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=3498 3596 3607 3581 3591 3601 3602 3573 3563 3608 3624 3597 3607 3558 3604 3595 3591 3595 3599 3597 3592 3625 3569 3579 3612 3617 3624 3617 3588 3604 3598 3592 3588 3603 3596 3634 3597 3580 3604 3592 3605 3591 3628 3614 3612 3599 3607 3591 3612 3620 3589 3599 3611 3596 3578 3570 3574 3586 3581 3585 3614 3612 3603 3602 3595 3601 3603 3604 3622 3605 3586 3592 3599 3604 3606 3620 3626 3591 3609 3631 3594 3597 3563 3486 3592 3625 3612 3594 3603 3598 3587 3591 3597 3616 3602 3635 3617 3620 3623 3616 3609 3615 3622 3631 3629 3617 3598 3623 3625 3603 3612 3617 3627 3631 3627 3614 3615 3618 3640 3616 3623 3631 3584 3608 3611 3622 3627 3627 3615 3624 3632 3618 3588 3596 3632 3606 3606 3604 3149 3282 3606 3600 3624 3611 3464 3609 3380 3597 3601 3622 3599 3253 3616 3267 3576 3602 3623 3277 3593 3603 3631 3612 3598 3620 3620 3593 3603 3600 3593 3592 3353 3366 3594 3228 3453 3579 3632 3612 3581 3649 3621 3615 3623 3602 3622 3601 3377 3599 3130 3128 3652 3668 3061 3653 3654 3618 3606 3608 3605 3600

Tree=0
num_leaves=31
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split_feature=18 7 7 47 0 0 1 6 7 6 44 17 5 16 0 7 6 7 21 7 8 21 23 47 17 17 7 46 0 50
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threshold=-0.020662431605160233 -0.0097913797944784147 0.044861363247036941 -0.5827713906764983 -0.0015730941086076198 -0.0015730941086076198 -0.0026376470923423763 6.0529777329065844e-05 0.097593933343887343 1.0000000180025095e-35 1.0000000180025095e-35 -0.9409729242324828 0.67960941791534435 0.059037040919065482 -0.0015730941086076198 -0.04316392354667186 0.66113388538360607 -0.081215556710958467 -0.20624444633722303 0.053041078150272376 -0.0024156388826668258 4.1274077892303476 0.0022488698596134786 1.0000000180025095e-35 1.4130014777183535 0.92029353976249706 0.014900057110935451 -0.0043661890085786572 -0.0026790744159370656 -1.0101534128189085
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left_child=6 9 3 4 -3 -5 18 14 12 10 17 16 -4 -10 26 -13 -11 -2 23 20 -9 -12 -16 27 25 -20 -8 -1 -25 -21
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leaf_value=-0.34547426165333467 -0.3348281553103129 -0.34394187150031558 -0.3372113183862061 -0.34070062475139096 -0.35228870732248091 -0.345052290958407 -0.33344261660034219 -0.34529622329195864 -0.33383300051215087 -0.34432443094164494 -0.32805181459607929 -0.3369620802216669 -0.34164840211431247 -0.33759991376260534 -0.37323566689808141 -0.34005475585914957 -0.36256998917439553 -0.33741090914363231 -0.33636436661550606 -0.32862157415750548 -0.36195588360025305 -0.31697072158731676 -0.3429456329540107 -0.32472220159344634 -0.35273826504417199 -0.3078196688023026 -0.35443620828360989 -0.35653242341506103 -0.34484623622474442 -0.34651386232035591
leaf_weight=55.852711498737335 8591.604055762291 7128.5058523714542 6985.9600191116333 19833.540691077709 15894.224665284157 24943.335279583931 16.998651325702667 77.950958222150803 4856.7575216293335 254.73693200945854 1255.4718193411827 12318.922615736723 9283.206326842308 13655.987961441278 1354.3068349063396 6056.1337915956974 202.28395077586174 8043.7618073225021 94.463933795690536 19.912705838680267 1094.2274696230888 181.39989343285561 12.627569556236265 12.384731680154799 25.497976988554001 13.113245308399199 74.308390080928802 274.40679997205734 63.137847781181335 37.639870792627335
leaf_count=230 35380 29355 28768 81674 65452 102716 70 321 20000 1049 5170 50729 38228 56235 5577 24939 833 33124 389 82 4506 747 52 51 105 54 306 1130 260 155
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internal_weight=142713 139486 102582 67799.6 23022.7 44776.9 3226.83 2687.97 34781.9 36904.3 18072.2 18832.1 16269.2 18512.7 1458.24 18375.1 457.021 16635.4 538.857 1229.73 1172.18 1436.87 1366.93 405.782 133.075 107.577 91.307 330.26 75.5226 57.5526
internal_count=587687 574399 422428 279197 94807 184390 13288 11069 143231 151971 74421 77550 66996 76235 6005 75668 1882 68504 2219 5064 4827 5917 5629 1671 548 443 376 1360 311 237
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=48 28 47 8 8 48 38 1 28 7 7 6 0 17 21 28 17 28 28 28 55 6 8 6 7 7 54 5 51 7
split_gain=4400.42 1605.1 961.898 686.532 749.208 524.851 462.528 380.099 355.363 213.981 258.131 177.727 153.839 136.414 131.07 109.038 95.9068 77.9131 70.2472 69.9566 67.805 63.7206 55.4621 54.0889 50.6613 37.226 21.772 20.3957 15.2735 14.0865
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.0089428424835205061 0.057788373902440078 -0.34191577136516565 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984 0.061627229675650604 -0.0097913797944784147 6.0537413446581929e-05 -0.0017451324965804813 -0.9409729242324828 3.1571753025054936 -0.27692525088787073 -0.9409729242324828 -0.081908166408538804 -0.16511735320091245 0.0010656728409230711 0.15352448076009753 0.61955183744430553 -0.050118966028094285 6.054261029930786e-05 0.051835363730788238 0.0051615408156067142 0.99899032711982738 -1.8549360036849973 -0.28147326409816736 -0.27966761589050287
left_child=2 6 7 13 5 -5 18 19 17 10 -10 12 -9 21 20 -16 -6 28 27 29 -8 -3 -15 -21 -13 -20 -19 -2 -4 -1
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leaf_value=0.015738072504080238 0.012029424128742885 -0.0014042982940369456 -1.7123471750327321e-05 -0.0058130029602438934 -0.0089358740955868196 -0.00073225921045366792 0.016090753657913424 -0.010989198975453637 0.00052958919295073472 0.0021926037939675584 -0.011561651831963324 -0.016736212133738885 -0.027168952595967993 0.0048606328578373308 0.037367301092922321 0.015099716568943582 0.0034230713988813747 -0.0016051355390615768 0.0060563941873228834 -0.016391273368022576 0.0082947067560626021 -0.018896372263506305 0.002512650290418846 -0.005304750338667211 -0.002144765130564288 0.0036050456728674023 0.017671491404523822 0.0070889526740051502 0.010513472233333144 -0.002045309560875759
leaf_weight=26.987896740436554 510.28160883486271 282.14846529066563 95.747226998209953 17454.090951547027 368.93439149856567 35593.952074855566 1773.4677673280239 387.48143485188484 1162.4447498768568 902.38254091143608 8128.3221469670534 1547.9854959696531 2677.0811757147312 14757.539736032486 260.35971097648144 246.66849096119404 18360.23449473083 2207.3673746287823 6308.4258932769299 607.51980754733086 1007.7290410399437 208.6726950109005 9541.0627029538155 434.95622120797634 150.37086242437363 8214.9677284806967 34.272784799337387 8477.3785289824009 462.76756039261818 520.08805072307587
leaf_count=111 2099 1162 394 71924 1518 146632 7294 1596 4784 3714 33507 6387 11065 60723 1070 1014 75561 9088 25957 2506 4145 862 39280 1793 619 33815 141 34880 1904 2142
internal_value=1.55149e-05 0.00168439 -0.0106267 0.000242236 -0.000947 -0.00240395 0.00688095 -0.0182804 -0.00688481 -0.0089651 -0.0100488 -0.0216719 -0.0251232 0.00368564 0.0153119 0.0265342 0.00317962 0.000687884 0.00570182 -0.00811824 0.013266 -0.00884106 0.00393868 -0.0117656 -0.0154443 0.00466982 -0.00131041 0.00736945 0.00870819 -0.00116803
internal_weight=142712 123366 19345.8 96566.6 71777.2 53048 26799.3 6352.47 12993.3 10193.1 9290.77 4762.92 3064.56 24789.4 3288.23 507.028 18729.2 2800.15 23511.1 1589.55 2781.2 490.821 24298.6 1042.48 1698.36 14523.4 2241.64 8987.66 558.515 547.076
internal_count=587687 507936 79751 397662 295635 218556 110274 26219 53532 42005 38291 19667 12661 102027 13523 2084 77079 11527 96751 6552 11439 2024 100003 4299 7006 59772 9229 36979 2298 2253
shrinkage=0.024

