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Column_4992 Column_4993 Column_4994 Column_4995 Column_4996 Column_4997 Column_4998 Column_4999
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tree_sizes=4977 4972 4972 4971 4965 4964 4975 4979 4964 4975 4962 4964 4967 4964 4974 4974 4984 4961 4959 4968 5001 4955 4993 4988 4985 4988 4940 4984 5000 4955 4990 4957 5005 4993 5009 4979 4973 4992 4998 4987 5000 5001 4995 4974 4986 4999 4955 4982 4943 4987 4972 4994 5003 4934 4997 4988 4951 4977 4978 4997 4980 4953 5001 4997 4953 4996 4961 5015 4981 5005 4922 4968 5003 5002 4940 4980 4981 4903 4939 4976 5015 4992 4994 4954 4958 4977 4949 4956 4991 4970 4967 4970 4946 4988 5002 4881 4979 5013 4956 4930

Tree=0
num_leaves=43
num_cat=0
split_feature=2992 2128 2461 3426 3437 2755 1674 3011 3803 2997 3664 3424 2472 3848 2560 3973 3435 4114 2926 2674 3424 2238 1914 3752 4116 3437 2167 3441 2756 3860 2220 2132 4309 2580 2652 2878 4249 2312 2461 1645 2755 4015
split_gain=3146.45 1347.11 1196.83 1363.02 1439.09 838.079 710.258 588.518 494.557 445.247 458.268 382.401 427.593 290.409 295.19 269.895 227.142 165.592 146.598 134.367 129.212 111.843 91.5988 91.602 88.9044 87.6466 81.6419 80.2286 76.5363 75.8689 74.6284 69.9016 63.4643 59.6239 59.4657 59.6836 55.4324 55.9984 56.8766 51.6473 51.2644 50.3704
threshold=1.0000000180025095e-35 0.2477187915901585 0.24760538508053823 0.27916552583020382 1.0000000180025095e-35 0.22825363656515374 1.0000000180025095e-35 0.26818224082868591 0.26129994084128616 0.32690435318996425 0.22404655093268913 0.22273413379507684 0.19131607454728705 0.29699010818635646 0.25793490118582518 0.33587851405395658 1.0000000180025095e-35 0.33227945072130516 0.15850367133839474 0.33329767354807627 0.21429370124327904 0.27544968514853801 0.43380327937561103 1.0000000180025095e-35 0.30204847907983873 0.37789908790346355 0.35622297396414332 0.53850205280927099 0.53872123872263034 0.37884840469359665 0.2632029281159291 1.0000000180025095e-35 1.0000000180025095e-35 0.080741273019775253 0.32416932190247277 0.18863801132438424 1.0000000180025095e-35 0.37436598148956407 0.18467188957776662 0.31196615018416679 1.0000000180025095e-35 0.22945565486220912
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
left_child=1 2 3 4 5 7 -6 8 9 10 11 12 13 14 16 -10 17 18 19 21 -2 22 23 24 26 40 27 28 29 31 33 32 36 -14 35 -12 37 38 39 -1 -8 -13
right_child=20 -3 -4 -5 6 -7 25 -9 15 -11 34 41 30 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43
leaf_value=-0.069725208963406574 0.058773480000785437 0.062706950061061209 0.044298629470887675 0.054303388729327932 0.061966978243088694 0.039708511937593213 -0.035494653694096691 0.036505175263610301 0.023295467740209262 0.071252793835897332 -0.0049050705094354514 -0.0022305614588548207 -0.031692195542406598 0.051871522520365268 0.010912921056786535 -0.074339923044197731 0.025610679495204271 -0.0024671556676361685 -0.030619429365646912 0.055169519236625393 0.090749152549219655 0.026846690451211415 0.039266926574391105 0.037459462746859719 -0.0042010263043966564 0.02083579433651038 0.04828675932172323 0.075787776454842359 0.052544778789814187 0.053970044063477975 0.029457008159897373 -0.027491694700403298 0.068906041784379438 -0.004358555790386888 0.047630006395325122 0.072785176298262477 -0.029495550559962707 -0.010693752034236125 -0.021095400911457382 -0.0013210530692759994 0.040985910162795812 -0.080418706633538631
leaf_weight=4045.7441270922427 1076.662171901844 654.54812770639546 893.40672359161545 653.84418469807133 735.73918883880833 444.06583437969675 336.77941354329232 313.08047586027533 522.71966157364659 95.43210151058156 339.13170442139381 612.4472517229151 451.96962565093418 69.457721684128046 181.40263003477594 85.7169392547803 88.870585524186026 142.9168264932232 458.62088742421474 25.822392496513203 473.15920002007624 36.978991860756651 23.022330839419737 23.618544025812298 65.386844708118588 114.81068089260953 16.748288850300014 10.574003541842101 14.39561136998236 13.842351716244591 91.159094783011824 121.64946290652733 8.9584782124729809 383.86234885337763 88.176828041207045 27.830096889520064 100.21803847176488 44.073880270356312 64.839359308127314 28.914535146323033 24.450782768661156 22.207675766316243
