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=3502 3575 3586 3558 3588 3571 3570 3575 3562 3588 3596 3583 3576 3554 3572 3585 3592 3588 3606 3590 3600 3616 3571 3576 3584 3600 3588 3600 3587 3608 3576 3580 3582 3581 3578 3607 3603 3590 3598 3602 3571 3578 3572 3583 3560 3587 3580 3589 3590 3578 3601 3551 3570 3557 3585 3443 3356 3591 3232 3342 3598 3609 3560 3586 3573 3254 3544 3605 3354 3566 3622 3621 3577 3604 3589 3640 3599 3627 3627 3608 3593 3577 3546 3535 3596 3603 3571 3590 3574 3587 3595 3563 3599 3580 3576 3626 3599 3582 3573 3493 3595 3603 3615 3622 3622 3620 3595 3600 3606 3598 3600 3627 3599 3608 3630 3580 3580 3577 3582 3466 3564 3557 3571 3551 3347 3582 3599 3583 3602 3594 3383 3609 3597 3589 3636 3555 3592 3590 3589 3607 3504 3609 3379 3595 3051 3615 3594 3601 3569 3590 3351 3239 3448 3610 3467 3585 3600 3572 3596 3151 3591 3595 3585 3593 3614 3599 3609 3613 3368 3580 3573 3589 3542 3455 3581 3610 3461 3594 3442 3339 3572 3579 3590 3570 3579 3597 3597 2985 3591 2762 3505 2782 3015 3133 2773 3500 3616 3493 3451 3559

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=-0.34898905999070301 -0.32814043506895202 -0.34598812927437395 -0.33280746275924289 -0.33964068772439659 -0.36233401609278099 -0.34816270071313637 -0.32542708842859269 -0.34864040153300824 -0.32619159025588473 -0.34673730818031068 -0.31487010117024455 -0.332319371353687 -0.34149675172678451 -0.33356846203802476 -0.40335514526166538 -0.33837586114375717 -0.38246819305278057 -0.3331983279925359 -0.33114884887495533 -0.31598588031137081 -0.38126556963675151 -0.29316962736141788 -0.34403716212119356 -0.3083496090400884 -0.36321439996442606 -0.27524881565743187 -0.36653953880832529 -0.37064462677408377 -0.34775917685971375 -0.35102494463028627
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internal_value=-0.341775 -0.340804 -0.343928 -0.348763 -0.357273 -0.344388 -0.383776 -0.389607 -0.334502 -0.33212 -0.329119 -0.335001 -0.337766 -0.331633 -0.400057 -0.334315 -0.362552 -0.330586 -0.35469 -0.377215 -0.379096 -0.31213 -0.402807 -0.362202 -0.331784 -0.324335 -0.358886 -0.366982 -0.341297 -0.338902
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=4287.76 1552.94 927.318 656.882 709.906 517.416 453.215 369.665 345.456 207.915 249.926 172.301 147.077 130.915 128.8 108.434 96.3234 76.5189 68.1424 67.7576 67.4994 61.1428 53.3704 51.9077 48.7683 35.5397 21.5209 20.0677 15.1985 13.782
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.0089428424835205061 0.057788373902440078 -0.34191577136516565 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984 0.061627229675650604 0.0033224067883566026 6.0537413446581929e-05 -0.0017451324965804813 -0.9409729242324828 3.1571753025054936 -0.27692525088787073 -0.9409729242324828 -0.081908166408538804 -0.16511735320091245 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=0.030457266301102421 0.023235590562656963 -0.0027265872130806325 -0.00022753008794443983 -0.011214546186765529 -0.017709572774260874 -0.0013326624014245304 0.031137466539669905 -0.021466115961364975 -0.0036088372396720927 0.004148227578331551 -0.023225451486877376 -0.032329769449303707 -0.052457766149969415 0.0092989958878496697 0.072493629633277989 0.029044184625255362 0.0065364901869683582 -0.0031988141362598883 0.011635097313828807 -0.031708577050553084 0.01591305482093185 -0.036313222208731219 -0.010128136658291244 0.004851611245028609 -0.0042957085140569408 0.0069459377962170239 0.034316789393194644 0.013643557592678603 0.020336996304684045 -0.003971348855992791
leaf_weight=27.018776640295982 510.81301811337471 282.11427427828312 95.812248855829239 17442.502174064517 369.22176541388035 35580.320712327957 1775.5173864364624 387.39469835162163 1773.5184522420168 902.83865055441856 7509.5921451449394 1544.9887859672308 2666.9586299210787 14768.579108297825 260.83391235768795 247.05851119756699 18370.766035944223 2207.792184650898 6313.2183653563261 606.50253419578075 1008.81175519526 208.01389637589455 434.50798964500427 9543.2869728058577 150.42186456918716 8218.185322701931 34.302740097045898 8484.1570800244808 463.14732129871845 520.01543737947941
leaf_count=111 2099 1162 394 71924 1518 146632 7294 1596 7302 3714 30989 6387 11065 60723 1070 1014 75561 9088 25957 2506 4145 862 1793 39280 619 33815 141 34880 1904 2142
internal_value=2.91825e-05 0.00325335 -0.0205562 0.000474559 -0.00180434 -0.00458343 0.0132589 -0.0352942 -0.0133639 -0.0173836 -0.0194777 -0.0418576 -0.048527 0.0070684 0.0295918 0.0513581 0.00605879 0.00125384 0.0109733 -0.0156635 0.0256214 -0.016981 -0.0227011 0.00755324 -0.0298425 0.00898316 -0.00262485 0.0141883 0.016812 -0.00227087
internal_weight=142708 123383 19324.8 96564.8 71762.8 53022.8 26818.6 6337.81 12987 10185.9 9283.11 4749.76 3054.35 24802 3292.22 507.892 18740 2801.05 23526.4 1588.04 2784.33 490.128 1041.01 24311.9 1695.41 14531.4 2242.09 8994.97 558.96 547.034
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=0.047