Tree=2
num_cat=0
split_feature=48 28 18 8 8 48 28 6 38 6 6 7 17 21 28 28 6 17 28 6 7 7 8 23 26 8 5 12 27 11
split_gain=4198.74 1526.71 966.448 653.648 713.703 500.747 468.607 499.075 438.594 191.234 152.63 149.014 129.984 123.784 121.99 102.605 92.8348 91.3971 66.7186 61.1813 53.2499 47.3588 35.4837 32.8051 24.4485 23.6026 19.344 16.298 14.3385 10.5444
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.057788373902440078 -0.34191577136516565 0.000590299750911072 6.054261029930786e-05 1.0000000180025095e-35 1.0000000180025095e-35 6.0529777329065844e-05 0.061627229675650604 -0.9409729242324828 3.1571753025054936 -0.081908166408538804 -0.27692525088787073 1.0000000180025095e-35 -0.9409729242324828 -0.16511735320091245 0.6756977140903474 -0.095203194767236696 -0.022537890821695324 -0.0041350403334945432 -0.0016591091989539561 0.87006315588951122 0.060729285702109344 -1.8549360036849973 -0.25213894248008722 -0.0034591275034472342 -0.68374860286712635
left_child=2 8 9 12 5 -5 14 16 18 27 23 -9 19 24 28 -15 -8 -6 26 -3 -14 -16 -20 -11 -10 -12 -2 29 -4 -1
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leaf_value=-0.0022911769405207887 0.011717419675282845 -0.0018294795790525884 0.010908846903168344 -0.0056792550307919734 -0.0087347567760977501 -0.00071477596002741917 -0.0075071841240806824 -0.0081931168519865667 0.014164793189438364 -0.029815431083633562 -0.018867322211555626 0.0021082088442797983 0.0052244550912387052 0.036258327678363338 0.0027526368168678188 0.014701230890657347 -0.018762372803040422 0.003338988068993182 0.0061198410383760324 -0.019197588157530497 0.0029293816150242585 -0.0042673645692595484 0.0036560231330581873 -0.0074108606897560986 0.0088624775110342138 -0.0010764903279670806 0.0069106263484770784 0.010809438576667217 0.003220505818307949 -0.010889163689039529
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internal_value=1.50417e-05 0.00164347 -0.0103919 0.000236386 -0.000924452 -0.00234725 -0.00795061 -0.0106686 0.0067081 -0.0222011 -0.0242734 -0.00684337 0.00359495 0.0149071 -0.00174429 0.0257888 -0.017422 0.00310164 0.00555965 -0.00864304 0.0038416 -0.00318889 0.00455416 -0.0292746 0.0129194 -0.0182738 0.00718374 -0.00613271 0.00823672 -0.00759902
internal_weight=142708 123399 19308.9 96569.7 71765.2 53026.1 16001 11127.7 26829.6 3307.9 2930.01 7103.93 24804.6 3296.32 4873.28 509.131 4023.77 18739.1 23533.3 490.035 24314.5 4257.13 14534.7 1597.97 2787.19 1332.04 8998.59 377.887 616.157 347.787
internal_count=587687 507936 79751 397662 295635 218556 66033 45959 110274 13718 12159 29318 102027 13523 20074 2084 16641 77079 96751 2024 100003 17542 59772 6644 11439 5515 36979 1559 2532 1435