leaf_count=197095 15440 8091 17282 9564 9585 6748 8301 5818 12118 1331 6820 16135 11987 935 5496 2391 1727 3692 12213 408 3442 1405 573 601 1773 2191 210 129 227 254 1478 2812 56 8535 1272 270 3345 735 2300 672 365 1018
internal_value=0 -0.00851281 -0.0124557 -0.017095 -0.0216381 -0.0286167 0.03056 -0.0321366 -0.0347237 -0.0382221 -0.0395963 -0.0427559 -0.0464382 -0.0517615 -0.0530663 0.00954053 -0.0552416 -0.0566112 -0.0581275 -0.0608436 0.0685356 -0.0614922 -0.0622051 -0.0627176 -0.0632393 -0.0179807 -0.0641029 -0.0645256 -0.0648595 -0.0652412 -0.0143601 -0.065615 -0.0666954 -0.019139 0.0100234 0.000986897 -0.0669789 -0.0678768 -0.0684857 -0.0692398 -0.0303179 -0.0049665
internal_weight=0 12477.4 11822.9 10929.5 10275.6 9063.86 1211.78 8619.79 8306.71 7698.27 7602.84 7147.7 6513.05 5586.06 5516.6 608.437 5335.2 5246.32 5103.41 4644.79 1549.82 4618.96 4581.99 4558.96 4535.34 476.041 4469.96 4453.21 4442.64 4428.24 926.991 4414.4 4292.75 835.832 455.139 366.962 4283.79 4183.57 4139.5 4074.66 361.23 634.655
internal_count=386840 367958 359867 342585 333021 312579 20442 305831 300013 285504 284173 275811 258658 236658 235723 14509 230227 228500 224808 212595 18882 212187 210782 210209 209608 10857 207835 207625 207496 207269 22000 207015 204203 20522 8362 7090 204147 200802 200067 197767 8666 17153
is_linear=0
shrinkage=0.051

Tree=1
num_cat=0
split_feature=2992 2580 3437 2755 3426 2461 2128 3424 3437 1674 3803 3011 2755 2152 3848 2461 2472 1674 2997 3011 2472 2997 2992 2128 3424 3664 2560 3973 2674 3424 3435 3796 2926 3441 3435 3803 2238 1766 1732 2167 3803 2652
split_gain=6158.87 2195.92 1722.24 1272.04 1184.56 1218.07 957.995 935.91 813.868 683.505 592.481 588.145 556.253 603.645 492.163 495.838 517.556 491.438 482.17 465.627 484.086 437.274 359.932 385.094 349.734 415.651 494.884 321.834 294.873 251.517 201.564 190.72 188.252 190.1 190.486 194.214 190.83 184.002 179.522 174.13 168.358 166.428
threshold=0.24523424203209077 0.07619851550097799 0.19616517576878958 0.35670211915920297 0.3485586971709167 0.29849071295867147 0.3788349903853358 0.24527617495691803 0.29395375894720982 0.33042294291045055 0.30435013805788574 0.18786206051906099 1.0000000180025095e-35 0.20327807481985202 0.36378643743624289 1.0000000180025095e-35 0.14440117869140054 0.20562148516289389 0.49872899803524923 0.37536731696380471 0.25882492652031047 0.36738196916123195 1.0000000180025095e-35 0.28345969489567374 0.27322670763874518 0.35035811350381246 0.38277284848286192 0.3912394366626411 1.0000000180025095e-35 1.0000000180025095e-35 0.47479330489216715 1.0000000180025095e-35 0.25824557534396414 0.53850205280927099 0.28887882391563691 1.0000000180025095e-35 1.0000000180025095e-35 0.22957838314613313 0.39405997648079261 0.37048856158463306 0.41628816836035415 0.41131561556572055
left_child=1 2 11 4 5 6 8 -2 10 -10 18 12 13 14 15 16 21 -4 19 20 24 22 23 28 25 26 30 -12 29 31 -3 32 33 34 35 36 39 -25 -7 -1 -11 -27
right_child=7 3 17 -5 -6 38 -8 -9 9 40 27 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 37 -26 41 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43
