tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=43
objective=binary sigmoid:1
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43
feature_infos=[1687005000000:1763227800000] [1098.8247576221484:2076.7033875931647] [1102.6907946858344:2110.9519949308351] [-581.69428391285305:519.10715187416645] [1035.9294053810263:2006.5649396160441] [1116.9878032431875:2013.4779552440173] [1422.2876208030464:1619.7302416618229] [1423.1574791423759:1627.4361783127983] [-121.7719755835783:108.97960919386399] [0:9.4666666666666686] [0:6.1333333333333337] [0:7.2666666666666666] [0:6.8666666666666663] [0:1] [0:1] [0:1] [0:1] [0:5] [0:5] [0:5] [0:5] [0:12] [0:1] [0:1] [0:14] [0:1] [0:1] [0.11:0.82999999999999996] [0.11:0.81999999999999995] [0:13.5] [0:13] [0:20] [0:18] [0:4.5] [0:4.5] [0:6.1333333333333337] [0:6.8666666666666663] [1.85200845665962:4.0700000000000003] [0.0049504950495049002:0.2093023255813953] [0:0.45000000000000001] [0:0.1575] [-1:0.625] [-1:0.625] [-1.4199999999999999:1.3799999999999999]
tree_sizes=5166 5342 5316 5339 5351 5377 5334 5347 5354 5332 5373 5317 5357 5299 5357 5344 5314 5309 5330 5346 5347 5358 5339 5343 5359 5321 5313 5322 5349 5302 5301 5358 5322 5302 5339 5319 5343 5314 5337 5305 5360 5306 5364 5347 5326 5332 5292 5365 5286 5319 5349 5347 5377 5277 5342 5350 5337 5299 5313 5333 5351 5347 5352 5367 5271 5329 5299 5350 5362 5353 5340 5366 5350 5324 5368 5320 5348 5349 5313 5321 5352 5332 5323 5344 5335 5315

Tree=0
num_leaves=48
num_cat=0
split_feature=37 37 37 30 38 14 11 38 24 24 31 31 27 2 20 25 12 9 8 25 0 1 1 14 15 3 30 27 2 40 24 1 6 42 10 0 10 8 1 27 2 12 40 14 4 11 8
split_gain=385.419 98.6158 43.3738 28.4493 25.3292 14.8222 14.1582 13.1622 12.4272 13.5398 12.2014 13.3076 11.7536 11.6239 13.9803 11.5356 11.3096 11.1811 10.9523 12.5322 10.9096 12.0416 10.8818 10.7975 14.5156 10.7481 11.1007 10.5538 10.3735 10.2974 10.2744 9.85465 9.89214 9.72851 9.62878 9.59908 9.50345 10.7755 14.2566 10.725 9.96687 11.8744 13.4592 10.338 9.91878 9.69013 11.7379
threshold=2.7637435342235057 2.251532258064517 3.4085438973983897 4.2111111111111121 0.084840305892937409 1.0000000180025095e-35 0.79285714285714304 0.15837191358024691 3.5857142857142867 3.6904761904761902 0.095413165266106423 0.16477052359405298 0.37683333333333335 1489.1715212979786 3.5000000000000004 0.63068181818181823 1.3785714285714288 1.5166666666666668 29.224456006699942 0.73214285714285732 1744476300000.0002 1372.6553948649596 1391.7546177154688 0.55000000000000016 0.70833333333333337 -74.025796153617407 3.9500000000000006 0.59472222222222226 1416.6930893127771 0.074356060606060564 2.7207792207792214 1611.979039183718 1510.4665259027859 -0.32624999999999987 2.183333333333334 1697592600000.0002 1.2583333333333335 -8.3357232319177665 1568.3403939694824 0.57472222222222225 1568.5344078980977 1.1380952380952383 0.025131578947368356 0.29166666666666669 1457.4727183664211 1.4476190476190478 -29.602096481079339
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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 5 6 18 -3 34 36 -10 22 23 -5 25 -15 -11 29 -7 19 -2 21 -18 -6 -12 -25 -13 -27 -19 -17 30 -14 32 -20 -32 -1 -9 37 39 -39 -8 41 -40 43 -43 -42 -38 -47
right_child=2 4 -4 12 10 17 8 35 9 15 11 13 16 14 -16 28 20 27 31 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31 33 -33 -34 -35 -36 -37 45 38 40 -41 44 42 -44 -45 -46 46 -48
leaf_value=0.09160928963923852 0.10450355899073055 0.096334933890127553 0.10984486859900108 0.096903704834187698 0.086868204304427099 0.10020856475616875 0.093806558470924409 0.096028986975593686 0.12126221072908523 0.093809427693172937 0.099307580756979777 0.11520149405582833 0.10326402325063413 0.091864217281242777 0.098368658980634779 0.092829040137542729 0.092915052301667467 0.10267685445366223 0.10287124962806816 0.11171728557701877 0.11011794786895152 0.10622054674496724 0.095247652054627444 0.090579258627824732 0.099673506368362114 0.095744206847434704 0.102891219460144 0.11312745282830383 0.10670622967973725 0.093827831782817103 0.097426244826026839 0.10521085502984052 0.09031835874423387 0.10841958343853642 0.10635877012663515 0.084283509852696198 0.09898537083472736 0.1030226867248691 0.087968126614957037 0.11060260027056742 0.11616715516895371 0.09826777220367805 0.085111502095707614 0.11418617418395856 0.099206335302557389 0.098110345261588017 0.10505973012567205
