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Column_4992 Column_4993 Column_4994 Column_4995 Column_4996 Column_4997 Column_4998 Column_4999
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[0:0.74286108939774498] [0:0.63579803067084961] [0:0.64263003405667019] [0:0.82059505599529436] none [0:0.62681603676320163] [0:0.69284320409108002] [0:0.76787593892300832] [0:0.73238725800761562] [0:0.87712179841157023] [0:0.72282646000266693] [0:0.68057443329251888] none [0:0.48163772436026131] [0:0.70189527321801293] none [0:0.6450962102811405] [0:0.59922421002290627] [0:0.68019987734259424] [0:0.59902517646992615] [0:0.82570406979229005] [0:0.82542078060386948] [0:0.67458650220815453] [0:0.78720427765990664]
tree_sizes=3587 3610 3606 3616 3614 3605 3627 3588 3610 3599 3619 3624 3642 3615 3640 3642 3589 3601 3620 3632 3610 3606 3586 3595 3634 3620 3627 3585 3616 3616 3569 3613 3631 3615 3585 3644 3624 3642 3631 3595 3628 3607 3611 3650 3631 3567 3619 3583 3623 3576 3641 3630 3649 3591 3621 3603 3615 3610 3595 3604 3582 3590 3612 3568 3610 3593 3555 3614 3581 3598 3554 3612 3624 3581 3637 3600 3530 3615 3570 3611 3539 3563 3576 3560 3585 3598 3589 3561 3586 3567 3577 3585 3557 3544 3576 3567 3588 3512 3608 3589

Tree=0
num_leaves=31
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 3860 2756
split_gain=3148.51 1346.72 1196.71 1362.03 1436.43 833.091 709.285 588.731 495.612 445.031 457.193 381.801 427.173 291.272 294.515 263.709 226.671 165.359 145.97 134.098 127.215 111.527 91.368 91.3639 88.4573 87.9471 79.8216 80.1006 77.3129 76.8711
threshold=0.18212484916498109 0.25014723108425591 0.24765054942982798 0.27569986815091968 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.26841296278696486 0.26587421210116019 0.32658570189978958 0.22934011245443156 0.22448102442452642 0.19138737312695611 0.2933682887668464 0.26060234644619623 0.34174365501349641 1.0000000180025095e-35 0.33792924282920672 0.1592280349418945 0.34282851177513168 0.21414992161379662 0.27544968514853801 0.43380327937561103 1.0000000180025095e-35 1.0000000180025095e-35 0.37806395972802576 0.34794916901243561 0.5364888758992451 0.35950251292302532 0.52598170315700388
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 7 -6 8 9 10 11 12 13 14 16 -10 17 18 19 21 -2 22 23 24 26 -8 27 28 29 -1
right_child=20 -3 -4 -5 6 -7 25 -9 15 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.12847156637911736 0.11566750526227008 0.12297784836177612 0.086909729086869766 0.10597134150975113 0.12143257675285724 0.076690088619832578 -0.059461644722711073 0.071644436313329715 0.045875657687791054 0.13971136046254382 0.01972829887104359 -0.0093321346344344067 -0.027968277978355667 0.10088617176738024 0.021408822594052881 -0.14539126457092583 0.050217018618047594 -0.0036455058035138655 -0.059945350239230345 0.10819376860986396 0.17793951480239151 0.052640569512179249 0.076993973675276689 0.073449926954626918 -0.011969490586970085 0.041039435660133392 0.091084791261799636 0.14860348324478895 0.10706323710184279 0.095687397513783842
leaf_weight=4423.8742540748208 1069.7868376904516 654.50142599944957 893.2520523845451 658.31752260611393 735.41016822314123 449.27112163224956 361.26832901861053 313.0047987466678 518.65448271890637 95.43210151058156 453.9609256235708 628.61645802028943 924.72593524868716 70.334021026035771 181.39366827526828 83.721109134727158 88.870585524186026 140.09480979735963 458.76674304076005 25.820864177541807 473.15920002007624 36.978991860756651 23.022330839419737 23.618544025812298 69.722537894267589 114.722592657723 16.95514355506748 10.574003541842101 14.072782648028804 15.351663129404185