leaf_value=-0.055526834665449484 0.034114825473183265 -0.046426333332324578 0.030761394651961052 0.037537901821735498 0.032958687769055806 0.017445106816869345 0.02432781132851182 0.076627014285443051 0.032335590627337235 -0.026906036105136654 0.0094466774401003369 0.020807363449752234 0.012856292312542542 0.0073978462461599922 0.036848452363250482 -0.0017088489703416738 -0.011983589969169182 -0.021255644828676829 0.062358445830214375 0.026678341728109303 -0.0030487162767328128 0.024496910259896004 0.0060203446514301394 -0.013000169820215079 -0.0084948279240999042 -0.01733513426872902 0.0053500484036797203 -0.063935371491986359 0.040391970036970967 -0.024506597918195351 0.012238228764205782 0.009697664900314441 -0.021269212153799594 0.069941651023400983 -0.00027169880288758038 -0.019266614589600703 0.010226427566763011 0.065817683943044603 0.04520026094671125 0.034511438337053162 0.047702536180782164 0.037845290006693309
leaf_weight=7781.9075611288426 4593.5381280006841 5823.1386698710267 2138.1577608902007 2579.7934875171632 2511.3986816741526 2617.2461175536737 1950.5636565648019 1905.7490584850311 1656.4263519821689 938.95337127312087 2215.3735675034113 732.2286046553636 917.65855024941266 1173.0362458764575 277.16684407833964 1312.0098581113853 2243.9069872251712 606.38469101232477 166.39882045984268 432.92756710806862 1768.8748633172363 278.51347359642386 423.1980799715966 324.14733838289976 1342.3312384262681 374.18953382316977 557.47738619986922 167.18189198989421 107.29138675332069 1411.9658500130754 156.42803842760623 148.73983982624486 615.62310480652377 33.973365604877472 188.7712597232312 444.46950033353642 118.86953540332615 101.05759379267693 788.82180770300329 56.271573908627033 85.861273601651192 229.27508536726236
leaf_count=132221 13779 80260 5559 6710 7013 9943 4391 3030 3724 6036 10792 4057 2845 5867 886 7741 16604 3966 315 2272 9392 879 1756 866 9112 2040 3915 1633 388 12679 667 635 5007 76 1062 3812 1197 204 2443 171 279 616
internal_value=0 -0.00633373 -0.0184565 0.00352325 -0.000166417 -0.0040773 -0.00940608 0.0465804 -0.0135406 0.0120816 -0.0187319 -0.023996 -0.0258228 -0.0279057 -0.0305155 -0.0317131 -0.0344701 0.0192686 -0.0237884 -0.02513 -0.0273179 -0.0386627 -0.040159 -0.0418834 -0.0323786 -0.0368685 -0.040607 0.00429752 -0.0437395 -0.0445753 -0.0448916 -0.0475934 -0.0485157 -0.0504606 -0.0509368 -0.0520752 -0.0539078 0.00573231 0.023873 -0.0548804 -0.0206552 0.00362963
internal_weight=0 47798 21435.3 26362.7 23782.9 21271.5 17865.4 6499.29 15914.8 2681.24 13233.6 18690.8 17958.6 17040.9 15867.9 15590.7 14278.7 2744.54 10851 10684.6 10251.7 12034.8 11756.3 11333.1 8482.84 7140.51 6537.04 2382.56 10907.9 10800.6 5979.57 9388.63 9239.89 8624.26 8590.29 8401.52 7957.05 425.205 3406.07 7838.18 1024.81 603.465
internal_count=386840 370031 208478 161553 154843 147830 135444 16809 131053 10039 121014 198953 194896 192051 186184 185298 177557 9525 108589 108274 106002 160953 160074 158318 96610 87498 84842 12425 157248 156860 80927 144181 143546 138539 138463 137401 133589 1070 12386 132392 6315 2656

Tree=2
num_cat=0
split_feature=2992 2128 3426 3437 2461 3424 2755 3011 2992 3803 3664 2997 1674 2472 3848 3424 2560 3973 3435 4249 4114 2756 3424 1914 3437 3752 2905 3441 2220 3796 2840 2992 3733 2674 2238 2461 3735 2167 4527 2312 2472 3824
split_gain=4166.76 2214.99 1558.44 1601.38 1747.59 852.475 785.961 809.48 758.672 748.109 701.312 678.913 669.616 650.916 541.511 494.917 568.66 334.288 261.522 261.915 189.773 190.337 187.303 185.138 180.687 173.663 170.217 171.004 167.729 167.566 167.233 153.386 150.41 149.973 150.791 153.134 150.444 149.305 136.096 135.004 136.397 149.496
threshold=0.27641318285711042 1.0000000180025095e-35 0.21195330595189599 1.0000000180025095e-35 0.26762149613430702 0.2400890902335483 0.3238506565652749 0.24079590657869862 1.0000000180025095e-35 0.24799167907681122 0.23108529653359947 0.37487864840405033 0.19324503237528654 0.23429158467225816 0.29868681465551378 0.1458077701124619 1.0000000180025095e-35 0.31954374726718321 0.28887882391563691 1.0000000180025095e-35 0.33565593586017006 0.38397583088014536 0.231642516931476 0.53667237979266647 0.37383817604693914 0.38900324041437495 0.33770784995743425 0.53850205280927099 0.2632029281159291 1.0000000180025095e-35 0.42276825458816575 0.33182656585314457 0.47050276413114617 0.44625163891339209 0.27544968514853801 0.15091224235878578 0.32719061065095606 0.35622297396414332 0.24971484105470909 0.31916152377732593 1.0000000180025095e-35 0.33009175702045873
