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=5201 5318 5317 5344 5330 5353 5314 5306 5286 5345 5339 5280 5356 5290 5342 5349 5312 5317 5341 5355 5350 5308 5303 5305 5329 5368 5330 5340 5340 5323 5326 5365 5320 5315 5320 5359 5343 5320 5346 5329 5324 5323 5354 5359 5353 5357 5302 5329 5352 5344 5351 5326 5308 5336 5362 5321 5327 5353 5336 5310 5324 5344 5340 5355 5342 5369 5334 5320 5342 5349 5353 5361 5307 5312 5321 5300 5314 5351 5319 5365 5302 5343 5288 5333 5341 5323 5307 5348 5325 5342 5385 5331 5335 5340 5307 5299 5348 5339 5326 5311 5272 5276 5343 5353 5340 5340 5296 5353 5324 5366 5330 5316 5322 5275 5319 5319 5287 5293 5335 5296 5311 5307 5339 5339 5309 5316 5294 5314 5282 5363 5344 5315 5306 5337 5292 5344

Tree=0
num_leaves=48
num_cat=0
split_feature=37 37 37 37 37 8 3 30 27 9 26 14 30 11 12 24 27 24 12 11 20 31 3 9 27 11 9 24 42 8 11 0 2 3 10 2 2 4 9 42 3 8 13 3 25 20 30
split_gain=904.491 168.372 108.546 76.0145 37.4922 23.6427 22.4772 23.8694 20.9831 17.9221 16.589 13.8323 18.5372 13.5205 14.0443 13.2919 12.6226 12.1463 11.972 11.3364 12.3478 11.3279 10.7335 11.3124 11.0826 10.725 14.3429 10.6266 11.9509 10.5802 15.4239 10.3315 13.7591 10.0272 9.75927 9.6142 10.3883 10.7274 9.47737 9.42656 9.00734 8.98479 9.31458 11.3086 11.2734 11.1813 10.1082
threshold=2.747654155495979 2.2794351983002836 3.051473022178087 2.5174718288102249 3.2551537070524419 18.011170825061985 196.78581052557433 4.154761904761906 0.54707142857142876 1.9309523809523812 0.15476190476190474 1.0000000180025095e-35 4.7888888888888896 1.6904761904761907 2.6547619047619051 3.4142857142857146 0.43788888888888883 2.1547619047619051 1.0690476190476195 1.6214285714285717 3.5000000000000004 0.2329432105333156 -201.05010349141341 0.42261904761904762 0.39894444444444438 1.7238095238095241 1.1380952380952383 2.5634920634920646 -0.079999999999999946 -7.7995261423204729 1.7238095238095241 1755947700000.0002 1570.9873152792632 217.07315148846141 1.8452380952380951 1485.5980973393953 1406.0319152813001 1497.9447994461395 1.0690476190476195 0.15166666666666667 118.26246060430151 -9.4447073295125374 0.36666666666666675 3.5131903055671505 0.29285714285714287 1.5000000000000002 3.1339285714285716
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 9 6 5 10 18 7 22 13 -1 -4 -12 29 14 38 -15 17 -9 -3 41 34 -8 -2 -24 -25 26 -6 28 -7 -13 -31 32 -27 -29 -21 36 37 -18 40 -28 -5 -20 44 46 -43 -46 -44
right_child=2 3 4 8 25 27 21 16 -10 -11 11 12 -14 15 -16 -17 35 -19 19 20 -22 -23 23 24 -26 31 39 33 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 42 43 -45 45 -47 -48
leaf_value=0.018397034994118079 0.042741153585099632 0.024431784463437144 0.035521200205195197 0.027146532134832757 0.037566567535285672 0.03205928183219689 0.045820312950619529 0.022941250842298613 0.036138618257039609 0.030374860411164151 0.044585251614620625 0.035059400115303695 0.044037432756020074 0.03216595148653633 0.038758106844430699 0.040039651193543767 0.025392362881763733 0.035647975513607072 0.02242677207795099 0.035620603083414651 0.022690632495792951 0.034759221415311181 0.026231173468572677 0.025647294904729979 0.034791309186396953 0.050079178559418194 0.047028847527934847 0.0326464838557625 0.025154662996359128 0.037683616622376112 0.045887369218341759 0.053939309297867305 0.04100365136457066 0.045748513168276439 0.023401635592576658 0.037717289008897752 0.043776301856806615 0.045188512232069315 0.030955386642224199 0.035959531304270466 0.034865989682248535 0.022416779541376584 0.020582796630010433 0.021903543601961208 0.03017500382862251 0.041843828814775039 0.03757539919966614
leaf_weight=713.05129417777061 56.98412024974823 1121.6874196529388 244.4318842291832 640.57149210572243 130.21371337771416 224.4374560713768 149.95821118354797 36.739761739969254 351.90193557739258 57.23405060172081 376.39511007070541 275.92310857772827 323.15994510054588 559.34412771463394 67.731125384569168 99.222349733114243 26.492617309093475 131.46336513757706 185.44832116365433 163.70438054203987 49.736140042543411 52.485373914241791 68.730846792459488 52.985234618186951 1323.6311440467834 156.45640033483505 269.17498907446861 122.96573317050934 186.94790327548981 330.4079253077507 130.9635044336319 101.72165325284004 135.71218112111092 26.492617309093475 28.991920828819275 1065.9529511630535 221.43829184770584 15.745612174272535 957.23324805498123 38.489274203777313 63.732239753007889 60.983005881309509 18.494846045970917 166.20368406176567 213.94038128852844 36.489831387996674 41.488438427448273
