tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=24
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
feature_infos=[-2.873907782880933:1.3722414332417898] [0.016666666666666666:0.91666666666666663] [0.00026057779921580926:3.4188438294534649] [-6.1383485975775942:7.5710003559449337] [-1.6252615789627221:58.236628445653345] [0.0015250021094068993:16.873313030277533] [0.00025888696630705418:3.5567830945199863] [-0.84671327999402513:0.96695351435410593] [-0.91564095731621375:0.94363036796845445] [-0.88394337582972693:0.94321934610362179] [-0.86720081798010495:0.95283515737615299] [-3.3405092661540787:2.1413882089855005] [-0.99969912812595907:8.0599956678282236] [0:0.9348671174470905] [0.43060474092785583:0.99932833584522496] [0:1] [0.0044873359033947187:1.7487220306080551] [-29.825254024161882:-1.2689661324665129] [0:4.6875] [0.078059265615947962:0.90152689298430366] [0.10844058213257649:0.94191552306830217] [-16.95746341441453:-0.033194968494250902] [0.19913576477782471:0.99715360213477977] [4.9652056189884148e-07:918491.78748625773] [0.094545928036335367:13.04658074204775]
tree_sizes=3460 3418 3428 3422 3430 3442 3442 3454 3441 3444 3457 3448 3446 3464 3470 3455 3473 3462 3462 3465 3455 3467 3478 3471 3476 3453 3470 3467 3471 3448 3469 3457 3477 3462 3487 3476 3481 3463 3478 3489 3476 3482 3464 3472 3472 3480 3479 3487 3497 3469 3459 3460 3494 3457 3475 3479 3482 3465 3427 3474 3458 3453 3462 3438 3466 3436 3452 3415 3458 3464 3453 3458 3443 3454 3427 3389 3452 3426 3426 3408 3426 3453 3463 3441 3411 3408 3426 3412 3432 3439 3440 3405 3448 3412 3410 3431 3384 3434 3436 3454