leaf_count=207452 15276 8088 17278 9646 9585 6845 8677 5813 12004 1332 8310 16940 21945 955 5489 2328 1727 3608 12212 406 3443 1409 574 601 1875 2179 213 129 259 242
internal_value=0 -0.0166556 -0.024381 -0.0334708 -0.042402 -0.0560666 0.0598722 -0.0629878 -0.0680622 -0.074894 -0.0775864 -0.0837626 -0.0909341 -0.101333 -0.103905 0.0192924 -0.108156 -0.110832 -0.113766 -0.119064 0.134764 -0.12033 -0.121722 -0.122722 -0.12374 -0.035239 -0.125479 -0.126302 -0.126955 -0.127696
internal_weight=0 12484.3 11829.8 10936.6 10278.2 9066.84 1211.4 8617.57 8304.56 7702.19 7606.75 7152.79 6524.18 5599.45 5529.12 602.376 5347.72 5258.85 5118.76 4659.99 1542.95 4634.17 4597.19 4574.17 4550.55 475.991 4480.83 4463.87 4453.3 4439.23
internal_count=386840 368121 360033 342755 333109 312668 20441 305823 300010 285678 284346 276036 259096 237151 236196 14332 230707 228980 225372 213160 18719 212754 211345 210771 210170 10856 208295 208082 207953 207694
is_linear=0
shrinkage=0.1

Tree=1
num_cat=0
split_feature=2992 2580 3437 2755 3426 3424 2461 2992 3011 2128 2152 2755 3437 1674 2461 3848 3426 2997 2472 3803 1674 3424 2652 4249 2220 2128 2560 2997 2674 4527
split_gain=4426.51 1504.23 1160.98 867.131 727.285 717.105 708.021 587.873 548.092 514.532 450.968 500.958 419.365 472.409 415.614 424.145 408.438 376.376 343.125 371.013 332.868 313.925 260.745 255.557 246.348 232.371 223.063 222.77 215.321 210.528
threshold=0.27614922373640288 0.077865832988031528 0.19675095239923718 0.36474016647079804 0.36007819077126335 0.24019970918459138 0.30516177752859591 1.0000000180025095e-35 0.19004458869797716 0.4046156946479183 0.20369593093593683 0.22864734720147492 0.30034997099960997 0.3381526325835803 1.0000000180025095e-35 0.36436180122901524 0.21157398095156907 0.37539654039219478 0.25897447067100438 0.38316789024223802 0.23544514392788501 0.27734135997889747 0.42053814996924826 0.19764182950612758 0.25467530922192055 1.0000000180025095e-35 0.39995048573867564 0.5097275491945471 1.0000000180025095e-35 0.2899618365338833
left_child=1 2 7 4 6 -2 9 8 10 12 11 14 18 -14 15 16 17 23 19 21 -4 22 26 24 25 28 27 -3 29 -1
right_child=5 3 20 -5 -6 -7 -8 -9 -10 -11 -12 -13 13 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.080536191285969588 0.062140592257984066 -0.061579505657182856 0.04939063578228358 0.068563766431846349 0.057931899498156129 0.14225182104259268 0.039904626383030828 0.027646755537985845 0.042049787441782352 0.043079710203987168 0.013804326976469133 0.023259891545229616 0.056154708847186374 -0.037183033452596916 -0.0024448766469141285 0.068737635570463237 0.0089724982584938797 0.04577454830777359 0.013713922287136219 0.021673962589411747 -0.032274236930279081 0.0036921064143744017 0.062420466825998215 0.0018652884991373344 0.044451726106064335 -0.010381346387759161 0.013197639439976908 0.098549346697278967 0.069203412475487086 0.044257780598595753
leaf_weight=10797.730027399259 3572.5773247638717 6232.4721911037341 2181.686754044611 2144.9184603625908 2048.6990586547181 1625.8822469431907 2916.4463675688021 1272.9182836264372 731.05126658937661 1420.0773306638002 1159.1873033249285 862.68350922362879 1357.8330476754345 902.78520036581904 1360.7131935765501 249.53369254805148 747.02367427153513 288.37563749402761 1636.5208109379746 995.15906285075471 647.17436240660027 1225.4209761116654 196.32244093902409 478.02314337273128 176.72132872603834 538.67079840227962 454.31602797075175 88.107576550915837 98.954572711139917 136.89700602227822
leaf_count=174302 10764 81334 6174 6307 6347 3023 11563 5048 4298 3541 6544 2879 3365 5838 8528 904 3264 908 10023 5233 4279 8847 1008 4203 1222 1583 3436 204 400 1471