leaf_count=2853 228 4488 978 2563 521 898 600 147 1408 229 1506 1104 1293 2238 271 397 106 526 742 655 199 210 275 212 5296 626 1077 492 748 1322 524 407 543 106 116 4265 886 63 3830 154 255 244 74 665 856 146 166
internal_value=0.0333231 0.028005 0.0390508 0.0292614 0.0421635 0.0268447 0.0366013 0.0361571 0.0316039 0.019264 0.0404159 0.0412374 0.0400209 0.0309296 0.0300018 0.0333836 0.037944 0.0328412 0.0258621 0.0275491 0.0313712 0.043043 0.0343653 0.0340157 0.0344214 0.0456587 0.0433354 0.0305329 0.0288728 0.0382229 0.0400778 0.0481528 0.0459781 0.0350355 0.0336472 0.0385968 0.0420555 0.0331981 0.0296328 0.0457019 0.0278614 0.0262905 0.0276775 0.0245705 0.030008 0.0319684 0.0322534
internal_weight=11873.7 6158.03 5715.66 5387.75 2513.05 2648.01 3202.61 3000.16 2739.74 770.285 1681.28 1436.85 1060.45 2387.83 1729.27 658.566 1497.83 168.203 2087.17 965.481 242.432 202.444 1502.33 1445.35 1376.62 831.768 437.878 560.844 411.385 737.295 461.371 393.89 292.169 149.458 192.696 1329.63 263.677 42.2382 1661.54 307.664 704.304 723.049 537.6 226.187 311.413 250.43 59.9833
internal_count=47508 24639 22869 21557 10055 10595 12814 12004 10962 3082 6727 5749 4243 9554 6919 2635 5993 673 8351 3863 970 810 6011 5783 5508 3328 1752 2244 1646 2950 1846 1576 1169 598 771 5320 1055 169 6648 1231 2818 2893 2151 905 1246 1002 240
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=37 37 37 38 37 37 29 29 3 26 29 10 29 37 3 3 14 29 2 3 3 4 3 42 42 11 42 1 41 3 24 3 24 41 41 40 42 29 2 2 38 29 10 10 38 15 3
split_gain=905.345 163.145 117.6 58.8745 37.3742 24.5411 21.9851 21.3982 18.6007 15.8235 16.4995 15.65 14.5966 13.6995 17.4235 12.7483 12.0126 12.7427 13.2899 10.2331 10.1884 9.10439 10.6344 8.94858 8.94567 8.38639 12.9101 9.64791 9.53293 8.25738 8.19132 8.21517 8.61794 8.21108 8.09318 7.97697 7.88651 8.9415 8.19224 7.81753 7.63432 7.47772 7.40124 7.37359 7.27303 7.24558 7.2307
threshold=2.7742055580170342 2.4975369458128083 3.0501572327044029 0.12523764258555134 3.2472366752090296 2.5940446391322491 5.9500000000000011 4.4142857142857155 -53.00064825072797 0.61250000000000016 4.0500000000000007 0.92261904761904778 3.5634920634920646 2.8883835263835267 184.63710675877579 -260.1164387942103 0.70833333333333337 4.2928571428571436 1386.5489039626989 217.07315148846141 -210.20157437416842 1616.5991579519161 -110.55774818328449 -0.53041666666666654 0.37041666666666667 1.4226190476190479 0.072916666666666616 1591.9099978661595 -0.59458333333333313 -49.240338211742817 2.4142857142857146 50.864402812260103 2.1547619047619051 -0.75958333333333317 -0.42791666666666656 0.031150568181818102 0.26041666666666669 4.7321428571428585 1461.5698486640908 1779.1784739516427 0.052360305034417555 3.7888888888888892 0.96666666666666667 0.69047619047619058 0.11793164342739405 0.70833333333333337 152.45627634721828
left_child=1 3 13 8 7 16 9 11 21 15 -11 29 -5 20 30 -7 17 25 -19 36 -2 22 44 34 -25 28 27 -27 -3 -4 31 -15 -33 -32 -17 -30 -10 38 -38 -9 -13 -16 -21 46 -1 -45 -6
right_child=2 5 4 12 43 6 -8 39 19 10 -12 40 -14 14 41 23 -18 18 -20 42 -22 -23 -24 24 -26 26 -28 -29 35 -31 33 32 -34 -35 -36 -37 37 -39 -40 -41 -42 -43 -44 45 -46 -47 -48
leaf_value=-0.0071814825518944784 0.0093897797388410916 0.0053464207834749387 -0.0074625846989319023 -0.016030028122635331 0.002846558496288145 0.0090698363490756672 0.0082890377719887897 0.0097907028943366742 -0.0057261156441541141 -0.00075480169671974227 0.0071764573202564436 0.0075117878429328067 -0.0084498461663376732 -0.0013364617282013514 -0.00016670909158689266 -0.011839679095946664 -0.013036199142069738 0.012373081485272117 -0.0018382202345731571 0.0063692287449700537 0.0014114708923944927 -0.01819561452009778 -0.01155811754429696 -0.0031579219388087288 0.0074518797307422469 0.0031590595334959866 -0.0067257701085378175 -0.0096694881712677937 -0.0074128426457832309 0.0025774553273246125 -0.0095224182790057763 0.0081834256058594644 -0.010566690122898263 0.0049155292198200633 0.0060011329106897347 0.010500677475765139 0 -8.5709799506708127e-05 -0.016676383561125101 0.020392134439668221 0.0021749021247499281 0.013682842372733619 -0.0069953433026849719 0.01001916162915834 0.0051110080918949242 0.014483475874371833 0.016944556102904493
