tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=55
objective=binary sigmoid:1
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55
feature_infos=[-2.6480116844177246:899.24127197265625] [-1.6953428983688354:537.716552734375] [-1.5686674118041992:432.52276611328125] [-1.5100586414337158:317.26541137695312] [-1.3684296607971191:294.17733764648438] [-3.8205981254577637:3.6167638301849365] [-11.250462532043457:11.633420944213867] [-178.32157897949219:31.027378082275391] [-168.69509887695312:24.585739135742188] [-58.428810119628906:107.74765014648438] [-1.0032992362976074:0.99671167135238647] [-3.3106920719146729:3.1623668670654297] [-0.30803275108337402:195.3482666015625] [-32.104030609130859:276.09219360351562] [-18.295454025268555:313.37521362304688] [-14.363351821899414:354.548828125] [-8.4178743362426758:412.9281005859375] [-0.93466681241989136:15.501534461975098] [-0.021823929622769356:405.318359375] [-0.024879168719053268:288.1317138671875] [-0.033813551068305969:266.71868896484375] [-0.20548999309539795:60.144813537597656] [-0.65683537721633911:1.6594306230545044] [-2.6472175121307373:899.2196044921875] [-3.7117986679077148:3.6195874214172363] [-3.5777997970581055:4.4422993659973145] [-2.052433967590332:2.8989355564117432] [-141.80332946777344:642.29339599609375] [-193.14361572265625:314.93453979492188] [-0.28035897016525269:76.039054870605469] none [-3.1843767166137695:3.0735974311828613] [-14.363351821899414:354.54876708984375] [-0.40915185213088989:27.987947463989258] [-1.579592227935791:1.3883670568466187] [-1.6251664161682129:1.4297853708267212] none [-3.1603121757507324:14.421809196472168] [-0.25330248475074768:3.9478490352630615] [-24.201498031616211:0.041319753974676132] none none [-0.038646969944238663:25.875249862670898] [-3.1246073246002197:5.1051316261291504] [-0.25614631175994873:3.9054112434387207] [-77.5755615234375:491.19122314453125] [-66.322944641113281:460.3082275390625] [-2.2481677532196045:3.1108465194702148] [-3.1593220233917236:3.6238675117492676] [-14.02635383605957:8.8616828918457031] [-1.3664791584014893:1.0622026920318604] [-0.34903949499130249:116.00056457519531] [-1.1733413934707642:1.0420401096343994] [-0.056538037955760956:58.067909240722656] [-3.1603126525878906:14.421808242797852] [-2.4257125854492188:2.1942636966705322]
tree_sizes=1016 1042 1045 1035 1043 1041 1042 1047 1035 1039 1039 1041 1044 1034 1041 1039 1042 1046 1037 1048 1039 1042 1046 1049 1041 1044 1040 1052 1049 1042 1037 1037 1038 1046 1042 1041 1040 1040 1043 1046 1043 1040 1040 1048 1039 1040 1042 1041 1038 1040 1044 1040 1040 1042 1040 1040 1041 1038 1035 1038 1042 1046 1041 1044 1043 1045 1048 1045 1051 1052 1030 1043 1044 1034 1049 1054 1045 1046 1056 1036 1053 1040 1048 1051 1047 1055 1036 1051 1033 1042 1036 1045 1046 1049 1034 1049 1052 1056 1036 1052 1046 1040 1047 1053 1043 1045 1040 1043 1049 1044 1038 1037 1035 1031 1050 1032 1040 1042 1038 1035 1038 1042 1033 1031 1047 1049 1056 1042 1053 1052 1051 1052 1050 1056 1047 1043 1051 1058 1041 1029 1056 1041 1046 1039 1052 1058 1040 1057 1049 1043 1037 1029 1039 1039 1040 1039 1045 1045 1053 1039 1046 1048 1047 1046 1047 1058 1045 1045 1054 1055 1044 1042 1047 1045 1043 1063 1062 1043 1060 1036 1053 1053 1048 1041 1055 1049 1044 1038 1048 1051 1059 1058 1040 1048 1050 1051 1045 1049 1052 1053