Tree=0
num_leaves=31
num_cat=0
split_feature=6 2 14 14 6 9 8 22 23 8 17 14 23 6 14 8 12 7 14 10 3 9 8 5 6 6 2 8 10 8
split_gain=30989.4 17692.9 7356.95 2099.1 1043.93 946.641 864.654 580.135 402.474 392.125 355.824 329.489 326.415 308.376 225.811 207.014 171.411 160.372 148.32 147.931 140.525 138.264 135.648 116.162 111.769 108.999 89.9003 87.1017 85.5296 85.2368
threshold=0.20894104719523868 0.77976052517945094 0.96275551681785687 0.94339679821842604 0.073152068262919201 0.13954372952865687 -0.09976926450860267 0.76702419517989751 0.052440626035157152 0.3922588811508062 -4.564387004214697 0.93382626388018186 11.908718195136517 0.35826514000273718 0.97026043571674614 -0.079713059946164358 1.6180613713258947 0.24420854505587875 0.97517174624041592 0.2698338480953581 0.1055455281507298 0.16579537408794714 0.014668296332428133 1.1689485579976522 0.30034428572828842 0.0016841892517210665 0.7248422838189611 0.023758019072978791 0.40849721918046905 -0.060034092779628366
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=3 2 5 4 -1 11 7 21 25 24 17 16 15 28 -10 -3 -2 -6 -15 22 -19 -4 -13 -22 27 -5 29 -7 -8 -18
right_child=1 12 6 8 10 9 13 -9 14 -11 -12 19 -14 18 -16 -17 26 20 -20 -21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.32255405026408268 -0.2267155261398292 -0.32390798111741476 -0.11121604064376479 -0.23998895159853981 -0.26984258943903128 0.0078143621863578094 -0.30205007702860265 -0.23000723175452017 -0.26530603494878235 -0.142388295804736 -0.30407018482949477 -0.099496454025866002 -0.35393085786932377 -0.10959968980176422 -0.32536309773118677 -0.078730536006845056 0.0068220076368047111 -0.18854239059726982 -0.23451922105195355 -0.024864073766878075 -0.071006140291383732 0.017503312498977686 -0.20988961388451849 -0.25590410655569812 0.033685828065890683 -0.35311591939520476 -0.1843989042985987 -0.085573131374320849 -0.14730798137582168 -0.048243352408788714
leaf_weight=484.55990529060364 40.173339128494263 65.467663764953613 133.91113042831421 86.546267628669739 63.979762315750122 531.18081736564636 774.70068788528442 249.22349274158478 961.18433618545532 135.15104830265045 117.54421448707581 325.60243380069733 1981.1407796144485 150.77401351928711 1795.6490656137466 72.659187436103821 795.5313081741333 158.21352076530457 257.15896713733673 153.50183284282684 552.25942122936249 221.44933235645294 169.1247980594635 36.205601930618286 6291.5912779569626 5358.6770693063736 31.245930433273315 122.99985313415527 37.445519804954529 434.71520674228668
leaf_count=1954 162 264 540 349 258 2142 3124 1005 3876 545 474 1313 7989 608 7241 293 3208 638 1037 619 2227 893 682 146 25371 21609 126 496 151 1753
internal_value=-0.180104 -0.0792776 -0.0276813 -0.316164 -0.203581 0.00932294 -0.210827 -0.113037 -0.335556 0.0263128 -0.141472 -0.0523747 -0.343568 -0.259285 -0.304424 -0.194937 -0.0233659 -0.117896 -0.188348 -0.110625 -0.104876 -0.0310022 -0.137235 -0.0823821 0.0295954 -0.351318 -0.0168901 -0.00974447 -0.294915 -0.0126357
internal_weight=0 12974.7 10855.5 9614.82 1412.76 9030.82 1824.66 604.584 8202.06 7080.92 928.203 1949.89 2119.27 1220.08 2756.83 138.127 1301.67 810.658 407.933 648.229 746.679 355.36 494.727 588.465 6945.77 5445.22 1261.49 654.181 812.146 1230.25
internal_count=91093 52321 43775 38772 5697 36417 7358 2438 33075 28554 3743 7863 8546 4920 11117 557 5249 3269 1645 2614 3011 1433 1995 2373 28009 21958 5087 2638 3275 4961
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=6 2 14 14 6 8 9 22 10 8 23 2 17 8 4 22 6 14 8 2 2 9 8 22 8 8 7 6 9 17
split_gain=25370.4 14455.8 5695.29 1891.31 1075.86 796.649 649.551 492.277 327.081 277.906 277.418 274.53 257.236 214.026 210.703 193.385 163.544 142.41 139.632 135.946 126.885 109.757 105.994 125.75 100.943 98.7756 111.098 98.4973 93.8155 90.5474
threshold=0.21263768056490503 0.77976052517945094 0.95957325732970533 0.95061096878947771 0.087672225007998206 -0.09976926450860267 0.10810055805478196 0.76702419517989751 0.35451428090001685 0.24113470245685573 12.893176566246826 0.12053104032610516 -4.4267583501131833 -0.079713059946164358 4.8319885150106643 0.83151165435790475 0.35030510147420119 0.93382626388018186 0.40403531631951456 0.12390639330697657 0.049403958477166741 0.16579537408794714 -0.079713059946164358 0.79139791875532206 0.57280773672145879 0.18714257314579227 0.26162989277157395 0.91985257287970379 0.24107209883022138 -4.7674401713534733
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=3 2 6 4 20 7 14 21 16 -8 13 -5 15 -3 17 19 -7 27 -10 -6 -1 -4 23 -13 -11 26 -18 -2 -9 -22
right_child=1 10 5 11 12 8 9 28 18 24 -12 22 -14 -15 -16 -17 25 -19 -20 -21 29 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.15427427828769116 0.15063458369634275 -0.135005414804763 0.071019719019516883 -0.15456672523818926 0.001048491572052378 -0.10987074340711561 0.18866332607273945 -0.059960708573667879 0.12073695109139133 0.11178879476952377 -0.16189584987665462 0.0057624351432375275 -0.11405485080668332 0.082948808694806836 -0.029274138177973266 -0.024946337776300453 -0.081342305413955679 0.077837161434326563 -0.1110298381760257 0.10404399425013991 -0.031771062762084364 0.17884453578812937 -0.12585788232244408 -0.1026293156884563 -0.060361297813225516 -0.101575061651379 0.057658044550672999 0.01732693330359299 0.10831284749530024 -0.15044618049983519
leaf_weight=466.1211796104908 1056.8100086003542 95.559459954500198 148.31502647697926 6226.6012017279863 170.24517242610455 743.23134034872055 6915.39330111444 226.45201145112514 123.1312513500452 245.42092701792717 1892.3660229742527 153.67427012324333 104.41700091958046 85.245894402265549 94.765062734484673 244.50876559317112 89.935773596167564 466.37610687315464 32.950995355844498 518.3363965600729 197.97555768489838 259.7239506393671 1002.9780307263136 352.65115010738373 39.550318241119385 124.36151194572449 159.43915124237537 58.493913590908051 38.809784471988678 95.211620569229126
leaf_count=1916 4229 393 595 25654 685 3038 27670 917 496 984 7809 628 427 343 381 987 364 1873 133 2085 807 1039 4108 1444 159 503 644 235 157 390
internal_value=0 0.0913181 0.137655 -0.123825 -0.0314029 -0.0172616 0.171623 0.0707097 -0.0637886 0.184675 -0.150589 -0.145292 0.0347944 -0.0322446 0.115562 0.0514513 -0.0827365 0.124239 0.071808 0.0785793 -0.121854 0.139652 -0.107029 -0.0697315 0.0878966 -0.0287761 0.00752829 0.143643 -0.035341 -0.0703104
internal_weight=0 12896.3 10823.2 9532.72 1796.82 1946.35 8876.81 673.301 1273.05 7200.36 2073.17 7735.9 1037.51 180.805 1676.45 933.09 1116.97 1581.68 156.082 688.582 759.308 408.039 1509.3 506.325 284.971 373.736 249.375 1115.3 265.262 293.187
internal_count=91093 51962 43417 39131 7297 7886 35531 2708 5178 28813 8545 31834 4184 736 6718 3757 4549 6337 629 2770 3113 1634 6180 2072 1143 1511 1008 4464 1074 1197
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=31
num_cat=0
split_feature=6 2 14 14 6 6 9 8 8 8 23 4 17 23 14 22 22 3 14 6 5 14 21 6 9 14 9 1 8 24
split_gain=21047.2 11483.5 5460.53 1219.42 758.736 679.212 640.93 325.018 255.073 246.587 245.378 242.173 234.832 233.04 195.545 195.126 185.052 155.564 140.019 126.998 124.801 123.984 98.8507 94.2459 91.4492 90.6561 90.2132 83.7208 82.909 79.0485
threshold=0.1949288293355089 0.77976052517945094 0.9587956916580751 0.94666286666576283 0.33872636051094746 0.06738428474566048 0.18777155655138819 -0.010984969418457674 -0.18838794992584715 0.43260336763950258 10.366238479461376 5.2695930931970372 -4.7674401713534733 0.052440626035157152 0.92354849238978931 0.82333840951970994 0.75682458276572406 0.10000972979011154 0.97631466997019556 0.28834411598093007 1.1600403198272995 0.97026043571674614 -3.8502618359994343 0.0016841892517210665 -0.40347255470554227 0.97505321764532316 0.0025050333085450995 0.40833333333333338 -0.10277491717402158 1.0449861702519814
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=3 2 6 5 8 -1 11 15 16 -8 28 14 17 23 24 26 -4 -7 -9 22 27 -15 -16 -5 -2 -10 -6 -19 -3 -21
right_child=1 10 4 13 7 12 9 18 25 -11 -12 -13 -14 21 19 -17 -18 20 -20 29 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.12713685003716177 0.033168083729533136 -0.1113815426201142 0.11408029403610978 -0.041700062612796296 0.047180691143441519 -0.047038461186340891 0.17205409720759746 0.046214947895386937 -0.049615658856154932 0.015092338608508619 -0.14747132045555222 -0.035280649602282263 -0.10864466972392926 -0.076882590191415134 0.086627341417203477 -0.026784411846746667 -0.069212798479201476 0.083755461747281948 -0.071011964990095211 -0.067070749230442511 -0.080274635000786909 -0.12563333543099653 -0.026199693081698491 -0.14930594167645461 0.14644387218944438 -0.11139388458041777 0.16118665137317018 -0.13448549363237736 0.096973623723540944 0.11630057623472706
leaf_weight=501.05948194861412 75.675777405500412 28.948892176151276 115.925821647048 82.737995117902756 90.076312825083733 166.11413259804249 6611.5798727571964 189.90370886027813 354.54753546416759 101.62665440142155 1923.5968241244555 112.0399509370327 125.68912151455879 778.84030438959599 147.66106389462948 91.983515188097954 104.94362615048885 533.89671339094639 219.84320643544197 24.656631156802177 55.864949345588684 1579.9415030479431 163.7819130718708 5009.5109529793262 1224.122035458684 719.72377809882164 302.50967580080032 18.176069989800453 56.125510469079018 504.99641187489033
leaf_count=2113 304 122 467 344 363 671 26760 766 1462 409 8207 452 524 3229 593 374 428 2142 899 99 227 6656 659 21356 4926 2994 1221 74 225 2027
internal_value=0 0.0799844 0.119616 -0.119428 -0.0219648 -0.0338267 0.154189 0.0488771 -0.0708823 0.169678 -0.140121 0.108037 0.018137 -0.135521 0.115537 0.104313 0.0269906 0.0387236 -0.0166813 0.0779674 0.0621574 -0.109536 0.0272938 -0.147558 0.139849 -0.0910049 0.135029 0.0765702 0.0260751 0.107764
internal_weight=0 13164.3 11155.6 8851.83 2189.46 1400.8 8966.14 894.316 1295.14 6713.21 2008.67 2252.93 899.741 7451.03 2140.89 484.57 220.869 774.052 409.747 841.096 607.938 2358.78 311.443 5092.25 1299.8 1074.27 392.586 552.073 85.0744 529.653
internal_count=91093 53757 45203 37336 8974 5751 36229 3623 5351 27169 8554 9060 3638 31585 8608 1958 895 3114 1665 3378 2443 9885 1252 21700 5230 4456 1584 2216 347 2126
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=6 2 14 14 9 6 8 22 8 14 23 10 17 23 8 12 3 5 10 6 8 9 6 6 8 2 6 3 6 14
split_gain=17607.4 9565.45 4565.67 1064.98 688.861 622.194 502.096 354.721 291.627 238.176 229.581 194.377 194.127 179.614 163.325 148.224 142.762 150.91 134.951 122.088 106.38 92.721 91.8363 85.9533 85.6197 112.513 85.1824 84.713 81.9482 81.731
threshold=0.1949288293355089 0.77976052517945094 0.96400922275720269 0.95061096878947771 0.14274004428234929 0.06738428474566048 -0.09976926450860267 0.77867922685813873 0.28840416499319327 0.94339679821842604 12.893176566246826 0.40135677321626212 -3.9555663194956105 0.052440626035157152 0.017565436551875264 1.6180613713258947 0.33204341668403475 1.0702109476826689 0.3308216929339432 0.50897566513528603 0.3922588811508062 0.16958161445054354 0.30034428572828842 0.0016841892517210665 -0.060034092779628366 0.7248422838189611 0.35826514000273718 0.17754672594411361 0.31166341666901487 0.97026043571674614
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=3 2 4 5 9 -1 7 21 22 15 14 19 16 23 -3 -2 -7 -18 26 -8 -13 -4 -6 -5 25 -17 -11 -15 -26 -29
right_child=1 10 6 13 8 12 11 -9 -10 18 -12 20 -14 27 -16 24 17 -19 -20 -21 -22 -23 -24 -25 28 -27 -28 29 -30 -31
leaf_value=-0.11855094562876466 -0.057377088102198576 -0.096000679727624119 0.045004801486327961 -0.037127952174095077 0.12348044705901236 -0.029384644153294521 -0.089434179945742875 -0.052480172359962579 0.046137189716574399 -0.026300298959238008 -0.14251030482007027 0.12732250144179355 -0.12556803319783225 -0.12878715359136048 0.1039927210635082 0.13774882380811035 0.07697892558299553 -0.061672730219367734 0.13685134936741561 0.027991666912518073 -0.10738525034213758 0.14616849506645155 0.16219019005057167 -0.14067100249138348 0.031167921806094102 -0.09257529086822229 0.067130059839926967 -0.051920137881141692 0.11120191803745115 -0.10532050744836303
leaf_weight=586.24164664745331 52.067330926656723 111.33032223582268 156.81208625435829 81.557571709156036 681.98493956029415 306.39295323193073 1066.214081376791 240.26210099458694 240.22134926915169 277.56429210305214 1753.5092990249395 73.610469475388527 93.452368125319481 861.30079120397568 64.486286550760269 930.76064667105675 492.13387811183929 93.397459745407104 97.602438271045685 96.55949792265892 26.178739309310913 214.57113119959831 6048.1998288184404 4717.6256536394358 196.30514343082905 21.703740268945694 150.49077819287777 418.07240462303162 367.33124366402626 911.51511116325855
leaf_count=2557 211 480 631 342 2803 1244 4502 991 972 1124 7814 296 401 3720 260 3794 1981 384 393 393 108 882 25132 20981 793 87 604 1765 1487 3961
internal_value=0 0.0737066 0.109916 -0.111357 0.139294 -0.0369769 -0.032163 0.0422007 0.154403 0.0889951 -0.131587 -0.0681883 0.011555 -0.128081 -0.0226468 0.108522 0.0259222 0.0548628 0.0307414 -0.0796829 0.0657492 0.103453 0.158268 -0.138911 0.11422 0.1325 0.00654689 -0.104356 0.0833274 -0.0885294
internal_weight=0 12867.8 10938.4 8561.69 9064.23 1571.62 1874.21 611.645 6970.41 2093.83 1929.33 1262.56 985.377 6990.07 175.817 1568.17 891.924 585.531 525.658 1162.77 99.7892 371.383 6730.18 4799.18 1516.1 952.464 428.055 2190.89 563.636 1329.59
internal_count=91093 53757 45203 37336 37400 6567 7803 2504 28907 8493 8554 5299 4010 30769 740 6372 3609 2365 2121 4895 404 1513 27935 21323 6161 3881 1728 9446 2280 5726
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=31
num_cat=0
split_feature=14 23 6 6 23 14 9 23 2 4 8 22 13 2 17 8 22 4 8 10 8 24 23 8 3 6 22 9 6 5
split_gain=14890 6269.16 2716.97 2684.07 1257.07 716.445 453.722 359.924 341.335 294.082 219.357 189.681 189.494 183.979 159.911 154.324 164.254 147.189 144.442 131.48 137.129 125.177 119.356 114.253 93.1412 83.8085 112.828 82.9065 74.7847 74.2527
threshold=0.94339679821842604 12.893176566246826 0.16942278693836335 0.23542331132123515 10.366238479461376 0.97505321764532316 0.10194983413111237 0.052440626035157152 0.12053104032610516 0.712005793688261 -0.062894869144471191 0.75682458276572406 0.28049130874247258 0.7248422838189611 -4.7674401713534733 -0.079713059946164358 0.78706756247155552 4.8319885150106643 -0.10277491717402158 0.2601867275518786 0.060962611375295857 1.05475247251552 23.218378491415027 0.033099592684621947 0.10000972979011154 0.34636884039503496 0.76133896886078534 0.080912981267591763 0.0016841892517210665 0.84946569634312075
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=1 2 7 8 5 9 13 -1 28 19 11 -7 22 17 24 16 29 25 -15 20 -5 -8 -3 27 -9 26 -4 -11 -2 -10
right_child=3 12 6 4 -6 10 21 14 15 23 -12 -13 -14 18 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.129548576063236 -0.032397933495780878 0.050376991789870575 0.11365089517534932 0.1016941025305806 -0.13392398053820265 0.10028001869967451 0.042737159732757948 -0.055703181380332735 0.087675596904881123 -0.0048765948046939032 -0.07571137528810612 -0.046783378059881343 -0.13706490260376961 -0.12026115962753191 -0.1037805129326243 -0.098510368906471357 -0.074092638459104215 -0.042114152093717092 0.085227878748692865 0.14321518747256828 -0.016425203898742854 0.14953448106156383 -0.11159553142481388 -0.052932424230876733 0.043204853362599979 0.1291526352331403 0.026929503544317852 0.096847828688444132 -0.12831141290098677 -0.02974268608897826
leaf_weight=304.90782494843006 82.477136522531509 95.321608379483223 372.92505121231079 356.9126550257206 590.69315379858017 168.80772267282009 111.71945430338383 120.26779815554619 116.00275079905987 158.52370847761631 597.05536516010761 182.54194663465023 1089.9773062616587 72.594578251242638 121.1369427293539 1198.9788530319929 419.2462492287159 71.258752956986427 64.689368978142738 467.26911117136478 135.63653852045536 6223.8963273316622 87.033958181738853 180.51517629623413 456.95169979333878 700.8400127440691 251.00181078910828 161.99170596897602 5662.560476437211 100.53030869364738
leaf_count=1375 349 415 1534 1486 2733 700 461 496 484 647 2556 761 5104 319 538 5256 1818 290 263 1962 559 26734 391 745 1857 2907 1027 681 26227 418
internal_value=0 0.0863091 0.116079 -0.0832547 -0.00319182 0.0288607 0.135838 -0.0389018 -0.114942 0.0727991 -0.0388186 0.023874 -0.12128 0.0870274 0.000675269 -0.0773913 -0.0375641 0.09789 -0.023433 0.105216 0.0691668 0.147651 -0.0269286 0.0106987 0.0225967 0.105421 0.0787634 0.0465359 -0.126934 0.0331615
internal_weight=0 10144.5 8872.19 10579.7 2999.95 2409.25 7868.93 1003.26 7579.8 1460.85 948.405 351.35 1272.33 1533.31 698.356 1834.76 635.779 1396.03 137.284 959.818 492.549 6335.62 182.356 501.031 577.219 1324.77 623.927 320.515 5745.04 216.533
internal_count=91093 43711 37801 47382 12830 10097 33535 4266 34552 6080 4017 1461 5910 6340 2891 7976 2720 5758 582 4007 2045 27195 806 2073 2353 5468 2561 1328 26576 902
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=31
num_cat=0
split_feature=6 2 14 6 23 6 14 5 24 8 22 8 17 23 9 9 23 8 3 8 14 7 7 6 8 21 13 19 20 7
split_gain=12629.9 6484.93 4024.05 731.508 559.958 480.846 409.097 323.472 254.422 235.514 224.658 205.184 196.703 186.446 173.343 157.146 145.978 121.258 119.122 112.478 98.3924 81.9417 78.0438 77.239 75.5731 73.4625 69.5846 59.5064 58.1686 56.6161
threshold=0.16942278693836335 0.77976052517945094 0.95353197170195569 0.33872636051094746 0.052440626035157152 0.2963976768815611 0.95404649143297371 1.4407227468726731 1.2910428029222123 -0.062894869144471191 0.78012225232967425 -0.10579041619054468 -4.7674401713534733 12.893176566246826 -0.041491160327710996 0.16958161445054354 7.0942782298106488 -0.079713059946164358 0.048176741454110043 0.50797891381908311 0.986519987895916 0.34658667374122748 0.35170099342286038 0.0016841892517210665 0.29639638428560916 -3.786439656203866 0.14868672967455479 0.24112787433851787 0.70114047469547147 0.83443539941079459
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=4 2 5 9 23 7 12 11 -5 10 21 27 18 17 16 20 29 -3 -6 -16 -10 -4 -20 -1 -17 28 -15 -2 -13 -7
right_child=1 13 3 8 6 14 -8 -9 15 -11 -12 25 -14 26 19 24 -18 -19 22 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.029844903372620243 0.044696383223347035 -0.10351663467091461 -0.024791728518396703 -0.03205707036278619 -0.068047202763708306 0.11232848704996037 -0.097139903236332648 -0.07164474837117242 0.059477545561589365 -0.085378288086240386 -0.064110556548983205 0.085455965436179795 -0.10509325638590827 0.059642745763313049 0.14190836150555439 0.13714721363328658 -0.016269325337646228 0.064536336602728311 -0.04614106835874629 -0.018062612264214111 -0.070566451077484812 0.088659784974398581 0.047460670811733094 -0.1266313725575309 -0.063042078325115644 -0.0052326181627336378 -0.13129306541386207 0.13191291601325458 -0.049753004545751822 -0.16226119203705333
leaf_weight=83.93093129992485 88.879170551896095 85.625716671347618 91.307864829897881 275.11129610240459 157.617227897048 516.27299454808235 1633.5041529983282 142.09492200613022 316.28048747777939 1054.0145597606897 341.7373803704977 285.95665739476681 189.28817631304264 19.323368102312088 6038.6148060262203 353.36808215081692 114.58491165935993 86.118552714586258 109.63838323950768 44.274911448359489 71.296121224761009 210.26772417128086 475.0083090364933 4682.9477836340666 19.92061984539032 213.62546694278717 1560.6686511933804 652.82583768665791 35.802050024271011 7.6196376830339423
leaf_count=359 372 397 381 1149 666 2179 7561 592 1296 4687 1474 1192 867 93 27074 1529 477 351 456 178 299 878 1942 22972 83 881 7724 2804 148 32
internal_value=0 0.0603582 0.0891235 -0.0158605 -0.104655 0.124373 -0.0669815 0.0714819 0.0503571 -0.0562769 -0.00859669 0.0874069 -0.0140979 -0.118202 0.135541 0.0801562 0.0859726 -0.019249 0.00910723 0.140744 0.0355555 0.0543101 0.0299076 -0.124927 0.126464 0.0402284 -0.128958 0.121462 0.0704113 0.108335
internal_weight=0 12625.6 10873.9 2733.3 7331.93 8140.55 2565.06 1419.18 1035.98 1697.33 643.313 1277.09 931.552 1751.74 6721.37 760.865 638.478 171.744 742.264 6082.89 387.577 301.576 584.647 4766.88 373.289 535.384 1579.99 741.705 321.759 523.893
internal_count=91093 56270 47705 11776 34823 35929 11492 5989 4356 7420 2733 5397 3931 8565 29940 3207 2688 748 3064 27252 1595 1259 2398 23331 1612 2221 7817 3176 1340 2211
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=31
num_cat=0
split_feature=14 23 6 6 9 23 14 8 9 6 23 6 23 23 8 21 8 17 6 14 13 24 6 5 8 3 6 7 8 23
split_gain=10774.2 4151.17 2506.63 1335.93 1133.15 626.334 550.141 456 375.726 240.186 216.553 196.689 187.581 151.624 147.13 162.677 121.023 113.185 108.279 101.677 100.657 95.2008 94.9437 129.043 83.2226 74.1659 72.7401 71.434 70.9482 67.7464
threshold=0.93517804950914896 13.891198454470279 0.16942278693836335 0.16942278693836335 0.32005855908594177 11.908718195136517 0.97505321764532316 0.33080000328100273 0.10810055805478196 0.31558950762670118 0.037207218359157641 0.97709181538483758 0.046727191371796553 13.891198454470279 0.057633700917710882 -3.8286320963922145 0.070783799858778543 -3.9555663194956105 0.31558950762670118 0.96515431884993252 0.28049130874247258 1.2910428029222123 0.31166341666901487 1.3467836845084125 0.66857901967962918 0.35541348483527818 0.0016841892517210665 0.86824444199723405 -0.044922426902554304 7.0942782298106488
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=1 3 12 10 5 6 9 13 11 14 -1 22 26 -6 15 -4 -13 -12 -8 -14 -3 -11 23 25 -10 -5 -2 -24 -20 -23
right_child=2 20 4 8 7 -7 18 -9 24 21 17 16 19 -15 -16 -17 -18 -19 28 -21 -22 29 27 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.12294143475784623 -0.026568649577698462 -0.03397693940805558 0.077641492291337766 0.024832961153635046 0.12335601683393758 -0.12773608026186212 -0.088859832993320134 -0.072846782875554572 0.13447644694249467 -0.014045231567329969 0.025274005153985743 -0.092903632626683205 -0.05004755309642063 -0.12654300176402875 -0.072887235119804439 -0.028849678532096884 0.14230795530262516 -0.11167666480433436 0.024160918769869772 -0.098344271912533754 -0.1271398402034794 0.092359481246690078 0.11345502104284784 -0.065892889451557038 -0.09995484930555848 0.11127045305147726 -0.12164939412200236 -0.18987589793567097 -0.060058813969307727 -0.016290519921809233
leaf_weight=160.61519791185856 82.040641084313393 135.35290461778641 243.24354214966297 169.6573594212532 791.16983909904957 616.32837934792042 797.6526280194521 152.21151435375214 5464.3774012625217 128.31445834040642 496.73251378536224 101.7079510986805 646.86621807515621 25.048181846737862 282.15599958598614 349.64991861581802 27.869064301252365 68.693056985735893 168.38778452575207 1336.5523247271776 809.98720556497574 539.53804093599319 718.98767146468163 76.76618991792202 15.185023307800291 239.25046357512474 4180.5132841318846 7.8485043644905081 246.38378295302391 64.219588816165924
leaf_count=803 353 630 1022 715 3601 3200 3653 663 25749 532 2056 479 2886 130 1216 1485 115 334 706 6498 4264 2297 3163 320 62 1025 21763 33 1063 277
internal_value=0 0.0837445 -0.0672598 0.108487 -0.00948663 -0.0364157 -0.0164539 0.0860546 0.122212 0.0219125 -0.0204717 0.0747908 -0.107998 0.115687 -0.0134473 0.0148399 -0.042315 0.00863599 -0.0673101 -0.0825929 -0.113801 0.0641782 0.0873055 0.0530732 0.133827 0.0754072 -0.119819 0.11018 -0.0258675 0.0808028
internal_weight=0 8493.03 10650.3 7547.69 4404.3 3435.87 2819.55 968.43 6821.65 1607.12 726.041 1342.09 6245.97 816.218 875.049 592.893 129.577 565.426 1212.42 1983.42 945.34 732.072 1212.51 485.674 5479.56 408.908 4262.55 726.836 414.772 603.758
internal_count=91093 39748 51345 34854 19845 15451 12251 4394 31661 6829 3193 5850 31500 3731 3723 2507 594 2390 5422 9384 4894 3106 5256 2060 25811 1740 22116 3196 1769 2574
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=0
split_feature=6 2 14 14 6 9 4 23 18 8 5 24 3 8 23 9 4 6 23 22 3 17 7 23 13 8 21 8 6 1
split_gain=9194.03 5379.6 1815.1 1098.12 479.811 396.617 259.742 223.429 157.668 152.214 149.297 144.835 135.044 133.044 118.854 99.1977 105.028 118.375 95.519 95.3591 91.3374 81.2023 77.749 76.4419 72.3777 72.3575 67.7466 67.6925 62.425 61.5371
threshold=0.23156155149498273 0.77976052517945094 0.96379854304371781 0.95061096878947771 0.10312411281040947 0.25340619252410274 -0.10353008008271013 0.10501748396157355 2.9687500000000004 0.3922588811508062 1.1513037812471081 1.2713003580081426 0.34369465823792167 -0.09976926450860267 0.92508505891077164 -0.29567384526001428 1.2198985361604844 0.34269745227117526 0.037207218359157641 0.82468475645925654 0.15665182979875705 -5.935016247524719 0.38202544748581985 7.0942782298106488 0.22156673919113137 0.026710400437141225 -3.7410682085138087 0.12375098233946735 0.0016841892517210665 0.35833333333333334
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=3 2 5 4 18 11 14 28 24 -7 12 -2 26 19 -4 23 -17 -18 -1 -8 -9 22 -20 -13 -3 29 -6 -16 -5 -22
right_child=1 8 6 7 10 9 13 20 -10 -11 -12 15 -14 -15 27 16 17 -19 21 -21 25 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.11286356189175387 -0.0076543883113143266 -0.003689343713888316 -0.049213471878892037 -0.025491113110845204 0.036730560809825244 0.13100386343426479 0.052505197739800426 -0.10052939979287333 0.042208475206740238 0.0088717668500285056 -0.059022510236136895 0.054851484093037389 0.076501700986856505 -0.060100245272986789 0.11698763018058296 0.10441172183806767 -0.017772640470480536 0.096106285945398814 -0.10057131691815409 -0.064632925899051993 -0.014447619339272853 -0.096451017615466733 0.032522447157022814 -0.08679472010826185 -0.11998960647442214 -0.085506275815356081 -0.051441565921014301 0.0052945964974452989 -0.11518461090480298 -0.073216802116949517
leaf_weight=343.17130494117737 181.25219129025936 55.583695858716965 77.438059136271477 79.084718495607376 196.66171668469906 4952.2715178579092 227.69021850824356 759.82715003192425 66.073637247085571 104.19296288490295 158.19142705202103 149.16365978121758 564.62691159546375 720.52259507775307 224.16748994588852 1506.5817618668079 165.92850011587143 202.89551402628422 59.399123534560204 100.02810730040073 465.39558650553226 152.94027768075466 168.11674237251282 51.169577658176422 1435.0201985090971 517.39471341669559 156.47709435224533 71.589748486876488 4120.8535446971655 288.69498364627361
leaf_count=1831 775 270 348 342 835 24779 973 3716 301 428 680 652 2391 3218 987 6909 710 905 259 425 2176 735 712 213 7965 2527 649 309 22686 1387
internal_value=0 0.0623107 0.0928321 -0.0804547 -0.0116454 0.112929 -0.0105674 -0.100327 -0.108952 0.128487 0.0307002 0.0780723 0.0461654 -0.0360736 0.0610749 0.0855579 0.0927028 0.0448738 -0.0746089 0.0167516 -0.0730989 -0.0401032 -0.00222525 0.0186719 -0.115653 -0.0567067 -0.00233883 0.0899517 -0.113496 -0.0369467
internal_weight=0 10291.6 8734.89 8030.84 1799.58 7313.46 1421.44 6231.25 1556.68 5056.46 1075.96 2256.99 917.766 1048.24 373.195 2075.74 1875.41 368.824 723.627 327.718 2031.31 380.456 227.516 200.333 1490.6 1271.49 353.139 295.757 4199.94 754.091
internal_count=91093 50167 41631 40926 8092 35371 6260 32834 8536 25207 4555 10164 3875 4616 1644 9389 8524 1615 3537 1398 9806 1706 971 865 8235 6090 1484 1296 23028 3563
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=31
num_cat=0
split_feature=14 23 23 6 9 8 23 9 4 14 23 5 6 1 6 10 8 8 6 3 17 6 22 13 24 22 24 8 19 1
split_gain=7934.35 3088 1936.67 1039.82 825.458 496.458 431.755 331.454 324.325 176.304 168.977 154.933 137.714 122.114 116.445 112.242 129.357 93.5854 86.4861 106.217 86.312 85.0435 112.727 84.8362 80.3453 75.9062 72.8083 64.9886 82.8529 63.1576
threshold=0.93517804950914896 13.891198454470279 0.38823790457671392 0.1732505660881721 0.26711147403696106 0.2574254636270536 12.893176566246826 0.10810055805478196 -0.041816420103469192 0.97505321764532316 0.041732897824118299 3.5752596507897434 0.91985257287970379 0.37500000000000006 0.31558950762670118 0.2601867275518786 0.054558308318136253 0.070783799858778543 0.05067322651504761 0.28574364359681464 -4.1483438562991308 0.31166341666901487 0.77134440769977164 0.28049130874247258 1.2507565666884031 0.78706756247155552 1.0124848268705935 0.057633700917710882 0.251030308521275 0.12500000000000003
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=1 3 13 10 6 11 8 12 15 14 -1 25 21 18 27 16 -4 -14 -2 -20 -12 22 -5 -3 -21 -6 -9 28 -10 -23
right_child=2 23 4 7 5 -7 -8 26 9 -11 20 -13 17 -15 -16 -17 -18 -19 19 24 -22 29 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.11086919846612811 -0.10077328023791253 -0.031250543768329961 0.057234612016761534 0.085441444729560306 0.1175111454810905 -0.062778244118862708 -0.12039758583541274 0.024363745465685455 -0.053263541008928272 -0.068678539675922148 0.023278858771340644 -0.11617802702255434 -0.071348199803396031 -0.11235615458579191 0.031432924959921997 0.11534675987393153 -0.061443930028184407 0.12457145892636459 -0.092846040495737789 -0.079709139640439686 -0.095539443674196992 -0.05949947647147074 -0.015257721021926055 -0.11876963203253171 0.010176307083835705 0.036508216683903291 0.12439386128047561 -0.076936410638715563 0.021459520511742963 0.10602635625901108
leaf_weight=148.87613591551781 968.38056349754333 131.20424076914787 274.84021498262882 270.39562401175499 721.32692983746529 251.28748577833176 523.353878647089 73.881303712725639 298.34416611492634 1049.4527565687895 500.63324418663979 33.031775578856468 109.59469214081764 3439.9274448752403 399.81793703138828 164.09852749109268 137.93676342070103 31.35684709250927 420.6428908854723 155.49611140787601 69.641676619648933 23.915103107690811 188.7788469940424 710.7450170814991 275.8766795694828 137.78175856173038 4813.6359633207321 249.34469532966614 295.22348037362099 638.13460566103458
leaf_count=831 5588 630 1209 1215 3582 1163 3083 324 1325 5012 2081 190 543 19774 1717 728 616 134 2179 801 363 106 803 4264 1336 635 25447 1134 1273 3007
internal_value=0 0.0756228 -0.0599846 0.0977788 -0.012102 0.0613779 -0.0368687 0.111084 -0.021632 -0.0384989 -0.0159982 0.0963487 0.0653994 -0.101272 -0.0130131 0.045388 0.0175761 -0.0277628 -0.0803281 -0.0570906 0.00876883 0.0771111 0.0440413 -0.105131 -0.0222245 0.10452 0.122882 -0.0340951 -0.0160984 0.100047
internal_weight=0 7710.79 9796.16 6868.84 4535.84 1143.43 3392.41 6149.69 2869.06 2292.18 719.151 892.14 1262.18 5260.32 1242.73 576.876 412.777 140.952 1820.4 852.016 570.275 1121.22 459.174 841.949 431.373 859.109 4887.52 842.912 593.568 662.05
internal_count=91093 39748 51345 34854 21667 5570 16097 31579 13014 10461 3275 4407 5808 29678 5449 2553 1825 677 9904 4316 2444 5131 2018 4894 2137 4217 25771 3732 2598 3113
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=0
split_feature=6 23 14 9 23 6 14 10 7 13 17 24 8 22 9 24 3 8 5 18 6 6 22 8 6 8 14 9 8 21
split_gain=6786.8 3489.96 2293.96 474.033 439.685 412.081 242.657 184.286 157.536 143.308 141.647 129.792 126.238 140.393 116.604 103.738 102.83 100.347 94.6785 76.9149 75.8275 130.173 88.2815 82.2994 72.4976 71.5838 68.0287 65.1142 55.9627 52.0828
threshold=0.16942278693836335 12.893176566246826 0.95353197170195569 0.25340619252410274 0.052440626035157152 0.37358003458931272 0.96003484777420445 0.38797617077781865 0.59391671073009256 0.25628149269788331 -5.0693341554667688 0.98963265324673499 0.020540752709660829 0.78012225232967425 0.2765140839791887 1.3102293868666142 0.45138506920750837 0.40403531631951456 1.0342139492517164 1.4062500000000002 1.0347395465718092 0.35826514000273718 0.79279529649200964 0.020540752709660829 0.0016841892517210665 0.33080000328100273 0.98591257197357951 -0.25982031121457522 0.15019314220503258 -4.4980903583740535
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=4 2 3 8 24 7 10 12 15 -3 16 -7 13 19 26 -2 -6 -5 -18 29 21 22 -17 -22 -1 -9 -13 -10 -29 -4
right_child=1 9 5 17 6 11 -8 25 27 -11 -12 14 -14 -15 -16 20 18 -19 -20 -21 23 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.011225822332293384 -0.046099893627659184 -0.014871058310475017 0.037847491568158274 0.12144899709821631 -0.037365395877460676 -0.053321359721858079 -0.079367398948096038 0.10788790876628401 0.013064486987383744 -0.11532770679605474 -0.085904417763886742 0.053241573537904929 -0.078120207560422039 -0.054957371458588956 0.11788151328172657 0.062250912389223423 0.054825127180013478 0.022442235341187645 -0.067946290122283134 0.090334975115528737 -0.10548170507570467 0.094905136695431824 -0.025281797842762927 0.10987718765713426 -0.10801088210906554 -0.084058852637118736 -0.043934225687392581 0.10408956761138276 0.038465631865830047 -0.058677275770824391
leaf_weight=79.061153933405876 133.96906760334969 161.48470039665699 118.09017252922058 4321.5968679189682 330.68220335245132 108.63057562708855 1282.2676220834255 110.31836614012718 105.211745262146 1177.4309678673744 215.70403516292572 338.12657295167446 747.554946616292 520.14744237065315 255.16413627564907 233.11534157395363 396.58236829936504 104.85431745648384 74.635459244251251 123.87284119427204 60.478615805506706 442.8336139023304 227.82629290223122 25.113142758607864 3669.9957705140114 23.582440093159676 91.544601991772652 973.95137700438499 149.95734195411205 106.14820246398449
leaf_count=359 580 787 519 24456 1451 468 6952 504 472 7540 1093 1449 3664 2427 1273 1057 1673 437 323 545 306 2146 983 108 22972 110 399 4884 683 473
internal_value=0 0.0477583 0.0694419 0.0998259 -0.0848533 -0.0115474 -0.050431 -0.0386545 0.0635522 -0.103212 -0.0139686 0.048228 -0.0479969 -0.0220613 0.064336 0.0364833 0.00538147 0.119104 0.0353796 0.0270919 0.0476658 0.0561854 0.0189868 -0.0422941 -0.10597 0.0740825 0.0325376 0.0882915 0.0953337 -0.00784465
internal_weight=0 10661 9322.09 6778.91 6048.93 2543.18 2299.87 1749.71 2352.46 1338.92 1017.6 793.466 1615.81 868.259 684.835 1123.34 801.9 4426.45 471.218 348.111 989.367 903.775 460.942 85.5918 3749.06 133.901 429.671 1229.12 1123.91 224.238
internal_count=91093 56270 47943 36112 34823 11831 11492 8242 11219 8327 4540 3589 7628 3964 3121 5180 3447 24893 1996 1537 4600 4186 2040 414 23331 614 1848 6039 5567 992
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=31
num_cat=0
split_feature=14 23 23 6 9 23 8 14 9 6 4 5 10 23 8 23 1 23 13 9 3 23 6 8 22 18 14 6 24 22
split_gain=5879.01 2245.39 1557.2 807.249 630.85 384.203 383.855 293.441 234.803 216.881 185.02 129.192 117.095 101.037 100.535 99.1669 97.7247 97.3967 83.1583 73.9483 69.5521 64.5045 60.0529 59.2475 77.6735 59.3324 55.7074 54.3886 50.7431 50.6542
threshold=0.93382626388018186 13.891198454470279 0.31400693600539359 0.2504901630078894 0.31474566346459448 11.908718195136517 0.2574254636270536 0.97026043571674614 -0.27690327508748774 0.087672225007998206 1.1214659405847287 1.3846727492049686 0.2601867275518786 13.891198454470279 -0.022107757849610769 1.9560787588888382 0.34166666666666673 6.3383748711685159 0.28049130874247258 0.19513776040085959 0.19878719252368984 23.218378491415027 0.45729580336792691 0.070783799858778543 0.80938440008012791 1.4062500000000002 0.96515431884993252 0.0016841892517210665 1.7410649973016803 0.80682743905975218
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=1 3 16 9 5 7 13 10 17 -1 12 20 14 29 -4 23 26 -5 21 -10 -11 -3 -12 24 25 -9 -2 -18 -22 -6
right_child=2 18 4 8 6 -7 -8 15 19 11 22 -13 -14 -15 -16 -17 27 -19 -20 -21 28 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.066265965025431958 -0.038068535370509554 0.053870816637664701 0.053434895653280003 0.070658485091596765 0.11199106923148838 -0.11158087932910209 -0.053365299493625978 -0.038117855305245044 0.087071539557404279 0.002364933035725296 -0.036852534478013822 -0.089354703627123944 0.10204115505597466 -0.11802012791945996 -0.024362711272731222 -0.0076397339284555547 -0.018369742879574082 -0.06638391337278432 -0.11192519927749495 0.11831149947696638 0.012228076129275003 -0.090126661276107217 0.062322581287001057 -0.094423683771330369 -0.076590943973096057 0.05568897033477626 -0.085265998954670075 -0.10482762311321642 0.083002546605385391 0.022648504648740696
leaf_weight=258.32821434736252 386.67249098420143 58.885964795947075 392.73898474872112 105.61047925055027 629.27376428246498 506.15187455713749 224.19409157335758 230.58205351233482 947.7589660435915 228.35368080437183 616.98112930357456 73.319794237613678 237.83629168570042 21.316813811659813 287.84692105650902 428.82355889678001 74.385379865765572 101.89687238633633 598.72434060275555 3778.8317282795906 130.00109706819057 65.947869136929512 67.761715278029442 410.74633418023586 396.35300798714161 95.289208799600601 707.92390476167202 3332.0252193659544 458.90596441924572 70.577286347746849
leaf_count=1408 2102 274 1779 511 3464 3372 1083 1122 4900 1005 2787 330 1124 142 1272 1961 338 508 4145 22943 579 337 297 2179 2044 430 4432 21771 2118 336
internal_value=0 0.0700892 -0.0527332 0.089898 -0.0119263 -0.0306852 0.0609201 -0.0177481 0.107477 0.0144052 0.0123057 0.0378052 0.0416392 0.0964487 0.0205312 -0.048598 -0.094587 0.00336356 -0.0964453 0.112047 0.0492133 -0.0222009 -0.0270382 -0.0641005 -0.046855 -0.0106875 -0.0685932 -0.10294 0.0673791 0.102981
internal_weight=0 6806.56 9117.48 6083.01 4616.47 3671.11 945.362 3164.96 4934.1 1148.91 1603.17 890.581 918.422 721.168 680.586 1561.79 4501.01 207.507 723.558 4726.59 817.261 124.834 684.743 1132.97 722.224 325.871 1094.6 3406.41 588.907 699.851
internal_count=91093 39058 52035 34302 23392 18367 5025 14995 28862 5440 7259 4032 4175 3942 3051 7736 28643 1019 4756 27843 3702 611 3084 5775 3596 1552 6534 22109 2697 3800
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=31
num_cat=0
split_feature=14 23 23 6 23 4 9 8 6 10 22 2 8 5 9 1 21 9 8 13 3 2 6 3 24 17 23 23 7 1
split_gain=5041.01 1975.98 1350.3 782.037 513.904 563.449 224.932 209.815 196.83 178.056 172.535 132.089 131.226 126.468 93.569 92.4136 81.8467 79.0319 77.5848 76.599 74.6189 63.1822 56.4965 73.713 53.9666 53.1687 52.9373 51.8253 49.6707 47.34
threshold=0.93517804950914896 13.891198454470279 0.31400693600539359 0.26558983788684148 13.891198454470279 0.094398688383218646 -0.27690327508748774 -0.051015881277324496 0.087672225007998206 0.2601867275518786 0.78995021629173123 0.39497229716830223 0.11318343453205053 1.2654659670211423 0.16268800294837832 0.35833333333333334 -5.0853406950555735 0.083754592105440381 0.24113470245685573 0.28049130874247258 0.35541348483527818 0.67912407976069566 0.05067322651504761 0.27973995383994998 1.3382077226010514 -6.906262341150577 24.627580185644611 6.3383748711685159 0.58420437620496712 0.4250000000000001
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=1 3 15 8 5 9 16 10 -1 12 17 -9 14 20 28 22 27 25 21 26 -10 -8 -2 -24 -25 -7 -3 -5 -4 -12
right_child=2 19 4 6 -6 7 18 11 13 -11 29 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.060079773579554664 -0.08736648180537912 0.039033211668838858 -0.0095689471764808538 0.036714926912691757 -0.1110327729393764 0.029538705513532954 0.11333115879076841 -0.06384065594498925 0.012051737606516323 0.10395325397261308 -0.020320721104930786 0.016375745217900316 -0.047814863737711155 -0.065942006175445461 0.10143493829518085 -0.10066968575552976 0.078565384142837036 0.079350289871674848 0.045920935387867817 -0.10885287502361268 0.070975486747910488 0.025737486513129355 -0.082923875798145294 -0.060046208122877025 0.025737011081278238 -0.072791171764645654 -0.090739796329439654 -0.10038344746996537 0.075799141045027163 -0.10127064356666833
leaf_weight=270.30701677501202 704.87502984702587 66.048461452126503 224.92939668893814 42.773483842611313 465.96977300941944 227.10861267149448 4111.3626253157854 1236.7950663268566 350.52774330973625 483.57043887674809 561.11848147213459 246.1278420984745 182.31928108632565 108.76400890946388 215.16255775094032 2945.1684976071119 80.567927435040474 306.10098494589329 188.04984776675701 571.84505018591881 555.50978256762028 84.030298456549644 269.95806577801704 127.96628378331661 171.78529469668865 65.395870536565781 59.978109896183014 77.585590675473213 97.787805005908012 82.918500930070877
leaf_count=1521 4810 310 1034 210 3340 998 26221 6289 1587 2654 2684 1109 873 497 1167 20487 392 1547 938 4264 2659 422 1603 738 870 301 320 407 432 409
internal_value=0 0.0657776 -0.0505291 0.0846916 -0.0117378 3.73281e-05 0.104018 -0.0251285 0.0157496 0.0570176 0.00518082 -0.0505268 0.0255031 0.0359478 0.0503549 -0.0909343 0.000557249 0.043831 0.10876 -0.0932998 0.0481791 0.111577 -0.0684388 -0.0450205 -0.0108845 0.00666059 -0.0227279 -0.0516611 0.0162988 -0.0307429
internal_weight=0 6567.35 8615.06 5869.48 4395.3 3929.33 4584.37 2725.57 1285.11 1203.77 1242.64 1482.92 720.199 1014.8 537.88 4219.75 200.927 598.605 4383.44 697.872 906.038 4195.39 1274.58 569.71 299.752 292.504 126.027 120.359 322.717 644.037
internal_count=91093 39748 51345 34854 22837 19497 28590 13337 6264 6160 5939 7398 3506 4743 2633 28508 1009 2846 27581 4894 4246 26643 8021 3211 1608 1299 630 617 1466 3093
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=31
num_cat=0
split_feature=6 9 23 14 23 8 1 7 6 6 17 3 23 14 8 13 24 7 6 24 22 7 4 6 6 13 4 2 24 21
split_gain=4343.6 2300.14 1034.36 633.635 460.245 386.419 327.444 187.863 180.499 122.313 120.803 111.311 91.2106 90.8188 89.6266 88.2936 85.3497 81.4992 80.3404 71.9239 67.7557 62.6102 59.6919 57.8032 57.0884 56.1097 56.0459 55.8757 48.9355 46.8031
threshold=0.15799888466990583 0.26711147403696106 12.893176566246826 0.96801047454881572 20.646319731643864 0.28840416499319327 0.34166666666666673 0.59714372230236223 0.055053185556105673 0.37358003458931272 -7.6174790659705076 0.38643531742557941 7.9743708301671026 0.986519987895916 0.057633700917710882 0.079170463930157906 1.5603689513402417 0.45123479830353558 0.32297657572158406 1.065174219530548 0.78995021629173123 0.35667142230755106 10.454410773738635 0.74209377783600849 0.0016841892517210665 0.2439540664598101 1.4583565629218904 0.86002233769764691 0.7810666468916998 -4.9789091691587162
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 2 3 7 5 17 8 9 -1 16 11 -10 19 18 25 -7 -2 28 -5 -11 -18 -14 -13 -4 -8 26 -9 -19 -3 -23
right_child=1 4 23 13 -6 15 24 14 10 12 -12 22 21 -15 -16 -17 20 27 -20 -21 -22 29 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.08104462462292493 -0.050675210115670402 -0.15068755560057009 -0.0032883200011780919 -0.043731249380714404 -0.097286740343457356 -0.037228497830285076 -0.0072764508622350293 0.095390873924496605 -0.041926968344073265 -0.072765571623038539 -0.049837186002900422 0.063281751128878988 0.092117770763603793 -0.074277955091743869 0.024617862185897444 0.097928729118268221 0.051038022032345892 0.11148952626131342 0.019958371796889016 0.08321879261452364 -0.014562072423111964 -0.11155283778179233 -0.081370217739892711 -0.10799871008295132 -0.097256192522600926 -0.14422142360634543 0.013504722866937791 -0.10592918294627114 0.059560538690884152 0.021365947907524486
leaf_weight=723.3550880998373 281.4512917548418 11.681831136345862 56.139362119138241 552.88597230613232 123.18101055920124 241.51307533681393 72.161003470420837 878.29028169810772 208.47409453988075 31.609213426709175 558.08416301012039 319.14707085490227 38.988147959113121 506.42507445812225 326.4832531362772 60.426955208182335 290.57582685351372 3673.4535388499498 308.61509490013123 456.07025519013405 343.6588518768549 62.92822302877903 31.328043863177299 865.46304420381784 3084.2791504412889 10.55443726480007 92.375030100345612 11.85848245769739 211.47458131611347 45.75145411491394
leaf_count=4973 1276 57 281 2895 913 1161 344 4987 1120 134 2962 1504 175 2658 1585 278 1378 25118 1351 2399 1548 335 158 6812 22685 50 456 91 1186 223
internal_value=0 0.0395592 -0.00562888 0.0153016 0.0932421 0.0988163 -0.0756523 0.0420849 -0.0421275 0.0185465 -0.0169261 0.0159341 0.0522592 -0.0406712 0.0700033 -0.0101796 -0.00484508 0.107237 -0.0209157 0.0731086 0.0154927 -0.0165967 0.0503517 -0.10162 -0.0951991 0.0851045 0.087598 0.11079 0.0485544 -0.0555973
internal_weight=0 9481.85 5148.26 4226.66 4333.59 4210.41 4996.83 2858.74 1840.39 1551.03 1117.03 558.949 635.347 1367.93 1307.7 301.94 915.686 3908.47 861.501 487.679 634.235 147.668 350.475 921.602 3156.44 981.22 970.665 3685.31 223.156 108.68
internal_count=91093 57347 28543 21450 28804 27891 33746 14546 10717 7468 5744 2782 3266 6904 7078 1439 4202 26452 4246 2533 2926 733 1662 7093 23029 5493 5443 25209 1243 558
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=31
num_cat=0
split_feature=14 23 23 6 23 6 9 23 8 22 5 24 21 9 8 1 18 4 24 7 1 19 3 23 3 5 13 6 1 6
split_gain=3781.2 1591.05 953.424 781.226 328.49 408.305 239.259 201.218 195.037 178.414 134.507 115.477 105.523 104.628 102.468 76.8389 75.9708 65.5152 62.6392 62.3576 55.8182 55.4357 53.2406 48.9042 53.4446 48.6659 48.153 47.9164 45.2607 44.462
threshold=0.94050981112487342 14.943960367993013 0.31400693600539359 0.2963976768815611 10.366238479461376 0.37358003458931272 -0.20171435652393713 0.066969081130995325 0.02987344003952121 0.78012225232967425 1.3941544291198034 1.065174219530548 -5.2651827538275908 0.013865567443014532 -0.20621711714221505 0.37500000000000006 1.4062500000000002 1.1950456945794021 1.1284831012678864 0.46785661440468934 0.34166666666666673 0.23402262876641586 -0.35994820530524224 0.029594959912914529 -0.011497016508074548 0.57270192154145128 0.25628149269788331 0.0021009713669790206 0.40833333333333338 0.0016841892517210665
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=1 3 15 7 5 8 12 -1 9 16 14 -7 -5 -13 21 23 17 19 -8 -4 -11 -9 -16 27 -25 -23 -3 -2 -15 -17
right_child=2 26 4 6 -6 11 18 10 -10 20 -12 13 -14 28 22 29 -18 -19 -20 -21 -22 25 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.081038581079000194 0.13447681687844149 -0.029682673544883298 -0.027633443429178475 -0.052777958997318547 -0.097919865174834586 -0.030729349073121883 0.027309032030906899 -0.018404047534374652 -0.059307423930705941 -0.010893654181032794 -0.063120419449114271 0.012147786534046912 0.069467645177601386 0.095416474596037221 -0.051173273318147909 -0.014671730279122532 0.083435583780735526 -0.04227471711841127 0.1067197855746668 0.077545757120596734 -0.063548798899266096 -0.019635573983987849 0.026928716482770072 -0.087353422297762134 -0.027650357544106125 0.098877016220141709 -0.10578676596914081 -0.089968789579529584 -0.032559693335548499 -0.097285722876180786
leaf_weight=188.42564408481121 9.6755294352769834 98.593104764819145 84.813811466097832 139.57756941020489 409.6354546546936 146.10490846633911 102.14231856167316 55.227865025401115 988.81178924441338 499.13453315198421 144.03884956240654 254.51239646971226 142.91039679199457 552.77302412688732 98.608650326728821 67.010106325149536 234.36970113217831 143.77277344465256 3609.8644174486399 168.06285329163074 337.4199745953083 38.0967857837677 759.77917622029781 219.85760758817196 471.46623165905476 382.90993909537792 530.4251207113266 562.00886377692223 29.089517131447792 2340.7247436568141
leaf_count=1296 56 513 404 798 3193 646 525 261 5309 2448 683 1133 768 3194 474 319 1178 696 26277 827 1782 169 3560 1478 2818 2245 4583 4465 133 18862
internal_value=0 0.0570223 -0.048047 0.0737856 -0.0132704 -0.003187 0.0977832 0.0162851 -0.0249791 -0.00184955 0.0286871 0.0512973 0.00906598 0.0656264 0.0385954 -0.0845077 0.0382963 0.0116246 0.104535 0.0422691 -0.0321318 0.0757957 0.0179566 -0.0645314 -0.0466374 0.0881528 -0.0938581 -0.0861701 0.0890185 -0.0949865
internal_weight=0 6290.6 7519.24 5661.58 3848.5 3438.87 3994.49 1667.09 2456.39 1467.57 1478.66 982.48 282.488 836.375 1334.62 3670.74 631.019 396.649 3712.01 252.877 836.555 476.235 858.388 1263.01 691.324 421.007 629.018 571.684 581.863 2407.73
internal_count=91093 42152 48941 37056 20943 17750 28368 8688 12644 7335 7392 5106 1566 4460 6709 27998 3105 1927 26802 1231 4230 2675 4034 8817 4296 2414 5096 4521 3327 19181
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=31
num_cat=0
split_feature=14 6 6 6 9 6 14 8 10 8 17 23 1 22 9 18 22 6 2 7 17 8 13 2 23 3 13 8 6 3
split_gain=3250.96 1266.06 955.364 664.59 398.596 285.945 254.209 168.954 162.222 140.84 137.764 148.732 129.991 127.668 105.993 99.4938 79.5667 76.0289 75.5797 73.058 67.4047 66.1853 64.3955 60.3384 59.6903 58.1135 55.4897 53.9796 52.1 51.3027
threshold=0.93382626388018186 0.97709181538483758 0.14251547227187408 0.29246197139508212 0.40391434134278997 1.0347395465718092 0.98210486480555126 0.48418417482544079 0.41529991897058466 0.020540752709660829 -3.9555663194956105 0.037207218359157641 0.34166666666666673 0.77575451585017796 0.10194983413111237 2.9687500000000004 0.73740956092270293 0.05067322651504761 0.67912407976069566 0.82770092609603518 -5.9909631027330246 0.40403531631951456 0.26855904086751398 0.56875499601612023 0.57954118255840348 0.17255719369693731 0.0012582576041335353 0.27554765361286188 0.0016841892517210665 0.21481861634864166
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=1 3 12 10 5 6 8 -6 9 13 11 -1 17 18 19 22 24 -2 -4 27 25 -16 -3 -11 -13 -19 29 -5 -14 -18
right_child=2 15 4 14 7 -7 -8 -9 -10 23 -12 16 28 -15 21 -17 26 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.096742365991045035 -0.077418314682283509 0.03228903506892538 0.062738323078606203 0.073848902223127205 0.095183636265326041 -0.10557765454821039 -0.056673890265660033 -0.07962722456895939 0.090345889611361238 -0.040898358145599632 -0.093268988594759239 0.0055727174654752127 -0.0057150018823334927 -0.010387811718523392 0.10862379519736205 0.068343752669013408 -0.01976187713192307 -0.05664710087384707 -0.094562180799465656 -0.10085101558072279 -0.075206701033455281 -0.0019778223297538759 -0.10149863375710225 0.091832892938274402 0.083340969302916873 0.021429393179983731 -0.038982265137550126 -0.089019265059564812 -0.092706069286877135 0.050429225948082426
leaf_weight=91.920778825879097 549.42989437282085 38.754205517470837 546.92619290947914 540.54363393783569 457.35361558943987 349.70633322000504 849.79830729961395 62.89081984013319 214.23015114665031 735.93398866802454 105.28036330640316 131.18439218401909 70.772764876484871 659.48805075883865 2855.9654823169112 41.731172099709511 150.88286405801773 142.3661944642663 32.352191217243671 26.944108545780182 195.13352128118277 55.149960465729237 502.00957413762808 35.920654729008675 398.52081048488617 288.55266407132149 161.37386700510979 21.145715728402138 2530.8060588240623 336.05429463088512
leaf_count=706 4263 221 2729 3230 3016 3097 4694 312 1193 3661 613 601 338 3179 23109 216 687 915 214 136 1186 252 4465 163 2345 1516 769 116 21559 1592
internal_value=0 0.0589088 -0.0419233 0.0755579 -0.00750379 -0.019894 -0.0101485 0.0740513 0.00762223 -0.00119192 0.0166567 0.0257698 -0.0778695 0.0196997 0.098703 -0.0804297 0.0353295 -0.0502708 0.0539532 0.0600014 -0.0264458 0.106528 -0.0919106 -0.0347213 0.0640812 -0.00436538 0.0118377 0.0677175 -0.0903396 0.0286797
internal_weight=0 5457.46 7721.66 4874.97 3944.6 3424.36 3074.65 520.244 2224.85 2010.62 1375.22 1269.94 3777.06 1238.77 3499.75 582.495 1178.02 1175.48 579.278 588.633 626.052 2911.12 540.764 771.855 529.705 430.919 648.311 561.689 2601.58 486.937
internal_count=91093 39058 52035 34156 22258 18930 15833 3328 11139 9946 7313 6700 29777 6122 26843 4902 5994 7880 2943 3482 3617 23361 4686 3824 2946 2431 3048 3346 21897 2279
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=31
num_cat=0
split_feature=6 2 14 23 14 9 17 4 23 8 3 5 8 8 22 8 24 3 4 6 7 1 9 24 4 10 17 2 17 15
split_gain=2793.81 1795.53 661.964 598.054 311.871 201.646 149.568 148.204 133.836 125.776 106.011 100.966 92.1527 92.0336 91.8539 91.1421 78.5846 66.6903 63.7104 63.3102 59.9192 58.9223 58.4249 57.3793 57.1364 52.0539 51.8725 47.3214 45.6919 41.947
threshold=0.2504901630078894 0.7248422838189611 0.95353197170195569 0.046727191371796553 0.96748394233403545 0.25340619252410274 -3.9555663194956105 -0.24910596099952118 14.943960367993013 -0.10277491717402158 0.17754672594411361 1.1513037812471081 0.089889919536682336 0.23531211071105965 0.82737998073362662 0.57280773672145879 1.7498559122596991 0.26281979138464623 2.2739095212068707 0.0016841892517210665 0.64506543688638851 0.37500000000000006 -0.40347255470554227 1.1490770624209083 2.9085781223824001 0.19935564048246224 -4.858948865973141 0.4635682586821796 -5.7205064027820329 0.35833333333333334
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=3 2 5 19 6 13 10 23 9 -3 20 16 14 21 18 -7 -12 -6 -9 -1 -5 22 -2 -4 -24 -15 -10 -19 -18 -22
right_child=1 8 7 4 17 15 -8 12 26 -11 11 -13 -14 25 -16 -17 28 27 -20 -21 29 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0039600421796159328 -0.031962256770573932 -0.081877719265454049 -0.033686009500059844 -0.048375149894225894 -0.083606589712994991 0.10455517515673872 -0.087349174011965375 0.05509301630409931 -0.10357244106928985 0.05758725931053963 -0.0018063683715523 -0.034250383339874922 -0.048092682601225248 -0.086301979690603325 -0.039698152804837558 -0.078840433905920229 0.063253512560229694 -0.043797395530113005 -0.032923750792316596 -0.089585110810484037 0.079532633364078786 -0.064945284406245141 0.079095583458518248 0.084351677849780926 0.0020374547757624952 0.058065749822847984 0.063641470941408429 0.11146734715885452 -0.032782793199580287 -0.020007511978955214
leaf_weight=74.567389637231827 56.808242619037628 136.90677078068256 48.128057032823563 380.49786472320557 605.2428382858634 2760.2771390080452 170.2670029848814 391.48047875612974 730.9617911875248 122.54715138673782 333.13120920211077 230.02349565923214 386.9900840818882 67.91404564678669 231.46006548404694 27.366911739110947 703.02926833927631 822.16948334127665 104.10998574644327 2431.6425270736217 74.043939672410488 34.816985987126827 1036.4158309772611 285.37199899554253 106.07006591558456 39.502514094114304 19.035184636712074 20.109760656952858 53.297195360064507 98.859384708106518
leaf_count=359 280 903 230 1918 4154 23862 1041 1967 7213 593 1613 1091 1933 335 1122 114 3477 5220 496 22617 359 169 6652 1629 532 207 135 115 276 481
internal_value=0 0.0448111 0.0670255 -0.0495324 -0.0227739 0.0874246 0.00238521 0.00883608 -0.0779122 -0.0160046 0.0105431 0.0259509 -0.00867094 0.0555693 0.0123122 0.102755 0.0386615 -0.0582855 0.0366031 -0.0868019 -0.0261938 0.0632967 0.0670197 0.0673174 0.0719414 -0.0332106 -0.0993285 -0.0400904 0.056486 0.0226195
internal_weight=0 6586.16 5576.71 5996.88 3490.67 4129.17 2043.15 1447.54 1009.45 259.454 1872.88 1319.48 1114.04 1341.53 727.051 2787.64 1089.46 1447.52 495.59 2506.21 553.401 1234.11 1199.29 333.5 1142.49 107.417 749.997 842.279 756.326 172.903
internal_count=91093 48372 39528 42721 19745 32151 10256 7377 8844 1496 9215 6457 5518 8175 3585 23976 5366 9489 2463 22976 2758 7633 7464 1859 7184 542 7348 5335 3753 840
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=31
num_cat=0
split_feature=14 23 23 6 23 4 9 8 23 23 6 6 14 21 5 19 1 8 6 10 8 24 7 23 10 3 18 9 8 3
split_gain=2426.33 889.14 815.308 378.705 375.748 386.61 174.658 150.147 135.167 111.354 91.5285 90.2245 84.3842 83.4617 81.3863 77.2576 73.6001 69.3057 67.8276 60.5779 63.3257 57.4962 55.1031 57.6716 51.7298 53.6731 50.1615 50.0514 46.3588 43.905
threshold=0.92642824280375835 14.943960367993013 0.31400693600539359 0.2963976768815611 10.366238479461376 0.094398688383218646 -0.08676088721471191 -0.22002974017072849 0.92508505891077164 0.037207218359157641 0.10312411281040947 0.433432893124438 0.97585418058331186 -5.6528471225303116 1.4407227468726731 0.30542016650139031 0.4250000000000001 0.10954953427139434 0.008776581703165769 0.27516656916361426 0.11318343453205053 1.1690222871605866 0.82492258909978877 0.57954118255840348 0.41529991897058466 -0.058968914170775481 0.78125000000000011 0.086811678366587333 0.40403531631951456 0.073825417423501974
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=1 3 9 10 5 8 13 15 26 18 -1 16 21 -5 22 -7 17 24 -2 20 -10 -11 23 -12 25 -9 -4 -27 -8 -23
right_child=2 -3 4 6 -6 7 28 11 19 12 14 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 29 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.039187098635771633 -0.061707700998558983 -0.082708783559782617 -0.041961402524313102 -0.044078902714541207 -0.08956978987489575 -0.005240128555950469 0.10236676213304347 -0.069979323793429082 0.066870970982647354 -0.078345352125021889 0.01227173333193037 0.025150871213843309 -0.07544350126578972 0.060447075128544893 -0.059955476939431818 0.074532012302504155 -0.094743143933822646 -0.057283282934515657 -0.098107705786636926 0.10010223754926212 -0.020142021180945491 -0.05099662837625251 -0.056083301180171054 0.071741672629831235 0.088565582296457168 -0.024081617019744771 0.040675927303022531 0.028045258990546107 0.0094531919382887328 0.018572594923042893
leaf_weight=197.74611049890518 805.69172758609056 403.24271480739117 169.99500588327646 117.79682774096727 477.78082222491503 249.50024721771479 2546.5923980027437 174.53797306120396 379.22474429756403 126.5210387930274 240.5672629699111 279.63435401022434 497.98525150120258 217.32220769673586 80.097747400403023 236.47136651724577 189.93788799643517 578.89238235354424 1403.9922290742397 403.04651579260826 107.30635549128056 128.31176398694515 49.774754419922829 506.17739985138178 46.471481569111347 656.39436286687851 129.34353768825531 256.057901494205 54.856740266084671 309.59712351113558
leaf_count=1208 7740 3951 889 729 4505 1288 23467 978 2274 829 1098 1371 3975 1330 387 1375 1118 3250 14026 2985 526 868 254 3110 250 3362 672 1319 259 1700
internal_value=0 0.0588379 -0.034363 0.0730684 -0.00591823 0.0044445 0.0916543 -0.016691 0.0518721 -0.0720441 0.0222674 -0.0278869 -0.0454394 0.0237054 0.0361302 0.0335766 -0.0356834 -0.0291324 -0.0848356 0.0714312 0.0476799 -0.0189674 0.0457926 0.0525832 -0.0147549 -0.0191721 -0.00625399 -0.00945346 0.100407 -0.0018119
internal_weight=0 4414.17 7606.69 4010.93 4334.59 3856.81 2936.57 2667.9 1188.92 3272.1 1074.36 2181.93 1062.42 335.119 876.617 485.972 1902.29 1712.35 2209.68 889.578 486.531 564.43 796.519 746.745 1133.46 1086.99 299.339 912.452 2601.45 437.909
internal_count=91093 35793 55300 31842 26162 21657 25785 14311 7346 29138 6057 11648 7372 2059 4849 2663 10277 9159 21766 5785 2800 3397 4462 4208 5909 5659 1561 4681 23726 2568
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=31
num_cat=0
split_feature=7 23 1 6 13 6 3 8 17 9 8 24 23 4 23 8 8 5 23 8 7 5 13 13 22 5 18 19 3 2
split_gain=2092.03 754.577 659.224 650.37 252.043 327.537 211.252 186.57 167.228 122.161 114.642 109.392 91.6125 82.3148 71.1192 70.9032 63.2705 62.5762 58.6096 70.0455 58.3097 57.3806 52.8616 49.0744 46.7516 45.8276 44.6649 43.077 38.1392 36.9233
threshold=0.59391671073009256 14.943960367993013 0.37500000000000006 0.2812545741636216 0.34318910869559277 0.37358003458931272 0.12174435977080664 0.26920122313573752 -4.7674401713534733 -0.062996667029374634 0.093057930592477231 1.5603689513402417 1.9133016770330109 5.7800808967009036 0.62398949227850908 -0.04186289677268918 0.070783799858778543 2.0590606112561098 8.5948005032103598 -0.0054372393684866795 0.82770092609603518 4.4241189541317478 0.30198858523526301 0.10593490204974101 0.82871962344046735 1.1424425066398796 3.2812500000000004 0.38964060853578569 1.0585390800855599 0.10958981519962445
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=2 3 4 8 5 6 -1 9 14 17 -6 21 29 15 28 24 25 20 19 -7 -5 -8 -11 -21 -13 -16 -17 -9 -2 -4
right_child=1 -3 12 7 10 18 11 27 -10 22 -12 13 -14 -15 16 26 -18 -19 -20 23 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.060770568960954834 -0.026039393214566976 -0.086813485500626231 -0.087028849660374996 0.059168154872124117 -0.098200810955309983 0.084599983534620449 -0.037447287431715846 0.040576449069259599 -0.067369515392343357 0.10182815316564971 0.10816463380688041 0.065089722070829914 -0.0013777827914847167 -0.038562960045223443 0.075268238679256083 -0.019714687327893599 -0.011533698369943732 -0.098686052429684867 -0.0079635822731007038 -0.021673402298393554 -0.18719383688432045 0.096065789625868647 -0.11095660718261557 0.067976341790437905 0.005755766479440161 -0.016782906320350028 0.065133145417579794 -0.049027323417677064 0.063618650019011222 -0.059433989274094462
leaf_weight=849.76391725242138 319.48153439164162 364.3816252797842 1795.0789360105991 199.26511074602604 394.19739879667759 483.55700998008251 730.40424729883671 112.86834099888802 270.9014455229044 2598.8581411242485 28.892745897173882 468.53573942184448 159.54011448472738 227.2591170668602 379.69737728685141 343.77836734056473 158.12642370164394 34.157002821564674 140.86038200557232 134.31839729845524 10.093777343630789 33.673792526125908 11.727755822241305 111.95268075168133 185.32411786168814 63.067226782441139 75.704229831695557 102.26556572318077 55.720040298998356 664.34634398669004
leaf_count=6151 1896 3656 18696 1144 4253 3383 4749 593 1861 25292 203 2660 811 1318 2287 1955 822 188 960 692 46 178 70 611 977 328 406 497 298 4112
internal_value=0 0.0513759 -0.0354219 0.063042 -0.010908 -0.00272596 -0.0188044 0.0877846 0.00214287 0.0945536 -0.0841082 -0.00153226 -0.0748113 0.0161103 0.0214351 0.0276863 0.0427647 0.0268148 0.0510931 0.0624913 0.0472904 -0.0315632 0.100872 0.0190806 0.0482726 0.0621565 -0.00440216 -0.0020174 -0.0127246 -0.0795749
internal_weight=0 4680.61 6827.19 4316.23 4208.22 3785.13 2914.44 3069.24 1246.99 2854.1 423.09 2064.68 2618.97 1300.6 976.093 1073.34 600.891 243.516 870.688 729.828 209.359 764.078 2610.59 246.271 653.86 442.765 419.483 215.134 375.202 2459.43
internal_count=91093 38978 52115 35322 28496 24040 18394 27830 7492 26740 4456 12243 23619 7316 5631 5998 3437 1378 5646 4686 1190 4927 25362 1303 3637 2615 2361 1090 2194 22808
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=31
num_cat=0
split_feature=14 23 6 6 10 23 1 8 17 22 2 9 9 13 17 1 6 7 17 8 9 14 13 6 3 4 8 13 6 2
split_gain=1822.96 656.734 653.018 357.206 291.743 180.555 200.913 155.513 140.634 135.332 132.325 98.669 91.0699 78.4445 75.0422 72.9258 66.2447 63.7234 60.7902 51.5571 57.014 49.2576 47.2907 45.9004 46.6872 51.5762 45.7649 44.1199 40.4784 48.2255
threshold=0.92413399041870281 0.052440626035157152 1.0347395465718092 0.2963976768815611 0.36171260698394481 14.943960367993013 0.40833333333333338 0.02987344003952121 -4.564387004214697 0.7493537460199039 0.77976052517945094 -0.22794248724800706 -0.033187183499457394 0.073423593952448282 -3.9555663194956105 0.3083333333333334 0.0016841892517210665 0.38202544748581985 -5.935016247524719 0.43260336763950258 -0.28573306035084162 0.97026043571674614 0.26855904086751398 0.41339865874285803 0.053032896384059322 10.454410773738635 0.40403531631951456 0.26855904086751398 0.33116716539416219 0.7248422838189611
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=2 16 3 14 5 6 7 9 10 11 19 -3 18 21 17 22 -2 -1 -5 20 -6 -9 -4 24 -11 -26 -14 -8 -13 -30
right_child=1 4 15 12 8 -7 27 13 -10 23 -12 28 26 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.039903793907673353 0.018606070350364625 -0.044968408191167632 0.034138333917956946 0.058474064938974224 -0.046133599538035919 -0.095600505185452267 -0.07402223028334623 -0.020690114002616472 -0.079818829213054318 -0.053231519625954397 -0.097570045279667603 0.038560127632145724 0.099056649613722347 0.040267492576522249 -0.075266379831598798 0.057111367682887132 -0.080739637601734929 0.037063420461834487 -0.06117675940540819 -0.032548604963658072 0.092392367130770786 -0.060136227949281362 -0.098900807551742145 0.043795300629291593 0.0056996329715475321 -0.056357276079744723 0.00085784048402812543 0.086083037875895871 0.10037449320853083 -0.072148340645150688
leaf_weight=124.5031248703599 69.460677847266197 103.42380081862211 29.36261098831892 258.43117750436068 31.50149093568325 296.19960650801659 565.82374895364046 666.25297575443983 76.293666556477547 239.89227705448866 47.089811891317368 365.61071517318487 2106.7604095935822 136.80205234885216 78.529629938304424 39.399489857256413 1991.928502753377 790.87202819436789 50.810739584267139 40.358764514327049 522.76485098898411 603.14944137632847 296.74311267584562 156.93185175955296 845.46869803220034 159.13533014059067 48.55295467376709 17.751646816730499 255.78857941180468 17.29828841984272
leaf_count=714 354 601 172 1724 158 3514 3843 3432 524 1466 519 1990 22751 673 524 294 22505 4623 285 215 4047 4128 3463 892 4421 912 230 77 1925 117
internal_value=0 -0.0296964 0.05572 0.0691542 -0.0105961 -0.020181 -0.0147763 -0.00583703 0.0485347 0.0111158 0.0637947 0.0456446 0.0895632 -0.0316791 0.0185467 -0.0713959 -0.0773921 0.0265949 0.0388145 0.0765736 0.0845193 -0.0394327 -0.0869219 -0.00716878 -0.0135954 -0.00413056 0.0968445 -0.069152 0.0603174 0.0894463
internal_weight=0 7208.93 3823.97 3458.46 5147.54 4429.53 4133.33 3549.75 718.009 2143.55 641.715 742.121 2464.56 1406.2 993.905 365.505 2061.39 915.375 309.242 594.625 554.266 1269.4 326.106 1401.43 1244.5 1004.6 2155.31 583.575 638.698 273.087
internal_count=91093 56313 34780 30851 33454 27991 24477 20557 5463 12324 4939 4633 24990 8233 5861 3929 22859 5337 2009 4420 4205 7560 3635 7691 6799 5333 22981 3920 4032 2042
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=31
num_cat=0
split_feature=9 1 6 6 6 8 3 8 6 5 23 4 2 18 18 18 2 10 6 1 18 9 10 19 7 18 22 5 3 9
split_gain=1596.5 757.714 491.081 482.719 383.039 184.823 173.036 140.869 134.248 118.627 108.952 106.363 114.764 87.4212 84.281 85.1308 74.7545 72.859 71.6051 55.8889 54.1601 52.914 52.7741 47.9012 47.7345 45.1111 69.2376 44.5616 42.7197 42.303
threshold=0.40391434134278997 0.37500000000000006 0.15048944507423365 1.0347395465718092 0.2963976768815611 0.53848480209566219 -0.023329193141018147 0.24113470245685573 0.045253423756132553 1.2825352140216999 27.486336019501682 1.3309729293933901 0.67912407976069566 2.9687500000000004 1.0937500000000002 1.0000000180025095e-35 0.10958981519962445 0.4654754892650706 0.008776581703165769 0.47500000000000003 2.3437500000000004 0.0082805117305038128 0.36815006471727313 0.20884752948352511 0.85377243091596233 1.4062500000000002 0.81633291597655389 4.4241189541317478 0.91959586199644583 -0.13510330363190867
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=1 3 -2 4 6 10 -1 11 -8 14 -4 12 21 -5 15 -10 18 -17 -3 25 29 24 -9 -16 -6 -18 -27 -11 -25 -13
right_child=2 16 5 13 7 -7 8 22 9 27 -12 20 -14 -15 23 17 19 -19 -20 -21 -22 -23 -24 28 -26 26 -28 -29 -30 -31
leaf_value=-0.052506114986561415 -0.0732459454572571 -0.052983693072194062 0.097898869348324119 -0.09598225228561727 0.050058047713126642 -0.05369138341151633 -0.062052579830893621 -0.059336774536258213 0.022213658283359031 -0.04704049799369224 -0.10083507550955634 -0.08410836773033091 -0.068975700090766714 0.060410070338721936 0.0031088679647380264 -0.051972775720056388 -0.054201222697696963 0.12471656148654786 -0.097668870189574777 -0.095903355761021866 0.078462460811726198 0.087846850354585393 0.054345450654160722 0.039191574383987904 -0.19594544378811229 0.060799688765640396 -0.041249932953541506 0.073091130189176942 0.095236340987614299 0.007194387582602913
leaf_weight=821.30403177440166 205.54757821559906 562.10700243711472 1953.0582639947534 568.3591935634613 474.19137396663427 87.166158773005009 304.60714887082577 170.31891088932753 621.61390895396471 406.31782329827547 27.981480933725834 62.095396220684052 60.306058891117573 38.14117792993784 219.76474008709192 326.60949902236462 336.25045792758465 25.133879765868187 990.5318300947547 160.66838885098696 88.179269157350063 805.77400553971529 53.713548965752125 417.39446997642517 8.021112382411955 112.31735955923796 162.92463427782059 33.417315110564232 201.74271885305643 277.64879811555147
leaf_count=6067 1901 6418 21559 7093 2918 451 2976 894 3578 2208 345 312 435 229 1168 1886 2102 130 11961 1062 533 7484 293 2409 35 609 1059 183 1063 1732
internal_value=0 -0.0203956 0.0741703 -0.00157477 0.00796255 0.0888212 -0.0125738 0.0426431 0.000254396 0.0086821 0.0950918 0.052068 0.065854 -0.0861472 0.0199877 -3.27446e-05 -0.0688456 -0.0393474 -0.0814913 -0.0434179 0.00863129 0.072167 -0.0320806 0.043217 0.045966 -0.0296274 0.000393219 -0.0379112 0.0574535 -0.00949311
internal_weight=0 8309.45 2273.75 5984.65 5378.15 2068.21 3377.91 2000.25 2556.6 2251.99 1981.04 1776.22 1348.29 606.5 1812.26 973.357 2324.8 351.743 1552.64 772.161 427.923 1287.99 224.032 838.902 482.212 611.492 275.242 439.735 619.137 339.744
internal_count=91093 66837 24256 43626 36304 22355 21668 14636 15601 12625 21904 13449 10872 7322 10234 5594 23211 2016 18379 4832 2577 10437 1187 4640 2953 3770 1668 2391 3472 2044
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=31
num_cat=0
split_feature=14 23 23 10 9 6 14 23 4 4 5 3 6 18 17 1 4 1 9 1 8 8 22 9 24 20 6 7 6 13
split_gain=1386.63 550.26 450.684 271.272 237.002 158.361 158.338 139.517 126.569 114.404 105.523 75.7061 72.9008 59.9143 57.104 55.6631 54.307 53.2032 51.1356 51.587 47.0687 43.3421 48.0274 42.3808 39.647 37.2707 37.0946 53.4565 45.5701 36.5206
threshold=0.9171215029706693 0.041732897824118299 16.112014812635834 0.27516656916361426 0.19513776040085959 1.0826250259830756 0.98518549939132383 14.943960367993013 0.4604279779049863 -0.23133197735911223 0.58889707821486137 0.17754672594411361 0.008776581703165769 1.0937500000000002 -5.3771172138917906 0.40833333333333338 2.7432097944937466 0.14166666666666669 -0.079725830798316258 0.45833333333333343 0.12009549143763 0.15815805849203854 0.76133896886078534 0.40391434134278997 1.5879634999834877 0.52286628580817263 0.86948462807492655 0.38202544748581985 0.29246197139508212 0.040695301447173586
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=2 12 4 5 14 6 9 8 24 20 -6 23 -2 25 15 26 18 -12 -13 21 -3 22 -20 -11 -5 -10 28 -28 -1 -8
right_child=1 3 -4 7 10 -7 29 -9 13 11 17 16 -14 -15 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.026107209632069597 -0.046382842655070755 0.059768658503312568 -0.073342050144493451 0.034126022535535282 -0.062032501415686975 -0.095991304008094774 -0.064671528065869247 -0.092155015664006912 0.01730767565571498 -0.046422771479625431 -0.0042294158240972352 -0.021456179334536349 -0.088339817857089956 0.067024054660898155 -0.037279777747910268 -0.13952129269187447 -0.023844874999502011 0.09608900932673696 0.06945020253043481 -0.096660705116919418 -0.020365471486564504 -0.017798700771499705 0.016481010069847639 0.052330653922792153 0.093179945425640787 -0.054719851257321789 0.097477506437702713 -0.051535466606452168 0.073573108850913393 -0.0088975441429368658
leaf_weight=428.0140014514327 658.76598760485649 344.1864717900753 249.27133618295193 155.70354310423136 45.061704702675343 255.5148321390152 653.48590391874313 77.38616756349802 138.53440007567406 678.30305249243975 54.570200935006142 365.83763390779495 1115.097596898675 108.95916424691677 114.33745968341827 17.432661175727844 746.58213759213686 1692.7668435275555 292.85888257622719 34.756929859519005 93.132570959627628 169.73822399228811 411.9743078276515 46.432332053780556 421.30342241376638 149.22595256567001 33.137136787176132 88.023957319557667 383.48140829056501 143.11246629804373
leaf_count=2337 7785 2430 3110 1102 286 3494 4981 923 834 4284 447 1991 14517 777 704 134 4277 20901 1860 225 509 934 2247 296 3913 967 200 668 3185 775
internal_value=0 -0.0245633 0.0556117 -0.00839337 0.0668635 -0.019677 -0.0147781 0.0370788 0.0473496 -0.00480166 0.0890595 -0.0123658 -0.0727581 0.00386916 0.0294875 0.0375225 -0.00242539 0.092956 0.0101153 0.022817 0.0427031 0.0275652 0.0384898 -0.0400958 0.0772444 -0.0200442 0.0408317 -0.0107809 0.0485378 -0.0546515
internal_weight=0 7060.89 3106.1 5287.03 2856.83 4235.92 3980.4 1051.11 973.726 3183.8 1792.4 2746.48 1773.86 396.72 1064.43 950.089 2021.75 1747.34 1275.17 909.328 437.319 874.571 704.833 724.735 577.007 287.76 932.657 121.161 811.495 796.598
internal_count=91093 59121 31972 36819 28862 28303 24809 8516 7593 19053 21634 16114 22302 2578 7228 6524 11534 21348 7257 5266 2939 5041 4107 4580 5015 1801 6390 868 5522 5756
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=31
num_cat=0
split_feature=9 1 8 23 6 14 23 8 6 2 3 5 6 2 6 13 4 3 6 12 9 14 1 2 18 4 17 24 9 8
split_gain=1226.21 586.079 409.225 383.968 260.16 139.813 111.984 116.769 103.845 98.466 78.8346 87.7458 73.109 69.5163 71.7045 67.4888 62.1833 52.6869 51.9524 51.0049 49.037 49.5759 47.4699 43.5199 42.5544 39.9644 38.8862 38.5211 36.6436 36.2927
threshold=0.40391434134278997 0.37500000000000006 0.36022608123960814 14.943960367993013 0.31558950762670118 0.96801047454881572 8.5948005032103598 0.27554765361286188 0.11884947640506052 0.91861577064512201 -0.35994820530524224 1.3365872702119266 0.039459473722694344 0.10958981519962445 0.0083059612220611583 0.13034328185533967 1.4583565629218904 0.25143166205380124 0.72817325567496638 4.6059366003427185 -0.3301660924783541 0.89010487094313795 0.47500000000000003 0.61298733069823952 1.7187500000000002 -0.32082601103722647 -5.5346386945326733 1.7062938451073566 -0.053788313724553567 -0.0054372393684866795
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=1 3 8 4 5 10 7 16 -2 -10 -1 12 -12 14 -3 -4 29 -7 -5 26 -8 -22 25 -24 -18 -15 27 -14 -21 -6
right_child=2 13 15 18 6 17 20 -9 9 -11 11 -13 19 22 -16 -17 24 -19 -20 28 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.050922153170303235 -0.058278244503977165 -0.046064682110890834 -0.055603373355206979 0.013977452522351939 0.080249522082469368 -0.061083671450757798 -0.098045970670455826 -0.03524962686292387 0.095652836416186104 -0.099313316855045242 -0.060421449888153879 -0.040816163056249181 0.0094447657902723969 0.064752667109937684 -0.093514593696196663 0.11849163287059616 -0.016548379046317934 -0.018822168168136824 -0.09573075183387951 -0.033783153979212353 0.071092682445913408 -0.034256912858351994 -0.10113485267450416 0.14544711201483704 0.067310161489560705 -0.032963437653706677 -0.01497752167880563 0.058199135243601187 0.019340550615494282 0.040569893567057258
leaf_weight=221.24445602297783 46.926905959844589 501.2914324849844 261.76966201514006 47.752359718084335 762.13473906368017 509.01155004650354 64.554911479353905 149.90718971192837 1635.9757892787457 26.320825070142746 105.1227061599493 271.45480482280254 213.04226627200842 45.335144624114037 873.27511087805033 24.33705198019743 166.3442871645093 701.60267116129398 449.27796228602529 189.37686375528574 68.490828491747379 128.42811734974384 141.33539640158415 7.5393724367022505 95.113854371011257 545.14016704261303 116.19764996320009 677.18164647370577 413.03971556574106 330.45177770406008
leaf_count=1475 477 6177 2065 289 7386 4647 495 787 21188 376 1083 1404 1108 254 12202 150 934 5099 6791 949 544 844 1029 33 628 3516 670 3915 2406 2172
internal_value=0 -0.0179606 0.0698959 -0.0012309 0.00682098 -0.00928278 0.0379925 0.048494 0.0884243 0.0925657 0.00569919 0.0120088 0.0203751 -0.0629104 -0.0762101 -0.0407944 0.0577653 -0.0365913 -0.0851905 0.0256544 -0.0224103 0.00238497 -0.0381842 -0.0886474 0.0139579 -0.0254611 0.03943 0.0465316 0.00264048 0.0682485
internal_weight=0 7793.65 1995.33 5679.73 5182.7 3417.27 1765.43 1503.95 1709.22 1662.3 2206.66 1985.42 1713.96 2113.92 1374.57 286.107 1354.04 1210.61 497.03 1608.84 261.474 196.919 739.35 148.875 261.458 590.475 1006.42 890.224 602.417 1092.59
internal_count=91093 66837 24256 43626 36546 22756 13790 11907 22041 21564 13010 11535 10131 23211 18379 2215 11120 9746 7080 9048 1883 1388 4832 1062 1562 3770 5693 5023 3355 9558
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=31
num_cat=0
split_feature=9 1 8 23 14 14 10 2 6 8 13 9 6 3 9 9 22 8 1 6 6 2 3 23 4 17 6 8 6 17
split_gain=1063.47 505.973 365.861 318.071 261.346 127.864 103.558 80.5923 73.8935 68.8107 65.0874 60.5008 60.4022 50.8928 47.736 46.5266 52.1736 61.5759 45.7555 41.0938 39.3694 38.6466 33.8994 38.5622 41.8825 33.7223 36.3073 36.9974 33.6846 33.5331
threshold=0.40391434134278997 0.40833333333333338 0.28840416499319327 17.128908462189994 0.97026043571674614 0.89912682335185756 0.33679042583734331 0.8918700598695708 0.073152068262919201 0.067603978356746322 0.044050006316812933 -0.13072513468866978 0.039459473722694344 -0.35994820530524224 -0.29567384526001428 -0.083428403221610797 0.76702419517989751 0.23531211071105965 0.14166666666666669 0.055053185556105673 0.0016841892517210665 0.5172728640005636 0.98592733533814847 6.3383748711685159 0.61210716782985475 -5.7205064027820329 0.86948462807492655 0.060962611375295857 0.72817325567496638 -4.4267583501131833
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=1 3 7 4 5 11 12 8 -2 19 -4 25 -7 -14 -8 22 17 -17 -13 -6 -3 -22 23 24 -15 26 -1 -28 -5 -10
right_child=2 20 10 28 9 6 14 -9 29 -11 -12 18 13 15 -16 16 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.050696398791593926 -0.069971125435167342 0.014731744701378145 -0.053603666453070888 0.0019622102213853981 -0.057093400720752641 -0.059444203908436015 -0.051888022089075274 -0.097038588363867237 0.095210449103797098 -0.052784475763024342 0.058496974674325943 -0.0421744211394873 -0.046272775759801738 0.0091392841666922183 0.07071793568771291 0.052410635116586127 0.0010914478407659251 -0.026950792032943607 0.069225749444927806 -0.002888702805098323 -0.073297847817475892 0.029525966797206777 0.017860403427801368 -0.10569057987951365 -0.057473023936759286 -0.067702450210072471 -0.082881044701358125 0.087549297125154524 -0.097289129143770692 -0.031729223266466322
leaf_weight=154.76456534862518 28.199568212032318 55.931960240006447 250.86968490481377 37.62034847587347 169.40090937167406 162.85405193269253 35.417709931731224 23.288645956665277 1476.63693908602 741.9252887070179 65.269583478569984 38.980187222361565 189.1253160610795 226.16582708805799 307.13537153974175 550.89413310587406 858.90215619653463 118.86121800541878 681.01939776167274 802.11953725293279 1458.1237210854888 37.492973677814007 220.24853748083115 58.599126495420933 161.99963575601578 48.683442778885365 48.404508512467146 17.286011174321175 375.52762350440025 21.107779614627361
leaf_count=1018 337 307 2115 233 2059 1908 205 362 20863 6851 381 279 1157 1250 2528 3887 4781 636 6668 4922 18368 174 1229 536 847 272 413 95 6214 198
internal_value=0 -0.0167321 0.0675785 -0.00358088 0.00267388 0.0170403 0.00641949 0.0875843 0.090402 -0.0298527 -0.0304596 0.0480739 -0.000521497 0.00350224 0.0580413 0.00778964 0.0174053 0.0383264 0.0631946 -0.0123402 -0.0676397 -0.0707202 -0.0142475 -0.0300762 -0.0186612 0.00762276 0.024257 -0.0380335 -0.0882515 0.0934215
internal_weight=0 7557.48 1865.37 6005.93 5592.79 3879.34 2890.2 1549.23 1525.94 1713.45 316.139 989.138 2547.65 2384.8 342.553 2195.67 1528.66 669.755 720 971.52 1551.55 1495.62 667.013 446.765 388.165 269.139 220.455 65.6905 413.148 1497.74
internal_count=91093 66837 24256 47988 41541 27709 18964 21760 21398 13832 2496 8745 16231 14323 2733 13166 9304 4523 6947 6981 18849 18542 3862 2633 2097 1798 1526 508 6447 21061
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=31
num_cat=0
split_feature=9 1 8 23 6 3 7 8 13 6 5 2 6 24 13 7 9 17 13 12 6 23 7 10 1 6 23 19 18 10
split_gain=921.074 438.419 327.431 280.544 227.091 118.777 88.9064 76.0546 81.8983 72.2214 80.1964 71.0128 68.7734 65.9704 54.2109 51.9521 41.8023 39.1987 52.6021 42.8256 38.9854 74.0137 84.7583 40.8518 38.7238 37.2545 55.6054 36.9392 42.1952 35.6135
threshold=0.40391434134278997 0.40833333333333338 0.28840416499319327 17.128908462189994 0.26558983788684148 0.20411968240874814 0.59714372230236223 0.06404534586361009 0.2439540664598101 0.040776711391898639 0.98795272574233539 0.8918700598695708 0.15048944507423365 1.7410649973016803 0.079170463930157906 0.59714372230236223 -0.062996667029374634 -12.078539860394686 0.046555239776021509 0.54524600412817448 0.433432893124438 7.9743708301671026 0.38202544748581985 0.45829419777378005 0.17500000000000002 0.0083059612220611583 0.10501748396157355 0.30833965963163557 0.46875000000000006 0.51704174278094162
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=1 3 11 4 5 15 20 8 16 -7 13 12 -2 -11 -4 -1 -8 19 -19 -12 23 24 -23 -6 -22 -3 -27 -9 -29 -30
right_child=2 25 14 -5 6 9 7 27 -10 10 17 -13 -14 -15 -16 -17 -18 18 -20 -21 21 22 -24 -25 -26 26 -28 28 29 -31
leaf_value=-0.053924081766101223 -0.032412097977073825 -0.03900921425698356 -0.044895213398845807 -0.086061780873052968 -0.013017397956868274 -0.051954038376736102 0.029680622374568352 0.047217080338686122 -0.11342905910473962 -0.0094444491694251238 -0.1397650239146109 -0.095237172529598915 0.092115868179022148 0.039678003476839613 0.076098254972128507 -0.0063603847509877938 0.086653998552069261 -0.044865560198103338 0.050994618658445401 0.070001561655034558 -0.25045985435563567 0.073071370813772074 -0.065319418186106828 0.097449608590771744 0.054832022996588306 -0.094382670954008999 -0.048077025732755248 0.0021758865328740987 -0.16738703774938724 0.071734546477121172
leaf_weight=826.07079043611884 45.833426166325808 416.71421921253204 266.32510937005281 383.0189759247005 654.49029968306422 239.65954871103168 171.24556040763855 126.78883606567979 24.525195099413395 430.83016127347946 11.279007315635679 21.450939424335957 1369.5792905315757 748.15203702449799 43.011202048510313 318.06130839139223 519.35115163400769 461.61169108003378 65.347116857767105 70.988420248031616 4.197621561586856 64.555334381759167 140.73744259402156 35.281578160822392 407.08023504540324 598.50275586917996 457.60600250214338 135.88860246911645 29.806856479495764 7.8736952394247046
leaf_count=7751 441 5600 2228 6447 3692 2892 1111 879 218 2802 62 362 20957 4276 268 2058 6408 2699 360 403 21 421 1320 276 2868 9846 3403 820 151 53
internal_value=0 -0.015541 0.0652548 -0.00331417 0.00245484 -0.0149396 0.0262186 0.048413 0.0661491 -0.000404505 0.00650427 0.0853467 0.0880834 0.0217274 -0.0280719 -0.0407017 0.0725265 -0.0229557 -0.0329781 0.0412422 0.00896577 0.0272377 -0.0218017 -0.00736705 0.0517161 -0.0643284 -0.0743187 0.00618532 -0.0237876 -0.11742
internal_weight=0 7349.66 1746.2 5876.84 5493.82 3172 2321.82 1015.48 715.122 2027.87 1788.21 1436.86 1415.41 1178.98 309.336 1144.13 690.597 609.226 526.959 82.2674 1306.34 616.571 205.293 689.772 411.278 1472.82 1056.11 300.358 173.569 37.6806
internal_count=91093 66837 24256 47988 41541 23303 18238 9640 7737 13494 10602 21760 21398 7078 2496 9809 7519 3524 3059 465 8598 4630 1741 3968 2889 18849 13249 1903 1024 204
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=31
num_cat=0
split_feature=9 23 23 8 14 14 10 6 9 8 1 6 21 4 9 21 8 3 13 17 23 7 9 2 6 1 3 1 6 17
split_gain=799.404 415.981 262.189 259.598 240.313 112.866 89.8912 73.4409 59.6384 57.5353 57.1872 56.2941 53.5903 51.0405 60.9816 48.6931 42.1476 41.9803 41.3329 39.9442 39.481 44.0807 39.3883 39.1376 37.4414 37.4238 37.0305 36.9054 36.2366 33.8203
threshold=0.46244873827317667 0.037207218359157641 17.128908462189994 0.3922588811508062 0.97026043571674614 0.89912682335185756 0.53113050850969112 0.010245914809976385 0.019086297061705074 0.10954953427139434 0.45833333333333343 0.11884947640506052 -4.4980903583740535 2.3349739827983345 -0.076329788122695655 -4.1614831153624676 0.31255813812235383 0.75158232929586333 0.079170463930157906 -5.8767448238457218 5.8626883221532706 0.23159840951000796 -0.28573306035084162 0.94384014765975188 0.0016841892517210665 0.14166666666666669 1.2625424762947028 0.34166666666666673 0.72817325567496638 -8.3860266655693483
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=1 7 4 11 5 8 10 24 19 12 13 -2 29 14 20 16 -16 -17 -5 -3 -7 -22 -8 -13 -1 -10 -15 -14 -4 -6
right_child=3 2 28 18 9 6 22 -9 25 -11 -12 23 27 26 15 17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.035999589874797622 -0.059050732297422394 0.033909099322619804 0.0084191199124200086 -0.053743620526535453 0.06688116616668402 -0.0018715364364709133 -0.089112111605520239 -0.083248815935696968 -0.041375701764136741 -0.054809146527800862 -0.099628630174768251 0.092940104964947867 -0.0054407132900388911 -0.04959379405784356 0.05695166561362941 -0.0036027078438218064 -0.017512704943252685 0.051161162304563905 0.086716139893563221 -0.041622393009621853 0.2458422660607795 -0.086162739236844421 0.10173192759393244 -0.083403167022558136 -0.045178479458820288 0.074169541287231439 -0.001004828512950132 -0.043966763546534754 -0.093956398094099863 -0.008168608197445781
leaf_weight=63.399981483817101 25.558850642293692 350.01809575408697 38.60364094376564 171.86285208538175 113.06413128226995 516.39173812791705 11.810117039829491 765.50120301917195 29.594212148338556 524.1483596637845 52.700372602790594 1140.4815338179469 477.16799817234278 240.64221107214689 524.48762576282024 621.48708618804812 88.893769681453705 180.66937946900725 23.858793273568153 87.523988403379917 4.1811539456248275 91.83090291172266 128.29716712981462 12.726093154400585 547.15733391046524 530.78783849254251 450.45635204017162 519.18709059432149 331.26118952408433 128.04840638116002
leaf_count=352 288 2581 254 1465 659 2823 72 12899 235 4238 373 18927 3019 1416 4237 3773 466 1074 134 515 24 854 1380 229 8319 6535 2414 4297 6388 853
internal_value=0 -0.0129967 -0.00169432 0.070032 0.00362579 0.0174431 0.00749661 -0.0626168 0.0464661 -0.0270407 0.00354632 0.0877407 -0.015279 0.00554606 0.0135443 0.0249502 0.04616 0.00873174 -0.0366213 0.0188001 -0.0128199 -0.0717045 0.085645 0.0909941 -0.036749 0.0680675 -0.0179236 -0.0255161 -0.0832712 0.0270242
internal_weight=0 7417.31 6041.25 1374.49 5671.39 3909.77 2911.85 1376.06 997.924 1761.62 2771.74 1178.77 1237.47 2719.04 2027.94 1415.54 613.381 802.156 195.722 437.542 612.404 96.0121 140.107 1153.21 610.557 560.382 691.099 996.355 369.865 241.113
internal_count=91093 70050 48480 21043 41838 28772 18906 21570 9866 13066 17454 19444 8828 17081 13251 9550 4703 4847 1599 3096 3701 878 1452 19156 8671 6770 3830 7316 6642 1512
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=31
num_cat=0
split_feature=9 1 6 6 8 14 8 9 18 5 3 0 6 3 8 5 18 22 18 10 5 13 23 13 18 20 7 23 14 2
split_gain=695.306 366.04 234.042 244.432 231.789 103.723 97.6817 78.1932 70.3953 66.9374 65.5025 61.0766 49.9384 47.3673 47.1423 42.4474 40.4559 37.3053 36.6239 36.3854 35.5637 35.3629 35.3455 35.1973 34.589 40.0906 42.9988 35.2576 34.4699 197.719
threshold=0.46244873827317667 0.40833333333333338 1.0347395465718092 0.31558950762670118 0.3922588811508062 0.97026043571674614 0.23531211071105965 0.010859312339169928 2.9687500000000004 1.1330885849259988 0.51490114738873294 -0.050985989034292349 0.11884947640506052 0.2682890084633332 0.080197303596327221 3.4602352740971578 1.4062500000000002 0.76133896886078534 2.3437500000000004 0.24567170924731727 4.4241189541317478 0.13366579980832066 27.486336019501682 0.044613029818884646 0.46875000000000006 0.54788922813864549 0.56095724213951337 4.5166808567536547 0.74697277467119072 0.29817097827889566
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=1 2 3 5 12 9 7 18 -4 10 11 -1 -2 -7 -12 17 -13 -9 24 21 -15 -8 28 -6 -5 26 -26 -28 29 -14
right_child=4 -3 8 6 23 13 19 15 -10 -11 14 16 22 20 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.040107413106966514 -0.055660856266348424 -0.058912727757460676 -0.084562424761731259 0.031504149204330846 -0.054920299027133856 -0.055164804935944958 -0.079018728753389375 0.085453589627232873 0.059596734217510328 -0.029473251124501637 0.045617171414025375 -0.036552139962164353 -0.6384222166689667 -0.019016239779277237 -0.009739924584181929 -0.025340662715876289 0.0086852811690169493 0.041677458117818887 0.053298594592332618 0.028395401864893623 0.17103511126869625 0.047394439680427405 -0.090094172173467713 0.053990005168089418 -0.062579673579025594 -0.11475512083361848 0.078277339597160753 -0.034289517443571775 0.094898111767911339 0.069007957673901388
leaf_weight=228.03562359511852 24.462358303368092 1354.4472919777036 394.00868327915668 207.14189235121012 153.81991095095873 554.83296522498131 119.67059304565191 518.94311762601137 37.059494730085135 526.12659426033497 622.58461019024253 492.15445761755109 4.2901514917612067 722.02941088750958 204.3264151327312 50.56210882216692 330.41201922670007 311.53132992237806 199.57530620321631 79.371493838727474 9.9822403937578184 27.1494460105896 10.92572797834873 36.766277924180031 78.91731658577919 40.722249083220959 69.37877468764782 46.456487283110619 1002.2698626480997 49.941812250763178
leaf_count=1346 288 18982 7295 1309 1398 6245 651 7024 244 2912 3926 3569 75 6045 1296 420 2366 2795 1466 474 54 151 201 201 430 220 506 324 17883 997
internal_value=0 -0.0120523 -0.00124143 0.00437899 0.067847 -0.0102155 0.0351668 0.0442725 -0.0721689 0.0020511 0.010885 -0.00568594 0.0856085 -0.0331277 0.0319387 0.0636161 -0.018381 0.0690321 0.0177346 -0.0261535 -0.0164246 -0.0556428 0.088846 -0.0339102 0.00169885 -0.0245202 -0.00565232 0.0331317 0.0906965 0.013045
internal_weight=0 7225.42 5870.97 5439.9 1282.48 3690.48 1749.42 1523.23 431.068 2403.64 1877.51 1050.6 1091.89 1286.84 826.911 881.037 822.566 830.474 642.192 226.192 732.012 146.82 1067.43 190.586 442.617 235.475 194.753 115.835 1056.5 54.232
internal_count=91093 70050 51068 43529 21043 27759 15770 14494 7539 15415 12503 7281 19444 12344 5222 10239 5935 9819 4255 1276 6099 802 19156 1599 2789 1480 1260 830 18955 1072
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=31
num_cat=0
split_feature=9 23 23 8 14 4 7 3 4 6 6 23 13 23 18 6 9 1 18 17 12 5 14 23 8 7 6 6 8 13
split_gain=604.621 323.294 207.995 207.64 174.643 133.98 93.2483 88.8389 78.2034 76.3274 74.7613 60.7654 60.4615 54.3753 58.3485 46.7481 46.541 38.8398 41.1263 37.9997 39.9202 37.8432 36.1875 35.8483 35.3063 34.7251 33.8648 33.4434 32.2088 43.9987
threshold=0.46244873827317667 0.037207218359157641 17.128908462189994 0.53848480209566219 0.98518549939132383 0.712005793688261 0.59391671073009256 0.70341455048374157 2.2739095212068707 0.14251547227187408 0.010245914809976385 0.57954118255840348 0.2439540664598101 8.9536604264417132 1.4062500000000002 0.53827466159999715 -0.079725830798316258 0.44166666666666671 1.0000000180025095e-35 -10.683430435817849 0.28617902083657026 4.4241189541317478 0.83011790459807555 28.958095627141315 0.13430160365531879 0.82492258909978877 0.72817325567496638 0.0016841892517210665 0.074171265157826599 0.31959104711804981
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=1 10 4 9 5 6 13 -7 28 -2 27 22 16 14 17 19 25 18 -3 20 -10 -21 -8 -11 -15 -13 -4 -1 -9 -30
right_child=3 2 26 -5 -6 7 11 8 15 23 -12 12 -14 24 -16 -17 -18 -19 -20 21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.038445892453898567 -0.04956932488254296 0.020071656280922286 0.0091154545418365984 -0.054446812840906002 -0.041787677657910374 -0.033762283673240141 -0.27714941488899375 0.049190991956196715 -0.13414895537443078 0.087551460932158209 -0.079566043815159124 0.034558623319753123 -0.096106135130759163 -0.079157230397129907 0.038306636101360446 0.068808417437720509 0.071164909075749447 -0.10233879753128589 -0.03714538295303909 -0.03305719868217593 0.033742840013536612 0.07189584607906721 -0.0047104829058594441 -0.090682291729075326 0.14673862080509797 -0.084083255469563078 -0.090969640556547465 -0.038997235568271171 -0.020330889994977414 0.19760554288995757
leaf_weight=62.714774951338768 43.56546438857913 346.37048391625285 38.352385297417641 128.51418559998274 739.98801071941853 792.37091048061848 5.0566837117075911 448.29464644566178 15.293613463640211 1015.9484507478774 682.98684474825859 210.69476747512817 25.672007720917463 93.906805641949177 521.82848850265145 69.563703119754791 776.01413410902023 40.374550759792328 197.11202121526003 654.31098460033536 191.45201778784394 36.259499162435532 136.08024247735739 11.411411482840775 7.4691838771104804 27.941521920263767 285.2704550921917 503.03991080448031 133.6590021699667 9.9534560441970807
leaf_count=352 523 2290 254 1160 6197 5425 25 3151 82 19153 12899 1338 244 1080 3597 459 9409 318 1193 3994 1108 187 738 207 43 134 6388 8319 770 56
internal_value=0 -0.0111391 -0.00120696 0.0656609 0.00339382 0.0104478 0.0271289 -0.00649826 0.00736073 0.0800742 -0.0572966 0.0471004 0.0554536 0.00758093 0.0140076 -0.0101643 0.0592883 -0.00770986 -0.000680008 -0.0162866 0.0213234 -0.0275465 -0.0144715 0.0855717 -0.0625137 0.020667 -0.0791086 -0.0304125 0.0359879 -0.00522621
internal_weight=0 7052.03 5803.29 1199.44 5479.67 4739.68 2388.52 2351.16 1558.79 1070.93 1248.74 1181.46 1040.32 1207.06 1105.69 966.88 1014.65 583.857 543.483 897.316 206.746 690.57 141.137 1027.36 101.376 238.636 323.623 565.755 591.907 143.612
internal_count=91093 70050 48480 21043 41838 35641 20409 15232 9807 19883 21570 11888 11125 8521 7398 5830 10881 3801 3483 5371 1190 4181 763 19360 1123 1472 6642 8671 3977 826
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=31
num_cat=0
split_feature=9 1 8 23 6 9 3 6 5 24 8 15 10 17 7 18 18 14 14 17 2 6 23 18 22 24 6 6 5 23
split_gain=524.117 283.253 187.172 183.458 155.609 93.2362 89.1566 74.9157 66.2147 64.2278 57.3518 51.2197 44.1671 40.9848 38.3276 37.6162 74.3067 34.112 34.4902 33.9395 33.7382 41.4146 42.8616 38.9504 52.5774 32.9879 32.1754 31.6906 31.5376 31.2392
threshold=0.46244873827317667 0.40833333333333338 0.3922588811508062 17.128908462189994 0.34636884039503496 -0.3301660924783541 -0.11552331350981836 0.046972845872943397 1.2825352140216999 1.0851255669738646 -0.20621711714221505 0.3083333333333334 0.18811520111998062 -4.858948865973141 0.82492258909978877 0.78125000000000011 0.46875000000000006 0.89912682335185756 0.72663184912019863 -6.3200289372006333 0.5172728640005636 0.0083059612220611583 0.10501748396157355 1.4062500000000002 0.77867922685813873 2.0439646321666944 0.72817325567496638 1.0826250259830756 4.4241189541317478 5.671470998365467
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=1 3 13 4 6 29 -1 -8 10 -7 14 -12 17 27 25 16 -13 18 -11 -17 21 -3 -23 -24 -25 -9 -5 -2 -10 -6
right_child=2 20 -4 26 5 9 7 8 28 12 11 15 -14 -15 -16 19 -18 -19 -20 -21 -22 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.038044786737320868 0.088121181407266269 -0.028160329758081876 -0.029762818099134031 0.0090059066025417311 0.013011837019804729 -0.029467102085851807 -0.044611566507763455 0.0039724187554530509 -0.028527173641661813 -0.22584259836053808 0.048004406237550125 -0.0059543572247573017 0.073710187492357956 -0.012421349746575862 -0.25771889169211232 0.020804348131315709 -0.10071741719859753 0.0188029100592607 0.065401679800954127 -0.08229275033544442 0.040252923341445083 -0.088862684147881718 -0.072505591572503969 0.10096790443562803 -0.036305267502967233 0.0596875096315082 -0.089163922985989644 -0.072547187345993622 0.068896155959873723 -0.080140701613219317
leaf_weight=753.83514097332954 885.3373926654458 365.8738021813333 181.0614514015615 38.243492342531681 58.994978174567223 124.8787839114666 330.53784662112594 145.70440551266074 583.22275919467211 4.125717405229806 231.05987944453955 624.68383767083287 388.58033006638288 44.503867819905281 4.2262322045862666 582.37625147029757 95.380884818732738 565.82485103979707 281.51687704771757 33.783255938440561 37.326451096683741 463.79270143434405 210.36061786860228 35.034832213073969 137.0367465429008 392.64486216381192 262.86753991991282 12.448992330580948 35.235325753688812 92.364196386188269
leaf_count=7156 18633 5639 1599 251 373 660 4702 978 3515 58 1406 4123 4641 579 32 3504 620 4326 3806 209 176 9921 1833 194 1219 3304 6385 232 177 842
internal_value=0 -0.0103146 0.063357 -0.000755759 0.00353518 0.0306321 -0.00724113 0.000350232 0.00579739 0.0388897 0.0142319 0.00453117 0.0457736 0.08125 0.0422533 -0.00298622 -0.0185068 0.0330242 0.0611951 0.0151517 -0.0533882 -0.0562719 -0.0684262 -0.0436419 -0.00835561 0.0446082 -0.0766956 0.0858933 -0.0229767 -0.0438328
internal_weight=0 6879.51 1123.35 5630.09 5328.98 1516.29 3812.69 3058.86 2728.32 1364.93 2109.86 1567.28 1240.05 942.29 542.575 1336.22 720.065 851.467 285.643 616.16 1249.43 1212.1 846.225 382.432 172.072 538.349 301.111 897.786 618.458 151.359
internal_count=91093 70050 21043 51068 44432 14706 29726 22570 17868 13491 14176 9862 12831 19444 4314 8456 4743 8190 3864 3713 18982 18806 13167 3246 1413 4282 6636 18865 3692 1215
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=31
num_cat=0
split_feature=14 23 6 4 9 6 1 10 14 18 13 18 19 2 18 2 16 6 5 14 17 7 4 10 4 22 23 17 22 6
split_gain=453.599 211.381 132.538 169.593 128.851 79.9976 78.7367 73.894 65.9556 54.0609 49.7346 47.6219 54.9479 56.4537 47.3491 61.4395 45.232 42.2374 43.7835 112.043 41.6594 39.8903 34.627 34.5078 32.2931 30.6664 29.7475 29.5442 34.9262 28.9603
threshold=0.90560440773547957 0.037207218359157641 1.0826250259830756 0.17274551522392059 0.19513776040085959 0.011779851891933776 0.14166666666666669 0.40135677321626212 0.98453041087491144 1.4062500000000002 0.37356900527703391 1.0937500000000002 0.28689537968260698 0.67912407976069566 0.46875000000000006 0.56875499601612023 0.18791798125021278 0.97709181538483758 0.82847365122786198 0.78688602262333018 -6.592391168686043 0.20674014895212611 2.3968448114320449 0.54563004541756654 1.0494319249490365 0.8453351541346138 8.5948005032103598 -7.4461973851065011 0.82871962344046735 0.42961372993661157
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=4 5 3 7 10 24 29 9 11 16 20 14 27 -14 22 23 -3 18 19 -8 -1 -4 -5 -16 -2 26 -11 28 -13 -6
right_child=1 2 21 8 6 -7 17 -9 -10 25 -12 12 13 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.03991274423528994 -0.045172535470613201 0.027590735453157468 0.11253679603683948 0.003034449655629969 -0.10016881610883302 -0.078032444833225065 -0.4989373157532625 0.076242695671485172 -0.042233453348211138 0.067312413601585006 -0.066775126171001661 0.039340932980227082 0.057240607608233511 -0.069574030867922063 -0.068405091974471172 0.17923269984144183 -0.022800107832943832 -0.03426460922542738 0.086998582905852662 0.036030902262521307 -0.011692273477223604 -0.088924390555165239 -0.032709928083782695 0.10859289120568692 0.0021946313449426407 -0.011904771098923263 -0.13803056161458352 -0.03907649496102672 -0.010831802282222976 0.036514599401546603
leaf_weight=460.88504339754581 347.39747158810496 347.78597958758473 10.310037594288586 833.35954827815294 34.705261874943972 568.99440815299749 4.2088615074753752 271.39603155851364 606.01623113453388 296.30080553516746 68.7053582072258 207.92657309025526 308.34136099368334 39.613659415394068 280.45178095623851 11.005706701427696 365.16691357269883 33.038115501403809 815.18853497505188 56.070539999753237 236.81178260594606 210.40380608290434 401.63511473685503 11.465192396193741 245.74808547645807 67.931321136653423 7.2269690409302703 191.01564587280154 416.99482376873493 28.014281760901213
leaf_count=4020 5836 2642 101 5526 300 12180 49 4220 5467 2900 1477 1330 2332 376 1755 58 2543 601 18396 538 1786 4970 2777 74 4068 445 74 1282 2635 335
internal_value=0 -0.0129133 -0.00379303 -0.000209431 0.0450577 -0.0512447 0.0692476 0.0295767 -0.0124181 0.0178975 0.014403 -0.00573054 0.00953058 0.0428031 -0.0172801 -0.0527089 0.00178108 0.0767287 0.0809174 -0.00132194 0.022397 -0.0795137 -0.00859005 -0.0614534 -0.0255477 0.0488303 0.0624232 -0.00465845 0.00586189 -0.0391179
internal_weight=0 6046.49 4884.35 4663.63 1737.63 1162.14 971.226 1355.81 3307.83 1084.41 766.402 2701.81 1163.89 347.955 1537.92 302.923 712.953 908.506 875.468 60.2794 697.697 220.714 1234.99 291.917 593.146 371.459 303.528 815.937 624.921 62.7195
internal_count=91093 63591 41507 36436 27502 22084 20219 12824 23612 8604 7283 18145 7955 2708 10190 1887 5185 19584 18983 587 5806 5071 8303 1829 9904 3419 2974 5247 3965 635
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=31
num_cat=0
split_feature=9 1 8 23 6 9 3 8 5 17 7 5 13 8 17 6 14 10 7 13 10 14 7 19 3 12 8 6 12 6
split_gain=399.559 220.946 155.398 145.71 117.051 75.5243 72.2796 57.8537 53.5442 47.4 61.6892 46.9439 43.9926 60.3791 40.1417 39.44 119.823 40.0156 37.8794 36.7266 37.492 34.0697 32.2678 32.1464 32.1384 42.9099 32.2083 31.2873 40.1901 30.6947
threshold=0.46244873827317667 0.40833333333333338 0.3922588811508062 17.128908462189994 0.34636884039503496 -0.3301660924783541 0.12174435977080664 0.23531211071105965 2.0348022236600012 -6.0195511136625868 0.48781701331411093 1.1600403198272995 0.0401842254078481 -0.091080976833503136 -10.683430435817849 0.4532160064091621 0.75278490211671367 0.50993972039451196 0.59391671073009256 0.21104658043090274 0.24567170924731727 0.80568538948062718 0.78469494591742561 0.35489971810375992 3.1651758722515568 3.6220327882413663 -0.038744648706545724 0.2618296989084728 3.2959104526626746 0.0083059612220611583
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=1 3 15 4 6 -6 18 8 -7 10 14 27 23 -14 24 16 17 -2 -1 20 -9 -20 -19 -11 25 26 -8 28 -12 -3
right_child=2 29 -4 -5 5 7 9 19 -10 12 11 -13 13 -15 -16 -17 -18 22 21 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.040978441760820383 0.021110601972029373 -0.023838658484148168 -0.026559642505356498 -0.072562519773434642 -0.040719832026719666 0.061916992271605922 0.10916085417691611 -0.069997656192446051 0.017226794977051901 -0.065770542729505874 0.071398147881139504 -0.017924811105572463 -0.057359789742170889 0.14292401251615006 -0.020214117380388971 0.093372444911037591 0.0588240408889871 -0.089932614027890337 -0.25283869446463336 0.09395298341001844 0.02825047125977307 0.00086745143822705012 -0.59851880720294193 -0.0085899425205525539 -0.10029076791291397 -0.001400596071975551 0.016944496227535483 0.078274225729466351 0.013816056117187706 -0.059308746102822912
leaf_weight=723.69655055180192 2.4673529937863332 349.63652594015002 175.4075169339776 266.47533166408539 146.48630048334599 660.10840863734484 82.25038143247366 103.48205765336752 451.44216003641486 206.03340297192335 162.41098642349243 183.09801543876529 27.344814587384462 33.482574418187141 744.48314464464784 530.65835598483682 285.74469673261046 1.7360967844724653 5.365470476448535 26.363437850028276 62.179362870752811 392.18584131449461 4.4326602779328823 188.05963004380465 21.482068821787834 235.43210553750396 70.201607666909695 156.71467060223222 477.8261428847909 807.27793410420418
leaf_count=7655 42 5639 1599 6636 1215 8504 469 573 3844 1630 989 1213 155 188 5537 13689 5633 27 47 166 404 2872 53 1633 136 1868 498 1751 3085 13343
internal_value=0 -0.00891323 0.0589154 -0.00045459 0.00326915 0.0273602 -0.00614671 0.0350105 0.0437666 0.00303909 0.00928677 0.0277356 -0.026267 0.0528869 -0.00638317 0.0770878 0.0477327 -0.31925 -0.0273556 -0.015675 -0.0331212 -0.00255664 -0.455385 -0.0384842 0.0187701 0.025364 0.0666968 0.0382259 0.0284231 -0.0485892
internal_weight=0 6583.52 1000.45 5426.6 5160.13 1450.06 3710.07 1303.58 1111.55 2588.82 2133.9 980.05 454.92 60.8274 1153.85 825.039 294.381 8.63611 1121.25 192.025 165.661 397.551 6.16876 394.093 409.366 387.884 152.452 796.952 640.237 1156.91
internal_count=91093 70050 21043 51068 44432 14706 29726 13491 12348 19152 15546 7038 3606 343 8508 19444 5755 122 10574 1143 977 2919 80 3263 2971 2835 967 5825 4074 18982
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=31
num_cat=0
split_feature=14 23 10 9 6 14 6 23 8 13 4 5 17 15 18 19 18 9 18 17 17 12 2 6 16 23 21 12 14 13
split_gain=347.277 172.065 117.416 95.0153 87.4097 75.9396 75.841 69.1112 64.8986 63.2415 61.9373 50.3051 43.2935 40.9271 55.4688 69.9171 65.7236 39.3168 39.0386 36.8111 32.6695 32.6323 32.4136 31.666 29.4356 28.156 28.0811 25.6309 28.3881 50.8853
threshold=0.89912682335185756 0.037207218359157641 0.40849721918046905 0.035674092329727992 1.161390837719035 0.9884267343682489 0.011779851891933776 24.627580185644611 0.3922588811508062 0.2439540664598101 -0.23133197735911223 0.58889707821486137 -5.2849210619976894 0.32500000000000001 1.0937500000000002 0.26478517682616082 0.46875000000000006 -0.29567384526001428 1.4062500000000002 -10.683430435817849 -6.2707810146537613 0.78711066207668756 0.7248422838189611 0.0016841892517210665 0.31716295253348964 9.3421740758715881 -6.7183516499831217 2.5636832512824821 0.79577118087332221 0.013107251729019937
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=3 6 4 26 5 10 23 11 9 17 18 -5 -13 19 16 -16 -15 -4 -3 21 22 -12 -17 24 -2 -20 -1 -14 29 -29
right_child=1 2 8 7 -6 -7 -8 -9 -10 -11 13 12 27 14 15 20 -18 -19 25 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.049165034092652889 0.13109815212155521 0.0099907540249748877 -0.051951464599560675 -0.043597194610059502 -0.07985885813993078 -0.04124521881047867 -0.074537296074241893 -0.071863639551808856 -0.036094161087819224 -0.085353424000103623 -0.10201299763821103 0.07961165229003106 -0.076851442166139386 -0.01416542821198874 -0.015367528147997682 0.050086121696302104 -0.069133191921331119 0.078247510973225992 0.072209785469817267 0.0065056094697868152 -0.051434032688113002 0.094544219640121316 -0.1124844825024755 -0.029797359094691962 -0.0096253231163951399 -0.14343869317181171 0.017457468860751953 -0.26116341733391391 0.07765849214682502 0.044687372936464603
leaf_weight=75.741564452648163 24.514615312218666 326.45175927691162 24.772294364869595 39.566898170858622 162.37325971759856 510.65739294141531 513.58566378057003 37.369062434881926 85.667868610471487 28.117815466597676 9.4245979078114015 800.80438187904656 24.872565884143114 978.52186532877386 695.37569039128721 375.66726426035166 279.69941643625498 363.88436533510685 199.00641653314233 706.99735193140805 38.820004846900702 81.375435143709183 12.678228119388221 506.05847316980362 37.758628413081169 6.2444845940917721 384.10854085162282 7.8335999660193947 57.791846461594105 17.800200872123241
leaf_count=780 139 2604 135 258 4432 4763 12221 754 700 586 64 18427 209 6690 4667 2732 1849 5864 2322 5144 301 508 146 9563 219 57 3384 124 983 468
internal_value=0 -0.0106019 -0.00261137 0.0440219 -0.00785995 -0.00509025 -0.0466857 0.061528 0.0431771 0.0594713 -0.000114103 0.0667825 0.0715865 -0.00539847 -0.0119672 0.00419293 -0.0263846 0.0699489 0.0314763 0.0142036 0.0360351 0.0741425 0.0447787 -0.0215171 0.0457722 0.065649 0.00648413 0.0122452 0.0388085 -0.0487796
internal_weight=0 5967.65 4885.74 1445.89 4383.29 4220.92 1081.92 986.039 502.442 416.774 3710.26 948.669 909.103 3178.56 2380.76 1122.54 1258.22 388.657 531.703 797.797 427.165 90.8 388.345 568.332 62.2732 205.251 459.85 108.298 83.4256 25.6338
internal_count=91093 65706 43564 25387 36279 31847 22142 21223 7285 6585 27084 20469 20211 22101 16385 7846 8539 5999 4983 5716 3179 572 2878 9921 358 2379 4164 1784 1575 592
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=31
num_cat=0
split_feature=9 1 8 23 6 9 8 3 13 23 7 18 7 14 2 21 8 5 7 3 4 2 7 6 6 23 20 4 2 6
split_gain=306.178 175.812 130.111 115.379 92.7292 64.0738 72.438 60.53 41.3626 37.9169 54.9027 42.0037 38.9435 37.2399 61.598 36.9172 34.5366 46.9773 45.4635 42.7446 41.7738 35.0591 33.24 34.3582 31.6294 33.1523 30.3762 33 30.0668 37.8698
threshold=0.46244873827317667 0.4250000000000001 0.15815805849203854 19.366794811441117 0.2963976768815611 0.0082805117305038128 0.23531211071105965 0.20411968240874814 0.044613029818884646 6.914560295793172 0.38694712670497605 2.0312500000000004 0.49533398131108547 0.74697277467119072 0.30292039157546652 -3.3704462324553792 0.074171265157826599 0.98795272574233539 0.33672753732300292 0.87051656941527733 0.4604279779049863 0.41505634841865419 0.62475763006772922 0.0016841892517210665 0.025146794120270915 0.059226492910171298 0.54968489219973893 2.0650875150224084 0.56875499601612023 0.008776581703165769
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=1 3 13 4 7 9 15 22 -4 11 -11 12 -6 14 -2 -7 17 18 -9 20 -20 -18 23 -1 -21 -26 27 -14 29 -3
right_child=2 28 8 -5 5 6 -8 16 -10 10 -12 -13 26 -15 -16 -17 21 -19 19 24 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.1850742147608383 -0.25059316373215834 -0.023763364728117714 -0.032669057534316086 -0.073747211625530149 -0.04723422863062722 0.0622352672073231 -0.020948931516804686 -0.019812985876117208 0.064058930930573785 0.041463708053710802 -0.06380643272866697 0.054282383693377893 0.048553836617992223 0.083412192236065649 0.049240422161551139 0.017314098023187164 -0.020675921750893292 -0.011785527900692313 0.041347899020392945 -0.082150517991894142 -0.019633543755109298 0.15082500633388149 0.0019132061423781873 -0.037907838489026291 0.28479984092890992 0.067311311675506524 -0.046927170107053717 -0.088249157229425002 0.064451384429312239 -0.066856330861144883
leaf_weight=6.9658861309289923 8.7449553012847883 318.56488182023168 179.31043943949044 208.9868289809674 140.1903865262866 597.41968213021755 182.04868596978486 188.48749520629644 58.674234984442592 69.098174130544066 175.06106931902468 172.67823963612318 187.85895867645741 622.5680656991899 31.650687444955111 263.69998431392014 631.97353975847363 597.01151021569967 274.74626548215747 13.79358861595392 190.02871948853135 12.148914210498331 311.96961512044072 864.45475002378225 7.1994962953031054 264.53850840032101 56.627253245562315 19.459382750093937 23.00409946590662 566.70903271436691
leaf_count=39 86 5390 1914 5941 768 9201 1120 1938 523 522 1914 1354 1414 17537 983 2323 5653 3679 2048 178 1257 68 2193 9861 73 1609 344 102 107 10954
internal_value=0 -0.00769102 0.0546064 -0.00088694 0.00202592 0.0199158 0.0363629 -0.00788967 -0.00882113 -0.000982628 -0.0340145 0.0129994 -0.00463988 0.077375 -0.0156683 0.0484791 0.00199459 0.010146 0.0240931 0.0351229 0.0164149 -0.0174412 -0.0260975 -0.0361254 0.0655749 0.0730735 0.0179834 0.0357132 -0.0484165 -0.0513494
internal_weight=0 6344.72 900.948 5436.45 5227.46 1864.14 1043.17 3363.32 237.985 820.973 244.159 576.814 404.136 662.964 40.3956 861.12 2179.93 1535.81 938.794 750.307 464.775 644.122 1183.39 871.421 285.532 271.738 263.946 207.318 908.278 885.274
internal_count=91093 70050 21043 53599 47658 19062 12644 28596 2437 6418 2436 3982 2628 18606 1069 11524 16503 10782 7103 5165 3305 5721 12093 9900 1860 1682 1860 1516 16451 16344
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=31
num_cat=0
split_feature=9 1 8 23 14 10 6 8 13 6 22 2 7 15 17 19 17 22 18 5 14 6 18 7 9 6 2 23 6 4
split_gain=262.33 150.689 118.416 99.2471 81.3572 73.0242 57.6116 51.2505 54.0095 46.0939 67.1131 44.8827 41.8843 39.7598 36.9546 36.9796 36.2255 42.2283 45.1031 35.0432 34.0807 44.9342 34.0424 33.6772 32.4808 30.7307 30.4187 29.9603 28.4843 27.4634
threshold=0.46244873827317667 0.44166666666666671 0.53848480209566219 24.627580185644611 0.89912682335185756 0.5382751494349417 0.15048944507423365 0.11675253338770838 0.26855904086751398 0.97709181538483758 0.68771736661625171 0.13000047545070056 0.30911023798836496 0.4250000000000001 -5.7546939775165429 0.37103869856049632 -7.4461973851065011 0.83824574967956111 1.4062500000000002 2.6037487967906023 0.74697277467119072 0.50067685202892098 2.0312500000000004 0.49533398131108547 -0.22098356760666046 0.0073303740643121239 0.5172728640005636 2.3257063861930058e-05 1.0826250259830756 -0.67881513837836949
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=1 3 6 4 14 7 -2 9 13 10 11 -6 -11 -9 22 -16 17 18 -12 -7 21 -8 -1 -19 -13 -3 -27 -15 -22 -17
right_child=2 25 -4 -5 5 19 20 8 -10 12 16 24 -14 27 15 29 -18 23 -20 -21 28 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.055564516327091668 -0.045338064406952608 -0.021365582222409297 -0.043106483473200764 -0.083094067431578156 -0.033597292404064831 0.087571615439790404 -0.16632975141616219 -0.0048320933140362527 0.13038165201750393 0.1054334433051051 -0.0020591163963930409 -0.017720070037276426 -0.087651457425898194 0.18870962713364653 -0.067514440636650339 -0.089786448580731759 -0.025461175000217509 -0.027594883775462736 0.038159312686445575 -0.11310835550802499 0.082149514704683596 0.057070234703152145 0.0077889427593304823 0.020149224302782397 0.061619850645912078 -0.069102105252184007 0.049295638785968064 -0.042954799702623427 -0.059139764734045544 0.052273580219690301
leaf_weight=453.3913707472384 43.342057939618826 264.15267779305577 113.58045978844166 144.38516358658671 76.488470874726772 112.19190036319196 13.25832077860832 510.21835113316774 22.404787437990308 12.772261576727031 657.32631684467196 60.574635393917561 93.313158756121993 5.6256089322268954 70.838840372860432 16.436323374509811 595.22379626333714 572.78495460748672 484.27048261091113 9.4331639893352968 642.78093098849058 28.055495370179415 222.25758228078485 199.09165520220995 348.24092704989016 470.11648675054312 22.74976060539484 728.20128298550844 14.592720825225113 79.097817741334438
leaf_count=6296 537 4479 1160 4555 923 1513 165 4820 183 127 5004 357 2082 42 574 215 4729 5036 3722 105 18013 911 2458 1272 3185 10048 105 7290 257 930
internal_value=0 -0.007069 0.0519815 -0.00128645 0.000929574 -0.00442167 0.0665364 -0.0065505 -0.0235006 0.000373983 0.00266927 0.0367097 -0.0644048 -0.026272 0.0294529 -0.0127646 -0.00391581 0.00278631 0.0150017 0.072007 0.0734764 -0.0146227 0.0398485 -0.0152802 0.049864 -0.048887 -0.0636371 -0.0411788 0.0790131 0.0278326
internal_weight=0 6231.59 855.61 5474.57 5330.18 4488.16 742.03 4366.54 1266.45 3100.09 2994 485.304 106.085 1244.05 842.022 166.373 2508.7 1913.47 1141.6 121.625 698.687 41.3138 675.649 771.877 408.816 757.019 492.866 733.827 657.374 95.5341
internal_count=91093 70050 21043 55418 50863 40390 19883 38772 12335 26437 24228 4465 2209 12152 10473 1719 19763 15034 8726 1618 19346 1076 8754 6308 3542 14632 10153 7332 18270 1145
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=31
num_cat=0
split_feature=7 24 6 13 23 6 2 8 3 17 9 7 5 6 10 12 8 10 18 17 17 15 12 6 7 1 1 2 4 23
split_gain=231.318 126.785 116.7 103.766 78.6903 72.6328 64.8918 63.0762 62.087 55.6223 48.804 43.9367 42.1602 42.4821 41.9782 40.4534 40.5792 34.559 34.3278 32.5675 32.3569 33.0417 30.281 29.8028 29.2275 28.2074 27.8858 26.7734 26.3532 26.1179
threshold=0.66145993147312876 1.2211145872338247 0.20228674371092362 0.28049130874247258 14.943960367993013 0.41339865874285803 0.56875499601612023 0.083233634714126828 -0.076596378780538835 -4.858948865973141 -0.20171435652393713 0.44714584698265425 1.481239893701042 0.042352907022637908 -0.23659116443612027 4.036401390917109 0.067603978356746322 0.19935564048246224 3.2812500000000004 -12.551062445308967 -3.7384823700151446 0.39166666666666677 3.6690529783359134 0.0039631974138327206 0.76347579819508915 0.075000000000000011 0.17500000000000002 0.58901969586106329 5.2695930931970372 0.65025946626293618
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=1 6 20 7 5 8 -1 9 -3 27 11 -7 13 23 -9 16 19 18 -17 -15 21 -2 -11 -10 -16 -26 -12 -4 -6 -18
right_child=2 4 3 -5 28 10 -8 14 12 22 26 -13 -14 15 24 17 29 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.043579609056897048 0.039085610186998541 -0.034106136437616737 0.072405411024750482 -0.090386365144156267 -0.078909673745739248 0.02935873311517985 0.038375895206147703 -0.13630982165426322 0.054545852953495656 -0.14601663125438111 -0.1372283162452822 -0.070545024002534359 -0.026622468875450223 0.10874235980855312 -0.0072325338673399596 -0.014785795212505433 0.014029817230132191 0.039296826712112057 0.056796610127849527 0.035298701429383621 -0.071067280930681501 -0.028944052648888594 0.027679033091939215 -0.044670727770999896 -0.071405028952364544 0.060339057957643355 0.050652057994578975 -0.036042918573300844 0.04877517304550863 -0.074295706418616603
leaf_weight=1231.1965421680361 118.89364192634821 585.382423941046 874.8411649223417 54.537986163049936 161.08425128832459 103.37483034841716 104.83938661031425 17.161520499736071 35.334885980933905 18.174383440986276 8.0300007574260217 76.671226734295487 417.86897262744606 68.569852642714977 168.56178420968354 732.56256370060146 107.8602198138833 188.73432742990553 73.736959902569652 505.36511222459376 87.087585370987654 178.70690773800015 22.415681229904294 211.43468611128628 17.791103400290012 187.82993908412755 487.44913221336901 23.372708043083549 17.967165512964129 48.546880580484867
leaf_count=18836 789 7153 21862 1703 5168 781 762 109 505 208 75 699 2707 471 1141 5212 783 1864 564 3782 1048 1220 389 4470 104 1826 5989 345 172 356
internal_value=0 -0.0106242 0.0312699 0.0448063 -0.00137151 0.0018028 -0.0371485 0.0503494 -0.00491788 0.0644091 0.0314045 -0.0131845 0.00223115 0.00834482 0.0166214 0.0138954 0.0317681 0.000777008 -0.00823951 0.0440733 -0.0174545 -0.00176569 -0.050094 -0.0304639 0.0236354 0.0489401 0.0476072 0.0695834 -0.066097 -0.0133854
internal_weight=0 5166.01 1769.37 1384.69 3829.97 3650.92 1336.04 1330.15 2975.4 938.804 675.525 180.046 2390.01 1972.15 391.344 1725.38 730.342 995.034 806.3 573.935 384.688 297.601 40.5901 246.77 374.183 205.621 495.479 898.214 179.051 156.407
internal_count=91093 60349 30744 27687 40751 35411 19598 25984 27867 22804 7544 1480 20714 18007 3180 13032 5392 7640 5776 4253 3057 2009 597 4975 3071 1930 6064 22207 5340 1139
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=31
num_cat=0
split_feature=9 1 8 13 6 1 3 15 24 17 10 8 8 9 2 8 14 23 5 18 13 6 17 17 23 23 18 10 8 0
split_gain=203.194 116.129 100.365 81.6888 78.2202 64.0755 52.0841 50.8818 66.8981 55.1602 44.3644 37.5533 37.3524 41.1496 36.8805 35.6594 33.4347 36.594 33.0698 33.0326 31.2959 29.6642 29.2572 29.0429 28.2096 27.9559 26.9085 26.8476 26.2121 25.9049
threshold=0.46244873827317667 0.44166666666666671 0.15815805849203854 0.34318910869559277 0.37358003458931272 0.3083333333333334 -0.35994820530524224 0.3083333333333334 1.7152530294394579 -5.4612749666864646 0.26496435912458122 -0.31977577270606666 0.3922588811508062 -0.089841788520154883 0.12390639330697657 0.093057930592477231 0.74697277467119072 3.8200931225412758 2.3412846174326938 2.6562500000000004 0.079170463930157906 0.008776581703165769 -10.801013877503435 -4.1483438562991308 0.052440626035157152 0.10501748396157355 1.0000000180025095e-35 -0.1218291744366225 -0.0054372393684866795 0.070081456644250237
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=1 3 16 4 6 -5 -1 29 22 10 11 14 13 19 -10 -7 17 -2 28 26 -4 -3 24 -18 -9 -23 -6 -14 -15 -8
right_child=2 21 20 5 12 15 7 8 9 -11 -12 -13 27 18 -16 -17 23 -19 -20 -21 -22 25 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.036789577338801803 -0.15534073828172337 -0.018620925476771671 -0.024419848892064246 -0.084960749029120167 0.020688959343474863 -0.012683274345372414 0.022541105644613882 -0.047509905611550274 -0.067188627166784295 -0.064297693504850845 0.054123007330858335 -0.0024564605865067986 -0.17384155893436593 0.073133153190999278 0.061127160377384117 0.16967624521341576 0.080620615113537991 0.051207805002116726 0.010353025274526341 0.042550002434120562 0.078008823327050711 -0.083940632583614339 -0.033289878617756029 -0.13919929382154719 0.026643367250134699 -0.03281310833121464 -0.049846783132097422 -0.0157292224583255 0.025544811071916081 0.19580396272939074
leaf_weight=457.38646007329226 12.986371327191589 276.19716934859753 188.18519596941769 189.15152152068913 89.512612879276276 36.818448586389422 615.28140358999372 72.035982014611363 25.727258425205946 104.16682928241789 205.87680830433965 1175.0271371547133 13.740765839815138 331.58928019180894 173.16911667212844 15.129266910254954 505.71590372547507 25.265957228839397 223.08563990704715 122.47922860458493 35.448369035497308 234.26108685694635 913.68122619390488 6.0827205851674071 178.24217478558421 196.78078897297382 136.64803826250136 49.163391895592213 177.81174696981907 8.7519522011280042
leaf_count=5466 172 5024 2109 6017 627 680 4799 1619 192 923 1800 8597 81 6141 2110 97 17465 897 2236 966 328 7603 8793 72 1273 2005 1124 285 1539 53
internal_value=0 -0.00613799 0.0483023 -0.00107201 0.0016307 -0.0579444 -0.00506922 -0.000890466 -0.00655721 0.006185 0.0108324 0.00434547 0.0246426 0.0290011 0.0445295 0.0404272 0.0712678 -0.0189138 0.0424608 0.000722663 -0.00818378 -0.0442058 -0.0249921 0.0780081 0.0053003 -0.0605997 -0.0219293 -0.0502672 0.0565219 0.0249711
internal_weight=0 6021.72 773.685 5314.48 5073.38 241.099 3929.35 3471.96 2847.93 1683.97 1579.8 1373.92 1144.03 1081.13 198.896 51.9477 550.051 38.2523 732.487 348.64 223.634 707.239 1163.96 511.799 250.278 431.042 226.161 62.9042 509.401 624.033
internal_count=91093 70050 21043 55418 48624 6794 35625 30159 25307 13622 12699 10899 12999 12633 2302 777 18606 1069 9916 2717 2437 14632 11685 17537 2892 9608 1751 366 7680 4852
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=31
num_cat=0
split_feature=7 24 6 13 23 18 22 18 1 2 6 2 23 7 14 8 8 17 6 8 5 17 19 7 0 10 10 7 6 22
split_gain=176.659 96.3429 90.0536 84.2723 59.9888 54.3884 65.1898 54.0023 53.1247 52.6752 42.7286 40.7237 46.4184 38.5394 37.1463 31.7003 29.5756 29.5565 28.7583 28.4999 31.1435 28.257 27.225 29.0219 25.6209 28.7058 24.8831 24.4785 22.568 22.3833
threshold=0.66145993147312876 1.1796830849960818 0.20894104719523868 0.28049130874247258 14.943960367993013 1.4062500000000002 0.84393995260347221 1.0000000180025095e-35 0.14166666666666669 0.56875499601612023 0.45729580336792691 0.045219678797092148 6.914560295793172 0.38694712670497605 0.73717598721476696 0.089889919536682336 -0.062894869144471191 -6.0444105544598203 0.41339865874285803 0.3922588811508062 2.1834675158153396 -3.7384823700151446 0.32010229122057171 0.56095724213951337 -0.054937884632560892 -0.1218291744366225 0.16554697640496149 0.77200444586603478 0.0016841892517210665 0.83429022256851004
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=1 9 21 8 5 7 11 16 -4 28 14 -7 17 -14 -10 -16 -3 18 -13 -20 -21 24 23 -9 -2 -26 -25 -17 -1 -6
right_child=2 4 3 -5 29 6 -8 22 10 -11 -12 12 13 -15 15 27 -18 -19 19 20 -22 -23 -24 26 25 -27 -28 -29 -30 -31
leaf_value=0.035189349573378638 0.060673007853944708 0.023358951919292308 -0.013069724533264025 -0.087713839821079401 -0.07342828476817935 -0.04428507692943412 -0.014270018998392706 -0.034597475497423064 -0.14766912116604963 0.036745791128159781 0.076692706103238528 0.035180514582584525 0.047273803240098389 -0.058260724392913681 0.055148839010631584 -0.020858102386214855 -0.0093856730500623334 -0.03516652363568059 0.088258217167252948 -0.25742660373685572 0.050472945280219395 -0.064996146285023801 -0.069602070015005638 -0.017060718524823656 -0.080192481300731519 0.0036452349608455262 0.055654748519214939 0.055140744892684002 -0.043400776813859274 0.049130612825560541
leaf_weight=37.866162426769733 57.784893456846476 461.89922328479588 133.13721493072808 48.627394476905465 146.532096426934 73.510560337454081 545.87321935035288 488.26769012771547 10.752185635268686 95.738203810527921 466.65333972871304 670.96659738942981 54.901330288499594 93.592602413147688 418.03173039853573 121.7609946988523 684.77039496414363 48.294391164556146 190.39360800944269 5.0599661767482749 9.3655177764594537 83.280340451747179 141.71982291340828 123.3885158021003 50.990020044147968 205.17620189115405 76.074450094252825 65.008161088451743 1042.5523646306247 16.588634837418795
leaf_count=224 323 4640 1074 1703 5108 1835 5396 4712 121 661 14633 5571 378 1114 8666 781 6831 563 2995 27 64 1065 1097 810 341 1462 540 575 17492 291
internal_value=0 -0.00931213 0.0283208 0.0413733 -0.00162665 0.00101213 0.0141718 -0.0102552 0.0465382 -0.0343467 0.0538714 0.0277185 0.0326534 -0.0192424 0.0365705 0.0398459 0.00380445 0.0409927 0.0451924 0.0779905 -0.0575277 -0.0132115 -0.029692 -0.0214677 0.000525185 -0.0130427 0.0106727 0.00559458 -0.0406464 -0.0609646
internal_weight=0 5007.36 1661.2 1263.97 3831.2 3668.08 1691.96 1976.12 1215.34 1176.16 1082.21 1146.08 1072.57 148.494 615.553 604.801 1146.67 924.08 875.786 204.819 14.4255 397.231 829.45 687.731 313.951 256.166 199.463 186.769 1080.42 163.121
internal_count=91093 60349 30744 27553 41972 36573 17943 18630 25850 18377 24776 12547 10712 1492 10143 10022 11471 9220 8657 3086 91 3191 7159 6062 2126 1803 1350 1356 17716 5399
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=31
num_cat=0
split_feature=9 1 6 23 10 14 7 14 8 8 21 9 3 17 12 18 9 18 7 17 10 8 6 6 23 10 14 4 5 4
split_gain=156.123 90.2172 82.6731 67.3569 57.3424 45.6132 45.1395 37.4482 47.5704 34.2046 36.2925 62.0487 38.5982 40.1087 33.7427 32.2136 29.6521 29.0407 28.8211 29.4545 28.9392 28.4821 26.6116 26.3916 40.7045 24.1591 24.1009 23.3683 22.5077 22.2322
threshold=0.46244873827317667 0.4250000000000001 0.4532160064091621 24.627580185644611 0.54563004541756654 0.88452195858364935 0.85377243091596233 0.78309304657708789 0.070783799858778543 0.28840416499319327 -4.4734396627973672 -0.22098356760666046 0.71252430583037241 -9.826514735332891 0.4244285437339777 2.9687500000000004 -0.28573306035084162 2.0312500000000004 0.41632318385015737 -6.198428968910739 0.026305207098550689 0.7576470761261036 0.28479295091996309 0.008776581703165769 0.10501748396157355 0.15460197548069657 0.73717598721476696 2.2739095212068707 0.55644316057019483 1.3309729293933901
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=1 3 7 4 5 6 17 -2 -9 10 11 -7 15 14 -14 22 -6 -1 -19 20 -20 -4 -12 -3 -25 -24 -8 28 -13 -15
right_child=2 23 21 -5 16 9 26 8 -10 -11 12 27 13 29 -16 -17 -18 18 19 -21 -22 -23 25 24 -26 -27 -28 -29 -30 -31
leaf_value=0.050984095095392472 -0.1174297240571324 -0.012858915162839508 0.080421327652919511 -0.07659683526531802 -0.038084394078267109 -0.035425278627837238 -0.36975944770699126 0.057097115097866628 -0.021194241842645831 -0.02943445100088056 -0.030351047513817155 -0.010107368809489788 -0.10469998112526871 0.02754143790295531 0.03595880186669087 0.026444973294730126 0.084725304712597427 0.063038632666735581 -0.048819349702135216 -0.14343032436383479 0.072576205868199226 -0.12536907134790409 -0.017464846218912651 -0.080911414161675507 -0.023269137411877631 0.035229088371552079 -0.063375597725081764 -0.014275669810855067 0.041650632556661168 -0.014996466494318565
leaf_weight=337.99261894263327 22.160469269379973 284.72957650199533 367.73484770022333 113.54366616532207 23.615260634571314 193.50525202043355 2.8430534377694157 151.99970268644392 158.57312974520028 468.48366333171725 1019.4721875376999 97.645219746977091 17.757601458579302 151.518530536443 430.89433755166829 153.01658284291625 117.39236267283559 47.502923827618361 55.562462577596307 19.023933419957757 30.371252899989486 6.8507512360811225 256.37415399588645 237.13464387692511 253.4344010874629 131.70614146068692 26.484431941062212 114.65955815277994 602.06905955821276 649.72112736850977
leaf_count=5271 314 5390 13900 4554 179 2143 33 4888 1903 4855 9895 1294 124 1305 2908 1576 2101 410 793 193 375 38 2099 8470 2591 1228 257 923 6438 4645
internal_value=0 -0.00531073 0.0444361 -0.000444641 0.00130299 -0.000540931 0.0274349 0.00816152 0.0171229 -0.00393303 -0.000804181 0.0154759 -0.00664248 0.00645235 0.0303915 -0.0171304 0.0641577 0.0346412 -0.0015898 -0.0308401 -0.00591494 0.0766577 -0.0218675 -0.0370766 -0.0511327 0.000418347 -0.0930769 0.0275706 0.0344278 -0.00695233
internal_weight=0 5836.45 707.319 5061.16 4947.61 4806.6 519.781 332.733 310.573 4286.82 3818.34 1007.88 2810.46 1249.89 448.652 1560.57 141.008 490.453 152.461 104.958 85.9337 374.586 1407.55 775.299 490.569 388.08 29.3275 814.374 699.714 801.24
internal_count=91093 70050 21043 53599 49045 46765 7332 7105 6791 39433 34578 10798 23780 8982 3032 14798 2280 7042 1771 1361 1168 13938 13222 16451 11061 3327 290 8655 7732 5950
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=31
num_cat=0
split_feature=9 1 8 13 10 6 1 3 0 17 14 12 12 2 6 22 18 5 16 2 6 6 8 24 17 22 6 18 18 18
split_gain=132.607 78.4766 74.6011 73.4489 49.0134 46.9973 43.9038 41.3059 37.7736 38.0871 34.3176 33.9278 37.2875 31.8536 73.8655 33.4372 38.5245 30.3188 29.3613 28.9972 28.5119 27.7813 26.3296 25.7349 25.4005 25.6406 24.4989 24.4249 23.767 23.736
threshold=0.46244873827317667 0.37500000000000006 0.53848480209566219 0.34318910869559277 0.54563004541756654 0.4532160064091621 0.3083333333333334 -0.48116125803388882 -0.056886192924832733 -7.4880783697405269 0.78688602262333018 0.28617902083657026 4.7818920698444707 0.10958981519962445 0.011779851891933776 0.86036102841286921 1.4062500000000002 5.656369565755182 0.2084096110539069 0.47410511926333282 1.0826250259830756 0.15048944507423365 -0.022107757849610769 1.8231755681370247 -9.0619593165777612 0.77730779519929694 0.0045115481103328451 1.0000000180025095e-35 3.9062500000000004 1.0937500000000002
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=1 3 5 4 7 10 -5 -1 -9 11 -2 -10 26 14 -3 16 27 -11 -14 21 -7 -12 -19 -8 25 -18 -13 -15 -20 -28
right_child=2 13 -4 6 -6 20 23 8 9 17 19 12 18 15 -16 -17 24 22 28 -21 -22 -23 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.033782463161846514 -0.10021368390512307 -0.011025118866265705 -0.036452220524927428 -0.08056466262945812 0.064547913044085012 0.087351741808624664 0.10078650804565077 0.025508115674541088 -0.10209079210195762 -0.016687663447876633 -0.038557155079564934 0.23913264731297079 0.010293336576192339 -0.001712000993409742 -0.075875433020323832 -0.051003951283819821 0.12472805462672124 0.031193963938216086 -0.040397775391828511 -0.30771733473415636 -0.059551299095407899 0.054123226830672867 0.254400567584877 -0.063774718101382133 -0.020613581725500232 0.031378227872905388 0.004161041394606514 -0.072243250076490559 0.086576387389368153 0.031105068945211131
leaf_weight=295.1035391241312 20.604322113096714 381.38029396533966 102.99838481470942 162.47061698697507 130.3622595127672 310.40374948456883 24.320566115900874 730.44414566457272 27.253480263054371 1127.3284316584468 39.054506126791239 5.0694218687713137 329.45092283003032 180.2646922301501 325.57479583472013 143.34748364239931 44.300539501011372 19.988376948982481 270.77229439839721 2.4495101589709511 13.799224883317946 188.19578257389367 7.1842969320714465 15.598027681931852 50.597823724150658 87.620870307087898 598.63510650023818 67.477516416460276 15.590354114770888 720.41008377447724
leaf_count=3292 310 8008 1160 6017 2294 13531 311 6828 181 11240 531 75 2676 1481 10525 1447 262 112 2524 28 257 5226 39 391 368 673 4729 638 131 5808
internal_value=0 -0.00485298 0.0419175 0.00138726 0.00417241 0.0559678 -0.0574782 0.00227459 0.00503685 0.000246765 0.0234169 0.0087087 0.0102653 -0.0266841 -0.0408907 -0.00917488 0.00476105 -0.0141717 -0.0100642 0.0345067 0.081099 0.0381955 0.0902085 0.0364849 0.0396227 0.062726 0.0197201 -0.0209226 -0.033485 0.0188768
internal_weight=0 5760.55 677.505 4479.98 4277.59 574.507 202.389 4147.23 3852.13 3121.68 250.304 1967.18 1939.93 1280.56 706.955 573.609 430.261 1154.5 615.814 229.7 324.203 227.25 27.1727 39.9186 182.519 131.921 1324.11 247.742 286.363 1319.05
internal_count=91093 70050 21043 46648 39929 19883 6719 37635 34343 27515 6095 16124 15943 23402 18533 4869 3422 11391 5331 5785 13788 5757 151 702 1303 935 10612 2119 2655 10537
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=31
num_cat=0
split_feature=14 1 6 4 9 12 14 14 23 2 10 8 23 6 23 3 5 7 23 6 14 13 15 17 23 18 18 23 17 22
split_gain=119.407 61.7373 56.0111 57.0471 51.8312 40.7001 37.2453 33.7577 40.915 30.5609 29.615 31.8106 29.3121 26.9927 24.1613 22.4634 21.2814 20.6357 20.4732 22.2562 21.3724 19.4365 19.3662 21.6998 23.5196 21.2847 79.9556 26.1268 24.8496 22.3682
threshold=0.89912682335185756 0.44166666666666671 1.1969577010442198 -0.44805738276298962 0.22007021072660868 2.2008957051091902 0.98561533419563963 0.75278490211671367 3.8200931225412758 0.0014340770299151567 0.24108532623114828 0.28840416499319327 0.57954118255840348 0.0073303740643121239 8.5948005032103598 0.24612115407266591 0.48701387065916019 0.86280774940432925 1.6757226179755305 0.97709181538483758 0.79210389162970607 0.18308575300058585 0.3083333333333334 -10.683430435817849 1.6335497523685374 1.0937500000000002 0.46875000000000006 0.14332968811717703 -6.0705244758874644 0.81895598353639187
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=4 2 3 12 17 -6 10 8 -7 -8 22 -12 -2 -3 -14 -11 -15 -1 20 -20 -9 -21 23 24 -5 26 -24 -28 29 -27
right_child=1 13 -4 6 5 7 9 18 -10 15 11 -13 14 16 -16 -17 -18 -19 19 21 -22 -23 25 -25 -26 28 27 -29 -30 -31
leaf_value=0.013166799334168207 -0.011142178635086385 -0.008947709720259869 -0.072124261247983934 0.1243492461601742 -0.046140071852402764 -0.13074581834314369 0.17568105578161922 -0.21468402106470294 0.055156406145392051 -0.052440798075374009 0.032444363110907926 -0.015720924329918087 0.05750477192712912 -0.074266284605314328 -0.08970233082361645 -0.013733261402470413 -0.027830313960233589 -0.085152060280873743 0.086351215662164832 -0.39295662465144021 0.035129388798444586 0.005933068778854929 -0.0049049368689019109 0.0052183674519341444 -0.0035881113568505016 0.02207777052507574 0.026427720201161509 -0.082627972828563906 -0.0512924266818168 -0.0084738637496611577
leaf_weight=562.65091873519123 99.210485165938735 238.28225270286202 111.85677215829492 33.383285539224744 38.533764919266105 19.413496535271406 7.4234632067382327 3.5848879478871813 30.343180997297168 241.36090950481594 486.88904487900436 190.87713983282447 282.95228063873947 201.8784343637526 11.607083743438123 395.77789639309049 193.09325719624758 22.189295137301087 332.24527711048722 1.2985144983977104 76.636653259396553 20.610121378675103 903.025026910007 540.19622500147671 25.228398883715272 455.33696923777461 24.60016929730773 205.30784108489752 82.181789143010974 505.88962267898023
leaf_count=6565 1195 4500 4704 222 605 282 43 54 1309 3953 6244 1918 5345 7987 164 4234 2241 151 14583 14 1384 440 7829 4609 182 3915 364 1390 710 3957
internal_value=0 -0.00625379 -0.00222641 -0.000485569 0.0298876 0.0527714 -0.00397935 0.0606441 -0.0173768 -0.0260461 0.000139883 0.0188797 0.0358699 -0.0355287 0.0517041 -0.0283964 -0.0515647 0.0094365 0.0695812 0.0799139 0.0239659 -0.0177089 -0.00443689 0.0114888 0.0692808 -0.00881876 -0.0183094 -0.070959 0.00148617 0.00599857
internal_weight=0 5236.36 4603.1 4491.25 1107.51 522.666 4097.48 484.132 49.7567 644.562 3452.92 677.766 393.77 633.254 294.559 637.139 394.972 584.84 434.375 354.154 80.2215 21.9086 2775.15 598.808 58.6117 2176.34 1132.93 229.908 1043.41 961.227
internal_count=91093 65706 50978 46274 25387 18671 39570 18066 1591 8230 31340 8162 6704 14728 5509 8187 10228 6716 16475 15037 1438 454 23178 5013 404 18165 9583 1754 8582 7872
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=31
num_cat=0
split_feature=7 1 24 13 6 23 2 9 10 9 3 22 0 14 13 18 7 17 18 14 6 3 3 17 9 22 15 13 8 10
split_gain=104.152 65.6394 62.9203 52.0899 63.1349 44.9779 39.702 34.8128 32.9267 33.4078 32.1658 29.5899 25.0641 24.7548 23.8691 46.6406 25.2542 23.6792 26.5304 23.1629 23.1186 22.3958 22.1135 34.266 28.9469 27.9362 27.0294 24.246 22.5727 21.0809
threshold=0.66145993147312876 0.10833333333333335 1.1796830849960818 0.28049130874247258 0.35030510147420119 24.627580185644611 0.5172728640005636 0.10194983413111237 0.40849721918046905 -0.22794248724800706 -0.35994820530524224 0.76279953120113186 -0.036933824443361483 0.72663184912019863 0.012434716526418527 2.0312500000000004 0.82183880255385366 -6.8386129920331609 1.0000000180025095e-35 0.99364994515000371 0.011779851891933776 3.1651758722515568 0.99913164535048204 -11.990681492523505 -0.076329788122695655 0.73740956092270293 0.37500000000000006 0.31109949138393439 0.23531211071105965 -0.025901811833247076
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=2 -2 6 4 12 8 -1 11 10 -10 20 -6 -3 14 16 -16 -9 -14 -19 21 29 22 24 -24 27 28 -27 -12 -26 -4
right_child=1 3 5 -5 7 -7 -8 13 9 -11 19 -13 17 -15 15 -17 -18 18 -20 -21 -22 -23 23 -25 25 26 -28 -29 -30 -31
leaf_value=-0.034629787155641377 -0.053500627446473763 0.036914900584508394 0.12353036275111616 -0.083422910346437507 -0.015011132308493703 -0.083651154719656964 0.028877930256321838 -0.053673058368965902 -0.042348343921257359 0.058312404484279504 -0.013253037976999527 0.085816054612753503 0.021978828817319659 0.071489749643333794 0.063228044904300118 -0.94331047948421232 -0.50135422023472775 0.014824233545115868 -0.051767830480093348 -0.040595432189765211 -0.045677416443087641 -0.047984222250810504 0.063662091445142371 0.0091348500076840391 0.037754059384150412 0.027989279191415091 -0.011191408040109943 -0.088612297186452388 -0.035468328550178244 -0.021025396402806908
leaf_weight=982.23575770482421 104.27211677562445 248.6337325759232 16.287046618759632 40.203971426002681 108.58333674073219 64.545951079577208 109.40113339759409 3.2916667107492712 40.870554396882653 170.57504753023386 608.48028387874365 39.765839306637645 211.50578183867037 483.04341861605644 12.514553584158417 0.47794814221561033 2.0416194908320904 103.46698305569589 141.84630010835826 127.4599275123328 244.68556364625692 83.927937446162105 137.80460164882243 704.10645403992385 356.47457982040942 229.27016278915107 758.84075033478439 45.915604192763567 47.739704862236977 26.50685122795403
leaf_count=17634 1036 2381 327 1682 1010 3082 743 37 315 3607 5303 431 2178 18864 529 20 16 1046 1514 1841 3237 666 981 5965 4575 2123 7698 1211 488 553
internal_value=0 0.0230324 -0.00719237 0.0287515 0.0320794 -0.000913152 -0.0282652 0.0545704 0.000570728 0.0388556 -0.00181899 0.0120162 0.0113653 0.0671617 -0.0469192 0.0262011 -0.225049 -0.00254063 -0.023681 0.00114843 -0.033818 0.00293836 0.00441789 0.0180599 -0.0011937 0.00695938 -0.00210036 -0.0185406 0.0291061 0.0339915
internal_weight=0 1499.65 4755.13 1395.38 1355.17 3663.49 1091.64 649.718 3598.95 211.446 3387.5 148.349 705.453 501.369 18.3258 12.9925 5.33329 456.819 245.313 3100.02 287.479 2972.56 2888.63 841.911 2046.72 1392.33 988.111 654.396 404.214 42.7939
internal_count=91093 30744 60349 29708 28026 41972 18377 20907 38890 3922 34968 1441 7119 19466 602 549 53 4738 2560 30851 4117 29010 28344 6946 21398 14884 9821 6514 5063 880
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=31
num_cat=0
split_feature=14 1 13 6 9 7 17 18 6 8 18 18 9 2 6 22 17 10 18 18 5 17 7 7 7 14 5 5 18 12
split_gain=92.1963 50.9584 61.0165 53.2339 39.2765 39.0713 37.7924 43.8101 34.5419 32.0823 30.9878 36.1692 29.1058 28.6746 65.29 35.8443 29.4318 29.8568 28.5846 63.4142 66.5829 39.0076 31.7047 28.8994 27.696 28.5435 27.5291 26.7984 25.519 25.4386
threshold=0.88452195858364935 0.35833333333333334 0.28049130874247258 0.45729580336792691 0.19513776040085959 0.43424610697523403 -5.3771172138917906 2.0312500000000004 0.0036979245806683003 0.50797891381908311 2.3437500000000004 0.46875000000000006 0.013865567443014532 0.11311505027210379 0.011779851891933776 0.86036102841286921 -9.5303684677982954 -0.0075228484932878458 0.78125000000000011 0.46875000000000006 2.6881898144040153 -5.4612749666864646 0.54275639644230944 0.51434349175707006 0.78064587991853551 0.77210657749413303 0.55644316057019483 0.55644316057019483 3.2812500000000004 1.4660124892173518
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 2 3 8 10 12 7 27 -2 -6 11 -5 -4 14 -3 16 17 28 19 23 -21 22 -20 -10 -9 -26 -19 -1 -15 -25
right_child=1 13 5 4 9 -7 -8 24 18 -11 -12 -13 -14 15 -16 -17 -18 26 21 20 -22 -23 -24 29 25 -27 -28 -29 -30 -31
leaf_value=-0.045728502966492598 0.15480785611376857 -0.0062931018934652173 -0.024989758018526587 0.024965101785162758 0.077904639045269342 -0.085409843819435297 -0.015026323497969438 0.0034251352721305487 -0.019536160412648763 -0.040969718734259676 0.066587906858447066 -0.062839812381903268 0.13603707656118286 0.040779237378038839 -0.066241628416108367 -0.046883305062760894 -0.020094366862757215 0.33263795306659449 0.0016204974286620944 -0.084360395019558471 0.16907366597685944 -0.044599788102563945 0.033189415548723622 -0.050561314387523676 -0.85665437176026726 -0.11890090999179979 -0.0094435277665772671 0.063055283217747934 0.15362269240424187 0.012107194028989899
leaf_weight=23.83158353716135 14.254077456891535 383.64887215383351 55.451250539161265 110.34706846810877 205.67762739304453 128.84820009488612 140.37758886720985 165.83449001424015 667.9609281681478 25.520316362380981 67.084129333496094 81.610291471704841 14.073895342648028 123.71080038510263 345.08240407705307 166.79213728196919 237.72640878055245 2.3900717236101618 795.06922858580947 158.61687792278826 11.091392476111649 123.08178615197539 530.33023150078952 69.854421734809875 0.7282331390306348 1.8738610353320835 149.73030662350357 454.99490777682513 23.914690807461739 890.46400565654039
leaf_count=141 197 8366 1364 838 6330 5092 2418 2731 6349 134 599 743 173 945 11467 1652 1933 18 5806 1327 61 1088 5995 854 29 76 1222 15167 177 7801
internal_value=0 -0.00462144 0.00123971 0.00409817 0.034822 -0.0528097 0.0320096 0.0422107 -0.000521063 0.0647829 0.00808149 -0.012365 0.00760672 -0.0207748 -0.034681 -0.0063854 0.00618219 0.0270219 -0.00120306 -0.00962522 -0.067797 0.0092513 0.0142521 -0.00356223 -0.00165429 -0.325372 -0.00406884 0.057641 0.0590594 0.00754863
internal_weight=0 5382.33 3949.34 3750.96 490.239 198.373 787.641 647.263 3260.72 231.198 259.041 191.957 69.5251 1433 728.731 704.264 537.472 299.746 3246.47 1797.99 169.708 1448.48 1325.4 1628.28 168.437 2.60209 152.12 478.826 147.625 960.318
internal_count=91093 70531 44751 38122 8644 6629 20562 18144 29478 6464 2180 1581 1537 25780 19833 5947 4295 2362 29281 16392 1388 12889 11801 15004 2836 105 1240 15308 1122 8655
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=31
num_cat=0
split_feature=10 17 1 6 14 9 8 23 14 6 2 7 8 18 7 1 9 9 17 4 23 8 21 7 2 3 9 15 8 19
split_gain=80.5888 49.5107 47.3734 37.8119 35.5032 35.4747 28.4275 26.4373 25.1137 23.5442 28.2917 23.462 35.1977 30.6513 28.8136 29.9682 23.9631 19.5702 19.3072 26.7947 33.7419 28.648 23.0704 21.2544 21.2417 18.0458 17.9374 17.3632 19.9366 17.9941
threshold=0.40135677321626212 -5.0095910259995842 0.45833333333333343 1.4609130847706902 0.88452195858364935 -0.28573306035084162 0.40403531631951456 25.92075969563847 0.9884267343682489 0.0068514120914616458 0.61298733069823952 0.82770092609603518 -0.51510399181592792 2.0312500000000004 0.40130547045026338 0.17500000000000002 0.40391434134278997 0.56513201913292932 -9.9579116314343565 0.17274551522392059 8.9536604264417132 -0.31547570334739922 -3.117652970965715 0.3771437963336538 0.20968885979285315 -0.33242302864112888 -0.079725830798316258 0.29166666666666669 -0.27525910493558081 0.48019603988121479
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=2 5 3 4 11 -2 7 -7 17 -4 -11 13 -13 25 -15 -16 -14 18 22 20 21 -20 -6 26 -23 -1 -22 28 -21 -29
right_child=1 -3 9 -5 8 6 -8 -9 -10 10 -12 12 16 14 15 -17 -18 -19 19 27 23 24 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.053506920121687146 -0.031199872720636956 -0.030820123162922864 -0.0074020478409846258 -0.086665625991633188 0.028794083175915686 0.063507673243401119 -0.021883689862597588 -0.085771651699380558 -0.023924506038857801 -0.058317528583785284 0.11309359675180782 -0.43481046835763426 -0.063456250397710162 0.064002657063336674 -0.38758253867269904 -0.02585738067280657 0.073690329657208745 0.060290061843077274 0.062812471975971743 -0.051208198726622578 -0.044374612618706184 -0.0097784293662854412 -0.001711543690098236 -0.081558513368583122 0.026626125662120949 0.054872472967993892 0.40422532093225849 -0.021124475585524986 0.011708733385863382 0.016933205105874045
leaf_weight=16.18519079964608 56.509143426083028 104.42563750874251 197.58422086760402 51.111795032396913 411.16377451084554 458.71509930770844 47.037723884917796 12.178585229441522 514.31173010729253 275.11310496740043 9.9782272502779943 2.1160157648846498 39.90180336125195 42.107142861932516 2.3427827693521968 102.35177522432059 18.715844568796456 52.422802325338125 108.31005960423499 57.057413179427385 1.8599913585931065 343.14944151043892 624.38158185221255 52.172859391197562 300.75970369111747 302.5175182139501 1.7115259952843178 1309.4813725743443 429.28186166100204 137.25792969018221
leaf_count=208 425 1480 3835 2846 3957 16731 455 544 7435 8431 45 44 459 397 39 1638 706 1330 2077 956 31 3213 5788 1421 2993 6817 13 11464 3911 1404
internal_value=0 0.0325197 -0.00403514 -0.00110255 -0.000204466 0.044034 0.0522424 0.0596469 -0.0031766 -0.0339316 -0.0523181 0.0243262 -0.0341311 0.031953 -0.00585553 -0.0339518 -0.0196671 -0.000389751 -0.00123205 -0.00562682 0.00966627 0.0152294 0.0104007 -0.0654027 0.00722556 0.0493685 0.170601 -0.0120188 0.00432731 -0.0175138
internal_weight=0 678.866 5403.35 4920.67 4869.56 574.441 517.931 470.894 4343.32 482.676 285.091 526.238 60.7337 465.504 146.802 104.695 58.6176 3829.01 3776.59 2741.04 807.964 752.219 1035.55 55.7444 643.909 318.703 3.57152 1933.08 486.339 1446.74
internal_count=91093 19635 71458 59147 56301 18155 17730 17275 45993 12311 8476 10308 1209 9099 2074 1677 1165 38558 37228 27483 9748 8283 9745 1465 6206 7025 44 17735 4867 12868
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=31
num_cat=0
split_feature=9 8 24 23 10 17 14 6 9 3 5 3 4 8 23 6 6 6 23 7 18 8 22 10 7 6 7 7 1 15
split_gain=68.9887 46.9265 45.5548 50.4849 39.6414 33.2348 32.3444 29.8665 47.448 36.038 40.3933 33.2279 37.7008 34.9097 29.944 31.1093 23.9989 23.8351 22.0188 53.0242 36.8108 29.9835 27.2578 22.1561 23.8999 21.7191 21.5264 21.292 25.3117 21.0073
threshold=0.56513201913292932 0.57280773672145879 1.0124848268705935 24.627580185644611 0.54563004541756654 -3.7384823700151446 0.74697277467119072 0.41339865874285803 -0.35815527293598032 0.12174435977080664 1.5104009910500586 0.9330850415466071 0.44605867310320729 -0.051015881277324496 0.023792242744221596 0.079890401988149118 0.86948462807492655 0.30034428572828842 6.6105441950366108 0.43868687338874096 0.46875000000000006 0.011953317066496468 0.85884593281115429 -0.29332591250644563 0.39166536047009465 0.4532160064091621 0.34196640004474582 0.3771437963336538 0.20833333333333337 0.3083333333333334
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=2 6 29 4 5 7 -2 9 -9 -4 11 12 14 -13 -11 27 -6 -14 21 -20 -21 22 -10 24 -23 -8 -12 -16 -29 -1
right_child=1 -3 3 -5 16 -7 25 8 18 10 26 13 17 -15 15 -17 -18 -19 19 20 -22 23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0013287687151288044 -0.040976229210699766 -0.038852311749793852 -0.017278346106058197 -0.074322677605773962 0.069667767765561758 -0.064371526457271414 0.032425754260373002 -0.054327916544842092 0.068293132866562675 -0.048060936434381682 -0.00028420350369161849 0.048707391107192202 -0.019761379164252971 0.0033292663744179129 -0.046584926495158108 0.019088084809350529 -0.076820298532521869 0.050461812986727098 0.068708745731911089 0.027854483258795637 -0.059104999865728793 0.010093995836987706 -0.028622114622571495 0.017647157803318759 -0.24107570912579421 0.090604922472193872 -0.043030470505514368 -0.097782670145352774 0.19906435085290575 -0.035175313095191278
leaf_weight=218.39917955175042 29.689456202089787 59.624408513307571 1094.0911553623155 87.524444499984384 120.84775532595813 77.010075816884637 102.3455143366009 81.039906004443765 275.38871060404927 63.268236249685287 230.52626305259764 377.92254905961454 664.83835839852691 307.45373239740729 6.1419533789157894 631.25581056438386 12.324287647381423 52.123865498229861 88.531217918731272 81.510099530220032 120.85541100054979 8.0445218496024591 32.439113068394363 175.31008904334158 7.1606757789850226 172.00848894380033 240.93686297722161 3.2979371361434486 22.265736807137728 566.74038931727409
leaf_count=2752 972 748 14519 4582 2983 892 3704 1088 5768 1792 1553 2924 6481 2830 126 6583 136 570 860 1384 2316 60 282 1526 39 10621 1655 22 162 11163
internal_value=0 0.0422648 -0.00267061 0.000938574 0.00231821 0.000774778 0.0581722 0.00187392 0.0185397 -0.00205229 0.00435482 0.0102209 0.00161073 0.0283512 0.01767 0.0239428 0.0561112 -0.0146561 0.0260218 0.00416 -0.0240789 0.0387832 0.0580801 0.00760391 -0.108191 0.0689017 -0.0221293 0.1206 0.160768 -0.0250211
internal_weight=0 363.668 5647.25 4862.11 4774.58 4641.41 304.043 4564.4 870.28 3694.12 2600.03 2128.57 1443.19 685.376 726.23 662.961 133.172 716.962 789.24 290.897 202.366 498.343 307.828 190.515 15.2052 274.354 471.463 31.7056 25.5637 785.14
internal_count=91093 16045 75048 61133 56551 53432 15297 52540 13323 39217 24698 21490 15736 5754 8685 6893 3119 7051 12235 4560 3700 7675 6050 1625 99 14325 3208 310 184 13915
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=31
num_cat=0
split_feature=7 17 24 18 23 13 23 10 3 6 6 6 12 1 19 3 9 7 18 8 20 22 9 7 23 2 12 20 14 8
split_gain=63.3017 47.8549 45.9441 35.9289 31.8674 36.7067 29.6396 28.3619 30.371 34.0449 37.208 27.7512 27.0003 26.3053 22.6567 22.1036 21.6164 21.4294 22.6613 20.3426 26.6391 22.8924 41.1341 21.825 28.4574 20.9279 20.3081 20.2674 19.9066 18.652
threshold=0.69663293927483039 -5.3310912587539887 0.7810666468916998 0.46875000000000006 1.0864103829602045 0.29173914022740632 24.627580185644611 0.40849721918046905 -0.11552331350981836 0.46875111001551406 0.011779851891933776 0.77853017216488007 1.3824293250332835 0.50833333333333341 0.19461259908535794 1.0129846108158531 0.10510739502911788 0.33117394424880836 1.7187500000000002 0.27554765361286188 0.5534420927824214 0.7406997142869941 -0.24288851132077605 0.34196640004474582 5.671470998365467 0.12053104032610516 4.1548079472778507 0.40631694137372526 0.8209178553260339 0.41763723326289898
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=2 4 -1 12 15 16 7 8 9 10 26 -5 -3 19 -8 28 -6 -12 -19 21 -21 22 23 -10 -25 -24 -4 -9 -2 -18
right_child=1 3 6 11 5 -7 14 27 13 -11 17 -13 -14 -15 -16 -17 29 18 -20 20 -22 -23 25 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.040212983225505573 -0.17075104749868547 -0.055444186797906053 0.078807844514747441 -0.059555248267623678 0.022519771570083134 -0.093212463619837982 0.11555844249208201 0.073888188407487898 0.037281859423379395 0.065040223616265033 -0.069938091422013848 -0.49942111501839526 0.026214808640505457 -0.047253320449848812 -0.087645221194843498 0.096342011534013589 0.06986233070380149 -0.03848497519594634 0.020776535921643968 0.0058422598692636739 -0.059573018335518639 -0.0010996179142992468 -0.01186838278997043 -0.0057337795640287339 -0.10116954807897641 0.0345030922015978 -0.0085727284061058728 0.012694552639823529 -0.0091784669094840399 -0.018428493297697718
leaf_weight=340.76814682874829 8.1153590548783523 51.149215390905738 42.749791836366057 80.010764250531793 183.28331234585494 18.239516828209162 6.0445407815277568 77.292039198800921 39.7631133235991 42.085671263746917 155.63486361317337 1.4604850541800249 194.3231730395928 110.89287037961185 59.483509016223252 18.98276636749506 367.21542071644217 306.90235923882574 81.705257648602128 131.05144436471164 118.58381215855479 2211.0585548086092 114.62988379783928 71.182130225002766 55.687817815691233 644.6925189755857 70.394058912992477 180.56001128908247 126.29701797571033 25.595055360347033
leaf_count=7234 51 680 904 1380 1767 1018 144 1148 432 505 3894 31 2223 2876 3544 117 17325 3139 777 1496 1277 20372 1791 489 1256 7897 1603 4583 997 143
internal_value=0 0.022014 -0.00480483 -0.00989846 0.0359678 0.0464557 -0.0021356 -0.00115353 -0.00313125 -0.0221532 -0.0277353 -0.0674405 0.00919948 0.000672949 -0.068901 -0.00466821 0.0508777 -0.0385828 -0.0260252 0.00224225 -0.0252318 0.00442857 0.0176291 -0.0273632 -0.047624 0.0275027 0.0244428 0.0310376 -0.0189337 0.0641094
internal_weight=0 1074.67 4861.16 326.944 747.728 594.333 4520.39 4454.87 4197.01 699.472 657.386 81.4712 245.472 3497.54 65.528 153.395 576.094 544.242 388.608 3386.65 249.635 3137.01 925.955 166.633 126.87 759.322 113.144 257.852 134.412 392.81
internal_count=91093 25732 65361 4314 21418 20253 58127 54439 48708 10822 10317 1411 2903 37886 3688 1165 19235 7810 3916 35010 2773 32237 11865 2177 1745 9688 2507 5731 1048 17468
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=31
num_cat=0
split_feature=14 16 4 23 6 17 18 6 14 23 2 2 23 17 24 5 1 15 4 17 12 12 5 7 7 13 8 5 0 20
split_gain=54.4122 33.3483 34.9501 28.2503 25.529 25.426 32.407 24.3744 28.1216 23.3153 22.64 22.5171 20.7118 28.4753 20.1849 19.2668 17.5091 21.4731 17.2947 17.2348 28.2939 27.7055 30.9833 26.5558 21.8878 36.8863 20.5516 19.6535 21.2948 18.2619
threshold=0.88452195858364935 0.50240044963073227 -0.44805738276298962 10.366238479461376 1.2859585705869299 -4.7674401713534733 2.0312500000000004 0.0016841892517210665 0.9884267343682489 0.80714697030366678 1.1499785891360184 0.0023306304564552323 2.0822714855471784 -6.8163951087203083 4.2716014433558067 0.55644316057019483 0.20833333333333337 0.32500000000000001 6.7583406635822847 -7.4461973851065011 0.4244285437339777 3.4971357046377509 1.49987030617119 0.75366357980296383 0.42535978533552704 0.085970640160886236 0.077129968203444949 4.4241189541317478 -0.10993048582897715 0.75466901880323156
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=5 2 3 9 7 6 15 18 14 11 -7 -2 13 -8 19 -1 -14 -18 -4 20 -9 22 26 -23 25 -24 -22 28 -21 -29
right_child=1 -3 4 -5 -6 10 12 8 -10 -11 -12 -13 16 -15 -16 -17 17 -19 -20 27 21 23 24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.040064671599761056 0.32958256896248711 -0.0472419356992827 0.047714562751232738 -0.071409972106037251 -0.071638482013509183 -0.040359421455881707 -0.015461753117495617 -0.090692105603832535 -0.025011848219564804 0.050551578433668858 0.28358139880847033 -0.007530739294995344 -0.08563230077529832 -0.21393943534015014 -0.045710935591100336 0.050719616450919394 -0.023053050920531618 0.061706673009913206 0.24585524283665633 0.014425635736160226 0.052667686451830689 -0.0025612577430515677 -0.026836992444975297 0.092021229924256917 -0.042016609222597617 0.059673284093552485 0.00017485692507768235 0.040814829333013364 -0.017880461712991812 0.32682298599062998
leaf_weight=24.678207896649837 2.0136415287852278 168.92192287929356 40.016522452235222 27.741057008970529 56.045814193785191 69.910573355853558 24.722599541768432 30.668912759050727 579.87231069430709 254.00940046925098 2.2261708658188573 123.54859001934528 16.014955523423851 10.215158214792607 100.19033127650619 443.33102266583592 52.104092667810619 70.104141526855528 4.9501235783100119 253.48710614908487 315.63314445596188 1684.552880236879 98.13175811432302 30.217588093131781 94.052219143137336 99.018893387168646 97.661202793940902 42.253696464002132 1045.8697587158531 2.3570256968960157
leaf_count=147 29 4264 236 1177 3465 822 183 336 10576 6646 28 1458 475 84 836 16581 952 1290 26 2374 2818 19523 632 634 1385 831 1127 403 11730 25
internal_value=0 -0.00354472 -0.00206319 0.0260066 -0.00456227 0.0259247 0.0322574 -0.00373036 -0.00446664 0.0331264 -0.0303625 -0.00212445 -0.00470281 -0.073493 -0.00140724 0.0459325 0.0126848 0.0255689 0.0695267 -0.000237261 0.00475476 0.00596474 0.0226604 -0.000894531 -0.00232324 0.0166128 0.0402637 -0.00933729 -0.011578 0.0559262
internal_weight=0 5151.21 4982.29 407.313 4574.98 713.307 641.17 4518.93 4473.97 379.572 72.1367 125.562 173.161 34.9378 3894.09 468.009 138.223 122.208 44.9666 3793.9 2449.94 2419.27 704.497 1714.77 291.203 197.151 413.294 1343.97 1299.36 44.6107
internal_count=91093 70531 66267 9310 56957 20562 19712 53492 53230 8133 850 1487 2984 267 42654 16728 2717 2242 262 41818 27286 26950 6793 20157 2848 1463 3945 14532 14104 428
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=31
num_cat=0
split_feature=9 13 1 13 8 7 17 10 2 24 21 8 18 18 19 2 10 10 7 10 8 17 23 6 7 22 14 9 6 5
split_gain=48.3244 39.3353 33.6729 51.4488 35.2449 33.7453 29.4964 33.9806 27.6517 25.6755 25.7076 23.6128 19.8908 52.438 43.3056 30.9758 22.215 20.3055 19.986 21.8689 23.4097 18.8385 18.4335 34.6494 30.1282 21.6339 18.3566 24.429 18.1736 24.6157
threshold=0.59821307555384329 0.0038083198070159824 0.34166666666666673 0.34318910869559277 0.054558308318136253 0.6034484718465466 -3.7384823700151446 0.55356663990877408 0.0051779127201034636 1.1998447922552029 -4.3073746751713697 0.7576470761261036 1.0937500000000002 1.0000000180025095e-35 0.29265710719359628 0.53950802668129771 0.15460197548069657 -0.11815247728324614 0.51021972170467877 -0.35917524539715906 -0.04186289677268918 -8.3582550449217745 6.6105441950366108 0.41339865874285803 0.46384258814528229 0.67259992540703128 0.79210389162970607 0.32005855908594177 0.010777487600089319 1.3657098805573751
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=2 8 3 6 -5 -6 7 12 -2 28 -11 -3 13 18 15 17 -16 -15 21 20 26 -1 23 25 -24 -14 27 -20 -4 -30
right_child=1 11 9 4 5 -7 -8 -9 -10 10 -12 -13 22 14 16 -17 -18 -19 19 -21 -22 -23 24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.017206889107798936 0.3941917801780806 0.069102916735182762 -0.0084721201744664635 -0.079662493282240968 0.13650236686097225 -0.074440594282107128 -0.041790417802954595 0.061577856928932917 -0.029019975008302442 0.027683782665737379 -0.012118793852250244 -0.11836576990404818 0.05321274036722521 -0.068550618004909719 -0.084424344523219702 0.10193004428002615 -0.027440774410443115 -0.0023203537852388564 -0.064198909079182562 0.024772386512396841 -0.15194882156873429 -0.022897888068982464 0.038329647206078982 0.057879215554835342 -0.05009852448260288 0.00672484208733444 0.034295455705129874 -0.63746427795158744 -0.061637493687592332 -0.0069939320225044527
leaf_weight=211.07422776706517 1.5757145546376694 200.98101078718901 235.5727992542088 117.42952511413023 16.721783205866817 13.877533378079532 128.1131787057966 110.72609281819314 76.361394573003054 201.06597840320319 841.00531129445881 6.951150979846715 111.56214214581996 52.272387479431927 126.10558102745563 26.18947887327522 149.54429430700839 404.5723310764879 3.5341256074607399 767.00980890356004 14.41970434039831 263.15033693145961 61.400627758353949 189.12010564655066 103.43643277511001 974.72770236898214 26.310822199098766 0.94135096669197071 253.90640839096159 122.07472075149417
leaf_count=1567 25 12511 5539 5665 248 818 1470 3187 2033 2427 11969 48 2041 445 1051 261 1402 3471 75 8332 113 2536 430 4438 1576 7954 487 30 8023 921
internal_value=0 0.0401258 -0.00203923 0.00306203 -0.0547543 0.0408346 0.0053601 0.00703987 -0.0204636 -0.0139847 -0.00443895 0.0628359 0.00530726 -0.00103232 -0.0218834 -0.00383526 -0.0535099 -0.00989845 0.0112647 0.0207888 -0.0468009 -0.00504752 0.0143093 0.0183765 -0.0171597 0.0114992 0.00244839 -0.184777 -0.0302504 -0.0438957
internal_weight=0 285.869 5525.86 3872.24 148.029 30.5993 3724.21 3596.1 77.9371 1653.63 1042.07 207.932 3485.37 2045.12 758.684 483.034 275.65 456.845 1286.44 812.216 45.206 474.225 1440.25 1275.41 164.837 1086.29 30.7863 4.47548 611.554 375.981
internal_count=91093 14617 76476 47597 6731 1066 40866 39396 2058 28879 14396 12559 36209 19770 6630 4177 2453 3916 13140 9037 705 4103 16439 14433 2006 9995 592 105 14483 8944
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=31
num_cat=0
split_feature=7 6 24 1 23 6 9 3 5 12 8 9 16 19 14 2 5 8 21 14 7 12 8 17 0 1 7 23 6 7
split_gain=42.765 41.7862 36.6783 29.6638 24.9032 23.7546 29.9829 29.8149 26.5631 34.7282 25.5702 31.2611 24.5499 22.2326 22.1682 22.0222 21.9193 43.2546 38.9808 20.7068 20.5951 20.3511 20.2638 20.1712 20.0439 19.9479 19.8609 19.3007 18.8784 28.6275
threshold=0.71985750145793337 0.20894104719523868 0.7810666468916998 0.14166666666666669 24.627580185644611 0.4532160064091621 -0.29567384526001428 0.12174435977080664 0.98795272574233539 3.2959104526626746 0.27554765361286188 -0.0059889838097314857 0.16026194779432143 0.48019603988121479 0.76101440916986995 0.197641459206576 2.2153151203455375 -0.44663807350513746 -7.2636900845806442 0.97110847177626414 0.41149648875618522 2.7069240055750323 -0.24501334583341755 -7.5962039918767159 -0.53113901106814898 0.17500000000000002 0.4991585489023535 3.8200931225412758 0.012304942750591043 0.44714584698265425
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=2 -2 -1 -3 5 7 22 28 9 20 11 -10 13 -13 27 -11 -16 18 -18 -14 -9 -21 -7 -22 -8 -26 -24 -5 -4 -30
right_child=1 3 4 14 -6 6 24 8 10 15 -12 12 19 -15 16 -17 17 -19 -20 21 23 -23 26 -25 25 -27 -28 -29 29 -31
leaf_value=-0.035907842572332101 -0.018100182051075751 -0.012361599050765868 0.013197563212013642 -0.096975316187528485 -0.064811653227045032 -0.098701471310774391 0.21228387386693229 0.0092535300933813402 -0.022537741632309569 -0.0016357458189043218 -0.067640308788618889 -0.014002404358392527 0.0076208136178348906 0.074035426544137473 0.057703184473889696 0.053943870021832686 0.11635398858424043 0.0034075713781880328 -1.010479549374766 0.16072161603123236 0.086888142414857525 0.046039713155881096 0.026530111760151312 0.026386322393665451 -0.07655485448845753 0.027430166992325724 -0.085821696350303345 0.034412176205346784 -0.043098548835314658 -0.0079271279638284398
leaf_weight=326.87047446891665 207.49481300078332 114.97260695602745 173.37310061976314 19.839345464482903 60.790987039916217 31.552508403547108 5.7084235632792106 148.97425250895321 547.09563060291111 985.13112878706306 68.678720153868198 346.2713419040665 151.06457553803921 31.275678664445877 422.06910023279488 76.851602979004383 0.49636052642017603 50.379055912606418 0.80468758288770803 18.094479434192181 112.988655641675 106.83973729796708 57.921598880551755 107.56706700380892 19.083439040929079 554.30615135841072 21.601975320838392 25.617532859556377 398.72428147308528 551.53407504875213
leaf_count=7293 2002 1176 3944 342 3917 984 119 2047 3756 11893 504 3464 1898 631 15513 1067 24 1576 25 128 859 787 505 1119 220 10241 178 1494 7934 5453
internal_value=0 0.0208534 -0.00354602 0.0335984 -0.00123408 -0.000377991 0.0166973 -0.00345945 0.00223556 0.0115741 -0.00829625 -0.00490167 0.00986183 -0.00670942 0.0437758 0.00238634 0.0501764 -0.0112944 -0.580583 0.0325301 0.0379785 0.0626493 -0.0308935 0.0573808 0.0258257 0.0239694 -0.0039894 -0.022931 -0.0171483 -0.0226849
internal_weight=0 841.674 4902.3 634.179 4575.43 4514.64 690.174 3824.46 2700.83 1431.51 1269.32 1200.64 653.546 377.547 519.206 1061.98 473.749 51.6801 1.30105 275.999 369.53 124.934 111.076 220.556 579.098 573.39 79.5236 45.4569 1123.63 950.258
internal_count=91093 22152 68941 20150 61648 57731 12247 45484 28153 16985 11168 10664 6908 4095 18974 12960 17138 1625 49 2813 4025 915 1667 1978 10580 10461 683 1836 17331 13387
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=31
num_cat=0
split_feature=9 6 16 6 10 6 14 6 14 8 3 23 9 4 6 17 6 10 18 3 14 4 7 3 15 17 21 19 7 5
split_gain=38.3101 35.4478 28.3933 28.1063 23.6809 24.6573 24.3868 20.9654 19.3243 18.9245 18.0869 25.3717 24.2347 26.7171 24.2328 22.9518 29.1974 26.0869 21.5541 19.8617 19.2642 20.4757 21.0432 18.9644 18.1294 22.6112 26.8708 20.4667 18.735 17.6203
threshold=0.59821307555384329 0.4532160064091621 0.50240044963073227 1.4609130847706902 0.59903546877306935 0.0016841892517210665 0.9884267343682489 0.75997832511693397 0.78309304657708789 0.7576470761261036 -0.50228247361725531 0.023792242744221596 -0.13072513468866978 0.13768050324421879 0.010245914809976385 -6.8163951087203083 0.070088583802716639 0.11763164405744582 3.2812500000000004 1.1576375430249195 0.78688602262333018 -0.67881513837836949 0.73309857990541027 0.17754672594411361 0.29166666666666669 -8.4948483876637706 -3.2446514901414392 0.48019603988121479 0.051341863285809732 0.87125367830049716
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=2 8 3 4 5 -1 10 -6 -2 -3 -7 14 15 20 -12 16 23 18 -18 -17 21 22 -14 -13 29 26 -26 -27 -28 -15
right_child=1 9 -4 -5 7 6 -8 -9 -10 -11 11 12 13 24 -16 19 17 -19 -20 -21 -22 -23 -24 -25 25 27 28 -29 -30 -31
leaf_value=0.071368389711369593 -0.10260023590751344 0.076546399784600955 -0.04327664238232614 -0.081448706093482232 0.069204070615721744 -0.021781543849233455 -0.020748244532190301 -0.074873452305949981 0.012734583547518434 -0.11276822334550014 0.0036573687787742819 -0.072450921549700509 -0.45464724616250324 0.060792192925082603 -0.054129301981285231 -0.052401038813627378 -0.026216423340550882 0.023394460170945847 0.064624133014241664 0.011476665942923368 0.026240955101673475 0.011214655633628974 -0.098736226140015357 0.13810117421048482 0.030098561568754068 -0.021108428109728791 -0.060327693362119454 0.026137837610534162 0.0012180532986399669 0.010947154698022826
leaf_weight=46.951957061886787 16.902926100417972 143.05314795300364 160.12836830876768 42.579878347925842 79.05546245444566 322.18379678670317 579.23525151051581 11.579063617624341 103.36161167547107 5.4826361536979666 142.7986035887152 5.2418054137378958 2.0701460894197252 90.38137674331665 147.55335891153663 182.38112692255527 362.57610995881259 219.75559369288385 28.147630913183093 66.397533915005624 869.47685469361022 15.80656151473522 8.4100142931565625 23.260318136774004 363.68975948356092 647.7317924182862 54.685714981518686 106.80714381486177 517.61942879576236 329.36129407212138
leaf_count=265 231 10764 4260 3190 2441 4643 10887 233 3585 37 3389 97 33 672 5501 1500 3704 1631 185 516 13892 504 268 206 3153 6178 565 1226 3766 3571
internal_value=0 0.0368822 -0.00179373 -0.000532259 0.000127383 -0.000767392 -0.00143338 0.0507974 -0.00347548 0.0695586 0.00104932 0.00280732 0.00493372 0.00922101 -0.0257091 -0.00958345 0.000449363 -0.00416946 -0.0196723 -0.0353525 0.0236911 -0.0606502 -0.169039 0.0993787 0.0030788 -0.00153971 0.00884403 -0.0144206 -0.00466285 0.0216801
internal_weight=0 268.8 5425.87 5265.74 5223.16 5132.52 5085.57 90.6345 120.265 148.536 4506.34 4184.15 3893.8 3006.04 290.352 887.76 638.981 610.479 390.724 248.779 895.764 26.2867 10.4802 28.5021 2110.28 1690.53 935.995 754.539 572.305 419.743
internal_count=91093 14617 76476 72216 69026 66352 66087 2674 3816 10801 55200 50557 41667 33828 8890 7839 5823 5520 3889 2016 14697 805 301 303 19131 14888 7484 7404 4331 4243
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=31
num_cat=0
split_feature=14 16 23 6 7 18 18 24 10 17 15 18 6 23 15 10 17 19 17 8 6 7 24 3 12 6 6 21 15 11
split_gain=34.5933 21.2389 22.5152 33.8592 33.6053 29.9295 30.5203 23.995 37.8766 31.2244 27.1204 23.9071 22.5341 22.0351 21.8368 21.4304 20.8959 31.4321 20.5817 21.0423 26.2484 38.0851 20.4654 19.2306 19.2231 18.943 29.5975 25.0919 18.6856 18.434
threshold=0.88452195858364935 0.50240044963073227 8.5948005032103598 0.45729580336792691 0.43424610697523403 1.7187500000000002 0.46875000000000006 1.7062938451073566 0.26496435912458122 -10.801013877503435 0.3083333333333334 0.46875000000000006 0.0016841892517210665 0.00021750706044125449 0.74166666666666681 -0.037385031040462043 -6.3445101973267866 0.34563195629762672 -5.4612749666864646 -0.31977577270606666 0.091340114488570767 0.33672753732300292 4.1255397839249879 0.65675791222530921 3.2959104526626746 0.86948462807492655 0.39769450054110844 -4.7548176808528542 0.70833333333333337 0.078181567946288597
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=16 2 3 7 23 6 -5 9 13 14 -11 -6 -12 -9 15 -2 25 -18 19 -15 21 -21 24 -4 -22 26 -1 -27 -14 -26
right_child=1 -3 4 5 11 -7 -8 8 -10 10 12 -13 28 18 -16 -17 17 -19 -20 20 22 -23 -24 -25 29 27 -28 -29 -30 -31
leaf_value=0.018427126483924333 0.039434023463551182 -0.039404903353456755 0.15289618204582361 0.021829055992419522 -0.012789213306157916 0.059693516886119527 -0.065198046000265436 0.13301163831452126 0.036247246160097925 0.0042826681919221577 0.0993543673799855 -0.081724627701739341 -0.033054657712051849 0.032644455633493684 0.41782116896617211 -0.0059508060870380897 -0.052880442254489818 0.022023987383469206 -0.044700220027351432 -0.027988249048793951 0.016265485223710956 0.051322005967855439 -0.070591284129310386 0.005292406754308668 -0.019941619934088911 -0.050169609682126852 0.079708926386204568 0.079014146337582108 0.00025861845449906047 0.021459116427795463
leaf_weight=169.59511770028621 170.74531105905771 153.77616991661489 9.8126357458531839 220.27558663021773 90.255880064330995 167.88800820801407 49.320485435426235 12.188951045274733 322.93834290653467 426.76560360938311 14.318534225225447 113.66560025885701 910.90070957224816 184.63328814320266 1.3285129265859712 266.32344458810985 78.883230112493038 193.30558905936778 105.65909245703369 90.852648627944291 276.30590073298663 181.51753138750792 52.464198917150497 87.84985080640763 748.58847004454583 48.82832870259881 147.23133433330804 21.72528920834884 206.5527112474665 125.59151852596551
leaf_count=3181 2977 4264 83 3097 2531 4747 471 169 4956 4956 77 3850 12521 2363 29 4961 1693 6403 1181 2205 1840 1933 355 1684 5333 1126 7803 356 2919 1029
internal_value=0 -0.00281807 -0.00165486 0.000104565 -0.0281127 0.0265487 0.00590813 -0.00271872 0.00474212 -0.0105674 -0.0171993 -0.0512137 -0.0252997 -0.000980802 0.0130097 0.0117792 0.02155 0.000315883 -0.00190582 0.00081812 -0.00316488 0.024867 -0.00951182 0.0201229 -0.00672649 0.0364699 0.0469052 -0.0103906 -0.026897 -0.0139937
internal_weight=0 4990.52 4836.74 4535.16 301.584 437.484 269.596 4097.67 2100.74 1996.93 1558.54 203.921 1131.77 1777.8 438.397 437.069 659.569 272.189 1765.61 1659.95 1475.32 272.37 1202.95 97.6625 1150.49 387.38 316.826 70.5536 1117.45 874.18
internal_count=91093 70531 66267 58119 8148 8315 3568 49804 21364 28440 20473 6381 15517 16408 7967 7938 20562 8096 16239 15058 12695 4138 8557 1767 8202 12466 10984 1482 15440 6362
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=31
num_cat=0
split_feature=7 1 8 13 20 13 22 2 8 3 9 23 5 23 10 16 5 9 7 14 9 15 12 17 9 11 6 17 1 8
split_gain=31.5252 32.9366 27.5985 32.3662 27.2642 24.8707 29.4207 31.2257 28.9689 27.6142 27.6121 24.6369 23.7634 22.9264 21.6257 21.1426 32.7046 29.3971 19.9396 19.51 21.0961 19.3955 18.6863 18.0053 22.3501 18.6669 17.4465 16.7657 16.5613 16.5555
threshold=0.71985750145793337 0.10833333333333335 0.25183236915843699 0.28049130874247258 0.56497729595831181 0.38184337365948579 0.72554942549498669 0.12053104032610516 0.020540752709660829 0.87051656941527733 -0.23534329652889072 12.893176566246826 0.98795272574233539 1.1207241292652534 0.51704174278094162 0.11902021816352805 2.8855342463209244 -0.059969171649200653 0.38202544748581985 0.74697277467119072 0.095701117013691536 0.39166666666666677 2.8393737258269036 -6.592391168686043 -0.42442105961351634 -0.2913791593821638 1.3993303908443304 -10.801013877503435 0.12500000000000003 -0.19499642476037413
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=2 -2 5 4 -4 6 7 -1 -7 14 -9 -5 18 21 23 16 -14 -18 27 -15 -21 -3 -22 24 -8 -26 -24 -11 -12 -19
right_child=1 13 3 11 -6 8 9 10 -10 12 28 -13 15 19 -16 -17 17 29 -20 20 22 -23 26 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.019403527289352022 -0.040731343493259443 0.036720903003169367 -0.0046088746135465215 0.059018398687280975 -0.048523820208345253 -0.07390538765297093 0.11732774694099989 -0.015182245196633252 0.049033674693153374 0.038045406300261903 -0.25414127012017501 0.38750625527856197 -0.038053796950018863 -0.034991893487325829 0.065425636763991657 0.016886771834257783 0.082070484691125781 -0.083991891164872712 0.050403874378834645 0.011728392963679056 -0.011868677620082577 -0.031618733556139152 0.066706445600150835 -0.049018539247435065 0.13062249943049167 -0.011889763977359696 -0.10446018618661246 -0.028225367559711303 0.032401763452416778 0.012443919257535484
leaf_weight=210.94164673332125 84.530072687193751 66.44589638710022 268.82964951917529 16.512528515420858 298.1841891631484 86.973321068100631 13.650487818755208 152.77696489170194 24.584807199891657 71.417154435068369 2.022696833126246 2.6495775491930535 261.72353249695152 36.691845689900219 36.041810492053628 338.2908164053224 51.226656942628324 23.891298918053508 202.7266698628664 169.46758947987109 37.222441113553941 110.74862641189247 294.4281853265129 127.74476176127791 9.2402527257800084 1727.5593103473075 6.0777688897214821 82.013967171311378 722.0398777956143 69.843975693918765
leaf_count=4867 950 550 3804 132 4343 4788 99 1344 693 1014 15 68 2081 1237 894 2661 345 275 1372 1972 767 976 15380 1547 123 23723 320 1298 12980 475
internal_value=0 0.0183245 -0.00305269 -0.0233834 -0.0277031 -0.000225133 0.0010415 0.0151398 -0.0468125 -0.0040444 0.0234499 0.104439 0.00857312 0.0252474 -0.0113024 -0.00158432 -0.016949 0.0211549 0.0298195 0.0354251 0.0405192 -0.00599216 0.054966 -0.0127748 -0.0101298 -0.0111316 0.0632446 0.0026215 0.0316013 -0.0121357
internal_weight=0 805.612 4800.89 586.176 567.014 4214.71 4103.15 1087.78 111.558 3015.37 876.84 19.1621 1101.13 721.082 1914.24 744.976 406.685 144.962 356.158 543.888 507.196 177.195 337.728 1878.19 1750.45 1736.8 300.506 153.431 724.063 93.7353
internal_count=91093 22152 68941 8347 8147 60594 55113 19206 5481 35907 14339 200 9521 21202 26386 5837 3176 1095 3684 19676 18439 1526 16467 25492 23945 23846 15700 2312 12995 750
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=31
num_cat=0
split_feature=1 13 6 9 8 7 8 17 6 15 17 12 18 18 5 23 7 7 23 5 18 10 8 13 23 14 8 4 21 6
split_gain=26.9549 36.2437 42.3744 37.9669 32.3976 27.3183 26.8338 22.8417 23.1149 22.0066 25.2637 25.0548 24.5187 54.7332 22.2001 20.5266 21.4182 19.7746 24.5384 26.4496 18.1012 17.0051 16.6497 24.8923 16.5176 24.3414 23.684 16.4816 16.0381 28.6381
threshold=0.34166666666666673 0.32816480709303669 0.45729580336792691 0.33054936879046626 0.014668296332428133 0.61269102596203728 0.31255813812235383 -3.2455925219903339 0.0050836484847933587 0.29166666666666669 -6.0705244758874644 0.28617902083657026 0.78125000000000011 0.46875000000000006 0.35515773995704042 6.3383748711685159 0.45537288485227834 0.59714372230236223 0.11735973799977119 0.16246105976715539 0.46875000000000006 -0.5139500312374361 0.50797891381908311 0.13034328185533967 12.893176566246826 0.93795574155301586 0.15413946482453797 0.76537386279834385 -4.4980903583740535 0.27305598334071007
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=1 2 7 15 -3 24 28 8 27 -10 11 -11 13 -13 -15 -4 -17 18 19 -14 -18 -5 -23 -24 -6 26 -26 -1 29 -2
right_child=6 4 3 21 5 -7 -8 -9 9 10 -12 12 17 14 -16 16 20 -19 -20 -21 -22 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.016410834768391745 -0.009907437335153424 -0.074791376450744337 0.031133267241496732 -0.56126296514496843 0.035129829326087179 -0.071580692547090541 -0.059053926257263571 -0.047379485588797933 0.020601618077583539 -0.11646250697988079 -0.024336245478905935 0.00077291055293547857 -0.056564324243310198 0.093445407133993019 -0.085170648753393141 0.043880577198511093 0.012907163209567085 0.032815049357567738 -0.0024174589034574286 0.077643428856712007 -0.059572156404378351 0.071087697013744608 -0.051159798390960146 0.18780601247522102 0.16273928915189267 -0.02114194888693452 0.57601581155585735 0.18556993930847943 -0.012504872432005133 0.056298210460631021
leaf_weight=6.1550420355051783 181.45310758333653 102.92071606777608 232.69512886367738 0.4393554013222446 16.180150962434713 16.08445354225114 108.15395538322628 93.117862673476338 536.61121514253318 17.480429377406836 412.33778545167297 837.76634374260902 18.155763674527407 7.4499105531722298 105.48366100247949 49.770302755758166 55.536900162696838 367.49377140961587 653.1687371050939 76.808898681774735 90.780917304102331 216.06165548972785 24.500752113759521 5.3024463430047026 3.5206347987987083 3.1101534115150571 2.2877423679456115 11.756840698421 1203.5065913507715 102.09931669291109
leaf_count=112 4012 5692 3196 5 111 1014 2447 1355 4927 135 5049 8292 381 131 849 377 714 6987 4842 592 1312 15272 138 32 96 158 26 204 21696 939
internal_value=0 0.00443273 0.00629043 0.0290221 -0.0447979 0.0301589 -0.0109618 0.00140911 0.00289832 0.00222936 -0.00172023 0.00275496 0.0037635 -0.00803664 -0.0733878 0.0110483 -0.0127863 0.0138192 0.00448814 0.051985 -0.0320617 0.060312 0.0614228 -0.00864411 0.0953585 0.204626 0.325516 0.116163 -0.00746401 0.0139314
internal_weight=0 3962.98 3818.87 675.087 144.104 41.1831 1595.21 3143.79 3050.67 3032.76 2496.15 2083.81 2066.33 950.7 112.934 428.783 196.088 1115.63 748.133 94.9647 146.318 246.304 245.865 29.8032 25.0987 8.91853 5.80838 17.9119 1487.06 283.552
internal_count=91093 61999 54902 21046 7097 1405 29094 33856 32501 32185 27258 22209 22074 9272 980 5599 2403 12802 5815 973 2026 15447 15442 170 391 280 122 316 26647 4951
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=31
num_cat=0
split_feature=7 1 8 13 23 18 9 5 14 13 7 15 13 8 16 24 14 7 8 11 6 13 10 9 3 6 24 18 22 5
split_gain=24.2986 24.9235 23.2866 25.4103 25.7104 21.3829 19.9841 23.9389 19.0984 26.8298 25.2983 18.653 18.2989 20.9818 18.8226 17.8431 17.753 16.5863 25.3252 16.2999 23.8917 18.9422 16.6819 17.4722 16.9802 28.8859 23.1202 17.0732 28.7412 28.6131
threshold=0.69663293927483039 0.10833333333333335 0.2574254636270536 0.28049130874247258 0.83667961753187392 2.0312500000000004 0.11118520000894346 0.94040979051489015 0.72663184912019863 0.028358188688426923 0.84948931410843576 0.29166666666666669 0.44816598712340477 0.089889919536682336 0.57139428920279267 1.6883436807918055 0.9580968434849374 0.82492258909978877 0.46611568146528554 -0.10745331636023932 0.1542686863267034 0.079170463930157906 0.39492945837384141 -0.35815527293598032 -0.11552331350981836 0.018488397406200664 1.3197005622901326 2.3437500000000004 0.81895598353639187 0.55644316057019483
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=2 -2 12 4 15 6 -3 11 9 10 -9 -8 14 -14 19 -4 -10 -13 -19 20 21 -1 24 -24 25 -21 -27 -28 29 -29
right_child=1 5 3 -5 -6 -7 7 8 16 -11 -12 17 13 -15 -16 -17 -18 18 -20 22 -22 -23 23 -25 -26 26 27 28 -30 -31
leaf_value=0.068559735039013844 -0.037264829157243377 0.0032269253842882768 -0.022166447427384273 0.091902329616704498 -0.057995647764977946 -0.068633798066555923 0.073110449415437304 -0.093789809177773187 0.061554354332936267 0.087369736861075242 -0.52570613146370737 -0.0050020269099922557 -0.085679207679216426 0.070563591530901498 -0.049160915537604759 0.036569655877502827 -0.0027430822914149295 -0.21324104861182419 0.07282708434710973 0.022455789427127417 0.018451476933955185 0.41504843140147241 -0.048240431195803374 0.041701157443453561 0.0007904365355395238 -0.078922411650672208 -0.031597443205017499 -0.063317774822405262 -0.03785355535015722 0.14898477721150183
leaf_weight=3.8126674592494956 84.17601582268253 324.24940161034465 261.5167921250686 18.584770952351391 175.81243343651295 26.515009481925517 26.503792176954448 6.8112704232335073 308.39130580751225 6.7373273000121108 1.6932127587497232 89.97072756011039 46.396535637322813 10.549186612479387 75.32291226927191 64.470332163386047 49.888949634041637 9.6315322956070286 4.5597407370805731 129.42821642011404 336.89020803477615 2.691721647977829 25.12799958884716 153.77683078823611 2861.4599078027532 82.867115980945528 252.99828474596143 8.6425119871273619 35.062819615937769 23.914142188616097
leaf_count=31 986 3397 5456 173 1310 1122 290 113 17309 448 26 1411 3405 267 2278 827 508 75 47 3358 4362 16 193 4646 32849 2148 3149 177 556 160
internal_value=0 0.0146532 -0.00300784 -0.0229208 -0.0271734 0.0197649 0.0225942 0.0350496 0.0479373 -0.0616936 -0.179783 -0.00179157 -0.000448553 -0.0567353 0.000354375 -0.0105502 0.0526012 -0.0208502 -0.121326 0.00130662 0.0221166 0.211948 -0.00069323 0.0290685 -0.00226186 -0.0186511 -0.0318371 -0.0196674 0.0249686 0.0926268
internal_weight=0 939.128 4569.33 520.384 501.8 854.952 828.437 504.188 373.522 15.2418 8.50448 130.666 4048.94 56.9457 3992 325.987 358.28 104.162 14.1913 3916.67 343.395 6.50439 3573.28 178.905 3394.37 532.913 403.485 320.618 67.6195 32.5567
internal_count=91093 25732 65361 7766 7593 24746 23624 20227 18404 587 139 1823 57595 3672 53923 6283 17817 1533 122 51645 4409 47 47236 4839 42397 9548 6190 4042 893 337
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=31
num_cat=0
split_feature=14 17 19 14 5 6 21 6 7 7 23 23 6 8 18 18 7 18 15 17 24 10 17 10 11 12 1 18 18 10
split_gain=20.7124 17.9111 24.1873 16.4955 16.1028 17.1985 19.1635 16.8171 16.3421 16.0245 19.1653 16.4455 29.6487 28.3054 27.0334 19.5598 18.2542 17.5033 17.1867 26.7713 21.8007 25.6029 16.7877 28.9478 16.321 17.2553 16.2087 16.2076 24.4761 20.591
threshold=0.88452195858364935 -6.3445101973267866 0.39672555932629189 0.99173915468563245 0.53993777466831216 0.86948462807492655 -4.7548176808528542 0.42181163899041568 0.33672753732300292 -0.16400975521028208 1.5259498261094602e-05 6.6105441950366108 0.45729580336792691 -0.17844489296282173 1.7187500000000002 0.46875000000000006 0.47205531220896446 4.5312500000000009 0.3083333333333334 -10.742545846839848 1.7152530294394579 0.24108532623114828 -10.742545846839848 -0.0049441582504292239 -0.11457480719234885 0.4244285437339777 0.32500000000000001 1.0937500000000002 1.0000000180025095e-35 -0.1218291744366225
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=1 4 -3 9 -1 7 8 -6 -7 -2 -11 12 18 -13 15 -14 -15 -16 19 24 22 27 23 -20 -12 -26 -25 28 -22 -30
right_child=3 2 -4 -5 5 6 -8 -9 -10 10 11 13 14 16 17 -17 -18 -19 20 -21 21 -23 -24 26 25 -27 -28 -29 29 -31
leaf_value=-0.047932939983068072 -0.036263752368545697 -0.038324743887917539 0.023605300610253233 -0.022590174810093538 0.026457418447082527 0.081608005416738752 0.070852839531171455 0.077050894088187008 -0.073427146398864745 0.095109885035629893 -0.12879548215787776 -0.057928938360851681 0.022107922591615894 0.031120092331883925 0.071846999195452926 -0.057048175572100637 -0.023636017931245104 -0.15209835059127882 0.036455562467961215 0.0071973050521967176 0.0035279164365328813 0.029947240753241258 -0.020365891976131659 0.035231394988808624 -0.11468101350924327 0.10102397408499315 -0.038524902321040486 0.0071102016100635995 -0.094069386404701472 -0.02365978172002102
leaf_weight=23.62225647084415 122.02141090855002 109.80865082005039 148.14660337660462 366.25306057557464 148.44632309209555 8.3384009506553394 20.979797806125134 117.86419025855139 36.829290861263871 21.296688668429852 3.7137992791831484 129.03512089513242 174.8726931582205 106.41361641185358 127.42056682053953 38.001002296805382 142.29705398157239 3.5883737951517096 159.39092510845512 590.87535338103771 322.35819662641734 301.64446493238211 967.00773274339736 38.09129324555397 3.9646480213850728 57.408295601606369 136.81026097852737 788.77761372737586 51.889039483852684 208.15095714107156
leaf_count=151 3382 2691 5405 7715 3494 115 356 7339 1011 147 20 4580 2675 986 4257 378 3720 18 2723 6196 3028 4760 12528 316 35 454 3065 7287 471 1790
internal_value=0 0.0173086 -0.00275762 -0.00218297 0.0318452 0.0375137 -0.00812293 0.0488492 -0.0448061 -0.000520204 0.00047716 1.404e-05 0.00190935 -0.019925 0.029973 0.00797743 -0.000208009 0.0657131 -0.000749152 0.0139022 -0.00398061 0.00357065 -0.0136878 0.00563008 0.0747714 0.0870896 -0.0224617 -0.00223192 -0.0148845 -0.0377095
internal_weight=0 614.036 257.955 4861.28 356.08 332.458 66.1475 266.311 45.1677 4495.03 4373.01 4351.71 3973.97 377.746 343.883 212.874 248.711 131.009 3630.08 655.962 2974.12 1672.82 1301.3 334.292 65.0867 61.3729 174.902 1371.18 582.398 260.04
internal_count=91093 20562 8096 70531 12466 12315 1482 10833 1126 62816 59434 59287 50001 9286 7328 3053 4706 4275 42673 6705 35968 17336 18632 6104 509 489 3381 12576 5289 2261
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=31
num_cat=0
split_feature=7 17 19 2 8 6 20 9 15 0 19 5 24 17 12 12 16 21 23 6 12 6 1 18 14 0 2 16 19 9
split_gain=20.0101 22.4679 36.3263 28.4972 18.761 18.2191 26.1067 18.3767 17.7241 21.7766 18.2516 16.4294 16.2253 13.3608 29.9128 25.0315 25.5123 22.6747 18.8572 20.7577 20.6739 18.4046 23.7217 19.2036 17.4715 16.4479 16.3989 14.8178 14.5615 15.9334
threshold=0.65347462397186884 -6.8386129920331609 0.41896799139667301 0.82435976956700541 0.44814772441141165 0.36991915502896255 0.57934540270145807 0.62341206514236125 0.17500000000000002 -0.050985989034292349 0.21488799927060817 4.0130084031204678 0.7810666468916998 -9.5303684677982954 0.4244285437339777 2.5211335294961574 0.13715207106068847 -3.117652970965715 0.021583714218140364 0.011779851891933776 4.116746149923296 0.0083059612220611583 0.37500000000000006 3.9062500000000004 0.91635597947490322 -0.0022126667316614127 0.58901969586106329 0.2084096110539069 0.24808637413271897 0.12337798228395946
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=12 3 8 5 -4 -2 -7 -8 -3 10 -10 -6 -1 14 -14 16 -16 18 19 20 25 -19 23 27 -15 -17 -18 -23 29 -27
right_child=1 2 4 -5 11 6 7 -9 9 -11 -12 -13 13 24 15 17 26 21 -20 -21 -22 22 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.026538923764232482 0.018140814207277516 -0.13020443747909557 0.038062407449499396 -0.080765797452121008 -0.025146775352158836 0.07283378784383103 -0.11319792571081221 0.10273796533947982 -0.19183024658774039 -0.033239603427491951 0.020571635319704976 0.19773863642591957 -0.10583810620284716 0.011002105495261781 0.0045273361196686429 0.53255726306101492 0.096143761952716567 0.032197492938962298 0.025481276542727589 -0.079335823558890115 -0.013554488996963897 0.010611339529400722 -0.038524790970776664 0.081573348804355836 -0.011079605238364099 0.098676463924646754 -0.025245085705604131 -0.025299785488162335 0.013853163858386247 0.51936783185741053
leaf_weight=280.99284596648067 303.19850179180503 13.952008239459245 255.79035398736596 23.147208645939827 81.716062834486365 151.95099385548383 13.663757625501605 5.538627114146947 4.1609270563349119 257.31579558504745 145.97385428939015 3.4466733373701564 23.918343954719603 447.53988309716806 92.654288219753653 0.9409654438495626 78.601489210501313 99.505101827904582 492.46588817005977 38.746273141354322 54.280088732019067 255.43626007623971 252.22575590573251 26.762643076479435 1797.2691168431193 2.4380407668650137 12.964682040270416 208.8450143081136 7.2767906486988068 1.4273679964244363
leaf_count=7108 3779 216 8495 1473 970 8137 303 628 56 4600 3136 25 297 7473 833 23 692 1946 4791 1983 1304 1930 5883 206 22397 58 277 1889 156 29
internal_value=0 0.0110473 0.000259305 0.0275784 0.0245273 0.0328654 0.05895 -0.0509146 -0.0193757 -0.0155807 0.014685 -0.0161262 -0.00333208 -0.00165717 0.00517887 0.00681336 0.0415221 0.00237412 0.0172744 -0.0211767 0.0127795 -0.00819107 -0.0135981 -0.000794419 -0.00667725 0.131077 0.0789565 -0.00554236 0.0971723 0.254024
internal_weight=0 1259.85 762.356 497.499 340.953 474.352 171.153 19.2024 421.403 407.451 150.135 85.1627 4174.29 3893.3 1648.49 1624.57 184.22 1440.35 597.575 105.11 66.3633 842.775 743.27 491.044 2244.81 12.0832 91.5662 464.281 11.1422 3.86541
internal_count=91093 31818 17498 14320 9490 12847 9068 931 8008 7792 3192 995 59275 52167 22297 22000 1802 20198 8344 3553 1570 11854 9908 4025 29870 266 969 3819 243 87
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=31
num_cat=0
split_feature=9 6 5 10 8 7 14 0 19 3 5 2 8 4 17 10 2 1 17 22 23 7 3 7 17 10 16 6 19 2
split_gain=18.29 31.5266 30.4531 24.5669 22.9481 25.3021 25.8074 24.6451 20.7953 19.6821 34.7022 24.8428 37.5419 31.8224 21.1306 25.3413 18.9528 24.7614 23.7257 25.0563 18.5074 20.3187 19.6978 18.471 20.7547 18.3995 18.3506 18.18 18.1501 18.0435
threshold=0.019086297061705074 0.45729580336792691 2.1168877357186546 -0.56596743409593053 0.11675253338770838 0.82770092609603518 0.8517156932572012 0.00059832426212454864 0.56036774426870228 0.9330850415466071 1.0068046825338242 0.45832329873686956 -0.027721173982348229 1.425904027452886 -6.483476537597018 0.24108532623114828 0.12390639330697657 0.49166666666666675 -13.184653607640071 0.70919670154545966 5.3896373107341367 0.51434349175707006 -0.50228247361725531 0.33672753732300292 -10.859192030861104 -0.19021479423404183 0.28629642327533705 0.012304942750591043 0.13968603299613219 0.072397738031813125
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=9 4 3 -3 5 16 -7 20 -4 14 23 13 -13 -12 15 -1 29 18 -18 -20 21 27 -23 24 -11 -15 -5 -6 -25 -2
right_child=1 2 8 26 7 6 -8 -9 -10 10 11 12 -14 25 -16 -17 17 -19 19 -21 -22 22 -24 28 -26 -27 -28 -29 -30 -31
leaf_value=-0.013343794848104513 0.0064936904582685211 -0.30689505002253137 -0.0011235435740065839 0.067496698252224457 0.025117397332563865 -0.17292806235196509 0.085126758719988316 -0.030827632487783432 0.10965008659409997 0.052549130851452477 0.067599732288326317 -0.011872890559108985 0.076291583093040072 0.03013171491897855 -0.038117642468000854 0.024590097249294098 0.072626534907084025 -0.10024540984415156 0.036692621525460281 0.0035498555807228446 -0.089215838441736167 -0.009424908152642051 0.047776177674336111 0.18568440695126143 -0.054992269564591613 -0.045538910202454257 -0.028016479552148782 -0.035966134725258316 0.047094540977573117 -0.038487231267158362
leaf_weight=1165.8283154289238 243.60499810893089 1.859664162620901 265.02279768371955 203.57433248031884 73.061885189265013 14.577344880905004 5.2788321245461693 396.53996467869729 18.104670707602054 33.481349336914718 33.11387631483376 138.99057062715292 74.018774684984237 36.826141402125359 272.08292630873621 207.44149069907144 73.034737830981612 18.150202391669154 329.11454252060503 743.25118103204295 21.010436396114528 97.491868905723095 157.39162899460644 10.020327212288974 38.676279325038195 252.13981756567955 22.320721826981753 146.27221642993391 165.93055807426572 140.67925296351314
leaf_count=17487 6493 41 6032 14733 1702 284 147 5871 361 482 275 2807 559 250 2759 2601 513 259 8776 7398 242 1167 1262 73 733 1914 480 2852 1197 1343
internal_value=0 0.00525309 0.0278576 0.0550791 0.00055765 0.00784298 -0.104323 -0.0122497 0.00595991 -0.00644682 0.00660153 -0.00773191 0.0187634 -0.0252548 -0.0126579 -0.00761363 0.00928189 0.0156412 0.0174775 0.0137215 0.00262613 0.00669523 0.025897 0.0375141 -0.00509275 -0.0358954 0.058059 -0.0156187 0.0549872 -0.00997298
internal_weight=0 2970.34 510.882 227.755 2459.46 1567.69 19.8562 891.768 283.127 2428.55 783.198 535.089 213.009 322.08 1645.35 1373.27 1547.83 1163.55 1145.4 1072.37 495.228 474.218 254.883 248.109 72.1576 288.966 225.895 219.334 175.951 384.284
internal_count=91093 59956 21647 15254 38309 25213 431 13096 6393 31137 8290 5805 3366 2439 22847 20088 24782 16946 16687 16174 7225 6983 2429 2485 1215 2164 15213 4554 1270 7836
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=31
num_cat=0
split_feature=6 6 9 10 9 24 16 24 18 18 8 7 13 8 12 2 8 18 23 7 10 5 5 10 3 20 9 4 12 18
split_gain=16.4085 18.9179 32.3168 25.5879 18.2807 16.9017 16.4325 15.7866 15.77 28.7951 21.1291 22.0696 23.729 24.8539 18.3965 16.2351 24.521 15.9113 14.6351 15.4539 29.2889 25.5184 22.5197 20.9771 30.6626 20.7087 19.0346 18.8976 17.175 22.509
threshold=1.4609130847706902 0.45729580336792691 0.32537132518797279 -0.56596743409593053 -0.37187377254169285 0.61331264716781908 0.50240044963073227 4.2716014433558067 2.3437500000000004 0.46875000000000006 0.46611568146528554 0.43424610697523403 0.2439540664598101 0.20534742068206122 0.78711066207668756 0.67912407976069566 -0.23013799670528082 3.9062500000000004 1.5259498261094602e-05 0.48016642870509446 0.0077507171254604717 1.9481957574951141 4.4241189541317478 -0.048565849019493346 0.56664278534581425 0.46727559657143602 0.11416492984107722 1.830876044706933 0.89979957899957286 1.0000000180025095e-35
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=1 6 4 -4 -3 -5 7 18 9 -6 11 14 13 -13 -10 16 -11 -16 -1 20 22 23 -20 24 26 -25 -21 -26 -27 -30
right_child=-2 2 3 5 8 -7 -8 -9 10 15 -12 12 -14 -15 17 -17 -18 -19 19 21 -22 -23 -24 25 27 28 -28 -29 29 -31
leaf_value=0.068138178019157544 -0.068045468055331959 -0.046929866382945856 -0.65946425706232581 -0.069821449008846001 0.016923656325911803 0.053038137303791602 -0.038100433558984126 -0.03760063077927412 -0.13197173112203942 0.057452388220435496 -0.16809631841214462 0.065177028184180641 -0.068640388373935143 -0.2456570033516465 0.086577619260958305 -0.095255826551380193 -0.053946611095466779 -0.063946800472577753 0.0017747468121701419 -0.04207107346593026 -0.019028071999128888 -0.047426381866964344 0.08021774698139679 0.028583290156908133 0.037102246449672853 -0.063532289863216546 0.0036690021392778958 -0.01631224298677475 0.026311236948722918 -0.011385895569850882
leaf_weight=31.15374343469739 35.214648508932441 67.919233085121959 0.51389887183904548 11.782836481928824 234.4465904138051 225.30797759676352 123.7483846694231 115.62492711609229 4.4667054736055425 28.996533452533185 5.1457112058997145 39.656386764720082 32.40845408057794 2.7508290894329539 94.325169692281634 39.462680102791637 62.028119269758463 7.5873587271198621 1103.9424581052735 240.68438025191426 1005.7967011779547 87.071534114889801 37.85256389528513 618.27917790878564 187.48447314556688 36.460518479347229 146.2739664115943 102.41791085526347 309.96405253652483 323.92140895687044
leaf_count=218 3222 878 5 68 3262 16118 4158 1147 223 720 27 670 1175 17 1041 1216 671 43 15248 1947 15631 692 193 6936 2465 663 2390 730 3562 5757
internal_value=0 0.000440784 0.0140528 0.0454045 0.00202218 0.0469323 -0.00216794 -0.00114502 0.00805327 -0.00403263 0.0317226 0.0373972 -0.00421842 0.0450142 0.0666651 -0.0416848 -0.0184597 0.0753711 -0.000148829 -0.000655334 -0.00658538 0.00554928 0.00437527 0.00789611 -0.00635839 0.0153834 -0.0247809 0.0182318 0.00320876 0.00704765
internal_weight=0 5327.47 856.798 237.605 619.194 237.091 4470.68 4346.93 551.275 364.934 186.341 181.195 74.8157 42.4072 106.379 130.487 91.0247 101.913 4231.3 4200.15 2147.59 2052.56 1141.8 1965.49 676.861 1288.63 386.958 289.902 670.346 633.885
internal_count=91093 87871 26134 16191 9943 16186 61737 57579 9065 5869 3196 3169 1862 687 1307 2607 1391 1084 56432 56214 31072 25142 15441 24450 7532 16918 4337 3195 9982 9319
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=31
num_cat=0
split_feature=7 17 19 2 24 24 1 13 6 9 3 13 6 1 22 17 12 22 14 5 7 10 8 7 2 18 20 10 23 5
split_gain=14.7219 18.2364 19.4596 17.9132 16.7057 16.1308 14.0584 13.9 13.4679 13.2912 16.2254 23.0268 21.9836 16.1312 14.2437 17.0492 21.6847 19.3126 18.0392 17.6463 19.5417 17.9204 15.41 20.3945 21.3537 15.9581 15.3273 14.3411 12.6183 17.9486
threshold=0.71985750145793337 -6.0444105544598203 0.42091729666424743 0.15083030399179181 1.3382077226010514 0.7810666468916998 0.075000000000000011 0.26855904086751398 0.0068514120914616458 -0.08676088721471191 -0.11552331350981836 0.20052949473195242 0.012304942750591043 0.50833333333333341 0.61559755994176391 -9.4923037617424075 0.54524600412817448 0.82609060227991937 0.86971960132453874 0.87125367830049716 0.36707164906070183 -0.20962986233480208 0.070783799858778543 0.25020764436140513 0.087821766343802524 3.2812500000000004 0.61279134430213789 0.0026354885910436776 0.65025946626293618 1.1151477563100658
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=5 3 4 -2 -3 8 -4 -5 -1 -7 11 12 -11 14 -12 16 -16 22 -17 20 -20 -22 23 24 -18 -26 -21 -25 29 -19
right_child=1 2 6 7 -6 9 -8 -9 -10 10 13 -13 -14 -15 15 18 17 28 19 26 21 -23 -24 27 25 -27 -28 -29 -30 -31
leaf_value=0.0068822260262937753 -0.03046649816765036 0.021527417372960541 -0.052734704363769029 0.042356575349892671 -0.043156671952433868 -0.0094421025510053602 0.030753953505267512 -0.082588562098391022 -0.039796982212173398 0.028618652210455869 0.032926881949001029 0.17907455718364476 -0.024841640289415927 -0.041452546306417523 -0.091061168535928563 0.045420288663231917 -0.016547476295024774 0.0099777988531036671 -0.029957100956736229 -0.010320879734786265 -0.025672850122745096 0.030848597801845557 0.0025255948023633424 -0.0026521203647161978 0.080410926586244436 0.2099110521133771 -0.062374798749066464 0.051697242175771811 -0.013204194137676145 0.094299895640765477
leaf_weight=90.259804347530007 42.980913387611508 56.47312585869804 22.903721693903208 291.90935978386551 136.27564055239782 1213.9713783198968 168.90931277535856 9.1839224481955153 196.08941187802702 93.661835236474872 202.61343571217731 6.1674056835472575 430.30889854393899 69.148381459526718 18.844569139648229 74.915201789699495 21.253557597286999 263.01336251478642 96.753061469644308 700.27554185688496 68.721451590768993 305.29778994992375 123.75080185150728 100.44325103098527 96.360838435590267 10.558339837938545 61.537189752794802 93.974334584549069 231.77776780771092 27.923429522663355
leaf_count=2295 280 618 368 13089 2682 15378 4378 737 4998 2090 5353 87 7340 2070 230 2229 627 3614 1932 9476 573 2918 1789 963 673 66 886 1390 1723 241
internal_value=0 0.0131995 -0.0017648 0.0299247 -0.024205 -0.00209979 0.0207849 0.0385455 -0.0250833 -0.000573255 0.00290285 -0.0130243 -0.0152854 0.00619192 0.00751078 0.00526732 0.0151822 0.0172482 -0.00222399 -0.00511976 0.010101 0.0204635 0.0325255 0.0440339 0.075001 0.0931991 -0.0145257 0.0236184 0.00420312 0.0180708
internal_weight=0 728.636 384.562 344.074 192.749 4597.62 191.813 301.093 286.349 4311.27 3097.3 530.138 523.971 2567.16 2498.01 2295.4 987.9 969.056 1307.5 1232.59 470.772 374.019 446.341 322.59 128.173 106.919 761.813 194.418 522.715 290.937
internal_count=91093 22152 8046 14106 3300 68941 4746 13826 7293 61648 46270 9517 9430 36753 34683 29330 11316 11086 18014 15785 5423 3491 5508 3719 1366 739 10362 2353 5578 3855
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=31
num_cat=0
split_feature=6 6 9 10 9 8 14 6 13 22 15 17 24 5 10 6 23 8 23 3 7 6 4 11 7 23 14 12 0 2
split_gain=13.8913 15.0615 25.9506 14.6787 14.5523 14.5097 15.3465 35.9406 21.726 29.1396 14.4818 19.9194 20.4349 19.341 17.8003 22.2217 23.2581 18.9457 31.5984 26.3597 19.2324 19.3724 18.0851 19.2066 16.8998 20.0127 16.4757 15.431 14.8057 15.6454
threshold=1.4609130847706902 0.45729580336792691 0.32537132518797279 -0.56596743409593053 -0.37187377254169285 0.50797891381908311 0.72663184912019863 0.91985257287970379 0.028358188688426923 0.60130962959125511 0.29166666666666669 -6.0705244758874644 1.7062938451073566 1.930044350515864 0.20741795263356894 0.0068514120914616458 0.0026402720413090754 -0.054006060831773124 0.92508505891077164 0.90712903259331468 0.69427283465351508 0.31166341666901487 0.62863692460957987 -0.076181671447676305 0.45537288485227834 0.40725527661134608 0.90028019182458341 5.1175314959141938 -0.0053228463829415309 0.20498843122791557
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=1 10 4 -4 -3 6 7 8 9 -5 -1 12 -12 14 15 16 -14 19 28 22 21 -20 27 -24 25 -16 -23 -17 29 -19
right_child=-2 2 3 5 -6 -7 -8 -9 -10 -11 11 -13 13 -15 24 17 -18 18 20 -21 -22 26 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.010903115224077602 -0.064846293668230845 -0.041689876570694208 -0.40007195610583662 -0.06011054717022029 0.007436147315066627 -0.01777865093844961 0.059243237351464889 -1.116560957975598 0.063396386750286471 -0.92030336361165566 -0.010723465855919857 -0.023499702455820875 0.067239173129683374 -0.040255721110497675 0.046142307725906238 0.02563722697289432 0.49379444863368072 -0.035028561384714073 -0.088200210439398963 0.038963193722548667 0.018911693015195737 -0.27561778628815081 0.092984728624776219 -0.034113525198067089 0.038388980327492245 -0.056752202536312024 -0.0027633066610667188 -0.020362420028818776 0.017392028894500606 0.11804965083406396
leaf_weight=734.05643538711593 32.841223739553243 67.859058253467083 0.74993903562426467 1.2068990888074029 541.22034577280283 33.383087202906609 185.05378992250189 0.32505331188440312 5.1613146737217903 0.58455661498010147 1400.7159959203564 479.00116331828758 30.32842176407576 88.494662259705365 32.285755759105086 248.59578936174512 1.3345215097069729 109.96300927363336 99.819976795464754 229.83681442588568 36.308759418316185 2.3102129753679028 12.719328877516089 182.29050136217847 288.72719803964719 45.60100581869483 52.590234447270632 103.20035201031715 248.75752910692245 7.1082467157393685
leaf_count=8281 3222 878 5 50 9065 205 15464 4 441 22 24876 6665 512 650 476 3620 27 1065 765 1863 363 30 103 1769 5951 409 325 1138 2798 51
internal_value=0 0.000393282 0.012709 0.0416109 0.00196289 0.0430784 0.0536414 -0.0887971 -0.0407475 -0.340794 -0.00192748 -0.00447299 -0.00164348 0.00534364 0.00767379 0.00241991 0.0852175 0.00045395 -0.0136226 0.0105469 -0.0465873 -0.0619582 -0.00139715 -0.0258237 0.0272377 -0.0141002 -0.014245 0.0121431 0.00359096 -0.0257341
internal_weight=0 5269.59 835.544 226.465 609.079 225.715 192.332 7.27782 6.95277 1.79146 4434.05 3699.99 3220.99 1820.27 1731.78 1365.16 31.6629 1333.5 556.858 776.643 191.029 154.72 546.806 195.01 366.614 77.8868 54.9004 351.796 365.829 117.071
internal_count=91093 87871 26134 16191 9943 16186 15981 517 513 72 61737 53456 46791 21915 21265 14429 539 13890 5397 8493 1483 1120 6630 1872 6836 885 355 4758 3914 1116
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=31
num_cat=0
split_feature=14 6 3 16 17 9 17 8 6 17 10 7 2 8 4 11 8 9 20 7 10 14 18 22 8 1 8 6 14 5
split_gain=12.4905 14.0384 15.0253 14.2985 15.7275 12.7452 15.4551 15.2442 12.4603 12.5704 16.053 13.8689 13.8448 12.4502 19.3411 12.3581 14.0628 11.8359 12.9747 12.2688 18.0387 11.7116 17.0779 14.4784 11.3181 12.406 12.9271 39.4002 11.307 16.3313
threshold=0.99173915468563245 0.010245914809976385 0.62193514979670683 0.44645786437992646 -9.6987041080276146 0.030138297903787126 -10.001945894656417 0.070783799858778543 1.4946519145087411 -3.7384823700151446 0.54563004541756654 0.3771437963336538 1.1499785891360184 -0.085657420826755246 1.5922874663682942 -0.17458513842591966 0.33080000328100273 0.59821307555384329 0.25358486170797029 0.86824444199723405 -0.17238146419248518 0.79577118087332221 2.0312500000000004 0.57585981142585729 0.011953317066496468 0.57500000000000007 0.048013100318918991 0.0047867362677365931 0.88452195858364935 6.4804933048782702
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=8 3 15 4 24 -4 7 -7 9 10 17 -12 13 14 -11 16 -3 19 -19 28 -21 22 -20 -24 -2 26 27 -26 29 -1
right_child=1 2 5 -5 -6 6 -8 -9 -10 12 11 -13 -14 -15 -16 -17 -18 18 21 20 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.014829274584668501 0.021660870662706805 0.21887088139162469 -0.034695640368187057 -0.052679493508187215 -0.015027762417232802 0.15029328652108243 -0.0081237994742545481 -0.0522764917726663 -0.067060663706578511 -0.41072418749484085 -0.071842967012046566 0.038514796764611947 0.22280656280369518 -0.01775702921995111 -0.071005168237537358 -0.056640033699101477 -0.086929297373982306 0.81390259664224984 -0.0085661558101718088 -0.20391342383966446 -0.011422434380075992 0.053718311531483535 -0.88552234441461453 -0.18260882297540917 0.031418389924128855 0.43387724518437026 0.083332183613668981 0.90753925060045548 -0.00051366069833498683 0.20318463087330621
leaf_weight=401.26333728386089 15.685361256822942 3.5190931102260938 59.50445217685774 21.933470932766795 28.042974362149835 15.39982340205461 35.234835162758827 4.8960850564762941 26.525349244475365 1.8101339433342243 12.183672538958488 174.30981061467901 2.1791208088397971 118.32832475192845 22.595068202354014 142.70579648762941 2.6259817332029343 0.21616468019783397 9.1449233358725888 7.1707245046272901 15.162648736499248 66.155571803450584 0.40402620518579979 1.0666800206527112 1.4627209119498794 1.3006005939096201 16.291912481188774 0.79081150889396656 4063.1072436021641 4.6566808465868226
leaf_count=9114 330 28 852 594 670 184 527 98 2857 16 203 11605 14 1675 300 3964 22 3 824 54 186 4803 21 35 33 35 355 23 51576 92
internal_value=0 -0.0182736 -0.0296839 0.0169398 0.0409587 -0.00254049 0.0319156 0.101426 0.00129284 0.00166288 0.00254712 0.0313051 -0.0273507 -0.0311699 -0.0962021 -0.0506608 0.0881929 0.00137313 0.0402508 0.000706724 -0.0732268 0.0380725 -0.0594309 -0.37571 0.0851458 0.135321 0.114383 0.338867 0.0010762 0.0169901
internal_weight=0 349.394 263.886 85.5079 63.5744 115.035 55.5307 20.2959 4926.28 4899.75 4754.84 186.493 144.913 142.734 24.4052 148.851 6.14507 4568.35 76.9874 4491.36 22.3334 76.7712 10.6156 1.47071 35.5314 19.846 18.5454 2.25353 4469.03 405.92
internal_count=91093 7715 5675 2040 1446 1661 809 282 83378 80521 78516 11808 2005 1991 316 4014 50 66708 5686 61022 240 5683 880 56 776 446 411 56 60782 9206
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=31
num_cat=0
split_feature=1 6 13 9 6 5 14 3 23 5 6 3 5 4 8 2 8 23 8 14 15 17 7 10 8 19 4 23 10 11
split_gain=12.065 18.0163 20.1792 13.3528 17.7196 28.6168 19.4934 15.9311 23.0887 17.5052 23.224 18.0603 17.1804 33.3862 26.6731 17.1361 18.911 15.8667 15.8296 16.1468 15.36 23.8453 22.4759 20.8358 20.3154 24.9651 17.2789 15.7578 15.3259 15.8964
threshold=0.45833333333333343 0.0068514120914616458 0.32816480709303669 -0.08676088721471191 0.45729580336792691 2.1168877357186546 0.80236979162695576 0.98592733533814847 6.3383748711685159 0.65231384454428876 0.027296748931926237 1.3967298458863424 2.6881898144040153 1.2198985361604844 -0.054006060831773124 0.67912407976069566 -0.16204679811114794 4.9943681475602295 0.17027127006050621 0.76101440916986995 0.4250000000000001 -11.823920707331256 0.46785661440468934 0.12401565535104077 0.11318343453205053 0.24112787433851787 2.3968448114320449 4.8865258748919664e-05 -0.20962986233480208 0.15885239713016511
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=3 -2 -3 7 6 18 -5 8 -1 10 -9 -12 13 -11 15 16 -14 20 19 -6 21 -8 23 -23 25 -22 28 -26 -24 -30
right_child=1 2 -4 4 5 -7 17 9 -10 12 11 -13 14 -15 -16 -17 -18 -19 -20 -21 24 22 26 -25 27 -27 -28 -29 29 -31
leaf_value=-0.0087309284137029666 0.0072046569842254236 -0.040742966107880543 0.1462903924554646 -0.061287424521792491 -0.025892632902985459 0.0023180294392102542 0.051497119836254657 -0.07020792021452546 -0.057719998127016142 0.089974255438422357 0.028218616206797512 0.14287168306706735 0.15067114807881019 -0.031382179818242067 0.084142247518150304 -0.051563397853364924 -0.030522141790503245 -0.032439821699017796 -0.00083247858205327601 0.073405221550173122 -0.01243705648232209 0.0021243351725750057 -0.010272230605508833 -0.049899193932113416 0.095118709869974116 0.018177145934505267 -0.01827802051561269 -0.020615147977857039 0.038934430108102852 -0.055808949496111752
leaf_weight=792.29939844738692 174.80900985188782 215.5585211655125 5.9271415732800952 48.675799584481865 18.310923256911337 332.69265153864399 139.79502843879163 11.981925835832952 109.50205768388696 25.75849936157465 28.533795692026615 26.497238025069237 11.067733723670246 189.03354920819402 51.962350910529494 40.560537367127836 12.011200193315743 124.40429911157116 50.254132634028792 154.97295889304951 452.33190258266404 327.87280165404081 91.140248600393534 100.60901023447514 12.031222462654112 647.92478988459334 100.60715276096016 530.78119624592364 412.2722064726986 18.504162761382759
leaf_count=7687 3878 8555 28 1090 1518 7937 1320 227 2931 208 190 177 88 1360 423 1523 91 1305 552 13504 4799 3865 1243 1506 162 10655 970 7483 5582 236
internal_value=0 -0.0167955 -0.0357378 0.00134995 0.00451429 0.0209105 0.00148129 -0.00732848 -0.0146795 0.00935251 0.0559543 0.0834236 -9.96162e-05 -0.0168288 0.0309837 -0.0124209 0.0563709 0.00251409 0.0485818 0.0629124 0.00404854 0.0126965 0.00753562 -0.010091 -0.00221901 0.00559119 0.019668 -0.01805 0.0269826 0.0348647
internal_weight=0 396.295 221.486 4862.39 3563.18 556.231 3006.95 1299.21 901.801 397.407 67.013 55.031 330.394 214.792 115.602 63.6395 23.0789 2958.27 223.538 173.284 2833.87 1190.8 1051.01 428.482 1643.07 1100.26 622.524 542.812 521.917 430.776
internal_count=91093 12461 8583 78632 63727 23511 40216 14905 10618 4287 594 367 3693 1568 2125 1702 179 39126 15574 15022 37821 14722 13402 5371 23099 15454 8031 7645 7061 5818
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=31
num_cat=0
split_feature=20 7 18 19 17 2 24 17 13 5 8 6 23 14 23 19 24 6 21 12 2 17 4 8 12 9 23 5 4 7
split_gain=11.3437 14.513 20.4247 12.7719 16.1345 12.6457 12.4079 11.9799 13.1621 11.914 11.4098 18.962 19.3888 18.8022 15.075 17.9967 13.8951 15.7948 13.2868 17.6446 34.8599 18.4356 20.3297 14.6066 18.494 13.8482 16.5239 15.1311 14.4862 13.0707
threshold=0.78881492519693142 0.73517497371540885 2.0312500000000004 0.51583801299382004 -6.0444105544598203 0.012021448160803536 1.3872598806372709 -4.564387004214697 0.075190328673215845 0.65231384454428876 0.30379592000395544 1.0347395465718092 0.83667961753187392 0.94805492102253763 25.92075969563847 0.20422375348762958 1.8778252277543495 0.16942278693836335 -4.4980903583740535 3.2959104526626746 0.0034683931485582262 -11.990681492523505 16.730603794156284 -0.038744648706545724 0.28617902083657026 -0.20171435652393713 6.3383748711685159 0.55644316057019483 1.1950456945794021 0.48391361596375582
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=1 10 3 4 9 -6 -7 -8 -9 -3 14 12 13 -12 18 -16 17 -14 25 20 -20 22 23 24 -22 26 -1 -27 -29 -28
right_child=-2 2 -4 -5 5 6 7 8 -10 -11 11 -13 16 -15 15 -17 -18 -19 19 -21 21 -23 -24 -25 -26 27 29 28 -30 -31
leaf_value=0.0068917253565026516 -0.036427744366195079 -0.028255975851621443 -0.11826733225342473 0.05313587813030677 0.32103879971207583 0.021112822282275286 -0.0078852112874586641 -0.057552346496632378 -0.30961734502610383 0.03821551156741218 0.041329094400616953 0.11090320067350297 0.14413843312797711 -0.021985990428555813 0.092083791761438341 -0.089279000618563586 -0.1148645323338142 -0.043182037530316249 0.18008913011193517 -0.0073779097889798209 -0.15154277452250461 0.00076130900780863953 -0.082197953448903682 0.015092587293689487 0.091938667689178466 -0.012964000859527328 -0.02148212923546268 0.032017791027330093 -0.00072620802606442774 -0.11762811333329851
leaf_weight=127.9668426066637 84.185041978256777 30.867951525375247 11.209145122673361 87.775616537313908 1.171857951208948 89.925011626910418 106.82577386358753 41.06285351421684 2.1816356498748055 213.21635263552889 65.922059824690223 11.100175500847397 4.6939511559903613 162.56241499073803 6.5111253089271477 34.263421032810584 27.327100480906665 109.70443067606539 11.751196775585411 2182.2093085034285 3.2662812266498795 795.97967250505462 12.615616071969269 62.528554533608258 69.464040811639279 143.58555537462234 39.074874910758808 480.70733668655157 187.93230636278167 22.157399465795606
leaf_count=1223 2148 211 530 3339 25 1029 2920 581 29 10348 582 120 83 3967 190 3345 218 777 139 30500 26 8463 129 645 540 3419 940 12172 1923 532
internal_value=0 0.000579174 0.0154185 0.0180335 0.011684 -0.00666051 -0.00826062 -0.0258617 -0.0702687 0.0298092 -0.00132151 -0.0178808 -0.0217422 -0.0037184 0.000189065 -0.0603179 -0.0507996 -0.035496 0.000785103 -0.0024156 0.00891627 0.00678513 0.0392102 0.050534 0.081004 0.010814 -0.013551 0.0164896 0.0228145 -0.0562733
internal_weight=0 5145.56 584.236 573.027 485.251 241.167 239.995 150.07 43.2445 244.084 4561.32 381.31 370.21 228.484 4180.01 40.7745 141.725 114.398 4139.24 3137.81 955.605 943.854 147.874 135.259 72.7303 1001.42 189.199 812.225 668.64 61.2323
internal_count=91093 88945 19012 18482 15143 4584 4559 3530 610 10559 69933 5747 5627 4549 64186 3535 1078 860 60651 40442 9942 9803 1340 1211 566 20209 2695 17514 14095 1472
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=31
num_cat=0
split_feature=7 5 6 5 5 23 14 4 7 11 7 1 21 24 23 13 11 8 8 10 7 23 7 5 3 7 4 19 6 7
split_gain=11.2271 12.9419 13.7911 17.7784 13.1674 11.8341 11.3841 12.8243 11.8921 10.9927 11.256 10.7587 10.6971 10.6526 11.641 19.6918 18.0416 14.188 12.9739 13.3504 18.4831 13.5662 12.7956 12.7827 12.4605 14.6878 17.3976 26.2909 14.4583 15.3179
threshold=-0.2253603680192007 4.0130084031204678 0.048804212348790434 0.48701387065916019 0.89019083715098801 1.5259498261094602e-05 0.99173915468563245 0.4023442283255077 0.084838356691960312 0.00034666670991685445 -0.13924999013286632 0.57500000000000007 -3.0545786527282819 4.4723246863475898 24.627580185644611 0.29173914022740632 -0.50915366623511404 0.080197303596327221 0.53848480209566219 0.24108532623114828 0.3965222606222501 9.3421740758715881 0.81110307179573149 5.1561443106573455 -0.42417502177022876 0.83102811254333109 -0.59615502423632172 0.37258677764389986 0.018488397406200664 -0.041102906445856895
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=1 2 3 -1 -5 9 11 12 -9 10 -2 13 -8 14 16 -16 17 -7 19 24 -21 -22 -20 -19 28 -26 -27 -28 29 -18
right_child=5 -3 -4 4 -6 6 7 8 -10 -11 -12 -13 -14 -15 15 -17 18 23 22 20 21 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.024381324115202704 -0.06031814285766849 0.31850355042300349 -0.10937174898885511 0.66793136140449672 0.039304216370734217 -0.050456675606855385 -0.025633447848575616 0.028000359043890973 -0.021269548616841449 -0.064293265480874856 0.1098456378897289 -0.069927527134272735 -0.097322344441603231 -0.031466671170616405 0.021232545858738225 -0.090155298699710965 0.1348863507209456 0.087521235115160606 -0.057918051100168358 -0.016830572563903908 0.02502776370577349 -0.037957578169876049 0.018696011118362894 0.28839375840900033 0.0031705242627791449 -0.16059258634861953 -0.080882803450327362 0.099144423012280714 -0.03122055543174165 0.00036757736329032735
leaf_weight=63.843744907528162 4.6063525602221516 1.020556516945361 21.3892967319116 0.64759260974824318 0.68636635318398476 5.4743476570583907 63.956200095824897 73.099594473838806 148.52319291420281 6.0889077465981236 24.902681946754456 21.052875007502735 30.856490654870868 94.806291191605851 28.905986603349447 35.196012535365298 10.506825912743805 13.862258127424868 67.43472108617425 152.03467814764008 649.25949775986373 36.097519555129111 32.212503477931023 4.1064205262809983 3305.852575805271 11.397343101445584 23.515659034717828 12.38407640205696 219.57096472242847 43.562852688133717
leaf_count=2279 37 6 597 26 14 225 1540 1928 2630 54 150 676 986 1020 592 4332 274 124 978 2360 22309 1057 364 50 41478 177 349 175 3233 1073
internal_value=0 -0.0355234 -0.0396971 -0.016832 0.344482 0.000584055 0.00018172 -0.0181859 -0.00501847 0.0580407 0.0832831 0.00140091 -0.0489644 0.0017173 0.00239367 -0.0399264 0.00298505 0.0904871 0.00253558 0.00333216 0.014713 0.0217103 -0.0331514 0.133427 0.000704444 0.00237888 -0.0529531 -0.0187801 -0.0198139 0.0265073
internal_weight=0 87.5876 86.567 65.1777 1.33396 5119.27 5083.67 316.435 221.623 35.5979 29.509 4767.23 94.8127 4746.18 4651.37 64.102 4587.27 23.443 4563.83 4464.18 837.392 685.357 99.6472 17.9687 3626.79 3353.15 47.2971 35.8997 273.641 54.0697
internal_count=91093 2922 2916 2319 40 88171 87930 7084 4558 241 187 80846 2526 80170 79150 4924 74226 399 73827 72485 25726 23366 1342 174 46759 42179 701 524 4580 1347
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=31
num_cat=0
split_feature=12 13 6 9 5 7 6 2 10 10 17 3 4 8 4 15 13 5 6 17 5 8 8 14 7 6 7 2 3 1
split_gain=10.0737 20.3183 19.573 18.798 15.0446 27.0832 22.6544 25.819 22.6994 18.3338 19.2899 19.1421 21.8338 16.5084 16.3823 16.0121 15.6616 30.3607 27.5844 26.7188 24.0879 28.5511 27.6592 24.0828 22.6211 21.0303 23.2567 22.2045 24.9211 24.372
threshold=4.7818920698444707 0.022465208779740096 0.31558950762670118 0.0082805117305038128 1.0526011170104665 0.33672753732300292 0.016587783972729385 0.10958981519962445 -0.23659116443612027 -0.21455617992886475 -3.7384823700151446 0.43087792277228981 1.3309729293933901 -0.30282930140203024 1.3012289509121857 0.29166666666666669 0.040695301447173586 1.49987030617119 0.22395492268987161 -6.8845801935894455 2.0348022236600012 -0.071355885321670059 0.033099592684621947 0.94920282284111568 0.68456847622693107 0.41339865874285803 0.45537288485227834 0.67912407976069566 0.23057800357112376 0.17500000000000002
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=4 -2 -3 -4 5 6 -1 -8 14 11 15 13 -13 -7 -9 -11 17 -6 19 -18 22 25 -20 -21 -24 -22 -27 29 -29 -28
right_child=1 2 3 -5 16 9 7 8 -10 10 -12 12 -14 -15 -16 -17 18 -19 20 23 21 -23 24 -25 -26 26 27 28 -30 -31
leaf_value=0.016544536963150634 -0.012164985000582966 0.16455683939093096 -0.023090536025532338 0.033307287868899103 -0.00051297480395732142 0.039098597458000234 -0.05746373182765372 0.19495204560231078 -0.012316335509543853 0.055697924194677409 -0.03194085477255653 0.040818801791362574 -0.051835043380744676 -0.074742440483138356 -0.0029037006734609315 0.020428569917699327 -0.0069817958281345703 -0.039784777435363634 0.048218366726960532 0.042250974883348003 -0.080832156082090711 0.011167112700710307 -0.059034642155097544 0.19652616378899188 0.078485856929040143 0.015626953007924906 -0.18404269710648791 0.086787241504929363 -0.094364121548962496 0.03225475653459884
leaf_weight=197.99391331337392 1260.4281534773763 8.8377441298216564 91.826630884082988 165.82551693008281 629.22407033550553 16.221042225137353 145.87731658760458 9.6705994792282599 153.03149192407727 151.4599604588002 61.551208823919296 86.81612163502723 35.971316773444414 59.326332972384989 7.3772231768816701 857.42839582636952 29.092672556638718 286.485495749861 177.2071578449104 20.430867059156299 66.378985582850873 332.16126801259816 51.581590468995273 20.046585217118263 15.57240742864087 114.75242467364296 5.8968379325233391 8.4233664674684388 77.152150752721354 44.68675734475255
leaf_count=5237 21642 69 1042 6603 11324 267 5296 79 1579 1431 1245 1185 297 607 72 9721 215 3295 6366 134 422 4220 372 140 349 2502 153 220 3792 1217
internal_value=0 -0.00686082 0.0182265 0.0132072 0.00280791 0.00938865 -0.00997731 -0.0265972 -0.000122915 0.0172333 0.0224077 -0.0106931 0.0136753 -0.0502992 0.109333 0.0257234 -0.00343533 -0.0127994 0.00546535 0.0661172 0.000744502 -0.00932526 0.0275075 0.118656 -0.0271449 -0.0307781 -0.0175362 -0.0454855 -0.076533 0.00703964
internal_weight=0 1526.92 266.49 257.652 3661.82 1782.72 513.951 315.957 170.079 1268.77 1070.44 198.335 122.787 75.5474 17.0478 1008.89 1879.09 915.71 963.383 69.5701 893.813 649.452 244.361 40.4775 67.154 317.291 250.912 136.159 85.5755 50.5836
internal_count=91093 29356 7714 7645 61737 27016 12263 7026 1730 14753 12397 2356 1482 874 151 11152 34721 14619 20102 489 19613 12526 7087 274 721 8306 7884 5382 4012 1370
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=31
num_cat=0
split_feature=18 18 19 22 2 17 18 6 8 7 12 7 7 3 16 9 14 14 18 11 15 13 17 4 23 14 0 19 5 1
split_gain=9.528 22.8011 22.3665 19.9419 32.2705 29.8373 29.439 24.3594 28.444 26.0135 22.8025 20.4345 19.7262 23.6635 17.2099 16.5196 16.1707 15.2249 15.8512 14.5663 14.5045 16.7521 18.6015 14.2466 22.4279 27.863 26.6006 22.293 17.4729 14.5701
threshold=1.4062500000000002 1.0000000180025095e-35 0.31715144554679137 0.84393995260347221 0.67912407976069566 -5.1841188533104745 2.3437500000000004 0.433432893124438 0.14602238361429012 0.39166536047009465 0.78711066207668756 0.022616417651683641 0.38694712670497605 0.20951277775776719 0.24281567032741036 -0.38783689487544265 0.82407546361598361 0.94050981112487342 2.6562500000000004 0.041944495503723887 0.19166666666666668 0.042860832607876688 -6.9924574173173522 0.89924206736058532 0.14332968811717703 0.99545321719567126 0.0002907553736473429 0.24391484617492076 4.3155201077202836 0.50833333333333341
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=1 -1 14 4 5 7 -6 19 -9 -10 -8 -7 17 -14 20 -16 -4 18 -12 -2 21 -3 -23 -22 25 29 27 -27 -26 -25
right_child=3 2 16 -5 6 11 10 8 9 -11 12 -13 13 -15 15 -17 -18 -19 -20 -21 23 22 -24 24 28 26 -28 -29 -30 -31
leaf_value=0.0034593475991288713 0.0080453374815308686 -0.021613859573977406 0.070006873889858351 -0.0092881365997601727 -0.10580191831650616 0.30273959217846641 -0.14426916638657786 0.064009782947242619 0.030021487171195144 -0.18306072799612344 0.21118122335825418 -0.077490037054333882 0.12925568877895438 -0.056491110031735431 0.23163258261573444 -0.035164851963741986 -0.040391698354682405 -0.029585193719580224 0.052567627517479468 0.041370701328761653 0.015329734798517295 -0.079867133062852175 0.20330796758715161 0.015546207964695712 -0.027886410236867356 0.80184002089070194 -0.10644100091879245 0.18919298870641976 0.073669562652634829 0.26833477865778382
leaf_weight=1964.7089187025558 704.46959447674453 10.171920979395511 13.838096787687389 612.89996779989451 38.144665273837745 1.4646426318213333 10.824293717043473 197.15878764935769 15.159742377698423 9.21011651214212 7.940187214408069 40.417076966259629 7.8972004987299433 52.151874285424128 2.3484818106517187 196.88208571029827 321.98156645894051 16.470308142714202 30.512384444009513 161.16577618196607 298.22516670799814 2.9074610311072311 11.475433808285741 65.007695747539401 349.01614428078756 1.2117253877222536 1.032151593826711 1.16497818659991 17.805954409297556 2.3629512954503289
leaf_count=31998 11363 115 203 7972 1250 43 687 13535 145 61 110 863 95 2213 22 3786 4436 247 401 2925 4094 81 72 1114 2876 30 28 15 244 69
internal_value=0 -0.00333141 -0.0136306 0.00556905 0.0126116 0.0186316 -0.0288473 0.0218223 0.0514119 -0.0505088 -0.00551261 -0.0641931 0.00755093 -0.0320631 -0.00585743 -0.0320199 -0.0358425 0.0508623 0.0853202 0.0142499 0.000997502 0.0766034 0.146065 -0.0015255 -0.0130123 0.0385258 0.317453 0.501542 -0.0229568 0.0244125
internal_weight=0 3260.14 1295.43 1905.89 1292.99 1129.05 163.941 1087.16 221.529 24.3699 125.796 41.8817 114.972 60.0491 959.612 199.231 335.82 54.9229 38.4526 865.635 760.382 24.5548 14.3829 735.827 437.602 70.7795 3.40886 2.3767 366.822 67.3706
internal_count=91093 49183 17185 41910 33938 28935 5003 28029 13741 206 3753 906 3066 2308 12546 3808 4639 758 511 14288 8738 268 153 8470 4376 1256 73 45 3120 1183
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=31
num_cat=0
split_feature=7 5 6 5 23 1 0 17 12 23 21 12 18 14 6 4 12 23 12 19 10 5 16 5 10 6 23 6 23 2
split_gain=9.3609 9.57073 12.5559 10.4328 9.47616 9.28895 14.5394 11.67 21.4619 18.515 16.9429 19.0957 18.4493 17.0134 16.2687 15.5756 17.7775 14.726 18.0763 16.7126 15.9499 15.4684 14.4764 22.3412 16.8863 14.854 13.0607 19.1457 15.0918 12.5044
threshold=-0.2253603680192007 4.0130084031204678 0.048804212348790434 0.48701387065916019 1.5259498261094602e-05 0.47500000000000003 -0.0049110227705841149 -7.4461973851065011 0.14032359856857604 25.92075969563847 -3.8087617702578416 3.2959104526626746 2.9687500000000004 0.88006544610933612 0.0024325974073718887 6.7583406635822847 2.1018210735699325 0.041732897824118299 5.9748276754585268 0.20567855669372767 -0.27326691542364545 0.57270192154145128 0.1942644545430032 0.37195867017312395 0.12401565535104077 0.043762712101177582 8.5948005032103598 0.33116716539416219 2.434417565958261 0.8918700598695708
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=1 2 3 -1 -2 7 -7 8 -6 10 26 14 13 -13 -12 16 -16 -14 19 21 -21 -19 23 25 -25 -15 27 28 -10 -9
right_child=4 -3 -4 -5 5 6 -8 29 9 -11 11 12 17 22 15 -17 -18 18 -20 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.022410624546621925 0.051395866005714788 0.25836633415254096 -0.10701237808911312 0.21937681809191056 -0.091452786298388419 -0.071284964210680299 -0.0072944708913253624 -0.0065821475201373525 0.014780492729763246 -0.082664924122684724 0.22247205277633106 0.059658678470685539 -0.030823044656888426 0.011804529402983016 0.074055876412051122 -0.0099676184572187552 0.016770749395117492 0.078516876906191607 0.17635461418705767 0.20809598145525443 0.047542384185379781 -0.033326517165331054 -0.021997215680581647 -0.020546222324582985 0.018618397261217771 0.10686093773978922 -0.02020509101598281 0.042888742486721178 -0.054416506898462641 0.039347212808574318
leaf_weight=62.399984440300614 36.314817583188415 1.1127109453082074 19.555357643403113 1.8371080327779044 22.874501534970477 43.877746957354248 186.12645994173363 1814.5150468342472 590.90892558917403 23.470172966830432 3.8626020550727835 34.573384175775573 38.891362382099032 36.47933950368315 68.376423814333975 152.74951961496845 260.8074761852622 16.282036382704973 8.9096763227134925 6.8120060265064231 67.497822056524456 51.413495869375765 621.72863903432153 322.36859799409285 167.18272430868819 29.92451888602227 85.345467037288472 271.77699925703928 33.294514856766909 61.278478466672823
leaf_count=2279 241 6 597 40 390 1519 6487 34601 7341 2992 26 697 1356 839 567 1373 2459 124 67 42 518 419 8381 2501 1565 287 2676 8132 338 2233
internal_value=0 -0.0329848 -0.0368538 -0.0154958 0.000496833 0.000128726 -0.0195019 0.00107108 0.00502967 0.00579263 0.00651622 0.000975889 -0.00494417 -0.00948321 0.0180619 0.0164236 0.0286697 0.0240458 0.0381857 0.0295168 0.0622604 -0.0064261 -0.011513 0.00021153 -0.00717143 0.0546412 0.0171746 0.0207352 0.0110896 -0.00508173
internal_weight=0 84.9052 83.7925 64.2371 5057.64 5021.33 230.004 4791.32 2915.53 2892.66 2869.19 1887.86 1402.06 1212.26 485.796 481.933 329.184 189.806 150.915 142.005 74.3098 67.6955 1177.68 555.955 489.551 66.4039 981.326 895.98 624.203 1875.79
internal_count=91093 2922 2916 2319 88171 87930 8006 79924 43090 42700 39708 21221 16796 14270 4425 4399 3026 2526 1170 1103 560 543 13573 5192 4066 1126 18487 15811 7679 36834
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=31
num_cat=0
split_feature=11 17 12 5 7 10 17 0 7 11 6 6 7 8 2 5 19 7 6 17 3 13 23 14 17 6 1 21 13 6
split_gain=9.17441 12.6765 13.0162 16.8945 21.525 21.368 20.4758 14.8066 13.944 14.9357 21.1651 14.4576 13.6889 14.4682 15.9683 14.2861 14.1488 12.5988 12.3765 25.0354 24.6189 22.7833 16.2201 20.8045 13.0166 15.3899 15.3149 20.5677 14.6095 12.2717
threshold=-0.10745331636023932 -3.7384823700151446 4.616477223271314 1.0526011170104665 0.33672753732300292 -0.1218291744366225 -11.305765764718084 -0.15274963121108487 0.35667142230755106 0.017115704211611831 0.24318851778048789 0.80220892325679949 0.82492258909978877 -0.31977577270606666 0.12390639330697657 0.29025072053007472 0.22681662174058456 0.41632318385015737 0.18758831670744971 -11.901498521919795 3.1651758722515568 0.080113604173453215 0.92508505891077164 0.98963660223878736 -6.5469146411374313 0.099461928878291028 0.29166666666666669 -1.7669262732738995 0.047176849285686266 0.86948462807492655
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=-1 2 3 4 6 12 -2 -4 11 10 -10 18 13 14 -6 16 17 -15 19 20 22 24 23 -5 -21 -26 28 -28 -27 -12
right_child=1 -3 7 8 5 -7 -8 -9 9 -11 29 -13 -14 15 -16 -17 -18 -19 -20 21 -22 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=0.010747530680249697 0.019195967418704343 -0.035300934933744726 0.04213162097362852 0.14338515621837936 -0.071900881756717994 0.027508181340778749 -0.024734912788241335 -0.01005703621035652 -0.075778647406887958 -0.0033270880916693047 -0.0063205016596563218 0.061652837013642915 -0.13572617634495296 0.44652253681264864 0.072460422602552282 -0.019345479811213602 0.011529472229637601 0.11429030027531123 -0.0067683943086214744 -0.039875149896404456 -0.097071128838316992 0.2065326095134665 0.028980022619536912 0.40754105350694331 -0.048589358484803169 -0.016520812341949742 0.080382148666503922 0.4880328182181648 0.25848040295757951 -0.091400825688418688
leaf_weight=681.03670984739438 172.67452462762594 109.6180891636759 56.400918837171048 14.562483308836827 9.3221835065633041 740.63747566449456 275.16939606564119 1504.6077145333402 79.888989239931107 492.42686234111898 174.4882447803393 44.975917383795604 7.7195072118192902 1.4453839883208299 43.031785437371582 212.76013409532607 15.354480988346038 5.4276077933609486 362.19088160106912 52.460810612887144 4.9938516914844504 5.1380434185266486 8.3050542213022691 3.7491036280989638 10.667230643332006 9.1333696246147174 2.9806985650211573 2.1165438145399085 2.4500206261873236 18.777341881766915
leaf_count=15198 3808 1833 1245 100 72 8454 6834 27639 565 12602 4266 768 61 33 1010 1758 265 73 2730 524 61 29 55 34 136 78 35 21 14 792
internal_value=0 -0.00171679 -0.000867335 0.00324458 0.0105213 0.0184421 -0.00779655 -0.0081714 -0.00512843 -0.0137299 -0.0324834 0.0074452 -0.00431473 -0.000784329 0.0467554 -0.0113759 0.0649083 0.184158 0.00235267 0.0306955 0.10667 0.00242395 0.144896 0.197468 -0.0107165 0.045218 0.105208 0.249652 0.0416451 -0.0145868
internal_weight=0 4443.47 4333.86 2772.85 1483.54 1035.7 447.844 1561.01 1289.31 765.581 273.155 523.724 295.061 287.342 52.354 234.988 22.2275 6.87299 478.748 116.557 31.6105 84.9467 26.6166 18.3116 79.8087 27.3479 16.6806 5.09724 11.5834 193.266
internal_count=91093 75895 74062 45178 22368 11726 10642 28884 22810 18225 5623 4585 3272 3211 1082 2129 371 106 3817 1087 250 837 189 134 808 284 148 56 92 5058
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=31
num_cat=0
split_feature=20 7 18 14 9 3 7 5 14 4 23 0 1 6 13 14 8 3 17 2 24 19 23 3 5 0 8 14 6 9
split_gain=8.69346 10.6144 17.0838 11.4725 15.4848 20.7479 18.5122 10.6042 18.854 11.6998 11.1716 10.3869 10.3765 21.0096 38.5622 22.416 19.5645 28.5382 21.9748 20.2488 19.0973 15.8957 13.9022 13.6192 12.9845 12.5626 13.9752 11.0282 13.1193 15.4536
threshold=0.78881492519693142 0.73517497371540885 2.0312500000000004 0.74697277467119072 -0.053788313724553567 1.7473737065110437 0.82770092609603518 0.89019083715098801 0.83411889858638888 -0.26640393715287963 0.51091345952339906 -0.030860296841152355 0.20833333333333337 0.23542331132123515 0.049132776116149919 0.95038872646786421 -0.27525910493558081 0.021087176871916077 -5.935016247524719 0.67912407976069566 2.1800186320310773 0.31120774779881399 25.92075969563847 0.0058455992083939297 5.656369565755182 -0.34699896396674923 0.53848480209566219 0.9884267343682489 0.016587783972729385 -0.3301660924783541
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=1 12 3 -3 6 7 -5 8 -6 -9 -11 -10 13 14 21 -16 17 18 23 -19 -20 -1 25 -15 -18 -14 27 -27 29 -29
right_child=-2 2 -4 4 5 -7 -8 9 11 10 -12 -13 22 16 15 -17 24 19 20 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.028865660357291691 -0.032655827018452155 -0.041034710767282934 -0.10968937860350197 0.010885087976717243 -0.12394145311385707 -0.083741332731727014 -0.075507516696825566 0.073510345672906527 0.063032763830145375 0.33400206198160409 0.027677438663653926 -0.0079876627854109823 0.067781735973267407 -0.013141997199278291 0.045516835621783762 0.23972716022615193 -0.056060247733401486 0.064295933717562065 -1.1607499056735253 -0.16660487800539611 -0.31718295635344962 0.024800622022011398 -0.077681779860895875 -0.84511289283640445 0.054162228418648886 0.0031348619586871913 -0.069260817224181634 0.31843778374408055 -0.022330269236497165 0.0089707164901520822
leaf_weight=137.67740981653333 80.594901073956862 33.373937147669494 11.06387957301922 107.68108734558336 10.002520492300389 15.422349916771052 32.225880348589271 92.915474496548995 34.959669494070113 1.1986219435930241 176.94033933989704 50.110234849154949 27.947963560931385 2.5103004118427643 14.659979708492758 9.9950424395501596 185.42259572469629 41.305128800682724 0.39466552762314566 4.1825104805175206 0.83863439876586199 92.122117348946631 22.599218948278576 0.21349273598752905 11.341406093444673 3354.1616551745683 28.509327848441899 1.63083523698151 379.72003629198298 152.8015866028145
leaf_count=1171 2148 1128 530 1127 147 223 310 9959 342 8 4601 637 549 231 93 61 2313 2025 15 99 42 1085 2892 19 315 46600 573 47 7467 4336
internal_value=0 0.000449018 0.0133518 0.0158054 0.0194432 0.0298781 -0.00901441 0.0346641 0.00592826 0.0447432 0.0297386 0.0211983 -0.00118517 -0.014751 0.00539937 0.124249 -0.0355762 0.0206574 -0.236922 0.043065 -0.587131 -0.0073519 0.000526766 -0.0783524 -0.0497071 0.000974816 0.000498124 0.0010096 -0.0123358 0.0122387
internal_weight=0 5033.93 565.894 554.83 521.456 381.549 139.907 366.127 95.0724 271.054 178.139 85.0699 4468.03 500.663 254.455 24.655 246.209 49.4447 3.95709 45.4876 1.2333 229.8 3967.37 2.72379 196.764 3944.77 3916.82 3888.31 534.152 154.432
internal_count=91093 88945 19012 18482 17354 15917 1437 15694 1126 14568 4609 979 69933 7469 2410 154 5059 2431 307 2124 57 2256 62464 250 2628 59572 59023 58450 11850 4383
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=31
num_cat=0
split_feature=16 7 9 4 10 2 2 2 2 4 3 2 7 1 20 11 12 6 18 6 12 24 18 9 22 14 8 7 7 23
split_gain=8.21495 12.6135 13.8291 36.8856 11.4258 10.7756 10.3395 9.65901 21.2327 19.0754 17.0886 18.3773 47.7256 21.3703 19.465 17.0105 14.7278 16.2619 14.0364 22.0547 21.782 13.5937 17.995 13.238 16.7273 19.5291 20.5549 19.1824 18.7825 16.372
threshold=0.50240044963073227 0.13145742302788896 -0.34338508153703207 -0.093777551775447984 0.12748916229467802 0.11311505027210379 0.15353421344617221 0.0073005899508299171 0.043258069312840847 0.92016561357934801 -0.71422650948056809 0.065416994815800433 0.37199298239094908 0.25833333333333336 0.5749598664715484 -0.10403602663423704 1.2086985889538051 0.0029261097671564253 4.5312500000000009 0.35030510147420119 5.054933324678303 3.4583382002787855 1.0937500000000002 -0.13072513468866978 0.65897656205022825 0.78688602262333018 0.3922588811508062 0.84180109111652257 0.66418442341596706 3.8200931225412758
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=7 2 3 -2 5 -3 -7 16 9 -9 15 12 -12 -14 -15 -10 17 -1 23 20 -20 -18 -23 -13 25 29 28 -28 -27 -25
right_child=1 4 -4 -5 -6 6 -8 8 10 -11 11 18 13 14 -16 -17 21 -19 19 -21 -22 22 -24 24 -26 26 27 -29 -30 -31
leaf_value=0.06832801727250172 -0.03596812163838245 -0.058322265944405649 -0.045254087657726594 0.8596258079018626 -0.080537207148376741 0.31343081893911662 0.084723641030203689 -0.05454318945945761 0.011907529281917295 -0.0034612641581833695 -0.046563850252609271 -0.010124657067789092 0.020244172484940266 0.13115026831165585 -0.046449374841008612 -0.050814985082748156 0.013471048078063048 0.44711317946020684 0.052733538880189758 -0.11897572759925693 0.25939446429502538 0.504321966116554 -0.02909922700891597 -0.095233819523564189 0.0002470899077565072 0.017614874397195869 -0.043615488999191245 0.068317298134218205 0.059696851655236575 0.01578965503344085
leaf_weight=3.7419298794120541 1.755469558760524 4.1249028099700871 102.73037172481418 0.62309777643531461 5.709750212263315 2.4245290234684935 10.701553096063433 132.77712072106078 67.534620836609975 162.66065948549658 47.715558829717338 875.68448171578348 43.742547133937478 55.483275465667248 6.9435103740543118 120.1875284165144 258.95205212011933 1.6258744001388548 22.926245945505801 5.5266596409492186 6.5593013707548371 1.3073931224644177 1.2250042781233785 26.261877991259098 2559.6259424877353 289.76039724680595 70.402128149755299 19.565316190477461 167.2995897969231 26.874378165462986
leaf_count=40 50 185 3809 27 113 21 91 5951 568 5865 1593 9900 411 447 125 1906 5438 33 217 56 50 22 20 621 32605 5902 637 176 11659 2555
internal_value=0 -0.0250669 -0.0397348 0.198645 0.0420795 0.0826633 0.126968 0.000583852 -0.000465293 -0.0264188 0.00127257 0.0025845 0.0365067 0.0738411 0.111396 -0.02825 0.0190918 0.18306 0.00130207 0.0643458 0.098707 0.0157258 0.246289 0.000755091 0.00377024 0.018796 0.0244181 -0.0192733 0.0330183 -0.0390822
internal_weight=0 128.07 105.109 2.37857 22.9607 17.251 13.1261 4974.38 4707.53 295.438 4412.09 4224.37 153.885 106.169 62.4268 187.722 266.852 5.3678 4070.49 35.0122 29.4855 261.484 2.5324 4035.47 3159.79 600.164 547.027 89.9674 457.06 53.1363
internal_count=91093 4296 3886 77 410 297 112 86797 81244 11816 69428 66954 2576 983 572 2474 5553 73 64378 323 267 5480 42 64055 54155 21550 18374 813 17561 3176
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=31
num_cat=0
split_feature=6 0 8 10 14 6 14 9 21 10 2 14 12 1 9 6 16 6 23 8 22 10 1 7 9 22 5 7 10 17
split_gain=7.68949 9.04047 10.2725 13.8901 13.1525 10.5631 13.3629 12.384 12.8329 10.219 13.3131 10.7157 10.5776 12.957 11.2107 30.3757 18.3107 11.4038 17.9579 12.6453 12.947 13.2171 11.3775 15.3254 12.1919 10.7557 10.4996 16.3641 17.849 16.135
threshold=1.4946519145087411 -0.34699896396674923 0.40403531631951456 -0.12882422681680603 0.9580968434849374 0.006458963029371277 0.98518549939132383 0.17687589779066412 -6.3671122240484612 0.54563004541756654 0.53950802668129771 0.76101440916986995 4.616477223271314 0.091666666666666688 0.78641160013366884 0.433432893124438 0.15825874661665412 0.26558983788684148 0.83667961753187392 -0.13344718185479679 0.86036102841286921 0.043561209569844918 0.20833333333333337 0.76167933315946412 -0.30612550697238278 0.50768380001940849 1.0526011170104665 0.33672753732300292 -0.1218291744366225 -11.305765764718084
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=1 -1 9 -4 -5 6 7 -6 -9 12 11 -11 13 -3 17 -16 -17 -14 19 -19 21 -21 23 -20 -25 -24 27 29 -29 -15
right_child=-2 2 3 4 5 -7 -8 8 -10 10 -12 -13 14 26 15 16 -18 18 22 20 -22 -23 25 24 -26 -27 -28 28 -30 -31
leaf_value=0.038480745928064011 -0.059295653953379504 -0.061612798759804792 -0.085744823498093925 0.011180570784053706 0.40554405313961922 -0.043797296154642999 -0.071899025837096661 0.28924230020000469 -0.010800583342004622 -0.027076815729958154 -0.053369817143804246 0.049376466458129098 -0.012489283702483211 0.017782778714442365 -1.4514240555171898 0.037723750670034951 -1.0769407719184787 -0.039765713561137485 -0.068506576139157185 0.14707727548636504 -0.047094025061750706 0.039559811353669573 0.10785900836824598 -0.12601221123455414 0.030878723086430051 0.0034913599218248069 -0.0016893875586576129 -0.0032960112804815752 0.025987048610101995 -0.021542977628269143
leaf_weight=60.88322275923565 21.83255271660164 30.215226062107831 27.872311564162374 128.88920611422509 1.3518946897238473 115.85615993011743 5.5368759371340266 1.9953474290668953 4.9910876303911218 21.860624467488378 18.514057105639949 113.59891977789812 1043.634337675292 173.39617868838832 0.19284989684820075 1.1359982893336562 0.16934075136668969 11.643517108634112 52.691398716298863 23.678187968209386 7.4371149837970725 22.109571635723114 10.12629099562764 5.6702716499567023 39.161642387509346 396.8323777129408 1483.8558458269108 295.28409721376374 705.41217152122408 261.93781240377575
leaf_count=1518 2864 336 374 1219 32 2166 136 37 107 1173 579 9841 17919 3784 16 166 12 102 1179 179 68 185 210 29 2210 5652 21712 3300 7462 6526
internal_value=0 0.000178778 -0.000287141 -0.0186729 -0.0114443 -0.0339224 0.0485318 0.128501 0.0748926 0.000829172 0.0261675 0.0370383 -2.55466e-05 0.00353561 -0.00653276 -0.279953 -0.106881 -0.0062788 0.00510519 0.0546324 0.075283 0.0951602 -0.00126322 -0.0319408 0.0110354 0.00608832 0.00420977 0.0103054 0.0173462 -0.00587929
internal_weight=0 5065.93 5005.05 286.493 258.621 129.731 13.8752 8.33833 6.98644 4718.56 153.974 135.46 4564.58 2950.1 1614.48 1.49819 1.30534 1612.98 569.35 64.8684 53.2249 45.7878 504.482 97.5233 44.8319 406.959 2919.89 1436.03 1000.7 435.334
internal_count=91093 88229 86711 4071 3697 2478 312 176 144 82640 11593 11014 71047 43120 27927 194 178 27733 9814 534 432 364 9280 3418 2239 5862 42784 21072 10762 10310
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=31
num_cat=0
split_feature=24 7 20 19 14 10 22 4 11 12 19 5 24 2 23 16 23 16 17 11 13 4 3 23 14 23 19 4 17 13
split_gain=7.62168 10.4765 8.06145 19.0638 15.3447 14.5196 13.7774 10.4831 10.1251 10.0931 12.842 14.9798 17.1213 16.2026 15.6244 13.2794 15.4069 12.3586 12.2358 12.4077 12.125 16.1654 19.966 11.7665 14.8717 11.7419 10.8415 10.6931 10.5113 22.1988
threshold=4.2716014433558067 0.5286873370387295 0.47358420867955692 0.44067126415183822 0.94606937798761748 0.40849721918046905 0.50768380001940849 3.6300382680397849 0.58024177866126925 2.2008957051091902 0.20723399380095384 0.57270192154145128 1.4641295258512181 0.12390639330697657 2.0822714855471784 0.34733774145033719 0.19871024274122231 0.072623866145309052 -7.3409945026936416 -0.076181671447676305 0.16999801467537731 10.454410773738635 1.635720850059857 0.72768997841672134 0.94896507525000506 9.8277129898565949 0.33029840645359537 1.9682129774780617 -6.2969895068715482 0.044050006316812933
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=2 -2 5 -4 8 9 -7 -6 -5 20 11 13 23 15 18 16 -11 -12 19 -14 21 22 25 -13 27 -1 -24 -25 -23 -30
right_child=1 -3 3 4 7 6 -8 -9 -10 10 17 12 14 -15 -16 -17 -18 -19 -20 -21 -22 28 26 24 -26 -27 -28 -29 29 -31
leaf_value=0.013703417682526212 -0.08178734736987954 -0.0096035841823089111 -0.012727352242345663 0.019475988297636082 -0.00048590402956382893 -0.49319376397351178 0.037121549154703525 -0.048682790131208534 0.23571014507155069 0.03096644849082926 -0.041166731818049217 -0.028570040153118523 0.043724782418465585 0.18818354288446912 0.027034485906202693 -0.033421929742988341 -0.064426066758987058 0.0064208552517136313 -0.10101844109684011 -0.024424437830996321 -0.054600878938974265 -0.020467466599057182 0.066054058582823705 -0.31478552700454998 -0.065993216894075377 -0.22662616139143493 0.22516830450794606 -0.095623898111939054 -0.014262539396893507 0.096400680520202953
leaf_weight=88.371833053417504 25.546196862356737 94.424939188174903 1160.2189289026428 419.14070459455252 440.41938937827945 0.49160771886818011 140.32443072553724 50.280713608954102 2.1767105325125149 149.56174424476922 56.530617307173088 71.171106664463878 30.240586754865944 4.9571583848446599 84.556754605378956 63.706810237374157 19.092541804537177 1576.1988369571045 18.331055521965027 229.21658709272742 22.177357986336574 104.34038339927793 93.335993037559092 4.6210638647899014 38.824248926714063 2.0808075116947284 4.4881699355319133 4.2958152368664742 47.108938755467534 29.464250020682812
leaf_count=1034 281 1151 21003 14493 8045 31 6541 868 100 2984 920 849 233 36 1005 2454 132 23470 138 1768 590 1091 683 49 294 24 33 24 619 150
internal_value=0 -0.0249741 0.00053416 -0.00422349 0.00659466 0.00395327 0.0352701 -0.00542451 0.0205931 0.00234538 -0.000129554 -0.0112695 -0.0214085 0.00929128 -0.0106033 0.00547482 0.0201675 0.00477321 -0.02206 -0.0164814 0.0172146 0.0215286 0.0420405 -0.0543336 -0.0927411 0.00817478 0.0733542 -0.209202 0.00018184 0.0283191
internal_weight=0 119.971 4955.73 2072.24 912.018 2883.49 140.816 490.7 421.317 2742.67 2351.3 718.575 481.257 237.318 362.345 232.361 168.654 1632.73 277.788 259.457 391.368 369.19 188.277 118.912 47.7411 90.4526 97.8242 8.91688 180.914 76.5732
internal_count=91093 1432 89661 44509 23506 45152 6572 8913 14593 38580 34356 9966 4360 5606 3144 5570 3116 24390 2139 2001 4224 3634 1774 1216 367 1058 716 73 1860 769
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=31
num_cat=0
split_feature=17 12 5 23 7 18 22 18 2 18 12 2 13 5 9 15 19 17 10 8 8 24 14 2 3 20 12 4 12 9
split_gain=7.20185 16.5357 16.6468 13.5216 15.1606 13.285 24.5032 22.7832 16.2648 18.0781 16.1718 13.4384 18.5668 12.9295 16.5921 13.5593 13.4395 11.7385 11.708 12.7035 11.3524 12.9553 11.3438 11.077 10.3505 16.4541 10.1065 9.8741 22.059 10.2899
threshold=-7.4461973851065011 0.4244285437339777 0.65231384454428876 25.92075969563847 0.63382529397633536 1.4062500000000002 0.84393995260347221 1.0000000180025095e-35 0.11311505027210379 3.2812500000000004 5.7510688499176599 0.77976052517945094 0.073423593952448282 1.2654659670211423 0.0025050333085450995 0.54166666666666685 0.26341712149145952 -8.6917169284776694 -0.56596743409593053 0.074171265157826599 -0.17520216787885068 1.5349511075773723 0.9300413543810272 0.7248422838189611 -1.2386027566077977 0.36560666633854111 5.0040273641014386 7.1315087904511163 2.2008957051091902 -0.30612550697238278
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=1 2 -1 4 5 7 8 27 -7 11 -11 12 26 15 16 -9 -15 -16 -13 -20 -8 22 -22 -5 25 -17 -10 28 -3 -30
right_child=-2 3 -4 23 -6 6 20 13 9 10 -12 18 -14 14 17 24 -18 -19 19 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.15143206521334041 -0.0049734147776236866 0.094231473752750122 -0.08920550680754559 0.17858312839055893 0.023036133814160718 -0.0066500724356543988 -0.039616815287034632 0.00076246456273458378 0.025615486615868197 0.056183332213426501 0.20976815921668038 0.29497236400082494 0.066763655205941727 -0.040536002955791753 0.005486020067870679 0.34141476450622898 -0.11649056621191034 -0.07829246593696898 -0.060776541253860228 0.097166329208167701 -0.14495497278835692 0.012893776848395303 -0.018673315720187465 -0.10023827047643102 -0.042533705948124508 -0.14786523792912315 -0.013355440416435653 -0.038010719954716582 0.072313681854153156 0.0035761119046840528
leaf_weight=3.1718152118846765 1880.8062462175731 29.070832787081599 30.697603564709425 1.5447639450430894 372.48199781333096 169.41323273675516 93.865130878984928 347.73637407366186 257.72682514390908 89.829917111434042 7.4223218308761707 1.0720516955479968 88.916503353975713 63.311641647014767 82.828281744383276 1.7501134444028132 36.857680826215073 20.955435635522008 37.847328649135306 5.8841168265789738 7.537454647012054 245.13533605821431 126.43436105223373 18.354778421344236 118.99983559548855 1.1318184621632097 89.707951503805816 47.939145104493946 22.415711036184803 765.91525282966904
leaf_count=51 37961 356 623 10 9219 3873 1092 5380 2712 708 49 8 1409 527 647 33 290 153 1481 45 68 2589 2672 2872 2125 26 847 557 294 12416
internal_value=0 0.00283019 -0.0666702 0.00357698 0.00409903 0.00154306 0.00933302 -0.00463658 0.0206 0.0285815 0.067905 0.0206333 0.0259885 -0.0184278 -0.0394514 -0.00929736 -0.0684838 -0.0114301 -0.0315213 -0.0395251 -0.00848138 -0.000772394 -0.0257781 -0.0785939 -0.0379987 0.14926 0.0155532 0.00609834 0.00868526 0.00553062
internal_weight=0 3185.96 33.8694 3152.09 3132.19 2759.7 1220.79 1538.91 747.82 578.407 97.2522 481.155 436.351 673.571 203.953 469.618 100.169 103.784 44.8035 43.7314 472.972 379.107 133.972 19.8995 121.882 2.88193 347.435 865.341 817.402 788.331
internal_count=91093 53132 674 52458 49576 40357 17553 22804 11132 7259 757 6502 4968 9181 1617 7564 817 800 1534 1526 6421 5329 2740 2882 2184 59 3559 13623 13066 12710
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=31
num_cat=0
split_feature=11 6 23 7 6 8 19 13 18 14 1 10 8 13 10 1 7 4 17 9 8 24 17 10 10 8 5 2 7 21
split_gain=7.16032 11.5155 9.78976 26.6468 17.4985 18.2616 19.2823 16.7964 15.613 12.7498 16.832 12.0362 12.8185 10.4222 10.2273 10.8969 10.0738 9.95877 15.9665 13.006 10.5499 9.73703 14.9921 14.7913 14.4204 13.5698 17.9826 26.4992 19.9901 20.7283
threshold=-0.2913791593821638 0.2812545741636216 6.6105441950366108 0.43424610697523403 0.55141212020384545 0.014668296332428133 0.21488799927060817 0.15889528395060953 2.0312500000000004 0.9171215029706693 0.14166666666666669 -0.48831755553911554 -0.093981868105602759 0.040695301447173586 0.013208671967847861 0.17500000000000002 -0.041102906445856895 -0.96248131067217535 -5.7546939775165429 0.072170706504583695 -0.093981868105602759 1.7062938451073566 -5.0095910259995842 0.20741795263356894 -0.39954349203888617 -0.31977577270606666 0.29025072053007472 0.043258069312840847 0.37199298239094908 -2.0651999365714464
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=1 -1 4 11 21 6 -6 -7 9 10 -5 -4 -13 -14 16 -16 -15 -10 20 -20 -19 24 23 25 -2 -23 27 -27 -29 -30
right_child=2 -3 3 8 5 7 -8 -9 17 -11 -12 12 13 14 15 -17 -18 18 19 -21 -22 22 -24 -25 -26 26 -28 28 29 -31
leaf_value=0.27666698364623171 -0.084325665675512362 0.019104615482764833 0.19584452933376661 -0.070870766276879854 -0.061034808169338456 -0.050639244438549946 0.069764214343588954 0.044111848173887053 0.039904920187903092 -0.045297318574601758 0.031127761143685678 -0.020646826166395821 -0.078004071271281561 -0.045152290396676245 -0.19243072558477817 0.024557626444716939 0.1004278675907941 -0.092852632075827141 -0.14259844506891561 -0.51684269097795787 0.017438422283135361 0.024247285518620099 -0.034595493599071617 0.021414255391399382 -0.0047600360380316824 0.0056673946540655613 -0.0059653387901054036 -0.065320144813505773 0.10122897295532879 0.33797837432442224
leaf_weight=1.7582466676831234 23.036316228564829 136.40590620378498 3.7307151053100815 21.123157617403194 12.664696445688604 41.48631643387489 102.39224545354955 34.075768760871142 6.8778581344522527 94.532752554514445 69.119927040068433 61.147755180252716 6.8409285880625239 5.4340148717164984 2.524042644537988 27.858614654745907 37.940033019054681 50.644733455730602 2.522196379024535 1.4697323734872041 10.465154509525744 223.09759434126318 97.036191312130541 463.62888599117287 2035.8340348801576 113.13332879077643 1322.5473531556781 6.1205109888687721 29.136967435479164 4.2357771806418887
leaf_count=10 326 4334 39 277 173 619 6749 327 97 2446 3367 1505 70 26 13 256 270 2298 22 39 334 5185 1406 12443 34047 2865 11208 126 184 32
internal_value=0 0.0223823 -0.00070078 -0.015649 0.00063287 0.0302836 0.0553667 -0.00790993 -0.0350231 -0.0196321 0.00725301 0.0185448 0.0138783 0.0400718 0.0510234 0.00653129 0.0821892 -0.0745325 -0.0866225 -0.280386 -0.0739651 -0.000676128 0.00385748 0.00558343 -0.00565028 0.00126161 -0.00221463 0.0302862 0.10081 0.131278
internal_weight=0 138.164 4910.66 402.232 4508.43 190.619 115.057 75.5621 256.756 184.776 90.2431 145.476 141.745 80.5976 73.7567 30.3827 43.374 71.9797 65.1018 3.99193 61.1099 4317.81 2258.94 2161.9 2058.87 1698.27 1475.17 152.627 39.4933 33.3727
internal_count=91093 4344 86749 11059 75690 7868 6922 946 8880 6090 3644 2179 2140 635 565 269 296 2790 2693 61 2632 67822 33449 32043 34373 19600 14415 3207 342 216
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=31
num_cat=0
split_feature=13 11 6 24 22 23 11 21 4 8 14 7 17 6 12 1 7 10 9 19 14 6 13 8 0 10 11 13 10 23
split_gain=6.79715 7.43597 8.26341 9.04202 8.10682 9.47083 11.6748 10.3022 10.5207 9.16073 7.69701 9.92755 7.11628 17.9966 15.433 11.6039 16.1083 14.9529 14.1088 12.4829 14.6598 13.894 12.4664 18.5138 14.7002 14.0653 12.716 10.7425 10.6268 10.0252
threshold=0.55852366100043438 -0.2913791593821638 0.2812545741636216 0.48014662530317592 0.49820515825017447 30.563235369723763 -0.50915366623511404 -2.0929775808387641 -0.1237424207440314 0.10297640745683667 0.92464633387175044 0.57075070389486104 -6.0705244758874644 1.2285057043284471 0.4244285437339777 0.32500000000000001 -0.015872400469823311 -0.023080614328956837 -0.022020840867745622 0.49576704056672277 0.97161161157843023 0.26924883632261681 0.0401842254078481 -0.11178110422547756 -0.033772003094156698 0.071054290366747444 -0.012207106359996953 0.011745650150818548 -0.45224115585025088 0.00025572414936570295
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=1 2 -1 -4 -5 6 9 8 -8 10 -6 -12 14 15 29 16 17 -14 -19 21 28 22 24 -24 27 -25 -26 -18 -21 -3
right_child=-2 12 3 4 5 -7 7 -9 -10 -11 11 -13 13 -15 -16 -17 19 18 -20 20 -22 -23 23 25 26 -27 -28 -29 -30 -31
leaf_value=0.23141864360307829 -0.075305497929909995 0.22371161378409354 -0.081942369541032206 0.18738016483074216 -0.10342592952747338 -0.068921210157517912 0.067363250513181913 0.22927378306917673 -0.01069845733852557 0.13979862335597176 0.46838567154681904 -0.017407156698091768 0.21432794060928459 0.16891556215265091 0.0019207864396533548 -0.045682724805730303 0.033520615267711849 0.1570589245580474 -0.071515662595330098 -0.076463580536450276 -0.038427082779630889 -0.037645262349729688 -0.043016461055130475 0.13555438092892755 -0.05997383850901631 -0.072595987119367683 -0.0081784517278596421 -0.082777494447873676 0.031706411471759739 -0.063458680137893936
leaf_weight=1.8840321078896511 11.976900173816828 1.2489529326558102 8.0852362476289255 3.0817258281167588 3.3866851264610913 10.225264174398033 23.777541799936436 2.2109761126339427 63.035216015065096 15.057360695907844 0.64096063002943982 1.2239724793471394 6.1525669284164932 5.6624372070655218 3977.2765741557814 82.145471137948334 83.118948592804372 4.5161059722304353 6.7167404759675238 9.6292804772965592 45.393680116161704 196.6920449428726 13.729295739904044 20.350183511152867 71.072283729910851 3.8624921590089789 142.30024399328977 8.7817367594689113 159.85685587534681 45.61093949561473
leaf_count=10 1218 7 49 79 170 858 1426 22 1002 171 22 51 44 85 70441 1553 716 44 95 188 741 4238 108 114 888 24 1868 73 4014 774
internal_value=0 0.000118393 0.0234834 0.0204866 0.0272394 0.0231116 0.0317189 0.0161111 0.0106822 0.100135 -0.0135882 0.149555 -0.000515991 -0.00877305 0.00124859 -0.00995078 -0.00614953 0.0890177 0.0203815 -0.00834157 0.0120432 -0.0164546 -0.00431052 0.0497488 -0.0110295 0.102349 -0.025431 0.0224075 0.0255608 -0.0558048
internal_weight=0 5016.73 132.609 130.725 122.64 119.558 109.333 89.0237 86.8128 20.309 5.25162 1.86493 4884.12 859.98 4024.14 854.318 772.172 17.3854 11.2328 754.787 214.88 539.907 343.215 37.942 305.273 24.2127 213.373 91.9007 169.486 46.8599
internal_count=91093 89875 3860 3850 3801 3722 2864 2450 2428 414 243 73 86015 14793 71222 14708 13155 183 139 12972 4943 8029 3791 246 3545 138 2756 789 4202 781
is_linear=0
shrinkage=0.1