leaf_weight=360.94514307379723 65.974455952644348 23.494944974780083 39.73425418138504 436.95955544710159 65.467473775148392 37.240108355879784 103.96880175173283 560.76174737513065 1475.2259235084057 276.4253094047308 164.95185716450214 773.4407899081707 150.98292209208012 200.43704937398434 16.493397325277328 9.4974848777055723 55.737741366028786 25.74311126768589 478.38534465432167 44.986066535115242 1337.8062261044979 48.742832094430923 350.1966305822134 1234.9335773438215 30.241888165473938 151.7124450057745 149.96390581130981 25.49372336268425 533.63481259346008 148.93799741566181 13.745457202196119 77.974858164787292 8.9972694069147092 1067.8900635391474 76.22874028980732 7.9979920685291281 14.997246384620665 24.496096432209015 76.487166479229927 31.485289305448532 133.19663023948669 106.69912865757942 23.242252662777901 257.1259431540966 17.997838973999023 543.45906867086887 18.239970311522484
leaf_count=1444 264 94 159 1748 262 149 416 2244 5902 1106 660 3095 604 802 66 38 223 103 1914 180 5353 195 1401 4941 121 607 600 102 2135 596 55 312 36 4273 305 32 60 98 306 126 533 427 93 1029 72 2175 73
internal_value=3.48405e-05 -0.00506278 0.00601314 -0.00843758 0.00912665 -0.00204106 -0.000558151 0.00735059 -0.0070485 -0.00107489 0.00220572 0.00565618 -0.0141356 0.0032403 0.00457831 -0.00212686 -0.00400511 -0.00361936 -0.00104674 -0.00582342 0.00180637 -0.00962748 -0.00899282 -0.00245586 -0.00288506 -0.00505606 -0.00243746 0.00117036 -0.00654047 0.000354485 0.00390713 0.000855931 0.00593741 0.00470559 0.00368572 -0.00709227 -0.00614981 -0.0112659 -0.0140867 0.0104379 0.00674525 0.0117757 0.00160458 0.0124805 -0.00654763 0.0130907 0.00635893
internal_weight=11878.8 6410.91 5467.87 3025.26 2571.85 3385.65 1933.49 1687.56 2437.32 1829.52 441.377 1095.31 587.942 2896.02 1492.24 1388.14 1452.16 1396.43 504.128 1659.43 1403.78 777.882 729.14 1350.9 1265.18 892.298 327.17 177.206 565.128 188.672 1369.04 287.409 86.9721 1081.64 85.7262 541.633 1591.21 115.981 91.4844 592.247 906.637 123.193 68.2283 884.292 378.943 800.585 83.7074
internal_count=47529 25649 21880 12103 10292 13546 7736 6753 9751 7320 1766 4383 2352 11588 5971 5554 5810 5587 2017 6639 5617 3112 2917 5405 5062 3570 1309 709 2261 755 5478 1150 348 4328 343 2167 6366 464 366 2370 3628 493 273 3539 1516 3204 335
shrinkage=0.02

Tree=2
num_cat=0
split_feature=37 37 37 37 37 14 27 0 35 41 24 3 29 14 42 15 37 29 42 1 16 27 15 32 0 24 5 37 3 35 42 27 3 43 0 41 27 1 41 5 0 27 0 37 24 15 31
split_gain=807.503 187.02 118.689 60.5689 43.7501 29.5271 23.0808 19.6592 15.6952 15.0107 18.4529 14.5952 13.9508 13.6703 13.6246 13.0743 15.7938 12.6132 13.8866 12.5504 12.3796 12.3132 11.4014 11.2691 10.5479 10.4414 9.9882 9.94151 10.0049 9.83502 9.82295 9.56561 9.47857 9.37894 10.4358 8.99316 8.87712 8.78863 8.6476 9.22716 8.33459 8.2362 8.142 8.13082 8.08294 9.36807 10.5554
threshold=2.747654155495979 2.3051801914942787 3.2472366752090296 2.5190448625180903 2.9366696579045293 1.0000000180025095e-35 0.54707142857142876 1731197700000.0002 2.1547619047619051 -0.24874999999999992 2.7888888888888892 124.2229961640534 4.4142857142857155 0.45000000000000007 0.14791666666666667 0.70833333333333337 2.3956180594263179 3.9500000000000006 -0.13749999999999993 1583.5399258698887 0.63333333333333341 0.40763888888888894 0.90000000000000013 0.12251481237656352 1754060850000.0002 1.4365079365079367 1494.5482774178724 3.0566188197767152 180.7684470477557 2.7238095238095243 -1.0000000180025095e-35 0.51612500000000006 -170.65497199163426 -0.079166666666666635 1738408500000.0002 -0.15999999999999992 0.55133928571428592 1384.3989349475535 -0.65874999999999984 1655.9054367071442 1758893850000.0002 0.61050000000000015 1744348500000.0002 3.6258253159781177 3.1180555555555558 0.55000000000000016 0.30571895424836609
left_child=1 8 4 7 21 -6 9 15 17 13 22 29 44 14 38 16 19 18 40 -3 -17 32 -11 -14 25 -4 27 28 -25 33 -13 -24 -2 34 -9 -12 -23 -8 -5 -40 -1 -19 -36 -27 -7 -46 -47
