 -15 15 -17 17 -19 -20 23 -22 -23 -24 -25 -26
leaf_value=-0.00086685026475849254 2.2304358174991763e-05 8.2232559155506478e-05 0.025466748868086142 0.00022210982592442039 -1.6891806188379429e-05 0.044397251853164559 -0.00014366183793936216 -8.4370020447602073e-07 0.0043143964327939195 0.033107547966268608 -1.4056137867453397e-05 -7.5379962315933331e-05 0.00019917960803905404 0.0016895168399876086 8.6401515217680153e-05 -0.0017883706338622648 -2.161932283322765e-05 -0.00011327164290456982 -1.9753352385922297e-05 0.00045508613946955071 -4.4493122928826414e-06 -0.00011596658598480115 -0.00025288739091680596 -0.00025680204874702859 -0.000201967795909834
leaf_weight=21 2331 35 20 231 1072 20 48 23203 76 20 6628 89 335 23 46 23 44826 1664 1663 26 504077 868 189 35 118
leaf_count=21 2331 35 20 231 1072 20 48 23203 76 20 6628 89 335 23 46 23 44826 1664 1663 26 504077 868 189 35 118
internal_value=-2.0477e-06 0.000239079 0.00484289 -2.96491e-06 3.96149e-05 0.000361227 0.0129566 7.51619e-06 0.000269849 -5.08244e-06 7.42828e-05 0.00601323 1.80961e-05 0.000719604 -1.58815e-06 -0.000538523 -6.08041e-06 -2.48998e-05 1.69546e-05 -0.000187313 -4.34554e-06 -4.99503e-06 -2.06777e-05 4.66257e-05 1.14983e-05
internal_weight=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 2125 58 2067 69 550798 46490 1998 82 504308 24071 6817 61 2449
internal_count=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 2125 58 2067 69 550798 46490 1998 82 504308 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=0.0434707 0.304782 13.6059 0.110769 2.20341 0.0358413 0.226831 3.3772 25.0417 0.211729 4.14519 0.0194799 0.0135798 0.0208456 0.0144905 0.0112571 0.00808588 0.00753932 0.0061 0.0035075 0.00756331 0.00280545 0.00212469 0.00104009 0.000958122
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 0.020757593214511875
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=2.749572234287504e-07 -1.9527428247974745e-05 -0.00066995674665910583 0.028812044549979515 0.0099507956992056276 0.00035980362639110751 -3.9719759267403106e-06 -4.1881525818414102e-06 0.04429804672554237 -2.2856888431140321e-05 0.011269122028220235 -2.3336888111790816e-05 -8.8720283250975996e-05 -2.2913630014148106e-05 -0.00010784749889771528 -0.00041360793294807077 -0.00081464631166566575 7.3608386912308593e-05 0.00019273166228060074 -0.00016359835725285145 -0.00070169027114942489 -2.9492607998047733e-05 -0.00015342952803236353 -1.4790491178573557e-05 -0.00023124919739140229 -0.00017240399041773224
leaf_weight=47924 702 24 23 32 177 469891 2024 20 137 47 837 528 45539 1403 250 26 1220 68 313 23 6206 172 10012 28 61
leaf_count=47924 702 24 23 32 177 469891 2024 20 137 47 837 528 45539 1403 250 26 1220 68 313 23 6206 172 10012 28 61
internal_value=-1.97194e-06 6.8779e-05 0.000760186 1.6992e-05 0.000454907 -3.40321e-06 2.61049e-05 0.000392883 0.00562312 9.61069e-06 0.000577054 2.38878e-05 -6.28989e-06 -2.49602e-05 -0.000154091 -5.75484e-05 -2.03953e-05 -1.49501e-05 -7.88383e-07 -4.39217e-06 -3.19746e-05 -4.02666e-06 -1.33905e-05 -7.28645e-06 -3.17495e-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=0.0861941 0.634606 9.78314 0.0405289 0.336327 10.1737 0.107919 2.1825 0.0300913 0.278044 3.75249 0.0267385 0.0454611 0.014636 0.0164412 0.0130428 0.0146558 0.00964387 0.00859754 0.00587372 0.00503352 0.00421318 0.00369127 0.00321981
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=0.00013019196631174917 3.8956384689467014e-06 0.026810734100292118 -0.00042299665434620691 -1.060236825442599e-05 0.023562488775986892 -1.5121880290793233e-05 0.010224742962823559 -2.2321207085030092e-06 -3.6203066477098902e-06 0.0068006706709633968 4.8824247634742141e-06 4.7185420058667662e-05 -0.0019952422880753873 -7.7111307637460686e-05 0.00092262544750417689 -0.00048000352467797615 -2.9011953633772576e-05 0.00068927926265009124 0.00018246618977809249 4.6772071930658016e-05 -0.00012231679080458861 -1.6377577841523843e-05 -0.00045685874393287427 -0.00016597000894224585