Tree=73
num_leaves=31
num_cat=0
split_feature=16 7 10 4 4 2 2 6 3 11 14 2 7 8 23 17 16 9 16 8 7 9 22 14 18 12 13 8 11 7
split_gain=6.83035 9.88736 9.55917 9.67578 9.38005 8.54526 16.0403 17.7524 13.9572 13.8605 12.8775 12.3128 33.2169 15.5335 14.4911 11.8231 10.9696 10.6467 12.546 13.6075 12.2416 12.6268 11.7219 16.6089 15.4757 23.2235 15.2346 14.4537 17.2844 14.9803
threshold=0.50240044963073227 0.15150136568072017 0.12748916229467802 -0.50982464892385682 1.7462963652178927 0.0073005899508299171 0.043258069312840847 0.019515341679893047 -0.71422650948056809 -0.10403602663423704 0.99884640088684251 0.065416994815800433 0.37199298239094908 0.36022608123960814 0.059226492910171298 -8.9023176891611282 0.14429292745121633 -0.13072513468866978 0.34325361779682867 0.28177974082174179 0.022616417651683641 -0.22794248724800706 0.65897656205022825 0.78688602262333018 2.0312500000000004 4.2278599409795472 0.011745650150818548 0.3922588811508062 0.033415928387443644 0.84180109111652257
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=5 4 3 -3 -2 -1 7 10 9 -8 -7 12 -10 14 15 16 -14 18 19 -13 21 -20 23 24 26 -26 -19 28 -25 -29
right_child=1 2 -4 -5 -6 6 8 -9 11 -11 -12 17 13 -15 -16 -17 -18 22 20 -21 -22 -23 -24 27 25 -27 -28 29 -30 -31
leaf_value=0.017858137607622195 -0.038685050319578487 0.020970213377716256 -0.073532391080372184 0.19074431369482461 0.27259746090253267 -0.00047437536442644743 0.010122127161803761 -0.048148135595391078 -0.042456002745993635 -0.047043578229690658 0.40629964878571906 -0.0095628646671006567 0.35122969837258206 -0.072624527049740581 0.041021957269855809 0.068002688053618782 0.1430234344522546 -0.073784103402793053 0.28608210508486193 -0.088720165832471387 0.018242793263334681 0.033565100910430211 0.00094389953028923158 0.013750409422685954 0.0034197283729667295 -0.38626297221386641 0.040261365759812706 -0.03759078682364201 0.054456568521703975 0.062004127634456868
leaf_weight=268.71091591287404 102.21573914447799 9.0696907206438482 5.2762389793060711 5.3295419146306822 0.97730064624920387 139.93648219341412 67.038420989178121 144.08642614353448 45.030580571852624 115.46774392202497 0.7826108830049624 796.30953662388492 3.0760016720742014 8.2282865550369007 63.584416329860687 20.687206755392253 14.268635709770022 23.590385523857549 3.7434711023233831 22.325611721724272 46.658822561847046 4.204099495895206 2554.6150149221066 271.60589007590897 3.1425447971560052 2.9791915002278984 23.264577843947336 67.344117724802345 169.35345282207709 19.468271728605032
leaf_count=5553 3930 143 100 90 33 5336 568 6446 1593 1906 34 9131 29 175 438 233 108 410 37 172 584 59 32826 10371 161 69 2536 638 7208 176
internal_value=0 -0.0233503 0.0416152 0.0838082 -0.035737 0.000521232 -0.000484777 -0.0234753 0.00102186 -0.0260454 0.0017879 0.00220836 0.0298749 0.0595269 0.0702277 0.119056 0.179948 0.00113944 -0.0086259 -0.0117216 0.0377838 0.152506 0.00385922 0.0166832 -0.0366942 -0.186222 -0.0171579 0.0220411 0.0293839 -0.0152559
internal_weight=0 122.869 19.6755 14.3992 103.193 4899.5 4630.79 284.806 4345.99 182.506 140.719 4163.48 154.875 109.845 101.616 38.0318 17.3446 4008.6 873.242 818.635 54.6064 7.94757 3135.36 580.748 52.9767 6.12174 46.855 527.772 440.959 86.8124
internal_count=91093 4296 333 233 3963 86797 81244 11816 69428 2474 5370 66954 2576 983 808 370 137 64378 9983 9303 680 96 54395 21569 3176 230 2946 18393 17579 814
is_linear=0
shrinkage=0.1