Tree=3
num_cat=0
split_feature=28 18 28 47 17 38 7 8 6 18 6 28 21 28 7 55 1 29 6 8 21 28 4 46 29 23 23 26 8 26
split_gain=2538.59 2023.07 1411.13 813.178 618.82 553.145 436.219 245.325 189.091 182.457 158.544 154.3 102.728 118.584 86.6011 70.019 66.4284 59.5876 57.7048 55.1383 32.5799 23.2491 19.9085 16.5525 15.5423 15.1728 14.938 14.8627 14.0172 12.1451
threshold=-0.014725709334015845 -0.020662431605160233 0.021683344617486004 -0.5827713906764983 -0.9409729242324828 1.0000000180025095e-35 0.00065479933982715021 -0.0079659163020551187 0.64674586057662975 -0.021240289323031899 0.81589552760124218 -0.16511735320091245 3.1571753025054936 -0.23239897191524503 -0.0007832700794097035 0.15352448076009753 -0.0026376470923423763 -0.26274630427360529 6.0522424973896711e-05 0.04795315861701966 -0.20624444633722303 -0.91767302155494679 -0.020877178758382794 -0.027065264992415902 -0.24111911654472348 0.0028270264156162743 0.0022488698596134786 0.87006315588951122 0.014057711232453586 -1.7478882670402525
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internal_weight=142702 105304 102200 65697.7 36502.1 37398 24004.4 41693.3 1211.8 3103.93 35290.3 33678.1 3719.86 555.981 24360.1 3163.88 1533.69 1071.92 1570.24 15285.1 461.778 292.967 9318.05 1122.29 7155.66 723.741 846.497 2041.59 263.014 9074.96
internal_count=587687 434039 421117 270874 150243 153648 99126 171748 5005 12922 145238 138414 15234 2269 100167 12965 6363 4453 6559 62885 1910 1192 38247 4602 29375 3015 3544 8363 1077 37282

Tree=4
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leaf_value=-0.0016256530668393356 -4.6440593669941693e-05 0.019798397527284305 -0.0022004899597624526 0.0011688773175047894 0.0017438742569484357 0.0054945766097835112 0.005156907339250197 0.016072273616159621 -0.015876398678510199 6.1556662456390746e-05 -0.011657012063389628 -0.0053636329917046803 0.00087245588256247434 -0.0048174939218875818 0.00028481167070410385 0.00045527280946815391 -0.00107771021778955 0.001697329571326193 0.011274055257839191 -0.0099496721659383929 0.0066533592374311903 -0.012610432694276259 0.042713616569734866 0.0019007032884539503 -0.0044924893363036678 -0.0037256153370349748 -0.01443959490354531 -0.016603970645734632 0.009994870350250231 -0.022493441979475243
leaf_weight=897.21822833269835 43493.041127517819 18.114143222570419 16321.600808024406 2879.7733811885118 26.232864513993267 90.529846586287022 295.6155366897583 65.27991709113121 97.477737382054329 115.61060352623463 515.29090532660484 554.23744635283947 14367.554887399077 394.81689105927944 52396.435608923435 1506.5182425230742 3766.5373170077801 91.369273766875267 75.05143740773201 19.786724671721458 5.1704947203397777 86.370759874582291 5.1157013922929755 5557.1488692611456 150.77261341363192 237.66598172485828 29.657487079501152 15.609051138162611 49.409965604543686 15.99885158240795
leaf_count=4296 177382 73 74156 11886 109 500 1209 300 485 465 3662 3327 58214 1718 215310 6250 15623 368 316 84 21 376 21 22476 824 1028 142 64 207 65
internal_value=-8.65485e-05 -9.21088e-06 -0.000321003 -0.00150812 -0.00262633 -0.00445734 -0.0020696 0.00042397 0.000154541 -0.0072293 -0.00698748 -0.00839574 0.000181734 0.000268667 0.000246652 -0.000409885 -0.000104289 0.00768775 -0.00121124 0.00684601 0.00189329 -0.00481271 0.00842963 0.00195885 -0.000745625 -0.00609383 -0.00203566 0.000585765 0.000758212 -0.0153745
internal_weight=144141 139882 81337.2 23263.5 4259.47 2332.54 16617.2 58544.3 58073.7 213.088 1310.83 1069.53 57860.6 52947.9 52791.3 1926.92 6646.31 156.649 1021.71 94.8382 5596.43 355.385 31.3486 5575.26 241.302 324.037 926.876 1571.54 1555.93 21.1693
internal_count=600957 579751 339420 102874 21206 13151 75365 240331 236546 950 8313 6989 235596 217696 217028 8055 27509 668 4838 400 22635 1534 130 22549 1324 1404 4438 6521 6457 86

end of trees

feature_importances:
Column_7=555
Column_28=463
Column_6=453
Column_8=321
Column_9=296
Column_17=279
Column_48=253
Column_23=229
Column_21=196
Column_0=169
Column_1=167
Column_16=158
Column_55=135
Column_34=134
Column_33=125
Column_13=114
Column_12=110
Column_24=110
Column_14=105
Column_18=92
Column_26=92
Column_45=87
Column_25=86
Column_5=84
Column_11=83
Column_46=82
Column_47=82
Column_20=68
Column_51=68
Column_35=67
Column_31=61
Column_49=58
Column_4=55
Column_29=52
Column_50=52
Column_2=50
Column_22=50
Column_27=50
Column_44=45
Column_19=43
Column_38=41
Column_3=40
Column_15=24
Column_37=24
Column_53=20
Column_52=13
Column_43=9
Column_32=4
Column_54=2
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: 0.024]
[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=0.024 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=2504 2511 2605 2641 2536 2413 2609 2335 2614 2881 2425 2412 2363 2333 2429 2529 2649 2616 2518 2531 2728 2541 2634 2618 2725 2826 2410 2614 2333 2715 3002 2553 2543 2452 2454 2430 2639 2460 2456 2815 2616 2807 2942 3063 2962 2965 2953 2712 2902 2790 3060 3067 2499 2880 2991 2990 2803 2960 3084 2970 3064 3073 2872 2857 2878 2959 3060 2959 2719 2537 3068 2978 2969 2254 2775 2539 2532 2871 2717 2981 2595 2708 2635 2494