Tree=2
num_cat=0
split_feature=48 28 18 8 8 48 28 6 38 6 6 7 17 21 28 28 17 6 28 6 7 7 23 8 26 8 5 12 27 11
split_gain=3907.99 1406.41 899.049 596.02 644.962 472.804 435.724 476.858 408.153 179.602 143.079 137.078 118.992 115.203 114.129 96.6069 89.3405 88.1433 61.5428 56.4477 48.4879 44.7291 32.4261 32.3547 24.2477 22.048 18.0772 15.908 14.3248 10.4447
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.056312030181288726 -0.34191577136516565 0.000590299750911072 6.054261029930786e-05 1.0000000180025095e-35 1.0000000180025095e-35 6.0529777329065844e-05 0.061627229675650604 -0.9409729242324828 3.1571753025054936 -0.081908166408538804 -0.23239897191524503 -0.9409729242324828 1.0000000180025095e-35 -0.16511735320091245 0.6756977140903474 -0.095203194767236696 -0.022537890821695324 -0.0016591091989539561 -0.0041350403334945432 0.87006315588951122 0.060729285702109344 -1.8549360036849973 -0.25213894248008722 -0.0034591275034472342 -0.68374860286712635
left_child=2 8 9 12 5 -5 14 17 18 27 22 -9 19 24 28 -15 -6 -8 26 -3 -14 -16 -11 -20 -10 -12 -2 29 -4 -1
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leaf_value=-0.0040446092211352987 0.022060710947052503 -0.0034430141981904232 0.020763926056621914 -0.010774314366553142 -0.017081776853719064 -0.0012889400887724886 -0.01423606995801358 -0.015425692555114171 0.026742703962596086 -0.056633313621339887 -0.035763474582810199 0.0039201507424071651 0.0097709575590815435 0.066556950458763697 0.0052163056013812071 0.02537976777000053 0.0061110380919421744 -0.035737176329424344 0.01147304878634868 -0.0361863254840918 0.0054848179158855266 -0.008141614923719051 -0.012843615909394274 0.0068690118925813426 0.016416804293641972 -0.0020843805901379002 0.012973051740808331 0.021224995221581375 0.0057289618624232668 -0.020818540183749009
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internal_value=2.70631e-05 0.00309854 -0.0196697 0.000452029 -0.00172029 -0.00441179 -0.0150637 -0.0202086 0.0126081 -0.0420687 -0.0460289 -0.0128836 0.00672818 0.0280704 -0.00334676 0.0485748 0.00565841 -0.0331702 0.0104384 -0.0162384 0.00718911 -0.00608697 -0.0555733 0.00854807 0.0243175 -0.0346339 0.0134898 -0.0115562 0.0155384 -0.0143982
internal_weight=142695 123445 19249.8 96569.4 71739 52565 15966.6 11094.8 26875.3 3283.26 2906.08 7088.7 24830.4 3307.09 4871.79 511.643 19173.9 4006.07 23568.3 488.529 24341.9 4254.47 1581.46 14552.7 2795.44 1324.62 9015.51 377.184 617.318 347.091
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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 23 28 4 46 29 51 26 26 15
split_gain=2250.02 1805.09 1310.56 728.149 588.203 493.498 391.681 213.27 182.684 165.651 149.091 133.806 90.1863 106.338 75.3922 66.6864 61.5029 55.8032 54.4912 48.8351 30.5082 20.9103 19.1763 18.6345 16.4762 15.4498 14.8254 14.1449 12.2156 11.2092
threshold=-0.014725709334015845 -0.020662431605160233 0.021683344617486004 -0.5827713906764983 -0.9409729242324828 1.0000000180025095e-35 0.00065479933982715021 -0.0079659163020551187 0.64674586057662975 -0.021240289323031899 0.81589552760124218 -0.16511735320091245 3.1571753025054936 -0.27692525088787073 -0.0007832700794097035 0.15352448076009753 -0.0026376470923423763 -0.26274630427360529 6.0516111261677004e-05 0.04795315861701966 -0.20624444633722303 0.0028270264156162743 -0.91767302155494679 -0.020877178758382794 -0.027065264992415902 -0.24111911654472348 0.17622788995504382 0.87006315588951122 -1.7478882670402525 -0.0063512064516544333
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internal_value=2.50751e-05 -0.0034976 -0.0024307 -0.00640245 0.00470622 0.00991458 -0.0129358 -0.00265035 -0.0275415 -0.0390249 0.00580965 0.00811959 0.0261219 0.0435205 0.00628752 0.0230573 -0.0280161 -0.0342336 -0.0498623 0.00427286 -0.0136546 -0.0419013 0.0647198 0.0129019 0.013869 0.0117479 0.0237182 0.0281041 0.0096766 -0.0596453
internal_weight=142670 105198 102131 65615.7 36515.6 37472 23936.4 41679.2 1208.12 3067.06 35307.5 33735.7 3736.29 559.559 24391.5 3176.73 1521.5 1061.81 1545.56 15297.7 459.693 852.126 270.248 9344.23 1126.27 7175.02 289.312 2050.46 9093.81 693.43
internal_count=587687 434039 421117 270874 150243 153648 99126 171748 5005 12922 145238 138414 15234 2269 100167 12965 6363 4453 6559 62885 1910 3601 1090 38247 4602 29375 1179 8363 37282 2958

Tree=4
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Tree=9
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threshold=1.5559740066528323 6.0544911320903345e-05 -0.42492534220218653 -0.34191577136516565 0.66113388538360607 1.0000000180025095e-35 0.044069897383451469 -0.0032923403196036811 -0.0032852033618837591 2.2328716516494755 1.5684004426002505 2.7255843877792363 0.035648154094815261 -1.4323611259460447 0.030544045381248001 -0.074551809579133974 -0.003481545601971447 -0.38687506318092341 0.11772051826119424 -0.031506778672337525 0.32004706561565405 -0.009921850170940159 -1.3190745711326597 0.046036126092076309 6.0526574088726199e-05 -0.043812487274408334 1.5684000849723818 0.040770240128040321 -0.0014364884700626133 0.011307211592793466
left_child=2 14 3 7 15 6 -6 13 -9 -7 17 12 -5 -1 18 19 -17 22 24 -4 -19 -13 -3 -20 -2 29 28 -28 -16 -12
right_child=1 10 4 11 5 9 -8 8 -10 -11 25 21 -14 -15 26 16 -18 20 23 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0051847379763324845 -0.031347852572641458 0.01437042990834181 0.0035235682940865263 -0.00011982252262631957 -0.0056017398907869925 -0.0075922936783733236 0.0027243488894605583 -0.0085180604668867524 -0.002432522395811178 -0.024019501773098424 0.064492621905921629 0.040356117009896157 0.0021860792762166429 0.00047886994429033423 -0.015835255107933686 0.0011088639080806401 0.0033274257515472725 0.0014625047198287106 -0.0087382054706326047 0.016973113460509819 -0.006442231042492131 0.005956304608346538 -0.01962666539476746 -0.024997532055267935 -0.018887465282832538 0.003261466788170542 -0.0011361539256638542 -0.028936445875460813 0.0007295946218930932 0.003183617139936974
leaf_weight=1569.0665119960904 286.34127125144005 29.044665083289146 393.5779812335968 46352.18619902432 2721.9645637571812 909.39304436743259 6098.1266079545021 3647.0007547810674 13162.447646029294 371.22470732033253 9.3868009597063082 27.613349631428719 10461.449097260833 14187.027541451156 101.22438319772482 16528.958030074835 17456.088128097355 889.66546842455864 255.3309201747179 322.06264984607697 1200.343994140625 1141.4959188103676 223.13586066663265 106.60668621212244 215.16711351275444 1103.4950906783342 49.281243100762367 78.470174670219421 210.86752778291702 7.9227310270071021
leaf_count=7216 2317 125 1578 189815 11781 3721 24909 18559 57477 1987 38 112 42363 60812 572 67191 71924 3718 1646 1307 5113 4626 1000 601 1137 4471 224 350 965 32
internal_value=1.24057e-05 -0.00584859 0.000218798 -0.000432872 0.00153589 -0.00143112 0.000154838 -0.00197831 -0.00375285 -0.0123542 -0.00178001 0.000435112 0.000304778 -8.5139e-05 -0.0166593 0.00239953 0.00224841 -0.00443763 -0.0207728 0.00957632 -0.00307738 0.0067688 -0.0157111 -0.0135273 -0.0260018 0.00377373 -0.0085842 -0.0182122 -0.00464307 0.0364309
internal_weight=140116 4766.28 135350 90548.3 44801.4 10100.7 8820.09 32565.5 16809.4 1280.62 3462.99 57982.7 56813.6 15756.1 1303.29 34700.7 33985 2342.19 863.446 715.641 2090.01 1169.11 252.181 361.938 501.508 1120.8 439.843 127.751 312.092 17.3095
internal_count=587687 22309 565378 380980 184398 42398 36690 144064 76036 5708 14497 236916 232178 68028 7812 142000 139115 9956 5701 2885 8831 4738 1125 2247 3454 4541 2111 574 1537 70