right_child=2 3 24 6 5 12 37 11 -10 10 35 30 23 -15 -16 20 -18 41 -20 -21 -22 36 31 26 -26 43 -28 -29 -30 -31 -32 -33 -34 -35 42 -37 -38 -39 39 -41 -42 -43 -44 -45 45 46 -48
leaf_value=-0.011935848701829952 0.0088804301972765561 -0.013560402472945278 0 -0.008153417678149498 0.0093836097196751209 0.0023874475475151591 -0.011806401141920346 -0.0002391120091523271 0.00039805322424382283 -0.0053562661735303543 -0.0061715430346708147 0.0049307365038902427 0.0014774704118056627 -0.0064345508274838148 0.0085539985819261984 -0.00829982094911293 -0.0063136896602296148 -0.010314720256132432 -0.016909458819589062 0.00169605865635593 -0.0028118056812947963 0.001821335062340162 0.00068146717194999509 -0.0063778306125030215 0.015693361472409524 0.010100950718016966 0.0092510220775268402 0.0069392507990666489 0.015533934415021169 0.0089382408716200141 -0.0054732424557115923 -0.010112914695700756 -0.007450972121405601 -0.0031512688277027523 -0.015222948222446114 0.0015172898031820504 0.0059320887927402054 0.0041360821071925831 0.00019325414296320995 0.010714174549210014 0 0.0033943567441484129 -0.0070198141496555268 0.017003173740558219 -0.0030758412733607647 0.010253859129213562 -0.00022494009065049511
leaf_weight=192.49366503953934 14.744347557425497 307.22133381664753 33.724072247743607 41.490541934967041 702.84672200679779 979.05433484911919 12.246462032198904 77.492457151412964 31.748568311333656 969.05437579751015 69.732881888747215 114.22383062541485 143.92008404433727 91.480872377753258 96.729261949658394 308.2096800506115 360.20834152400494 212.48591810464859 482.98747178912163 21.496541678905487 373.20496141910553 1750.5898970961571 243.94656337797642 51.727615267038345 259.26501262187958 500.34503890573978 485.72329123318195 114.17864920198917 7.7439325451850882 18.498318910598755 50.240560933947563 35.741560608148575 84.477315098047256 551.18797312676907 61.244152933359146 394.39730280637741 241.14680351316929 325.89275263249874 341.17822122573853 35.241818875074387 27.498925089836121 16.99869267642498 324.46810884773731 90.674239411950111 33.234580993652344 170.66689541935921 46.977329388260841
leaf_count=770 59 1229 135 166 2813 3918 49 310 127 3877 279 457 576 366 387 1233 1441 850 1932 86 1493 7005 976 207 1038 2003 1944 457 31 74 201 143 338 2205 245 1578 965 1304 1365 141 110 68 1298 363 133 683 188
internal_value=-1.10162e-05 -0.00501572 0.00541068 -0.00351668 0.0041703 0.00583613 -0.00139324 -0.00570739 -0.0131042 -0.00210806 -0.00306527 -0.00380738 0.00459691 0.00058173 0.00186836 -0.00735231 -0.00932109 -0.0135745 -0.0149466 -0.0125282 -0.00532574 0.00198226 -0.00432967 0.00665896 0.0121476 0.0106148 0.00776691 0.00350064 -0.0029494 -0.00468991 0.00166488 -0.000724463 -0.00479782 -0.00496536 -0.00707971 0.00031911 0.00232951 0.00346326 0.000263721 0.00125611 -0.0104785 -0.00923549 -0.00841992 0.0112305 0.00323339 0.00645016 0.00796509
internal_weight=11900.1 6189.04 5711.04 5224.83 4827.03 2736.07 2657.13 2567.7 964.213 2318.99 1712.87 1197.36 2033.23 606.121 514.64 1370.34 688.926 932.465 702.98 328.718 681.415 2090.96 1248.74 803.294 884.008 624.743 659.373 173.65 59.4715 1032.89 164.464 279.688 99.2217 1014.39 463.205 464.13 1991.74 338.139 417.911 376.42 219.993 229.485 385.712 591.019 1229.93 250.879 217.644
internal_count=47616 24760 22856 20903 19317 10950 10631 10272 3857 9278 6853 4790 8137 2425 2059 5482 2756 3730 2812 1315 2726 8367 4996 3215 3539 2501 2639 695 238 4132 658 1119 397 4058 1853 1857 7970 1353 1672 1506 880 918 1543 2366 4922 1004 871

Tree=3
num_cat=0
split_feature=37 37 37 29 11 29 37 29 27 9 37 37 37 27 17 9 30 4 37 9 9 4 11 37 14 30 28 11 21 12 12 10 10 12 30 40 27 37 0 43 27 22 25 20 27 30 10
split_gain=765.526 133.668 108.928 36.8983 26.9513 25.2568 24.3305 17.0098 15.5639 14.9601 15.9975 14.2146 13.7692 16.6134 11.4883 12.1571 11.4445 10.7793 10.662 10.6123 10.4639 9.96764 9.83019 9.77526 11.6643 11.4977 9.74201 9.56426 9.49081 9.36292 9.88671 8.82928 8.7167 8.52973 8.37006 8.34214 8.33527 8.20593 8.15355 8.02507 7.97197 7.77127 9.79868 7.75639 7.7086 7.60114 7.54708
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Tree=5