Tree=74
num_leaves=31
num_cat=0
split_feature=12 2 23 20 9 3 24 20 21 12 10 1 19 20 7 9 13 8 10 16 12 13 22 24 4 7 13 7 9 3
split_gain=6.58386 12.9402 16.237 11.843 16.8187 10.1157 9.62663 26.9423 11.1114 15.6879 12.1359 9.19113 9.94076 9.34999 10.5404 11.0058 10.2318 15.6902 13.6642 9.07135 9.07003 14.1145 15.3133 9.82712 8.48118 14.8324 17.5346 17.5318 16.6193 13.9888
threshold=5.212047086912956 0.20274221096666267 0.62398949227850908 0.27358723018878067 -0.26794341513392583 0.089696399456500583 1.3102293868666142 0.26417283302651118 -1.9414668906836592 5.9007913330204946 0.018524737030415933 0.20833333333333337 0.62091591877528052 0.61495725459148287 0.46384258814528229 -0.079725830798316258 0.021654088880428832 -0.17844489296282173 -0.054081102268946295 0.43878888647271991 5.8089130258084323 0.011830569758165313 0.7437237548006449 1.4350939763068666 0.17274551522392059 0.071306169472174594 0.28049130874247258 0.38694712670497605 -0.17277259095369965 0.18819686854384826
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=24 3 19 4 -2 -6 7 8 -7 10 -10 20 13 14 15 -13 17 -17 -19 -3 -4 22 -22 -23 25 -1 -27 28 -28 -29
right_child=1 2 11 -5 5 6 -8 -9 9 -11 -12 12 -14 -15 -16 16 -18 18 -20 -21 21 23 -24 -25 -26 26 27 29 -30 -31
leaf_value=-0.037600916951847113 0.33995432686000665 0.11384689356241684 -0.01287060508812406 -0.023509161376590201 -0.032557774896530355 -0.0098131007215910317 0.022678390463194472 0.73683505255530291 0.75283018996778728 -0.10512616336418353 0.20080724061682464 -0.069400365587541035 0.12963380164261593 -0.048560363168880585 0.031788120728524785 -0.1186269362964946 0.045484132785429385 0.086417829084412506 -0.048534638244664835 -0.074059604987641067 -0.087319788429820341 -0.22800578842504149 -0.42269777470044573 0.034848404575841513 -0.0012130045385880723 0.01499897242637504 -0.070746938452100325 0.038794580533667328 0.12675551614161049 -0.091644628438778075
leaf_weight=64.760898278094828 1.6394632374867786 19.490915890783075 47.467848834814504 457.09045020025223 25.036900234408677 4.1260779518634081 24.902059026062489 0.71402895543724287 0.69822522997856074 0.79062621714547265 0.92698338953778148 24.615887092426419 6.6801798299420616 27.952839663485065 128.89775349153206 12.862924867309628 37.162344192620367 13.83632409758866 16.390693429857492 2.9592019151896229 3.2575976457446805 1.8174033658578972 2.3389597781933844 6.5426973477005959 2993.0256581011927 1015.5848229753319 7.0377252765465554 10.229342697421087 10.796975962817667 41.892624867730774
leaf_count=2382 28 150 1983 8799 649 121 312 32 23 28 22 188 143 460 2707 94 309 89 133 41 84 36 26 369 40010 27888 180 521 101 3185
internal_value=0 -0.00798545 0.0067891 -0.0180735 0.0241567 0.0151045 0.0522124 0.153572 0.0899102 0.260231 0.437968 0.0011879 0.0091738 0.00609915 0.0126351 -0.0109066 0.00703527 -0.0261244 0.0132394 0.0890785 -0.0337071 -0.104574 -0.227484 -0.0222935 0.00159181 0.00888979 0.0116633 -0.0367615 0.0488194 -0.0660449
internal_weight=0 868.198 352.274 515.925 58.8344 57.1949 32.158 7.25594 6.54191 2.41583 1.62521 329.823 268.399 261.719 233.766 104.868 80.2523 43.0899 30.227 22.4501 61.4245 13.9567 5.59656 8.3601 4143.33 1150.3 1085.54 69.9567 17.8347 52.122
internal_count=91093 16826 6812 10014 1215 1187 538 226 194 73 45 6621 4123 3980 3520 813 625 316 222 191 2498 515 110 405 74267 34257 31875 3987 281 3706
is_linear=0
shrinkage=0.1