internal_value=0 -0.0104573 -0.0290394 0.00821787 0.00157126 0.0871964 -0.00505502 -0.0379828 -0.0427226 -0.0140923 -0.0463908 -0.0508252 -0.0202952 0.01888 -0.0551225 -0.0604274 -0.0628577 -0.0671451 -0.0284737 -0.0359849 0.0307077 -0.0429853 -0.0511904 -0.0698083 -0.0727245 -0.0745139 -0.0544826 -0.0593473 -0.0776449 -0.0789738
internal_weight=0 43346.4 21727.3 21619.1 19474.2 5198.46 17425.5 18898.5 17625.6 14509 16894.5 15735.3 13088.9 2260.62 14872.6 13511.9 13262.4 12515.4 10828.3 9191.8 2828.86 8196.64 6971.22 12227 11749 11572.3 6774.9 6320.58 11033.6 10934.6
internal_count=386840 373053 226007 147046 140739 13787 134392 215554 210506 122829 206208 199664 119288 9203 196785 188257 187353 184089 110085 100062 10453 94829 85982 183181 178978 177756 84974 81538 176173 175773

Tree=2
num_cat=0
split_feature=2992 2128 3437 3426 2461 3424 3803 3011 2755 2220 2997 3848 1674 3664 3424 2472 2560 3435 2926 3973 1732 3803 2132 2652 2878 2238 4114 3824 2560 2222
split_gain=2706.44 1567.21 987.196 1053.7 1148.15 795.316 612.16 626.822 441.434 460.035 438.627 398.499 386.418 351.386 336.599 443.037 335.088 282.735 270.28 259.904 223.42 223.261 214.844 177.543 212.978 172.015 171.379 174.94 165.061 172.928
threshold=0.24410654690767689 1.0000000180025095e-35 0.22398635142845238 0.21157398095156907 1.0000000180025095e-35 0.21574404132319411 0.25888042333988098 0.3219235717833131 0.32395013868761702 0.26144356492709292 0.33482457940452187 0.29986421704203187 0.23544514392788501 0.20161970684433975 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.2027118401227038 0.34628335387157821 0.37391767314517549 0.27878177031457585 0.35478097868877151 0.23962554654319715 0.1887394443170512 0.2295876221162175 0.27570855649770259 0.19916685451345603 0.26060234644619623 0.25127156652224009
left_child=1 2 3 4 6 -2 7 8 9 10 11 13 -4 14 15 16 17 18 22 -8 28 -14 25 24 -15 26 27 -1 29 -6
right_child=5 -3 12 -5 20 -7 19 -9 -10 -11 -12 -13 21 23 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.089409398202168366 0.04207336290573014 0.0666224318591149 0.048536723525923781 0.03890433111516492 -0.0047714934428656911 0.12712732937290117 0.023737730365883145 0.0522114951147888 0.013383417077547369 0.044385170432161614 0.052949132126534654 0.049813866950569878 -0.020482176681222514 -0.038275564116629718 -0.020604349076390055 -0.026299963459747683 0.0027045891776272565 0.03457594324951322 -0.027772824672962465 -0.10623233953885119 0.07675670781775952 0.085013559913168432 0.01265333817755082 0.063865092373854737 0.13812979082042109 0.030324001399251184 -0.010489241480961965 -0.037897561878482103 0.086260299738979432 0.066694218027259999
leaf_weight=9533.8541148258373 4371.2992661502212 2524.7787701319903 3056.4333091769367 2645.410456948448 2293.9050923613831 1468.7887133024633 2137.192757319659 717.908946064068 1316.8721758127213 544.17868620436639 414.92395083326846 384.80505315307528 1737.9763560674619 817.11766044376418 2287.0309454665985 2893.2824839462992 610.41125133563764 238.62694569351152 1086.1292241638293 165.79640462156385 684.76303115673363 226.78228897228837 244.26813355716877 314.68603173131123 74.696583486162126 134.15801185462624 310.94882922014222 708.26631496136542 281.47297211177647 397.21786374505609
leaf_count=191543 13472 8253 8648 9967 14597 3410 13165 4320 4693 3012 1318 1407 10384 6091 22609 25275 5617 1746 11488 2303 2679 793 2534 1389 267 1569 4121 7745 1056 1369
internal_value=0 -0.0095565 -0.014861 -0.0214764 -0.0270628 0.0634645 -0.0347374 -0.0397355 -0.0427477 -0.0463364 -0.0487983 -0.050948 0.0262948 -0.0529619 -0.0564549 -0.0616574 -0.0696081 -0.0732095 -0.0753498 0.0143809 0.0252605 -0.00830533 -0.0800769 -0.000713107 -0.0235002 -0.0821964 -0.0836268 -0.0858472 0.013398 0.00577706