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=-1.89898e-06 0.000227851 0.00179874 -2.77291e-06 6.59864e-05 0.000859829 1.55732e-05 0.000486318 -4.1512e-06 3.78957e-05 0.000501227 -2.04855e-05 -0.000776374 4.69725e-06 0.000229854 -5.85819e-06 -3.06269e-05 3.73368e-05 -4.3121e-05 -3.39694e-05 1.20703e-06 -4.5512e-06 -3.31656e-05 -1.34383e-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 12 4 27 31 12
split_gain=0.139343 23.5565 42.7716 2.55216 7.74707 0.0495329 0.405482 11.0862 0.177642 2.79565 0.110879 0.0316012 4.37817 14.4433 0.0253613 0.241426 0.0162156 0.0157903 0.0161534 0.00656633 0.00509229 0.00453251 0.00369471
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 3.7603465318679814 -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=0.00039054406007978413 -3.3451941823222515e-05 0.026541227282671751 0.067451526695358574 0.00050381656038040422 -0.00038353717857984626 -7.5247471238033549e-06 0.024177035794031795 -0.0027619661788145702 0.013302198597801971 0.00011373270959119701 -1.8633599263782399e-05 -3.8813519676149253e-06 0.035918623193795789 2.6705539576644723e-05 -4.0586519195365424e-06 -2.5351114175582077e-06 -0.00017897625863946069 -6.7202035306353311e-05 -0.00035190750958300561 -1.895170395127893e-05 -2.2380449775945867e-05 0.00027274046459686358 -0.00027171482052016136
leaf_weight=2347 36 20 20 33 34 9957 27 21 23 508 510 6555 20 66 509361 24146 814 882 395 10176 21650 25 73
leaf_count=2347 36 20 20 33 34 9957 27 21 23 508 510 6555 20 66 509361 24146 814 882 395 10176 21650 25 73
internal_value=2.04988e-06 0.000128898 0.0240683 1.29789e-05 0.00664054 -5.0898e-07 7.68273e-05 0.00104888 2.5468e-05 0.000684985 -0.000127127 -2.03104e-06 7.36427e-05 0.00837366 -3.04296e-06 3.22876e-05 -2.32228e-05 -3.26051e-05 -0.000155267 -1.72619e-05 -4.80566e-06 -0.000105453 -9.44757e-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
split_gain=0.162359 1.28693 10.2153 0.535031 9.35146 0.0795306 2.89834 62.5163 0.0364011 0.192787 9.07436 0.0631428 0.035443 2.6731 0.0279333 0.0231182 0.0152814 0.0149551 0.0114272 0.0107831 0.00600299 0.00574454 0.0042289 0.00390914 0.00129026
threshold=-0.092140045017003999 -1.256108224391937 -0.035386044532060616 -0.8243863284587859 -0.18475440144538877 2.1410850286483769 0.038437766954302795 0.010622751433402302 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 -1.256108224391937 2.102653026580811 -0.0097320508211851103 0.16301129013299945 0.018656997941434387 1.4929645061492922 -0.72152602672576893 0.022381779737770561 1.5329554677009585 1.6359626650810244 0.85602346062660228 0.050692444667220123 0.69383576512336742 -0.04878577217459678
left_child=1 2 -1 4 -3 8 22 -8 9 10 -2 -11 18 -14 17 -6 -16 -5 -10 21 -9 -4 24 -24 -7
right_child=5 3 19 14 15 6 7 20 12 11 -12 -13 13 -15 16 -17 -18 -19 -20 -21 -22 -23 23 -25 -26
leaf_value=0.022311928409659045 -7.7386361880289318e-07 0.026034520926991534 0.0001435299561191019 0.00020041351812236848 -0.00010450501989445074 -0.00022283673844820758 0.066953536907941452 1.1262908507591989e-05 -3.8932310995359835e-06 0.00028836317571693761 0.014813982352418799 -5.7563556277712054e-06 0.0058542283897499289 -1.487940294332798e-05 -0.00035907795508352471 -0.0010951873551559618 -0.0014709224099759013 -2.8651349137889811e-07 -2.7057428699599574e-05 0.00075501091748329569 -0.00036327597000034614 -0.00026770709675966186 -0.00035319956430260053 -3.6086237520653068e-05 -9.669882870180431e-06
leaf_weight=32 2348 20 152 559 213 39 20 335 505791 1048 58 21487 108 6507 110 38 20 5601 30938 31 71 67 95 121 11890
leaf_count=32 2348 20 152 559 213 39 20 335 505791 1048 58 21487 108 6507 110 38 20 5601 30938 31 71 67 95 121 11890
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Tree=9
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Tree=10
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Tree=12
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Tree=13
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Tree=89
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Tree=97
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Column_7=177
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[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=5 learning_rate=0.037 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