Tree=75
num_leaves=31
num_cat=0
split_feature=23 4 16 1 6 0 11 2 5 10 10 4 16 8 7 17 9 20 0 3 20 17 6 8 0 7 16 9 12 8
split_gain=6.47598 14.341 12.416 9.13611 17.6413 17.492 21.9319 17.2459 14.5485 14.8015 22.1862 13.4336 14.4128 25.8312 48.0279 12.4885 23.7588 12.0007 29.5909 46.4887 13.0497 18.4396 11.8981 11.7505 20.1443 32.3165 13.3968 12.4784 10.9041 16.6532
threshold=1.5259498261094602e-05 -0.25813278841635839 0.35139546784995979 0.47500000000000003 0.018488397406200664 0.0068948262731782263 0.00021523485601130111 0.56875499601612023 0.011515167033172125 -0.10746942784069964 -0.031738524379359714 0.6764397622364865 0.36082365735744754 0.25183236915843699 -0.2253603680192007 -7.178595887089477 0.016521416800121348 0.29257179490460677 0.0003932816443288142 0.12671935233458598 0.25729049897592732 -11.744311428669167 0.0026866158543414308 0.014668296332428133 0.00085015783730247208 -0.2253603680192007 0.54119337033173986 0.25340619252410274 5.9748276754585268 0.060962611375295857
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=1 -1 -3 -2 5 8 -7 -6 -5 -10 15 -12 -13 22 -15 17 -17 18 20 -20 -11 -22 -14 24 26 -26 -24 -25 -19 -30
right_child=3 2 -4 4 7 6 -8 -9 9 10 11 12 13 14 -16 16 -18 28 19 -21 21 -23 23 27 25 -27 -28 -29 29 -31
leaf_value=0.15740899440258371 0.00062896613449166987 0.07599389021708268 -0.041239583052530726 -0.063894391915400209 -0.061298490852103031 1.0736916366442368 -0.10108584165065487 0.08172664026845039 -0.045199785332778394 -0.10485071356043868 -0.040622250354216093 0.0064100812600683321 0.38127250540923679 -0.10340598546116586 1.174150345193097 0.87362033123433691 0.032157683629725119 0.038439632219629261 0.12047514834090008 1.2186687917458248 0.0046839268824959319 0.71404836020389051 0.0053101425955762406 -0.10351036531821543 0.060030963020025134 1.1585057916814214 0.47887251590305446 0.37226291382340815 0.70397610764155649 -0.1028793135666172
leaf_weight=8.1892256438732129 4676.3272329313913 16.29661326482892 20.271126827225089 29.106628410518169 100.2910738652572 0.34011539351194997 0.29828514019027352 9.2044162973761541 32.393976324237883 1.8817634410224919 33.684227944351733 34.48977938387543 1.2327612675726403 0.55528233246877789 0.62599571282043942 0.61423342861235031 0.73955906089395285 15.433482712134721 0.89007551129907347 0.67992926575243473 0.91543727554380894 0.61105299368500687 4.5818235790356976 4.9721421860158443 0.61353553272783756 0.47529772389680125 0.68693513050675381 0.62000485882163037 0.61932754889130481 0.43580781109631062
leaf_count=72 80225 92 195 676 4656 22 29 44 1202 61 1544 1024 31 21 23 25 31 541 32 26 31 19 154 181 26 21 27 15 26 21
internal_value=0 0.0377936 0.0110062 -0.00041627 -0.0180624 0.00234198 0.524791 -0.0492755 0.0003431 0.0139163 0.0320924 0.00796304 0.0414623 0.125628 0.573611 0.119363 0.41394 0.100786 0.236859 0.596075 0.071387 0.288642 0.0854849 0.0549709 0.147973 0.539537 0.0670527 -0.0507611 0.0597026 0.370717
internal_weight=0 44.757 36.5677 4953.32 276.993 167.497 0.638401 109.495 166.859 137.752 105.358 82.5378 48.8536 14.3638 1.18128 22.8207 1.35379 21.4669 4.97826 1.57 3.40825 1.52649 13.1825 11.9497 6.35759 1.08883 5.26876 5.59215 16.4886 1.05514
internal_count=91093 359 287 90734 10509 5809 51 4700 5758 5082 3880 3067 1523 499 44 813 56 757 169 58 111 50 455 424 228 47 181 196 588 47
is_linear=0
shrinkage=0.1


