tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=25
objective=binary sigmoid:1
feature_names=fail_value_lag1 qty_lag1 price_lag1 qty_roll7_mean qty_roll7_std val_roll30_mean val_roll30_std qty_pct_change price_pct_change day_of_week is_month_end month quarter desc_len is_foreign days_since_prev fail_days_count cum_qty desc_words desc_digits log_qty log_val qty_spike prc_spike is_quarter_end is_year_end
feature_infos=[0.01:2431561567.6799998] [1:231551702] [0.01:333621] [1:133963475.57142857] [0:99977226.95442763] [0.01:555465054.20125008] [0:1422457516.0308931] [-0.99999860614113312:3103402] [-0.96835443037974678:5677] [0:4] [0:1] [1:12] [1:4] [3:30] [0:1] [1:1869] [1:1739] [1:1175090155] [1:11] [0:5] [0.69314718055994529:19.086948939550808] [0.0099503308531680833:21.482125350051437] [0:1] [0:1] [0:1] [0:1]
tree_sizes=3342 3343 3379 3349 3415 3385 3396 3368 3439 3404 3427 3458 3406 3452 3457 3434 3418 3426 3454 3426

Tree=0
num_leaves=31
num_cat=0
split_feature=21 21 0 7 7 8 0 7 7 8 8 8 20 2 2 8 20 2 20 2 20 8 8 2 20 2 20 8 8 2
split_gain=9.10933e+06 21207.6 39.4333 235.9 166.674 94.6706 55.6347 138.189 107.232 105.496 55.3107 51.1388 38.8688 292.58 115.619 107.928 77.2764 111.175 149.59 82.0672 139.564 63.5047 54.566 54.0816 78.8869 89.5606 124.184 63.9278 59.0063 52.5428
threshold=12.990687769997207 13.055329521457102 462952.85000000003 -0.012487006237006236 -0.04107702414601367 0.0057198934574619444 497868.065 -0.086008923714020843 -0.11011554150058314 0.017787754184470716 0.0080141350768473153 -0.042643448950858677 9.0842668131123343 51.415000000000006 50.275000000000013 0.016806722689075664 9.119375735102679 48.685000000000009 9.1532937151958382 46.675000000000004 9.1874299190844706 0.029501703306770998 0.016355394867907141 44.615000000000002 9.2463347310363844 42.025000000000013 9.2836372999580856 -0.00067556157981694444 0.01017718414748057 40.805000000000007
decision_type=2 2 8 10 10 10 8 10 10 8 10 10 2 10 10 8 2 10 2 10 2 8 8 10 2 10 2 10 10 10
left_child=-1 2 3 5 6 -2 7 9 -8 -4 -9 -6 13 15 16 -5 -14 18 22 20 21 -20 -18 24 27 26 28 -22 -26 -28
right_child=1 -3 4 12 11 -7 8 10 -10 -11 -12 -13 14 -15 -16 -17 17 -19 19 -21 23 -23 -24 -25 25 -27 29 -29 -30 -31
leaf_value=-2.2527800102799587 -2.0725998548604641 -1.6972245310698495 -2.1167256072080955 -2.1673099365553266 -1.8305578460802758 -1.8950139163383701 -1.827468729278432 -1.8616080701237996 -1.726560793998436 -1.8361134008723767 -1.7272545569730986 -1.7104234733404999 -1.9240763517473107 -1.8380183604332594 -1.7240444507558548 -1.8672925349096789 -2.0401064283948389 -1.7191832456631344 -2.0367306572538051 -1.7333582207745719 -2.0972244761011285 -1.7236795538893785 -1.8191757338232881 -1.7617844950147552 -2.1815549488427655 -1.7402352778474064 -1.830686160223453 -1.8799730439679117 -1.9055578357736405 -1.7417878048032807
leaf_weight=744463.351212129 13.320001631975176 80459.379857935011 8.820001080632208 9.3600011467933637 11.250001378357409 17.190002106130123 762.03009336441755 32.850004024803638 27.270003341138363 5.4000006616115561 9.9900012239813787 41.670005105435848 21.600002646446228 577.44007074832916 26.100003197789192 4.410000540316104 11.520001411437987 22.770002789795399 11.340001389384268 22.140002712607384 4.5000005513429668 1.8900002315640438 3.6900004521012297 29.430003605782986 3.5100004300475112 27.900003418326378 1340.4601642340422 13.680001676082609 4.3200005292892456 16.830002062022686
leaf_count=8271814 148 893993 98 104 125 191 8467 365 303 60 111 463 240 6416 290 49 128 253 126 246 50 21 41 327 39 310 14894 152 48 187
internal_value=-2.19722 -1.70216 -1.83086 -1.83449 -1.82205 -1.97254 -1.82743 -1.87511 -1.82398 -2.01016 -1.83028 -1.73596 -1.83253 -1.84345 -1.8284 -2.07123 -1.83017 -1.82883 -1.83051 -1.8289 -1.83035 -1.99201 -1.98651 -1.82887 -1.83027 -1.82892 -1.83073 -1.93375 -2.02928 -1.82958
internal_weight=828005 83542.1 3082.68 2183.4 899.28 30.51 846.36 57.06 789.3 14.22 42.84 52.92 2152.89 591.21 1561.68 13.77 1535.58 1513.98 1491.21 1476 1453.86 13.23 15.21 1440.63 1411.2 1393.02 1365.12 18.18 7.83 1357.29
internal_count=9200059 928245 34252 24260 9992 339 9404 634 8770 158 476 588 23921 6569 17352 153 17062 16822 16569 16400 16154 147 169 16007 15680 15478 15168 202 87 15081
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=21 21 3 5 2 20 16 16 5 20 1 17 16 15 0 1 0 16 16 18 6 8 2 20 20 2 20 2 2 20
split_gain=5.85432e+06 6085.6 17.0032 17.5971 11.5168 26.9997 19.3649 12.038 11.4242 11.2215 12.4329 11.0558 12.0957 10.1552 10.1237 14.0779 18.1621 12.566 17.3103 11.5302 11.2524 10.2561 10.0267 139.019 109.126 284.34 102.737 163.582 99.5316 144.635
threshold=12.990687769997207 13.055329521457102 1772.9285714285718 8093.2073333333346 91.610000000000014 8.5174931414282362 486.50000000000006 429.50000000000006 24211.594000000001 8.3734382811055834 119.50000000000001 2203471.0000000005 232.50000000000003 12.500000000000002 456.68000000000001 140.50000000000003 18819.780000000002 40.500000000000007 238.50000000000003 3.5000000000000004 85215.81892226635 -0.00030175017835042789 22.575000000000003 9.9161322697645122 9.7901788666371452 25.695000000000004 9.7487908899284825 26.145000000000003 24.735000000000003 9.8324479446959909
decision_type=2 2 2 10 8 2 10 10 10 2 10 10 10 8 10 10 10 10 10 2 10 10 8 2 2 8 2 8 10 2
left_child=-1 2 3 -2 5 -5 7 14 11 10 13 -6 -13 -10 -7 20 -17 -18 19 -19 21 -16 23 -4 25 -24 27 -27 29 -26
right_child=1 -3 22 4 8 6 -8 -9 9 -11 -12 12 -14 -15 15 16 17 18 -20 -21 -22 -23 24 -25 28 26 -28 -29 -30 -31
leaf_value=-0.055255334910238388 0.2240040793296042 0.32293876917043346 0.15047070413584618 0.12019867076879094 0.30773863004592011 0.15742475664222033 0.29149882051360748 0.12805611598672251 0.28127931079760149 0.29535581182405413 0.23762363360760075 0.32541292985248715 0.19254454634212415 0.17413827875938692 0.17098365036389965 0.1566013210315095 0.3214380741693571 0.2558066202473725 0.28552265551841605 0.12709379840283039 0.30991269400477039 0.2869737506473175 0.15055700717647491 0.26062301818423389 0.1862155556199174 0.045150744611706123 0.32832223608905675 0.26204258290308957 0.34031440676687391 0.29711645302126555
leaf_weight=711905.67480523884 56.563605457544327 116984.67428454757 29.26386409252882 4.4907247275114051 22.970023550093178 3.7119222432374945 17.880298465490341 2.689333349466323 33.162760436534882 15.850494265556334 67.827979482710361 2.6083703860640517 4.9892753586173058 2.3696769103407851 3.7149212062358856 7.9229445457458523 4.3494752869009998 2.7093014940619451 6.2595535591244698 4.8630378395318985 10.734759151935576 3.9134760722517994 57.781563870608807 1351.2869179993868 37.465615175664425 8.730624891817568 58.492833271622658 2038.9888860732317 81.077435664832592 136.55945320427418
leaf_count=8271814 477 893993 247 38 194 31 150 23 280 134 572 22 42 20 32 67 37 23 53 41 90 33 487 11334 315 74 490 17123 678 1145
internal_value=-0.000592802 0.320845 0.260812 0.248912 0.255229 0.238981 0.24674 0.231007 0.263175 0.256182 0.250175 0.290445 0.23816 0.274134 0.236753 0.243375 0.21978 0.247311 0.224001 0.173146 0.276918 0.230488 0.261688 0.258288 0.263628 0.259982 0.262984 0.261118 0.294558 0.273241
internal_weight=832970 121064 4079.23 279.582 223.018 73.2397 68.749 50.8687 149.779 119.211 103.36 30.5677 7.59765 35.5324 48.1794 44.4675 26.1043 18.1814 13.8319 7.57234 18.3632 7.6284 3799.65 1380.55 2419.1 2163.99 2106.21 2047.72 255.103 174.025
internal_count=9200059 928245 34252 2359 1882 618 580 430 1264 1006 872 258 64 300 407 376 221 154 117 64 155 65 31893 11581 20312 18174 17687 17197 2138 1460
shrinkage=0.05