Tree=55
num_leaves=30
num_cat=0
split_feature=48 9 9 6 6 6 14 9 55 25 35 24 21 50 29 20 16 46 37 7 24 34 50 51 52 20 25 35 46
split_gain=76.4511 51.2775 73.8985 61.872 181.648 31.2683 28.3091 34.0078 18.4943 16.7148 15.1112 13.8423 13.428 13.3203 12.3316 12.2259 11.7669 11.106 10.9718 10.3046 8.98755 13.8279 8.21855 7.63049 7.41406 7.75131 7.1266 6.65747 1.84794
threshold=-1.8694132566452024 0.093192353844642653 -0.021324904635548588 1.0000000180025095e-35 6.054261029930786e-05 -0.17603021860122678 0.0074464594945311555 0.0090745883062481898 1.170742988586426 -0.64558011293411244 -1.4077005386352537 1.2823030948638918 -0.18645752966403958 0.16208616644144061 -0.15981440246105191 -0.032501945272088044 0.012431891635060312 -0.022531763650476929 9.6485533714294451 0.13468982279300692 -2.9483865499496456 -0.96569448709487904 0.3258399516344071 -0.303064614534378 0.16724786907434466 -0.026560731232166287 -1.4233805537223814 1.5154304504394533 0.00023822277580620724
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
left_child=6 2 8 5 -5 -4 12 9 14 17 -10 -11 19 26 -2 -9 -17 -8 20 27 21 -3 -15 -22 25 -20 -14 -1 -26
right_child=1 18 3 4 -6 -7 7 15 10 11 -12 -13 13 22 -16 16 -18 -19 24 -21 23 -23 -24 -25 28 -27 -28 -29 -30
leaf_value=-0.0045979554700283365 0.0021985748719849691 0.055915926109557632 0.00010860728059004912 -0.010613962677317115 -0.0010910712853709752 0.0051362067918251089 0.031748094103996725 0.088651714492116535 -0.004117436758160585 -0.0069223248766856309 0.0048447155307513815 -0.02032862055393473 -0.033967347060614252 0.053307882389992456 0.00034614573033234946 -0.010719980354825815 0.0054200772755836008 -0.01977699183335252 0.084796488512299359 0.059378333656752727 0.0089308862044366558 -0.024579211846562931 0.011494469766410144 0.0023366291346127474 0.020524955379867177 0.020909480747273793 -0.00080500576703514885 0.053246112466833036 -0.02046973883898592
leaf_weight=1415.4071073532104 13312.957453489304 5.2211178243160239 29199.1414629668 4947.2139243260026 41898.052333027124 3014.756683126092 9.3782097920775396 3.5041686594486228 454.38341754674911 892.65833825618029 4868.4060320705175 210.19309001415968 15.638723090291021 10.949993371963499 19663.415665373206 143.06611131876707 329.79880970716476 631.27700144797564 8.0649143606424349 5.6149374991655341 396.05290029942989 48.558569669723511 200.84945756196976 18224.762878552079 4.8488491326570493 8.7429814934730548 169.10402327775955 4.4089812040328971 4.8672226518392563
leaf_count=7004 54169 21 120362 24449 176867 12339 52 23 1840 5464 19743 1417 71 48 79822 744 1568 4431 34 23 1596 196 886 73692 20 36 743 19 20
internal_value=-1.05597e-05 0.000178672 -0.000185556 -0.00100643 -0.00209676 0.000579118 -0.00638061 -0.00994412 0.00150894 -0.0129849 0.00407966 -0.00947744 -0.00203887 0.00561111 0.00109399 0.00118505 0.000536875 -0.0190227 0.00246438 -0.00416703 0.00242147 -0.0167645 0.0136562 0.00247688 0.0326716 0.0515643 -0.00361224 -0.00441833 -1.11531e-05
internal_weight=140101 136059 117358 79059.2 46845.3 32213.9 4041.85 2219.88 38299.2 1743.51 5322.79 1102.85 1821.97 396.542 32976.4 476.369 472.865 640.655 18701.1 1425.43 18674.6 53.7797 211.799 18620.8 26.524 16.8079 184.743 1419.82 9.71607
internal_count=587699 565206 489591 334017 201316 132701 22493 13699 155574 11364 21583 6881 8794 1748 133991 2335 2312 4483 75615 7046 75505 217 934 75288 110 70 814 7023 40

Tree=56
num_leaves=29
num_cat=0
split_feature=48 9 9 28 6 4 14 9 17 4 28 0 35 9 45 3 37 17 22 28 28 13 9 17 25 46 3 12
split_gain=69.7231 46.5633 67.2146 57.7022 156.893 37.0515 26.0138 31.2817 16.614 14.6547 14.4834 18.1402 11.6138 23.3672 16.871 10.8476 9.96568 9.89174 9.39999 14.6857 8.13557 10.7564 9.73816 7.83975 7.23159 7.23029 6.03954 3.15146
threshold=-1.8694132566452024 0.093192353844642653 -0.015257265418767927 0.0020204392494633798 6.054261029930786e-05 -0.066161517053842531 0.0074464594945311555 0.0090745883062481898 0.16535953432321551 -0.0051579053979367009 0.0073975927662104377 0.00093513712636195134 -1.2073077559471128 -0.069276109337806688 0.022397384047508243 0.021262558177113536 9.6485533714294451 -0.24252992868423459 1.0549257397651675 -0.018852985464036461 1.1420121192932131 -0.24760388582944867 0.34029473364353185 0.42055189609527593 -0.73594906926155079 -0.015767788514494892 -0.0047343408223241559 -0.23517874628305432
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
left_child=6 2 12 5 -5 -4 15 8 9 -8 25 -12 13 -2 -14 18 20 27 26 -20 22 -22 -3 -19 -10 -9 -1 -18
right_child=1 16 3 4 -6 -7 7 10 24 -11 11 -13 14 -15 -16 -17 17 23 19 -21 21 -23 -24 -25 -26 -27 -28 -29
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leaf_weight=1128.0711382776499 8153.8395234793425 12744.436885684729 1079.9397230744362 5106.0135545134544 39603.722902163863 28788.288744032383 443.60474949330091 31.983016699552536 144.46321442723274 841.50019887834787 43.019785240292549 104.37603804469109 26362.516396537423 5983.2911107987165 2257.0841592699289 7.216284751892089 5.6333924829959869 6.7005843818187696 79.803401097655296 239.73541285097599 4.4713441878557196 734.35914047062397 5194.8563747107983 6.7041480541229248 300.70154163241386 297.09261361509562 365.26221585273743 7.4828750640153903
leaf_count=5490 32937 51562 4439 25213 167276 118618 2734 152 975 5877 189 458 107298 24600 9210 32 24 27 330 1054 18 2985 20940 27 1778 1536 1888 32
internal_value=-1.01625e-05 0.000170251 -0.000176924 -0.00102868 -0.00209722 0.000570826 -0.00610511 -0.00953586 -0.0124724 -0.015183 0.00112778 0.0133717 0.00130874 0.000206605 0.00185315 -0.00194555 0.00234809 0.0311385 -0.00217447 0.00514188 0.00230721 -0.00252622 0.00250628 0.00274527 -0.0046473 -0.00435637 -0.00374 0.0601562
internal_weight=140066 136039 117335 74578 44709.7 29868.2 4026.83 2206.74 1730.27 1285.1 476.471 147.396 42756.7 14137.1 28619.6 1820.09 18704.6 26.521 1812.87 319.539 18678.1 738.83 17939.3 13.4047 445.165 329.076 1493.33 13.1163
internal_count=587699 565206 489591 315546 192489 123057 22493 13699 11364 8611 2335 647 174045 57537 116508 8794 75615 110 8762 1384 75505 3003 72502 54 2753 1688 7378 56