internal_weight=0 38783.9 36259.1 31237.9 28592.5 5840.09 24935.2 22632.2 21914.3 20597.4 20053.2 19638.3 5021.19 19253.5 18047 15759.9 12866.7 12256.3 12017.6 2302.99 3657.36 1964.76 10931.5 1206.5 891.814 10687.2 10553.1 10242.1 2972.6 2691.12
internal_count=386840 369958 361705 341880 331913 16882 312212 296744 292424 287731 284719 283401 19825 281994 274247 251638 226363 220746 219000 15468 19701 11177 207512 7747 6358 204978 203409 199288 17022 15966

Tree=3
num_cat=0
split_feature=2992 2580 3437 3424 2755 3426 2461 2128 3437 3011 3664 2997 3803 2755 1674 1674 3011 2472 3848 2461 2840 3664 2992 3426 2674 2560 3735 2997 3973 3733
split_gain=2305.07 904.095 757.201 583.22 506.514 375.694 472.863 359.932 305.882 273.26 269.392 265.36 264.3 260.877 252.102 214.657 214.436 193.096 191.501 194.574 180.602 183.971 153.261 151.683 152.246 141.415 143.883 140.751 134.32 132.65
threshold=1.0000000180025095e-35 0.074544412703218474 1.0000000180025095e-35 0.21414992161379662 0.34845327202959925 0.34615452965123689 0.29281442803086283 0.36364478622638613 0.29223611591086524 0.36655089853192241 0.27011456916193194 0.48807419830319165 0.29600690539468139 1.0000000180025095e-35 0.33369551162326794 0.19150701793917943 0.19004458869797716 0.23922691073282704 0.37114203651341443 0.20382748098340797 0.450588276284344 0.34500368463634939 0.33181772208052135 1.0000000180025095e-35 1.0000000180025095e-35 0.37153862967173218 0.39264117768928392 0.25342441562208401 0.38154921459618024 0.49559156851046043
left_child=1 2 10 22 5 6 7 8 9 11 13 12 17 16 -10 -4 18 20 19 23 21 25 -2 24 27 26 29 -1 -14 -3
right_child=3 4 15 -5 -6 -7 -8 -9 14 -11 -12 -13 28 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.061325047940084025 0.029054460768533782 -0.06072130663576647 0.044732127301215556 0.11813355208931189 0.051232090312920732 0.040317500208135654 0.033169132438792791 0.034390606164483639 0.039972752735048439 0.054294504857506157 0.019323184156851969 0.10436937021953521 0.011118697058064177 0.025992175720609939 -0.027071256317813104 -0.029052124159852696 0.020347473274219555 -0.0083025318251303912 0.035044894739733559 -0.00074115048326462373 0.051547287028513536 0.013220005482124115 0.069212404085551987 0.00034230589050148765 0.083211607121569567 0.0010675674412139375 0.049387319236517263 0.015707220580515668 -0.1029539584080818 0.10940898163851794
leaf_weight=8535.0692736761994 3012.4760291283019 5513.1243279540213 1577.1363012813963 1292.2325115073472 2015.0415148329921 1937.0005436167121 2604.8379056258127 1443.3783507514745 1467.4416406080127 415.59166415827349 749.12874929443933 148.46422611922026 1716.5307302834699 528.51971341390163 907.84720624564216 525.72462209919468 466.47321794601157 1776.9757878754754 264.33120329352096 710.52538147999439 187.10182743240148 455.68237866507843 1388.3508492782712 469.80916791642085 75.732541713863611 454.06072214385495 124.51303218584508 243.97535313363187 109.8276052470319 46.213585089892149
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Tree=4
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Tree=6
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Tree=7
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Tree=8
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Tree=12
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Tree=16
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Tree=17
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Tree=18
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Tree=23
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Tree=24
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Tree=25
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Tree=26