Tree=2
num_cat=0
split_feature=21 21 0 7 8 7 20 0 7 8 7 0 7 8 0 7 0 8 7 7 7 8 8 8 7 7 0 7 8 7
split_gain=4.43522e+06 3291.3 11.6335 95.5126 51.5082 45.7831 19.4813 17.5847 51.0977 47.4155 29.6814 22.4237 31.3502 27.4075 26.1467 30.0455 40.6519 28.182 32.9725 24.942 21.1396 19.7482 19.3734 18.4525 19.076 17.4166 36.23 25.673 24.3571 23.2381
threshold=12.990687769997207 13.055329521457102 462952.85000000003 -0.020941696437597798 0.0080141350768473153 -0.04107702414601367 9.2836372999580856 497868.065 -0.086008923714020843 0.017787754184470716 -0.11011554150058314 534145.85000000021 -0.17214406057782358 -0.013360143648633849 574415.35000000009 -0.23591412406296081 616948.90000000002 0.0090572721927590361 -0.21052188029487165 -0.14722750605685445 -0.23591412406296081 -0.014163122949492306 -0.021481276765231375 0.012755382557685506 -0.1603357181985289 -0.29825255385298682 664659.88000000012 -0.3353475974879509 0.013157894736842113 -0.32390835416062053
decision_type=2 2 8 10 10 10 2 8 10 10 10 8 10 10 8 10 8 10 10 10 10 10 10 10 10 8 10 10 10 10
left_child=-1 2 3 4 -2 7 -6 8 9 -4 11 13 14 -9 17 16 -16 18 -13 23 -19 -14 -10 24 -15 26 28 -28 29 -18
right_child=1 -3 5 -5 6 -7 -8 10 22 -11 -12 12 21 19 15 -17 25 20 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.054972823038102081 0.026171428753238319 0.24761264458411297 0.048162550062275114 0.20506230624151642 0.051987239841601501 0.24430508845394186 0.18934303381487105 0.046749258943285826 0.10033026998667312 0.20437964536715408 0.24814560656436005 0.048814513913260582 0.20935980183808073 0.012202885253883135 0.16046987407367241 0.25386707472633607 -0.0090228669775523004 0.10898122006961881 0.17169267187409742 0.21135235686933843 0.24849702561700987 0.28037311282786764 0.21308103876301346 0.18790826719989392 0.15114259703465416 0.23593437887698143 0.20851960775980116 0.26231736823568264 0.21336618382093891 0.14373092120374023
leaf_weight=680577.63650493324 10.661849074065687 144069.88358968496 11.333736449480059 3421.8456272184849 3.1332782506942776 89.423898294568062 14.657608114182947 3.7293937653303137 4.0518351048231116 8.50055283308029 46.326696529984474 6.4093462079763404 16.307301089167595 4.1318032890558243 43.693324744701385 36.422168835997581 2.9351035058498409 3.2494871616363552 36.83352392911911 37.159262955188751 16.510968282818794 24.49698106944561 63.791062571108341 11.275239571928976 6.1439755856990832 59.706218436360359 850.8419928252697 22.769769951701164 11.139604061841963 16.409137859940532
leaf_count=8271814 88 893993 98 24041 23 588 108 26 29 60 303 45 114 29 307 254 21 23 258 260 116 171 447 79 43 416 5953 159 78 115
internal_value=-0.000885162 0.246244 0.205877 0.204304 0.113073 0.209663 0.165152 0.207358 0.185708 0.115114 0.208869 0.207365 0.208952 0.178185 0.207366 0.209254 0.207641 0.176086 0.15348 0.186534 0.225554 0.251993 0.206347 0.14374 0.0952761 0.209779 0.208052 0.209922 0.15447 0.120554
internal_weight=829531 148954 4883.89 3450.3 28.4527 1433.59 17.7909 1344.17 87.6772 19.8343 1256.49 1210.16 1147.72 62.4397 1106.92 1043.92 1007.5 63.0033 43.2429 58.7103 19.7605 40.8043 67.8429 21.551 10.2758 963.802 904.096 873.612 30.4838 19.3442
internal_count=9200059 928245 34252 24260 219 9992 131 9404 634 158 8770 8467 8030 437 7745 7303 7049 442 303 411 139 285 476 151 72 6742 6326 6112 214 136

Tree=3
num_cat=0
split_feature=21 21 8 16 20 5 6 4 15 0 2 20 2 2 20 8 2 20 2 8 20 2 20 2 2 20 2 8 20 20
split_gain=3.59954e+06 2322.01 9.44729 9.8656 10.8738 12.1434 9.80386 11.6319 11.3201 11.417 10.2375 17.5367 53.0449 17.1255 16.165 24.6875 16.7635 16.1127 30.1823 35.5987 20.3397 41.4737 19.5641 23.8098 14.538 13.6879 23.3481 19.6674 33.7268 14.4999
threshold=12.990687769997207 13.055329521457102 0.0029893084537363662 319.50000000000006 7.5226705747297489 2336.1281666666669 8105193.9949311661 7536.6799682841392 2.5000000000000004 106918.51000000002 16.285000000000004 9.0511687733623685 52.755000000000003 51.415000000000006 10.251252923221406 0.050782236925214809 15.745000000000003 9.0182714618919153 54.405000000000008 0.036073881701937406 8.9840042277971737 57.505000000000003 8.9188510589422432 59.755000000000003 15.475000000000003 8.8859943055876247 63.595000000000006 0.04166666666666672 8.8535939943634965 8.8535939943634965
decision_type=2 2 8 8 2 10 10 2 8 10 8 2 8 10 2 10 10 2 8 10 2 8 2 8 10 2 8 10 2 2
left_child=-1 2 3 4 5 -2 10 8 -8 -10 14 12 -12 -13 15 16 -4 18 19 -14 21 -20 23 -23 -16 26 27 28 -25 -28
right_child=1 -3 6 -5 -6 -7 7 -9 9 -11 11 13 17 -15 24 -17 -18 -19 20 -21 -22 22 -24 25 -26 -27 29 -29 -30 -31
leaf_value=-0.054706831905134271 0.066211047035603765 0.20426873671284462 0.021712551276763636 0.17305581088389416 0.16805806396779571 0.15183943512278944 0.20236505176310807 0.21554843535586321 0.17824500743786131 0.069602766886050688 0.064259917310776044 0.17907844423455926 -0.011667460792629649 0.23768647388464231 0.16875259425331132 0.19739656441282932 0.12746684641772649 0.2224278788024929 0.10047052169349449 0.18627720873480058 0.2288318370423098 0.07115856624734139 0.21867434132867231 -0.012763079599305508 0.24492469298919703 0.22261726463132586 0.1714772551675055 0.2216581245651883 0.14030162591745021 0.24487685700163506
leaf_weight=650453.47504775226 4.6578360050916663 165263.99093201756 5.3303710520267549 1341.1669582426548 1977.5384143069386 37.273810654878616 10.556866124272348 29.998249381780624 5.1851418465375883 4.5316798239946365 11.849462687969206 925.21446152031422 4.924640551209448 12.634527221322058 549.80624877661467 9.0354263037443143 12.61651289463043 14.900403439998625 20.850813060998917 4.2157761454582214 14.916128933429716 5.9761615842580786 21.850998640060425 5.0060335546731993 6.3362070322036734 12.790032550692557 480.19591821730137 3.8684614449739447 12.802966132760048 6.8241270035505286
leaf_count=8271814 29 893993 33 8251 12175 230 65 185 32 28 75 5731 31 77 3393 56 78 92 130 26 92 37 135 31 39 79 2977 24 79 42
internal_value=-0.0010645 0.2032 0.171397 0.169732 0.167524 0.142328 0.173951 0.195776 0.16652 0.127577 0.173438 0.175553 0.169035 0.179868 0.167787 0.129992 0.096057 0.171073 0.169786 0.0796293 0.171194 0.169686 0.172314 0.170393 0.16962 0.17153 0.170246 0.119472 0.0972758 0.172506
internal_weight=821270 170817 5552.85 3360.64 2019.47 41.9316 2192.22 50.2719 20.2737 9.71682 2141.95 1558.82 620.972 937.849 583.125 26.9823 17.9469 609.122 594.222 9.14042 585.082 570.166 549.315 527.464 556.142 521.488 508.698 21.6775 17.809 487.02
internal_count=9200059 928245 34252 20685 12434 259 13567 310 125 60 13257 9658 3850 5808 3599 167 111 3775 3683 57 3626 3534 3404 3269 3432 3232 3153 134 110 3019

Tree=4
num_cat=0
split_feature=21 21 0 7 8 7 0 7 8 7 8 8 0 7 0 7 7 8 7 8 8 8 8 8 8 0 7 0 7 7
split_gain=3.03675e+06 1897.2 7.98558 91.0609 64.124 62.9158 28.5609 47.2739 42.1081 32.0296 28.3652 26.0881 16.8577 75.1965 53.4865 60.0468 51.434 32.4963 35.8613 48.2165 28.3931 23.9825 13.7684 13.402 13.543 13.2482 56.1182 33.5429 73.6449 27.9112
threshold=12.990687769997207 13.055329521457102 431071.85500000004 0.046753582109270851 0.021739130434782542 0.023443313247052653 462952.85000000003 -0.020941696437597798 -0.0072797423188232244 -0.04107702414601367 0.00074437069947112962 -0.030862874590549916 404797.87000000005 0.14605223939037251 378442.44000000012 0.19772317619003202 0.086416243797331552 -0.0042879274226648046 0.10009955401387514 0.03867189669832883 0.029501703306770998 -0.011117213896734377 0.075167120758705894 0.001853444836211743 0.00028348689442693286 353445.22000000003 0.31792610292179846 332130.75500000006 0.36321789642567143 0.25353445174357409
decision_type=2 2 8 10 10 10 8 10 10 10 10 10 10 10 10 10 10 10 10 8 10 10 10 10 10 10 10 10 10 10
left_child=-1 2 3 4 -2 6 7 10 -9 -8 -4 -7 13 17 15 20 21 -5 19 -19 -15 -14 -6 24 -10 26 -17 28 -28 -27
right_child=1 -3 5 12 22 11 9 8 23 -11 -12 -13 16 14 -16 25 -18 18 -20 -21 -22 -23 -24 -25 -26 29 27 -29 -30 -31
leaf_value=-0.054456252341466019 -0.0057354064968009738 0.17576654615441212 -0.012951078258479321 0.0029393280211662352 0.084886065760344867 0.14382864702601392 0.14847650177709898 0.080382886837401066 0.14586965032612592 0.1770105755856875 0.1004992277486193 0.20525746697055341 0.048406634207333002 0.034792971905008116 0.18762974967232771 0.097241873644736784 0.19427068891594854 -0.035500866316995144 0.12942349053942459 0.17095801260489316 0.16328418659390564 0.14343852619823869 0.15930084380400494 0.16381996930796136 0.095148606896663823 0.14196545184229573 0.037923471521265434 0.18427973868723641 0.14696247217969036 0.19382252659772625
leaf_weight=621505.51864591241 16.105450958013535 181968.75470556319 7.4528160691261318 8.8339376151561719 12.352891340851786 22.929945945739746 1683.841082714498 25.454520598053932 59.518293559551239 104.4480776488781 21.129982456564903 70.191476196050644 7.4845793694257727 17.567137554287914 80.06547349691391 57.327191337943077 69.517806023359299 8.4919558018445951 40.618892595171928 4.2398531138896933 5.692576751112937 58.755778208374977 12.511807098984717 81.287033066153526 16.896935045719147 60.352536275982857 15.555265128612517 59.677279144525528 3441.5094643384218 45.517774924635887
leaf_count=8271814 92 893993 54 50 70 127 9404 144 337 543 132 390 42 100 447 324 387 48 229 24 32 331 72 459 97 339 88 332 19305 253
internal_value=-0.0011847 0.174846 0.147453 0.14615 0.071988 0.149958 0.148087 0.130723 0.140056 0.150143 0.0709177 0.190131 0.146913 0.146301 0.147198 0.146324 0.164229 0.0917649 0.106473 0.0332525 0.0662399 0.132701 0.122331 0.149688 0.134654 0.14683 0.146313 0.147113 0.146472 0.164261
internal_weight=809590 188084 6115.33 4022.18 40.9701 2093.15 2000.03 211.74 183.157 1788.29 28.5828 93.1214 3981.21 3845.45 3783.26 3703.2 135.758 62.1846 53.3507 12.7318 23.2597 66.2404 24.8647 157.702 76.4152 3679.94 3574.07 3516.74 3457.06 105.87
internal_count=9200059 928245 34252 22565 234 11687 11170 1223 1037 9947 186 517 22331 21571 21220 20773 760 351 301 72 132 373 142 893 434 20641 20049 19725 19393 592

