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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 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55
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Tree=1
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Tree=2
num_cat=0
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split_gain=3971.01 1453.37 918.489 630.773 463.412 491.004 414.659 367.761 346.023 185.342 144.802 119.393 113.594 62.0545 15.9321
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Tree=3
num_cat=0
split_feature=28 18 28 47 17 38 18 28 21 28 7 55 1 6 4
split_gain=2348.32 1851.39 1354.84 752.045 594.808 505.203 169.016 135.77 94.8684 127.314 81.3382 73.1813 62.074 54.7911 20.1442
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Tree=4
num_cat=0
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Tree=5
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Tree=6
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Tree=7
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Tree=139
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Tree=141
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Tree=142
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split_feature=48 22 7 7 16 5 0 26 25 0 17 14 51
split_gain=38.6027 26.1721 44.2191 44.3819 28.6586 26.7773 21.7304 17.4443 12.4922 9.2139 8.58272 7.62564 7.22879
threshold=-2.5940562486648555 -0.55687132477760304 -0.0074352615047246209 -0.078755598515272127 0.0033902141731232409 1.3301177024841311 -0.027736733667552468 -1.0173467993736265 -0.84910756349563588 -0.026700210757553574 3.7556935548782353 0.027551462873816494 -0.19827969372272489
left_child=8 2 3 -2 -4 6 -3 -7 10 -10 12 -11 -1
right_child=1 5 4 -5 -6 7 -8 -9 9 11 -12 -13 -14
leaf_value=-0.02901321033090223 0.00046374373773070294 0.0048330963952657544 0.0037585040328160322 -0.0022076366088815808 4.0653677748237739e-05 0.0047875478542739654 0.000686718348132511 -0.0034749629783104299 0.05968476574303392 -0.011742764661444053 0.043514172634375514 0.0044169121975303031 0.0022032774174607149
leaf_weight=114.24769239127636 16203.964183792472 2482.3871783167124 4286.1498716920614 39606.150514222682 36308.953384719789 534.28872486203909 39915.25242330879 4082.8984579592943 3.6691846251487723 296.47364205867052 3.4435854852199546 66.017559565603733 15.587613664567469
leaf_count=1041 65227 10030 17549 172206 148803 2178 163709 16700 16 2116 22 377 104
internal_value=-0.000282513 -0.000240955 -0.000646603 -0.00143203 0.000433195 0.000590838 0.000929489 -0.00251885 -0.0122164 -0.00811347 -0.0234884 -0.00879973 -0.0252655
internal_weight=143919 143420 96405.2 55810.1 40595.1 47014.8 42397.6 4617.19 499.439 366.16 133.279 362.491 129.835
internal_count=600078 596402 403785 237433 166352 192617 173739 18878 3676 2509 1167 2493 1145

Tree=143
num_cat=0
split_feature=48 23 23 6 6 29 48 28 25 0 17 14 51
split_gain=35.6816 31.551 81.0518 78.2464 26.7987 32.4814 29.6672 23.5342 11.8227 8.3546 7.90563 7.0514 6.8692
threshold=-2.5940562486648555 -0.0014371092547662554 -0.001615132321603596 -0.0032315314747393127 0.66048380732536327 -0.26105561852455134 -0.70983687043189991 1.1506123542785647 -0.84910756349563588 -0.026700210757553574 3.7556935548782353 0.027551462873816494 -0.19827969372272489
leaf_value=-0.02834501577039213 0.00013429556570798747 0.0041546067207239813 -0.0059360626375154612 -0.00093853097667717406 -0.010810297452539646 -0.00036021222806679131 0.00073483343393413727 -0.017235052168386691 0.056285061153491578 -0.011317957089901706 0.040659996863585707 0.0042179557806558115 0.002105869690417591
leaf_weight=111.96283679828048 59151.812262296677 5534.0611911416054 9369.598054908216 15174.684668920934 563.61855383217335 22695.207730963826 30771.157177180052 144.58689650893211 3.7222741991281501 294.42041789740324 3.5249703973531714 66.155766941606998 15.606918126344679
leaf_count=1041 241185 23220 45256 64336 2732 94177 124859 637 16 2116 22 377 104
internal_value=-0.000270424 -0.000230627 -0.000768226 -0.0028463 0.000526082 -0.000613443 0.00125611 9.19426e-05 -0.0117908 -0.00780593 -0.0228644 -0.00846755 -0.0246196
internal_weight=143900 143405 83840.7 24544.3 59564 23258.8 36305.2 59296.4 495.393 364.298 131.095 360.576 127.57
internal_count=600078 596402 351414 109592 244988 96909 148079 241822 3676 2509 1167 2493 1145