Tree=0
num_leaves=8
num_cat=0
split_feature=18 7 7 1 6 6 21
split_gain=2636.48 1712.87 2116.69 247.742 157.578 144.44 41.9724
threshold=-0.020662431605160233 -0.0097913797944784147 0.044861363247036941 -0.0026376470923423763 6.0529777329065844e-05 1.0000000180025095e-35 -0.20624444633722303
decision_type=2 2 2 2 2 2 2
left_child=3 5 -3 6 -5 -2 -1
right_child=1 2 -4 4 -6 -7 -8
leaf_value=-0.35742842954998555 -0.33208825397254116 -0.34713513042468996 -0.33621128365836006 -0.3864239751116873 -0.36892781352996962 -0.33659362193336873 -0.33413003071975728
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leaf_count=1671 74421 279197 143231 6005 5064 77550 548
internal_value=-0.341783 -0.341038 -0.343431 -0.373953 -0.37842 -0.334387 -0.351675
internal_weight=142713 139486 102582 3226.83 2687.97 36904.3 538.857
internal_count=587687 574399 422428 13288 11069 151971 2219
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=48 28 47 8 38 1 28
split_gain=4397.1 1609.93 957.195 671.804 472.592 375.128 358.955
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.0089428424835205061 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984
left_child=2 4 5 -3 -2 -1 -4
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leaf_value=-0.012250096908079959 0.0085447620255850749 0.0054672892228289534 0.0010818286261004631 -0.0014060863252198116 0.023119818387114393 -0.032445506292579397 -0.013471854251625457
leaf_weight=1590.1387442201376 23511.72654941678 24796.270164951682 2799.4744045138359 71772.13958671689 3286.1415532976389 4760.8913569003344 10194.378481164575
leaf_count=6552 96751 102027 11527 295635 13523 19667 42005
internal_value=2.29144e-05 0.00252523 -0.0159348 0.000358819 0.0103321 -0.0273891 -0.0103363
internal_weight=142711 123366 19344.9 96568.4 26797.9 6351.03 12993.9
internal_count=587687 507936 79751 397662 110274 26219 53532
shrinkage=0.036

Tree=2
num_cat=0
split_feature=48 28 18 48 28 38 6
split_gain=4096.58 1492.74 942.425 645.276 473.323 436.137 190.565
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.34191577136516565 0.000590299750911072 1.0000000180025095e-35 1.0000000180025095e-35
left_child=2 5 6 -3 -4 -2 -1
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leaf_value=-0.008840973896684954 0.0082253219291548527 -0.0044619732261679248 -0.0024308107561684935 0.0021469751180744814 -0.015889984322183776 0.022202806777531822 -0.036031433100663347
leaf_weight=377.16512164473534 23544.913558632135 26318.9737829566 4868.8283188045025 70254.700427263975 11121.105323299766 3298.4443957060575 2922.4296545237303
leaf_count=1559 96751 108413 20074 289249 45959 13523 12159
internal_value=2.18387e-05 0.00243321 -0.0154065 0.000345856 -0.0117918 0.00994284 -0.0329234
internal_weight=142707 123417 19289.5 96573.7 15989.9 26843.4 3299.59
internal_count=587687 507936 79751 397662 66033 110274 13718

Tree=3
num_cat=0
split_feature=28 18 28 38 18 28 21
split_gain=2449.49 1928.42 1415.88 535.834 178.237 157.047 115.532
threshold=-0.014725709334015845 -0.020662431605160233 0.021683344617486004 1.0000000180025095e-35 -0.021240289323031899 -0.16511735320091245 3.1571753025054936
left_child=3 4 -3 5 -2 -1 -5
right_child=1 2 -4 6 -6 -7 -8
leaf_value=0.010473853265953952 -0.039366602404495611 -0.0051026071966392651 0.0037411645863194031 0.018235286350774243 -0.022072175180850993 0.004979768576086117 0.03603945504009827
leaf_weight=9321.5415923595428 1561.4008788764477 65690.697172537446 36496.247874423862 3170.0602932870388 1528.195854768157 24374.472329348326 555.0564152598381
leaf_count=38247 6559 270874 150243 12965 6363 100167 2269
internal_value=2.08102e-05 -0.00279125 -0.00194404 0.00793195 -0.0308123 0.00649963 0.0208882
internal_weight=142698 105277 102187 37421.1 3089.6 33696 3725.12
internal_count=587687 434039 421117 153648 12922 138414 15234

Tree=4
num_cat=0
split_gain=3705.98 1276.61 837.325 607.059 371.285 332.042 304.759
leaf_value=-0.011216794939019515 0.0076549683901070602 0.005227780298225927 0.001058021229474262 -0.0013038348306421898 0.0205141204039531 -0.030290979335892941 -0.012360199776721977
leaf_weight=1581.4134595394135 23602.298310443759 24822.707659706473 2799.7166386395693 71735.895689040422 3319.1888106763363 4692.2648741453886 10133.926078870893
internal_value=1.98624e-05 0.00230807 -0.0146906 0.000375274 0.00924039 -0.0254829 -0.00945559
internal_weight=142687 123480 19207.3 96558.6 26921.5 6273.68 12933.6