Tree=5
num_cat=0
split_feature=21 21 20 2 2 20 8 2 20 2 20 8 2 20 8 20 2 20 2 8 20 2 20 2 20 2 8 20 2 20
split_gain=2.62655e+06 1689.62 7.46452 148.869 55.8774 54.2037 49.4489 36.7002 50.7011 37.1037 49.2014 30.2003 29.757 27.8624 46.0651 23.8335 68.1773 42.5096 92.1967 26.3069 25.5964 58.8766 25.5906 36.6986 32.9766 57.0169 29.2833 26.3415 30.4322 31.4981
threshold=12.990687769997207 13.055329521457102 9.0842668131123343 51.415000000000006 49.835000000000008 9.119375735102679 0.012414255907500935 48.685000000000009 9.1532937151958382 46.675000000000004 9.1874299190844706 0.023047595388763147 45.285000000000004 9.2118891707199015 0.0075044892980926309 9.0511687733623685 53.535000000000004 9.0182714618919153 55.295000000000009 0.0023781212841854625 8.9840042277971737 57.505000000000003 8.9508569517827201 59.755000000000003 8.8859943055876247 63.595000000000006 0.0082756337819173565 8.8535939943634965 66.50500000000001 8.8216586291827053
decision_type=2 2 2 8 10 2 10 10 2 10 2 8 10 2 10 2 8 2 8 10 2 8 2 8 2 8 10 2 8 2
left_child=-1 2 3 6 5 11 -2 8 -7 10 -10 -4 13 14 -12 16 -5 18 19 -18 21 -20 23 26 25 -25 -23 28 29 -27
right_child=1 -3 4 15 -6 7 -8 -9 9 -11 12 -13 -14 -15 -16 -17 17 -19 20 -21 -22 22 -24 24 -26 27 -28 -29 -30 -31
leaf_value=-0.054220069433458362 -0.013026415028596253 0.15549471123430855 0.052074229452373146 0.058927714941001047 0.16364740896527313 0.075171217241432414 0.1036749475138336 0.1716582319136733 0.070434631387333066 0.16705609411073735 0.0070403485896932422 0.16224362468894493 0.16531521145656214 0.13017805468226626 0.14097649120970554 0.16035883346641502 -0.017020400625462624 0.17692584191348917 0.062846067339634534 0.079702994482847664 0.16676801038355546 0.039299485817479558 0.17340480425674412 0.071539714130985879 0.16042405343057975 0.022387448558322712 0.13041549142378248 0.17711469226036206 0.13062242829750456 0.11539720982427411
leaf_weight=593704.43150657415 24.460083231329918 195030.95820626616 33.30989396572113 34.928513079881668 126.10276237130165 41.868477255105972 14.433150947093962 53.333580285310745 34.531741574406624 68.167530462145805 12.111635491251947 7.648978352546691 60.023131832480431 4259.6511281877756 13.660356506705282 59.138711079955101 11.960874989628794 45.963743522763252 33.250193849205971 17.051953986287117 45.380341038107872 20.170815750956535 33.356422647833824 42.597719594836235 85.846970155835152 12.811789080500601 15.667218849062918 29.369381219148636 1320.1837701648474 31.441615775227547
leaf_count=8271814 145 893993 179 185 639 232 79 266 192 341 64 41 303 22108 71 305 63 238 179 91 234 106 172 226 443 67 82 151 6886 164
internal_value=-0.00126938 0.154653 0.12975 0.127085 0.130813 0.12991 0.0302811 0.130426 0.129936 0.130451 0.129882 0.0726481 0.130354 0.129864 0.0780327 0.129132 0.128094 0.129479 0.128195 0.0398277 0.12973 0.128696 0.130072 0.129144 0.130321 0.128522 0.0791324 0.130264 0.129255 0.08847
internal_weight=795324 201619 6588.42 1878.01 4710.41 4584.31 38.8932 4543.35 4490.01 4448.15 4379.98 40.9589 4345.45 4285.42 25.772 1839.12 1779.98 1745.05 1699.09 29.0128 1670.08 1624.7 1591.45 1558.09 1522.25 1436.4 35.838 1393.81 1364.44 44.2534
internal_count=9200059 928245 34252 9816 24436 23797 224 23577 23311 23079 22738 220 22546 22243 135 9592 9287 9102 8864 154 8710 8476 8297 8125 7937 7494 188 7268 7117 231

Tree=6
num_cat=0
split_feature=21 21 8 20 2 8 2 20 2 20 20 2 8 2 20 8 2 8 2 2 20 8 2 20 2 20 8 2 20 8
split_gain=2.31141e+06 1587.54 7.29498 8.30399 69.0956 35.3936 29.133 20.6824 24.5711 34.0549 19.3859 32.5134 18.4245 18.1754 25.1896 30.1281 21.1013 18.0289 19.7083 17.4998 12.3329 25.8002 15.5552 20.5844 18.305 26.287 20.376 20.3478 70.1424 20.9469
threshold=12.990687769997207 13.055329521457102 -1.0000000180025095e-35 9.0842668131123343 51.415000000000006 0.010477829546991392 49.835000000000008 9.119375735102679 48.005000000000003 9.1532937151958382 9.0511687733623685 52.755000000000003 0.023047595388763147 45.995000000000012 9.1874299190844706 0.03867189669832883 44.615000000000002 0.024390243902439056 47.315000000000005 48.685000000000009 9.2118891707199015 0.017287766212888613 43.955000000000005 9.2463347310363844 42.025000000000013 9.2836372999580856 0.028571428571428623 40.215000000000011 9.3181628534974035 0.023047595388763147
decision_type=2 2 8 2 8 10 10 2 10 2 2 8 8 10 2 10 10 8 10 10 2 10 10 2 10 2 10 10 2 8
left_child=-1 2 -2 4 5 -4 7 12 9 17 11 -6 19 14 15 -11 20 18 -9 -5 21 -16 23 -22 25 26 -25 28 29 -27
right_child=1 -3 3 6 10 -7 -8 8 -10 13 -12 -13 -14 -15 16 -17 -18 -19 -20 -21 22 -23 -24 24 -26 27 -28 -29 -30 -31
leaf_value=-0.053997349031184486 0.11434851664080554 0.1403025913543304 -0.02000497493915104 -0.027474445469400768 0.034256135026910245 0.088466168616956997 0.15250149290665527 -0.042025832216697541 0.16002379569443734 0.0099625589987982419 0.15882660399504023 0.11595185063766755 0.14246939412674101 0.15123026474370754 -0.024758871503057486 0.15434644921122798 0.16043443983610295 0.13387527112888212 0.07255128438004875 0.078015348495271641 0.068358880247586878 0.12677532539439773 0.17107607655789914 0.018257541907396754 0.15487741793736048 -0.041544523964556226 0.12021302128233452 0.15428696868426542 0.11847636156736359 0.089191339828444599
leaf_weight=567019.58361074328 3283.7289819866419 205056.22500370443 13.696985423564913 4.9880228191614178 12.327184736728666 16.676572740077972 63.717676103115082 6.1257252991199467 35.600142791867256 11.178668409585955 25.831039816141129 1011.5072225779295 8.2576052248477954 42.284143194556236 4.6396243870258314 5.3385001420974723 29.751442119479179 5.4153919070959118 9.6900639086961746 18.559979885816574 20.694684341549873 7.1188248991966248 13.888964816927908 11.685320630669596 33.977576792240143 8.7769169360399228 8.4398900866508466 38.847634121775627 2228.098048299551 4.7070115059614173
leaf_count=8271814 16047 893993 82 26 65 88 302 33 170 61 123 4986 41 205 24 26 142 27 52 97 103 35 68 62 161 43 42 187 10931 23
internal_value=-0.00133091 0.139504 0.116064 0.117586 0.113896 0.039551 0.119106 0.118274 0.118778 0.118189 0.116048 0.114968 0.0782056 0.118731 0.118165 0.0566288 0.118586 0.0551347 0.0281736 0.0556701 0.118064 0.0669833 0.118317 0.118006 0.118446 0.117908 0.0610145 0.11841 0.117788 0.00409316
internal_weight=779061 212042 6985.55 3701.82 1080.04 30.3736 2621.78 2558.06 2526.26 2490.66 1049.67 1023.83 31.8056 2469.43 2427.14 16.5172 2410.63 21.2312 15.8158 23.548 2380.87 11.7584 2369.12 2355.23 2334.53 2300.55 20.1252 2280.43 2241.58 13.4839
internal_count=9200059 928245 34252 18205 5344 170 12861 12559 12395 12225 5174 5051 164 12113 11908 87 11821 112 85 123 11679 59 11620 11552 11449 11288 104 11184 10997 66