Tree=144
num_cat=0
split_feature=34 6 35 25 22 38 6 17 9 7 45 45 46 29 24
split_gain=34.1579 114.361 26.1807 21.9433 20.3839 38.5965 24.4303 17.4775 16.3762 12.6813 12.4054 11.2159 9.1471 8.27648 7.20692
threshold=1.3778149485588076 -0.0032315368298441167 -1.6251586079597471 -1.1251584887504575 -0.55687132477760304 1.0000000180025095e-35 1.2230692505836489 0.44597697257995611 0.43825286626815801 -0.0047280853614211074 -0.027987113222479817 0.012899439316242935 -0.044374084100127213 -0.21431481838226316 -0.81796109676361073
left_child=2 3 10 14 5 -4 -6 -5 9 -3 12 -10 -1 -12 -2
right_child=1 8 4 7 6 -7 -8 -9 11 -11 13 -13 -14 -15 -16
leaf_value=0.015965684712966544 0.0062439955785979452 -0.005171216808469126 -0.00058329951313428985 -0.015839375449214006 0.0010151484459128321 0.0045982355555976495 -0.0023439104621318018 0.0026867409062914329 0.010199162455317313 -0.00021173281520161247 -0.0019971317215074398 -0.0019148530925632839 -0.018781132853630166 -0.0085186158705815168 -0.031087743420425092
leaf_weight=77.677353546023369 10.063904054462908 1350.426448687911 87554.862747788429 713.44918326288462 41218.711687199771 2741.3042043522 4434.0689190998673 108.47125898301601 390.68586590886116 3241.6053813248873 544.0301177278161 221.40154179930687 17.09060887992382 1062.6938360780478 191.5670183300972
leaf_count=316 61 5975 365220 4431 168268 11154 18669 649 1566 13414 3054 888 71 4848 1494
internal_value=-0.000258873 -0.00337376 -0.000117947 -0.0165128 -5.16039e-05 -0.000425993 0.000688897 -0.0133944 -0.000789564 -0.00167022 -0.00541877 0.00581733 0.00969939 -0.00631047 -0.0292244
internal_weight=143878 6227.67 137650 1023.55 135949 90296.2 45652.8 821.92 5204.12 4592.03 1701.49 612.087 94.768 1606.72 201.631
internal_count=600078 28478 571600 6635 563311 376374 186937 5080 21843 19389 8289 2454 387 7902 1555

Tree=145
num_cat=0
split_feature=12 1 48 29 0 0 33 28 11 9 28 17 53 23 13
split_gain=29.9524 43.9357 38.6087 26.8941 26.7154 32.128 24.2642 26.0659 21.9932 18.5366 16.9381 13.843 10.5504 9.75243 8.81261
threshold=-0.29080538451671595 -0.0037464592605829235 -0.70983687043189991 -0.22433354705572126 -0.042959121987223618 -0.0021654567681252952 -0.393197551369667 0.12633614242076877 -0.32390482723712916 -0.03196220472455024 0.0011342806392349305 3.7556935548782353 -0.053480155766010277 -0.0018377197557128964 0.002994754235260189
left_child=1 12 8 6 11 -6 9 -8 -3 -2 -4 -5 14 -14 -1
right_child=3 2 10 4 5 -7 7 -9 -10 -11 -12 -13 13 -15 -16
leaf_value=0.0014443497080440899 0.0034703521041254577 -0.0024261933170230819 -0.006456938165334586 0.0023449128972523512 -0.0012244746593826795 0.00025461113153799883 0.0022405309381109697 -0.0027581227853454341 -0.014492178261982678 -0.0033312126968247815 0.0042412772417999359 0.018372943093174832 0.045332546569804497 0.0085966969572166922 -0.027973505053960485
leaf_weight=1514.7604401186109 953.35473746061325 366.95721480250359 540.72530913352966 4886.4164802879095 59207.080429725349 50157.60624936223 19063.011947087944 2146.0129431188107 1169.5447516925633 3324.3477550894022 553.99220688641071 101.70767353475094 18.154374957084656 50.616843029856682 19.065649673342705
leaf_count=6677 3875 2193 2313 19802 246675 206141 79797 8807 7305 14242 2339 412 76 223 80
internal_value=-0.000232118 -0.00379533 -0.0072139 -0.000124238 -0.000405762 -0.000546126 0.00113889 0.00173475 -0.0116105 -0.00181537 -0.001043 0.00267172 0.00181744 0.0182943 0.00107868
internal_weight=144073 4233.82 2631.22 139840 114353 109365 25486.7 21209 1536.5 4277.7 1094.72 4988.12 1602.6 68.7712 1533.83
internal_count=600957 21206 14150 579751 473030 452816 106721 88604 9498 18117 4652 20214 7056 299 6757