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Tree=6
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Tree=56
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Tree=61
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Tree=63
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Tree=74
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Tree=76
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Tree=84
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Tree=85
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Tree=86
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Tree=91
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Tree=92
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Tree=93
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Tree=96
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Tree=101
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Tree=102
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Tree=103
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Tree=106
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Tree=122
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Tree=133
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threshold=0.051588413267592954 -0.61541666666666661 47.354537079117797 0.30041666666666672 1.861904761904762 1.3875000000000002 1.0000000180025095e-35 1639.629285413647 1420.3341107542042 1481.2044989882986 1489.5386904086051 0.081165540540540523 1556.3196178606561 1691965200000.0002 1695535200000.0002 0.041841736694677813 -0.11291666666666664 0.64316666666666678 1513.913874646217 4.4500000000000011 0.45000000000000007 2.8944444444444448 0.010646853146853102 0.50683333333333336 0.33166666666666672 -0.63291666666666646 0.0095897832817337016 -36.623165086057035 4.1833333333333345 0.55000000000000016 5.3875000000000011 0.59472222222222226 0.17958733974358979 0.074680051661383112 1.0000000180025095e-35 0.18041666666666667 0.50950000000000017 1.591666666666667 2.4722222222222228 0.4870714285714286 0.44354166666666667 1517.5749908430869 1333.3397261466921 -0.14291666666666661 1474.7041619003785 1478.1355346530552 1523.4820063047202
left_child=1 8 3 5 9 6 -3 -6 -1 -5 -11 -12 17 18 -15 -16 19 40 -14 20 23 22 -22 29 25 -25 27 -27 -29 30 36 34 -33 -34 35 -18 37 38 -17 -39 41 -2 -42 44 -44 46 -46
right_child=12 2 -4 4 7 -7 -8 -9 -10 10 11 -13 13 14 15 16 31 -19 -20 -21 21 -23 -24 24 -26 26 -28 28 -30 -31 -32 32 33 -35 -36 -37 -38 39 -40 -41 42 -43 43 -45 45 -47 -48
leaf_value=-0.0033351340543760241 -0.0039386074888644474 -0.0085829133606569116 0.0072304617480030984 -0.01283198603480009 0.0056290491798954637 0.0013437838567591188 0.00096749216281328241 -0.0063047031107584771 0.0083108471962808437 0.0065503274366831218 0.012756772273702525 -0.0045388820470170389 -0.010797230873607002 0.0056688812574837433 -0.020030714119402177 -0.0082797696526535833 0.02554486697831429 0.0074776520050733328 0.0085407828116651555 0.0077044111995077718 0.0033549472535493695 -0.010630213365282422 -0.0069869074517560272 -0.015899467090074979 0.01110519093190131 -0.0091084330003051526 -0.0010313585758857477 0.002928806624926378 0.016024535107299773 0.0017159654983113113 -0.020155353393559776 0.0094038008733516535 0.0037358269778933312 -0.01208581134562285 -0.00096559364339218875 -0.0027655421304869886 -0.013808847734281931 -0.020594479262437626 0.010998331698754927 -0.0001799512116917531 0.0032587463743700218 0.0023527765469669635 -0.0048634318421732804 -0.0013405885446987895 0.011189833419724307 0.00035125734420255079 -0.005996104793335272
leaf_weight=21.133864477276802 511.0689949542284 61.520166397094727 71.037869676947594 24.756822779774666 92.423249289393425 1775.3865302801132 65.133075326681137 23.46208256483078 92.503235295414925 26.934412598609924 8.9542393237352353 239.88220049440861 44.053403779864311 127.12136693298817 7.3512986004352561 11.240376666188238 7.9488427788019207 45.354739829897881 7.880631908774375 72.705261915922165 79.557921499013901 36.442939922213554 37.179090365767479 9.7985974252223951 66.268873110413551 9.9728021621704084 79.140063613653183 34.708874449133873 42.064161941409111 551.89371879398823 8.1798404157161695 60.987494334578514 41.079381167888641 20.023459747433662 1835.8728522062302 10.250753983855246 13.49535697698593 7.9095176011323955 30.32024884223938 22.472177445888519 166.95969621837139 121.5732423812151 151.47646100819111 3055.1246053278446 54.18137900531292 1688.9608820229769 13.956732273101805