Tree=7
num_cat=0
split_feature=21 21 3 5 6 3 0 4 6 15 17 11 4 13 3 20 2 20 8 20 2 8 2 20 8 20 2 2 2 20
split_gain=2.06e+06 1545.71 6.25034 6.72926 5.60427 10.2057 11.8604 18.8381 9.11673 6.60154 6.5352 5.16951 5.1032 4.93253 9.16242 8.23976 5.81312 70.4993 34.2319 34.1927 103.998 52.3383 42.4505 60.8573 49.5823 35.6988 69.8644 33.4485 33.022 60.344
threshold=12.990687769997207 13.055329521457102 1772.9285714285718 8093.2073333333346 4088.3962236587918 879.64285714285722 57500.31500000001 2174.7657673402473 1437.1811363353497 3.5000000000000004 277867.00000000006 9.5000000000000018 953.69584968070546 11.500000000000002 17376.785714285717 7.426251364737424 21.625000000000004 9.9633118530727547 0.013157894736842113 9.7901788666371452 25.695000000000004 0.013157894736842113 24.405000000000005 9.8324479446959909 0.0061568820941588923 9.7487908899284825 26.695000000000004 24.995000000000001 20.635000000000002 10.008432972937557
decision_type=2 2 2 10 10 2 10 2 10 10 10 2 2 2 2 2 8 2 10 2 8 10 10 2 8 2 8 10 10 2
left_child=-1 2 3 4 8 11 7 -7 10 -9 -2 -6 -10 14 15 -4 17 18 -15 20 21 27 23 24 -21 26 -22 -18 29 -19
right_child=1 -3 13 -5 5 6 -8 9 12 -11 -12 -13 -14 16 -16 -17 19 28 -20 22 25 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.053787228835433021 0.09848103311052965 0.12848154714756641 0.038992366396904121 0.1026147174925981 0.13001955944980531 -0.017335499523488462 0.10049991087385585 0.042557555395201091 0.069720862925559984 0.13023980401153121 0.050696320008231911 0.064461178204515343 0.12708763990008937 0.010132290792810182 0.082158850807606154 0.10801774410879983 -0.0546482926427376 0.04439065551648208 0.087797514975688107 -0.0034759940012139365 0.051330037512777919 0.11166605038872666 0.13682699555786146 0.11521296282249492 0.10929785631849938 0.13500753541750904 0.10650539387751019 0.04503470027044329 0.13977670588166513 0.10519325941940227
leaf_weight=541419.48212198913 17.086426451802257 212515.2848162055 4.4876748770475379 399.50255978107452 9.435031592845915 9.2416235804557854 9.882039010524748 4.3814789503812772 4.608628764748576 4.2086153030395508 12.310314521193503 4.413654923439025 24.409694790840149 28.590721219778061 64.026118069887161 118.19348704814911 9.7855653762817365 41.594000265002251 28.163987681269646 20.845368966460228 58.333626687526703 28.307336091995239 199.55648601055145 327.43255889415741 18.305522352457047 106.27103239297867 3482.9477631002665 60.101806432008743 66.609743490815163 2155.3446957319975
leaf_count=8271814 82 893993 21 1882 45 44 47 21 22 20 59 21 116 135 300 553 48 196 133 101 281 138 911 1524 88 483 16303 297 311 10070
internal_value=-0.00137658 0.127704 0.10511 0.0997115 0.0881102 0.074076 0.0565614 0.0322115 0.0980957 0.0855164 0.0784705 0.109126 0.117977 0.105506 0.0974911 0.105493 0.105732 0.103714 0.0486729 0.106817 0.105086 0.0543091 0.11827 0.108168 0.0492529 0.106453 0.105597 0.0310772 0.105094 0.104042
internal_weight=761253 219834 7318.38 499.48 99.9775 41.5624 27.7138 17.8317 58.4151 8.59009 29.3967 13.8487 29.0183 6818.9 186.707 122.681 6632.19 2320.3 56.7547 4311.89 3745.75 98.1947 566.14 366.583 39.1509 3647.55 3541.28 69.8874 2263.55 2196.94
internal_count=9200059 928245 34252 2359 477 198 132 85 279 41 141 66 138 31893 874 574 31019 10845 268 20174 17550 483 2624 1713 189 17067 16584 345 10577 10266

Tree=8
num_cat=0
split_feature=21 21 0 7 7 8 8 0 7 8 7 8 0 8 7 0 7 7 0 8 7 8 7 8 8 5 8 20 7 0
split_gain=1.85372e+06 1540.74 5.98322 42.6935 25.727 25.2939 11.3695 9.61262 28.1222 25.895 20.0233 12.5085 10.1352 14.6517 14.3907 12.4046 15.4001 13.638 19.4933 13.5403 11.5248 10.5173 10.1434 9.85507 9.52371 9.35394 9.21385 9.15936 9.15917 45.4388
threshold=12.990687769997207 13.055329521457102 462952.85000000003 -0.020941696437597798 -0.04107702414601367 0.0080141350768473153 -0.042643448950858677 497868.065 -0.086008923714020843 0.017787754184470716 -0.11011554150058314 0.0080141350768473153 534145.85000000021 -0.013360143648633849 -0.17214406057782358 574415.35000000009 -0.19783395064074824 -0.23591412406296081 616948.90000000002 -0.00067556157981694444 -0.14722750605685445 0.0085366521006788511 -0.24859686104664611 0.075167120758705894 0.0050916496945009404 75955.334333333361 -0.024267520537935839 9.2836372999580856 0.013651795960835355 431071.85500000004
decision_type=2 2 8 10 10 10 10 8 10 10 10 10 8 10 10 8 10 10 8 10 10 10 10 10 10 10 10 2 10 10
left_child=-1 2 3 5 7 25 -6 8 9 -4 12 -10 13 -9 15 16 19 18 22 -14 24 -18 23 -17 -15 -2 -16 -7 -5 -30
right_child=1 -3 4 28 6 27 -8 10 11 -11 -12 -13 14 20 26 17 21 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.053588903693381387 0.028796323640408364 0.11901901319625663 0.0024752933572205842 0.085281117647972735 0.091028925449600145 0.0090936938491394236 0.12658059841689751 0.0015393293622687665 0.086626168846316715 0.094927440708783561 0.12395255565230411 0.12678621091692269 0.0063916565308145754 0.022906177182164436 0.090270301698978539 0.047891332178446544 0.085144501750896134 0.12172387981033223 0.098142721632965516 0.072640751742319737 0.099181187027927886 0.13759809605911363 0.097113818235493324 0.12379826168205428 0.080711313288457931 -0.049831631498616025 0.13252098885639021 0.087006435191421816 0.095230550240600009 0.12404518436875629
leaf_weight=516871.92546098679 8.5529325157403928 217791.13174049556 17.651892006397251 206.46382546424866 28.331428214907646 4.5146144330501583 109.04324793815613 5.4713052213191977 79.94129578769207 13.266049548983572 70.584866166114807 25.597572058439255 10.091288298368452 10.538102820515631 17.826104640960693 38.69436302781105 41.722679793834686 57.671462386846542 1501.8421215265989 32.721905469894409 57.895755648612976 12.395490035414694 23.382766231894493 4.8072211593389502 22.003188654780388 6.7817127257585517 46.729549050331116 22.936643868684769 4977.4782919436693 140.68431068956852
leaf_count=8271814 49 893993 98 943 125 23 463 26 365 60 303 111 47 50 80 178 190 254 6742 150 260 55 107 22 101 39 205 108 22474 624
internal_value=-0.00141096 0.118247 0.0961105 0.0952063 0.0982885 0.0454598 0.119249 0.0969114 0.0840811 0.042144 0.0978072 0.0963667 0.0968276 0.0809928 0.097677 0.0968088 0.0794325 0.0978444 0.0969665 0.0570255 0.0857996 0.0971587 0.0705552 0.0562796 0.0619918 -0.00597671 0.120854 0.074193 0.0956061 0.0960226
internal_weight=742259 225387 7595.62 5367.41 2228.21 42.7859 137.375 2090.83 136.457 30.9179 1954.38 105.539 1883.79 95.9084 1787.88 1723.33 96.9314 1626.4 1568.73 42.8132 90.437 54.1182 66.8844 43.5016 32.5413 15.3346 64.5557 27.4513 5324.63 5118.16
internal_count=9200059 928245 34252 24260 9992 219 588 9404 634 158 8770 476 8467 437 8030 7745 442 7303 7049 197 411 245 307 200 151 88 285 131 24041 23098

Tree=9
num_cat=0
split_feature=21 21 8 20 2 8 2 20 2 20 20 2 8 2 8 2 20 2 2 8 2 20 2 8 20 2 20 2 20 2
split_gain=1.68073e+06 1558.28 5.73118 7.05983 54.7024 28.3599 23.3995 16.6979 19.2187 26.7152 15.2767 25.3154 15.0907 14.2641 13.913 15.8438 12.9593 21.8207 12.8311 12.7518 17.567 10.9078 40.2391 17.4395 14.6877 18.4838 14.9799 13.3315 11.6026 10.7815
threshold=12.990687769997207 13.055329521457102 -1.0000000180025095e-35 9.0842668131123343 51.415000000000006 0.012414255907500935 49.835000000000008 9.119375735102679 48.005000000000003 9.1532937151958382 9.0511687733623685 52.755000000000003 0.012755382557685506 46.675000000000004 0.024390243902439056 47.315000000000005 9.1874299190844706 44.615000000000002 49.285000000000004 0.029501703306770998 45.995000000000012 9.0182714618919153 55.295000000000009 0.0023781212841854625 8.9840042277971737 57.505000000000003 8.9508569517827201 56.315000000000005 8.9508569517827201 59.755000000000003
decision_type=2 2 8 2 8 10 10 2 10 2 2 8 8 10 8 10 2 10 8 10 8 2 8 10 2 8 2 8 2 8
left_child=-1 2 -2 4 5 -4 7 12 9 14 11 -6 18 16 15 -9 19 -18 -5 20 -11 22 23 -13 25 26 -24 -28 29 -27
right_child=1 -3 3 6 10 -7 -8 8 -10 13 -12 21 -14 -15 -16 -17 17 -19 -20 -21 -22 -23 24 -25 -26 28 27 -29 -30 -31
leaf_value=-0.053401643468241548 0.087131043454160034 0.11127444763264423 -0.022072308024405528 -0.011438983379924602 0.019870836994017271 0.06934190374203901 0.11947628310941155 -0.04647297510180827 0.12532659068550653 -0.0023667710703804204 0.12427756295588754 -0.047361402796406014 0.097259654855504654 0.12756424256850943 0.10224406657193992 0.051711807752402209 0.090297569667165387 0.12633957462031878 0.065579655460946962 0.11639421874154121 0.084462822562406614 0.11689834759494361 -0.0015966074542819288 0.049083067155679172 0.12749968028634923 0.058779615101007078 0.034603881520920941 0.11717504079468438 0.13413709851905445 0.089597043461463688
leaf_weight=493344.31145460159 3674.6471502035856 221203.8289476335 16.816094040870667 9.9218268245458621 13.66083152592182 17.124022051692009 71.225086018443108 6.5874535143375406 39.948604315519333 11.898006483912473 28.996036648750305 5.8128129839897182 13.861258327960966 26.206865236163139 6.139426305890086 10.919533744454384 2667.7779154479504 42.66586846113205 11.88575831055641 7.1695057898759833 11.412446662783621 32.488264590501785 9.7413338571786898 24.207350671291351 24.338378578424454 29.231536895036697 10.174112513661386 9.4090995490550977 14.249381378293036 975.35750839114189
leaf_count=8271814 16047 893993 91 47 65 79 302 33 170 59 123 27 62 110 27 52 11679 181 55 31 53 141 45 110 104 130 47 43 61 4278
internal_value=-0.00143709 0.110499 0.088569 0.0898426 0.0866311 0.0240495 0.0911671 0.0904637 0.090892 0.0903991 0.0884347 0.0875299 0.0564669 0.0908514 0.0374793 0.0147673 0.0905003 0.0908649 0.0305384 0.0580794 0.0401437 0.0883443 0.0875028 0.0304085 0.089101 0.0882093 0.0490723 0.0742767 0.0893358 0.0887003
internal_weight=722372 229028 7823.87 4149.23 1211.61 33.9401 2937.62 2866.39 2830.73 2790.78 1177.67 1148.67 35.6688 2767.13 23.6464 17.507 2740.92 2710.44 21.8076 30.48 23.3105 1135.01 1102.52 30.0202 1072.5 1048.16 29.3245 19.5832 1018.84 1004.59
internal_count=9200059 928245 34252 18205 5344 170 12861 12559 12395 12225 5174 5051 164 12113 112 85 12003 11860 102 143 112 4986 4845 137 4708 4604 135 90 4469 4408