Tree=146
num_cat=0
split_feature=34 6 55 17 55 8 0 19 33 29 25 15 46 7 12
split_gain=28.952 90.4078 25.6793 23.1334 22.8408 29.0427 33.0049 26.995 33.6992 20.8849 15.552 14.4757 12.0873 11.4706 6.84409
threshold=1.3778149485588076 -0.0032315368298441167 -1.2823160886764524 0.44597697257995611 0.36563305556774145 -0.12924472987651822 -0.02560696471482515 -0.020512727089226242 -0.39253015816211695 0.68635171651840221 -0.969897300004959 0.0098876045085489767 -0.0087549607269465906 0.022436938248574737 -0.24539186060428617
left_child=4 3 14 10 7 12 -7 8 -1 -9 -2 -5 -6 -4 -3
right_child=1 2 13 11 5 6 -8 9 -10 -11 -12 -13 -14 -15 -16
leaf_value=-0.0015239000098283999 -0.028010480909517781 0.018091366491832673 -0.0038971729623398198 -0.018150621273036006 -0.00084032533364351337 0.002787741431643424 -0.0014535104710549222 -0.00030387397787398987 0.0025888590798097406 0.0029446416018863893 -0.014331846459194674 0.01179015930052249 0.0032510101962701311 0.00038858854656702204 0.0056309998839819547
leaf_weight=4735.5944086760283 199.30876549705863 98.390684321522713 2450.1838584467769 44.949935559183359 1934.1916196197271 3670.9816806167364 44730.749091796577 57975.452902689576 16584.813658997416 3905.8393305540085 671.4157483279705 88.92204400151968 4311.1217635422945 2183.8793598115444 474.96228784322739
leaf_count=20790 1531 420 10631 362 7770 14932 187362 239144 69172 15970 4171 491 17386 8845 1980
internal_value=-0.000222184 -0.00309376 -0.000815304 -0.0149043 -9.2779e-05 -0.000775755 -0.00113184 0.000355801 0.00167535 -9.88333e-05 -0.0174629 0.001737 0.00198391 -0.00187744 0.00776927
internal_weight=144061 6212.01 5207.42 1004.6 137849 54647 48401.7 83201.7 21320.4 61881.3 870.725 133.872 6245.31 4634.06 573.353
internal_count=600957 28431 21876 6555 572526 227450 202294 345076 89962 255114 5702 853 25156 19476 2400

Tree=147
num_cat=0
split_feature=6 0 6 23 6 43 17 6 12 38 16 53 23 0 14
split_gain=27.5717 150.4 93.3347 77.8385 67.136 37.5027 37.1679 31.7112 40.3131 26.2691 26.1098 21.9779 21.3021 18.7987 17.4203
threshold=-0.0032315243734046812 -0.0022947916295379396 -0.0032315314747393127 -0.027622920460999009 0.39170515537261968 1.4285354018211367 0.50155615806579601 0.99658003449440014 -0.29634793102741236 1.0000000180025095e-35 0.043038958683609969 5.3784809112548837 -0.033830037340521806 -0.042959121987223618 0.20682789385318759
left_child=1 9 6 4 14 -4 -3 10 -9 13 -5 -6 -11 -1 -2
right_child=3 2 5 7 11 -7 -8 8 -10 12 -12 -13 -14 -15 -16
leaf_value=0.0024552459152206172 0.0029819375636550914 -0.0095804861443857751 -0.0019150907110255088 0.0017532209101122683 -0.027018680886945843 0.018026124787589238 -0.00045599590732987221 -0.017080567458776917 -0.00086507555993747993 0.013230791713191716 -0.00025675804658040088 0.0058199325295044506 0.0025411573292954998 -0.00030956074806364733 -0.033707895564652909
leaf_weight=4985.9732308089733 358.23989932239056 5956.8069294281304 7651.3583735078573 34801.627032324672 406.39665104448795 178.44671136140823 958.22769560292363 289.062175758183 14680.152373939753 382.6941472440958 18198.468490839005 41.535108163952827 3471.410539612174 51659.474022626877 25.640269726514816
leaf_count=20198 1505 32173 33180 142770 1965 737 5034 1590 61380 1649 74296 192 14236 209946 106
internal_value=-0.000212687 -0.000781555 -0.0046757 0.000409455 -0.0126646 -0.00146062 -0.00831609 0.000569456 -0.0011782 0.000167518 0.00106306 -0.0239737 0.00360259 -6.62005e-05 0.000531336
internal_weight=144046 75244.4 14744.8 68801.1 831.812 7829.81 6915.03 67969.3 14969.2 60499.6 53000.1 447.932 3854.1 56645.4 383.88
internal_count=600957 317153 71124 283804 3768 33917 37207 280036 62970 246029 217066 2157 15885 230144 1611

Tree=148
num_cat=0
split_feature=45 47 34 6 13 13 19 55 33 24 9 43 0 12 46
split_gain=25.8806 38.7831 53.7117 28.0315 24.7975 23.7058 23.1241 23.036 22.8188 18.6425 18.0973 17.8992 45.4062 14.5083 14.1319
threshold=-0.00089026900241151441 1.0000000180025095e-35 1.3685106635093691 -0.0032315368298441167 -0.0039383406983688465 -1.3620675802230833 -0.020294477231800553 1.3029467463493349 -0.25956462323665613 0.10946867242455484 -0.033029973506927483 0.2271448224782944 -0.00067674985621124495 -0.22220388054847715 0.092484936118125929
left_child=5 2 4 -4 -2 7 8 10 -7 -8 -1 13 -13 -3 -9
right_child=1 11 3 -5 -6 6 9 14 -10 -11 -12 12 -14 -15 -16
leaf_value=-0.0016399711349394479 -4.6395963073068807e-06 0.0018308880190142721 -0.017417225092981797 -0.0047744924639675198 -0.0022459796845838848 0.00074423067999999633 0.0005809586384738219 0.018482438906936498 0.004474537684074866 -0.0010958614276853373 0.008788425025196743 0.0027986971434841666 -0.0082430727579472229 -6.9929435386220567e-05 -0.031472941937311018
leaf_weight=669.29881143569946 14868.449853278697 10754.015351980925 567.06163995712996 757.33851125836372 23636.156844466925 11269.306355215609 27813.730441890657 279.47015354037285 4148.1686832606792 21921.737444728613 569.50429885089397 1294.3393901288509 1471.4486815333366 23981.46218585968 10.8781820833683
leaf_count=2692 61933 44037 3996 3438 102952 47295 114609 1128 17051 90295 2316 5313 6163 97695 44
internal_value=-0.000203652 -0.000738938 -0.00167335 -0.0101877 -0.00138049 0.000417112 0.000292904 0.00570927 0.00174789 -0.000158128 0.00315419 0.000253474 -0.00307572 0.000518559 0.0166108
internal_weight=144012 77330.3 39829 1324.4 38504.6 66682.1 65152.9 1529.15 15417.5 49735.5 1238.8 37501.3 2765.79 34735.5 290.348
internal_count=600957 325527 172319 7434 164885 275430 269250 6180 64346 204904 5008 153208 11476 141732 1172