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=0.00052173294500487341 0.00010805991398389767 9.9137678049869991e-05 0.017325108947003422 0.0041643384447573603 0.016642373180464961 9.8657329826976319e-05 0.00032258489344906517 0.00010266053153265373 0.00010038318499798838 0.0048787588261404152 0.00010863788778334622 0.00024234413756958969 0.0011887159394197392 0.00016346144567850175 -0.0011478487452162203 -0.00043022298701158836 8.1897331194893307e-05 8.9211374705061951e-05 -0.00040572342272427369 0.00021469701485088197 -0.00040372153638356891 9.2671755058277615e-05 5.6659582140201245e-05 9.0913139865140332e-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=0.000101596 0.000270252 0.00349039 0.000100954 0.000151047 0.000708614 0.000115638 0.000349099 9.99499e-05 0.000130551 0.000457034 0.000115685 0.000606355 0.000101917 -0.000273642 9.87076e-05 8.11945e-05 0.000114887 8.18701e-05 0.000116072 -3.26704e-05 9.47097e-05 0.000104698 9.97105e-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 0 55 34 24 33 47 0 0 55 49 21 27 26 0 21 31 25 29 45 14 27 3
split_gain=0.10516 1.83311 7.8747 0.0487005 0.375637 11.346 0.124634 2.53843 0.0360842 0.312559 4.18581 0.0237412 0.028438 0.0166505 0.0436038 0.0160207 0.0166574 0.0108132 0.00818255 0.00802052 0.00554133 0.00514651 0.00424261 0.00307216
threshold=-0.17180078476667401 -0.8243863284587859 0.0054809453431516894 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.70929089188575756 0.02376531902700663 5.3197524547576913 -1.2844281196594236 -0.3590626567602157 2.2350320816040044 0.050698401406407363 0.35130810737609869 0.089672453701496138 0.16409748047590259
left_child=1 2 18 8 6 -6 23 -8 9 20 -11 12 -3 17 -15 21 -17 -13 -1 -20 -2 -10 -7 -5
right_child=3 11 -4 4 5 22 7 -9 15 10 -12 13 -14 14 -16 16 -18 -19 19 -21 -22 -23 -24 -25
leaf_value=0.00040865613977340132 4.9112803880652168e-06 0.00010570707894849445 0.016808750730380417 -7.2884938287175545e-06 0.01614240169754395 -8.1022939734829769e-06 0.0071529070656863045 -1.3112615404399829e-06 -2.8669764580705258e-06 0.004661113364419725 5.4753813187413092e-06 0.0001359726728635159 0.0012237740507349373 5.8983171080320105e-05 -0.001220855589227184 -1.9610732337108253e-05 -0.00021038322106001136 -1.3484896434794705e-05 0.00015445061044060978 -0.00040082446881194389 -4.5255448033243236e-05 -1.8563390873911304e-05 -0.00031528888415131303 -0.0002849782148335615
leaf_weight=22 19392 38 20 10167 26 634 30 598 509366 120 1523 335 20 46 23 29608 266 1663 29 31 1357 12323 27 23
leaf_count=22 19392 38 20 10167 26 634 30 598 509366 120 1523 335 20 46 23 29608 266 1663 29 31 1357 12323 27 23
internal_value=-1.39789e-06 0.000163211 0.00330607 -2.02404e-06 4.68665e-05 0.000591052 1.23079e-05 0.000340451 -3.00406e-06 2.68623e-05 0.00034551 1.23536e-05 0.000491247 -1.08418e-06 -0.00036763 -4.21655e-06 -2.13094e-05 1.15743e-05 1.2731e-05 -0.000132442 1.63034e-06 -3.23775e-06 -2.065e-05 -7.91527e-06
internal_weight=587687 2227 102 585460 11505 687 10818 628 573955 22392 1643 2125 58 2067 69 551563 29874 1998 82 60 20749 521689 661 10190
internal_count=587687 2227 102 585460 11505 687 10818 628 573955 22392 1643 2125 58 2067 69 551563 29874 1998 82 60 20749 521689 661 10190

Tree=2
num_cat=0
split_feature=45 17 33 23 49 2 45 47 23 31 23 26 49 21 6 27 26 13 31 21 27 51 23 4 45
split_gain=0.100173 1.74618 7.79206 0.0404773 0.209759 8.10307 20.4647 0.0623844 0.972465 0.0324064 2.85971 13.159 0.0226153 0.0270893 0.016478 0.0158609 0.041536 0.0136605 0.0103004 0.0097752 0.00869025 0.00831437 0.00772809 0.00725433 0.00411719
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 0.018759440630674366 -1.256108224391937 -0.032262491062283509 2.102653026580811 -0.0097320508211851103 -0.70996257662773121 -1.6757296919822691 0.29690591990947729 6.0551392380148179e-05 0.16744337230920794 0.70929089188575756 0.25719563663005834 -1.2844281196594236 1.6111459732055666 -0.17727538943290708 2.5643361806869511 0.072871152311563506 -0.17835853993892667 0.064614940434694304
left_child=1 2 -1 4 5 24 -7 8 -6 17 11 -11 13 -3 23 18 -17 20 -14 -19 -5 -9 -12 -4 -2
right_child=3 12 14 9 7 6 -8 21 -10 10 22 -13 15 -15 -16 16 -18 19 -20 -21 -22 -23 -24 -25 -26
leaf_value=0.016254497406738146 1.532943462196897e-05 0.000103170101635011 -0.0003215409936849028 0.00014428699075232272 -7.6702744314955568e-06 0.028804275418224279 -9.1366748210930379e-05 -4.3740430985001953e-08 0.0028017381156230266 0.021495870369384648 -9.1431102367180697e-06 -4.813305947150031e-05 0.00013270933273858254 0.0011944034861982801 -0.00072946024260350643 5.756757160365258e-05 -0.0011915550570449104 -1.4359636652897413e-05 -1.3161265768478847e-05 -7.3599238110721052e-05 -2.9513388255329351e-06 -7.5699344720821341e-05 -0.00016478333717844049 0.00023826872749195901 -0.00012997998720342275
leaf_weight=21 2331 38 20 231 1072 20 48 23203 76 20 6628 89 335 20 21 46 23 44826 1663 1664 504077 868 189 40 118
leaf_count=21 2331 38 20 231 1072 20 48 23203 76 20 6628 89 335 20 21 46 23 44826 1663 1664 504077 868 189 40 118
internal_value=-1.36434e-06 0.000159294 0.00322672 -1.97546e-06 2.63226e-05 0.000235238 0.00840735 5.47157e-06 0.000178318 -3.38274e-06 4.82081e-05 0.0039049 1.20571e-05 0.000479457 -0.000150849 -1.05816e-06 -0.000358807 -4.03147e-06 1.12965e-05 -1.648e-05 -2.8839e-06 -2.77188e-06 -1.34582e-05 5.16655e-05 8.328e-06
internal_weight=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 2125 58 81 2067 69 550798 1998 46490 504308 24071 6817 60 2449
internal_count=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 2125 58 81 2067 69 550798 1998 46490 504308 24071 6817 60 2449