Tree=5
num_cat=0
split_feature=48 7 7 18 7 6 6
split_gain=3421.1 774.033 937.477 767.486 455.86 150.757 99.6576
threshold=-1.1056645214557645 -0.01821904722601175 0.044861363247036941 -0.020219163037836548 -0.0097913797944784147 1.0000000180025095e-35 1.0000000180025095e-35
left_child=3 6 -3 5 -5 -1 -2
leaf_value=-0.0086254614555598529 0.0091688957617584114 -0.0021512172637181055 0.0054236222800276152 0.0041257948078075842 -0.013402601808602419 -0.033091087826525298 0.005100770009927591
leaf_weight=369.01338964700699 15360.659975007176 59477.894088223577 32880.643130078912 2237.9493405222893 13658.174572706223 2827.6712701022625 15864.139107227325
leaf_count=1534 62881 245082 135076 9247 56737 11993 65149
internal_value=1.09797e-05 0.00220209 0.000545508 -0.0141716 -0.0109349 -0.0302669 0.00710203
internal_weight=142676 123583 92358.5 19092.8 15896.1 3196.68 31224.8
internal_count=587699 508188 380158 79511 65984 13527 128030

Tree=6
num_cat=0
split_feature=48 28 47 48 38 0 9
split_gain=3187.83 1247.44 725.976 566.317 342.835 289.112 285.626
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.34191577136516565 1.0000000180025095e-35 -0.0015730941086076198 0.019179280847311023
leaf_value=-0.0058938484848317365 0.0074347534869441565 -0.004299518153804565 -0.011020803632475741 0.0018937622684326646 0.019780707530321517 -0.027254155427690746 0.0043509336187684518
leaf_weight=975.83181811869144 23762.924369797111 26299.338004171848 11051.207463875413 70239.085530474782 3322.6036575734615 5182.8551468849182 1825.3535754233599
leaf_count=4063 97230 108457 45951 289007 13494 21933 7564
internal_value=1.03719e-05 0.00212205 -0.0137039 0.000206567 0.00894924 -0.0238697 -0.00884174
internal_weight=142659 123624 19035.2 96538.4 27085.5 6158.69 12876.6
internal_count=587699 508188 79511 397464 110724 25996 53515

Tree=7
num_cat=0
split_feature=48 28 48 6 6 44 7
split_gain=2996.23 1407.66 857.578 511.982 583.773 320.875 30.3519
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 1.0000000180025095e-35 6.0537413446581929e-05 1.0000000180025095e-35 -0.016868890263140198
leaf_value=0.0037189384498249167 0.0072029951805468338 -0.0051397171508141314 0.0018250006379711685 -0.034157751075617818 -0.014329777829824857 0.018914850171246719 -0.0066388333147550833
leaf_weight=438.94489458203316 24469.956283181906 33999.993019774556 70261.203653767705 3486.8762276917696 4294.4985452145338 3460.4560562670231 2226.3377835005522
leaf_count=1809 100039 140692 289007 14858 18009 14027 9258
internal_value=9.7901e-06 0.00147655 -0.000446222 -0.0185505 -0.0232148 0.00865404 -0.00493301
internal_weight=142638 132192 104261 10446.7 7781.37 27930.4 2665.28
internal_count=587699 543765 429699 43934 32867 114066 11067

Tree=8
num_cat=0
split_feature=28 47 7 18 38 21 28
split_gain=1842.24 1526.72 672.915 668.148 304.425 130.711 63.4637
threshold=-0.031506778672337525 -1.256108224391937 -0.0097913797944784147 -0.020662431605160233 1.0000000180025095e-35 3.1571753025054936 -0.16511735320091245
left_child=4 3 -3 -2 6 -6 -1
right_child=1 2 -4 -5 5 -7 -8
leaf_value=0.0091745234045663912 -0.031907339715888751 0.0047304890914627263 -0.00215662771917187 -0.0099167544080533201 0.015308037327720412 0.034877855585187294 0.005429129627532084
leaf_weight=9402.0313066542149 2120.6455032974482 24214.94737508893 76382.504979193211 11506.08459815383 2888.205916211009 522.31905652582645 15577.550961092114
leaf_count=38362 9205 99410 315417 47840 11686 2109 63670
internal_value=9.21771e-06 -0.00203063 -0.000498821 -0.013339 0.00821631 0.0183051 0.00683885
internal_weight=142614 114224 100597 13626.7 28390.1 3410.52 24979.6
internal_count=587699 471872 414827 57045 115827 13795 102032