Tree=149
num_cat=0
split_feature=48 34 7 22 43 11 9 12 13 43 28 49 35 19 3
split_gain=24.8235 49.2624 34.2285 28.6365 33.8852 32.5055 23.0404 18.0303 14.2305 14.0983 42.789 15.5255 12.7124 10.4751 7.16745
threshold=0.42069473117589956 1.3778149485588076 0.015554901212453844 -0.38585478067398066 1.0000000180025095e-35 0.87137019634246837 0.011446484364569189 -0.27941538393497461 -0.073716893792152391 1.0000000180025095e-35 0.053812745958566673 -0.59946078062057484 1.3437907695770266 0.022570911794900898 -0.0091369557194411737
left_child=1 3 6 4 -1 -5 -3 8 14 11 -11 -9 -10 -4 -2
right_child=7 2 13 5 -6 -7 -8 9 12 10 -12 -13 -14 -15 -16
leaf_value=-0.0010905885642323585 -0.063363388761263503 -0.011837126116289291 0.0032933309706634738 0.0013684360413584525 0.0057332040913242741 -0.0026937220385082838 -0.0033360159567295379 -0.00072964745915351549 0.0053686428351300015 0.001738194108038794 -0.0085371999276910408 0.0010570539574099552 -0.0087225002377589629 -0.018362950467567998 -0.0095429923989474915
leaf_weight=60648.693415649235 8.1632315367460269 1436.682385686785 724.6947949975729 23131.897159710526 1376.064610645175 4323.0456781461835 999.6606802418828 12274.780898109078 2152.3650528639555 1855.5931020826101 1256.8856842368841 33628.424289122224 125.26813325285912 43.7933080047369 10.409048870205877
leaf_count=258026 33 8667 2995 95216 5638 18034 4426 49539 8807 7657 5208 135970 520 179 42
internal_value=-0.00019494 -0.000615018 -0.00585322 -0.000427405 -0.000939198 0.00072881 -0.00834902 0.000563845 0.00428796 0.000389383 -0.00241123 0.00057928 0.00459364 0.00205922 -0.0331991
internal_weight=143996 92684.5 3204.83 89479.7 62024.8 27454.9 2436.34 51311.9 2296.21 49015.7 3112.48 45903.2 2277.63 768.488 18.5723
internal_count=600957 393181 16267 376914 263664 113250 13093 207776 9402 198374 12865 185509 9327 3174 75

end of trees

feature_importances:
Column_7=227
Column_6=212
Column_28=179
Column_48=145
Column_17=117
Column_23=114
Column_9=90
Column_8=82
Column_34=81
Column_0=77
Column_21=76
Column_16=66
Column_1=64
Column_47=45
Column_26=40
Column_55=37
Column_12=34
Column_18=34
Column_14=33
Column_33=31
Column_13=30
Column_45=30
Column_22=26
Column_20=25
Column_24=25
Column_50=23
Column_38=22
Column_19=21
Column_29=21
Column_5=20
Column_25=20
Column_35=20
Column_44=18
Column_3=17
Column_11=17
Column_2=15
Column_27=14
Column_49=14
Column_51=13
Column_15=11
Column_37=10
Column_4=8
Column_46=8
Column_31=7
Column_43=7
Column_53=4
Column_32=1
Column_54=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 50]
[learning_rate: 0.043]
[num_leaves: 31]
[num_threads: 1]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 4]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.8]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 5]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.8]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 17869]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 175]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 16083]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null

objective=binary metric=binary_logloss num_leaves=31 max_depth=4 learning_rate=0.043 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50

tree
objective=regression
tree_sizes=1553 1567 1572 1595 1578 1469 1564 1470 1571 1660 1480 1471 1499 1475 1481 1565 1507 1593 1593 1571 1594 1660 1673 1666 1671 1671 1682 1687 1674 1679 1675 1692 1681 1675 1682 1694 1659 1576 1664 1668 1570 1674 1654 1663 1556 1557 1558 1560 1553 1577 1585 1566 1565 1584 1575 1681 1567 1576 1687 1471 1567 1478 1572 1590 1469