leaf_weight=504.72544050216675 444.62720376253128 469.06549090147018 511.70780825614929 60.098236739635468 80.546599447727203 1159.8211579918861 255.6045338511467 37.654911816120148 15.710327446460722 42.39294707775116 1237.6246843934059 11.969773292541502 748.60957133769989 445.37531459331512 196.25440794229507 22.193954646587372 26.18387907743454 862.32241761684418 44.138539016246796 126.43073040246964 354.85390406847 600.73299711942673 312.21158671379089 144.88413089513779 140.14609563350677 355.10327434539795 111.46851378679276 39.151133477687836 175.30730468034744 33.914357662200928 33.166246831417084 91.768261909484863 51.619647324085236 335.40302246809006 16.20906800031662 189.02266991138458 471.80856394767761 267.82367742061615 76.806045293807983 13.964735507965086 13.46599495410919 86.032745540142059 23.939546585083008 17.954659938812256 122.19143569469452 133.66246843338013 331.41309803724289
leaf_count=2024 1783 1881 2052 241 323 4651 1025 151 63 170 4963 48 3002 1786 787 89 105 3458 177 507 1423 2409 1252 581 562 1424 447 157 703 136 133 368 207 1345 65 758 1892 1074 308 56 54 345 96 72 490 536 1329
internal_value=0.100439 0.0970664 0.104296 0.103724 0.0979855 0.102388 0.099466 0.0902504 0.100184 0.104288 0.0967518 0.0972522 0.105435 0.0955923 0.0938255 0.102972 0.105683 0.1015 0.104779 0.106152 0.107277 0.105627 0.0934437 0.0984847 0.0949793 0.0979998 0.0974761 0.103169 0.105036 0.104307 0.104645 0.100528 0.0961377 0.107392 0.0921081 0.0861351 0.0995964 0.0981015 0.099603 0.0947818 0.0968838 0.0941153 0.0980184 0.101129 0.101021 0.100988 0.10304
internal_weight=11847.1 6322.53 5524.55 5012.84 5574.92 2819.88 2539.34 747.612 2070.27 255.605 3035.58 2642.83 2192.96 1120.17 641.63 239.894 2132.86 2061.29 758.584 571.058 981.771 626.917 392.758 1522.65 285.03 478.542 466.572 901.474 197.501 1151.09 1117.18 187.526 95.7582 368.569 520.935 226.678 1814.67 877.783 608.214 269.569 340.39 204.733 127.927 103.987 135.657 936.884 465.076
internal_count=47508 25354 22154 20102 22356 11308 10183 2998 8302 1025 12173 10598 8794 4492 2573 962 8553 8266 3042 2290 3937 2514 1575 6106 1143 1919 1871 3615 792 4616 4480 752 384 1478 2089 909 7277 3520 2439 1081 1365 821 513 417 544 3757 1865
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=38 38 37 37 29 29 29 37 1 11 3 12 11 41 37 42 40 15 13 3 22 6 37 6 15 10 2 25 29 42 37 43 5 11 37 10 37 38 3 41 43 12 4 42 29 42 4
split_gain=358.221 74.8798 64.7934 34.9363 17.9149 16.7988 14.9316 14.7543 14.1856 13.7653 13.659 10.421 11.6705 11.5499 10.1361 9.79552 9.87484 10.5451 9.5657 12.8346 10.0599 9.47436 9.38172 12.2014 9.27159 9.23255 9.14159 9.10586 8.7438 9.72157 8.69866 13.1731 11.9434 11.441 8.52485 8.48135 8.29951 12.9636 8.26988 8.26799 14.5516 8.17904 8.08376 8.00038 7.96407 8.9605 8.24553
threshold=0.081715057817998968 0.12400341685649201 2.9137784843667203 3.4085438973983897 4.4142857142857155 3.5857142857142867 4.1180555555555562 3.0485988200589973 1445.7967060296314 2.0690476190476201 47.074912798284807 1.861904761904762 1.2583333333333335 0.39124999999999993 2.3956180594263179 -0.54291666666666649 0.013933823529411752 0.90000000000000013 0.36666666666666675 180.7684470477557 0.33166666666666672 1498.3316307145244 2.4078159191883475 1530.2968793235966 0.22500000000000003 2.9309523809523812 1609.9001365263871 0.23611111111111113 3.5634920634920646 0.16416666666666668 2.6942283282802708 -0.71708333333333318 1469.0357994668859 1.2583333333333335 3.0848428627649409 1.3095238095238098 2.7872163982887561 0.066521754270362013 40.981676293336257 -0.093749999999999931 0.17916666666666667 2.7928571428571431 1533.0026465407398 -0.10458333333333329 4.5277777777777786 -0.14374999999999993 1436.510015745768
left_child=2 5 6 4 18 14 10 -6 25 34 30 12 21 36 15 -2 17 -17 19 -4 -20 -10 23 24 -7 42 -11 43 -3 -30 32 -32 -1 39 -9 -35 37 -14 -33 -34 -41 -13 -8 -18 45 -39 -46
right_child=1 28 3 -5 7 22 8 9 11 26 -12 41 13 -15 -16 16 27 -19 20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 31 38 33 35 -36 -37 -38 44 -40 40 -42 -43 -44 -45 46 -47 -48