Tree=76
num_leaves=31
num_cat=0
split_feature=20 7 18 19 17 17 12 15 22 10 24 12 17 8 6 2 20 14 8 21 16 10 4 7 6 11 9 3 23 23
split_gain=6.56734 8.23072 11.615 8.75292 10.1593 8.59881 15.0935 17.4218 11.3933 10.507 11.0011 12.5577 16.3772 13.88 19.0293 16.6388 15.3265 12.5156 12.4573 12.7352 11.7805 11.3113 13.8142 14.6607 13.6896 11.3638 10.5503 10.5426 10.4778 13.2886
threshold=0.78881492519693142 0.73517497371540885 2.0312500000000004 0.51583801299382004 -8.0557842322529449 -9.5303684677982954 0.4244285437339777 0.3083333333333334 0.57805227576218898 0.52426763538532339 3.2236714587630186 3.6220327882413663 -12.267679852994775 -0.04186289677268918 0.17678797061505819 0.16206589385278747 0.35475570171853849 0.96801047454881572 -0.076996456308661268 -3.0960814028386712 0.2084096110539069 -0.034662103554119389 -0.34779756618090846 0.26162989277157395 0.0016841892517210665 -0.076181671447676305 0.18777155655138819 1.9731538607234913 0.00011727878144511554 0.70083281950514964
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=1 5 3 4 -3 6 -1 28 -9 10 11 12 13 14 15 18 -16 -17 19 -10 -13 25 23 24 -23 26 -22 -15 -8 -30
right_child=-2 2 -4 -5 -6 -7 7 8 9 -11 -12 20 -14 27 16 17 -18 -19 -20 -21 21 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.084696921068099104 -0.029249196539728767 0.05447439496713892 -0.086369699717276371 0.044598777604417647 0.0037950744594878144 -0.0046018863321939784 -0.12295213339153165 0.13314430415466963 0.19501360901204737 0.078653536455745923 -0.029372868485487348 0.013471322249013066 0.0028640264211369122 0.036846203759997913 -0.030761522791122799 0.13913561892123841 0.11120715816465926 0.34990861379006333 0.21321890537584617 -0.01509877811417043 0.029198669659481154 0.18258822740235303 -0.028151502829029142 0.067409861330744433 -0.065271368822480025 -0.00054333945425245357 0.17840619755120812 -0.05731375618038588 0.080123392546753713 0.018467248728664783
leaf_weight=18.748741832678206 76.264840353513137 43.797329254448414 11.761682055192066 79.946605950128287 408.35536093171686 2706.2521050065989 3.9483430162072173 6.6222157878801218 3.8211122346110633 17.528740788111463 111.87660599197261 317.24547592713498 224.49592993455008 53.679354007355869 19.148591720964763 6.4273786135017854 12.613175322301684 5.0156842619180679 5.3512911759316948 11.77159707713872 16.178929960355166 2.5115166306495693 344.87654253887013 33.419133035931736 19.762010885868222 265.55900688236579 6.7020862372592083 15.274497217498718 56.69907505903393 91.157492380356416
leaf_count=299 2148 1974 530 3339 13169 44294 57 162 51 490 1005 3365 2602 691 132 35 76 34 76 174 122 16 7465 420 799 5418 47 140 703 1260
internal_value=0 0.000322229 0.0119244 0.0140972 0.00870408 -0.0011195 0.00452228 0.00553503 0.00226767 0.00168727 0.000773061 0.00324593 0.0193423 0.0471351 0.0806152 0.134552 0.0256168 0.231521 0.0815713 0.0363909 -0.00247433 -0.00981631 -0.0206889 0.0255233 -0.0373232 0.00528293 0.0729031 0.0159881 0.0378176 0.0421107
internal_weight=0 4920.55 543.861 532.099 452.153 4376.69 1670.43 1651.69 1499.88 1493.26 1475.73 1363.85 357.599 133.103 64.1488 32.3871 31.7618 11.4431 20.944 15.5927 1006.25 689.009 400.569 55.6927 22.2735 288.44 22.881 68.9539 151.805 147.857
internal_count=91093 88945 19012 18482 15143 69933 25639 25340 23320 23158 22668 21663 4011 1409 578 370 208 69 301 225 17652 14287 8700 1235 815 5587 169 831 2020 1963
is_linear=0
shrinkage=0.1