Tree=9
num_cat=0
split_feature=48 48 7 7 7 13 29
split_gain=2714.35 939.133 504.958 473.608 480.387 278.711 44.873
threshold=-0.72379013895988453 -1.8694132566452024 -0.0097913797944784147 -0.04316392354667186 0.060109028592705734 0.0040465015918016442 -0.071069013327360139
left_child=1 5 -3 6 -5 -1 -2
right_child=3 2 -4 4 -6 -7 -8
leaf_value=-0.011322878336591723 0.0087389622092686661 0.0044515840658846308 -0.0087273843739560306 -0.00015311399757571802 0.005785788015121654 -0.028917184455387115 0.0054847277801375648
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leaf_count=7300 52514 18686 92304 262426 100061 15193 39215
internal_value=8.72655e-06 -0.00922914 -0.00648673 0.0026793 0.00149091 -0.023108 0.0073486
internal_weight=142592 31977.6 26701.5 110615 88173.5 5276.08 22441.2
internal_count=587699 133483 110990 454216 362487 22493 91729

Tree=10
num_cat=0
split_feature=48 47 8 8 7 1 13
split_gain=2620.97 941.44 416.93 540.213 396.787 287.55 53.4678
threshold=-0.72379013895988453 -1.256108224391937 -0.020395196042954918 0.056312030181288726 0.046553775668144233 -0.0026376470923423763 0.022074085660278801
left_child=1 5 6 -4 -3 -1 -2
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leaf_value=-0.0086835807078123866 0.0078171449073600307 -0.0076262788758848432 -0.00055566547188190378 0.005740600470874469 0.00484033576341067 -0.024682383646558455 0.0046530395390752309
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leaf_count=8397 66320 85914 233518 105067 16299 23006 49357
internal_value=7.83755e-05 -0.00900602 0.00270031 0.00140491 -0.00562975 -0.0203198 0.00646943
internal_weight=142610 31941.2 110669 82362.2 24600 7341.16 28306.8
internal_count=587878 133616 454262 338585 102213 31403 115677

Tree=11
num_cat=0
split_feature=48 47 28 17 28 28 44
split_gain=2439.56 883.493 676.609 458.793 398.54 279.99 277.577
threshold=-0.72379013895988453 -1.256108224391937 -0.031506778672337525 -0.9409729242324828 -0.0094470065087079984 0.0010656728409230711 3.7910240888595585
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internal_value=7.5383e-05 -0.00870051 0.00260204 0.00106589 -0.00543329 -0.0196951 0.00775808
internal_weight=142587 31874.9 110712 85298.7 24572.7 7302.16 25413.2
internal_count=587878 133616 454262 350845 102213 31403 103417

Tree=12
num_cat=0
split_feature=48 28 28 0 6 38 7
split_gain=2283.7 1008.81 737.016 455.93 535.391 365.975 37.6208
threshold=-1.4875389337539671 -0.014725709334015845 0.021683344617486004 -0.0015730941086076198 6.0537413446581929e-05 1.0000000180025095e-35 -0.022537890821695324
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internal_weight=142559 132254 95352.8 10305.3 7663.16 36900.8 2642.14
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Tree=13
num_cat=0
split_feature=28 18 28 44 18 28 21
split_gain=1402.23 1237.4 926.742 344.09 195.88 109.02 78.4335
threshold=-0.014725709334015845 -0.020464387722313401 0.018866457976400856 3.7910240888595585 -0.021240289323031899 -0.16511735320091245 3.1571753025054936
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internal_value=6.97094e-05 -0.00207232 -0.00130661 0.00602215 -0.0220543 0.00486909 0.016276
internal_weight=142529 104812 100944 37717.3 3868.16 33904.6 3812.64
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Tree=14
num_cat=0
split_feature=48 47 28 17 7 1 37
split_gain=2103.52 758.044 532.876 437.29 353.747 253.054 196.551
threshold=-0.72379013895988453 -1.256108224391937 -0.031506778672337525 -0.9409729242324828 0.046553775668144233 -0.0026376470923423763 0.36435024440288549
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leaf_count=8397 91844 85914 5439 345406 16299 23006 11573
internal_value=6.70699e-05 -0.00810607 0.00240774 0.00104327 -0.00508866 -0.0183688 0.00697669
internal_weight=142503 31725.1 110778 85302.9 24516.8 7208.35 25474.7