Tree=10
num_cat=0
split_feature=21 21 0 7 7 8 8 5 0 7 8 7 8 0 8 7 0 7 8 7 0 7 8 7 7 0 7 0 7 0
split_gain=1.53312e+06 1592.6 5.58202 36.3514 24.2686 21.2917 10.121 8.1521 8.14657 23.723 21.8588 18.2298 10.8388 8.37203 12.299 12.1688 10.2703 12.6918 11.5664 11.4852 16.3986 9.49809 8.92012 8.35561 8.27557 8.60382 12.1028 14.4229 14.3119 14.9125
threshold=12.990687769997207 13.055329521457102 462952.85000000003 -0.020941696437597798 -0.04107702414601367 0.0080141350768473153 -0.042643448950858677 75955.334333333361 497868.065 -0.086008923714020843 0.017787754184470716 -0.11011554150058314 0.0080141350768473153 534145.85000000021 -0.013360143648633849 -0.17214406057782358 574415.35000000009 -0.19783395064074824 0.0055070584132781977 -0.23591412406296081 616948.90000000002 -0.14722750605685445 0.0029893084537363662 -0.24859686104664611 -0.28591648388982599 664659.88000000012 -0.36163303309173395 725809.18000000005 -0.42561321142269876 786564.76000000013
decision_type=2 2 8 10 10 10 10 8 8 10 10 10 10 8 10 10 8 10 10 10 8 10 10 10 10 8 10 8 10 8
left_child=-1 2 3 5 8 7 -6 -2 9 10 -4 13 -11 14 -10 16 17 18 -15 20 23 -16 -19 -18 25 -22 27 -27 29 -29
right_child=1 -3 4 -5 6 -7 -8 -9 11 12 -12 -13 -14 15 21 -17 19 22 -20 -21 24 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.05322475595189903 0.021369893921838225 0.10482182978267161 -0.0019612130716208714 0.081639431034385215 0.07813283113806356 0.062056530184251613 0.11091774860944803 -0.050657378073723662 -0.0028726428723057171 0.073540716351944244 0.080858388589553395 0.10808617983978758 0.10999435336859922 0.020657867629717473 0.051881751982856619 0.10428153530816164 0.046572202304177385 0.067733408880752202 0.071525710304795029 0.10500421095865752 0.066342193076899689 0.084807736109701368 0.10858563576222108 0.082646358151438115 0.10440772214749505 0.051868982979058391 0.10110720126953693 0.033476901071833078 0.10235930498360112 0.082929329049676787
leaf_weight=470803.82222533971 9.0969766080379504 223025.32222859561 18.462005376815796 5617.8916584849358 29.696274310350418 29.096835628151894 113.56371177732944 6.9141926020383826 5.6580601334571829 84.385181397199631 14.015281468629835 73.812792629003525 26.888468846678734 21.241520881652832 34.144027471542358 68.103695049881935 45.606771394610405 35.853162333369255 23.581155493855476 60.848963648080826 71.350106999278069 61.092285796999931 21.300964996218681 24.770002976059914 47.869152069091797 36.43188738822937 97.879446312785149 15.437574237585066 95.935764536261559 1219.2313822805882
leaf_count=8271814 49 893993 98 24041 125 131 463 39 26 365 60 303 111 95 151 285 200 155 102 254 307 260 90 107 202 156 414 66 408 5189
internal_value=-0.00145706 0.104035 0.0821302 0.0812805 0.0841804 0.0365743 0.104122 -0.00973405 0.0828842 0.071376 0.0337788 0.0836872 0.0823495 0.0827805 0.0687481 0.0835314 0.0827538 0.0673379 0.0474194 0.0836703 0.0828857 0.0730031 0.0829588 0.059269 0.0839349 0.0832969 0.0841227 0.0829067 0.0837565 0.082311
internal_weight=701839 231035 8010.16 5663 2347.16 45.108 143.26 16.0112 2203.9 143.751 32.4773 2060.15 111.274 1986.34 100.894 1885.44 1817.34 101.977 44.8227 1715.36 1654.51 95.2363 57.1541 70.3768 1584.14 1536.27 1464.92 1367.04 1330.6 1234.67
internal_count=9200059 928245 34252 24260 9992 219 588 88 9404 634 158 8770 476 8467 437 8030 7745 442 197 7303 7049 411 245 307 6742 6540 6233 5819 5663 5255

Tree=11
num_cat=0
split_feature=21 21 0 7 8 7 0 8 7 7 8 8 0 7 0 7 7 8 7 8 8 8 7 7 8 8 0 7 8 7
split_gain=1.4054e+06 1638.58 5.43844 56.3514 41.8066 33.6695 16.4858 29.7695 23.5646 22.5825 14.8508 14.8098 10.1454 46.4238 32.5284 37.2974 31.5768 21.2857 22.8081 31.6011 18.0037 15.1497 9.97659 9.05634 8.45932 8.3358 8.13337 35.2911 27.812 17.1701
threshold=12.990687769997207 13.055329521457102 431071.85500000004 0.046753582109270851 0.021739130434782542 0.023443313247052653 462952.85000000003 -0.0062893081761006258 -0.04107702414601367 -0.030880390381217208 -0.030862874590549916 0.033707865168539249 404797.87000000005 0.14605223939037251 378442.44000000012 0.19772317619003202 0.086416243797331552 -0.0042879274226648046 0.10009955401387514 0.040196905870163106 0.029501703306770998 -0.011117213896734377 0.17909158855850035 -0.012487006237006236 0.075167120758705894 -0.042643448950858677 353445.22000000003 0.27389522835657476 0.07131274425547908 0.25353445174357409
decision_type=2 2 8 10 10 10 8 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 8 10 10 10 10 10 10 10
left_child=-1 2 3 4 -2 6 7 23 -8 11 -7 -9 13 17 15 20 21 -5 19 -19 22 -14 -15 -4 -6 -10 27 28 -17 -28
right_child=1 -3 5 12 24 10 8 9 25 -11 -12 -13 16 14 -16 26 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.053057604466806407 -0.030883791644756367 0.099366233812061541 -0.029220477088664838 -0.024967410605561877 0.033847653853590717 0.073325883907096198 0.077293349785987356 -0.016416561502234205 0.068934704357393503 0.077138706392023693 0.11340364462411644 0.067252239891496257 0.0076091007591854486 -0.043683345871976073 0.1035115135915143 -0.014140471577573744 0.1079935058537215 -0.053088983332171415 0.064358476894941785 0.092248232448216713 0.087050713936228138 0.073615261632675122 0.024320303758297763 0.036249754614839425 0.084290335891263141 0.10404332647743993 0.072725320232147214 0.07603373862282492 0.12243012087429102 0.10785986857662933
leaf_weight=449217.63989570737 20.750058576464653 223489.16471394897 6.2334097027778617 11.405006989836691 16.307627692818642 30.547852948307991 2244.0089561343193 11.187986999750139 19.837344229221344 220.87047211825848 94.989929556846619 10.030538961291311 9.7735551297664625 8.7041787803173065 107.76409658789635 18.212510436773304 93.544225499033928 10.80142715573311 54.080106645822525 5.7211953997611991 7.6513016372919074 78.634705871343613 14.179062172770504 34.609796851873398 16.950769051909447 114.4420960098505 80.570819616317749 4752.0293220579624 4.6872590929269782 61.175546228885651
leaf_count=8271814 92 893993 32 50 70 127 9404 57 82 943 390 44 42 38 447 78 387 48 229 24 32 331 62 147 72 461 339 19951 20 253
internal_value=-0.00147235 0.0985627 0.0765548 0.0756251 0.0248095 0.0783471 0.0771535 0.0657437 0.0785108 0.0724055 0.103651 0.0231358 0.0761411 0.0757301 0.0763356 0.0757436 0.0877441 0.0384121 0.0486503 -0.00276388 0.0206541 0.0663183 -0.00154648 0.0262578 0.0595567 0.0988567 0.0760857 0.0757353 0.0138136 0.0878888
internal_weight=680867 231649 8159.7 5372.94 54.0085 2786.76 2661.22 282.932 2378.29 242.089 125.538 21.2185 5318.93 5136.98 5054.97 4947.21 181.952 82.0077 70.6027 16.5226 30.5345 88.4083 22.8832 40.8432 33.2584 134.279 4916.68 4774.93 22.8998 141.746
internal_count=9200059 928245 34252 22565 234 11687 11170 1223 9947 1044 517 101 22331 21571 21220 20773 760 351 301 72 132 373 100 179 142 543 20641 20049 98 592

Tree=12
num_cat=0
split_feature=21 21 3 2 8 4 2 5 8 2 20 8 20 2 20 8 2 20 2 20 16 3 8 2 2 8 20 2 20 2
split_gain=1.2936e+06 1693.5 5.39976 5.74176 8.43959 6.14926 5.62597 4.83786 4.40175 6.69238 26.0487 19.9141 18.5885 10.2067 14.9537 15.3129 12.2291 12.9782 13.322 15.3003 11.5252 10.9812 9.47766 9.28807 7.74701 14.2862 11.8053 20.8216 13.2326 25.8284
threshold=12.990687769997207 13.055329521457102 1772.9285714285718 48.685000000000009 0.017287766212888613 3626.9177611023165 44.615000000000002 8093.2073333333346 0.0029893084537363662 22.085000000000004 9.9161322697645122 0.030534351145038139 9.7901788666371452 21.125000000000004 9.9633118530727547 0.028571428571428623 20.635000000000002 10.008432972937557 19.105000000000004 10.057902482930887 280.50000000000006 11796.285714285716 0.052709181837845821 24.405000000000005 25.555000000000003 0.015873015873015966 9.7487908899284825 26.145000000000003 9.7058594454607974 27.295000000000005
decision_type=2 2 2 8 10 2 10 10 8 8 2 10 2 10 2 10 10 2 10 2 10 2 8 10 8 10 2 8 2 8
left_child=-1 2 3 4 5 -2 -7 -5 -4 10 11 -10 24 14 15 -12 17 20 19 22 -16 -17 -19 -14 25 -11 27 -26 29 -29
right_child=1 -3 8 7 -6 6 -8 -9 9 12 13 -13 23 -15 16 21 -18 18 -20 -21 -22 -23 -24 -25 26 -27 -28 28 -30 -31
leaf_value=-0.052899604230258739 -0.021880474706721168 0.094696733517899812 0.071050874795592175 0.058556947529811276 0.095396745869816224 0.014300796908997316 0.084914504144957825 0.070327131113802302 -0.041182746190696076 0.020402023472488318 -0.023594257111072214 0.055282469138214468 0.084228399656297886 0.09987373066113614 0.062453285221361649 0.01517752909609308 0.11776719155185766 -0.014365555761119668 0.10127856936757332 0.071501773175737915 -0.0033452309958640174 0.11360839999815853 0.071961185357423865 0.11078006068091924 0.0095939241646778913 0.077682401819737804 0.10291133081937001 0.01223546812657013 0.099626999358480864 0.074035463523882336
leaf_weight=428553.06984784454 5.0483364611864152 222797.2975345552 4685.203893661499 109.16372595727444 5.5455369800329199 6.6449228823184949 4.9012556672096252 435.94284857809544 8.8542880415916461 19.049429222941399 8.3836898356676119 13.518244430422781 135.75032843649387 31.012715846300125 17.580754145979885 5.5397294014692289 14.140505120158194 8.4712394475936872 37.135086834430695 1004.8939879387617 10.708892524242399 5.8004074096679688 5.0897245705127707 43.488380149006844 12.583091482520102 25.399272561073303 35.249782130122185 17.097495377063751 49.441576302051544 1515.7220261693001
leaf_count=8271814 22 893993 19368 457 23 28 20 1809 38 82 35 57 560 128 74 23 58 35 153 4151 45 24 21 177 55 107 144 71 204 6283
internal_value=-0.00148405 0.0938717 0.0716644 0.0669562 0.0419955 0.0241499 0.0442757 0.06797 0.0720108 0.0734976 0.0705387 0.0171048 0.0753669 0.0715794 0.0707943 0.0276441 0.0715694 0.0709667 0.0718624 0.0707898 0.0375456 0.0655243 0.0180347 0.0906706 0.0737289 0.0531337 0.0742905 0.0736579 0.0741673 0.0733461
internal_weight=659628 231075 8277.36 567.247 22.1401 16.5945 11.5462 545.107 7710.11 3024.91 1171.13 22.3725 1853.78 1148.76 1117.74 19.7238 1098.02 1083.88 1055.59 1018.45 28.2896 11.3401 13.561 179.239 1674.54 44.4487 1630.09 1594.84 1582.26 1532.82
internal_count=9200059 928245 34252 2359 93 70 48 2266 31893 12525 4842 95 7683 4747 4619 82 4537 4479 4360 4207 119 47 56 737 6946 189 6757 6613 6558 6354