Tree=3
num_cat=0
split_feature=55 26 26 33 47 13 13 2 35 46 17 13 13 21 4 46 23 4 33 0 6 18 46 29 9
split_gain=0.04599 0.310838 13.6422 0.114047 2.27613 0.0378617 0.226769 3.38393 25.083 0.214015 4.1913 0.019745 0.0145185 0.0212873 0.0146741 0.00951094 0.00813613 0.00754039 0.00576495 0.00369576 0.00757536 0.0028213 0.00212835 0.000986883 0.000670092
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 0.16060598939657214 -0.25643424689769739 6.7063963413238534 0.02376531902700663 0.16586808115243915 0.15410324186086657 -0.16873382776975629 1.167691767215729 -0.21237401664257047
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=6.4021748547780264e-07 -8.8292427503367194e-05 -0.00043397454689193186 0.01871887834747727 0.0065604756627508322 0.00023538705684595851 -2.6592812567382801e-06 -2.6062824284370111e-06 0.02875834221690602 -1.4048878919676519e-05 0.007350602979681385 -1.4861272975401488e-05 -5.7520891754558595e-05 -1.5506073584745756e-05 -7.1190973932684081e-05 -0.00027077472089145888 -0.00048374295135055525 4.3034813824441642e-05 0.00012575251754092545 -9.3953781277611318e-05 -0.00045605935500276718 -1.9692148118706804e-05 -9.9878285607479312e-05 -8.9723809444176222e-06 -0.00014607209408547663 -9.8707140103147202e-06
leaf_weight=47863 69 24 23 32 177 469891 2024 20 137 47 837 528 45349 1403 250 26 1410 68 374 23 6206 172 10012 28 694
leaf_count=47863 69 24 23 32 177 469891 2024 20 137 47 837 528 45349 1403 250 26 1410 68 374 23 6206 172 10012 28 694
internal_value=-1.3316e-06 4.5872e-05 0.000498786 1.19483e-05 0.000300173 -2.28651e-06 1.73859e-05 0.000255263 0.00365122 6.68845e-06 0.000376741 1.60177e-05 -4.211e-06 -1.67331e-05 -0.000101376 -3.23444e-05 -1.37408e-05 -9.07519e-06 -9.32061e-08 -2.93822e-06 -2.13034e-05 -2.69485e-06 -8.06352e-06 -4.56391e-06 -1.69626e-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 21 33 55 55 45 1 27 46
split_gain=0.0942539 0.634188 9.83395 0.0440247 0.355858 10.7608 0.114058 2.31244 0.0326993 0.294947 3.96955 0.0268258 0.0450671 0.0152345 0.0171757 0.0143451 0.015262 0.00948688 0.0081287 0.0057825 0.00513692 0.00454436 0.00394611 0.0032195
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 5.3197524547576913 5.0220639705657968 1.4406796693801882 -0.56434854865074147 0.050698401406407363 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=9.2800838005802547e-05 4.2549797949653305e-06 0.017439230009696622 0.00020502220090620881 -6.5512933599186399e-06 0.015719246267699279 -9.3595303774681232e-06 0.0068270122069865463 -1.3278098888874342e-06 -2.4622318135185053e-06 0.0045377893797820439 4.0127666046740598e-06 3.4283766825054149e-05 -0.0012847802156209947 -4.3212672936197026e-05 0.00061816818019511501 -1.9083470196312719e-05 -0.00020313283768642467 0.00044708878052499912 0.00012050672316101228 -7.6493804611430828e-05 -4.404644099074123e-05 -1.105629171312077e-05 -0.00030561752596663103 -0.00010732551687042066
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leaf_count=285 19392 20 53 10004 26 634 30 598 485687 120 1523 37 25 1334 41 27384 262 28 201 203 1357 38230 27 186
internal_value=-1.29964e-06 0.000154539 0.00117316 -1.89243e-06 4.45919e-05 0.000574257 1.09553e-05 0.000324867 -2.82421e-06 2.56068e-05 0.000335147 -6.49076e-06 -0.000497597 9.87065e-06 0.000158875 -3.97844e-06 -2.08277e-05 2.76635e-05 -2.17745e-05 -1.82112e-05 1.09603e-06 -3.08934e-06 -2.14608e-05 -8.39074e-06
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
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Tree=5
num_leaves=24
num_cat=0
split_feature=15 51 33 49 8 55 34 34 33 47 24 19 49 29 46 49 16 33 49 4 27 31 12
split_gain=0.138643 23.5532 42.771 2.58761 7.82677 0.0542433 0.439002 11.1722 0.187849 2.97166 0.0485133 0.0338293 4.38969 14.4281 0.0260095 0.243094 0.0164958 0.015987 0.0162284 0.00654197 0.00550584 0.00427142 0.00355597
threshold=0.55725386738777172 -0.044410638511180871 0.2726276963949204 -0.12514873594045636 0.045251322910189636 2.0211037397384648 1.468370318412781 1.4774639606475832 0.50690898299217235 -1.256108224391937 -0.88231047987937916 0.089487399905920043 0.82905498147010814 1.3162586092948916 -0.046981150284409516 -1.3179033398628233 0.37658986449241644 1.8969854712486269 1.6639831662178042 -0.14124661684036252 0.027098028920590881 0.32970149815082556 1.4831923842430117
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 4 -3 11 8 -8 22 -10 -9 14 16 -14 15 -1 -13 19 -19 -5 -16 -6 -7
right_child=1 3 -4 17 21 6 7 10 9 -11 -12 12 13 -15 20 -17 -18 18 -20 -21 -22 -23 -24
leaf_value=0.00025426966879373155 -2.2968032795082159e-05 0.017311629762841039 0.043750801411605061 0.00032574347943194551 -0.00023648835585866917 -4.6447580977835926e-06 0.015768296513816393 -0.0011881182108606611 0.0088951845039492057 7.5305541006089223e-05 -1.1069977948767807e-05 -9.1724489604584492e-07 0.023297835786477664 2.8818405307075331e-05 -2.7765541447447219e-06 -1.5799749962022143e-06 -0.00011546936564651821 -6.2772787572591658e-05 -0.00028974854397947886 -1.2719754771672371e-05 -1.513412332371424e-05 0.00017676284887245856 -0.00017276312928231775
leaf_weight=2347 36 20 20 33 34 9957 27 21 23 508 510 6555 20 66 509361 24146 814 1058 219 10176 21650 25 73
leaf_count=2347 36 20 20 33 34 9957 27 21 23 508 510 6555 20 66 509361 24146 814 1058 219 10176 21650 25 73
internal_value=1.24542e-06 8.33186e-05 0.0156105 8.1328e-06 0.00433685 -4.10213e-07 5.2085e-05 0.00070815 1.74212e-05 0.000457334 -5.76199e-05 -1.44337e-06 4.93433e-05 0.00544022 -2.1225e-06 2.10856e-05 -1.3571e-05 -2.16398e-05 -0.000101698 -1.16257e-05 -3.28039e-06 -6.13819e-05 -5.86835e-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 49 25 0 0 13 31 33 18 26 0
split_gain=0.172879 1.2962 10.22 0.58876 9.4456 0.0801771 2.9047 62.5913 0.0405642 0.201037 9.31716 0.0664198 0.0367196 2.74837 0.0284196 0.0154222 0.015344 0.0126528 0.011741 0.0102221 0.00545521 0.00490706 0.00401476 0.00387718 0.00128739
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 -0.72152602672576893 1.4929645061492922 0.022381779737770561 0.02730059809982777 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 17 -14 15 -5 -16 -10 -6 21 -9 -4 24 -24 -7
right_child=5 3 19 14 18 6 7 20 12 11 -12 -13 13 -15 16 -17 -18 -19 -20 -21 -22 -23 23 -25 -26
leaf_value=0.014484841158061954 2.2063698084661251e-06 0.01702112301425077 9.7462156334221335e-05 0.00013308726232548866 -5.5207446049528451e-05 -0.00014437931326504729 0.043456415226997343 6.3652185278781991e-06 -2.6785736802324405e-06 0.00019270878170481626 0.009739487064723688 -2.9593933521168707e-06 0.003850495756997589 -9.7213684799408625e-06 -0.0002345147546401925 8.8578264505552258e-07 -0.00095718606747686866 -1.8489260862472796e-05 -0.00055410242298497788 0.00048767588016456896 -0.00022522931336748053 -0.00014907633380328243 -0.00022587241992204278 -2.1019824826291655e-05 -6.262998789824156e-06
leaf_weight=32 2348 20 152 559 220 39 20 335 505791 1048 58 21487 108 6507 110 5601 20 30938 31 31 71 67 95 121 11890
leaf_count=32 2348 20 152 559 220 39 20 335 505791 1048 58 21487 108 6507 110 5601 20 30938 31 31 71 67 95 121 11890
internal_value=1.21553e-06 0.000121142 0.00171439 5.26621e-05 0.00114797 -1.97314e-07 5.97542e-05 0.00200767 -1.5235e-06 2.84047e-05 0.000236937 6.14024e-06 -2.89729e-06 5.33026e-05 5.47165e-06 1.28826e-05 -0.000345695 -3.58993e-06 -0.000116824 7.97763e-05 -3.41353e-05 2.20371e-05 -8.57136e-06 -0.000111117 -6.71455e-06
internal_weight=587699 6843 282 6561 271 580856 12571 426 568285 24941 2406 22535 543344 6615 6290 6160 130 536729 251 250 406 219 12145 216 11929
internal_count=587699 6843 282 6561 271 580856 12571 426 568285 24941 2406 22535 543344 6615 6290 6160 130 536729 251 250 406 219 12145 216 11929