Tree=15
num_cat=0
split_feature=48 28 28 0 6 44 7
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split_feature=9 34 6 9 11 19 8
split_gain=40.826 79.4818 92.8401 60.9498 30.0725 22.9534 22.3571
threshold=0.01594503223896027 1.3778149485588076 -0.0032315385760739441 -0.052930634468793862 1.5745726227760317 0.00045121985021978622 0.024757893756031994
leaf_value=0.0010658386123459033 0.0016034161473122727 -0.016166398353454695 -0.001507153989691734 -0.00087821604897042409 -6.6246984348640347e-05 -0.00050927132638661353 -0.0053514668429141994
leaf_weight=31028.519913136959 33881.060440659523 881.53059067577124 1534.6507789641619 64032.962194733322 3030.4403033405542 8296.7657837867737 1577.0920496284962
leaf_count=125230 137554 5770 6853 272970 12436 33632 6343
internal_value=1.20066e-05 -0.000407555 -0.0068555 -0.000243667 0.000886167 0.00118783 -0.0018753
internal_weight=144263 97477.7 2416.18 95061.5 46785.4 42177.8 4607.53
internal_count=600788 410823 12623 398200 189965 171186 18779

Tree=190
num_cat=0
split_feature=23 23 8 0 44 23 44
split_gain=46.6462 124.16 88.5749 62.6368 41.435 30.6936 25.4781
threshold=-0.0014371092547662554 -0.0014412749442271886 -0.0042997456621378652 -0.00067674985621124495 1.0000000180025095e-35 -0.0037716437363997097 3.8360519409179692
leaf_value=-0.00022727291705727768 0.0023702562132022673 -0.0042138123226683755 0.00044494236329439368 0.00032652281797826551 -0.0048764717741875789 0.0016190260478208191 0.0073558808510318261
leaf_weight=43807.512675285339 10713.998818539083 17056.28952794522 7666.2932239547372 45343.636608332396 2074.4006285965443 15906.58543715626 1516.4357907921076
leaf_count=178652 44189 78947 32345 186518 8430 64822 6175
internal_value=-7.92893e-05 -0.00062371 -0.00276917 0.000691378 9.8907e-05 0.000264542 0.00298842
internal_weight=144085 84436.7 24722.6 59648.5 47418 59714.1 12230.4
internal_count=600078 354766 111292 245312 194948 243474 50364

Tree=191
num_cat=0
split_gain=43.3532 115.493 172.467 60.0898 55.2566 51.3334 33.6554
threshold=-0.0014371092547662554 -0.0014412749442271886 -0.0032315314747393127 0.32716099917888647 0.01025249343365431 -0.70983687043189991 0.37684145569801336
leaf_value=0.00033643622889129092 0.0064871774913880633 -0.0064340397813841344 -0.00026670513333166575 -0.0021471252946905729 0.00076407086592764528 0.0014747542305351062 -0.0087156690956734072
leaf_weight=59178.143025733531 3107.9053298607469 9632.9624612033367 15069.35897526145 12478.090496711433 26174.138267308474 17892.073182880878 537.13703310489655
leaf_count=241232 13033 47174 64118 53326 106524 72429 2242
internal_value=-7.64557e-05 -0.000601412 -0.00267173 0.000666443 -0.00017575 0.00221657 0.000255013
internal_weight=144070 84417.6 24702.3 59652.2 38652.2 21000 59715.3
internal_count=600078 354766 111292 245312 159850 85462 243474

Tree=192
num_cat=0
split_feature=48 22 7 21 25 0 17
split_gain=41.878 34.7638 57.5637 30.2996 19.4838 11.2637 9.54528
threshold=-2.5940562486648555 -0.55687132477760304 -0.0074352615047246209 -0.075601164251565919 -0.84910756349563588 -0.026700210757553574 3.7556935548782353
leaf_value=-0.023109914494739335 -0.0011771649805501496 0.0018493264225032998 0.00060399551461264608 -4.8496962354086344e-06 0.058052929718905036 -0.0066034570549125928 0.037869300679711247
leaf_weight=139.67242862284184 55936.430221632123 19535.264038726687 40570.659053139389 27501.843999490142 3.5260951668024054 360.31831224262714 3.4080005064606658
leaf_count=1145 237433 79637 166352 112980 16 2493 22
internal_value=-7.3735e-05 -3.72583e-05 -0.000428382 0.000765219 -0.0104027 -0.00597686 -0.0216575
internal_weight=144051 143544 96507.1 47037.1 506.925 363.844 143.08
internal_count=600078 596402 403785 192617 3676 2509 1167