Tree=13
num_cat=0
split_feature=21 21 20 2 2 8 20 2 20 2 20 2 20 8 8 2 20 8 2 20 2 20 8 2 20 2 2 20 8 2
split_gain=1.19479e+06 1757.69 5.20614 88.3017 39.3372 30.4065 23.0629 35.6942 32.9222 26.7672 32.0163 21.1353 36.5531 26.4213 22.9869 22.3215 34.9637 24.2573 19.3429 62.8801 18.5595 42.0379 31.0168 21.1472 39.0677 29.5043 27.0053 29.0993 43.5815 32.611
threshold=12.990687769997207 13.055329521457102 9.0842668131123343 51.415000000000006 50.275000000000013 0.012414255907500935 9.119375735102679 48.685000000000009 9.1532937151958382 46.675000000000004 9.1874299190844706 44.615000000000002 9.2463347310363844 -0.0014590553102508399 -0.018001732099690516 42.715000000000011 9.2836372999580856 0.003468615122661738 40.805000000000007 9.3181628534974035 39.625000000000007 9.3544407122018853 0.0059350217602281751 38.415000000000006 9.3927869200904528 37.255000000000003 36.685000000000009 9.4327236271330293 0.0090572721927590361 35.085000000000008
decision_type=2 2 2 8 10 10 2 10 2 10 2 10 2 10 10 10 2 10 10 2 10 2 10 10 2 10 10 2 10 10
left_child=-1 2 3 5 6 -2 -4 8 -8 10 -10 12 13 -12 -13 16 17 -14 19 -18 21 22 -21 24 25 -23 27 28 -26 -29
right_child=1 -3 4 -5 -6 -7 7 -9 9 -11 11 14 15 -15 -16 -17 18 -19 -20 20 -22 23 -24 -25 26 -27 -28 29 -30 -31
leaf_value=-0.052750203496537133 -0.031773644596569874 0.09065833110379197 0.041356324157131245 0.066734665626720133 0.098491176164536912 0.049254564102576545 0.028557158039150318 0.099342146358044892 0.025139838837514618 0.095696863955975972 -0.017774304385716099 0.045969594004069497 -0.016033954719596535 0.05009500466669653 0.099658203595689998 0.097018466871380632 0.00074481274521152007 0.054210667519613578 0.091659584760285281 -0.020540176143716851 0.096013482065973529 -0.022425487741559176 0.059706988935018447 0.10024746068353288 -0.015421904387382786 0.052980773453419755 0.09892170981610153 0.067488828751043631 0.081008109621914404 0.096558312464460783
leaf_weight=408777.69479806721 30.471889153122902 221125.191933617 82.774681687355042 2342.716472402215 104.63532210886478 18.672897502779961 53.908149778842926 89.082682639360428 44.475868418812752 84.800100535154343 19.325030192732811 25.205529734492302 20.37132166326046 55.589399948716164 95.377821251749992 64.390998929738998 35.123222514986992 30.98139001429081 83.615216270089149 23.206748276948929 57.937349945306778 19.99752414226532 25.027681916952133 50.330679625272751 25.640050530433655 36.924476459622383 70.286573216319084 4658.0889517068863 21.577576830983162 98.518699303269386
leaf_count=8271814 145 893993 346 9592 421 79 232 358 192 341 82 102 86 230 385 260 145 129 338 95 236 82 102 205 105 151 286 19038 88 401
internal_value=-0.00149295 0.089807 0.0673146 0.0653432 0.0681035 -0.000986423 0.067562 0.0679367 0.0674459 0.0678172 0.0673921 0.0677327 0.0672702 0.0325873 0.0884357 0.0677584 0.0674 0.026345 0.067805 0.0674156 0.0678759 0.0675517 0.0210981 0.0680016 0.0676724 0.0264895 0.0681534 0.0677032 0.0286448 0.0680909
internal_weight=638272 229494 8369.05 2391.86 5977.19 49.1448 5872.56 5789.78 5700.7 5646.79 5561.99 5517.52 5396.93 74.9144 120.583 5322.02 5257.63 51.3527 5206.27 5122.66 5087.54 5029.6 48.2344 4981.36 4931.03 56.922 4874.11 4803.83 47.2176 4756.61
internal_count=9200059 928245 34252 9816 24436 224 24015 23669 23311 23079 22738 22546 22059 312 487 21747 21487 215 21272 20934 20789 20553 197 20356 20151 233 19918 19632 193 19439

Tree=14
num_cat=0
split_feature=21 21 0 7 7 8 0 7 0 7 8 7 8 7 8 0 8 7 7 7 8 8 8 8 5 7 8 8 9 7
split_gain=1.10676e+06 1823.76 5.11527 48.5843 30.2915 21.5406 15.4735 38.8844 28.445 31.9682 18.9601 26.8121 21.2935 18.8894 15.5617 15.352 25.6898 24.6201 20.7152 13.5994 14.9327 13.3596 12.0633 8.95244 9.61568 8.71502 8.19549 7.88212 8.31077 7.87
threshold=12.990687769997207 13.055329521457102 431071.85500000004 0.059100992680016208 0.023443313247052653 0.075167120758705894 404797.87000000005 0.14605223939037251 378442.44000000012 0.19772317619003202 0.034872046748274675 0.10009955401387514 -0.0042879274226648046 0.086416243797331552 0.029501703306770998 462952.85000000003 -0.0062893081761006258 -0.04107702414601367 -0.020941696437597798 0.046753582109270851 0.011758903977498127 -0.025695514378998443 -0.012211488830913607 0.0080141350768473153 75955.334333333361 0.17909158855850035 -0.042643448950858677 0.0057198934574619444 2.5000000000000004 -0.012487006237006236
decision_type=2 2 8 10 10 10 10 10 10 10 10 10 10 10 10 8 10 10 10 10 10 10 10 10 10 8 10 10 2 10
left_child=-1 2 3 5 15 19 7 10 9 14 11 -5 -13 22 25 16 29 -17 23 20 -2 -6 -8 24 -18 -9 -19 28 -20 -4
right_child=1 -3 4 6 21 -7 13 8 -10 -11 -12 12 -14 -15 -16 17 18 26 27 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.05260888875293826 -0.044983622477415261 0.087134462658279677 -0.033257729491319624 -0.058167173529116302 0.062742291528466373 0.071770822152851299 0.0028445003249770056 -0.046949380420779355 0.088223798032189951 0.062964383307809124 0.081788505122579361 -0.029631322865549023 0.04558543892871162 0.092477498349016238 0.073136357248117734 0.064124801539524032 0.027312997929595503 0.056835776367467332 0.068532865046987926 0.039170005499236847 0.018313468272617248 0.098793340256800546 0.066084251673950503 0.043695254841184757 -0.05778808583301636 0.015734704096290825 0.091242642903795815 0.077914077231566251 0.043574619931735392 0.026420588609559738
leaf_weight=389859.46724159271 16.140758141875267 218625.76579761505 6.5318266153335562 9.8963946551084501 35.474510759115219 18.395049139857292 8.6483747065067273 8.8928776234388351 111.12023442983627 5086.2985347360373 14.018428742885588 11.725365757942198 47.636014610528946 96.288350999355316 7.9168118834495536 2318.7526464015245 8.1750223934650403 20.37402281165123 79.103121861815453 24.696737065911293 22.042385622859001 93.245315998792648 58.892118513584137 23.112572684884071 5.5883921831846228 14.728339895606045 114.97381669282913 78.152099370956421 57.672422707080841 35.816449329257011
leaf_count=8271814 70 893993 32 43 143 75 36 38 447 20641 57 50 195 387 32 9404 40 82 323 101 92 374 239 98 30 62 461 317 236 147
internal_value=-0.00149965 0.0862543 0.0634399 0.062554 0.0651513 0.0241797 0.0631235 0.0626568 0.0631966 0.0626532 0.0287594 0.0180258 0.0307282 0.0782582 0.0124687 0.064041 0.0532469 0.0653347 0.0593066 0.0102572 -0.00844344 0.0888579 0.0579866 0.0246841 -0.0072408 -0.0078645 0.0860633 0.0652469 0.058009 0.0172158
internal_weight=616920 227060 8434.31 5557.34 2876.97 81.2749 5476.06 5312.23 5228.96 5117.84 83.2762 69.2578 59.3614 163.829 31.538 2748.25 294.152 2454.1 251.804 62.8799 38.1831 128.72 67.5405 36.876 13.7634 23.6212 135.348 214.928 136.776 42.3483
internal_count=9200059 928245 34252 22565 11687 338 22227 21565 21220 20773 345 288 245 662 132 11170 1223 9947 1044 263 162 517 275 168 70 100 543 876 559 179