Tree=57
num_cat=0
split_feature=29 17 28 21 28 6 17 11 46 28 21 6 51 47 9 9 53 9 24 33 25 18 51 7 14 1 53 14 20 23
split_gain=64.6114 44.7714 42.36 50.1836 46.259 41.3809 38.2267 36.6458 28.4166 22.8766 21.429 25.3754 29.6064 24.7449 25.2904 20.2992 20.2777 16.5469 14.5059 13.655 13.1641 12.9927 11.5685 11.0567 11.6788 10.9426 10.5583 9.99907 5.96399 6.54341
threshold=-0.24811669439077375 -0.41982804238796229 -0.064860772341489778 0.21774604171514514 0.044069897383451469 0.85231199860572826 -0.9409729242324828 -0.32161284983158106 -0.003921529045328497 -1.0695331096649168 -0.20624444633722303 0.4528979361057282 -0.22751369327306745 -1.256108224391937 0.034104272723197944 0.03887711092829705 -0.053117303177714341 0.017421423457562927 0.24980354309082034 -0.18776170164346692 -1.3232875466346739 0.0047300201840698728 0.30751793086528784 0.012789621949195864 -0.015824231319129464 -0.0036393410991877313 -0.05184491537511348 0.019316148944199089 -0.030428655445575711 -0.0020518287783488627
left_child=7 2 6 4 -4 -5 9 22 17 -2 13 19 -13 14 -3 20 -15 18 -9 -12 -10 -8 23 24 -1 -19 -25 -17 29 -24
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leaf_count=548 498 15103 157044 6743 32762 2545 23046 1157 2403 1587 61307 21503 26710 149663 2661 286 1209 106 1804 52400 10403 5197 24 6226 2940 480 230 1062 30 22
internal_value=-9.77472e-06 0.000198252 -0.000840526 -0.00136407 -0.00103336 -0.00849857 0.00244004 -0.00490935 -0.00790249 0.0153573 0.000907023 0.00168487 -0.000154232 0.000144875 -0.0034385 -0.0101208 0.000523102 0.000190883 -0.00314119 0.00245617 -0.0116138 0.00156819 -0.000167333 0.000145545 0.00441718 0.0147752 -0.00246719 0.000823434 -0.0371767 -0.0587534
internal_weight=140032 134329 54481 46982.9 44901.5 2081.38 7498.05 5703.35 3496.42 474.087 79847.6 39516.7 11676 40330.9 3850.52 2744.26 36480.4 752.16 612.275 27840.7 2414.83 7023.96 2206.92 2188.42 830.545 139.886 1357.88 329.433 18.501 11.1871
internal_count=587699 559978 229422 199094 189806 9288 30328 27721 17701 2085 330556 161920 48213 168636 17764 14154 150872 3547 2961 113707 12806 28243 10020 9944 3488 586 6456 1348 76 46

Tree=58
num_leaves=28
num_cat=0
split_feature=26 29 17 28 17 21 11 0 46 2 22 21 9 24 3 46 46 24 19 19 17 9 49 25 24 55 21
split_gain=62.2234 46.0374 37.395 37.8933 41.3008 39.3742 30.6883 25.4588 23.8816 23.4962 21.9501 19.6849 16.8811 13.4581 11.2761 11.4395 8.54278 8.62484 8.18586 17.7996 10.5447 9.12453 8.15649 7.59097 6.30567 5.88245 0.770442
threshold=-2.0629943609237666 -0.24811669439077375 -0.41982804238796229 -0.33260795474052424 -0.88097131252288807 0.21774604171514514 -0.32161284983158106 0.021016929298639301 -0.003921529045328497 0.021559929475188259 -0.60126838088035572 -0.054303774610161774 0.03887711092829705 0.8691827952861787 -0.0040668952278792849 -0.0031171698356047268 -0.02797935530543327 1.0295715332031252 -0.021598240360617634 -0.020197674632072445 0.43923646211624151 -0.016691025346517559 3.2145640850067143 -0.25391221046447748 -2.5392305850982662 1.1159334778785708 0.4026020765304566
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
left_child=11 6 3 4 -3 -5 14 10 13 -9 -4 18 -10 -8 15 -2 -13 23 21 20 -20 -1 -23 -18 -21 -16 -19
right_child=1 2 7 5 -6 -7 8 9 12 -11 -12 16 -14 -15 25 -17 17 26 19 24 -22 22 -24 -25 -26 -27 -28
leaf_value=0.072640371673795029 -0.0012300538109983818 0.024084077155933397 0.00034659286938986815 -0.00066263072267314213 0.0031817888902387946 -0.0067627055885471476 0.0045406947388696613 -0.005049761246979847 -0.01061134998142069 0.0014767380591285974 0.0019621749000164118 0.099324867084146451 0.0007846468448546209 -0.0098568680123089381 -0.019020342876416081 0.0071052774179801177 -0.0010599642448901965 -0.059320862692939701 0.0076000153534343997 -0.059877109102930204 0.075425081203599531 -0.020795606191206496 0.032036402018602826 0.03943188469531006 -0.012965074814000319 -0.075014604960136969 -0.024820275078341215
leaf_weight=2.3682336807250968 1635.6312995031476 239.10704703629017 39485.361255645752 49802.480135031044 1648.4023099094629 2452.5272504240274 518.17820350825787 2945.6582229733467 2237.4754027724266 2078.2004798799753 35082.339733481407 2.5869251415133467 329.41259561479092 198.30127354711294 26.173055008053783 467.71890486031771 20.502817928791046 2.9268970116972914 53.746122360229492 6.4460300058126441 5.5901329368352881 379.62294226139784 6.5667906478047362 20.406302712857723 349.64559740573168 4.9241804629564276 2.7954195514321327
leaf_count=12 7250 1131 164608 208608 6607 10816 2320 12292 11252 8615 143269 14 1348 931 116 2091 131 20 380 41 38 3215 63 121 2368 22 20
internal_value=-9.36914e-06 6.82171e-05 0.000240285 -0.000712616 0.00582966 -0.000948931 -0.00417913 0.0008885 -0.00703117 -0.00234997 0.00110669 -0.0126632 -0.00914888 0.000555856 0.000208088 0.000623462 0.0161904 0.0115784 -0.0144295 -0.00984297 0.0139899 -0.0193332 -0.0198972 0.0191382 -0.0138143 -0.0278869 -0.0424669
internal_weight=140005 139152 133734 54142.5 1887.51 52255 5417.81 79591.6 3283.37 5023.86 74567.7 853.204 2566.89 716.479 2134.45 2103.35 49.2184 46.6314 803.986 415.428 59.3363 388.558 386.19 40.9091 356.092 31.0972 5.72232
internal_count=587699 581276 555946 227162 7738 219424 25330 328784 15851 20907 307877 6423 12600 3251 9479 9341 306 292 6117 2827 418 3290 3278 252 2409 138 40