leaf_count=90 2087 251 314 103 397 7469 265 100 398 112 37 1006 180 517 31 46 33 187 32 297 326 148 152 40 270 41 323 141 171 2241 33 249 169 82 7481 42 55 32 123 91 686 496 616 12505 220 6902 57
internal_value=-9.82081e-05 0.00096345 0.000713078 0.000503014 -0.00174699 0.00100218 -0.00365508 0.00306215 0.00603826 -0.00364247 -0.00269504 -0.00377989 -0.000391981 0.000290243 0.000422896 0.000200809 0.000265111 -0.000778425 -0.00746951 0.00169174 0.0012481 -0.0026342 0 0.00193386 0.00484285 0.00232599 0.00363868 0.00793916 0.0104556 0.000816461 -0.00430669 -0.00053448 0.00392527 -0.00150919 -0.000837455 0.0104092 -0.00224865 9.94883e-05 0.0054141 -0.00674718 -0.000847703 -0.00271025 -0.000615125 -0.000748701 0.000193932 0.000640637 0.00745646
internal_weight=11587.7 2503.13 2389.49 2318.45 416.413 1902.04 126.653 115.885 113.637 300.528 275.771 248.836 9084.58 3275.92 3223.99 3096.86 3089.51 5808.66 51.934 1113.35 1040.64 153.18 116.737 887.465 241.953 175.684 165.886 86.7458 76.773 645.511 93.6175 1976.16 122.09 61.1028 1854.07 18.1996 85.4377 71.9423 41.5606 30.3817 5763.3 632.642 5130.66 4963.7 1908.58 1757.1 68.1381
internal_count=47644 10542 10054 9740 1755 7985 516 497 488 1258 1155 1043 37102 13346 13134 12617 12586 23756 212 4530 4233 626 478 3607 986 716 676 353 312 2621 380 8056 500 251 7556 75 347 292 169 123 23569 2583 20986 20300 7795 7179 277

Tree=134
num_cat=0
split_feature=37 29 28 30 3 0 8 22 21 29 30 17 27 29 26 30 22 4 3 3 5 7 0 30 5 2 14 10 24 9 41 27 42 0 4 28 7 0 28 8 37 30 3 27 41 28 29
split_gain=12.4132 8.83814 10.7968 8.60736 8.02332 9.96754 9.48939 8.41112 8.34395 7.6585 8.91646 7.85356 7.41872 10.7184 9.00327 8.65731 8.54674 7.18902 11.4833 7.1604 6.7836 6.71816 6.62891 8.62148 7.08362 11.7937 6.71804 6.58964 6.2434 7.1318 6.19792 6.1863 5.99613 5.65818 5.47344 5.42638 5.32248 8.56964 5.94756 5.29165 6.67349 10.2942 5.78655 6.85467 9.01884 5.07265 5.933
threshold=2.9137784843667203 4.354166666666667 0.38050000000000006 7.8944444444444457 126.12366622666208 1763116800000.0002 25.545207825354058 0.33166666666666672 2.5000000000000004 3.4365079365079372 2.8166666666666669 4.5000000000000009 0.53414285714285725 4.1833333333333345 0.88194444444444453 2.8944444444444448 0.13392857142857142 1619.1048136478373 -99.436398028484845 144.80867577564177 1470.8890733905046 1488.0698338282443 1744476300000.0002 4.4722222222222232 1535.4122416037476 1663.0416372450311 0.22500000000000003 0.59166666666666679 1.3095238095238098 1.1833333333333336 0.12124999999999997 0.42050000000000004 -0.34791666666666654 1757779650000.0002 1441.0122826852635 0.56414285714285717 1505.8322276631757 1758653550000.0002 0.51050000000000006 32.548919642952008 2.3426238251744222 3.183333333333334 157.76559632758543 0.47950000000000004 -0.21541666666666662 0.61211111111111116 6.1055555555555561
left_child=3 2 -2 4 5 6 17 9 34 10 -6 -11 13 16 15 -15 -4 -1 -19 -12 -21 -20 45 26 -25 -26 36 -27 29 -18 -13 -23 -16 -10 -8 -17 38 -38 -24 42 41 -41 43 -9 -45 46 -3
right_child=1 22 12 -5 7 -7 8 39 33 11 19 30 -14 14 32 35 28 18 21 20 -22 31 23 24 25 27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40 40 -42 -43 -44 44 -46 -47 -48
leaf_value=-0.00038418614968709552 0.0075589790542162387 -1.4281090414913023e-05 -0.0021195076241865337 0.011787633942158019 0 -0.01494261134880252 -0.017452592820719127 0.013899353419735597 0.0082596124197521995 0.0016511955560075983 0.0003062271942755059 0.0032876607955933624 0.0043469582512520345 0.0051888411246609548 -0.0099091321630266089 -0.012293078727852902 -0.013979223507334097 -0.0099372804326729718 -0.012195390277921585 -0.018563842176389466 -0.0038614186702537702 -0.012179061115773935 0.0027847559333811227 0.010624168242970598 -0.00079435308207762467 -0.0052638176127503666 -0.0037371774185525593 0.013198060267779766 0.0011596817539797754 0.0011539707537002444 -0.016710332184588832 -0.00043211855091588621 0.0080633786669107588 -0.0070964585621430864 -0.0058390958560712997 0.0010292453706326199 0.01456089660475606 -0.00018462358645123883 -0.010073665205468315 0.0030573402497330138 0.0026114587597852058 -0.013837000538651143 0.012296932398153018 0.011295967912409999 -0.001871225759138615 0.008088833737334605 0.0042428811743032207