Tree=0
num_cat=0
split_feature=45 17 0 55 34 24 23 0 0 49 29 27 0 25
split_gain=0.110396 1.92437 8.26674 0.0511251 0.394338 11.9108 0.0917659 0.0378807 0.32812 0.0249231 0.0297435 0.0174795 0.0168183 0.00858992
threshold=-0.17180078476667401 -0.8243863284587859 0.0054809453431516894 2.0211037397384648 1.468370318412781 -0.88231047987937916 -0.030672303400933739 -0.034956371411681168 -0.037053914740681641 -1.6757296919822691 2.2350320816040044 0.16744337230920794 0.02376531902700663 -0.3590626567602157
left_child=1 2 13 7 6 -6 -5 8 -2 10 -3 -11 -9 -1
right_child=3 9 -4 4 5 -7 -8 12 -10 11 -12 -13 -14 -15
leaf_value=0.00085320779931014339 0.00010602071649582474 9.6057946015762436e-05 0.030959256469557543 0.00054390606012128212 0.029736021554509464 6.5120154194482229e-05 8.8124420158204641e-05 9.7084255105570289e-05 0.0007372885292827241 0.00012427510116044219 0.002048218997636778 -0.00057183888987839793 6.3909718788271295e-05 -0.00014009820393378085
leaf_weight=22 20749 31 20 890 26 661 9928 521689 1643 1998 27 69 29874 60
leaf_count=22 20749 31 20 890 26 661 9928 521689 1643 1998 27 69 29874 60
internal_value=0.000100462 0.000402638 0.00617206 9.93123e-05 0.000189062 0.00118804 0.000125622 9.75132e-05 0.00015234 0.000125706 0.00100482 0.000101038 9.52874e-05 0.000126399
internal_weight=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 2067 551563 82
internal_count=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 2067 551563 82

Tree=1
num_cat=0
split_feature=45 17 33 55 34 24 33 0 0 49 21 27 0 6
split_gain=0.101106 1.76243 7.79175 0.0468228 0.361154 10.9085 0.124779 0.034693 0.300508 0.0228258 0.0280623 0.0160085 0.015416 0.0139072
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -0.034956371411681168 -0.037053914740681641 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.022381779737770561 6.0551392380148179e-05
left_child=1 2 -1 7 6 -6 -5 8 -2 10 -3 -11 -9 -4
right_child=3 9 13 4 5 -7 -8 12 -10 11 -12 -13 -14 -15
leaf_value=0.02914902785350014 2.8641560755666676e-06 0.00017683524086054315 9.0032842384971438e-05 -1.4631853329306126e-05 0.028358775660897104 -3.6277680501871763e-05 0.00060988646896184735 -5.6252904145821364e-06 0.00060698743074155779 2.0333588752343481e-05 0.0021667638352679203 -0.0006458475044363286 -3.6403269904782752e-05 -0.0011956831879159878
leaf_weight=21 20749 38 60 10190 26 661 628 519623 1643 1998 20 69 31940 21
leaf_count=21 20749 38 60 10190 26 661 628 519623 1643 1998 20 69 31940 21
internal_value=-2.4558e-06 0.000286727 0.00580806 -3.55581e-06 8.23345e-05 0.00103835 2.16223e-05 -5.27749e-06 4.71914e-05 2.17026e-05 0.000863018 -1.90468e-06 -7.40759e-06 -0.000243301
internal_weight=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 2067 551563 81
internal_count=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 2067 551563 81

Tree=2
num_cat=0
split_feature=45 17 6 23 49 2 47 31 23 49 17 31 13 33
split_gain=0.0925976 1.61412 7.65201 0.0382196 0.210602 8.1069 0.0659191 0.0321221 2.85312 0.020905 0.0259449 0.0147482 0.0136117 0.0122863
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 -1.256108224391937 2.102653026580811 -0.0097320508211851103 -1.6757296919822691 0.18783452361822131 -1.2844281196594236 0.25719563663005834 0.33243049681186682
left_child=1 2 13 4 5 -2 -6 12 -9 10 -3 -11 -5 -1
right_child=3 9 -4 7 6 -7 -8 8 -10 11 -12 -13 -14 -15
leaf_value=-0.0011552932156427276 1.4279292176237458e-05 8.8665161124663422e-05 0.029406106042093594 -4.9577571434342605e-06 0.00032676681757921958 0.015066085942632363 -6.7518264040774196e-06 0.0069881077941745459 -2.4183840798882577e-05 0.00025658858615126325 0.001947798690987047 -5.2876225072838385e-05 -2.9273853549363248e-05 5.0608027733210667e-05
leaf_weight=21 2449 35 20 504308 1148 68 24071 109 6817 341 23 1726 46490 61
leaf_count=21 2449 35 20 504308 1148 68 24071 109 6817 341 23 1726 46490 61
internal_value=-2.3502e-06 0.000274397 0.00555831 -3.40291e-06 4.58635e-05 0.000420923 8.43035e-06 -5.85296e-06 8.61742e-05 2.07694e-05 0.000825908 -1.82277e-06 -7.01015e-06 -0.00025822
internal_weight=587687 2227 102 585460 27736 2517 25219 557724 6926 2125 58 2067 550798 82
internal_count=587687 2227 102 585460 27736 2517 25219 557724 6926 2125 58 2067 550798 82