left_child=1 2 3 4 6 31 7 8 9 10 11 13 -5 14 15 16 18 -11 19 20 21 23 -9 25 -14 26 27 29 -15 33 32 -2 -17 34 35 36 37 38 39 40 41 -1
right_child=5 -3 -4 12 -6 -7 -8 22 -10 17 -12 -13 24 28 -16 30 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43
leaf_value=-0.054764603533297596 0.020859623757562139 0.03763227838416567 0.025925744822859483 0.026339550878213366 0.018421457449148037 0.073371591905458167 0.014190209264686528 0.011016046298157712 0.015342489868184811 0.0064240538490195785 0.0044896466152453051 0.032607005815505567 -0.020969500406734912 -0.011185461533898001 0.027542149647671828 -0.022092953327013273 0.0048289692088211216 -0.060074740296159092 0.0044680026047880005 -0.0058509458487776035 -0.0051364985716753743 0.032447104454592278 0.066817779340130765 0.034551260979541427 0.013847955750373049 0.02674986585755483 0.043064055227179182 0.057539662913640308 0.032291764181849217 0.0031065640871568503 0.023304081406346034 0.041394482770791156 0.057607729413660214 0.021933668315335709 0.0087991352966042425 -0.017589498853986953 -1.5948634804711313e-05 0.02598484193946209 0.0045889759554385619 -0.00038569945251701066 -0.033946588784792266 -0.025968025420546961
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leaf_count=196447 6955 8253 10603 9858 15191 3021 5384 5730 4958 12489 8373 1175 8607 13152 1174 20476 5715 2641 1709 4511 3626 392 545 457 2492 511 365 128 1088 782 1252 3776 282 273 1364 3919 1359 201 1326 919 10500 4861
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Tree=3
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Tree=4
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Tree=5
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Tree=6
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Tree=11
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Tree=12
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Tree=13
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Tree=22
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Tree=23
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Tree=24
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Tree=37
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Tree=38
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Tree=39
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Tree=40
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Tree=41
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Tree=46
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Tree=47
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Tree=48
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Tree=60
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Tree=61
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Tree=62
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Tree=67
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Tree=68
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Tree=69
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Tree=74
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Tree=75
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Tree=76
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Tree=81
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Tree=82
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Tree=83
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Tree=87
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Tree=88
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Tree=89
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Tree=90