Tree=193
num_cat=0
split_feature=47 34 6 21 50 5 48
split_gain=42.243 69.6488 102.68 53.7489 23.6443 21.7897 16.1513
threshold=1.0000000180025095e-35 1.3778149485588076 -0.0032315368298441167 -0.2052076458930969 -0.06362756714224814 1.4247679710388186 -0.33299300819635386
leaf_value=-0.0011076743131956655 0.0027683907865823478 -0.0158193432828556 -0.0014057559459525431 0.00098070058082096786 0.00039216340687901557 -0.0022220914462265659 0.00072663160058163959
leaf_weight=49675.162776812911 8800.4191263765097 951.16800943762064 1961.401366725564 23541.015924535692 42847.310736745596 4572.9923953562975 11692.326794341207
leaf_count=211609 36287 6201 8539 97455 174109 18584 47294
internal_value=-7.10958e-05 -0.000653384 -0.00611285 -0.000436204 0.000581634 0.000140057 0.00160345
internal_weight=144042 76128.7 2912.57 73216.2 67913 47420.3 20492.7
internal_count=600078 323804 14740 309064 276274 192693 83581

Tree=194
num_cat=0
split_feature=6 0 17 6 6 21 6
split_gain=40.0374 275.611 125.444 156.683 125.068 77.2111 54.1501
threshold=-0.0032315261196345087 -0.0022947916295379396 -0.93323016166687001 0.35522730648517614 -0.0032315332209691401 0.93284386396408092 0.67479363083839428
left_child=1 5 3 -2 -3 -1 -4
right_child=2 4 6 -5 -6 -7 -8
leaf_value=0.00010919902308951637 0.004812586411730933 -0.0093463747591132525 0.0014794435904464073 -0.021890168003450148 -0.0021068123562196306 0.0074860014678951314 -0.00061307331102621846
leaf_weight=58596.475510671735 478.2078030705452 5898.9348823279142 45085.297331809998 704.07982476055622 6500.7898228168488 1898.4349614828825 24867.875288486481
leaf_count=238191 2016 31804 184660 3172 28776 7760 103699
internal_value=-6.85615e-05 -0.000661492 0.000539032 -0.0110895 -0.0055509 0.000340696 0.000735568
internal_weight=144030 72894.6 71135.5 1182.29 12399.7 60494.9 69953.2
internal_count=600078 306531 293547 5188 60580 245951 288359

Tree=195
num_cat=0
split_feature=1 1 22 1 0 12 22
split_gain=37.2547 147.59 53.8271 28.2133 22.6796 26.2827 19.6585
threshold=-0.0037464592605829235 -0.0036749573191627856 -0.45530457794666285 0.0044280933216214189 -0.10270385444164275 -0.079250078648328767 1.3289564251899721
leaf_value=0.0025885279880775249 -0.0059125413901808732 0.00063164945112795517 0.00045608398861411443 -0.00084806268675664657 0.0010165177068871551 -0.00053119842851398578 0.01271364148970036
leaf_weight=887.62626484036446 8207.1130206286907 40771.332459509373 2175.9523252248764 28284.574206531048 42063.228871226311 21481.885758370161 345.15082032978535
leaf_count=3593 40023 169370 9304 116886 172707 87681 1393
internal_value=-5.36258e-05 -0.00057612 -0.00457788 2.55749e-05 0.000587124 0.000493301 0.00542334
internal_weight=144217 79439 10383.1 69055.9 64777.9 63545.1 1232.78
internal_count=600957 335583 49327 286256 265374 260388 4986

Tree=196
num_cat=0
split_feature=6 0 6 17 6 21 6
split_gain=37.8097 195.805 151.406 123.932 149.174 63.1923 58.2172
threshold=-0.0032315243734046812 -0.0022947916295379396 -0.0032315314747393127 -0.93323016166687001 0.60849225521087658 4.5086498260498056 0.4404395073652268
left_child=1 5 -3 4 -2 -1 -5
right_child=3 2 -4 6 -6 -7 -8
leaf_value=0.00018146691717327678 -0.0004283660233186484 -0.0081387006223988551 -0.00086121928504823511 0.0018885197257180412 -0.026603111510562688 0.011670908986233469 -0.00022819526200190324
leaf_weight=59885.137491568923 694.83685013651848 7045.1507347002625 7814.6343319788575 31561.271235644817 475.1520324498415 626.89369136095047 36101.741856731474
leaf_count=243438 2974 37207 33917 128751 2180 2591 149899
internal_value=-5.17127e-05 -0.000608781 -0.00431154 0.000558274 -0.0110584 0.000300495 0.000759142
internal_weight=144205 75371.8 14859.8 68833 1169.99 60512 67663
internal_count=600957 317153 71124 283804 5154 246029 278650