leaf_value=0.00468465535489498 -0.019606381458544677 -0.012288370713068993 0.0041774146839643296 0.009635526686784841 0.0033031328606326249 -0.014065418791583096 0.011078445430167378 0.010782593045068263 -0.0089369449214941783 0.017333317212693967 -0.002753530627374413 0.0066578721835155183 -0.0039849646745374317 -0.01489254766065112 -0.0034039535708443387 -0.005654838354053374 -0.013036389071360009 0.0032588490981913399 -0.000658129464754455 -0.0064791446904350946 0.004917687570506187 -0.00034143373051353896 -0.00080208353578933194 -0.011114045162116708 -0.002333603771023231 -0.0080089311232035762 0.0077481526940255145 -0.013314863736530956 -0.0090610301022464434 0.0028072252237013131 -0.0096826208404209944 0.002229369599093201 -0.0023929396509504699 -0.0038401326441795764 0.0045568631553523434 0.0031415947631905474 0.0056201701762182959 0.0097030066368135517 0.013544582962147169 -0.019942856642621746 -0.0015675529254037355 -0.0048457963287609476 -0.0057449005979423248 0.0076438650848558711 -0.0046241843472898322 -0.0060523086967452303 0.0086504257748602573
leaf_weight=110.72204659879208 20.952264666557312 436.628283187747 1302.5053693801165 517.93610125780106 497.13876701891422 26.44081737101078 130.90834507346153 120.91527687013149 58.102589651942253 89.252127140760422 562.81860679388046 231.38760893046856 128.42156289517879 12.467458873987196 1238.2900130003691 497.35722078382969 10.227033361792566 56.618993297219276 476.2292562276125 44.384582415223122 174.53159061074257 371.81028689444065 1238.258434638381 76.070964887738228 789.90417389571667 10.722089216113089 90.748080983757973 110.74839569628239 119.49499493837357 33.179413467645645 34.160160213708878 852.26766061782837 83.049065127968788 129.68461991846561 380.7112050652504 145.37113463878632 283.97777742147446 17.953888937830925 25.183472320437431 38.406549900770187 32.920521810650826 25.183557599782944 10.472051963210104 17.210106521844864 19.698301777243614 48.877235412597656 121.93465459346771
leaf_count=444 84 1750 5224 2078 1994 106 525 485 233 358 2257 928 515 50 4965 1994 41 227 1910 178 700 1491 4965 305 3167 43 364 444 479 133 137 3418 333 520 1527 583 1139 72 101 154 132 101 42 69 79 196 489
internal_value=0.000159756 -0.00414926 0.00296468 0.00481029 0.00401479 -0.00318038 0.00100454 0.00597778 0.00253457 0.00789852 -0.000109802 0.00185115 0.000961972 0.00269072 -0.00452464 -0.0064417 -0.00597345 -0.00471739 0.00284666 0.00380975 0.00083245 -0.00156227 -0.00194146 -0.00350587 -0.00275926 0.00829887 0.0126941 -0.0107984 -0.0108103 -0.0064142 0.000910615 0.00210433 -0.00108589 -0.00261173 0.00611427 -0.000118049 0.00310655 0.000937523 0.00259556 -0.00693251 -0.0118723 0.00546132 0.00969984 -8.68597e-05 0.00402652 -0.00151548 0.00669589
internal_weight=11852.2 4671.38 7180.85 3694.35 3176.42 4082.08 3486.5 1178.77 1471.92 681.627 2014.58 1319.81 1063.24 633.331 1951.4 713.114 692.162 553.976 1997.65 1346.89 650.761 429.913 2130.67 892.416 816.345 152.102 180 138.186 589.303 152.674 1451.77 911.611 540.154 429.432 501.626 275.056 620.863 336.886 877.451 154.376 71.3271 256.571 141.38 27.4371 208.464 66.8311 141.633
internal_count=47529 18729 28800 14818 12740 16367 13982 4728 5903 2734 8079 5293 4264 2540 7824 2859 2775 2221 8012 5402 2610 1724 8543 3578 3273 610 722 554 2362 612 5822 3656 2166 1722 2012 1103 2490 1351 3519 619 286 1029 567 110 836 268 568
shrinkage=0.02

Tree=2
num_cat=0
split_feature=37 37 37 37 37 0 1 29 37 3 42 27 41 41 16 24 29 14 12 7 29 8 12 6 15 42 15 1 7 0 0 41 9 29 0 12 7 35 8 35 9 3 8 5 19 8 8
split_gain=310.453 113.432 34.6191 22.7857 19.4851 20.9245 17.5754 15.7125 15.5765 14.8968 12.1424 11.8769 11.7561 10.4604 10.6029 13.2857 12.9582 10.5444 10.4381 10.2271 10.065 11.101 9.53349 9.30946 9.34174 9.239 9.22173 9.08319 10.3771 9.03521 10.9675 9.0716 9.00462 8.75645 8.60287 8.53754 8.53243 8.44929 8.2514 8.16388 8.15005 7.89368 7.83628 9.96774 12.83 7.72956 7.72893
threshold=2.7637435342235057 2.3051801914942787 3.4085438973983897 2.3956180594263179 2.9137784843667203 1725104700000.0002 1545.7992606523476 3.4722222222222228 2.0617207533822621 217.07315148846141 -0.67624999999999991 0.38050000000000006 -0.21541666666666662 -0.17874999999999999 0.77500000000000013 3.183333333333334 2.683333333333334 0.45000000000000007 3.0333333333333337 1497.2894858278582 5.1055555555555561 -10.788150877963401 2.1380952380952385 1497.2260299077632 0.55000000000000016 0.18041666666666667 0.55000000000000016 1443.4302423084721 1512.0933640511178 1717786350000.0002 1712139300000.0002 0.22916666666666669 0.23214285714285712 4.4142857142857155 1761249600000.0002 0.65476190476190488 1481.7673202152957 2.0690476190476201 7.5850526285948945 1.591666666666667 2.0333333333333337 147.15132761125258 -27.58694473327159 1500.9973228944543 2.5000000000000004 -29.602096481079339 55.2136621523074