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Tree=27
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Tree=28
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Tree=31
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Tree=32
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Tree=33
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Tree=37
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Tree=38
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Tree=46
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Tree=47
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Tree=48
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Tree=49
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Tree=50
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Tree=51
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Tree=52
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Tree=53
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Tree=55
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Tree=56
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Tree=57
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Tree=58
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Tree=60
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Tree=61
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Tree=62
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Tree=63
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Tree=65
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Tree=66
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Tree=67
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Tree=68
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Tree=70
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Tree=71
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Tree=72
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Tree=73
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Tree=75
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Tree=76
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Tree=77
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Tree=78
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Tree=88
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Tree=97
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Tree=98
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left_child=1 2 5 4 7 8 -7 -4 9 12 11 -11 13 14 15 16 17 20 19 -19 21 23 -23 24 25 26 27 29 -25 -1
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leaf_value=-0.0029743253552324319 0.12325604504093311 0.1041686450405675 0.0090918322377589785 0.055272229771326245 -0.16464940647057869 -0.050173292812671258 0.07612552990513928 -0.15925982659105056 0.077551256284189116 0.035011158141981372 -0.049869090554233615 -0.19776026820367087 0.14666691484227612 0.054211977138304668 -0.065087961636417224 0.11880172509316744 0.059264003722726735 0.0038746594473197354 0.092176092198202567 0.13222961980906112 0.041758495442954305 0.0057372914222510868 -0.070296005744477155 0.0088039031024316882 -0.16902069159953581 -0.037009715356942245 -0.076501885318106103 -0.19464831757140588 0.089427278551856115 0.023956808771951381
leaf_weight=10786.868786255804 5.5105504167731842 6.4087004946777588 569.97252193914028 34.109642846044153 2.3424583021551362 45.492401419940506 5.0701874724472864 2.4586545042693606 11.067576896399258 118.88942891987972 18.350140790338628 1.3334967754781235 3.0939309932291499 22.27319980924949 18.970722263096832 5.0479418045142657 19.506536205502925 1899.4289316593495 12.413657568395136 4.8683946616947642 38.710024954401888 1448.6596527452493 15.510256869543808 414.75851748589776 3.5583174653002052 78.565700806066161 16.879451114102267 2.2543013452959704 13.10835254145786 114.76417088380549