Tree=59
num_cat=0
split_feature=48 9 9 6 17 6 14 9 24 17 55 45 5 4 16 29 29 14 3 52 22 35 7 49 45 7 55 6
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Tree=64
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Tree=149
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Tree=196
num_cat=0
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split_gain=9.65831 14.3063 11.95 13.5196 16.1332 15.4709 11.4276 9.53823 8.9707 12.9245 15.0036 10.43 16.468 12.9807 8.69481 8.21038 15.4657 12.5487 11.8683 18.8123 15.4834 11.9175 11.7587 11.4221 15.9075 11.4031 10.6382 10.4472 10.3722 7.27237
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Tree=197
num_cat=0
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split_gain=7.67881 34.2917 13.1218 15.5761 13.8427 12.7321 14.2198 14.1148 10.9259 11.4526 9.74326 11.3042 26.0548 9.37093 16.8773 14.0561 9.26726 12.8943 10.1326 9.18069 8.48917 9.96684 7.72863 7.66851 7.60543 16.6147 8.64051 3.57787 2.80086
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Tree=198
num_cat=0
split_feature=55 25 47 14 11 7 11 35 23 6 8 6 9 55 54 45 19 31 6 17 43 16 6 12 43 48 8 16 26
split_gain=8.79387 12.9299 14.9205 12.658 16.54 12.5292 10.9472 14.1403 10.9535 10.5843 12.8733 10.8441 10.4226 9.78253 8.71978 7.92683 10.6274 9.43309 8.45349 13.9065 11.7243 11.4998 10.3626 15.9147 13.5996 8.02975 6.9232 6.65082 4.88973
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internal_weight=143218 56473.4 8948.21 8212.49 68.2737 735.719 47525.2 1875.66 1448.85 45649.5 22678 22971.5 8144.22 426.812 729.382 86744.8 283.442 256.068 86461.3 14464.8 113.551 14351.2 71996.6 26944.5 45052.1 238.141 17.9266 27.3738 19.0688
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Tree=199
num_cat=0
split_feature=55 25 47 14 11 7 11 55 35 28 28 17 23 9 31 45 5 26 24 33 4 28 18 28 43 54 7 8 31 31
split_gain=7.98767 11.7523 13.6267 11.5485 15.0819 11.3766 9.93981 13.6809 10.7234 10.0108 20.3814 10.2539 9.54104 9.46681 7.84279 13.2445 9.59195 12.2117 12.936 10.967 10.5326 9.1258 8.84723 8.40014 7.81704 7.68791 7.61934 8.88389 6.95911 6.84104
threshold=0.36563305556774145 -0.98611101508140553 -1.2433525025844572 0.99955433607101452 0.99202755093574535 -0.52754068374633778 -1.8003312945365904 1.0247220993041994 -0.39835225045680994 -0.033250445500016206 -0.033404938876628869 0.96512988209724437 0.0019306767499074342 0.67878255248069774 -1.0906040668487547 0.035634852945804603 -1.1521240472793577 -1.685336112976074 0.29733079671859747 -0.17342820763587949 -0.18293433636426923 1.6221023797988894 -0.0080146137624979002 0.28622961044311529 1.7326107621192934 -0.24567974358797071 -0.014777715317904947 -0.015935697592794892 -1.1750831604003904 -1.5698787569999693
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leaf_value=0.00080762802525706045 0.054475555427573014 -0.00077860263005162978 -0.0015286241225691841 0.028714108847481549 -0.030671506613402642 0.10625509053542501 -0.00065860066691589129 0.0038488441988108629 0.014549107153363808 -0.0002507524163736694 -0.0061804406767921238 0.0021162483742006985 -0.029373901881828441 0.011478776013620545 0.0081495466201964954 0.009733149098093398 0.0090917569044509407 -0.0030664147957122617 0.069722005718878891 0.0016056091268574738 0.00052591636257271694 -0.04529493174703475 -0.00067515108655189469 0.05905227797631625 0.0054337836454716312 -0.0089273301511834935 0.060465534243306092 -0.021247127149035327 0.017403357279081599 0.018504302309817654
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leaf_count=44959 26 2896 33850 46 235 6 35354 3529 1107 129113 7195 19648 109 507 801 974 777 19984 48 5942 208085 75 77376 31 3634 4258 42 93 24 233
internal_value=-3.93332e-05 -0.00047439 -0.00203739 -0.00148919 -0.0207747 -0.00817696 -0.000180238 0.00317255 0.00640154 -0.000318044 -0.00158691 6.37629e-05 -0.00181602 -0.00132808 0.000243869 0.00135327 6.38411e-05 -0.00167048 0.0112496 -0.00199484 0.00022754 0.00109498 0.000195983 0.011039 0.00115029 -0.0087241 0.010706 0.00705272 -0.0298283 0.0248609
internal_weight=143210 56466.3 8943.59 8210.48 68.0218 733.11 47522.7 1876.16 1138.94 45646.5 10558.2 35088.3 737.213 8142.46 86743.6 12111 74632.6 6436.85 157.642 6279.21 68195.8 11785.5 67997.3 198.471 11764.5 726.764 325.479 258.709 21.0436 66.7703
internal_count=600957 237879 38928 34638 281 4290 198951 7641 4636 191310 42549 148761 3005 34357 363078 50034 313044 26775 849 25926 286269 48692 285461 808 48593 4264 1342 1067 99 275

end of trees

feature_importances:
Column_6=426
Column_28=393
Column_7=382
Column_8=287
Column_17=284
Column_9=259
Column_23=205
Column_48=192
Column_1=177
Column_0=165
Column_33=161
Column_21=160
Column_55=151
Column_34=147
Column_16=144
Column_24=139
Column_13=118
Column_25=111
Column_11=104
Column_12=102
Column_5=100
Column_14=99
Column_35=99
Column_26=98
Column_46=98
Column_51=94
Column_45=93
Column_18=88
Column_31=85
Column_20=83
Column_19=77
Column_29=75
Column_3=69
Column_27=69
Column_47=69
Column_4=65
Column_2=60
Column_49=58
Column_50=58
Column_53=46
Column_37=39
Column_15=36
Column_22=31
Column_44=31
Column_38=26
Column_43=20
Column_52=20
Column_54=12
Column_32=10
Column_10=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: 0.047]
[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=0.047 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=2501 2520 2613 2644 2614 2411 2617 2332 2609 2795 2538 2414 2455 2407 2415 2633 2733 2626 2441 2431 2726 2617 2796 2616 2703 2903 2507 2517 2431 2595 2334 2553 2546 2441 2449 2526 2438 3001 2545 2436 2432 2892 2767 2951 2850 2851 2962 2781 2888 2966 3031 3030 2380 2762 2973 2980 2876 2935 3065 2766 2941 2770 2679 2848 2668 2793 2328 2964 2840 2474 2960 2501 2327 2957 2706 2972 2500 2577 2954 2568 2496 3078 2476 2575 2118 2673 2668 2876 2697 2794 2694 2699 2528 2597 2215 2513 2410 2890