left_child=1 8 4 7 6 9 11 26 37 12 -5 -2 -6 17 18 32 -17 25 -15 -10 29 45 33 -13 -25 -12 -3 28 -21 30 -14 36 -16 -7 38 -35 -32 -1 -28 -31 -38 -37 -34 -44 -45 -22 -11
right_child=2 3 -4 10 5 22 -8 -9 19 46 13 23 20 14 15 16 -18 -19 -20 27 21 -23 -24 24 -26 -27 34 -29 -30 39 31 -33 42 35 -36 41 40 -39 -40 -41 -42 -43 43 44 -46 -47 -48
leaf_value=-0.012417690184188365 -0.0079032307673123688 -0.011589560793539939 0.0085283797125017061 0.0066454278224793596 0.0052211711977115027 0.0035332696568732731 -0.0010348268051118339 -0.0023477282815687886 -0.0025078034280171914 -0.011525780741996353 0.00017204934724221132 0.0018156902794028847 -0.00023641989438749611 -0.0035762652089999371 -0.016001937386175908 -0.0050556804708735024 0.0056905292652064199 -0.003800696458576649 0.013279140222870963 0.006432487877672353 0.0084055364880920285 0.0073806808458636505 0.0088575864404354492 -0.0031638017051064684 0.0066014313090030094 0.005090478605141344 -0.0018395069839510887 -0.010148705994356863 -0.011079166243027651 -0.00097380867696868364 -0.006170100562089496 -0.0058866875471496431 -0.0051335458173979347 0 -0.016814334931981655 0.0088639258597694968 0.0073487160624349677 0.00096377748744943669 -0.0088808292474347912 -0.012198386499816877 0.022854081978028767 0.0023410291120745052 -0.003419185517928287 0.0029839508781837549 -0.0024442749189121345 -0.011066301308153273 0.0054749672061841573
leaf_weight=449.81553371250629 36.407241404056549 133.23510611057281 512.91727182269096 77.565511286258698 458.67990915477276 903.92957645654678 712.27651610970497 725.90898352861404 167.17512528598309 44.130729541182518 988.61803002655506 647.68624670803547 464.93256330490112 1176.7690514624119 15.46477162837982 55.115273103117943 199.48746475577354 220.73342579603195 12.720431730151175 30.191842779517174 9.7203632444143278 164.50485730171204 286.39570453763008 40.887791231274605 391.16367706656456 179.81214725971222 207.57416391372681 276.21910260617733 21.209252640604973 79.774712711572647 11.717558592557905 18.198080584406853 195.79949992895126 65.303496509790421 22.452728822827339 407.47887405753136 78.52489148080349 17.966713160276413 100.79173903167248 38.388802751898766 16.949806839227676 98.20465761423111 372.60207173228264 397.54629997909069 305.53179161250591 23.429558783769608 11.716924428939818
leaf_count=1802 146 534 2059 311 1840 3626 2857 2910 670 177 3964 2598 1865 4718 62 221 800 885 51 121 39 660 1149 164 1569 721 832 1107 85 320 47 73 785 262 90 1635 315 72 404 154 68 394 1494 1594 1225 94 47
internal_value=0.000108063 -0.0029067 0.00357583 -0.00177284 0.00306364 0.00401054 0.0014077 -0.0042164 -0.00922595 0.00218836 -0.00107609 0.00297443 0.00261183 -0.00122703 -0.00194563 -0.000840511 0.00330399 0.000179277 -0.00336563 -0.00665845 0.00127141 0.00523916 0.00547049 0.00336439 0.00564393 0.000944906 -0.00709545 -0.008718 -0.000750275 0.000138769 0.00116643 0.00636859 -0.00167205 0.00479492 -0.00519666 0.00675548 0.00861047 -0.0118805 -0.00421563 -0.00484599 0.0106164 0.00763108 -0.00146505 -0.00077973 0.000610619 -0.00491879 -0.00772016
internal_weight=11873.6 6350.31 5523.32 5387.73 5010.4 3181.98 1828.42 1189.96 962.578 1420.67 4197.77 1116.14 1364.82 4120.2 2731.04 1541.55 254.603 1389.16 1189.49 494.795 906.141 197.655 1761.31 1079.74 432.051 1168.43 464.054 327.62 51.4011 708.486 590.323 125.39 1286.94 1474.92 330.819 570.987 107.192 467.782 308.366 118.164 95.4747 505.684 1271.48 1075.68 703.078 33.1499 55.8477
internal_count=47616 25458 22158 21601 20099 12765 7334 4770 3857 5699 16831 4477 5475 16520 10950 6181 1021 5570 4769 1983 3635 793 7066 4331 1733 4685 1860 1313 206 2842 2368 503 5160 5917 1326 2291 430 1874 1236 474 383 2029 5098 4313 2819 133 224

Tree=3
num_cat=0
split_feature=37 37 37 30 11 0 29 11 11 12 9 4 37 2 0 37 10 27 20 6 2 29 14 10 18 9 28 11 25 43 29 4 29 2 4 2 14 4 0 9 0 29 43 11 43 10 2