Tree=7
num_leaves=23
num_cat=0
split_feature=15 51 55 5 33 55 34 24 33 47 19 18 26 23 23 21 16 52 33 23 34 18
split_gain=0.12837 22.3855 43.185 3.56883 6.66473 0.0507653 0.417235 11.1294 0.178428 2.82871 0.0299926 1.43893 16.2102 0.0322487 0.326631 0.0178171 0.0155383 0.00941362 0.00737602 0.0059688 0.0054692 0.00163043
threshold=0.55725386738777172 -0.044410638511180871 0.15352448076009753 -0.29874807596206659 0.036712478846311576 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 0.089487399905920043 0.0094458493404090422 -1.3959496617317197 -0.034202711656689637 -0.036138864234089844 1.6111459732055666 0.37658986449241644 0.92578667402267467 4.1410574913024911 0.022634485736489299 1.4774639606475832 0.22155543416738513
decision_type=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 10 8 -8 21 -10 13 12 -12 14 -1 18 -13 -17 -5 -15 -9 -7
right_child=1 3 -4 15 -6 6 7 20 9 -11 11 16 -14 19 -16 17 -18 -19 -20 -21 -22 -23
leaf_value=6.8319570483819962e-07 0.043493700323294616 0.017159106694652294 -0.00049139557936132405 -9.134306465973002e-06 -0.00012035282382506314 -5.5579542000238667e-06 0.016678000409156086 -0.00038265623897314069 0.0086777214073454553 7.2596863089780154e-05 1.5688137717888782e-06 -3.5528679626504636e-06 0.022017377194339393 -2.6042244448192131e-06 0.00036943102322217048 6.5982882222799107e-05 -0.00011441852818248549 -0.00013408250384013606 -0.00014630204691157023 -1.4398181475904374e-05 -1.1930124808500028e-05 -0.00017453240270101972
leaf_weight=19050 20 20 36 10048 36 9997 24 24 23 508 233 6379 21 510989 1492 155 822 1075 231 25973 510 33
leaf_count=19050 20 20 36 10048 36 9997 24 24 23 508 233 6379 21 510989 1492 155 822 1075 231 25973 510 33
internal_value=1.18635e-06 8.01604e-05 0.0152176 6.86215e-06 0.00605088 -4.06759e-07 5.03776e-05 0.000689971 1.65841e-05 0.000445324 -1.40625e-06 4.64138e-05 0.00182177 -2.0457e-06 2.7466e-05 -2.25466e-05 -1.62083e-05 -0.000108871 -1.22169e-05 -3.1747e-06 -2.8592e-05 -6.1139e-06
internal_weight=587699 11621 56 11565 56 576078 11119 558 10561 531 564959 7455 254 557504 20542 11509 7201 1230 10279 536962 534 10030
internal_count=587699 11621 56 11565 56 576078 11119 558 10561 531 564959 7455 254 557504 20542 11509 7201 1230 10279 536962 534 10030