Tree=77
num_leaves=31
num_cat=0
split_feature=2 0 9 11 24 14 21 23 18 18 20 15 10 13 23 9 17 16 7 10 8 6 8 23 4 7 4 5 21 11
split_gain=6.04356 7.33098 6.83555 9.38725 10.052 8.76169 7.25159 8.46122 6.57236 19.3956 27.646 28.9432 18.5335 27.8382 18.2432 15.8394 14.8984 14.0325 13.6395 23.1907 13.7678 14.0981 13.27 13.1401 19.2349 12.891 12.4757 12.1284 16.3716 12.3514
threshold=1.43100900979736 -0.34699896396674923 -0.011211363896799999 0.40835709097929801 0.53374062704068514 0.8890684779812571 -9.7744816753994872 19.366794811441117 1.0937500000000002 0.46875000000000006 0.38700911456357606 0.19166666666666668 0.17304448110227469 0.028863556318023492 0.059226492910171298 -0.089841788520154883 -5.3771172138917906 0.058524228128389109 0.51021972170467877 -0.21998002169618544 0.12009549143763 0.087672225007998206 0.27554765361286188 0.14332968811717703 0.8211734908158036 0.52159862389090028 7.1315087904511163 0.27738974438526609 -4.3793575926448245 0.00021523485601130111
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=1 2 -1 4 -4 -5 7 -6 9 18 23 17 14 16 27 -15 25 -12 22 20 -20 -22 -3 24 -11 -14 -16 28 29 -13
right_child=-2 8 3 5 6 -7 -8 -9 -10 10 11 12 13 15 26 -17 -18 -19 19 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.02383442256120577 -0.078958118310752265 -0.0034155232258645633 -0.054586051723406727 0.12659808254856805 0.10975235608452097 -0.13369973325955248 0.083734178904285972 0.62686187773211266 0.0038236459983839663 -0.04524192767572819 -0.039021416625897726 0.55236237330976334 -0.058195636868822481 -0.146611141634618 -0.090570310922831826 0.017079421531974281 -0.1457847875027328 0.25364104564768181 -0.013751731151932275 0.012728912122006671 0.092672660466313561 -0.11572842335197341 -0.03525688951965756 -0.0039117776365281375 0.13004816706435232 0.041528304281933347 0.029572623711388066 0.37847097063962998 -0.040084120700881375 0.01371629017594736
leaf_weight=14.926122317439875 9.7056096273008716 1057.4460141796153 5.3445014506578437 1.8153827731730405 0.76241555274464079 4.4951677347999066 32.011956161004491 0.54091862309724092 2109.7970733768307 9.4702831073664147 2.48830447718501 0.90748027199879178 16.247518873773515 21.643635058309886 125.38479822641239 8.1326327614951861 5.7114514764398328 4.7962314006872475 90.269064883003011 1029.9421377064427 3.6835553888231543 27.333347851410508 149.3728667087853 154.09968173294328 18.467004801612347 64.109968432225287 9.2830013092607242 1.0277695967815805 8.3261936958879215 0.80186698213219643
leaf_count=616 1074 17335 33 44 38 84 827 16 44539 249 40 24 197 213 1295 208 62 35 1750 15666 58 215 3667 1491 332 595 97 26 250 17
internal_value=0 2.93042e-05 0.0348031 0.0542655 0.0727246 -0.0588188 0.093148 0.324367 -0.000394143 -0.00356212 -0.0225649 -0.0429397 -0.048415 -0.0185601 -0.0721475 -0.101903 0.0102732 0.153671 7.15222e-05 0.0078584 -0.0335013 -0.0909788 -0.00735666 0.00752783 0.0706277 0.0213651 -0.0822885 0.0512947 0.0177876 0.29968
internal_weight=0 4978.64 59.8965 44.9703 38.6598 6.31055 33.3153 1.30333 4918.74 2808.94 450.898 268.861 261.576 115.845 145.731 29.7763 86.0689 7.28454 2358.05 1151.23 121.286 31.0169 1206.82 182.037 27.9373 80.3575 134.668 11.0633 10.0355 1.70935
internal_count=91093 90019 1658 1042 914 128 881 54 88361 43822 5131 3059 2984 1275 1709 421 854 75 38691 17689 2023 273 21002 2072 581 792 1392 317 291 41
is_linear=0
shrinkage=0.1


Tree=78
num_leaves=31
num_cat=0
split_feature=1 7 18 8 23 16 23 15 14 8 11 6 17 5 20 0 6 10 21 19 11 8 22 7 6 14 15 21 17 3
split_gain=5.95251 7.31767 9.58538 8.47732 7.81783 11.8587 8.21315 13.1188 11.9934 22.1035 12.4981 11.904 11.4966 11.843 12.573 11.8367 11.5955 10.4701 9.69378 11.8958 9.1075 9.07548 10.8705 16.1107 10.5089 8.72189 8.57313 8.36576 7.57426 11.3383
threshold=0.075000000000000011 0.71985750145793337 2.0312500000000004 0.66857901967962918 0.0020971935027875354 0.052132570770906821 1.0864103829602045 0.39166666666666677 0.92865220739939802 -0.13344718185479679 0.12917552764392587 0.13133805627401221 -5.3771172138917906 3.1171013463500477 0.51775478018769672 0.21955979704268255 1.1223263017072471 -0.5139500312374361 -5.2364132807853814 0.28548377738867975 0.038330706927680917 0.10954953427139434 0.69700667127365856 0.78064587991853551 0.30782475253305502 0.74697277467119072 0.77500000000000013 -4.8789864220202208 -7.4461973851065011 1.4296564237369893
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=-1 3 4 28 5 -3 7 -6 10 27 11 20 16 14 15 -14 21 -16 -13 -20 -9 25 23 24 -23 -8 -19 -10 -2 -30
right_child=1 2 -4 -5 6 -7 12 8 9 -11 -12 18 13 -15 17 -17 -18 26 19 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.040172509839213111 0.0016531154845754862 0.43299511009843461 -0.064447307274993745 -0.09793796728415477 0.027457154735240925 -0.022127039901140871 -0.018784027387569971 -0.067991670699665524 0.034274002370365653 -0.017500526464050557 0.050662525984464926 -0.19968737978289411 -0.063952695224458719 0.10121421975180125 -0.17298766984770575 -0.3878529909000461 -0.099684481078572196 -0.00050478205256956942 -0.16399260506645855 0.022957888936012336 0.092869090294216819 0.043457940367678499 0.042089419859751905 0.011114627657049934 -0.16778189425369436 0.052718023090472757 0.11450675914656716 0.30104036800648187 -0.012378272133681792 0.010491932606941706
leaf_weight=36.85089210793376 3017.6129103697604 1.102451387792825 16.691671778680757 9.057037487626074 66.155841880477965 1.1909881699830291 18.913079479243606 12.529863787814977 1.8603705028071997 45.903301035985351 7.9302450977265826 11.176040687598288 20.343306768918413 9.9425884981174004 3.3403390850871792 1.1945098894648243 6.698027436155825 103.14077568450011 7.0749016767367721 6.5590544603765011 4.8945191446691743 3.0538583509623995 45.38849190576002 32.382003653096035 10.292558697285129 174.09737613471225 6.9157964591868213 3.1935211373493066 1015.9149569018045 275.57706280588172
leaf_count=625 47835 19 768 222 597 26 904 112 30 501 88 90 360 158 35 26 705 2070 52 55 30 26 644 503 90 13648 86 29 17993 2766
internal_value=0 0.000167871 0.0103089 -0.0012928 0.0123705 0.196649 0.0116696 -0.00716601 -0.0298172 0.00435285 -0.064527 -0.0861559 0.0189011 -0.0041136 -0.0118746 -0.0819165 0.030366 0.00142865 -0.130647 -0.074054 -0.0228058 0.0334319 0.00742012 -0.0269915 -0.119447 0.0457115 0.00672238 0.202842 -0.00108966 -0.00749825
internal_weight=0 4940.13 621.965 4318.16 605.274 2.29344 602.98 167.278 101.122 50.9572 50.1646 42.2344 435.703 144.877 134.935 21.5378 290.825 113.397 24.81 13.634 17.4244 284.127 91.1169 45.7284 13.3464 193.01 110.057 5.05389 4309.1 1291.49
internal_count=91093 90468 21652 68816 20884 45 20839 1584 987 560 427 339 19255 2735 2577 386 16520 2191 197 107 142 15815 1263 619 116 14552 2156 59 68594 20759
is_linear=0
shrinkage=0.1


Tree=79
num_leaves=31
num_cat=0
split_feature=7 6 1 6 5 6 9 15 10 8 14 10 4 9 9 3 10 8 7 6 13 5 15 3 1 1 6 3 1 20
split_gain=5.91025 7.61073 7.85289 7.10068 16.1809 17.9686 12.0835 15.022 19.7255 36.0193 12.8816 11.5124 11.138 17.5277 13.075 10.6327 14.0483 11.2526 14.3428 10.727 10.6768 10.6344 18.1824 11.8255 10.2597 28.1021 10.2308 10.1572 18.1623 22.0325
threshold=-0.2253603680192007 0.11884947640506052 0.27500000000000008 0.0068514120914616458 0.20259944718777576 0.017488577372982875 0.33054936879046626 0.77500000000000013 -0.0457826934735538 0.13804394108935034 0.99884640088684251 0.21570630394393595 1.5922874663682942 0.58054707525469762 -0.30612550697238278 -0.50228247361725531 0.02924156488784552 -0.10277491717402158 0.5534011851570827 0.076484377267661788 0.11055310896633859 0.24300895659843105 0.14166666666666669 -1.2386027566077977 0.32500000000000001 0.37500000000000006 0.13133805627401221 0.28574364359681464 0.37500000000000006 0.2898461559832754
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=1 2 -1 12 5 6 7 10 -9 -10 -5 -11 13 14 -2 16 17 18 -6 -20 21 22 -18 -23 -24 -26 -21 -7 29 -29
right_child=3 -3 -4 4 15 27 -8 8 9 11 -12 -13 -14 -15 -16 -17 20 -19 19 26 -22 23 24 -25 25 -27 -28 28 -30 -31
leaf_value=0.21730889436721834 0.25787677757282851 -0.1029458976395066 -0.019552502893353918 0.0025540190583127312 -0.062205268177229156 -0.07102266474351604 -0.070311986552968719 -0.050232333490647534 0.87714589315357516 -0.10398821683957944 0.34535623360580503 0.47117562626452747 0.04357892862714869 0.37609521786661032 -0.0054043023168586042 0.002227245331320894 0.73859581090169857 -0.068992835823024998 -0.11325995420632984 0.31620932925010004 0.12960897090693588 -0.057579439056209714 -0.025834236406130969 0.0043829019683395984 1.0841578560069647 -0.10177710506493209 0.075551790205177646 0.22652182508884727 -0.091341452862052031 -0.0038045118098541195
leaf_weight=1.4301226213574398 1.9087862148880947 11.379156980197875 65.840193443465978 119.20846445253119 13.780728965066375 85.369728986173868 20.629919862374663 1.8731863321736453 0.91736439708620254 1.0426914920099077 1.1063517192378629 0.52233407180756319 95.459256345406175 1.2334991097450245 159.8520567342639 4069.2178503880277 0.47509249113500063 71.586697455961257 2.2044125236570826 2.2871250882744771 5.9948989178519687 39.77535483520478 2.4572799243032937 136.51449101022445 0.3371095648035406 0.49059117585420609 7.7600552248768508 4.9370127860456732 18.995348742697388 26.157812676392496
leaf_count=14 37 189 2719 4772 225 4705 669 73 30 37 40 19 1580 18 3566 66507 16 1191 31 20 74 632 56 1638 16 35 74 84 1325 701
internal_value=0 -0.0273111 -0.014517 0.00032132 -0.000578453 -0.0238465 0.00057995 0.0123108 0.194751 0.379612 0.00570625 0.0879752 0.0164527 0.000566007 -0.00229757 0.000922335 -0.0177969 -0.048519 0.00778228 0.0865051 -0.00167676 -0.00604801 0.160361 -0.00959734 0.0767332 0.381236 0.130335 -0.0500475 -0.014299 0.032765
internal_weight=0 78.6495 67.2703 4892.1 4633.64 280.76 145.3 124.67 4.35558 2.48239 120.315 1.56503 258.454 162.994 161.761 4352.88 283.664 97.619 26.0323 12.2516 186.045 180.05 3.76007 176.29 3.28498 0.827701 10.0472 135.46 50.0902 31.0948
internal_count=91093 2922 2733 88171 82970 12455 5640 4971 159 86 4812 56 5201 3621 3603 70515 4008 1541 350 125 2467 2393 123 2270 107 51 94 6815 2110 785
is_linear=0
shrinkage=0.1


Tree=80
num_leaves=31
num_cat=0
split_feature=24 8 21 23 10 21 0 6 2 0 23 7 16 6 8 21 14 1 23 3 17 13 5 3 10 15 19 9 17 8
split_gain=5.76483 8.55268 10.867 5.70726 5.70473 8.00122 6.72624 5.91318 5.53857 5.95516 6.55784 21.017 14.1411 13.4994 16.9674 18.8349 12.0316 17.241 25.7618 29.0012 15.2124 14.2175 11.2146 9.2542 18.4587 9.24988 10.6876 10.6472 9.95454 13.75
threshold=4.4723246863475898 -0.22356769226116233 -2.6831666062141846 1.01996443707264 0.12401565535104077 -3.8502618359994343 -0.0057659291673326169 0.2812545741636216 1.43100900979736 -0.34699896396674923 6.6105441950366108 0.46384258814528229 0.12569232678333334 0.54680277880017913 0.093057930592477231 -3.1381381604865601 0.94282646325304886 0.29166666666666669 13.891198454470279 0.78073928156824401 -5.4996939212837512 0.40097575709058048 5.656369565755182 0.21481861634864166 -0.38826984295261707 0.32500000000000001 0.53796024280589105 0.019086297061705074 -10.462980373800077 0.023758019072978791
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=8 2 4 -3 5 6 -2 -8 9 -1 13 16 -13 25 15 -15 17 22 -19 -20 -18 -21 -12 24 -14 26 27 -11 29 -29
right_child=1 3 -4 -5 -6 -7 7 -9 -10 10 11 12 23 14 -16 -17 20 18 19 21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.031997112772480039 0.10751592786965734 -0.0054968164009050052 -0.096133516661658341 -0.069089516160150022 -0.015166631858284275 0.17043528800707541 -0.16141377125897113 0.072337086439678497 -0.077698379224214298 0.0003278535941984737 -0.023682105306535195 -0.01128755801986487 0.16576988749890897 0.06876250359393335 -0.011623230545598487 -0.020716635394084998 -0.041882093742800004 0.05641979599189724 0.77919241982433185 0.40246696741242716 0.069123758216025538 0.0439189334193738 0.078748033928838945 -0.0802255350260207 -0.051298014349027199 -0.0024431039169950414 -0.017383849582095993 0.097478969231335838 0.018547324244133332 -0.017797145124203082
leaf_weight=59.197984908241779 4.7730377260595578 21.910989576950669 6.6034582755528382 39.653439902467653 8.9884675624780339 6.4278597214724895 2.5818675365298986 1.8631949960254131 9.0803889767266792 330.56214690674096 40.586913927923888 141.3044306820957 4.8559070620685842 100.6542779377196 75.568062086822465 30.699392470996827 53.113700117566623 32.214354661293328 0.99106240412220259 1.8101597100030629 16.083907309919596 2.8426959469215944 14.510149034671484 69.036873439094052 20.272073236294091 3322.6124783412088 129.6938865147531 37.278800641186535 363.5770040685311 14.322695768903939
leaf_count=1656 65 244 78 374 189 59 27 38 1073 3220 1013 4789 43 7548 873 433 813 265 18 19 103 103 138 3324 826 55627 2289 329 5338 179
internal_value=0 -0.0248321 0.0177862 -0.0464567 0.0483233 0.0847977 0.0250818 -0.0634346 0.000327997 0.000473728 8.51623e-05 -0.0122141 -0.0312926 0.00119538 0.0261302 0.0478498 0.0154907 0.0389929 0.090948 0.288028 -0.0160805 0.183409 0.0032935 -0.0613124 -0.00935029 -3.36619e-05 0.0091111 0.0137189 0.0243808 0.0654825
internal_weight=0 92.8023 31.2379 61.5644 24.6344 15.646 9.2181 4.44506 4870.87 4861.79 4802.59 397.622 235.469 4404.97 206.922 131.354 162.153 92.9553 37.8583 5.64392 69.1976 4.65286 55.0971 94.1649 25.128 4198.05 875.435 745.741 415.179 51.6015
internal_count=91093 1074 456 618 378 189 130 65 90019 88946 87290 11454 8982 75836 8854 7981 2472 1556 405 140 916 122 1151 4193 869 66982 11355 9066 5846 508
is_linear=0
shrinkage=0.1


Tree=81
num_leaves=31
num_cat=0
split_feature=17 3 22 9 7 8 6 11 7 2 5 21 21 10 3 10 22 21 15 11 6 18 18 10 15 23 19 4 7 17
split_gain=5.37776 8.64687 9.17573 11.9794 13.1883 7.73028 7.75207 7.41394 7.4835 11.5563 8.36559 7.90372 7.28456 8.36126 6.94418 6.61438 6.74524 9.81036 6.1183 13.2837 7.99368 7.32504 15.4605 21.5396 18.5731 17.027 11.3756 10.3333 10.2983 14.7056
threshold=-2.935018169749688 -2.2520930283244742 0.84110768058699215 -0.0059889838097314857 0.58742809461915069 0.66857901967962918 1.6694970551186932 -0.2913791593821638 0.81381528958086424 0.42145383979257567 2.1168877357186546 -2.4331071204455186 -8.3748556599440764 0.47954290503040736 -1.0000000180025095e-35 -0.21455617992886475 0.60130962959125511 -5.5126794056798571 0.70833333333333337 -0.040295758885208491 0.27706781594870189 1.0937500000000002 1.0000000180025095e-35 -0.11815247728324614 0.14166666666666669 1.5259498261094602e-05 0.28689537968260698 7.1315087904511163 0.47606716528472587 -5.8181047526106626
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=1 2 3 -1 -5 6 7 8 9 14 -11 -12 13 -7 -3 -2 17 -17 21 20 -20 22 27 25 -25 -24 28 -9 29 -26
right_child=15 5 -4 4 -6 12 -8 18 -10 10 11 -13 -14 -15 -16 16 -18 -19 19 -21 -22 -23 23 24 26 -27 -28 -29 -30 -31
leaf_value=0.42110545832105606 0.25477332731158991 -0.02937241037288681 0.0091506601249836481 -0.009729969521555408 0.41419430857684514 0.23853931121893238 -0.10184831500088767 0.003343153517230359 0.073628324357763383 0.14368189089119762 0.0058021348781394626 0.1252995515844085 -0.084116540161496889 -0.057522551130959325 -0.22115604927518598 -0.011587694140803954 -0.067127392031613581 0.27355223280850161 -0.082502087792669918 0.020913043089467502 0.0312219160139111 0.0032818600754300981 0.25360785440344991 0.15052494833562408 -0.024876389169286556 -0.064395735862833245 -0.027026916472015133 -0.034031347373679716 0.010413128997546997 0.083983872833998871
leaf_weight=1.4922107569873331 0.80169122293591399 4.9235191193874925 7.4809663407504559 3.1200369810685498 0.95955079980194558 1.6336204754188686 7.4208880492951712 1412.7910853325156 25.10276604082901 5.372320464346557 73.810161353205331 5.9836733953561625 18.774065580684692 2.2926241206005216 3.0622337500099084 25.722675075754523 29.978495567105711 1.2660024398937846 21.213168700225655 264.73285744548775 8.7220780448988062 2048.892415014212 1.7130698934197415 7.1663798838853827 207.44012009561993 98.340376840205863 288.63676877319813 78.063105613924563 284.96108649810776 13.198801898397504
leaf_count=30 18 66 159 85 19 19 1428 24063 1255 209 2208 83 293 23 48 513 509 34 189 4240 109 42327 10 46 3607 1330 4253 854 2956 110
internal_value=0 0.000226112 0.0815089 0.178661 0.0899803 8.8897e-06 0.000280739 0.000436871 0.0251689 0.01211 0.0228954 0.0147631 -0.0582108 0.065662 -0.102914 -0.0304641 -0.0344782 0.00178784 -0.000180687 0.0137733 -0.0493669 -0.00110652 -0.00486494 -0.0152032 -0.00974139 -0.058951 -0.0111875 0.00138618 -0.00214505 -0.0183643
internal_weight=0 4897.3 13.0528 5.5718 4.07959 4884.25 4861.55 4854.13 118.255 93.1519 85.1662 79.7938 22.7003 3.92624 7.98575 57.7689 56.9672 26.9887 4735.87 294.668 29.9352 4441.2 2392.31 901.457 801.403 100.053 794.237 1490.85 505.6 220.639
internal_count=91093 90019 293 134 104 89726 89391 87963 3869 2614 2500 2291 335 42 114 1074 1056 547 84094 4538 298 79556 37229 12312 10972 1340 10926 24917 6673 3717
is_linear=0
shrinkage=0.1


Tree=82
num_leaves=31
num_cat=0
split_feature=20 19 20 14 1 10 22 23 0 2 8 4 14 16 16 22 19 12 7 24 5 5 16 8 4 1 6 19 9 3
split_gain=5.33153 6.80674 12.0214 10.9063 9.73076 9.21089 11.55 8.78134 18.171 14.5341 20.5396 18.8599 13.6526 14.5546 17.0661 14.8701 17.9344 13.551 18.1497 16.2081 13.5165 13.5146 20.3657 17.7449 13.127 12.7455 12.5767 11.9539 11.8687 18.3115
threshold=0.76678750755603342 0.44067126415183822 0.47358420867955692 0.94606937798761748 0.35833333333333334 0.40849721918046905 0.50266505351185697 0.65025946626293618 0.056060338306015478 0.34088170422111225 -0.10277491717402158 0.712005793688261 0.92789609083525659 0.2099381295094174 0.11819766531319555 0.8040885240913459 0.22681662174058456 2.9300697958112742 0.51021972170467877 1.8405301516753318 0.73792070594451042 1.9118809415274711 0.25728633065109713 -0.071355885321670059 10.454410773738635 0.44166666666666671 0.055053185556105673 0.33794468379885217 0.14274004428234929 0.75158232929586333
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=1 2 5 -3 -4 7 -7 8 12 10 20 -12 -1 14 17 16 -16 18 27 -20 -9 22 -11 -23 -19 -25 -21 -14 29 -22
right_child=-2 3 4 -5 -6 6 -8 9 -10 21 11 -13 13 -15 15 -17 -18 24 19 26 28 23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.019338706704401017 -0.021309524130334708 0.021660543977149997 -0.0061062577618529821 -0.00183288738493925 -0.031971778006834713 -0.44172989161209997 0.029585341195180803 0.067491036805563759 0.059985573339278266 0.072369634270163199 -0.0048498738794559831 -0.045550057234254843 -0.024092441763479338 -0.0023034851153013233 0.20586897701653967 0.021956705055061546 0.054525551195755508 -0.047926969889679087 0.1483149360074478 -0.050008694785406482 -0.037210383065211766 -0.021098813047139987 -0.031777546914865437 0.02532933533150606 0.20651943124334179 -0.089512890570479495 0.095978148908799688 0.25568110677751416 0.024073405475281189 0.014694464166352667
leaf_weight=208.39689917536452 116.07955031783786 361.54331818688661 968.31862816074863 435.76021839329042 171.15543146198615 0.52198382955975731 133.38542517297901 30.513585277833045 60.939132480882108 67.046874354593456 208.31690671318211 251.07894402742386 58.236274443101138 576.68439121963456 8.7658581323921663 264.03098447946832 73.338603696320206 65.323708324693143 15.977935479953883 12.665041045285763 147.0137950098142 193.78505395562388 26.079496960621327 215.19103980704676 2.0924969366751602 10.11829002946615 11.049757856875656 1.5683349184691895 124.12096954928711 126.41315669007599
leaf_count=1392 3222 13282 16795 7883 4243 22 6525 270 462 1825 1853 2065 909 13683 83 3536 860 601 113 164 1225 3595 252 2639 29 83 63 29 2484 906
internal_value=0 0.000377776 -0.00129165 0.00882039 -0.0099914 0.00213536 0.0277481 0.00089214 0.0066177 -0.0046673 -0.012409 -0.0270942 0.00411241 0.00859712 0.0208498 0.0335149 0.0706837 -0.00541446 0.0180395 0.0704648 0.00335125 0.00874566 0.0432038 0.00108876 -0.0400293 0.020172 0.0180129 -0.0167556 -0.00157176 -0.0132133
internal_weight=0 4829.43 4032.13 797.304 1139.47 2892.65 133.907 2758.75 1359.07 1399.68 887.457 459.396 1298.13 1089.73 513.049 346.135 82.1045 166.914 99.4973 39.6927 428.062 512.221 93.1264 419.094 67.4162 225.309 23.7148 59.8046 397.548 273.427
internal_count=91093 87871 66706 21165 21038 45668 6547 39121 21924 17197 8803 3918 21462 20070 6387 4479 943 1908 1278 340 4885 8394 2077 6317 630 2722 227 938 4615 2131
is_linear=0
shrinkage=0.1


Tree=83
num_leaves=31
num_cat=0
split_feature=17 12 23 7 2 11 23 3 19 8 12 5 8 22 14 18 7 9 21 18 6 9 14 19 5 22 17 7 20 20
split_gain=5.37726 11.2845 10.3901 10.9563 9.57042 9.28315 11.2027 9.06717 8.36602 11.5129 8.25984 12.2853 16.2391 11.0366 10.6882 10.3527 16.658 11.997 11.6485 16.208 11.5918 18.0452 12.8929 11.5526 11.2481 10.8117 10.7383 11.4994 11.6323 12.7929
threshold=-7.4461973851065011 0.14032359856857604 25.92075969563847 0.63382529397633536 0.7248422838189611 -0.61318359774005116 23.218378491415027 -0.9065878524204608 0.54505953367594351 -0.5238675827932977 2.2008957051091902 2.0108509209157392 0.011953317066496468 0.67719973478392725 0.88006544610933612 2.9687500000000004 0.1577861491831373 -0.22098356760666046 -3.6535515785683175 3.2812500000000004 0.16559442321275866 -0.15788210823414478 0.97161161157843023 0.19973515450883075 0.45258256272671932 0.76133896886078534 -9.5303684677982954 0.36707164906070183 0.1989990190405809 0.2998120165942319
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=1 -1 3 5 -4 6 -3 -5 -9 -10 11 12 -7 -12 -15 26 17 18 -17 -20 21 22 24 -22 -18 -21 -16 -28 -29 -30
right_child=-2 2 4 7 -6 10 -8 8 9 -11 13 -13 -14 14 15 16 20 -19 19 25 23 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.072501222808056529 -0.0044310366919616288 0.051804827145664326 0.15719370641666663 -0.11319727932467397 -0.099837490007569696 0.05815382828828021 0.49727779863711369 0.022679763298766503 -0.92687377113655234 -0.10662728853896097 0.020142873245940825 -0.0090659228938604394 -0.014157750533137226 0.043627346978628474 -0.0007104112206694792 -0.076742687173034799 -0.0089842573213946737 -0.0234063905286695 0.46413272570348252 0.41378676439892309 0.0092727152756812651 0.026555734147205592 0.074634378483506666 0.082678869831513901 -0.19396147470949501 0.029570576177994381 -0.037167103422200448 0.20137541567805287 -0.056995460156776347 -0.004755517934320194
leaf_weight=19.981545371934772 1826.1663826083532 1.8490068214014166 1.6006983108818555 5.0584925189614287 15.249146936461328 104.06579841813073 0.81261893548071373 352.27075809112284 0.1945846346206962 1.4189268210902799 228.66984329547267 97.907751383259892 44.266467034816742 48.258425677428022 1114.8585073007271 3.0210954244248569 5.1460605328902629 125.75646773027256 1.3890190999954919 0.85527318017557252 33.478739953134209 90.266238666139543 4.0714159128256133 59.618661191314459 9.1011914350092393 5.0975629366002977 194.04001008626074 2.6210054513066998 51.894567613955587 484.86101384076755
leaf_count=408 37961 43 10 46 2982 967 23 9012 32 129 5158 1471 595 786 16437 69 75 3694 37 13 244 1184 75 486 49 142 3494 25 420 5026
internal_value=0 0.00240627 0.00289102 0.00332071 -0.0754201 0.00114763 0.187812 0.019739 0.0216392 -0.205547 0.000964244 0.0184271 0.036574 -0.000781612 -0.0029231 -0.00395072 0.0121463 -0.0148842 0.0885347 0.156545 0.0303898 0.00819119 -0.0823011 0.0562813 -0.127148 0.0847728 -0.00689271 -0.0162904 -0.00877998 -0.00980618
internal_weight=0 3107.68 3087.7 3070.85 16.8498 2711.91 2.66163 358.943 353.884 1.61351 2709.25 246.24 148.332 2463.01 2234.34 2186.08 337.802 136.119 10.363 7.34186 201.682 108.585 18.3187 93.0974 14.2473 5.95284 1848.28 733.417 539.377 536.756
internal_count=91093 53132 52724 49732 2992 40513 66 9219 9173 161 40447 3033 1562 37414 32256 31470 6068 3955 261 192 2113 1383 199 730 124 155 25402 8965 5471 5446
is_linear=0
shrinkage=0.1


Tree=84
num_leaves=31
num_cat=0
split_feature=23 4 16 15 3 1 2 13 14 5 21 16 21 12 13 24 1 10 8 6 9 18 7 8 23 18 6 7 8 18
split_gain=5.29681 8.94032 9.17422 7.7415 11.0781 6.7924 13.6371 11.0177 8.4777 17.4739 15.3412 6.71305 11.6008 10.3836 5.62721 19.3975 10.7199 9.5964 11.5322 8.38116 10.212 12.6724 14.9253 19.6809 16.076 13.6216 13.1371 9.56949 13.4385 9.47119
threshold=1.5259498261094602e-05 -0.25813278841635839 0.35139546784995979 0.34166666666666673 0.40506874789142649 0.55833333333333346 0.010257891188913539 0.32816480709303669 0.98080169073847168 0.04507328292693432 -3.0545786527282819 0.43091191095821385 -6.2678417921017653 3.0884989539285068 0.38184337365948579 1.7318360673565436 0.27500000000000008 -0.39954349203888617 1.0000000180025095e-35 0.53384970685045807 0.33054936879046626 2.3437500000000004 0.40130547045026338 0.24113470245685573 13.891198454470279 0.46875000000000006 0.74209377783600849 0.30348591603431313 -0.033300772735332773 3.5937500000000004
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=1 -1 3 -3 -5 14 8 -8 9 11 -11 -7 -13 -14 19 16 -16 -18 -19 -2 21 25 24 26 29 27 -24 28 -21 -23
right_child=5 2 -4 4 -6 6 7 -9 -10 10 -12 12 13 -15 15 -17 17 18 -20 20 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.12270170269661569 -0.00085363568652072324 -0.063726034845789356 -0.035324673518374164 0.17837915156883249 -0.0092406117488111807 -0.041487205257695871 -0.10202131524558078 0.16630835405463185 -0.034838559329738082 0.79466965182863969 0.12276805713923505 0.46587264889966234 0.49796752492463503 0.02824737036248531 -0.044176639521049589 -0.08673483833481431 0.23758831549473772 -0.043028067633478335 0.081018237409637719 0.026483508939920776 0.038415756092993615 0.064826040221885969 0.077036986555143405 -0.18616193049501004 0.29636392559395019 -0.048837441383014636 -0.019315353103385651 0.02117914195400479 -0.11570608280481559 -0.0680602757141371
leaf_weight=9.0774743948131782 4261.3005807641894 3.6021425053477314 19.27902396582067 7.7202634625136835 5.3127915374934673 9.1826864089816862 25.97895360225812 1.6259909123182286 29.797976310364902 0.55668707564473152 0.87230333127081283 0.70228195143863814 0.49086731486022017 11.410192283801733 21.533557602437213 32.226073410012759 2.4302238024538374 12.511098340735773 18.691145870368928 12.993703355081381 120.46601535414811 55.658586085774004 20.780868927948177 5.4639711380004874 2.8157231332734218 66.15708351728972 44.351903067203239 100.76308547030203 13.607847191393374 5.9354045800864688
leaf_count=72 64894 19 195 38 35 235 1516 7 991 26 32 25 9 465 1738 3770 53 450 186 75 11058 555 425 27 27 1700 790 1557 80 43
internal_value=0 0.0340349 0.011624 0.0660341 0.101898 -0.000434594 -0.0292203 -0.0862161 0.000458541 0.0457646 0.384519 0.0235451 0.0709271 0.0476213 4.91068e-05 -0.025094 0.0109145 0.0461872 0.0312797 0.000515597 0.0135107 0.00437838 0.0278926 -0.00386648 0.0627023 -0.0120258 0.0114262 0.00709525 -0.0462526 0.0520207
internal_weight=0 44.9917 35.9142 16.6352 13.0331 4878.3 80.6179 27.6049 53.013 23.215 1.42899 21.786 12.6033 11.9011 4797.69 87.3921 55.166 33.6325 31.2022 4710.29 448.994 328.528 135.006 70.5967 64.4097 193.522 65.1328 127.365 26.6016 61.594
internal_count=91093 359 287 92 73 90734 3306 1523 1783 792 58 734 499 474 87428 6197 2427 689 636 81231 16337 5279 1867 1242 625 3412 1215 1712 155 598
is_linear=0
shrinkage=0.1


Tree=85
num_leaves=31
num_cat=0
split_feature=13 10 2 8 17 23 2 20 7 14 19 7 13 7 9 8 3 15 16 20 14 8 5 14 14 2 10 8 14 19
split_gain=5.20102 5.18985 14.3497 19.8268 18.6299 18.4616 18.1396 13.0017 11.4185 10.5068 9.16309 9.14142 9.88542 16.0715 13.4145 9.52276 8.94535 7.68266 7.37178 7.22991 6.97957 6.84859 6.41972 6.36883 6.35529 6.30541 6.28744 10.7851 10.5647 8.602
threshold=0.6005514181230186 -0.35917524539715906 0.14481400849421494 -0.044922426902554304 -4.7674401713534733 0.26078015861484671 0.087821766343802524 0.4332518041382562 0.38694712670497605 0.81256320779824154 0.28273368894616852 0.84529433699463341 0.2439540664598101 0.37199298239094908 -0.1622255665998695 -0.16521320771202277 0.30802154255633146 0.47500000000000003 0.084137587368363173 0.24955679325139887 0.89393598250505202 0.02987344003952121 1.1330885849259988 0.95239635039488968 0.98237409921871455 0.13000047545070056 -0.27326691542364545 0.26920122313573752 0.74697277467119072 0.33654854417201341
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=1 2 5 4 7 6 19 9 22 -4 -11 12 24 14 -14 16 -15 -12 -6 -1 -10 -22 -5 -24 -9 -7 27 28 -3 -30
right_child=-2 26 3 8 18 25 -8 11 20 10 17 -13 13 15 -16 -17 -18 -19 -20 -21 21 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.31192201206448245 -0.098634629680783403 -0.18454600063783427 -0.25768867682310648 0.1545606867283737 -0.044438514682196117 -0.088571649984629838 0.11180243097958209 0.069731892058963477 -0.19576923402323482 -0.1110537485997954 -0.040347685048272547 -0.15792829445719661 -0.05985052559846047 0.17078411861777465 0.1865385118533259 0.2815831546061251 -0.10165398395082687 0.10826243625345727 -0.32512802346661163 -0.083525391783201841 0.041755917829691354 -0.11282489221743788 0.029865540318621181 -0.14535133156006816 -0.10456142877240356 -0.20276128508042462 -0.00013435096562529472 -0.06268292102510109 0.0049978144759069464 0.046888353637377825
leaf_weight=0.47703738790005701 5.353115862584672 2.4067321377806357 2.0801266753114787 2.4332488849759093 1.6712535577826195 11.109370503574612 8.313499295152722 66.65141521464102 6.8491816893219974 7.5849962264765081 7.8825087969889847 2.292077866382896 3.4705426089931279 1.3080581822432638 6.0823229539673793 0.76068664714693923 15.327804077998733 6.2265723100863397 2.1258251611143351 14.999734468059613 3.8159212388563892 11.514491271227596 6.3174418285489065 3.0887233689427376 2.1598517708480349 8.5630482211709005 4489.72429441032 15.590155506972222 96.621032816590741 99.498498508590274
leaf_count=13 695 32 36 18 29 92 58 1523 54 80 190 21 150 27 42 22 1430 94 17 420 31 109 59 28 16 66 81936 230 1351 2224
internal_value=0 -1.17232e-05 -0.0156625 -0.00179357 0.0165454 -0.0666047 -0.00733875 0.0233441 -0.0695151 -0.0430006 -0.0224153 0.0394302 0.0441541 -0.0071863 0.0970257 -0.0644116 -0.0802325 0.0252364 -0.201585 -0.0713366 -0.111843 -0.0743479 0.0097816 -0.0276708 0.0642612 -0.138276 0.000664059 0.0174056 0.0236949 0.0262504
internal_weight=0 4906.95 203.106 159.643 125.624 43.4627 23.7903 121.827 34.019 23.7742 21.6941 98.0528 95.7607 26.9494 9.55287 17.3965 16.6359 14.1091 3.79708 15.4768 22.1796 15.3304 11.8394 9.40617 68.8113 19.6724 4703.84 214.116 198.526 196.12
internal_count=91093 90398 4625 3976 3677 649 491 3631 299 400 364 3231 3210 1671 192 1479 1457 284 46 433 194 140 105 87 1539 158 85773 3837 3607 3575
is_linear=0
shrinkage=0.1


Tree=86
num_leaves=31
num_cat=0
split_feature=17 22 14 16 24 8 23 11 7 24 10 18 12 16 11 20 15 11 22 22 3 22 4 7 1 6 8 20 23 16
split_gain=4.93015 10.0118 10.46 12.018 10.2571 11.0061 14.077 12.6882 11.993 9.94874 9.88596 9.65169 9.5255 12.3919 10.3048 10.2813 9.98419 9.97035 9.88289 9.44162 11.1477 9.58895 12.0896 16.2617 9.34219 11.2484 10.5383 9.30247 11.8064 9.75907
threshold=-9.9579116314343565 0.86036102841286921 0.91996689036480106 0.44645786437992646 4.7645919452658925 -0.0080914912404966895 3.0359233185153305 0.078181567946288597 0.58420437620496712 1.7589569176684214 -0.017814977675181389 4.2187500000000009 3.6220327882413663 0.13171244324369463 -0.042062305191176021 0.28466775133936911 0.40833333333333338 -0.036646247413836659 0.8498135039219491 0.83429022256851004 1.8909969023797655 0.80126484707802736 0.030556757857306941 0.15150136568072017 0.35833333333333334 0.20543822001352577 -0.18505053043275668 0.36206339909200802 0.80714697030366678 0.15022672011375632
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=1 2 3 9 5 6 7 12 11 -1 -11 -7 13 18 16 -15 -14 -16 -4 21 -21 -13 23 -23 26 -26 -3 28 29 -19
right_child=-2 24 4 -5 -6 8 -8 -9 -10 10 -12 19 14 15 17 -17 -18 27 -20 20 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.07767395116194685 -0.0021276354395003898 -0.060181342836799503 -0.033178911568910376 -0.2622124257352722 -0.11347124809788177 -0.0066423247763842501 -0.025629985907166749 0.092136379657551642 0.072599969586485277 -0.035332823855682663 0.039856721293689917 0.020846844527807065 0.11895251083261799 0.14569342097171131 -0.11959779438140253 0.053550883000768081 0.02637756261422047 0.16799654302079869 0.14466607914345686 -0.073449866801688565 0.291815297426054 0.15384142480414961 0.11566611052907322 0.88703358438793145 -0.008454867074129584 -0.060187970080220733 0.012798444138634521 -0.011288512981201961 -0.027729762603225634 0.037688238715397421
leaf_weight=20.324460153002292 3488.5626413401915 21.808892794186249 22.891593041829768 2.0284668630920342 6.2788905687630168 342.84585533861537 49.28303212299943 31.267872550524771 22.970711778383702 35.402272986364551 34.554183120257221 10.788068073801702 17.096235666889697 14.625985481310634 6.0340299699455491 70.384071350563318 36.57046335330233 6.1450665760785332 3.6185691654682151 7.9228012724779528 0.93404614366590966 0.7626530504785467 9.6008191783912462 0.50136943161487579 148.52259283233434 58.617022648453712 213.35985694336705 104.56135746277869 28.039571764878929 88.791091970633715
leaf_count=232 68835 175 164 29 63 6928 900 248 245 393 552 339 124 118 49 649 282 49 25 196 8 36 189 12 4185 566 1722 1952 211 1617
internal_value=0 0.00486784 0.0105325 -0.0214953 0.0138849 0.0147981 0.0249928 0.0307944 0.00246884 -0.0160868 0.00180618 -0.00184598 0.0259844 0.050789 0.016354 0.069404 0.0558685 0.00727487 -0.00890353 0.0520517 -0.0349289 0.0876301 0.153941 0.444659 -0.00760915 -0.0230945 0.0060305 0.0106394 0.0292838 0.0461229
internal_weight=0 1416.53 974.224 92.3094 881.914 875.635 479.309 430.026 396.326 90.2809 69.9565 373.356 398.758 111.52 287.238 85.0101 53.6667 233.571 26.5102 30.5098 8.85685 21.6529 10.8648 1.26402 442.308 207.14 235.169 227.537 122.976 94.9362
internal_count=91093 22258 15610 1206 14404 14341 6388 5488 7953 1177 945 7708 5240 956 4284 767 406 3878 189 780 204 576 237 48 6648 4751 1897 3829 1877 1666
is_linear=0
shrinkage=0.1


Tree=87
num_leaves=31
num_cat=0
split_feature=2 23 4 1 0 10 0 14 10 18 13 8 9 15 14 19 15 14 16 3 11 8 21 2 8 8 14 23 12 1
split_gain=4.84194 15.6267 23.6924 11.7938 10.6058 13.8041 10.3768 15.3763 19.0795 20.3572 10.2393 10.2297 9.79171 14.5734 32.8419 11.4089 9.70722 10.647 24.1858 9.02376 9.16789 9.68787 16.2128 8.95605 14.5784 16.6454 21.9594 24.5359 11.495 9.59054
threshold=0.0073005899508299171 0.026548039328957735 0.92016561357934801 0.55833333333333346 -0.0004833197494111512 -0.39954349203888617 -0.0038302568713212909 0.99545321719567126 0.07663934914346747 1.7187500000000002 0.32816480709303669 0.18278968165340445 -0.041491160327710996 0.3083333333333334 0.98518549939132383 0.13456935048361587 0.45833333333333343 0.94339679821842604 0.069373114946158498 -0.71422650948056809 -0.10053387310646744 0.22496744559742443 -6.3671122240484612 0.0068504560115713884 0.20051411115571274 0.042219120443352083 0.98561533419563963 0.0006799627562146072 3.0620551422241817 0.35833333333333334
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=23 2 -2 19 5 -4 11 12 9 -9 -5 -7 -8 14 -14 -15 17 18 -13 20 21 -3 -23 28 25 -25 27 -27 29 -1
right_child=1 3 4 10 -6 6 7 8 -10 -11 -12 16 13 15 -16 -17 -18 -19 -20 -21 -22 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.15099880251859732 -0.055612182731698379 0.083450397156495687 0.48245374901859006 -0.11408711561497065 -0.021063220393236222 -0.059875901167479532 -0.036953582340974594 0.77800412527927643 -0.10788403323593886 0.12138355882722687 0.15645089033672449 0.69141390245075274 0.71143024287861312 0.38355965844255774 -0.10539917441917052 0.038432344922880758 0.47569404463335885 0.0075322875199028659 -0.10379441894349331 0.0017936641236439583 -0.038457910968429827 0.035328196641463631 -0.077358621890751808 0.05634173792411748 -0.07642016869067518 0.85123399034121605 0.036883667667034159 0.13596568752512664 0.0015835267654521088 0.031200840221707118
leaf_weight=9.0991045348346216 127.41578629030846 13.652117432327939 0.67829920072108407 13.861171413678674 78.146101055201143 18.241644893307239 8.898573529440915 1.0144145665690296 0.80788643658161152 0.88328522350639094 1.5560376495122898 0.74983720667659948 1.1010845545679355 1.021181422285738 0.89016403164714564 15.436940526124088 0.51894002407789308 13.533330635633318 0.7806705990806222 4117.9218242189381 112.93235834315419 31.008772673085328 21.704273167531941 5.5578222852200252 3.5601487858220926 1.1507693314924838 1.4146495796740053 0.82226241938769806 274.37461592862383 25.162340661510825
leaf_count=120 8013 152 24 381 3286 898 332 22 29 39 7 14 25 29 24 624 31 592 27 66954 1980 251 179 156 111 35 42 15 6342 359
internal_value=0 -0.000937186 -0.0242698 0.000524235 0.00371503 0.0337094 0.0289443 0.071703 0.299113 0.47238 -0.0867821 -0.00904739 0.0492048 0.090761 0.346276 0.0598466 0.0504539 0.0358047 0.2858 0.000837465 -0.0211235 0.00837406 -0.0110699 0.0117647 0.0947269 0.16284 0.337562 0.553145 0.00840316 0.0630166
internal_weight=0 4582.75 270.118 4312.64 142.702 64.5563 63.878 30.0535 2.70559 1.8977 15.4172 33.8244 27.3479 18.4494 1.99125 16.4581 15.5828 15.0638 1.53051 4297.22 179.298 66.3652 52.713 321.142 12.5057 8.9455 3.38768 1.97303 308.636 34.2614
internal_count=91093 83913 14009 69904 5996 2710 2686 1124 90 61 388 1562 1034 702 49 653 664 633 41 69516 2562 582 430 7180 359 248 92 50 6821 479
is_linear=0
shrinkage=0.1