leaf_weight=6168.8556401580572 75.015630483627319 652.32726691663265 525.54379889369011 20.912877947092056 103.33407697081566 17.759892284870148 21.547420084476471 19.374107360839844 22.712925285100937 389.20765914022923 22.236163929104805 7.6441153436899212 140.26236252486706 14.259813293814657 7.944258600473403 84.029806822538376 21.784203872084618 75.904718086123466 20.748425185680389 31.701227381825447 25.295868813991547 16.907103642821312 86.187460333108902 106.60807883739471 89.786170870065689 7.1352490782737723 70.465209946036339 49.793661564588547 1276.0112430304289 23.264434143900871 15.247223764657972 413.65327796339989 25.314513012766838 13.292318776249884 85.12823474407196 12.32745687663555 33.711204215884209 25.786317825317383 15.088387146592138 28.341796785593033 322.48927567899227 24.874954119324684 41.031233683228493 25.438251376152039 81.856053367257118 38.874869212508202 160.40182837843895
leaf_count=25190 312 2723 2172 86 423 72 87 79 92 1577 91 31 582 59 33 345 88 312 85 129 103 69 369 457 381 30 295 213 5327 96 62 1699 106 54 347 51 142 110 64 118 1310 102 166 103 331 166 687
internal_value=-4.11287e-07 0.00098442 0.00020131 -0.000436977 -0.000473146 -0.000732172 -0.000689448 0.00107717 -0.00576521 -0.000552235 -0.00394956 0.0009405 -5.98832e-05 -0.000379489 -0.00559892 -0.00833315 2.73844e-05 -0.000578111 -0.00281827 -0.00890772 -0.0125604 -0.00156032 0.00226748 0.0041391 0.00668349 0.00364845 0.00127543 0.0106143 0.000890932 -0.00623462 -0.00990305 -0.000970691 0.00316824 0.00225226 -0.00855494 -0.0105007 0.00355276 0.00820939 0.000614257 0.00287411 0.00150457 -0.00487359 0.00582951 0.00349825 0.00130865 0.00118361 0.000822
internal_weight=11557.4 3541.92 2205.76 8015.49 7994.58 6856.51 6838.75 1138.07 142.681 594.666 182.567 412.099 2130.74 1990.48 143.876 110.617 1846.6 6696.07 527.214 79.2333 56.9971 451.309 1336.17 484.562 253.323 146.715 231.239 56.9289 1321.06 45.0486 22.8913 430.56 33.2588 36.0052 106.676 96.3573 160.773 59.4975 101.276 543.406 375.706 53.2168 167.7 126.668 107.294 851.604 812.729
internal_count=47526 14808 9171 32718 32632 28007 27935 4625 580 2416 746 1670 8859 8277 594 455 7683 27355 2165 323 232 1853 5637 2061 1081 624 980 243 5511 184 93 1768 139 146 434 396 685 252 433 2209 1530 220 679 513 434 3576 3410

Tree=135
num_cat=0
split_feature=7 11 8 8 38 30 42 9 5 14 15 43 7 0 42 40 30 5 0 6 31 19 43 13 23 19 24 5 31 19 30 11 5 4 2 13 42 20 10 30 43 12 20 30 31 24 5
split_gain=9.60957 10.1591 11.7799 11.8643 10.6821 10.5699 10.1149 9.52028 9.06944 8.72282 9.43507 8.15196 8.69934 7.99342 7.48616 8.7006 9.91887 8.62058 7.27644 10.1315 9.02216 8.04514 7.24019 7.19091 11.2512 9.45185 8.75832 8.80079 7.09803 7.07869 7.02887 8.92437 6.99216 6.92344 6.91639 6.84276 8.07217 6.58855 6.39943 6.41854 8.14121 9.39808 7.2009 11.7081 7.86328 8.28279 7.78499
threshold=1456.1929791445921 1.3452380952380956 13.155125432174261 11.771502479430639 0.032993197278911555 3.0500000000000003 -0.58458333333333312 2.0333333333333337 1454.9202833096053 0.45000000000000007 0.36666666666666675 0.28458333333333335 1497.2894858278582 1690634250000.0002 0.16166666666666668 0.012522321428571351 5.8166666666666673 1494.5482774178724 1690634250000.0002 1492.5870252371012 0.15410428497676817 2.5000000000000004 0.33374999999999994 0.55000000000000016 0.13392857142857142 1.0000000180025095e-35 1.6458333333333337 1646.2430721777298 0.074696610405914313 4.5000000000000009 3.1180555555555558 0.92261904761904778 1414.7906856123827 1480.2487559405438 1466.7168423879118 0.63333333333333341 0.058333333333333355 1.0000000180025095e-35 0.23214285714285712 1.4142857142857144 0.21583333333333338 0.92261904761904778 3.5000000000000004 3.5634920634920646 0.57294832826747732 3.8166666666666669 1556.3196178606561
left_child=7 2 3 4 30 6 -6 -1 22 38 -11 -10 -13 -4 15 16 23 -18 19 -8 -20 -22 32 26 -25 -26 27 -7 -12 -27 33 -32 -5 -2 -16 -15 -37 -17 -3 40 41 -40 46 -44 45 -45 -41