Tree=8
num_cat=0
split_feature=45 47 7 17 24 21 49 7 21 34 0 23 55 2 21 25 0 0 0 27 9 45 49 23 27
split_gain=0.163494 1.22615 12.9692 0.559876 8.59315 0.11578 2.16058 63.5664 0.30469 2.40416 0.0290938 0.336383 5.83409 0.0268746 0.0199465 0.0146221 0.0145785 0.0135792 0.0129328 0.0122449 0.0090582 0.00822424 0.0143216 0.00970581 0.00506347
threshold=-0.092140045017003999 -1.256108224391937 -0.0097913797944784147 -0.8243863284587859 1.6445183753967287 0.72027611732482921 2.1410850286483769 0.029784815385937694 0.84256917238235485 1.468370318412781 -0.034956371411681168 -0.036138864234089844 -1.3123381733894346 0.16301129013299945 4.1274077892303476 1.4929645061492922 0.10345410183072092 0.038437766954302795 0.02730059809982777 0.011606413871049883 0.0027698653284460311 0.16386169940233233 0.59050405025482189 0.021093864925205711 0.06378022208809854
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leaf_weight=26 16041 219 31 5774 21 2056 20 420 17804 116 512812 85 1351 110 386 20 946 85 31 32 193 1398 185 27110 427
leaf_count=26 16041 219 31 5774 21 2056 20 420 17804 116 512812 85 1351 110 386 20 946 85 31 32 193 1398 185 27110 427
internal_value=1.15788e-06 0.000117784 0.00166739 5.11801e-05 0.00111928 -2.16078e-07 5.45076e-05 0.00157518 1.63492e-05 0.000285446 -2.31411e-06 2.77863e-05 0.000380073 5.16174e-06 1.23685e-05 -0.000336326 -1.48231e-05 -8.67599e-05 -0.000119351 2.7141e-05 -3.55954e-05 -3.30934e-06 5.13146e-05 -3.46949e-06 -2.93289e-06
internal_weight=587699 6843 282 6561 271 580856 21447 525 20922 2172 559409 17904 1436 6290 6160 130 18750 505 250 256 224 541505 1583 539922 16468
internal_count=587699 6843 282 6561 271 580856 21447 525 20922 2172 559409 17904 1436 6290 6160 130 18750 505 250 256 224 541505 1583 539922 16468

Tree=9
num_cat=0
split_feature=45 27 27 5 5 7 24 55 34 34 33 0 55 5 33 17 55 25 51 6 27 0 29 1 1 17 46 51
split_gain=0.155741 0.571472 16.691 39.4955 0.1021 13.8704 51.5891 0.0425574 0.479719 11.0526 0.110209 0.0268882 0.275769 0.019496 0.0491925 0.0174934 0.0224339 0.0154254 0.0153348 0.0261938 0.014732 0.0101058 0.00897061 0.00853668 0.00491028 0.00298677 0.00235045 0.000661576
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leaf_value=5.486741168017245e-05 0.00032757895574728278 0.040486128056806049 -0.00013973700507142906 0.00017064039683973531 0.043450921934106733 -0.00031312027875628434 -5.1141179729358777e-06 -5.7223727085018994e-06 0.016003523570403699 -0.00010527968470532908 0.00036167106388967088 -2.5989457252009734e-06 -1.3346929084242947e-06 -2.4975466337410288e-06 0.0010295585185286372 3.1677646301487367e-05 -0.0010469915460969788 0.00039717663109523093 -0.00035975243599682471 -3.9069032987146043e-05 -0.00024529766208767988 -1.7030078927886597e-05 -0.00024540836322323173 0.00044253347005695104 0.00016827054221212379 -0.00022284955882321812 -1.6120177208035641e-05 -0.00015891496614312928
leaf_weight=757 1596 20 73 20 20 32 49 9804 26 435 494 511603 18345 3596 29 1185 20 95 192 622 122 29566 62 25 40 25 8822 24
leaf_count=757 1596 20 73 20 20 32 49 9804 26 435 494 511603 18345 3596 29 1185 20 95 192 622 122 29566 62 25 40 25 8822 24
internal_value=1.13009e-06 0.000114957 0.000535178 0.0124241 -2.10892e-07 8.00548e-05 0.00930058 -1.47228e-06 4.58089e-05 0.000803243 1.19017e-05 -2.37887e-06 2.49903e-05 4.8662e-07 9.95846e-05 -1.68064e-05 -0.000334846 0.000545072 -2.05843e-05 -0.000114709 5.82379e-06 -3.38737e-06 3.21359e-05 5.75023e-07 -1.63595e-05 -4.79651e-05 -1.52879e-05 -5.56788e-05
internal_weight=587699 6843 1465 65 580856 8987 93 571869 10759 461 10298 561110 19941 5378 943 1400 93 124 4435 814 1307 541169 819 3621 8894 45 8862 73
internal_count=587699 6843 1465 65 580856 8987 93 571869 10759 461 10298 561110 19941 5378 943 1400 93 124 4435 814 1307 541169 819 3621 8894 45 8862 73