split_gain=307.375 54.9095 47.1255 34.6308 21.7262 18.0986 15.5435 12.4608 11.9986 11.9883 11.9707 12.9244 13.8349 11.7565 12.2499 12.881 11.6432 11.6211 13.2626 11.2821 10.7924 10.6335 10.2103 10.8693 10.1122 11.7465 10.0446 9.99429 12.703 10.3816 10.3193 9.9689 11.7421 9.68649 9.6118 9.41211 9.38752 9.38639 9.29798 9.24793 9.20316 8.88641 9.52141 8.87244 8.84055 9.18778 8.698
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Tree=4
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Tree=5
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Tree=6
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Tree=41
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Tree=42
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Tree=66
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split_gain=25.3801 17.8927 9.24167 9.93239 10.2593 9.17266 8.33473 11.7528 10.1002 9.68852 10.9815 9.66641 9.39788 7.92851 7.7007 8.59607 9.87145 8.17298 7.84253 7.61181 9.52668 7.84325 7.37126 7.28754 8.45594 6.84081 9.09193 8.43682 9.87925 7.8088 8.77981 7.04279 6.76009 8.18099 8.08809 7.47186 8.32921 15.7264 6.7549 7.16364 7.13806 6.73853 6.69369 9.99407 10.1631 7.75578 9.66975
threshold=2.3956180594263179 1.4226190476190479 3.0501572327044029 1265.6573495214391 0.41292857142857148 0.072692307692307653 0.018371848739495756 0.21886405109489052 0.63333333333333341 0.63333333333333341 0.072376462371224012 1433.5171361324103 1.2583333333333335 0.13732974105672804 0.20415349238286865 0.2329432105333156 0.3116666666666667 3.2071428571428577 0.23872116689280867 0.59645833333333342 0.069374999999999964 0.076433823529411762 2.7442590937675839 1584.2428366107745 0.15722311396468699 3.0848428627649409 -0.18541666666666662 0.24519052904180538 -0.34333333333333321 0.79285714285714304 0.48211111111111116 0.21676706827309231 0.011458333333333301 0.41267857142857145 -0.92083333333333317 1485.1935994295511 0.50050000000000006 0.54683333333333339 1758475350000.0002 1620.4816930705663 1761044400000.0002 0.44816666666666666 1.1833333333333336 -11.301062107766141 0.19823703013358188 0.40833333333333338 0.13392857142857142
left_child=6 5 3 -3 -5 14 7 8 9 -1 -11 -8 -9 -14 17 25 18 -2 -17 20 23 -22 -19 24 -4 26 -16 28 -27 31 -31 -28 33 35 -35 -6 -37 -38 39 -13 -40 -30 43 -34 -45 46 -44
right_child=1 2 19 4 32 -7 11 12 -10 10 -12 38 13 -15 15 16 -18 22 -20 -21 21 -23 -24 -25 -26 27 29 -29 41 30 -32 -33 42 34 -36 36 37 -39 40 -41 -42 -43 45 44 -46 -47 -48
leaf_value=-0.0014294957960187078 -0.00077969369038297272 -0.0073469946481934043 0.0050709322299651591 -0.0045337416500377363 0.0065093273156439074 -0.0097758197083423499 -0.012389650102365575 -0.0021915323353416546 0.0012664030232366807 0.0083279995246167554 -0.01334046834893776 -0.0065032423775246298 -0.0180572601227823 -0.0053851902513356188 0.0095807657181502612 -0.0077272334796708213 0.0084854300078665377 0.01925975684171009 3.4451838749955042e-05 0.01008837372118618 -0.020100756442265107 0.00011813168384717324 0.0021282876688617975 0.0062050097244471308 0.0010592560007859221 -0.014460226786764695 -0.013224698462729232 -0.01327230571297679 -0.0074643872302282777 -0.0021877389336245542 0.006989412055416905 0.0039734750932711076 -0.0075349008682961249 -0.009040368250279554 0.0023339877779681014 -0.011222378232201671 0.011656821383243643 -0.009435046356602271 0.013899368124201396 0.00041068699715952737 -0.0054346602603683337 0.0090809490846771798 0.0028304756274028626 0.016939569159214237 -0.0028241537272257469 4.805522761956185e-05 -0.0095703170347943515
leaf_weight=842.30779139697552 3618.2346535623074 55.732497960329056 283.97064125537872 125.28000798821449 23.836774170398712 38.252800405025482 54.25003607571125 153.73157221078873 639.43669109046459 9.3418321162462217 50.870582669973373 174.07854400575161 33.333176150918007 58.603663891553879 106.73806497454643 53.280041694641113 50.584966242313385 12.666014000773428 856.35562475025654 54.350227117538452 11.291802287101747 15.838841199874876 39.387191608548164 207.24021823704243 837.38459777832031 10.051851853728293 20.188675478100777 17.199287816882133 10.375651702284811 58.452025264501572 126.65318116545677 14.195478230714796 13.69933834671974 23.062260374426842 1936.0504470169544 48.708708420395851 23.816720575094223 29.257388070225716 16.059208229184154 86.563779905438423 10.852728411555288 42.131338968873024 34.502447888255119 30.548664212226868 13.384750962257383 676.45489452779293 75.668200626969337