Tree=15
num_cat=0
split_feature=21 21 20 2 2 8 2 20 2 20 20 8 2 20 2 20 2 20 2 2 20 8 8 2 20 8 8 20 2 20
split_gain=1.02779e+06 1894.57 5.0194 79.0952 36.6923 22.1209 29.6985 22.0883 28.5994 22.5464 22.3784 29.7203 21.1249 20.7837 33.5441 29.6343 24.9459 28.8191 20.3498 19.5564 32.5199 23.4444 20.6285 20.327 30.6888 21.4233 19.2847 18.9723 17.9167 32.1623
threshold=12.990687769997207 13.055329521457102 9.0842668131123343 52.055000000000007 50.275000000000013 0.013545071339744743 50.775000000000013 9.0511687733623685 54.405000000000008 9.0182714618919153 9.0182714618919153 0.033707865168539249 53.535000000000004 9.119375735102679 48.685000000000009 9.1532937151958382 46.675000000000004 9.1874299190844706 55.295000000000009 44.615000000000002 9.2463347310363844 -0.00079586164611929438 -0.018001732099690516 42.715000000000011 9.2836372999580856 0.003468615122661738 0.0080141350768473153 9.0511687733623685 41.415000000000006 9.3181628534974035
decision_type=2 2 2 8 10 10 10 2 8 2 2 10 10 2 10 2 10 2 8 10 2 10 10 10 2 10 10 2 10 2
left_child=-1 2 3 5 13 6 -2 8 10 18 11 -5 26 -4 15 -15 17 -17 -10 20 21 -19 -21 24 25 -22 -12 -8 29 -26
right_child=1 -3 4 7 -6 -7 27 -9 9 -11 12 -13 -14 14 -16 16 -18 19 -20 22 23 -23 -24 -25 28 -27 -28 -29 -30 -31
leaf_value=-0.052475185276883586 -0.0670954889429866 0.084035728971818144 0.035526172467429513 -0.055537548241868788 0.090007905932522614 0.047978784023845401 -0.080238583490340271 0.090430538016589207 0.01121330553501361 0.097769235347292371 -0.0016396105930340796 0.067814554558215209 0.085644987326274069 0.023541876441137935 0.090960732021358487 0.020328739194773456 0.08729743730299061 -0.017357881120758999 0.059709385091394819 0.040132678953894795 -0.017985063669679439 0.044649701096068181 0.090799869471242411 0.088171314983037666 0.023690550828719126 0.047703957517799378 0.086798753246641713 0.028749331483396846 0.091240381768917383 0.06054621621684321
leaf_weight=371766.80189726502 16.103539511561394 215432.51421675086 84.185150504112244 14.522768124938013 105.01640574634075 23.240406975150108 4.5826246291398993 56.805281326174736 21.850446656346321 38.608696132898331 24.183812186121941 7.3567956387996665 20.593770146369934 54.97357252240181 89.28230445086956 45.359083503484726 85.098739385604858 21.11065973341465 2158.9521972090006 25.406525164842606 20.501868307590485 54.849882021546364 95.977908030152321 64.91752390563488 59.880013331770897 31.455024868249893 8.2727438509464246 31.036720722913742 46.674912676215172 5168.307887211442
leaf_count=8271814 76 893993 346 61 421 96 20 228 90 155 99 30 83 232 358 192 341 89 8710 102 86 223 385 260 243 129 34 134 187 20842
internal_value=-0.00150461 0.0831233 0.0599404 0.0580188 0.0607106 0.00745903 -0.0107475 0.0596309 0.0588683 0.059894 0.0284867 -0.0140616 0.0460349 0.0601933 0.0605474 0.0600772 0.0604284 0.0600225 0.0592235 0.0603447 0.059904 0.0274168 0.0801949 0.0603617 0.0600228 0.0217835 0.0209022 0.0147274 0.0603994 0.0601241
internal_weight=595678 223912 8479.11 2426.11 6053 74.9633 51.7229 2351.15 2294.34 2219.41 74.9299 21.8796 53.0503 5947.98 5863.8 5774.51 5719.54 5634.44 2180.8 5589.08 5467.7 75.9605 121.384 5391.74 5326.82 51.9569 32.4566 35.6193 5274.86 5228.19
internal_count=9200059 928245 34252 9816 24436 326 230 9490 9262 8955 307 91 216 24015 23669 23311 23079 22738 8800 22546 22059 312 487 21747 21487 215 133 154 21272 21085

Tree=16
num_cat=0
split_feature=21 21 8 20 2 2 8 20 2 20 2 20 8 2 2 8 2 20 2 8 20 2 20 20 2 2 20 20 2 8
split_gain=956528 1967.43 5.14536 6.0392 38.055 21.1461 19.0755 13.9513 19.5558 12.7176 17.1528 19.2965 12.6027 12.2339 11.6216 11.27 12.6704 9.05264 29.5271 13.7137 13.2249 15.9759 11.732 11.0275 22.5059 10.2471 9.04943 8.55251 17.2561 10.9968
threshold=12.990687769997207 13.055329521457102 -1.0000000180025095e-35 9.0842668131123343 51.415000000000006 49.835000000000008 0.010477829546991392 9.0511687733623685 52.755000000000003 9.119375735102679 48.005000000000003 9.1532937151958382 0.031561176866135229 46.675000000000004 48.685000000000009 0.024390243902439056 47.315000000000005 9.0182714618919153 55.295000000000009 0.0023781212841854625 8.9840042277971737 57.505000000000003 8.9508569517827201 8.9188510589422432 59.755000000000003 56.315000000000005 9.0511687733623685 9.1874299190844706 44.615000000000002 0.029501703306770998
decision_type=2 2 8 2 8 10 10 2 8 2 10 2 8 10 10 8 10 2 8 10 2 8 2 2 8 8 2 2 10 8
left_child=-1 2 -2 4 6 9 -4 8 -6 12 11 15 14 27 -5 16 -11 18 19 -10 21 22 -20 24 -23 -24 -8 29 -29 -13
right_child=1 -3 3 5 7 -7 26 -9 17 10 -12 13 -14 -15 -16 -17 -18 -19 20 -21 -22 23 25 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.05234865089644522 0.055457311388366626 0.081292398795170265 -0.034416678994988792 -0.037444757989732069 -0.00033811167588439006 0.085363535048332759 -0.0042905761569138881 0.089866752369847924 -0.057119729230429052 -0.055226366356587481 0.09056032325007668 0.01804465696791074 0.087751548523534048 0.092103173204827624 0.033349394129444848 0.071757939169557958 0.027762225493307032 0.081453776247034926 -0.020762866396321512 0.024745746437044889 0.092297292957938371 -0.015557750177468445 0.0098562444656940112 0.08004848981436602 0.056869183186554317 0.078129456878160156 0.063025239417735135 0.058271365062384367 0.089501448984016227 0.085974426865244619
leaf_weight=354468.72978209704 3989.539403885603 211662.09386250377 16.647031590342522 7.6019321680068961 15.366810768842695 74.837522342801094 8.1064000278711319 30.643625006079674 6.329280585050582 7.3563000708818445 42.013238027691841 26.198280304670334 7.7093043476343146 27.268630340695381 24.417363896965981 6.7014819085598019 12.27199450135231 35.07761649787426 10.833328187465666 26.676745742559433 25.949558913707733 10.83656086027622 11.390670433640482 50.480207696557045 1050.7635916471481 10.619927391409872 12.99765644967556 2903.6184235364199 44.916189476847649 7.7114702314138404
leaf_count=8271814 16047 893993 82 32 65 302 34 123 27 33 170 112 31 110 101 27 52 141 45 110 104 44 47 203 4222 43 54 11679 181 31
internal_value=-0.00150818 0.080345 0.0567657 0.0579217 0.0550808 0.0590987 0.00560153 0.0565344 0.0557201 0.0584682 0.058831 0.0583919 0.0303599 0.0587648 0.0165416 0.0157738 -0.00334027 0.0564154 0.0556859 0.00904711 0.0570006 0.0562006 0.0218326 0.0572156 0.0561299 0.0427975 0.0371682 0.05846 0.0587471 0.0334927
internal_weight=574636 220167 8504.88 4515.34 1322.72 3192.62 37.7511 1284.97 1254.32 3117.78 3078.06 3036.04 39.7286 3009.71 32.0193 26.3298 19.6283 1238.96 1203.88 33.006 1170.87 1144.92 32.8439 1112.08 1061.6 22.0106 21.1041 2982.44 2948.53 33.9098
internal_count=9200059 928245 34252 18205 5344 12861 170 5174 5051 12559 12395 12225 164 12113 133 112 85 4986 4845 137 4708 4604 135 4469 4266 90 88 12003 11860 143

Tree=17
num_cat=0
split_feature=21 21 3 5 0 2 20 2 8 2 20 2 8 20 2 20 2 20 8 8 2 20 2 20 8 8 20 2 20 2
split_gain=891884 2044.57 5.13128 5.20955 4.65879 4.29034 23.5835 53.4947 40.336 34.3999 19.2701 23.1408 28.1573 13.727 14.0653 30.3474 20.8293 22.7506 15.9447 12.4387 15.6039 17.9302 12.2991 18.4137 22.7905 10.0623 9.9001 31.8804 12.095 36.9082
threshold=12.990687769997207 13.055329521457102 1772.9285714285718 8093.2073333333346 2.3150000000000004 16.565000000000001 10.711591556303949 10.055000000000001 0.013904145239114464 9.8550000000000022 10.148373024245336 17.725000000000005 0.0077519379844961803 10.251252923221406 15.475000000000003 10.302213335515377 14.675000000000002 10.355883954190718 0.0050916496945009404 0.050782236925214809 15.745000000000003 10.199453964715209 13.625000000000002 10.409928576962878 0.014691073632083317 -0.009487451720488687 10.103014412039668 18.555000000000003 10.057902482930887 19.665000000000003
decision_type=2 2 2 10 8 8 2 10 10 10 2 8 8 2 10 2 10 2 10 10 10 2 10 2 8 10 2 8 2 8
left_child=-1 2 3 -2 -4 6 7 8 -6 -8 11 12 -7 19 15 18 17 -17 -15 20 -9 -22 23 24 -19 -23 27 -13 29 -29
right_child=1 -3 4 -5 5 10 9 13 -10 -11 -12 26 -14 14 -16 16 -18 22 -20 -21 21 25 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.052228862280428834 0.039973945094055219 0.078849216561649671 -0.098451284750359275 0.051710401143123391 -0.071116648552354153 -0.08260635603888572 0.054166609488171015 -0.042739647091454301 0.035702313060817628 0.086910320663533186 0.073309626359350663 -0.004346627811605437 0.037094074693131938 -0.047027190686347066 0.074825060876695035 0.008234280873799675 0.082908059807067211 -0.074686737199339423 0.026269665559439787 0.066637907689345674 -0.04308344174443178 -0.020583970612074468 0.06973568391857897 0.049867934736710355 0.039264001181472649 0.050642412087857469 0.073304425251834102 0.0085375135392127682 0.07441154614599238 0.054771318802281324
leaf_weight=337934.89821127057 118.47077289223671 207416.53436224163 0.49987626075744529 468.29754810035229 16.736946567893028 6.4879779368638992 1286.8997099548578 9.1640352904796583 18.725065067410469 85.544337972998619 138.78468714654446 22.970759898424149 20.237296044826511 11.075454860925673 54.425352171063423 33.42932453751564 46.951689079403877 6.693368524312973 22.47872357070446 16.240839809179306 7.4763343483209601 5.7407198548316947 73.409519478678703 395.48432278633118 12.739494889974596 36.392769828438759 70.396413505077362 43.513342827558517 76.585418611764908 5410.4836604297161
leaf_count=8271814 477 893993 2 1882 67 26 5157 37 75 343 556 92 81 45 218 134 188 27 90 65 30 23 294 1585 51 146 282 175 307 21797
internal_value=-0.00151065 0.0778634 0.0538525 0.0493408 0.0541864 0.054196 0.0522828 0.0452617 -0.0147129 0.0562075 0.0549031 0.054451 0.00803492 0.0481683 0.050483 0.0482832 0.0510095 0.048139 0.00207608 0.0279056 0.0172028 0.0282755 0.0508708 0.0475331 1.53187e-05 0.0409378 0.0546716 0.0544354 0.0546795 0.0544025
internal_weight=553868 215933 8516.34 586.768 7929.57 7929.07 2139.61 767.164 35.462 1372.44 5789.46 5650.67 26.7253 731.702 656.687 602.262 568.708 521.756 33.5542 75.0147 58.7739 49.6098 488.327 414.917 19.4329 42.1335 5623.95 5553.55 5530.58 5454
internal_count=9200059 928245 34252 2359 31893 31891 8575 3075 142 5500 23316 22760 107 2933 2632 2414 2279 2091 135 301 236 199 1957 1663 78 169 22653 22371 22279 21972