leaf_count=321342 77 252 7270 283 13 1842 131 33 115 2429 505 10 48 1089 754 139 878 17715 86 19 266 19073 296 6849 63 1769 1031 137 111 2215
internal_value=0 -4.31661e-05 -8.56285e-05 0.0103307 0.00766362 -0.000505108 -0.0375086 0.00836874 -0.000380945 -0.000438226 0.0215312 0.0324293 -0.000642282 -0.000672837 -0.000754916 -0.000672868 -0.000713427 -0.00079221 0.00477257 0.0042028 -0.00161689 -0.0017471 0.00493185 -0.00260261 -0.00314222 -0.00308856 -0.00284452 -0.0027305 0.0112739 -0.00269081
internal_weight=0 15734.7 15728.3 608.883 574.774 15119.4 50.5626 572.431 15068.9 15057.8 138.573 120.223 14919.2 14916.1 14893.9 14874.9 14869.9 14850.3 1916.71 1904.3 12933.6 12894.9 1464.17 11430.8 11002.9 10999.3 10920.8 10903.9 427.867 10901.6
internal_count=386840 386763 386511 7599 7316 378912 1973 7303 376939 376824 2944 2439 373880 373832 372743 371989 371850 370972 17820 17734 353152 352886 19369 333517 326557 326494 324725 323694 6960 323557

Tree=99
num_cat=0
split_feature=4310 1914 3437 3848 4095 2678 4095 1952 2755 4015 2366 2366 3664 2718 2246 2162 1732 954 2992 4114 4115 3426 678 249 2128 2285 2560 415 4430 4116
split_gain=9.3731 7.35694 7.43686 8.72615 7.92843 10.5291 8.88675 7.62094 7.49469 8.82041 8.43125 7.91154 7.64893 9.54986 8.21477 7.64016 7.70378 8.32828 8.0592 8.5287 11.2942 8.65198 9.03533 8.58877 8.55186 9.34381 8.30893 9.88027 8.72836 10.6513
threshold=0.39544679302236102 0.43380327937561103 1.0000000180025095e-35 0.49067086467453841 0.38928312944803739 0.54133992992002822 0.43681294820064798 0.51393800767274778 0.2843368183361456 0.20429974298258938 0.34799693665001358 0.61012264241688541 0.27556853902048034 0.36133960824082995 0.49043553079808394 0.30729163254589026 0.36898401274124143 0.59443327723995909 0.27444434038151216 0.42326061065661452 0.36984221083011687 0.34698288238189007 0.60563612214947404 0.50633475652166793 0.36281093289456812 0.47526740538383755 1.0000000180025095e-35 0.28973282451905719 0.37067288402639004 0.49466562489487992
left_child=1 2 4 -4 5 7 -6 8 9 10 12 -12 14 -14 15 16 17 18 19 21 -21 22 24 -23 26 -26 28 -28 29 -1
right_child=-2 -3 3 -5 6 -7 -8 -9 -10 -11 11 -13 13 -15 -16 -17 -18 -19 -20 20 -22 23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0068325025930102996 0.113666977855513 0.041325424637700919 0.0053406557501643331 0.11891462862896206 0.084342519642843977 0.10334309716461686 -0.027270761853315686 0.075113491001611521 0.0076159199938670794 -0.050570038496388005 0.061641903591255813 -0.082752151715999145 0.0096819902981923073 -0.16853705459017043 0.11635962562510223 0.048729726908168819 0.013503837137319742 -0.20216329867277416 0.0039805617452901053 0.045000828169052341 -0.043287317350992227 0.0055533977308897566 -0.19645274816078892 0.18292520916884214 0.010807204004904335 -0.11287641827686623 0.0056143960474336748 0.09777610184660418 0.015820461504883129 0.10487550377736357
leaf_weight=8488.8223407444639 7.2512693881290025 42.852252360899001 1862.71183581675 6.7896152026951304 22.076975501026027 9.6484300547745061 10.539095171028746 13.087996819813268 895.28468503046315 37.048156535151065 33.662611296065734 4.2766483757441156 633.82245226293162 3.021021098829805 5.8210365236736825 29.08241476333933 290.40532727882965 2.0988604651065534 1470.1107329328661 70.691225729126018 18.225030260160565 737.95827263477258 2.4646783510688683 2.740130328340455 414.12981141684577 6.1994440415874115 397.62451081248582 11.982918340712784 175.3355983375659 8.5441904463805241
leaf_count=300378 252 592 22163 24 668 110 579 423 8234 3181 803 169 8399 50 154 425 4297 59 13009 1223 497 6502 36 27 4577 51 6696 104 3007 151