leaf_count=3408 14568 225 1166 504 96 154 221 624 2575 38 208 706 135 237 430 215 204 51 3459 226 46 65 160 855 3456 41 81 70 42 235 510 57 55 93 7813 196 96 118 65 351 44 172 139 123 54 2733 305
internal_value=0.000112593 0.00055184 0.00146702 0.000852494 0.0010101 -0.000261597 -0.00186054 -0.00130259 -0.000644759 -0.00200968 -0.00965826 -0.00472497 -0.00535261 -0.0103727 -0.000183499 0.00109455 5.0525e-05 -0.000662292 -0.000425159 0.00281218 0.00249869 -0.008756 0.00704024 0.00274884 0.00209129 0.00352697 0.00481271 -0.00159878 0.00176746 0.00238328 0.00404562 -0.00602147 0.00125356 0.00186509 0.00218591 -0.00301573 -0.00542524 0 -0.00316883 -0.00418329 0.00592009 0.00547412 -0.000245514 0.00619825 0.0108399 -0.000744823 -0.00561635
internal_weight=11724.3 9594.83 4520.08 3110 3054.27 5074.75 2129.43 1787.63 1541.96 902.52 60.2124 341.804 245.668 91.9368 5036.49 1366.21 960.221 3670.29 909.636 1410.08 1355.73 27.1306 52.0532 1328.6 1121.36 405.986 326.227 79.7581 62.5588 219.489 185.105 34.3842 2928.99 2084.73 1959.11 125.62 101.783 53.0741 287.554 260.642 26.9119 52.507 844.258 57.6328 43.9334 786.626 110.171
internal_count=47425 38813 18364 12550 12325 20449 8612 7225 6229 3654 246 1387 996 372 20295 5516 3878 14779 3674 5814 5588 111 211 5477 4622 1638 1313 325 255 883 745 138 11821 8412 7906 506 410 214 1166 1057 109 214 3409 232 177 3177 444

Tree=84
num_cat=0
split_feature=38 37 9 38 21 31 22 20 27 43 27 43 42 9 19 0 15 43 24 10 8 20 8 7 7 31 9 42 22 43 41 43 8 19 31 12 23 12 37 7 30 30 30 20 37 37 41
split_gain=19.4887 8.59338 8.49335 8.0705 7.21248 13.78 10.4842 7.98078 6.42443 7.00973 6.67745 6.49046 9.01804 8.76683 6.44485 9.23551 8.15034 7.387 6.12971 6.92171 6.80146 10.3206 5.9614 5.90823 9.38947 6.38303 5.88892 7.23817 7.01148 5.77863 11.2012 5.71572 9.41265 5.62638 5.62107 5.53221 8.72531 13.2888 7.85764 10.7464 10.2569 6.33875 5.83257 5.73966 5.85972 5.63971 5.52862
threshold=0.077697757606728063 3.4085438973983897 3.0333333333333337 0.12400341685649201 2.5000000000000004 0.63373983739837414 0.68333333333333346 3.5000000000000004 0.56414285714285717 -0.61291666666666644 0.57527777777777789 -0.32458333333333328 0.15874999999999997 0.59166666666666679 1.5000000000000002 1749967200000.0002 0.55000000000000016 0.24541666666666667 4.4500000000000011 0.27619047619047621 5.5188024356638161 3.5000000000000004 -10.788150877963401 1485.0560749794811 1490.8746214709961 0.19410230401391101 0.96666666666666667 -0.035833333333333245 0.47727272727272729 0.66541666666666688 0.44541666666666674 0.4291666666666667 0.24137403969280055 3.5000000000000004 0.12829175329175327 1.1083333333333336 0.10555555555555557 2.378571428571429 2.8374103065883891 1483.1342604625149 2.183333333333334 5.2928571428571436 4.9500000000000011 1.5000000000000002 3.1094126608381991 3.2095099390759114 0.095416666666666608
left_child=1 2 4 -2 18 6 35 46 9 -5 -10 -11 14 -14 15 16 -13 33 19 20 -1 -22 -7 25 -25 -20 -26 28 -28 30 -21 32 -19 -16 -15 -6 37 38 40 -40 -37 42 45 44 -41 -38 -8
right_child=3 -3 -4 8 5 22 7 -9 10 11 -12 12 13 34 17 -17 -18 31 23 29 21 -23 -24 24 26 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 36 41 -39 39 43 -42 -43 -44 -45 -46 -47 -48
leaf_value=0.0026820933945989299 -0.00066487853123199366 0.003231408456072274 0.0048722855351046252 0.0058600867705190752 0.0053248740282047348 0.0025707760303228032 -0.0051350983571163342 -0.01908454537448033 0.015697040994321728 -0.010082899676896351 -0.00037348098783201577 -0.0057473267973454671 0.018814748858098897 -0.0050183943124561536 -0.015158007930478648 -0.0091259839276956831 0.0046921151367580261 -0.0092477396849171088 0.0016635305457961881 -0.00011360420626348956 -0.0051239429321508689 -0.027393476311434913 -0.014175647047530946 0.013226315022582966 -0.0025144896548037706 -0.011068527709305607 0.012360696311546656 2.7831619864286248e-05 0.0018841755427799077 0.0036755411911477483 -0.017095373521442438 -0.0080596700636457984 0.01188713306917006 -0.004937751509818596 0.0087244100957685495 -0.01368458668331996 0.0038535441454187664 0.011179646794170432 0.0095441104579025229 -0.018591964565955216 0.0070698856934583278 0.0093141329020018579 -0.0076373015486854105 -0.0019515750158444582 -0.0034284066586721413 -0.0066765368022522155 0.0061064774749951482