Tree=0
num_leaves=25
num_cat=0
split_feature=45 17 0 55 34 24 23 47 0 0 55 49 29 27 26 0 23 31 23 25 18 45 45 1
split_gain=0.110396 1.92437 8.26674 0.0511251 0.394338 11.9108 0.0917659 1.45278 0.0378807 0.32812 4.3942 0.0249231 0.0297435 0.0174795 0.0457746 0.0168183 0.0186427 0.0113516 0.00939327 0.00858992 0.00956104 0.00800426 0.00581721 0.00535985
threshold=-0.17180078476667401 -0.8243863284587859 0.0054809453431516894 2.0211037397384648 1.468370318412781 -0.88231047987937916 -0.030672303400933739 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 -1.6757296919822691 2.2350320816040044 0.16744337230920794 0.70929089188575756 0.02376531902700663 -0.050568621605634682 -1.2844281196594236 0.089464709162712111 -0.3590626567602157 0.15410324186086657 -0.092140045017003999 0.050698401406407363 0.012086161877959968
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 19 8 6 -6 7 -5 9 22 -11 12 -3 17 -15 23 -17 -13 -7 -1 -21 -8 -2 -10
right_child=3 11 -4 4 5 18 21 -9 15 10 -12 13 -14 14 -16 16 -18 -19 -20 20 -22 -23 -24 -25
leaf_value=0.00092299197916388459 0.00011288229341447384 9.5409581377002957e-05 0.033829603316411043 0.0080564277495125038 0.032492579106939888 9.4468899440502849e-05 0.00053299371153376013 0.00010230850278078777 9.7848699150401489e-05 0.0094555009963876533 0.00011401415877172681 0.00037585556460312074 0.0022291670098929968 0.00022137695964974014 -0.0023466054975190905 -0.00094125505436835292 6.1647235452673608e-05 7.5970570660087211e-05 -0.00089327674097236173 0.00032171328261231804 -0.00088935638022181497 8.2747148851801191e-05 1.2223310220568331e-05 7.9303194098574042e-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=0.000100223 0.000430508 0.00673662 9.89667e-05 0.000197065 0.00128897 0.000127723 0.000584918 9.70003e-05 0.000156927 0.00079629 0.000127815 0.00108871 0.000100852 -0.000634617 9.45674e-05 6.02708e-05 0.000126252 6.15939e-05 0.000128573 -0.000162715 8.67381e-05 0.000106299 9.65314e-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 6 27 26 0 21 31 4 45 14 27 3
split_gain=0.100262 1.74773 7.79242 0.0464322 0.358141 10.8175 0.123214 2.50992 0.0344036 0.298001 3.99085 0.0226354 0.0279836 0.0163152 0.015875 0.0415729 0.0152766 0.016473 0.0103096 0.00723097 0.00528324 0.00480351 0.00404572 0.00316103
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 6.0551392380148179e-05 0.16744337230920794 0.70929089188575756 0.025386652909219268 5.3197524547576913 -1.2844281196594236 -0.17835853993892667 0.050698401406407363 0.35130810737609869 0.089672453701496138 0.16409748047590259
left_child=1 2 -1 8 6 -6 23 -8 9 20 -11 12 -3 19 18 -16 21 -18 -13 -4 -2 -10 -7 -5
right_child=3 11 13 4 5 22 7 -9 16 10 -12 14 -14 -15 15 -17 17 -19 -20 -21 -22 -23 -24 -25
leaf_value=0.031835128239551987 9.3912704926550795e-06 0.00019039562415051287 -0.0006278125166427344 -1.4597478614605011e-05 0.030867243892584856 -1.5490970178012203e-05 0.013928426817638685 -3.0379853766396647e-06 -5.5565035188863856e-06 0.0089129071833032262 1.0469934887913716e-05 0.00026000479682494835 0.0023623792012978811 -0.0014202536972505707 0.00011278667040080662 -0.0023345006496605018 -3.8564993679860758e-05 -0.00041302108786876209 -2.5785604743608012e-05 0.00046671550210012361 -8.6536745443384591e-05 -3.481062982284126e-05 -0.00060293985956727904 -0.00056621584345956089
leaf_weight=21 19392 38 20 10167 26 634 30 598 511210 120 1523 335 20 21 46 23 27384 262 1663 40 1357 12707 27 23
leaf_count=21 19392 38 20 10167 26 634 30 598 511210 120 1523 335 20 21 46 23 27384 262 1663 40 1357 12707 27 23
internal_value=-2.67303e-06 0.000312089 0.00632181 -3.87033e-06 8.96174e-05 0.0011302 2.35349e-05 0.000662478 -5.74431e-06 5.13657e-05 0.000660678 2.36223e-05 0.000939355 -0.000292753 -2.07314e-06 -0.000702976 -8.06282e-06 -4.21137e-05 2.21322e-05 0.000101873 3.11751e-06 -6.26603e-06 -3.94866e-05 -1.58425e-05
internal_weight=587687 2227 102 585460 11505 687 10818 628 573955 22392 1643 2125 58 81 2067 69 551563 27646 1998 60 20749 523917 661 10190
internal_count=587687 2227 102 585460 11505 687 10818 628 573955 22392 1643 2125 58 81 2067 69 551563 27646 1998 60 20749 523917 661 10190

Tree=2
num_cat=0
split_feature=45 17 6 23 49 2 45 47 23 31 23 26 49 17 33 27 26 13 21 31 27 51 23 31 45
split_gain=0.0910592 1.5873 7.60012 0.0371282 0.208689 8.09562 20.4541 0.0590053 0.972554 0.032159 2.84823 13.1162 0.0205577 0.0257821 0.0144817 0.0144178 0.0377569 0.0127563 0.00988976 0.00936326 0.00863056 0.00794064 0.00759944 0.00564834 0.00413421
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 0.33243049681186682 0.16744337230920794 0.70929089188575756 0.25719563663005834 1.6111459732055666 -1.2844281196594236 -0.17727538943290708 2.5643361806869511 0.072871152311563506 0.34349249303340917 0.064614940434694304
left_child=1 2 14 4 5 24 -7 8 -6 17 11 -11 13 -3 -1 19 -17 20 -19 -14 -5 -9 -12 -16 -2
right_child=3 12 -4 9 7 6 -8 21 -10 10 22 -13 15 -15 23 16 -18 18 -20 -21 -22 -23 -24 -25 -26
leaf_value=-0.0013758530680622373 2.7046350606490341e-05 9.1914924805418458e-05 0.032002346894796939 0.00028179638888641066 -2.6390441998612823e-05 0.056387490012853959 -0.00018518867461337626 -1.8214721058936077e-06 0.0054756219587062142 0.042024710589709864 -1.7823139519846663e-05 -9.6912310567205074e-05 0.00024778456554543738 0.0021176049504460738 0.00057988274951751987 0.00010748569491071344 -0.0022247790832922837 -2.697448096828943e-05 -0.00014366317674879251 -2.4573687611301936e-05 -5.553390170670013e-06 -0.00014661217184598778 -0.00032007102329996651 -0.00033465646598072326 -0.00025810569927433772
leaf_weight=21 2331 35 20 231 1072 20 48 23203 76 20 6628 89 335 23 26 46 23 44826 1664 1663 504077 868 189 35 118
leaf_count=21 2331 35 20 231 1072 20 48 23203 76 20 6628 89 335 23 26 46 23 44826 1664 1663 504077 868 189 35 118
internal_value=-2.5474e-06 0.000297421 0.00602469 -3.68843e-06 4.93865e-05 0.000457469 0.0164538 8.65751e-06 0.000337854 -6.32788e-06 9.43176e-05 0.00763183 2.25121e-05 0.000895206 -0.000311329 -1.97571e-06 -0.000669936 -7.59345e-06 -3.11511e-05 2.1092e-05 -5.42177e-06 -7.04262e-06 -2.62029e-05 5.51471e-05 1.33069e-05
internal_weight=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 2125 58 82 2067 69 550798 46490 1998 504308 24071 6817 61 2449
internal_count=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 2125 58 82 2067 69 550798 46490 1998 504308 24071 6817 61 2449