Tree=10
num_cat=0
split_feature=15 51 25 16 9 23 55 55 26 55 47 45 18 33 22 45 27 4 19 18 16 2 13
split_gain=0.123173 23.551 40.4572 1.28317 8.70898 0.035633 0.201546 5.60998 22.6134 0.124093 2.37218 0.0186733 0.0184455 0.0168637 0.0193335 0.00898876 0.023119 0.0102376 0.15987 0.00985211 0.00824548 0.00731214 0.00654148
threshold=0.55725386738777172 -0.044410638511180871 0.42872373759746557 -0.82018077373504628 0.023976352997124199 -0.030672303400933739 -1.3123381733894346 -1.326905310153961 -0.75187975168228138 2.1799244880676274 -1.256108224391937 0.089111424982547774 0.15410324186086657 4.1410574913024911 1.2451480031013491 -0.17180078476667401 0.16744337230920794 0.074974935501813902 -0.0064851415809243909 0.15410324186086657 -1.0598075985908506 -0.18820349872112271 0.18134926259517672
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leaf_value=-3.967703436038662e-05 0.042962829711427911 0.016952309930609772 -0.00081944536048197947 0.0003511893942993465 -7.5288128413536313e-06 4.6687606721172403e-05 7.467666079569021e-07 0.028624488483939788 -1.8598461795035846e-05 0.0069247280827723452 6.2200251269458237e-06 -0.0001359158670268282 0.00031969131711107474 -4.3998853534100678e-05 -0.0003399650509593695 -2.7184187732651386e-06 -0.0006960250299501543 0.00055485511488509822 -1.9936493660297668e-05 -0.00019853100702360005 -0.00045542379597918626 -1.7936092574140193e-05 -1.1094068845626883e-05
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leaf_count=1896 20 20 31 31 91 217 24091 20 77 30 589 590 86 343 202 485170 36 312 2613 167 32 10817 60397
internal_value=-5.99998e-07 7.68749e-05 0.0163501 4.93196e-06 0.00226425 -2.15772e-06 2.45637e-05 0.000251719 0.00588719 5.89745e-06 0.000341527 -2.52016e-06 -2.40839e-05 -2.3426e-05 -0.000153696 -3.49055e-06 -0.000114477 -3.40556e-06 4.13746e-05 -5.99569e-05 -0.000124054 -1.68813e-05 -3.64565e-06
internal_weight=587878 11587 51 11536 143 576291 27379 2079 97 25300 619 24681 1982 11393 545 548912 420 548492 2925 384 123 10848 545567
internal_count=587878 11587 51 11536 143 576291 27379 2079 97 25300 619 24681 1982 11393 545 548912 420 548492 2925 384 123 10848 545567

Tree=11
num_cat=0
split_feature=32 51 50 49 33 23 49 2 9 55 47 27 33 13 0 31 0 4 21 13 28 31 2
split_gain=0.117332 22.4341 40.7137 2.16909 7.9253 0.0339432 0.211028 7.97151 19.7933 0.124547 2.79083 0.0225236 0.0133126 0.0233434 0.0123675 0.0112427 0.00932414 0.0176482 0.0170116 0.00879033 0.0086587 0.00766273 0.00655934
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Tree=71
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Tree=72
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Tree=73
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Tree=74
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Tree=75
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Tree=76
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Tree=77
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leaf_weight=567333 20 20 2164 21 88 1615 23 21 71 260 781 34 451 20 879 145 206 1904 21 20603 103 129 362 3421
leaf_count=567333 20 20 2164 21 88 1615 23 21 71 260 781 34 451 20 879 145 206 1904 21 20603 103 129 362 3421
internal_value=3.26679e-06 0.000127144 0.00183094 0.0365824 0.00283648 -4.95548e-05 0.00257136 -2.30628e-06 0.0009964 -6.89364e-05 -0.000578417 -0.000117315 -3.13222e-06 -0.00021061 -0.000773828 -1.39434e-06 -5.80551e-07 -0.000226801 -7.37411e-05 -4.50653e-05 -7.85297e-05 -9.10845e-05 2.21832e-05 7.08263e-06
internal_weight=600695 25861 2430 129 108 23431 172 574834 475 23259 1041 2301 574359 4771 1330 569588 567539 2049 454 22218 2267 152 433 3441
internal_count=600695 25861 2430 129 108 23431 172 574834 475 23259 1041 2301 574359 4771 1330 569588 567539 2049 454 22218 2267 152 433 3441

Column_49=141
Column_51=114
Column_21=113
Column_15=107
Column_7=100
Column_5=90
Column_55=87
Column_19=83
Column_0=78
Column_27=74
Column_16=70
Column_33=69
Column_24=67
Column_9=63
Column_23=54
Column_45=54
Column_17=52
Column_18=51
Column_8=48
Column_4=45
Column_31=44
Column_13=42
Column_20=41
Column_29=41
Column_26=37
Column_14=35
Column_47=34
Column_25=33
Column_34=33
Column_3=27
Column_35=27
Column_2=22
Column_1=19
Column_32=18
Column_12=17
Column_6=15
Column_11=14
Column_28=14
Column_22=13
Column_48=8
Column_50=6
Column_52=4

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

objective=regression metric=rmse num_leaves=31 max_depth=5 learning_rate=0.024 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