leaf_weight=25.379560455679893 4588.5420064181089 496.07060495018959 170.45186045765877 24.856238052248955 300.71230828762054 9.8733976781368238 52.302057400345802 10.33150941133499 10.834778591990469 72.141746267676353 47.2687007188797 44.488740846514702 10.107716813683508 31.977108269929886 56.16380150616169 49.451290890574455 80.729083985090256 11.41389584541321 40.203449502587318 4291.9244338572025 54.556518256664276 8.7029839903116208 27.522588908672333 34.63315923511982 71.02315753698349 22.477608427405357 56.350015059113503 99.758331462740898 51.557066023349762 159.48089316487312 13.605718165636061 28.926125138998032 19.930816009640694 44.462887674570084 16.297958537936211 10.460502669215201 269.74558244645596 23.723189279437065 10.310415685176848 36.065751612186432 37.122414022684097 62.894500255584717 19.532645374536514 25.618641257286072 17.80552464723587 19.543260410428047 23.380827501416206
leaf_count=102 18399 2075 697 102 1219 40 212 42 44 299 192 184 42 133 233 205 332 47 163 17378 219 35 111 141 288 91 231 408 211 647 55 119 82 184 67 42 1094 97 42 147 150 259 80 105 73 80 95
internal_value=-1.97237e-05 0.000702344 0.000492565 -0.000942598 0.000362436 0.00194973 0.00244986 -0.00408115 -0.00323458 -0.00398721 0.00287949 -0.00455652 -0.00347343 0.00359261 -0.00474642 -0.00197293 0.000872428 -0.00763472 5.16171e-05 -0.0001494 -0.00562175 -0.00908656 -0.00959433 0.00250043 0.00363405 -0.00294869 0.00232063 0.00403018 0.00757147 -3.60563e-05 -0.000177502 -0.00180836 0.00379809 -0.0109238 -1.73373e-05 0.00314393 0.00187905 -0.00195195 -0.00441913 -0.00786518 0.00193765 0.00356777 0.0023129 -0.0104248 -0.0140612 0.00306688 -0.00146569
internal_weight=11690.7 6553.12 6057.05 5137.59 5886.6 956.945 919.549 86.0144 549.051 490.947 58.1035 466.091 393.949 58.3828 335.567 174.669 125.218 160.898 4929.65 4553.65 88.6391 63.2595 37.396 376.003 313.322 62.6811 278.689 207.665 107.907 4465.01 4305.53 60.2708 31.3447 100.627 48.2751 833.535 532.822 161.106 137.383 89.8003 47.5829 371.716 308.821 79.4899 53.8713 289.289 75.6829
internal_count=47293 26629 24554 20664 23857 3888 3737 349 2265 2029 236 1927 1628 242 1386 721 516 665 19969 18436 356 254 151 1533 1279 254 1138 850 442 18080 17433 248 129 417 200 3388 2169 656 559 367 192 1513 1254 325 220 1174 307

Tree=85
num_cat=0
split_feature=37 37 37 42 9 11 12 3 41 23 11 4 24 26 43 2 0 4 14 9 3 6 31 32 32 42 43 12 32 12 37 1 9 15 20 32 31 43 3 3 31 0 43 32 2 3 31
split_gain=18.779 9.27119 8.63739 9.58573 6.63519 6.42713 6.36402 6.43545 7.35264 8.54735 8.27483 12.0271 7.60139 6.17315 12.5292 9.61852 7.65501 9.75548 8.25195 6.23629 6.10817 11.5927 9.26167 8.14735 7.63342 7.08299 6.22271 8.703 6.07677 8.61319 7.42566 7.80639 7.39605 10.996 10.6743 8.89971 7.5991 7.28695 6.85159 6.60826 6.50876 6.35693 5.90605 8.68678 7.31836 6.30059 6.25634
threshold=2.7929220967800492 2.1364988254906421 3.4085438973983897 0.30208333333333331 3.0333333333333337 2.183333333333334 3.2071428571428577 -205.57827998295295 -0.13999999999999993 0.91666666666666685 1.7928571428571431 1512.5781822214476 2.8944444444444448 0.18333333333333332 0.33374999999999994 1642.2910831240872 1714151700000.0002 1563.4372164929816 0.29166666666666669 0.57738095238095244 173.14808762261569 1532.5766918216214 0.40108695652173915 0.14573220064724918 0.23265838011226944 -0.094166666666666635 0.016666666666666653 2.7238095238095243 0.10035971223021582 0.69047619047619058 3.2115659297962571 1413.5749446451257 1.6214285714285717 0.55000000000000016 1.0000000180025095e-35 0.10647017788629226 0.095413165266106423 -0.018333333333333247 122.14633699958894 -298.38174460907697 0.36497211497211496 1696763700000.0002 -0.079166666666666635 0.14330357142857142 1450.666518156592 116.33799513749092 0.18533452807646353
left_child=1 13 20 -4 6 -6 7 8 9 -3 -10 12 -12 14 -1 16 17 18 19 -15 28 26 23 -23 -25 -26 -22 -28 29 37 -31 -32 35 -34 42 -30 -36 -2 -38 -37 41 -40 -35 44 45 -44 -45
right_child=2 4 3 -5 5 -7 -8 -9 10 -11 11 -13 -14 15 -16 -17 -18 -19 -20 -21 21 22 -24 24 25 -27 27 -29 32 30 31 -33 33 34 36 39 38 -39 40 -41 -42 -43 43 46 -46 -47 -48