Tree=3
num_cat=0
split_feature=55 26 26 33 47 13 13 2 35 46 17 13 18 21 50 46 4 0 21 13 1 46 46 21 29
split_gain=0.0416021 0.300205 13.5782 0.10829 2.14854 0.0343789 0.226856 3.37206 25.0101 0.209984 4.11128 0.019276 0.0133097 0.0158729 0.0142454 0.0126868 0.00754071 0.00680472 0.00575211 0.00289794 0.0144324 0.00212219 0.0013875 0.00117003 0.00108174
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 0.012097868602722885 5.3197524547576913 -1.2714294791221616 0.075994964689016356 -0.25643424689769739 0.10345410183072092 1.6111459732055666 0.11671986430883409 0.0096852886490523833 -0.16873382776975629 0.020757593214511875 1.6111459732055666 1.167691767215729
left_child=5 2 15 16 -5 6 9 24 -9 17 -11 -6 19 18 -15 22 -3 -1 -14 20 -7 -18 -2 -21 -8
right_child=1 3 -4 4 11 12 7 8 -10 10 -12 -13 13 14 -16 -17 21 -19 -20 23 -22 -23 -24 -25 -26
leaf_value=-1.7739300078289856e-07 -2.7064989533415735e-05 -0.00085202644357923419 0.036554267963394525 0.012481422134122113 0.00045402858522081418 -4.743737947021267e-06 -5.485210730967532e-06 0.056233749540578359 -3.0186002861653062e-05 0.014255522375919101 -3.015244222735599e-05 -0.00011272899746377576 -2.7726352228516914e-05 -0.00096574674425686259 -0.00020106650990587237 -0.0011015054952207581 0.00024374416975447006 -0.00022003646189738233 -0.00012263959559080854 -1.3489489714467402e-05 0.00011281680595033121 -1.9709889522996318e-05 -0.0002607563646542687 -7.9054246351975026e-05 -0.00029963188613399845
leaf_weight=47924 702 24 23 32 177 405455 2024 20 137 47 837 528 37906 68 258 26 68 313 1465 76626 2320 10012 61 606 28
leaf_count=47924 702 24 23 32 177 405455 2024 20 137 47 837 528 37906 68 258 26 68 313 1465 76626 2320 10012 61 606 28
internal_value=-2.42767e-06 8.54923e-05 0.000957147 2.02046e-05 0.000570214 -4.20626e-06 3.25043e-05 0.000498437 0.00713719 1.15511e-05 0.00072938 2.95633e-05 -7.79754e-06 -3.39625e-05 -0.00036057 -8.05385e-05 -1.99138e-05 -1.60401e-06 -3.12581e-05 -5.65598e-06 -4.07489e-06 -1.79326e-05 -4.5748e-05 -1.40039e-05 -9.49891e-06
internal_weight=587687 11653 812 10841 737 576034 51330 2209 157 49121 884 705 524704 39697 326 789 10104 48237 39371 485007 407775 10080 763 77232 2052
internal_count=587687 11653 812 10841 737 576034 51330 2209 157 49121 884 705 524704 39697 326 789 10104 48237 39371 485007 407775 10080 763 77232 2052

Tree=4
num_cat=0
split_feature=45 24 5 55 34 24 33 47 0 0 0 55 47 6 31 33 0 21 27 33 55 29 14 27 46
split_gain=0.0804866 0.633807 9.74575 0.0379993 0.321808 9.7382 0.103379 2.08652 0.0285009 0.0283816 0.265435 3.5916 0.0252681 0.0248125 0.0166807 0.0231906 0.0123798 0.0140615 0.0121881 0.00980467 0.00601777 0.00510312 0.00416294 0.00350266 0.00321659
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 0.10345410183072092 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 -0.5827713906764983 0.66113388538360607 -1.2844281196594236 3.5300124883651738 0.022381779737770561 5.3197524547576913 0.16744337230920794 5.0220639705657968 -0.56434854865074147 3.1276371479034428 0.35130810737609869 0.089672453701496138 0.075994964689016356
left_child=1 8 -3 9 6 -6 24 -8 14 10 21 -12 -10 -14 15 -1 22 -18 -16 20 -4 -2 -11 -7 -5
right_child=3 2 19 4 5 23 7 -9 12 16 11 -13 13 -15 18 -17 17 -19 -20 -21 -22 -23 -24 -25 -26
leaf_value=0.0001613878885271948 4.6931141660406067e-06 0.033985122026089519 0.00039536099553366373 -1.3922322862756709e-05 0.029282110322696658 -1.9896861797617969e-05 0.012699167117740337 -2.9863884540594102e-06 0.00026959521398670761 -4.7955326956776931e-06 0.0084504175476249662 5.0187154716114424e-06 -0.0023901668985937723 -0.00057512302932410399 -4.1179028315887327e-05 0.0013563594415048478 -3.2714381643045087e-05 -0.00037396499161187319 -0.0010489132728511725 0.00087573995257446316 -0.00016704445403701324 -0.00015673542873725444 -3.2829698853311402e-05 -0.00056649849088979758 -0.00021118247210390146
leaf_weight=287 20307 20 53 10004 26 634 30 598 33 507646 120 1523 28 41 1466 41 31671 269 27 28 203 442 11977 27 186
leaf_count=287 20307 20 53 10004 26 634 30 598 33 507646 120 1523 28 41 1466 41 31671 269 27 28 203 442 11977 27 186
internal_value=-2.31357e-06 0.000279703 0.00227391 -3.38632e-06 8.11869e-05 0.00106758 1.8546e-05 0.000603804 -3.55528e-05 -5.0816e-06 4.67899e-05 0.000621846 -0.000800079 -0.00131166 7.2707e-06 0.000310759 -7.18744e-06 -3.55884e-05 -5.94033e-05 4.07212e-05 -5.0609e-05 1.25433e-06 -5.4417e-06 -4.2224e-05 -1.75229e-05
internal_weight=587687 2227 304 585460 11505 687 10818 628 1923 573955 22392 1643 102 69 1821 328 551563 31940 1493 284 256 20749 519623 661 10190
internal_count=587687 2227 304 585460 11505 687 10818 628 1923 573955 22392 1643 102 69 1821 328 551563 31940 1493 284 256 20749 519623 661 10190