Tree=197
num_cat=0
split_feature=6 0 6 17 6 17 6
split_gain=35.1439 182.326 141.542 115.605 141.109 59.7414 54.236
threshold=-0.0032315243734046812 -0.0022947916295379396 -0.0032315314747393127 -0.93323016166687001 0.70399811863899242 -0.93323016166687001 0.54854193329811107
leaf_value=0.011201969472034119 -0.0016111631585322144 -0.0078736868982255438 -0.00083040544597196941 0.0016550681780869256 -0.027961456473858119 0.00017242875348330206 -0.0003932559991226535
leaf_weight=643.2903640717268 763.28806613385677 7020.5725128129125 7812.8785255253315 37165.738574460149 402.15171733498573 59868.579973429441 30502.773847572505
leaf_count=2679 3283 37207 33917 151731 1871 243350 126919
internal_value=-4.99001e-05 -0.000587116 -0.00416394 0.000538134 -0.0107037 0.000289682 0.00073175
internal_weight=144179 75345.3 14833.5 68834 1165.44 60511.9 67668.5

Tree=198
num_cat=0
split_feature=45 47 34 18 54 0 13
split_gain=33.2856 45.1909 64.1609 29.5088 26.5099 54.013 26.2436
threshold=-0.00089026900241151441 1.0000000180025095e-35 1.3685106635093691 -0.020242396742105481 0.76045024394989025 0.00044805847574025398 -1.3620675802230833
leaf_value=0.0050416861555636497 -0.0011296815379749109 0.004435865058279493 -0.009134547527971295 9.2248973252965404e-05 0.005291820851048395 -0.010057867706648887 0.00026435066090406558
leaf_weight=1526.9766698628664 38579.875300720334 2150.2289870679379 1342.8482023850083 35369.764069572091 2902.7866889834404 330.97643108665943 61950.491689652205
leaf_count=6176 164885 8998 7434 144210 11891 1377 255986
internal_value=-4.81501e-05 -0.000555873 -0.00139893 0.000341177 0.000541248 0.00372078 0.000379271
internal_weight=144154 77442.7 39922.7 37520 66711.2 3233.76 63477.5
internal_count=600957 325527 172319 153208 275430 13268 262162

Tree=199
num_cat=0
split_feature=55 8 0 38 0 28 51
split_gain=32.6987 43.4111 39.5866 28.6389 151.174 45.4736 23.5998
threshold=0.36563305556774145 -0.12389326468110083 -0.037705546244978898 1.0000000180025095e-35 -0.00055409059859812249 0.005382420029491187 -0.13451607525348661
leaf_value=-0.00036601799086548553 0.00455594492261967 0.0034851762853686631 -0.0012982946624202378 0.0066468866830727393 -0.0055448299850816693 0.001467464901528345 0.00017751907371123235
leaf_weight=55509.571682088077 2783.4449681341648 2351.8962082117796 48055.907715581357 4149.8116751462221 1931.6789148896933 25623.692525133491 3737.9921618998051
leaf_count=233495 11185 9566 202039 16958 7930 104695 15089
internal_value=-4.64279e-05 -0.000717543 -0.00107511 0.000391641 0.0027744 0.000213037 0.0020463
internal_weight=144144 56929.2 50407.8 87214.8 6081.49 81133.3 6521.44
internal_count=600957 237879 211605 363078 24888 338190 26274

end of trees

feature_importances:
Column_7=161
Column_28=138
Column_6=134
Column_48=103
Column_8=86
Column_17=84
Column_1=63
Column_34=56
Column_9=52
Column_0=51
Column_23=48
Column_16=40
Column_21=38
Column_47=36
Column_12=27
Column_18=27
Column_13=26
Column_38=22
Column_22=18
Column_26=16
Column_44=16
Column_33=14
Column_14=11
Column_3=10
Column_29=10
Column_2=9
Column_27=9
Column_55=9
Column_19=8
Column_35=8
Column_11=7
Column_20=7
Column_45=7
Column_24=6
Column_31=6
Column_25=5
Column_37=5
Column_5=4
Column_46=4
Column_50=4
Column_51=4
Column_4=3
Column_49=3
Column_54=3
Column_43=1
Column_53=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: 0.036]
[num_leaves: 31]
[num_threads: 1]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 3]
[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=3 learning_rate=0.036 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=902 910 911 928 913 910 914 905 910 917 921 921 923 920 919 910 928 923 909 924 918 919 920 917 928 926 918 917 915 914 923 928 921 929 917 918 927 915 931 926 923 921 911 912 909 911 916 919 924 919 918 921 912 912 927 924 926 917 930 919 921 922 917 915 914 916 914 917 915 925 922 917 917 924 917 920 918 922 909 923 920 918 908 913 915 918 911 907 916 914 920 920 914 921 938 919 923 928 935 935 934 930 938 923 921 915 915 918 928 912