leaf_value=-0.0019485163102805931 -0.008391354100205372 -0.0016967677847189949 0.0041714328257026322 -0.0070767195542252104 0.0078726967460185909 -0.0083731345885919694 0.0086550467633360068 -0.00040205716044854019 -0.011769230253461202 0.015677050228462802 -0.0024562820292998396 -0.015339642199518548 0.012057559318869726 0.011337976844437636 0.013812286391131297 0.0066457535222321255 -0.0076070595393507856 0.0069923189363273056 -0.0086549469761857921 -0.0029641696664166489 0 -0.0012352957475129784 -0.012636681782805836 0.010520580207571772 -0.013936840444442031 0.0083483719816073772 -0.0097631712353011442 0.0024016286473335104 -0.0086836936578412842 0.0049897148977618147 0.0088683387152040626 -0.005248168079087707 -0.015878329615900438 0.0092503904149378018 0.018046926952380856 0.0072541926120141343 0.0011823699974979535 0.0059579460959884277 0.007926963215980843 -7.9566755679769889e-05 0.0089123259767283306 -0.0082510166289102103 -0.011259505041628931 0.0054265429482435457 0.012818826048017699 0.0092012009467256333 -0.0012739668004151748
leaf_weight=154.74620485305786 43.381355732679367 149.94817328453064 468.7628970593214 29.982869356870651 63.027339562773705 9.198308125138281 28.049953028559685 5776.1464746445417 65.998587921261787 10.210955947637556 40.863513052463531 18.420297265052795 19.378800868988037 15.807731270790098 21.150553837418556 27.008514493703842 224.54354168474674 36.292508512735367 74.53323233127594 35.408604338765144 69.823590889573097 77.387613296508789 13.655482813715933 69.261222451925278 9.867813244462015 8.6593652814626676 112.09376353025436 27.213119938969612 45.283008456230164 386.67196165025234 18.729659587144852 59.916001290082932 11.849578276276587 89.974041417241096 8.1193330436944944 48.265207022428513 812.31173668801785 18.086220815777779 8.8505942523479444 2144.1579169481993 10.584684357047079 76.804307401180267 10.044745534658434 88.094754040241241 54.850760117173195 9.8758614212274534 140.75443814694881
leaf_count=640 175 602 1962 125 253 37 113 23178 265 41 164 74 78 65 87 111 927 150 307 145 282 313 55 282 40 35 452 110 183 1567 76 243 48 368 33 196 3324 73 36 8704 43 313 41 361 224 40 575
internal_value=1.97368e-05 -0.000664745 0.000953502 0.0034497 -0.000433804 0.00549912 -0.000507361 -0.0005541 -0.00338123 -0.000347739 -0.00662097 -0.00199285 0.0022893 -0.00305977 2.43936e-05 -0.0043893 -0.00521622 -0.0017899 -0.0044726 0.00152243 0.000671619 -0.00171192 0.00197641 0.00338105 0.00749872 -0.00323529 -0.00490209 -0.00731569 0.000901073 0.00290688 0.00384803 -0.00162573 0.000599979 0.00178514 0.00197646 -9.67629e-05 0.000776553 -0.00395696 0.000571932 8.379e-05 -0.00439787 -0.00632256 0.00472769 0.00330296 0.00914943 -0.000745677 0.00128672
internal_weight=11744 6770.73 4973.31 498.746 6181.24 72.2256 6109.02 6080.97 304.82 160.159 144.661 78.6626 60.2423 589.491 175.897 413.594 386.586 162.042 125.75 51.2163 4474.57 387.962 178.831 165.176 87.7884 18.5272 209.13 139.307 4086.61 526.785 465.318 78.6457 3559.82 1322.11 1310.27 2237.71 916.671 61.4676 908.551 2192.42 96.2396 85.6549 393.595 303.621 74.7714 19.9206 228.849
internal_count=47516 27237 20279 2087 24805 290 24515 24402 1224 643 581 316 242 2432 727 1705 1594 667 517 210 18192 1569 725 670 357 75 844 562 16623 2134 1886 319 14489 5406 5358 9083 3749 248 3716 8900 392 349 1609 1241 305 81 936

end of trees

feature_importances:
Column_37=269
Column_29=196
Column_0=178
Column_11=176
Column_38=165
Column_41=157
Column_31=154
Column_32=145
Column_10=144
Column_4=140
Column_28=140
Column_5=137
Column_42=134
Column_9=133
Column_43=132
Column_30=124
Column_3=123
Column_8=114
Column_1=111
Column_12=111
Column_6=103
Column_2=100
Column_27=98
Column_7=92
Column_40=92
Column_24=82
Column_14=64
Column_13=47
Column_25=43
Column_36=41
Column_22=39
Column_15=34
Column_16=33
Column_19=32
Column_20=29
Column_35=27
Column_23=26
Column_21=25
Column_18=16
Column_26=15
Column_17=14
Column_39=7

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 2000]
[learning_rate: 0.02]
[num_leaves: 48]
[num_threads: 0]
[seed: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 30]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.7]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 1]
[bagging_seed: 3]
[bagging_by_query: 0]
[feature_fraction: 0.7]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0.5]
[lambda_l2: 2]
[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: 4]
[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: 1]
[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: 5]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null