Tree=3
num_cat=0
split_feature=55 26 26 33 47 13 13 2 46 18 21 46 4 13
split_gain=0.0417292 0.3089 13.6303 0.107533 2.41064 0.0354335 0.22783 3.38093 0.21001 0.0142799 0.0180206 0.0107511 0.00776056 0.00307053
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -1.256108224391937 -0.25902542471885676 -0.27063107490539545 0.00031758204568177467 0.12199990078806879 0.012097868602722885 5.3197524547576913 0.075994964689016356 -0.25643424689769739 0.11671986430883409
left_child=5 2 11 12 -5 6 8 -8 -1 13 -11 -2 -3 -7
right_child=1 3 -4 4 -6 9 7 -9 -10 10 -12 -13 -14 -15
leaf_value=-1.0286692129554416e-06 -3.4643959125099573e-05 -0.00079116709676054593 0.033517353683481056 0.012062195034201067 -4.7793658245061268e-06 -3.6960652173460244e-06 -7.9066749032348866e-06 0.0065391463154647576 0.00066778630204285174 -2.9373457524991893e-05 -0.00035039584253358314 -0.00092381419039772397 -1.7015970579233265e-05 -1.3046681658119485e-05
leaf_weight=48237 763 24 23 32 705 407775 2052 157 884 39371 326 26 10080 77232
leaf_count=48237 763 24 23 32 705 407775 2052 157 884 39371 326 26 10080 77232
internal_value=-2.24914e-06 7.8311e-05 0.00088725 1.77209e-05 0.00051916 -3.87885e-06 3.02187e-05 0.000457411 1.10076e-05 -7.2145e-06 -3.20098e-05 -6.39449e-05 -1.88548e-05 -5.18505e-06
internal_weight=587687 11653 812 10841 737 576034 51330 2209 49121 524704 39697 789 10104 485007
internal_count=587687 11653 812 10841 737 576034 51330 2209 49121 524704 39697 789 10104 485007

Tree=4
num_cat=0
split_feature=45 24 5 55 34 24 33 0 0 55 47 31 0 33
split_gain=0.0830113 0.635847 9.77846 0.0383242 0.328382 9.9485 0.103565 0.0290536 0.0284759 0.286934 0.0243552 0.0191481 0.0129462 0.00952368
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 0.10345410183072092 -0.034956371411681168 -1.3123381733894346 -0.5827713906764983 -1.2844281196594236 0.025386652909219268 5.0220639705657968
left_child=1 7 -3 8 6 -6 -5 11 9 -2 -9 -1 -10 -4
right_child=3 2 13 4 5 -7 -8 10 12 -11 -12 -13 -14 -15
leaf_value=0.00030803392046146186 0.00056774763103033135 0.031148322937171173 -4.1608282167885586e-05 -1.6364572037533967e-05 0.027076695904135702 -4.0086045008701724e-05 0.00055259383852500918 0.00022557629899242642 -5.1232845064765145e-06 -2.3082079431557197e-06 -0.0011947318410780955 -5.4809614097462968e-05 -3.5315192442966195e-05 0.00079366961006780909
leaf_weight=328 1773 20 256 10190 26 661 628 33 523917 20619 69 1493 27646 28
leaf_count=328 1773 20 256 10190 26 661 628 33 523917 20619 69 1493 27646 28
internal_value=-2.15243e-06 0.000259878 0.00208729 -3.14916e-06 7.45564e-05 0.000986168 1.66643e-05 -2.9011e-05 -4.70677e-06 4.28289e-05 -0.00073522 1.05461e-05 -6.63659e-06 4.07431e-05
internal_weight=587687 2227 304 585460 11505 687 10818 1923 573955 22392 102 1821 551563 284
internal_count=587687 2227 304 585460 11505 687 10818 1923 573955 22392 102 1821 551563 284

Tree=5
num_cat=0
split_feature=15 51 33 49 8 55 34 34 33 19 49 46 33
split_gain=0.13556 23.5576 42.7712 2.54686 7.73683 0.0472351 0.3938 11.0868 0.174551 0.0293162 4.38011 0.0254357 0.0170332
threshold=0.55725386738777172 -0.044410638511180871 0.2726276963949204 -0.12514873594045636 0.045251322910189636 2.0211037397384648 1.468370318412781 1.4774639606475832 0.50690898299217235 0.089487399905920043 0.82905498147010814 -0.046981150284409516 1.8969854712486269
left_child=5 2 -2 4 -3 9 8 -8 -7 11 -11 -1 -5
right_child=1 3 -4 12 -6 6 7 -9 -10 10 -12 -13 -14
leaf_value=3.7777556576401965e-05 -4.0014263373955647e-05 0.030819965335546654 0.078388150338487131 -2.1266823074278539e-05 -0.00012732207126680157 -1.1759164778016676e-05 0.028080004430582312 -0.00016617412124573546 0.00078823114246522356 -3.0102146629390247e-05 0.0097306050287088493 -5.3939482247891431e-06 -0.00018784322656084085
leaf_weight=26493 36 20 20 10209 59 10030 27 531 531 7369 86 531011 1277
leaf_count=26493 36 20 20 10209 59 10030 27 531 531 7369 86 531011 1277
internal_value=2.45083e-06 0.000147855 0.02797 1.31343e-05 0.00770743 -4.82344e-07 8.72855e-05 0.00120058 2.84638e-05 -2.20971e-06 8.24962e-05 -3.34241e-06 -3.97866e-05
internal_weight=587699 11621 56 11565 79 576078 11119 558 10561 564959 7455 557504 11486
internal_count=587699 11621 56 11565 79 576078 11119 558 10561 564959 7455 557504 11486