right_child=1 9 13 8 5 14 18 -9 11 10 28 12 -14 35 34 37 17 -19 20 -21 21 -23 -24 24 25 29 -28 -29 -30 -31 31 -33 -34 -35 -36 36 -38 -39 39 42 -42 -43 43 44 -46 -47 -48
leaf_value=0.012640896075458692 0.017138792375091871 -0.0044887721531613033 0.011603945762030197 -0.0040256578712577033 0.0056637474968152168 -0.0062976188731163601 0.019764714382312889 -0.0094774889625159602 -0.013328669915309439 -0.010689114747605153 0.0092844338493875776 -0.0099965858777074142 0.013164380570024278 0.00075708309766747944 0.0092462934176133701 -0.0075503741577676422 0.017920818512699301 0.002193903847588869 -0.0048931119751390211 -0.002418454387955783 -0.0024746830441616653 0.0040175461080290435 -0.011901811670822172 0.010990771729840766 -0.0099628080562472535 0.0074054911221937058 -0.00037578701854795406 0.0056676331902701391 -0.00097589088922649147 -0.0062791345826670062 -0.0098137162722144577 0.0056466409316963109 0.013002198600849363 0.0010938735644230265 0.0011213888588878565 -0.00098293091863273121 -0.012336050761562278 -0.0014364450340048512 -0.0014662335576573788 0.00049309004392870926 -0.0013884890794777017 0.0060637838173676099 -0.0047964791666293763 -5.5133046622022048e-05 -0.013913709244980635 0.005790088508415751 0.0026252099255394405
leaf_weight=40.794380262494087 26.626695409417152 80.254067316651344 24.174006685614586 15.56909731030464 53.09037934243679 187.23715603351593 11.2714801132679 7.446259692311286 75.047808051109314 37.360949665307999 25.683722645044327 12.482894852757456 9.7277914285659772 2082.6205202937126 48.874225586652756 121.11496187746525 18.910933658480644 49.629049852490425 648.7474842518568 19.049653202295303 428.77367021143436 89.991936534643173 11.669279769062994 50.85795621573925 27.599499493837357 50.318630889058113 1235.9901127964258 25.80164498090744 891.85111810266972 18.788342729210854 20.003312796354294 44.047839269042015 18.560924142599106 19.95576936006546 268.62198981642723 107.65243278443813 31.811016321182251 179.98440150916576 79.837718158960342 1733.6069385558367 115.38920742273331 324.20671117305756 209.69793395698071 672.12838397920132 12.8163486123085 110.68967054784298 1148.0812207609415
leaf_count=169 114 330 100 64 217 768 47 31 307 155 106 51 40 8535 199 495 77 202 2712 80 1757 370 48 209 114 208 5033 105 3665 78 84 187 76 85 1100 445 132 737 330 7142 480 1348 861 2756 53 461 4732
internal_value=5.81012e-05 1.90159e-05 -0.000545065 -0.00122612 -0.0009991 -0.00119399 -0.00267152 0.00878636 -0.0068484 0.000646375 -0.00108268 -0.0102494 0 0.000599165 -0.000378663 -0.000843087 -0.000268975 0.00705997 -0.00305811 0.0062312 -0.00331816 -0.00131815 0.000291235 -0.000598293 0.00356347 -0.000384795 -0.00103333 -0.00476274 -0.000658239 0.00347241 0.00504934 0.000515984 0.00516496 0.010799 0.00245346 0.000464621 -0.00378101 -0.00396231 0.00101691 0.00112144 0.00321241 0.00455136 0.000837943 -0.000611753 0.0004879 0.000771282 0.00134724
internal_weight=11524.4 11476.2 6034.6 3788.34 3645.29 3534.65 1250.92 48.2406 143.058 5441.6 954.896 97.2585 22.2107 2246.26 2283.73 1966.23 1665.13 68.54 1197.83 30.3211 1167.51 518.766 45.7993 1596.59 147.564 96.7065 1449.03 213.039 917.535 69.107 110.634 64.0512 34.13 46.5825 317.496 2222.08 139.463 301.099 4486.71 4406.45 519.434 404.044 3887.02 1005.33 795.634 782.818 2881.69
internal_count=47395 47195 24776 15564 14978 14508 5183 200 586 22419 3926 398 91 9212 9325 8026 6794 279 4966 127 4839 2127 188 6515 609 400 5906 873 3771 286 470 271 140 199 1299 9112 577 1232 18493 18163 2158 1678 16005 4131 3270 3217 11874

end of trees

feature_importances:
Column_37=424
Column_29=304
Column_0=284
Column_27=263
Column_30=255
Column_3=249
Column_10=244
Column_42=241
Column_11=225
Column_32=224
Column_31=223
Column_8=222
Column_41=222
Column_28=219
Column_38=217
Column_5=210
Column_4=193
Column_2=183
Column_9=183
Column_43=177
Column_24=172
Column_7=169
Column_12=164
Column_6=156
Column_1=137
Column_13=95
Column_36=74
Column_14=71
Column_26=70
Column_40=62
Column_15=54
Column_22=54
Column_23=53
Column_16=52
Column_35=46
Column_19=43
Column_25=37
Column_21=35
Column_20=33
Column_17=27
Column_18=25
Column_39=1

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