Tree=5
num_cat=0
split_feature=15 51 33 49 8 55 34 34 24 33 47 19 49 29 46 49 16 33 12 4 27 31 12
split_gain=0.140965 23.5556 42.7713 2.52712 7.68713 0.0462124 0.381126 11.0214 0.174386 0.170275 2.66736 0.0299445 4.36996 14.4537 0.0249486 0.240166 0.0158065 0.0154104 0.0165343 0.00660199 0.00491228 0.00472936 0.00379537
threshold=0.55725386738777172 -0.044410638511180871 0.2726276963949204 -0.12514873594045636 0.045251322910189636 2.0211037397384648 1.468370318412781 1.4774639606475832 -0.88231047987937916 0.50690898299217235 -1.256108224391937 0.089487399905920043 0.82905498147010814 1.3162586092948916 -0.046981150284409516 -1.3179033398628233 0.37658986449241644 1.8969854712486269 3.7603465318679814 -0.14124661684036252 0.027098028920590881 0.32970149815082556 1.4831923842430117
left_child=5 2 -2 4 -3 11 9 -8 -9 22 -11 14 16 -14 15 -1 -13 19 -19 -5 -16 -6 -7
right_child=1 3 -4 17 21 6 7 8 -10 10 -12 12 13 -15 20 -17 -18 18 -20 -21 -22 -23 -24
leaf_value=0.00049474278573479564 -4.1883994594526386e-05 0.033576188997161076 0.085682019778101776 0.00064288570567485736 -0.00050191776667634258 -9.8542932295121175e-06 0.030584466876517884 -0.0043954362418679961 -2.5185045888949887e-05 0.016506538011639826 0.00014250126229954752 -7.5127649238675153e-06 0.045626752390465118 1.7805331970121737e-05 -4.952374155921099e-06 -3.2695584915452968e-06 -0.00022710713167874372 -8.0823999745662363e-05 -0.00044671655975749567 -2.297202094457605e-05 -2.7810952577901805e-05 0.00034964301736908963 -0.00034998810621838036
leaf_weight=2347 36 20 20 33 34 9957 27 21 510 23 508 6555 20 66 509361 24146 814 882 395 10176 21650 25 73
leaf_count=2347 36 20 20 33 34 9957 27 21 510 23 508 6555 20 66 509361 24146 814 882 395 10176 21650 25 73
internal_value=2.72454e-06 0.000164792 0.0305738 1.75453e-05 0.00839493 -5.44779e-07 9.43434e-05 0.00129146 -0.00019802 3.1093e-05 0.000851301 -2.41228e-06 9.11601e-05 0.0106245 -3.66354e-06 4.08491e-05 -3.17698e-05 -4.00738e-05 -0.000194001 -2.08197e-05 -5.88435e-06 -0.000141087 -1.23298e-05
internal_weight=587699 11621 56 11565 79 576078 11119 558 531 10561 531 564959 7455 86 557504 26493 7369 11486 1277 10209 531011 59 10030
internal_count=587699 11621 56 11565 79 576078 11119 558 531 10561 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 0 23 49 2 47 31 23 2 25 49 13 0 31 33 18 26 0
split_gain=0.15474 1.27977 10.2122 0.496274 9.27754 0.0791688 2.89507 62.4643 0.0348252 0.0336619 0.186561 8.89001 0.060729 0.0344629 2.61627 0.027429 0.0152643 0.0145978 0.0111916 0.0108269 0.00643016 0.00642065 0.00432477 0.00392378 0.00127844
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Tree=7
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Tree=8
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Tree=9
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Tree=10
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split_gain=0.111674 21.4743 40.5059 1.194 8.46979 0.023235 0.211516 2.2174 24.3469 0.0463771 0.544011 0.0191081 0.0170096 0.0192908 0.0139262 0.0113169 0.00904785 0.025651 0.00716203 0.00558374 0.743295 0.00530478 0.00274064 0.00246483
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Tree=11
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internal_count=587878 11587 51 11536 89 576291 27379 2561 63 24818 559 2498 11447 555 69 548912 117 548795 529390 19405 10892 24259 93

Tree=12
num_cat=0
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internal_value=-1.04717e-06 0.000130158 0.0277677 7.9743e-06 0.0119685 -3.68522e-06 3.32365e-05 0.000448048 0.00501583 8.88633e-07 0.000277261 -4.61836e-05 -0.000665325 -4.14573e-05 -5.82427e-06 -1.06162e-05 -3.0507e-05 -0.000160258 -2.81061e-05 -4.08919e-06 3.7604e-05 -2.92818e-05 -4.56888e-06
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Tree=13
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Tree=81
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Tree=82
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Tree=83
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Tree=84
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Tree=85
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Tree=86
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Tree=87
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Tree=94
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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
left_child=10 2 -2 -4 5 -3 9 -5 -8 -6 14 -12 13 -13 17 -16 -17 20 -19 -7 -1
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leaf_count=553078 20 20 21 21 20 20 1081 772 14293 95 30 763 29 45 35 50 8558 3394 9610 36 8379
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internal_count=600370 16399 834 814 15565 76 15489 793 15374 115 583971 867 837 808 583104 8643 8608 574461 13004 56 561457

Tree=95
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leaf_count=574794 36 750 21 152 727 30 1002 21 178 23 662 20 1416 845 88 144 843 3855 726 11527 1386 36 929 159
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Tree=96
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leaf_count=547223 21 53 21 22 1109 20 932 34 34 14109 44 20 36 9061 105 124 3328 8417 1215 10602 331 3467 42
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internal_weight=600370 16399 1173 1152 1131 15226 15095 54 131 15041 97 583971 9346 9326 141 9185 574625 13002 4543 561623 10933 550690 8459
internal_count=600370 16399 1173 1152 1131 15226 15095 54 131 15041 97 583971 9346 9326 141 9185 574625 13002 4543 561623 10933 550690 8459

Tree=97
num_cat=0
split_feature=46 9 49 7 20 9 9 15 29 9 23 19 9 20 3 49 20 19 14 14 9 19 46 5 7 17 21 52
split_gain=0.43717 2.83933 136.908 1272.34 2.03156 28.1333 0.895273 0.5736 2.65691 8.56603 0.666455 0.535792 6.92947 0.374078 0.341134 13.9823 0.291309 1.04124 0.480722 0.10042 0.143146 0.619965 0.089732 0.048443 0.193304 0.0481342 0.0220127 0.0103025
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leaf_weight=490522 15407 775 23 182 221 20 291 36 20 21 165 28 305 3511 341 24 20 745 62000 58 814 611 23 1143 2776 229 20340 44
leaf_count=490522 15407 775 23 182 221 20 291 36 20 21 165 28 305 3511 341 24 20 745 62000 58 814 611 23 1143 2776 229 20340 44
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internal_weight=600695 80116 16167 228 15939 241 15698 520579 4086 222 186 3864 325 3539 63949 843 63106 765 62341 516493 1712 669 205 514781 3919 1043 510862 819
internal_count=600695 80116 16167 228 15939 241 15698 520579 4086 222 186 3864 325 3539 63949 843 63106 765 62341 516493 1712 669 205 514781 3919 1043 510862 819

Column_49=159
Column_7=146
Column_51=137
Column_19=115
Column_5=112
Column_15=109
Column_21=101
Column_9=92
Column_46=81
Column_18=80
Column_24=78
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Column_4=70
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Column_1=20
Column_32=20
Column_12=18
Column_28=14
Column_48=12
Column_52=8
Column_50=7
Column_22=5

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

objective=regression metric=rmse num_leaves=31 max_depth=5 learning_rate=0.047 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