internal_value=0 -5.24751e-05 -0.000165672 0.00575313 -0.000967806 -0.00108452 0.0482774 -0.00115778 -0.00123044 -0.00184706 -0.00170612 0.0453653 -0.00184598 0.00883657 -0.00240672 -0.00246373 -0.00258681 -0.00298257 -0.00294716 -0.00393263 0.0269045 -0.00420024 -0.00501144 0.00620956 -0.00496179 0.00898299 -0.00560715 0.00831055 -0.00626448 -0.00672018
internal_weight=0 15707.1 15664.2 1869.5 13794.7 13762.1 32.6161 13752.4 13739.4 12844.1 12807 37.9393 12769.1 636.843 12132.2 12126.4 12097.3 11806.9 11804.8 10334.7 88.9163 10245.8 9505.1 740.698 9502.64 420.329 9082.31 409.607 8672.7 8497.37
internal_count=386840 386588 385996 22187 363809 362562 1247 362452 362029 353795 350614 972 349642 8449 341193 341039 340614 336317 336258 323249 1720 321529 315000 6529 314964 4628 310336 6800 303536 300529

end of trees

feature_importances:
Column_2992=104
Column_3437=92
Column_3011=82
Column_2128=79
Column_2755=75
Column_3424=74
Column_2461=73
Column_2472=72
Column_2997=64
Column_3848=63
Column_3803=62
Column_3426=55
Column_1674=48
Column_2580=45
Column_2560=38
Column_3664=36
Column_2674=34
Column_4114=31
Column_3435=30
Column_2926=29
Column_2238=27
Column_4116=27
Column_2905=26
Column_1766=25
Column_3476=25
Column_2220=24
Column_3430=24
Column_3659=24
Column_3752=24
Column_3973=24
Column_2222=22
Column_2964=21
Column_1914=20
Column_4249=20
Column_2152=19
Column_4115=19
Column_1732=18
Column_2167=18
Column_2652=18
Column_2840=18
Column_2282=17
Column_3133=17
Column_3441=17
Column_4190=17
Column_2247=16
Column_2312=16
Column_2595=16
Column_4015=16
Column_4317=16
Column_2162=15
Column_2878=15
Column_3860=15
Column_2132=14
Column_2194=14
Column_2756=14
Column_3824=14
Column_3867=14
Column_4527=14
Column_1635=13
Column_1645=13
Column_1808=13
Column_2443=13
Column_2702=13
Column_3440=13
Column_4437=13
Column_2159=12
Column_2678=12
Column_3733=12
Column_3735=12
Column_2007=11
Column_2115=11
Column_2309=11
Column_2322=11
Column_1682=10
Column_3343=10
Column_1917=9
Column_2035=9
Column_2246=9
Column_2434=9
Column_2767=9
Column_3197=9
Column_3928=9
Column_4398=9
Column_4849=9
Column_144=8
Column_1668=8
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Column_1952=8
Column_2066=8
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Column_3436=7
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Column_3663=7
Column_3796=7
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Column_4322=7
Column_4552=7
Column_4643=7
Column_200=6
Column_249=6
Column_1706=6
Column_1830=6
Column_2037=6
Column_2317=6
Column_2346=6
Column_2366=6
Column_2370=6
Column_2493=6
Column_3143=6
Column_3164=6
Column_3418=6
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Column_4095=6
Column_4309=6
Column_4372=6
Column_4474=6
Column_4559=6
Column_4564=6
Column_78=5
Column_660=5
Column_1833=5
Column_2111=5
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Column_4330=5
Column_4422=5
Column_4430=5
Column_4438=5
Column_1738=4
Column_1881=4
Column_1942=4
Column_2146=4
Column_2189=4
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Column_2582=4
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Column_2704=4
Column_2737=4
Column_2866=4
Column_3111=4
Column_3434=4
Column_3772=4
Column_3998=4
Column_4196=4
Column_4550=4
Column_4555=4
Column_4845=4
Column_108=3
Column_415=3
Column_1074=3
Column_1661=3
Column_1687=3
Column_1958=3
Column_2038=3
Column_2399=3
Column_2433=3
Column_2459=3
Column_2552=3
Column_2565=3
Column_2675=3
Column_2928=3
Column_3053=3
Column_3107=3
Column_3128=3
Column_3140=3
Column_3552=3
Column_3782=3
Column_3838=3
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Column_3970=3