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Tree=92
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Tree=93
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Tree=94
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Tree=95
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Tree=96
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Tree=97
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internal_weight=0 16528.5 15833 15661.3 15644.9 15624.6 15619.9 15551.4 15547.8 15492.9 15410.6 1315.15 14095.5 13633.3 462.176 13593.1 1302.68 1282.79 13576.8 13506.6 13470.4 13266.8 1271.52 1261.9 12675.5 12671.3 12623.4 11914.7 10376.6 9639.55 8673.33 1538.13 8477.17 2096.54 1980.42 6380.63 6368.12 6342.81 1958.57 6160.96 5990.73 5957.45
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Tree=98
num_cat=0
split_feature=2992 4190 3437 2997 1747 2247 446 4317 2346 3867 2472 3440 3476 2035 2580 2633 200 2756 3661 3020 1766 2902 2251 78 4015 1668 2222 3861 2167 2443 3848 3848 2159 2066 3848 4306 3602 2169 3164 4564 2222 2220
split_gain=26.4913 18.9777 16.3328 12.1338 12.0267 11.8889 11.8819 11.9481 11.2672 11.2455 11.127 11.0767 11.3376 11.0268 11.3398 14.4228 14.6148 11.2683 11.0111 11.0249 11.4964 13.4207 11.1668 11.1303 10.9965 10.9789 10.7786 10.6614 10.6468 11.0307 17.7541 12.8396 12.8007 12.0114 11.4298 11.2095 11.6899 11.1982 10.9886 11.65 11.3638 11.6896
threshold=1.0000000180025095e-35 0.18816679231988656 1.0000000180025095e-35 0.25642292255052529 0.45944982654243344 0.48896305784020483 0.35802701534370723 0.34144350919049704 0.46345470757331159 0.6229696825275739 0.21828605889229505 0.44575629914533038 0.35256675839986923 0.27404669932386516 0.081295004150891359 1.0000000180025095e-35 0.34290412714624446 0.5524604372667351 0.47612467506161493 0.27460020960619586 0.19094440001543453 0.34782478391781085 0.60145813622752964 0.36827062590307563 0.36954078543466307 0.33141403704927536 0.31523540606326489 0.42332388474435806 0.35622297396414332 0.22006448041383223 0.36703762568617931 0.41921592298704552 1.0000000180025095e-35 0.21639665491312235 0.41625400595121864 0.34666905754083371 0.38983852656730528 0.38317657149628803 0.33898674206645213 0.2358961778644281 0.3994466428232023 0.33202535376583647
left_child=1 2 3 4 9 8 7 24 -4 11 26 12 13 14 15 16 17 18 19 20 22 -22 23 27 25 -2 -3 28 29 31 33 32 34 -31 35 36 37 38 40 -40 41 -1
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internal_weight=0 15394 14714.7 12583.4 12415.5 2131.3 2284.99 2277.52 2124.64 12410.1 679.277 12405 12394.9 12371 12329.5 6436.68 6423.91 6360.67 6347.39 6338.36 6295.88 650.267 5645.62 5643.31 2243.76 2239.32 619.65 5616.02 5611.27 5581.87 199.227 5382.64 5269.47 195.65 5260.5 5256.36 5186.71 5181.6 5159.34 48.3156 5111.02 5033.07
internal_count=386840 367958 361021 339281 337853 21740 18882 18823 21675 337600 6937 337551 337370 334234 333561 228103 227709 225787 225633 225474 224439 14834 209605 209587 18635 18584 6556 208526 208402 208143 5999 202144 201503 5935 201420 201398 199790 199591 198633 1140 197493 196666

Tree=99
num_cat=0
split_feature=2992 4190 3437 1747 327 1942 3437 2755 3107 2128 2997 1917 3441 2472 2247 2239 4178 4015 3426 2461 2580 3803 3424 2317 2582 2607 1334 1972 1942 4300 2755 1674 2905 249 200 2443 415 1556 3752 144 3983 4661
split_gain=26.164 17.8708 14.7581 12.3426 11.9966 10.8308 10.5375 11.3587 10.5171 10.3254 10.8113 10.5633 10.4595 10.48 12.2328 10.8226 10.625 10.4453 10.3163 10.9557 11.8059 11.4107 10.301 10.786 10.2603 10.2414 10.1782 10.0902 10.0762 9.91774 9.86941 9.76965 11.3327 10.8452 10.5062 10.6044 10.6889 10.4943 10.4585 10.3971 9.90409 9.73736