Tree=88
num_leaves=31
num_cat=0
split_feature=17 8 4 3 8 10 0 22 19 6 2 5 22 14 21 0 4 11 1 12 5 7 4 13 20 17 20 10 17 8
split_gain=4.79696 9.45621 12.1714 10.7679 8.15835 7.56741 10.575 8.45553 7.90713 7.76133 6.74999 8.2215 7.64247 7.36904 9.24029 6.68563 13.7466 10.7048 10.3964 10.2547 13.6242 16.0767 12.3362 19.3499 12.3418 16.7922 11.2552 16.0295 11.2475 10.383
threshold=-3.7384823700151446 -0.093981868105602759 1.5922874663682942 -0.31911085815803714 0.66857901967962918 -0.0075228484932878458 0.056060338306015478 0.64829742620629249 0.31430422556438226 0.16942278693836335 1.43100900979736 6.169200302905173 0.94778665987425004 0.89480711218372277 -4.2566171542941484 -0.036933824443361483 4.8319885150106643 0.021345041145034806 0.49166666666666675 3.2959104526626746 1.0068046825338242 0.42085216151572463 6.7583406635822847 0.17639217679794192 0.49957368287398202 -6.5039785122397724 0.38064914936547328 0.032015246794471409 -11.990681492523505 0.045134266709827765
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=4 2 -2 -4 10 6 -3 -7 -8 -9 11 15 13 -13 -15 16 18 -18 -1 20 -17 22 28 24 25 29 -27 -28 -22 -24
right_child=1 5 3 -5 -6 7 8 9 -10 -11 -12 12 -14 14 -16 19 17 -19 -20 -21 21 -23 23 -25 -26 26 27 -29 -30 -31
leaf_value=0.010893952787382798 -0.34263402242252883 0.0046895915177428129 0.19207775944511399 -0.082059066243890616 -0.075519329791883319 0.0019941264619297576 0.27210435663527288 -0.031299065379511756 0.02981343984909629 -0.14202186798340458 -0.10274862227925703 0.18354109151610584 -0.0893500409379583 -0.10916143689630012 0.083400635836088241 0.019393922745792776 -0.060639161984691985 0.013673536464969034 -0.083508663799465657 -0.0052681200880929516 0.075474156731215297 -0.022644131940308773 -0.028314328508550049 -0.17756176925998338 -0.078113274768317253 0.019195149332422005 0.18874186413350047 -0.04754605345447694 0.015338480383656533 0.048590160728594622
leaf_weight=1092.3855936123291 1.6456728354096437 15.887235073372723 1.5655478434637249 16.902083317749199 14.117374127963556 59.76075925771147 3.072594065219163 22.871064196340743 2.3982441462576389 8.7540211379528028 6.3096916193608186 5.190998721169314 3.0487297996878615 3.0823121892754051 13.011339886463242 461.99934844183736 51.132018282078207 31.220310793723911 11.791779891122131 2468.4604065965395 39.90228204941377 252.84078311990015 84.6340521434322 6.543049778789281 18.916902534663677 21.730955711565912 11.694635812193154 3.8051837347447863 141.02767736534588 22.150416859425604
leaf_count=20313 14 203 34 276 235 1032 23 478 26 62 1064 92 18 190 174 6655 412 243 209 50183 251 5681 695 41 150 176 89 33 1817 224
internal_value=0 -0.0188773 -0.0820415 -0.0588198 0.000387353 -0.00760896 0.0459812 -0.0201337 0.165892 -0.0619478 0.000612912 0.00075037 0.0587276 0.0799377 0.0465205 0.00045149 0.00694628 -0.0324667 0.0098858 -0.0017293 0.00647111 -0.00342591 0.0104413 -0.00894553 -0.00217422 0.00780064 0.0656305 0.130734 0.0286008 -0.0123619
internal_weight=0 132.857 20.1133 18.4676 4765 112.744 21.3581 91.3858 5.47084 31.6251 4750.88 4744.57 24.3334 21.2847 16.0937 4720.24 1186.53 82.3523 1104.18 3533.71 1065.25 603.246 350.405 169.475 162.932 144.015 37.2308 15.4998 180.93 106.784
internal_count=91093 2148 324 310 88945 1824 252 1572 49 540 88710 87646 474 456 364 87172 21177 655 20522 65995 15812 9157 3476 1408 1367 1217 298 122 2068 919
is_linear=0
shrinkage=0.1


Tree=89
num_leaves=31
num_cat=0
split_feature=1 7 18 1 6 13 8 23 19 2 6 14 13 4 21 3 16 16 16 6 17 3 24 23 9 8 6 19 13 0
split_gain=4.63649 5.97697 8.74596 7.60854 15.7995 18.8685 12.7294 13.1879 14.7843 10.1348 9.45324 18.0311 18.117 12.8986 12.3435 11.2932 9.38518 30.6096 8.93649 14.8087 9.87978 8.87842 8.72048 8.20177 8.04684 7.91033 9.58633 10.6363 8.55686 8.15236
threshold=0.075000000000000011 0.71985750145793337 2.0312500000000004 0.20833333333333337 0.18053182796523745 0.080113604173453215 -0.32878651517407392 18.191439021731487 0.19152039229880136 0.52691534175690313 0.32297657572158406 0.98963660223878736 0.0083871468122265098 0.89924206736058532 -4.9289345358167518 0.90712903259331468 0.17432868422910455 0.1791877417960048 0.12733304066750556 0.36243049790795084 -8.8712317375679088 0.65675791222530921 4.008398965350751 25.92075969563847 -0.17277259095369965 0.53848480209566219 0.006047158613905812 0.45575234903539857 0.20052949473195242 -0.12951597767271336
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=-1 3 -3 4 5 16 9 10 -9 -6 11 14 -13 18 -8 -16 22 -18 19 -12 -20 -11 -2 25 -15 29 27 -27 -28 -5
right_child=1 2 -4 23 6 -7 7 8 -10 21 13 12 -14 24 15 -17 17 -19 20 -21 -22 -23 -24 -25 -26 26 28 -29 -30 -31
leaf_value=-0.036543432818472409 0.0016796976508603651 0.011454492637937472 -0.062443231238543256 0.01905998461207585 0.053192382485817341 0.15345271835265956 0.023900797244378907 0.2272677631457013 -0.0047914581438549646 -0.425635173368206 -0.16520233239804893 -0.011771687471886505 0.38169379914796148 -0.19082600731295754 -0.081785196169556706 -0.013324582816002085 0.44922807007306159 0.023342495045093295 0.048494152364465366 0.076913039969041364 -0.088551733162421722 -0.046087413167253725 -0.092073797076084374 -0.069845814354588531 -0.083968544789620569 -0.10485870062193281 -0.10623648114739631 0.27091689853872419 0.027644846938878909 -0.00024696997205528705
leaf_weight=34.722695545293391 133.41267512645572 587.30977382953279 16.464670063462108 233.12219297641423 27.544033246347684 8.7482576966285688 30.149725125171244 3.7693081812467417 10.106372395297511 0.74527575529646028 3.1285853898152736 2.5742185264825812 2.1456373408436775 8.6638814993202669 50.915817338041961 45.742635663598776 1.9311147276312102 13.383650126866995 6.6092102120164737 13.120779993012546 25.775090223411102 3.5617516115307808 10.718288874253629 16.622487206012011 37.765983141027391 1.2932942006737023 18.888014086522166 1.8038399145007131 6.3886239957064381 3536.0309326619608
leaf_count=625 1480 20884 768 3569 1571 48 284 40 653 18 46 31 17 49 370 312 17 124 140 256 365 136 116 2991 362 37 518 28 51 55187
internal_value=0 0.000128528 0.00943933 -0.00119276 -0.0136361 0.0104616 -0.0285198 -0.0363884 0.0582471 0.0308864 -0.0421836 -0.0248189 0.167097 -0.066209 -0.0319621 -0.0493869 0.00261618 0.0770445 -0.030218 0.0302972 -0.0605825 -0.111763 -0.00529227 0.000244378 -0.103908 0.000551176 -0.0520518 0.114001 -0.0723982 0.000947166
internal_weight=0 4858.44 603.774 4254.66 440.512 168.194 272.318 240.467 13.8757 31.8511 226.592 131.528 4.71986 95.0635 126.808 96.6585 159.446 15.3148 48.6337 16.2494 32.3843 4.30703 144.131 3814.15 46.4299 3797.53 28.3738 3.09713 25.2766 3769.15
internal_count=91093 90468 21652 68816 6435 1785 4650 2925 693 1725 2232 1014 48 1218 966 682 1737 141 807 302 505 154 1596 62381 411 59390 634 65 569 58756
is_linear=0
shrinkage=0.1


Tree=90
num_leaves=31
num_cat=0
split_feature=17 12 5 10 8 8 2 5 12 16 8 24 19 21 3 14 13 6 14 19 0 14 6 11 9 12 15 12 0 12
split_gain=4.59134 10.063 10.2949 9.29694 10.0522 33.595 9.11436 8.80941 8.4508 9.10986 8.37803 8.24016 7.8788 14.3038 13.3499 11.6172 11.4276 17.598 14.619 12.8729 10.796 10.3649 9.71284 19.6199 9.14784 9.13346 8.90841 8.62947 10.3572 9.59454
threshold=-7.4880783697405269 0.4244285437339777 0.65231384454428876 0.56881109269969976 -0.55978485163201108 -0.56946246945570722 0.77976052517945094 7.0129783309611042 5.212047086912956 0.040177232593943714 -0.5000590133928392 1.2507565666884031 0.35351258000830493 -3.3945105077861513 0.39237834971151775 0.79921902284096091 0.0401842254078481 0.26924883632261681 0.94920282284111568 0.28689537968260698 0.059705357594011972 0.95353197170195569 0.012304942750591043 0.0060698879482472155 0.53344240347913707 5.1175314959141938 0.22500000000000003 4.1422683805133946 0.18334487710652769 4.1909031896989815
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=1 2 -1 -3 5 -5 11 -4 12 -10 -11 -6 13 14 15 -2 19 18 26 -15 -19 27 23 -16 -17 -23 -18 -14 29 -29
right_child=8 3 7 4 6 -7 -8 -9 9 10 -12 -13 21 16 22 24 17 20 -20 -21 -22 25 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.1173408589287728 -0.10665686373904167 0.002120913998505905 -0.094696939094319255 -0.031033995870481685 -0.13999025141492252 -1.4176548535332609 -0.082976939680020789 0.11923787549160764 -0.32883582739769163 0.078988592650605843 -0.024785534455189374 0.07996967153639771 0.023006628207426862 -0.017969803313570645 0.0035188909735166789 -0.0030405604747927701 0.070539234568389828 0.032099135492693512 0.1272399363051456 0.03851838093914698 -0.052404258422348041 -0.011375357123973192 -0.042933295858038116 0.59293920993375804 0.078614899335199814 0.083822113465087278 -0.054829856671831594 -0.10989219392002952 0.078914666306927894 -0.0046999784268025547
leaf_weight=3.0408667419105795 9.8951504890574125 2971.5332509072614 23.591948869056072 1.5170679094735531 1.7804093570448447 0.19746984238736232 4.2771447016857556 2.0957808319944879 0.96554375695995887 8.0739671408664417 213.47094628494233 39.239255600376055 344.32553257711697 205.73140209098347 2.6847122292965646 136.35135285416618 13.618795961141588 35.2780188099714 26.165403999388218 50.18302329769358 26.457122108200565 340.30298130237497 201.82145537238102 0.71517815720289935 15.254760317970065 10.385816372465341 9.7082271985709649 9.1475188451586273 14.094868722604586 166.36369927867781
leaf_count=50 499 48122 553 294 39 20 238 64 20 641 4121 3034 9443 2599 71 2406 74 339 157 617 284 5348 3034 20 1409 161 69 318 790 6259
internal_value=0 0.00225834 -0.0566464 0.00281896 0.0469415 -0.190736 0.0559378 -0.0772427 -0.00406673 -0.0223394 -0.0210036 0.0704226 -0.00155459 -0.0092149 -0.0231839 -0.00167626 0.00473819 0.0314991 0.0759236 -0.00689287 -0.00411552 0.00480026 -0.0401096 0.127505 0.00517569 -0.00855604 0.0183632 0.0135727 -0.00355925 -0.0101825
internal_weight=0 3047.27 28.7286 3018.54 47.0113 1.71454 45.2968 25.6877 1841 222.51 221.545 41.0197 1618.49 733.865 366.723 161.501 367.142 111.228 49.4924 255.914 61.7351 884.62 205.221 3.39989 151.606 350.689 23.327 533.932 189.606 175.511
internal_count=91093 52414 667 51747 3625 314 3311 617 38679 4782 4762 3073 33897 11578 7439 4314 4139 923 300 3216 623 22319 3125 91 3815 5509 143 16810 7367 6577
is_linear=0
shrinkage=0.1


Tree=91
num_leaves=31
num_cat=0
split_feature=10 2 8 23 2 17 20 7 15 12 7 24 9 21 22 9 7 13 3 23 24 22 15 11 6 8 14 7 7 22
split_gain=4.57519 11.791 16.5191 14.7514 15.4264 14.6585 10.4039 9.29372 8.94641 7.99236 7.94501 6.87515 7.54875 9.26756 11.5377 26.2771 10.8862 9.36472 8.71068 9.80008 16.5929 6.71474 5.66222 12.8879 7.62314 6.69987 7.80393 8.31759 9.34851 8.48508
threshold=-0.35917524539715906 0.14481400849421494 -0.044922426902554304 0.26078015861484671 0.087821766343802524 -4.7674401713534733 0.4332518041382562 0.38694712670497605 0.47500000000000003 1.2997544664407457 0.84529433699463341 2.8531163763208358 -0.26794341513392583 -5.403986363010274 0.63229011788037404 0.1297851282306173 0.46384258814528229 0.30198858523526301 1.2625424762947028 14.943960367993013 1.9049162624787102 0.77575451585017796 0.70833333333333337 -0.040295758885208491 0.26924883632261681 0.26320537021719886 0.95239635039488968 0.50335943956522 0.84529433699463341 0.61388632679569144
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=1 3 5 4 -1 6 8 -4 -3 -8 11 12 -11 16 15 -15 18 -18 19 -14 -21 -10 -2 24 -24 -25 27 -27 29 -29
right_child=22 2 7 -5 -6 -7 9 -9 21 10 -12 -13 13 14 -16 -17 17 -19 -20 20 -22 -23 23 25 -26 26 -28 28 -30 -31
leaf_value=-0.0684367079236992 -0.00038355845217264318 -0.091258746410177755 0.0078470268691541861 -0.12562073701612173 0.10192338949263341 -0.17661552374148795 -0.090730648907863129 -0.10318468632764387 0.098481427917789799 -0.096967358564560346 -0.13957508478884481 0.098351155030731344 0.14707995255830547 0.00094758427194042831 0.026794045903611653 -0.52422172503164444 0.063110029087080383 -0.10300054522788592 -0.070826823330437425 0.80603850143525513 0.14693900913862531 -0.066107559749278497 -0.078191553653460297 0.030239259141743448 0.030620892454388406 -0.12126174529509207 -0.033134512750994279 0.18049730298080169 -0.044504848116320994 0.033792422422827206
leaf_weight=14.880711806472393 4389.811189125292 13.494224636466244 11.554774368181823 19.511844142340124 8.268917201086877 3.8646080098114899 4.6957706476096055 21.689709310885519 6.1773846447467786 4.2323084149975321 2.3173307953402391 20.665611346717924 7.5238965367898327 3.3552175631048184 19.251764504122548 1.3305789800360797 22.842551406705756 3.98616933915764 1.4319619161542494 0.65495018544606842 0.9163957490818575 4.1398789025843143 22.287848830223087 198.88869990431704 9.0537834023125452 2.9205142217688289 41.374547716230154 7.097262364812198 6.3423631824553004 8.869206744246183
leaf_count=433 81661 261 105 158 58 46 693 198 108 344 21 592 70 96 315 25 646 405 30 23 33 33 256 3137 109 52 943 70 96 76
internal_value=0 -0.0150443 -0.00216603 -0.0615704 -0.00758504 0.0150027 0.0213312 -0.0645934 -0.0376619 0.0364024 0.0431474 0.0480601 0.0321992 0.0411181 -0.00745717 -0.14818 0.072245 0.0384296 0.158424 0.194517 0.421657 0.0324389 0.000520292 0.0138871 -0.0467585 0.0210464 -0.00640487 0.0374301 0.0582049 0.0990043
internal_weight=0 196.787 154.125 42.6615 23.1496 120.881 117.016 33.2445 23.8115 93.2045 88.5087 86.1914 65.5258 61.2935 23.9376 4.6858 37.3559 26.8287 10.5272 9.09524 1.57135 10.3173 4686.65 296.834 31.3416 265.493 66.6039 25.2293 22.3088 15.9665
internal_count=91093 4693 4044 649 491 3741 3695 303 402 3293 2600 2579 1987 1643 436 121 1207 1051 156 126 56 141 86400 4739 365 4374 1237 294 242 146
is_linear=0
shrinkage=0.1


Tree=92
num_leaves=31
num_cat=0
split_feature=13 1 8 23 2 4 2 1 9 15 6 17 21 23 6 5 2 5 3 9 7 7 6 10 5 22 4 11 15 21
split_gain=4.41085 4.55941 14.315 12.7405 11.2939 13.895 10.9442 10.4453 11.0908 12.6761 10.3876 10.2957 12.0956 11.6893 27.2571 20.3148 20.148 17.5587 17.3396 13.413 13.12 11.9787 11.9484 15.1534 21.3536 11.8356 11.7927 12.2756 13.4599 11.2456
threshold=0.55852366100043438 0.34166666666666673 0.31255813812235383 0.1568298449725514 0.054096837243399525 -0.15397359281677334 0.12053104032610516 0.27500000000000008 -0.22098356760666046 0.2416666666666667 0.0050836484847933587 -6.5702664955854146 -4.5643978455184637 0.57954118255840348 0.15048944507423365 0.69170767180356074 0.014290228190225473 0.50467976167292272 0.073825417423501974 -0.30612550697238278 -0.032410638130298451 0.37199298239094908 0.087672225007998206 0.015749896572706323 0.8075165311271616 0.79413007246414102 6.7583406635822847 -0.013889193654296786 0.50833333333333341 -4.6584194060889859
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=1 3 11 4 5 -1 7 -5 -9 -10 -7 12 29 14 16 18 -14 21 -16 -17 -21 -18 23 -19 26 -15 27 -25 -29 -3
right_child=-2 2 -4 6 -6 10 -8 8 9 -11 -12 -13 13 25 15 19 17 22 -20 20 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.072359522306450541 -0.067600162120098561 0.015378546661209861 -0.044827792691021967 -0.004558259849897695 0.035531245205780743 0.079082656858583192 0.0016019053706075347 0.052889104847758321 0.071368795185481101 -0.070621868617837091 0.0023505208549612182 -0.03589769279619965 0.011947692695274063 0.0057108742889643606 -0.0078511296714302396 0.22567314972612845 -0.065935440748186802 -0.016441110190869589 0.15236080648147501 -0.064797225346512208 0.029782664742809464 0.001312995772076074 -0.014321283818971783 -0.069478471038347728 0.40405503344290622 -0.032159702069333107 -0.080210330555959053 0.38899335497813881 0.053190772398281211 0.1003551851438501
leaf_weight=22.427706868387759 9.6616348742973042 182.82108260132372 83.825537971220911 157.6935996748507 200.76453329250216 19.99842987395823 2809.8219983125455 9.9501061346381885 6.8554038684815159 75.876321302726865 149.75665736757219 84.995712918462232 270.58392194798216 127.57402512454428 9.2813762128353101 3.1213521566241971 111.65154529362917 11.777966517023744 24.82157476246357 17.258363138884306 97.674052197486162 34.726204480044544 92.399958288297057 1.8091920176520933 2.4855897650122634 233.70577805768698 3.2409079144708812 2.6210228702984741 2.1918262136168778 17.023499044124037
leaf_count=566 1218 3590 2445 1405 1716 296 52964 79 50 544 3210 1708 7472 1028 125 22 6598 245 206 319 990 557 1228 25 38 1976 69 42 37 325
internal_value=0 3.40226e-05 -0.0047455 0.00199335 0.0189442 0.00161657 -0.000183241 -0.0202169 -0.0468594 -0.0588561 0.0113901 -0.0022226 7.31275e-05 -0.00423024 0.00343998 0.0407742 -0.00720816 -0.0269236 0.108758 0.0211353 0.0155805 -0.0499816 0.0020414 0.0647074 0.142106 -0.018787 0.076092 0.152588 0.236065 0.0226172
internal_weight=0 4868.74 1415.59 3453.14 392.947 192.183 3060.2 250.375 92.6818 82.7317 169.755 1331.76 1246.77 1046.92 685.645 152.157 533.488 262.904 34.103 118.054 114.932 146.378 116.526 24.1265 12.3485 361.28 9.86295 6.62204 4.81285 199.845
internal_count=91093 89875 29045 60830 5788 4072 55042 2078 673 594 3506 26600 24892 20977 17973 1662 16311 8839 331 1331 1309 7155 1684 456 211 3004 173 104 79 3915
is_linear=0
shrinkage=0.1


Tree=93
num_leaves=31
num_cat=0
split_feature=7 6 12 11 10 9 19 2 18 10 22 12 16 9 10 1 23 7 11 7 12 11 8 20 5 1 20 8 17 15
split_gain=4.50821 6.27039 9.44223 7.80988 21.8402 6.38081 17.1568 23.4441 10.9808 6.63355 14.7375 7.84387 5.73501 8.82007 6.56953 10.3107 5.19543 10.4219 6.33234 6.49252 7.37568 6.81154 9.5708 6.32059 5.91829 13.1527 5.14047 6.03622 6.76263 7.38488
threshold=-0.2253603680192007 0.048804212348790434 0.14032359856857604 -0.0055464745972809322 -0.042956620496562022 0.18777155655138819 0.251030308521275 0.0042529646622258173 2.9687500000000004 -0.26126660116767719 0.60130962959125511 5.440783597955221 0.79993191050672718 -0.26794341513392583 -0.066078620515573491 0.6083333333333335 2.3257063861930058e-05 0.26162989277157395 0.00034666670991685445 -0.16400975521028208 3.9970970181805718 -0.00057352494249546704 0.15413946482453797 0.25729049897592732 0.010252929028396829 0.35833333333333334 0.76678750755603342 -0.41885989946646002 -3.7384823700151446 0.37500000000000006
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=1 3 -3 4 -1 9 7 8 -7 10 -5 -12 -11 -14 15 -15 17 18 19 -2 -21 -22 23 -23 25 -18 -26 28 29 -28
right_child=16 2 -4 5 -6 6 -8 -9 -10 12 11 -13 13 14 -16 -17 24 -19 -20 20 21 22 -24 -25 26 -27 27 -29 -30 -31
leaf_value=0.65040379728757403 -0.076135653060866559 0.18727829082460623 -0.10132281879252808 0.70154576000450641 -0.10368885234359702 0.70489914218027916 -0.044937175511782529 -0.10287519888086326 0.21794651345920479 -0.04729585651186826 -0.062818405653255333 0.32147114013084771 0.47523017125059275 -0.10283323920574337 -0.10563369595363299 0.58158308412598891 0.16884588472459514 0.18702188109625117 -0.054199613718529875 0.16364975221507971 -0.10324197496664794 0.13542206800197951 0.15677875171337008 -0.010021511436971489 0.00066708730627699586 -0.080865844624201877 -0.078360080979172478 -0.03186130384517763 -0.39356378974749573 0.074050401737123281
leaf_weight=0.65760516375303268 4.5369076728820792 1.2264888882637048 14.976297077722846 0.37273875949904267 0.92332333372905739 0.98347509093582475 5.047090427018702 1.1243623709306119 0.87517039850354195 43.702090264298022 2.134990064427257 0.70704498281702388 0.5094689070247117 0.44450362445786673 1.5581775903701767 0.43603198230266571 2.3759986814111498 3.9794220030307761 9.5764255952090007 4.9852187279611817 3.2999019902199498 3.6336754821241 6.3020327668637028 16.813029125332832 4612.6484050159925 18.791354335844517 4.1129615025711308 90.892427192418836 0.36800220608711143 14.002885926514862
leaf_count=30 63 11 592 17 64 26 212 62 17 1636 79 34 19 23 82 18 30 23 132 30 46 25 40 119 84135 410 230 1926 2 960
internal_value=0 -0.024328 -0.0794768 -0.00930404 0.209985 -0.0152921 0.0674363 0.257566 0.47561 -0.0286144 0.110325 0.0327856 -0.0381891 0.0968047 0.0177483 0.236083 0.000270836 0.0313691 0.018766 0.0364242 0.0510008 0.0323118 0.0490346 0.0158259 -7.74833e-05 -0.0528361 0.000159017 -0.0212675 0.0308266 0.0394476
internal_weight=0 75.6789 16.2028 59.4761 1.58093 57.8951 8.0301 2.98301 1.85865 49.865 3.21477 2.84204 46.6503 2.94818 2.43871 0.880536 4796.32 53.1266 49.1472 39.5708 35.0339 30.0486 26.7487 20.4467 4743.19 21.1674 4722.02 109.376 18.4838 18.1158
internal_count=91093 2922 603 2319 94 2225 317 105 43 1908 130 113 1778 142 123 41 88171 478 455 323 260 230 184 144 87693 440 87253 3118 1192 1190
is_linear=0
shrinkage=0.1


Tree=94
num_leaves=31
num_cat=0
split_feature=14 4 5 17 6 21 0 11 20 17 14 16 22 23 23 2 6 10 22 18 17 20 18 7 11 8 10 0 11 14
split_gain=4.33448 6.09079 11.5198 5.87851 6.24512 5.11214 4.92431 4.66373 4.58821 4.43089 8.28635 8.87652 8.28704 10.2815 9.39795 12.5279 20.6454 17.6386 21.3233 20.6917 15.8781 17.3116 12.7392 12.0523 11.6168 10.1851 10.1619 9.41959 9.09328 8.63127
threshold=0.99690884156206561 1.072918553523565 0.020238688780281976 -13.871444821525248 0.014905846459108618 -2.9043352050392492 -0.088361649502127729 -0.16894008761640644 0.22445404360548593 -10.001945894656417 0.93197853294363953 0.41035656119087688 0.70919670154545966 0.046727191371796553 0.92508505891077164 0.16206589385278747 0.17678797061505819 0.010439442482629452 0.86820791558815602 2.9687500000000004 -13.713376005195869 0.32004514554343927 0.46875000000000006 0.29764491403213061 -0.087487114346019551 0.0029886371345670105 -0.31709716836209029 0.0095877323246847026 0.033415928387443644 0.98687644189034462
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=9 6 -3 4 -4 -6 -2 -5 -9 10 11 -1 13 -12 15 -14 20 18 19 -18 21 25 -22 -19 -20 -17 -16 -21 -24 -15
right_child=1 2 3 7 5 -7 -8 8 -10 -11 12 -13 14 29 26 16 17 23 24 27 22 -23 28 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.010154508682556749 0.058750716286321975 0.16405253069249084 0.27344511569093338 0.21030756453285557 0.14093888710664007 -0.10872936040333701 -0.075042736665987569 0.1137360491505469 -0.053334012976837986 -0.0016714640997128672 -0.020961812703072971 -0.13390251218619695 0.0044286405968152675 0.048383911032293975 -0.1357390989999564 0.35037497334741868 0.044903005790633721 -0.047419466551265492 0.20384200390217708 0.11334372506279232 0.14541098747852049 0.013787255975928512 0.043609058251172089 0.031700801011354689 -0.064807587118931739 0.12425896736437379 -0.0053875736779997775 0.27140170696815169 -0.12567727515885821 0.1615787404859545
leaf_weight=189.8217535756412 3.0861749928444651 3.8850494269281617 1.2881207056343544 0.75051102414727466 1.6081506703048942 1.6736273528076711 25.322123258607462 1.7586426017805958 25.169505468104035 3455.1138449632563 17.534499804722145 5.9790906938724211 548.60755427507684 36.17544067685958 6.0929846456274381 5.5498916078358871 54.447858752682805 48.827656357549131 1.7609053142368818 9.7249002866446954 10.132543979212643 3.8261149199679485 14.093019220978023 31.786224297247827 18.730968989431858 3.1074550598859787 324.07216208113823 6.1580946128815404 4.095053380355238 8.2777061895467323
leaf_count=2037 28 54 26 6 20 48 869 33 562 68441 738 103 12933 523 51 37 423 514 12 64 90 34 130 236 196 27 2698 43 38 79
internal_value=0 -0.0258622 0.00137627 -0.0182217 0.0868529 0.0136141 -0.0605079 -0.0355701 -0.0424229 0.000226076 0.00508685 -0.0139334 0.00831683 0.0438838 0.00629603 0.0124099 0.0330403 0.0178244 0.048044 0.0741985 0.0969691 0.190927 0.0555536 -0.0162222 -0.041722 0.269213 -0.00779313 0.174625 0.00549416 0.0694621
internal_weight=0 64.5419 36.1336 32.2486 4.5699 3.28178 28.4083 27.6787 26.9281 4803.92 1348.8 195.801 1153 61.9876 1091.01 760.848 212.241 171.437 90.8227 70.3309 40.8041 12.4835 28.3206 80.6139 20.4919 8.65735 330.165 15.883 18.1881 44.4531
internal_count=91093 1646 749 695 94 68 897 601 595 89447 21006 2140 18866 1340 17526 14777 1844 1488 738 530 356 98 258 750 208 64 2749 107 168 602
is_linear=0
shrinkage=0.1


Tree=95
num_leaves=31
num_cat=0
split_feature=11 23 4 8 3 15 6 8 22 15 19 3 7 21 22 12 8 4 8 13 4 10 10 11 11 18 24 23 6 24
split_gain=4.32755 8.76776 10.9304 9.22303 16.5637 15.6032 12.4975 11.417 8.98721 8.54603 18.4879 7.8436 9.25486 7.81843 7.58374 7.5712 7.50085 8.5032 7.36907 7.0612 8.16556 7.50175 7.91905 6.71821 13.7067 11.5793 12.7389 9.20518 12.1336 11.5022
threshold=-0.10745331636023932 0.83667961753187392 -0.57844780167883647 0.21507519107160716 1.0000000180025095e-35 0.20833333333333337 0.1542686863267034 0.12734459562880718 0.66964785529942994 0.40833333333333338 0.24391484617492076 -0.50228247361725531 0.81381528958086424 -5.1092519137947345 0.53733189395372449 5.0665179953330508 0.10954953427139434 1.2198985361604844 0.7576470761261036 0.3949319734460614 -0.42940805842042024 0.45829419777378005 0.33679042583734331 0.019105937334256844 0.009517795439956454 4.5312500000000009 1.065174219530548 0.70083281950514964 0.32297657572158406 1.3872598806372709
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=1 2 -1 5 11 6 -3 8 13 10 -4 12 -5 15 -13 -8 -12 -18 -14 20 -6 22 -22 24 27 26 -25 -2 -29 -30
right_child=23 3 9 4 19 -7 7 -9 -10 -11 16 14 18 -15 -16 -17 17 -19 -20 -21 21 -23 -24 25 -26 -27 -28 28 29 -31
leaf_value=-0.1251570735393942 0.0027199312860841105 0.22406178143306615 0.26752805978883615 -0.056725256682658126 0.035590205621539299 0.0193487245136118 -0.090032298432936267 0.046692803426727006 -0.13461415121596818 -0.0017275338027234217 -0.078468839078844957 0.18537039141460798 0.045939918266831338 0.097938738572674239 0.029850284854606387 0.12201285369497346 0.091771704500854923 -0.047183415121318746 -0.096013243257259726 0.086045201902610377 -0.072537475840146123 -0.16763288558610168 0.034668743602121091 -0.020810541816535272 -0.028150643154246688 0.098603837149699322 0.0059101057353829513 -0.018899673999188453 -0.042896954464781471 0.014265159912701733
leaf_weight=3.6752287168055764 1403.5487272695173 1.6922230087220658 4.5854778736829749 26.827731761382893 8.365817782469092 349.14095004531555 13.670075986650767 9.1425317194079962 15.825343535572754 19.774869032204151 3.798167733475565 3.3777248058468095 24.600498616229746 3.6912379523273602 43.728020512033254 1.920423845062033 27.959203209728003 5.2271906509995452 4.2955332417041054 3.6051675907801828 49.279236007947475 6.9401217147242269 8.0102080795913917 202.03306602523662 225.0216031022137 12.705029167234896 1526.3470615106635 569.69842227688059 40.977930726716295 249.72486561490223
leaf_count=30 28083 11 33 222 70 11213 968 135 467 184 34 31 206 72 512 67 181 57 48 97 388 96 76 2615 3916 114 27887 5605 347 7328
internal_value=0 0.00754936 0.0423529 0.00360774 -0.0152209 0.0121399 -0.0426448 -0.0528443 -0.0787656 0.0523886 0.0781316 0.0109631 -0.01443 -0.0329284 0.0410019 -0.0639128 0.0546495 0.0698849 0.0248379 -0.0505552 -0.0573389 -0.0694428 -0.0575479 -0.00127901 -0.00461216 0.00348588 0.00278669 -0.00227259 -0.0104167 0.0062075
internal_weight=0 639.133 65.0201 574.113 179.03 395.083 45.9418 44.2496 35.1071 61.3449 41.57 102.83 55.7238 19.2817 47.1057 15.5905 36.9846 33.1864 28.896 76.2006 72.5954 64.2296 57.2894 4230.06 2488.97 1741.09 1728.38 2263.95 860.401 290.703
internal_count=91093 15198 519 14679 1746 12933 1720 1709 1574 489 305 1019 476 1107 543 1035 272 238 254 727 630 560 464 75895 45279 30616 30502 41363 13280 7675
is_linear=0
shrinkage=0.1


Tree=96
num_leaves=31
num_cat=0
split_feature=7 12 21 9 21 19 20 1 21 6 9 11 18 9 10 9 5 5 9 9 14 22 14 3 4 21 7 22 1 3
split_gain=4.06798 5.6493 20.0217 8.47012 7.45874 5.34289 6.72997 6.75591 7.45149 8.99459 9.65428 6.77117 6.91398 6.76162 6.40247 13.0611 9.09247 17.9153 5.06972 4.3559 17.9391 15.9115 13.1557 8.82156 8.43957 6.95466 7.12714 8.0425 7.10772 6.80043
threshold=-0.2253603680192007 5.9007913330204946 -5.3204859804912701 0.24475459613586006 -1.6496791118980212 0.21792982979212247 0.23012101316581959 0.27500000000000008 -4.3793575926448245 0.003193288155640159 0.12337798228395946 1.0000000180025095e-35 2.9687500000000004 -0.31753763395099016 -0.24225826291403418 0.013865567443014532 0.016243606553088475 0.029039384108560991 -0.40347255470554227 -0.40347255470554227 0.96171627139756632 0.73740956092270293 0.80939481721706008 0.2682890084633332 0.96446149152225769 -6.7183516499831217 0.48391361596375582 0.75682458276572406 0.3083333333333334 0.21968525259126578
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=1 5 -3 4 -4 6 -1 -8 -9 10 11 -10 -13 -11 15 16 -7 -18 -16 20 22 29 23 -2 -23 -24 28 -28 -27 -22
right_child=19 2 3 -5 -6 14 7 8 9 13 -12 12 -14 -15 18 -17 17 -19 -20 -21 21 24 25 -25 -26 26 27 -29 -30 -31
leaf_value=-0.096235668258583651 -0.089929851790972654 0.66298839881916771 -0.079567819581622373 0.35023449758104508 0.35865612987940354 -0.10856878747116012 0.27488823168752441 0.48306936060580147 -0.11082174084425481 0.34481750967510777 0.3335092646138389 0.32375453805856258 -0.024985489024643606 -0.05533889779660385 0.15492576811309028 -0.11263336878784198 0.96346218559755359 0.17484082932483111 -0.068561904347118494 0.00072399696958507008 0.061942845591810326 0.20343662195894235 -0.11252412043150301 0.11351551862096827 0.024519597911189805 0.048286545290055896 -0.096655155973479567 0.0065506919148125911 -0.056955877982110187 -0.080472968803344827
leaf_weight=4.8963403515517738 2.8611246719956389 0.52221238892525423 3.986832711147144 0.6481610289774834 0.4303154547233129 0.56770486943423693 1.1096263155341173 0.34110896568745985 1.7753739096224297 0.43923274730333162 1.4863679409027097 1.1396056115627291 1.1343754138797519 10.934968357672902 1.0411423007026304 2.1064341110177338 0.37413342297077168 1.2521562664769588 40.462279402418062 4671.5925898004789 5.9863284081220645 7.6068056857911852 16.20210462610703 8.3556994618847948 4.0348800783976912 14.320533351856286 26.47307355387602 10.563531485619022 11.627858153078703 7.6218050620518625
leaf_count=178 18 25 186 15 17 15 9 16 40 11 22 23 23 524 24 82 9 52 1651 86751 65 56 330 73 60 220 285 82 93 138
internal_value=0 -0.0232761 0.0734388 0.0126587 -0.0368764 -0.0311011 0.00793322 0.0357125 0.0203282 0.0109937 0.115536 0.0355265 0.149786 -0.0398862 -0.0509208 0.0652264 0.235988 0.356266 -0.0629556 0.00024938 -0.0189218 0.0556003 -0.0397358 0.0616218 0.141426 -0.0540931 -0.0390624 -0.0672189 0.00112586 -0.0178231
internal_weight=0 74.6484 5.58752 5.06531 4.41715 69.0608 23.257 18.3607 17.251 16.9099 5.53572 4.04935 2.27398 11.3742 45.8039 4.30043 2.19399 1.62629 41.5034 4787.25 115.654 25.2498 90.4039 11.2168 11.6417 79.1871 62.985 37.0366 25.9484 13.6081
internal_count=91093 2922 243 218 203 2679 846 668 659 643 108 86 46 535 1833 158 76 61 1675 88171 1420 319 1101 91 116 1010 680 367 313 203
is_linear=0
shrinkage=0.1


Tree=97
num_leaves=31
num_cat=0
split_feature=13 13 5 5 8 8 6 7 6 7 7 0 14 18 9 13 14 9 10 5 2 22 9 9 9 24 23 8 21 7
split_gain=4.06313 4.11766 17.8645 10.4492 26.5388 23.8131 16.6799 14.6184 14.3252 14.3087 17.6147 18.6725 13.3221 12.0228 12.8854 10.6023 9.98049 11.9997 9.9532 9.90922 9.86703 11.0197 9.80325 9.2366 10.6246 9.19952 8.76953 10.6929 11.2304 16.9771
threshold=0.64378751834956349 0.040695301447173586 1.8442348716535826 2.0348022236600012 0.03930118064998582 -0.32878651517407392 0.22768724362563988 0.71077300173790359 0.57369950852341856 0.74372427795129359 0.7595667124576545 0.17733204189636451 0.94737611386110265 2.0312500000000004 -0.08676088721471191 0.11295042008852381 0.94737611386110265 -0.42442105961351634 -0.11435767046766689 4.0130084031204678 0.34575774077276317 0.80126484707802736 -0.11107501740383004 0.22007021072660868 0.34619680180654333 1.8231755681370247 16.112014812635834 -0.0080914912404966895 -2.6595347637278217 0.15150136568072017
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=1 2 -1 4 20 9 13 12 26 -5 11 -11 15 18 -15 23 -10 -18 -7 -19 21 22 -3 -6 -25 -23 27 -8 -29 -30
right_child=-2 3 -4 5 7 6 8 -9 16 10 -12 -13 -14 14 -16 -17 17 19 -20 -21 -22 25 -24 24 -26 -27 -28 28 29 -31
leaf_value=-0.00045271407871144259 -0.13872375506870038 -0.052037460266070902 -0.04333770790284186 -0.04349210321682772 -0.10473391455663283 -0.056359626632698147 -0.039059409736347264 0.059592586264568537 0.027916771482760373 -1.1352189190008575 -0.13511963330114574 -0.12732910499821623 -0.015782466026230995 0.13813547874107904 -0.054968330487573505 0.061195235030689479 -0.21971977193124032 0.013419958281311465 0.11442010194294015 -0.056340046499580299 0.053223921169377957 -0.091872605997973381 0.085066911916471144 -0.12191249106012383 -0.4701713695637918 0.020116297166635724 0.063621916246132934 -0.020121615174308299 -0.060295729940188725 0.077900325741028981
leaf_weight=3722.0454640068347 2.1139632430276825 7.0000018663704422 99.738761782529764 74.912715167447459 15.424656102433806 3.8512322828173629 137.87139681563713 16.226084892172366 211.12085108505562 0.40798685268964563 2.8926180705893785 0.33453092770650983 46.951284856535494 4.6355325784534243 13.574912467971442 3.1074851844459763 2.6401809187373138 81.734277094947174 29.965742912143469 27.118172759830486 155.96140493953135 15.250190012156965 20.453394212527201 1.8792453929781907 1.6409304253756998 14.133294041268526 13.311909648589788 88.614335989579558 12.124711828306316 33.314136828761548
leaf_count=64443 346 49 987 3188 101 30 1197 467 6650 35 185 20 357 29 95 31 61 902 191 1462 8711 108 222 18 26 88 97 700 88 209
internal_value=0 -5.58027e-05 -0.0015719 0.00553461 0.0213395 -0.000844219 0.00535148 -0.0258126 0.000700087 -0.052894 -0.246648 -0.681128 -0.0458954 0.0596949 -0.00581308 -0.110009 0.015135 -0.00906848 0.0949709 -0.0039592 0.0402247 0.00455478 0.0501084 -0.138091 -0.284253 -0.0380066 -0.0156263 -0.0195059 0.000604612 0.0410247
internal_weight=0 4858.24 3821.78 1036.45 298.028 738.425 659.877 85.2297 607.85 78.5479 3.63514 0.742518 69.0036 52.0274 18.2104 22.0523 322.613 111.493 33.817 108.852 212.798 56.8369 27.4534 18.9448 3.52018 29.3835 285.236 271.925 134.053 45.4388
internal_count=91093 90747 65430 25317 10178 15139 11711 1000 11366 3428 240 55 533 345 124 176 9075 2425 221 2364 9178 467 271 145 44 196 2291 2194 997 297
is_linear=0
shrinkage=0.1


Tree=98
num_leaves=31
num_cat=0
split_feature=12 17 19 10 9 10 7 4 15 1 21 16 10 5 17 17 13 6 5 19 9 3 9 24 14 8 22 21 8 10
split_gain=4.1654 9.82607 10.9474 10.1081 9.20403 12.0686 9.42776 9.17034 10.1851 8.21404 9.28791 11.1518 10.2062 8.18864 8.13417 8.11373 8.06156 14.0655 9.24651 12.948 11.2788 14.4293 13.0455 12.5103 9.78192 13.9238 12.0554 9.2222 9.157 12.7189
threshold=4.3924448630652799 -11.990681492523505 0.33186363466198843 -0.3502273462240752 -0.15303903485204179 0.12748916229467802 0.23159840951000796 16.730603794156284 0.70833333333333337 0.32500000000000001 -3.6535515785683175 0.13715207106068847 0.16923848282794948 2.6881898144040153 -11.673725070654156 -7.4035698442773308 0.051311582275484421 0.1912391596688236 0.57270192154145128 0.23692431071497047 -0.024839156403134419 0.58984822608947984 -0.22098356760666046 1.8044126245105085 0.99065423136490416 -0.051015881277324496 0.82202610335652582 -3.5481051886925976 -0.019287861217607855 -0.15151654130799017
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=1 3 9 -1 5 -5 -7 8 -6 10 11 12 -3 14 -13 -16 18 -18 20 27 21 -12 -23 -24 25 -21 -26 -20 -19 -30
right_child=-2 2 -4 4 7 6 -8 -9 -10 -11 16 13 -14 -15 15 -17 17 28 19 24 -22 22 23 -25 26 -27 -28 -29 29 -31
leaf_value=-0.16610500811455856 -0.0035629571647160263 -0.044847858627197278 0.0080242426309419853 -0.068002740355156743 0.028064726511012234 -0.025730171540108593 0.20520248098294763 -0.06507175869556367 0.2767632249858511 -0.017615186013840052 -0.014076353134941148 -0.15226145365850746 -0.0012809170272232214 -0.051589324369101512 0.039732717861613975 -0.022675671207046506 0.10422030636168454 -0.005570725758109925 0.10333037442617365 0.040629659484274008 -0.0049379977772534243 -0.016718616153286497 0.20710903179721996 0.074000210847649503 0.048042121111964299 -0.021431270627899873 0.34144226946330547 -0.023809226297135676 -0.10729755065483731 0.060530553497987888
leaf_weight=2.9272243226878336 2022.4139566578669 134.75715507415589 1055.8810502499691 22.667298997985203 275.41072655620519 3.8131647985428563 3.2957651321776211 10.63520512357354 1.6566197504289437 397.13412493292708 20.199444712139666 2.6899398975074282 89.472493085078895 18.921073828998487 81.38522645784542 27.999126450158656 19.837331954389811 88.861850206274539 5.8371427282690993 74.161426658043638 66.052944569848478 8.9723278470337373 10.803492646664383 20.381407922133803 4.8328330293297759 70.533386024646461 1.9717966020107267 252.443120730808 4.9476977270096532 51.710597777040675
leaf_count=47 41886 1832 25376 306 3368 63 24 130 32 6213 227 18 2268 988 1166 525 116 1382 49 733 765 77 82 136 51 590 26 2071 37 509
internal_value=0 0.00237959 0.000274296 0.0188707 0.0205762 -0.0323497 0.0813323 0.0260539 0.0295517 -0.00535401 -0.000746262 -0.0139211 -0.0274637 0.00926031 0.0195333 0.023758 0.00592475 0.0252279 -2.8223e-05 -0.00732187 0.0236155 0.0548637 0.0895412 0.120114 0.0158876 0.0103772 0.133062 -0.0209359 0.0144596 0.0458749
internal_weight=0 2830.19 2509.79 320.406 317.479 29.7762 7.10893 287.703 277.067 1453.91 1056.77 355.225 224.23 130.995 112.074 109.384 701.547 165.357 536.189 409.78 126.41 60.3567 40.1572 31.1849 151.499 144.695 6.80463 258.28 145.52 56.6583
internal_count=91093 49207 45237 3970 3923 393 87 3530 3400 19861 13648 6797 4100 2697 1709 1691 6851 2044 4807 3520 1287 522 295 218 1400 1323 77 2120 1928 546
is_linear=0
shrinkage=0.1


Tree=99
num_leaves=31
num_cat=0
split_feature=0 12 12 17 15 2 0 11 6 9 1 21 16 2 5 12 7 24 19 11 9 15 8 22 12 19 9 17 12 18
split_gain=3.88411 11.3751 8.80269 10.992 11.2452 9.82773 8.88095 9.11077 9.96892 8.79047 8.86443 8.75604 8.21544 14.4271 11.8311 11.7682 11.3102 11.3044 12.1372 12.1701 10.2466 9.47015 10.859 10.1872 9.21259 8.19865 13.2691 9.27132 7.82079 7.59702
threshold=-0.036933824443361483 2.6368628596832564 3.2959104526626746 -6.0444105544598203 0.70833333333333337 0.0029968277920655682 0.20438867399145635 0.060966500349422248 0.42586029760063671 -0.059969171649200653 0.47500000000000003 -5.7374726747400535 0.19041232046600481 0.080270075187709816 0.95021683477994212 0.66735841349992231 0.41149648875618522 5.4069720871524085 0.13968603299613219 -0.0060247761209204229 -0.38783689487544265 0.19166666666666668 0.057633700917710882 0.82609060227991937 2.0497040525237251 0.22084921522107012 -0.49867714948236325 -11.823920707331256 6.3023712903941824 2.3437500000000004
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=1 -1 5 4 -4 -2 -5 8 -8 28 -11 -7 14 20 16 -15 -13 18 19 -18 -14 22 23 -16 -17 -26 -27 -28 29 -3
right_child=2 9 3 6 -6 11 7 -9 -10 10 -12 12 13 15 21 24 17 -19 -20 -21 -22 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.019429546986564405 0.084083912497063526 -0.017143526907922924 -0.0049035270177840429 -0.034435736607122604 0.024381710639338326 -0.019190795129755314 0.086034995844771034 0.05994908314753894 -0.18535731445849149 0.01511869432083114 -0.075373195631974255 -0.0077935085495284958 0.37582811396622584 -0.10019524703026997 -0.12355819357075964 0.095459204272811932 -0.026366747338651703 -0.093366796540197805 0.030859443004548875 0.20873334319925527 -0.036299552535791181 -0.009581505621892257 0.16785244453870188 0.047533290397517969 -0.0080307207307804378 -0.33178645402563472 0.12877045423262981 0.038927899342406237 0.13374274574895004 0.024218370343558948
leaf_weight=168.51269188709557 15.682129625231026 219.15907319798134 2102.0275234531146 187.13878711371217 139.84388235583901 138.42728053225437 2.1760655255056944 20.062062243930995 3.5805171210085973 784.53616308688652 10.97654835321009 106.33020277880132 0.61363414209335942 5.6578748104511751 4.1988200227497208 30.511496261984576 3.1034047808498144 6.9090610463172188 188.01094077108428 7.579398360103367 35.729840189917013 473.24730619403999 6.048067992553114 20.332742806291208 33.303146529942751 0.89175677578896184 14.236283728852866 59.46092793380376 3.9058512332849196 55.690027822914999
leaf_count=2340 137 2308 43217 4098 2428 4520 36 629 59 17052 199 2053 17 131 112 412 27 96 2072 61 1099 5674 36 165 323 9 95 819 31 838
internal_value=0 0.00472621 -0.00175664 -0.00513915 -0.00307677 0.00546206 -0.0268505 0.0281287 -0.0827674 0.00851535 0.0138701 0.00437536 0.00765012 0.0269612 0.00337948 0.041165 0.0186848 0.0323784 0.0367508 0.140436 -0.0293411 -0.00609645 0.0478379 0.0182493 0.0469437 0.0332237 0.0516434 0.056283 -0.00676601 -0.00876276
internal_weight=0 1242.78 3605.1 2454.83 2241.87 1150.27 212.957 25.8186 5.75658 1074.27 795.513 1134.59 996.165 180.405 815.76 144.061 311.933 205.603 198.694 10.6828 36.3435 503.827 30.5796 24.5316 138.404 107.892 74.589 73.6972 278.755 274.849
internal_count=91093 22768 68325 50467 45645 17858 4822 724 95 20428 17251 17721 13201 2905 10296 1789 4309 2256 2160 88 1116 5987 313 277 1658 1246 923 914 3177 3146
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
Column_6=306
Column_8=262
Column_23=213
Column_7=192
Column_9=182
Column_14=175
Column_17=148
Column_10=139
Column_5=124
Column_2=121
Column_18=117
Column_3=113
Column_1=106
Column_13=104
Column_4=96
Column_22=90
Column_12=82
Column_24=74
Column_19=65
Column_21=61
Column_11=50
Column_15=50
Column_16=49
Column_20=43
Column_0=38

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: -1]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 18467]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 26500]
[extra_trees: 0]
[extra_seed: 15724]
[early_stopping_round: 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: 6334]
[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]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 41]
[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]
[objective_seed: 19169]
[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: ]
[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