Column_4030=3
Column_4155=3
Column_4166=3
Column_4251=3
Column_4542=3
Column_4641=3
Column_175=2
Column_201=2
Column_582=2
Column_772=2
Column_1062=2
Column_1217=2
Column_1246=2
Column_1665=2
Column_1763=2
Column_1779=2
Column_1818=2
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Column_1856=2
Column_1898=2
Column_1902=2
Column_2069=2
Column_2101=2
Column_2145=2
Column_2240=2
Column_2241=2
Column_2251=2
Column_2258=2
Column_2281=2
Column_2284=2
Column_2285=2
Column_2289=2
Column_2378=2
Column_2405=2
Column_2417=2
Column_2561=2
Column_2566=2
Column_2687=2
Column_2718=2
Column_2881=2
Column_2902=2
Column_2922=2
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Column_3327=2
Column_3602=2
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Column_3864=2
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Column_3983=2
Column_4080=2
Column_4178=2
Column_4247=2
Column_4300=2
Column_4377=2
Column_4504=2
Column_4544=2
Column_4664=2
Column_4700=2
Column_4978=2
Column_0=1
Column_65=1
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Column_189=1
Column_208=1
Column_255=1
Column_269=1
Column_295=1
Column_352=1
Column_373=1
Column_390=1
Column_601=1
Column_638=1
Column_678=1
Column_716=1
Column_733=1
Column_825=1
Column_911=1
Column_923=1
Column_954=1
Column_1120=1
Column_1167=1
Column_1193=1
Column_1203=1
Column_1218=1
Column_1273=1
Column_1295=1
Column_1334=1
Column_1350=1
Column_1425=1
Column_1556=1
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Column_1616=1
Column_1628=1
Column_1637=1
Column_1639=1
Column_1666=1
Column_1670=1
Column_1713=1
Column_1723=1
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Column_1962=1
Column_1972=1
Column_1997=1
Column_2025=1
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Column_2090=1
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Column_2161=1
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Column_2217=1
Column_2255=1
Column_2332=1
Column_2411=1
Column_2425=1
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Column_2469=1
Column_2529=1
Column_2581=1
Column_2635=1
Column_2671=1
Column_2698=1
Column_2760=1
Column_2761=1
Column_2911=1
Column_2981=1
Column_3090=1
Column_3105=1
Column_3108=1
Column_3195=1
Column_3210=1
Column_3256=1
Column_3267=1
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Column_3302=1
Column_3396=1
Column_3400=1
Column_3481=1
Column_3516=1
Column_3560=1
Column_3581=1
Column_3594=1
Column_3634=1
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Column_3698=1
Column_3773=1
Column_3826=1
Column_3886=1
Column_3924=1
Column_3930=1
Column_3953=1
Column_3976=1
Column_3989=1
Column_3992=1
Column_4027=1
Column_4084=1
Column_4121=1
Column_4122=1
Column_4187=1
Column_4279=1
Column_4302=1
Column_4418=1
Column_4429=1
Column_4462=1
Column_4468=1
Column_4521=1
Column_4548=1
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Column_4587=1
Column_4631=1
Column_4661=1
Column_4662=1
Column_4665=1
Column_4682=1
Column_4730=1
Column_4744=1
Column_4751=1
Column_4800=1
Column_4807=1
Column_4856=1
Column_4927=1
Column_4994=1

parameters:
[boosting: gbdt]
[objective: lambdarank]
[metric: ndcg]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 8]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 400]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[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: 17869]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: 1]
[saved_feature_importance_type: 0]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 175]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 16083]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: 1,2,3,4,5]
[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