threshold=1.0000000180025095e-35 0.18816679231988656 1.0000000180025095e-35 0.45944982654243344 0.32348002163549777 0.55238052987981467 0.15995678284997641 0.22825363656515374 1.0000000180025095e-35 0.23825665600450602 0.25642292255052529 0.51893179368814624 0.53850205280927099 0.29244147783254076 0.41802302239480582 0.43336430689591687 0.51284783930783229 0.41038595876540596 0.30276184017460217 0.29563444107845233 0.10583917105608769 0.31223317179240778 0.19809571448887903 0.40079474559606504 0.51753195766322146 0.44927686637216863 0.58216874801240792 0.42419742445765468 0.51837351281585298 0.44083980727447541 0.57705326894609443 1.0000000180025095e-35 0.49297979039599105 0.29510007190640347 0.24053666422685926 0.40617738005679466 0.26245511128273707 0.41054925315853968 0.46561459794674298 0.29124158398490124 0.28626054353823721 0.42721547306434987
left_child=1 2 3 8 -2 25 7 18 9 10 11 12 13 14 15 16 17 24 19 20 21 22 23 -3 29 26 27 28 31 30 41 33 38 34 35 36 37 39 40 -4 -33 -1
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leaf_weight=10736.11906044135 2276.4450097984518 456.77972819493152 1089.0449987449683 5.2659426164755123 3.9867518041282883 3.7380016958340994 27.522583026438951 27.334723182022572 5.4236683348426586 829.17450701887719 168.90221143432427 13.683463345281778 13.913853840902446 649.57673100693501 62.591565147275105 8.9550946695962903 14.116966943722216 18.900798062168178 24.266171704977751 41.552060032263398 3.7169231325387946 20.883178630843759 66.743157035321929 6.7755110673606387 2.2373254346603053 2.5182205224409691 2.7365256734192362 8.5818941039033216 2.9398652203381053 4.6311059009167357 5.5463597548659882 921.27503521398467 9.4020427395589632 17.508181727491319 13.895943792071192 4.1213337611407033 23.370916107669473 3.4163807816803446 8.5284821372479183 12.96283102640882 3.3729666555300346 4.0874800189631051
leaf_count=317388 18828 5320 8800 253 54 11 155 136 529 7706 1428 199 130 7087 955 851 701 1455 111 269 120 168 618 40 34 33 25 55 23 269 97 11882 65 157 184 30 167 32 56 155 65 199
internal_value=0 -0.000757439 -0.00113091 -0.00179708 0.00509717 0.0027968 0.00735272 0.00604009 -0.00176429 -0.00173357 -0.00212322 -0.00231079 -0.00236398 -0.00241742 -0.00279389 -0.00292424 -0.00297077 -0.00291282 0.00462318 0.00329701 0.00140557 0.00201646 0.000560267 -0.00213686 -0.00284624 0.00264413 0.00276616 0.00289313 0.00311761 -0.00286897 -0.00283681 0.00324927 -0.000610537 0.00637398 0.00698215 0.00752277 0.00782092 0.00854253 -0.00117185 0.00881921 -0.00169038 -0.00287193
internal_weight=0 15346.1 14670.5 12543.1 2280.43 2127.41 675.574 648.051 12537.9 12532.4 11703.3 11534.4 11520.7 11506.8 10857.2 10794.6 10785.6 10771.5 620.717 596.451 554.898 551.182 530.298 463.555 10752.6 2123.68 2121.16 2118.42 2109.84 10750.4 10745.8 2106.9 942.579 1164.32 1146.81 1132.92 1128.8 1105.42 933.176 1102.01 924.648 10740.2
internal_count=386840 367958 361021 339281 18882 21740 6937 6782 339028 338499 330793 329365 329166 329036 321949 320994 320143 319442 6646 6535 6266 6146 5978 5360 317987 21729 21696 21671 21616 317953 317684 21593 12068 9525 9368 9184 9154 8987 12003 8955 11947 317587

end of trees

feature_importances:
Column_2755=143
Column_3437=142
Column_3424=134
Column_2992=132
Column_2461=127
Column_2472=124
Column_3803=116
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Column_3713=1
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Column_4588=1
Column_4631=1
Column_4641=1
Column_4661=1
Column_4664=1
Column_4978=1

parameters:
[boosting: gbdt]
[objective: lambdarank]
[metric: ndcg]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.051]
[num_leaves: 43]
[num_threads: 8]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 499]
[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: 3]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 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]
[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: 10]
[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