Tree=6
num_cat=0
split_feature=45 47 3 17 33 49 0 23 23 49 31 2 13 18
split_gain=0.153568 1.30255 10.2375 0.534845 9.34573 0.0795766 2.89836 62.463 0.0359153 0.200514 0.0341 0.0286585 0.010049 0.00396958
threshold=-0.092140045017003999 -1.256108224391937 -0.035386044532060616 -0.8243863284587859 -0.18475440144538877 2.1410850286483769 0.038437766954302795 0.010622751433402302 -0.030672303400933739 -1.3179033398628233 2.102653026580811 0.16301129013299945 1.5329554677009585 0.050692444667220123
left_child=1 2 -1 4 -3 8 13 -8 9 -2 -10 -5 -4 -7
right_child=5 3 12 11 -6 6 7 -9 10 -11 -12 -13 -14 -15
leaf_value=0.025966384684636457 0.0004211817005922271 0.030240929687022709 3.2650178356821622e-05 1.4612863384086366e-05 -0.00030179551014633581 -1.2005063234177845e-05 0.077779351951049458 -6.1310810099757194e-05 -5.9194290377151251e-06 8.2092128976666765e-06 9.23097598820922e-05 -0.00063053331113445052 0.00085982258169992889 -0.00019800415649178955
leaf_weight=32 2406 20 219 6160 251 11929 20 406 536729 22535 6615 130 31 216
leaf_count=32 2406 20 219 6160 251 11929 20 406 536729 22535 6615 130 31 216
internal_value=2.34545e-06 0.000204858 0.00306642 8.18646e-05 0.00195228 -4.03281e-08 0.00010697 0.00359318 -2.40749e-06 4.80477e-05 -4.72353e-06 1.27916e-06 0.00013522 -1.53131e-05
internal_weight=587699 6843 282 6561 271 580856 12571 426 568285 24941 543344 6290 250 12145
internal_count=587699 6843 282 6561 271 580856 12571 426 568285 24941 543344 6290 250 12145

Tree=7
num_cat=0
split_feature=15 51 55 5 33 55 34 34 33 16 52 29 21
split_gain=0.117072 21.4856 43.6317 3.52139 6.59246 0.0423616 0.360884 10.1538 0.160054 0.0250724 0.667593 0.0266396 0.0232563
threshold=0.55725386738777172 -0.044410638511180871 0.15352448076009753 -0.29874807596206659 0.036712478846311576 2.0211037397384648 1.468370318412781 1.4774639606475832 0.50690898299217235 -0.53503435850143422 1.1707907915115359 2.2350320816040044 1.6111459732055666
left_child=5 2 -2 4 -3 9 8 -8 -7 10 -1 -11 -5
right_child=1 3 -4 12 -6 6 7 -9 -10 11 -12 -13 -14
leaf_value=-5.7677145914685887e-06 0.077630578709995457 0.030559411215403631 -0.0015825983458208964 -2.2484125308784752e-05 -0.00023130963940079456 -1.2190530549489411e-05 0.026871887945811506 -0.00015959030566756221 0.00075385785705066072 -3.1189001269841546e-06 0.0015575227598407829 -0.00022615112088213469 -0.00022033128711968411
leaf_weight=12706 20 20 36 10279 36 10030 27 531 531 550735 526 992 1230
leaf_count=12706 20 20 36 10279 36 10030 27 531 531 550735 526 992 1230
internal_value=2.2446e-06 0.00013737 0.0267078 8.7107e-06 0.0107654 -4.81239e-07 8.26357e-05 0.00114838 2.63259e-05 -2.11707e-06 5.63764e-05 -3.51991e-06 -4.36286e-05
internal_weight=587699 11621 56 11565 56 576078 11119 558 10561 564959 13232 551727 11509
internal_count=587699 11621 56 11565 56 576078 11119 558 10561 564959 13232 551727 11509

Tree=8
num_cat=0
split_feature=45 47 7 17 24 21 49 7 21 2 0 23 3 45
split_gain=0.1385 1.18676 12.8623 0.488269 8.47649 0.10554 2.06501 63.3136 0.3057 0.0258635 0.0245443 0.344048 0.0228878 0.00880712
threshold=-0.092140045017003999 -1.256108224391937 -0.0097913797944784147 -0.8243863284587859 1.6445183753967287 0.72027611732482921 2.1410850286483769 0.029784815385937694 0.84256917238235485 0.16301129013299945 -0.034956371411681168 -0.036138864234089844 -0.040705464780330651 0.16386169940233233
left_child=1 2 -1 4 -3 10 8 -8 -7 -5 11 -2 -4 -12
right_child=5 3 12 9 -6 6 7 -9 -10 -11 13 -13 -14 -15
leaf_value=0.031742109935375011 -9.8344424314441465e-06 -0.00033991171340958616 -0.0012948624151961311 1.2739866704679096e-05 0.028103482869487682 0.00050958590731996526 0.077792820237965937 -0.00021462306478871313 -2.9288035834765458e-05 -0.00060014058182792859 -5.6412415228157562e-06 0.00068415922423402181 0.00012696995980135116 9.5932315267235104e-05
leaf_weight=26 16468 250 23 6160 21 2172 20 505 18750 130 539922 1436 233 1583
leaf_count=26 16468 250 23 6160 21 2172 20 505 18750 130 539922 1436 233 1583
internal_value=2.14808e-06 0.000194469 0.00292588 7.70697e-05 0.00186419 -1.17635e-07 9.34929e-05 0.00275709 2.66547e-05 7.30212e-08 -3.70654e-06 4.58277e-05 -7.72793e-07 -5.34431e-06
internal_weight=587699 6843 282 6561 271 580856 21447 525 20922 6290 559409 17904 256 541505
internal_count=587699 6843 282 6561 271 580856 21447 525 20922 6290 559409 17904 256 541505