Tree=18
num_cat=0
split_feature=21 21 0 7 7 8 8 0 7 7 8 8 0 7 7 8 8 8 16 0 7 0 7 7 8 7 8 8 8 0
split_gain=832981 2126.71 5.06349 28.2177 25.4086 14.2496 9.7606 8.20708 21.8084 20.5267 18.2683 11.3241 7.9348 45.5752 28.8027 28.3516 18.7504 11.0728 10.74 8.38451 35.7924 26.644 28.5229 25.9504 16.2611 17.8679 24.5659 13.8753 11.9295 7.64114
threshold=12.990687769997207 13.055329521457102 462952.85000000003 -0.012487006237006236 -0.04107702414601367 0.0057198934574619444 -0.042643448950858677 497868.065 -0.086008923714020843 -0.11011554150058314 0.017787754184470716 0.0080141350768473153 431071.85500000004 0.046753582109270851 0.013651795960835355 0.021739130434782542 -0.0062893081761006258 -0.030862874590549916 66.500000000000014 404797.87000000005 0.14605223939037251 378442.44000000012 0.19772317619003202 0.086416243797331552 -0.0042879274226648046 0.10009955401387514 0.040196905870163106 0.028571428571428623 -0.011117213896734377 534145.85000000021
decision_type=2 2 8 10 10 10 10 8 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 8 10 8
left_child=-1 2 3 5 7 -2 -6 8 10 29 -4 -10 13 15 16 -5 18 -16 -14 20 24 22 27 28 -15 26 -26 -22 -21 -9
right_child=1 -3 4 12 6 -7 -8 9 11 -11 -12 -13 14 19 17 -17 -18 -19 -20 23 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.052115443003683037 -0.0045630345590714104 0.076661848092393126 -0.021798154938599264 -0.040189676427209262 0.048758253271168145 0.038437522462705563 0.080372777316037453 0.038761980206626426 0.042691348247674343 0.078381127299527828 0.04977474043581015 0.07937224107705966 -0.052104306863123132 -0.035478927307369575 0.040420500735679446 0.03731617368205175 0.051653387206090286 0.07950035601594109 0.023492991392351351 -0.0083349694839593182 -0.015318577054368305 0.075122496507094585 0.050664538489455846 0.079331355359736025 -0.060333442704992073 0.040731125132055353 0.064796559831250419 0.060650118227868845 0.048597824001877336 0.052384730568446163
leaf_weight=322135.53998322785 32.648562982678413 202784.98342014849 22.009925365447998 21.917170807719231 31.207936003804207 47.002907127141953 112.15065771341324 108.51686090230942 90.967791959643364 74.543968990445137 14.985506176948546 27.372122317552567 5.9647780656814602 12.042024061083792 20.974765509366989 25.558507099747658 163.8898541778326 133.42936131358147 22.125126913189888 10.35646168887615 24.265439331531525 111.05608661472797 5141.5383275449276 95.908704414963722 11.383858531713487 56.809955641627312 5.984314262866973 7.9895384013652793 82.470934003591537 2001.6674715578556
leaf_count=8271814 148 893993 98 92 125 191 463 437 365 303 60 111 24 50 84 103 658 540 89 42 100 447 20641 387 48 229 24 32 331 8030
internal_value=-0.00151222 0.0756339 0.0511571 0.0503749 0.0530573 0.0208119 0.0734906 0.0518055 0.0407006 0.0525951 0.00719343 0.0511757 0.0507704 0.0503167 0.0581146 0.00153556 0.0451842 0.0741916 0.00744021 0.0507333 0.0503693 0.0508906 0.0503705 0.0610914 0.0184137 0.0271626 -0.0172191 0.00349882 0.042246 0.0516842
internal_weight=533437 211302 8516.74 6033.32 2483.42 79.6515 143.359 2340.06 155.335 2184.73 36.9954 118.34 5953.67 5607.28 346.384 47.4757 191.98 154.404 28.0899 5559.81 5371.07 5284.85 5173.79 188.736 86.2202 74.1781 17.3682 32.255 92.8274 2110.18
internal_count=9200059 928245 34252 24260 9992 339 588 9404 634 8770 158 476 23921 22526 1395 195 771 624 113 22331 21571 21220 20773 760 351 301 72 132 373 8467

Tree=19
num_cat=0
split_feature=21 21 8 20 2 2 8 20 2 20 2 20 2 20 8 2 8 8 2 2 2 20 8 20 2 20 2 8 20 2
split_gain=779114 2205.96 5.09096 5.87997 35.0072 20.7433 17.0952 13.4528 17.8728 12.0833 16.6479 17.8758 12.2962 13.9518 18.6396 12.6661 11.9338 10.0734 11.2859 9.5972 9.03864 19.1179 23.8406 11.9501 19.1151 10.2461 8.84262 17.2924 15.2213 12.4379
threshold=12.990687769997207 13.055329521457102 -1.0000000180025095e-35 9.0842668131123343 51.415000000000006 49.835000000000008 0.016806722689075664 9.0511687733623685 52.055000000000007 9.119375735102679 48.005000000000003 9.1532937151958382 45.995000000000012 9.1874299190844706 0.03867189669832883 44.615000000000002 0.012755382557685506 0.024390243902439056 47.315000000000005 49.285000000000004 54.405000000000008 9.0182714618919153 0.033707865168539249 8.9840042277971737 57.505000000000003 8.9508569517827201 59.755000000000003 0.0082756337819173565 8.8859943055876247 62.245000000000012
decision_type=2 2 8 2 8 10 10 2 8 2 10 2 10 2 10 10 8 8 10 10 8 2 10 2 8 2 8 10 2 8
left_child=-1 2 -2 4 6 9 -4 8 -6 16 11 17 13 14 -13 -15 19 18 -11 -5 21 22 -10 24 -22 26 27 -26 29 -28
right_child=1 -3 3 5 7 -7 -8 -9 20 10 -12 12 -14 15 -16 -17 -18 -19 -20 -21 23 -23 -24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.052008015804794527 0.047382285708865157 0.074694285974191366 -0.029554778997875786 -0.032176830595754137 -0.040277755246570693 0.077261087627742975 0.037434658197323244 0.081470593363429822 -0.057672944372224193 -0.056828139386441837 0.082290413584708108 -0.02223484047341864 0.075329892573656521 0.050184759069264895 0.079989821499881042 0.080683158262838381 0.057784598988701252 0.062474712276577693 0.0207784700395824 0.030140064480365582 0.012750015621800363 0.051089796384420919 0.057094265737531139 0.0731489417645763 -0.025136282144852737 0.090116025378969788 0.0081692554491898765 0.050696261443799552 0.077711336387763466 0.048809482382683067
leaf_weight=307041.75071384758 3986.8866446167231 197845.33204434812 21.502766653895378 11.332904756069183 5.7528833597898474 73.445698216557503 17.094999000430107 30.10800664126873 11.46623206138611 7.4703066796064386 41.235059842467308 14.37157563865185 49.705263257026672 2903.9516600221395 6.4653924852609626 34.446831628680229 15.39989537000656 6.7475220561027554 12.563029453158379 13.583861276507378 37.419590845704079 31.752255201339722 7.4749594479799262 48.853645145893097 11.905206784605978 15.007736548781393 19.187445774674416 20.39857429265976 45.152190372347832 1001.5390347391367
leaf_count=8271814 16047 893993 101 47 24 302 69 123 48 33 170 61 205 11679 26 142 62 27 52 55 152 129 30 199 48 61 77 82 182 4019
internal_value=-0.00151306 0.0736226 0.0486843 0.049834 0.0470337 0.0509966 0.000114927 0.0484419 0.0476501 0.0503778 0.0507341 0.0503055 0.0506674 0.0502532 0.00948391 0.0505423 0.0231824 0.00963623 -0.00816055 0.00179644 0.0480547 0.0273744 -0.0123812 0.0489287 0.0479003 0.0490819 0.0485211 0.022749 0.0493022 0.0480455
internal_weight=513389 206348 8502.22 4515.33 1324.62 3190.72 38.5978 1286.02 1255.91 3117.27 3076.96 3035.72 3008.94 2959.24 20.837 2938.4 40.3167 26.7809 20.0333 24.9168 1250.16 50.6934 18.9412 1199.46 1150.61 1113.19 1098.18 32.3038 1065.88 1020.73
internal_count=9200059 928245 34252 18205 5344 12861 170 5174 5051 12559 12395 12225 12113 11908 87 11821 164 112 85 102 5027 207 78 4820 4621 4469 4408 130 4278 4096

end of trees

feature_importances:
price_pct_change=142
price_lag1=129
log_qty=115
qty_pct_change=83
fail_value_lag1=48
log_val=40
val_roll30_mean=9
fail_days_count=8
qty_roll7_mean=7
qty_roll7_std=4
val_roll30_std=4
days_since_prev=3
qty_lag1=2
cum_qty=2
day_of_week=1
month=1
desc_len=1
desc_words=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: auc,binary_error,binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 200]
[learning_rate: 0.05]
[num_leaves: 31]
[num_threads: 16]
[seed: 42]
[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: 400]
[bagging_by_query: 0]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 17869]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: 1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 175]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 16083]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[]