Tree=9
num_cat=0
split_feature=45 27 27 5 5 7 24 55 34 17 0 49 33 51 1
split_gain=0.126845 0.552789 16.6188 39.2575 0.0931123 13.7259 51.1225 0.0335341 0.403958 0.0332181 0.0213528 0.0202666 0.0327634 0.0198416 0.00538684
threshold=-0.092140045017003999 -0.00023397316545015198 0.00017039413796737793 -0.26863311231136316 2.1598320007324223 0.024630161002278331 1.6445183753967287 2.0211037397384648 1.468370318412781 -0.80106624960899342 -0.034956371411681168 -0.602250576019287 1.7446963191032412 3.3942130804061894 -0.021200205199420449
left_child=1 11 3 -3 7 6 -6 10 -9 -4 -2 12 -1 -13 -7
right_child=4 2 9 -5 5 14 -8 8 -10 -11 -12 13 -14 -15 -16
leaf_value=8.0717053141512207e-05 3.9985690067893362e-05 0.072307536978650375 -0.00084544970368733623 -9.694505805623014e-05 0.077479777951395587 -0.00059151940338985297 -0.00011625715825751173 1.7178981033169232e-05 0.0013182335541540478 -4.3638230984333888e-06 -5.3228667938529e-06 -1.5644108726639188e-05 0.00095657223796626653 -0.00031144632383042146 -3.2607728252814154e-05
leaf_weight=468 19941 20 93 45 20 32 73 10298 461 1307 541169 4351 95 464 8862
leaf_count=468 19941 20 93 45 20 32 73 10298 461 1307 541169 4351 95 464 8862
internal_value=2.05571e-06 0.000186107 0.000926592 0.0221814 -1.12576e-07 0.000137222 0.0165711 -2.2708e-06 7.29264e-05 -6.0236e-05 -3.71267e-06 -1.56059e-05 0.000228508 -4.41492e-05 -3.46187e-05
internal_weight=587699 6843 1465 65 580856 8987 93 571869 10759 1400 561110 5378 563 4815 8894
internal_count=587699 6843 1465 65 580856 8987 93 571869 10759 1400 561110 5378 563 4815 8894

Tree=10
num_cat=0
split_feature=15 51 25 16 9 23 55 55 55 45 27 33 4
split_gain=0.106424 21.8266 40.4992 1.19093 8.59009 0.0292616 0.229917 5.61816 0.118025 0.0202956 0.0248871 0.0180258 0.00917288
threshold=0.55725386738777172 -0.044410638511180871 0.42872373759746557 -0.82018077373504628 0.023976352997124199 -0.030672303400933739 -1.3123381733894346 -1.326905310153961 2.1799244880676274 -0.17180078476667401 0.16744337230920794 4.1410574913024911 0.074974935501813902
left_child=5 2 -2 4 -3 6 7 -1 -8 10 -7 -5 -11
right_child=1 3 -4 11 -6 9 8 -9 -10 12 -12 -13 -14
leaf_value=-2.0090443890724066e-05 0.075902331914345256 0.030039473403990994 -0.0025816099655585861 -3.2949427952047754e-05 -0.00034613126007320896 -0.00020327139334618569 -1.0700069074672053e-05 0.010578666748556342 0.0005904588264452308 -5.9991787706607102e-06 -0.0013856677788086117 -0.00028638175701407566 7.0352670485403533e-05
leaf_weight=1982 20 20 31 10848 123 384 24681 97 619 545567 36 545 2925
leaf_count=1982 20 20 31 10848 123 384 24681 97 619 545567 36 545 2925
internal_value=-1.0626e-06 0.000127964 0.0281964 3.87499e-06 0.0039036 -3.65683e-06 3.97282e-05 0.000474416 4.00813e-06 -5.82081e-06 -0.00030462 -4.50727e-05 -5.59201e-06
internal_weight=587878 11587 51 11536 143 576291 27379 2079 25300 548912 420 11393 548492
internal_count=587878 11587 51 11536 143 576291 27379 2079 25300 548912 420 11393 548492

Tree=11
num_cat=0
split_feature=32 51 50 49 33 23 55 55 55 21 0 0 31
split_gain=0.0974679 19.9899 40.867 2.03663 7.80429 0.0267992 0.210569 5.14538 0.108093 0.0161928 0.012738 0.0115864 0.0112445
threshold=0.55725386738777172 -0.044410638511180871 0.61834242939949047 -0.12514873594045636 -0.14344689249992368 -0.030672303400933739 -1.3123381733894346 -1.326905310153961 2.1799244880676274 1.6111459732055666 -0.13058857619762418 0.022381779737770561 0.35597693920135504
left_child=5 2 -2 4 -3 6 7 -1 -8 -5 12 -12 -7
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Column_49=71
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Column_12=2
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[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=4 learning_rate=0.043 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50