Tree=0
num_cat=0
split_feature=45 17 0 55 34 0 49
split_gain=0.110396 1.92437 8.26674 0.0511251 0.394338 0.0378807 0.0249231
threshold=-0.17180078476667401 -0.8243863284587859 0.0054809453431516894 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.00012259400214781056 0.00014431212997216295 0.00085801878388324163 0.025936149487563918 0.00012194364065489934 0.0010114070739399934 9.6547510289199184e-05 0.00010136161682770425
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=0.000100879 0.000353864 0.00518408 9.99171e-05 0.000175056 9.8411e-05 0.000122014
internal_weight=587687 2227 102 585460 11505 573955 2125
internal_count=587687 2227 102 585460 11505 573955 2125

Tree=1
num_cat=0
split_feature=45 17 33 55 34 0 49
split_gain=0.10259 1.78831 7.78839 0.0475103 0.366456 0.0352024 0.023161
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.024435186768516099 3.9798030413468762e-05 0.00072781122230788171 -0.00016703301481902597 1.8234806212210742e-05 0.00087567757991531211 -6.247062630745622e-06 -1.6062697598648815e-06
leaf_weight=21 22392 58 81 10818 687 551563 2067
leaf_count=21 22392 58 81 10818 687 551563 2067
internal_value=-2.07106e-06 0.000241806 0.00489813 -2.99873e-06 6.94354e-05 -4.45068e-06 1.83025e-05

Tree=2
num_cat=0
split_feature=45 17 6 23 49 31 49
split_gain=0.0953368 1.66187 7.72652 0.0396464 0.210784 0.0314647 0.0215234
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 -0.030672303400933739 -1.3179033398628233 2.102653026580811 -1.6757296919822691
leaf_value=-0.00017151099436940546 0.00035325726298899624 0.0007016100132002912 0.024784361089020965 -5.93876599863223e-06 7.7654954438105785e-06 7.1273498582864454e-05 -1.5484433546316409e-06
leaf_weight=82 2517 58 20 550798 25219 6926 2067
leaf_count=82 2517 58 20 550798 25219 6926 2067
internal_value=-1.9965e-06 0.000233101 0.0047218 -2.89078e-06 3.91184e-05 -4.97992e-06 1.76436e-05
internal_weight=587687 2227 102 585460 27736 557724 2125
internal_count=587687 2227 102 585460 27736 557724 2125

Tree=3
num_cat=0
split_feature=55 26 26 33 13 13 13
split_gain=0.0437734 0.319195 13.7119 0.119808 0.035469 0.229571 0.0167327
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -0.25902542471885676 -0.27063107490539545 0.25719563663005834
leaf_value=9.0939633559919728e-06 -4.3131636515453508e-05 -1.6733613216495798e-05 0.028155451517359795 0.00045871147313574217 -4.0664906713688224e-06 0.00038425255700273633 -2.6280635525863224e-05
leaf_weight=49121 789 10104 23 737 476292 2209 48412
leaf_count=49121 789 10104 23 737 476292 2209 48412
internal_value=-1.92463e-06 6.71534e-05 0.000755597 1.55884e-05 -3.32205e-06 2.5239e-05 -6.11609e-06
internal_weight=587687 11653 812 10841 576034 51330 524704
internal_count=587687 11653 812 10841 576034 51330 524704

Tree=4
num_cat=0
split_feature=45 24 5 55 34 27 0
split_gain=0.0879385 0.637613 9.80194 0.0408637 0.33948 0.0315761 0.0299477
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 0.16744337230920794 -0.034956371411681168
leaf_value=8.3659646309439554e-06 3.6752044526144134e-05 0.026115351829740393 4.054127962127226e-05 1.5182371621070054e-05 0.0008404622943484093 -0.00081748636275991767 -5.7176732986169397e-06
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Tree=103
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leaf_weight=572628 38 14981 916 394 21 1107 10610
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internal_value=4.41692e-06 0.000209274 0.00607328 -0.00015458 -1.30743e-06 0.000451825 -2.1838e-06
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Column_7=56
Column_49=56
Column_5=51
Column_15=51
Column_51=44
Column_21=37
Column_4=36
Column_46=35
Column_9=31
Column_16=27
Column_19=27
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Column_23=18
Column_24=16
Column_8=15
Column_31=15
Column_55=15
Column_3=14
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Column_29=12
Column_18=10
Column_32=10
Column_33=9
Column_1=8
Column_26=7
Column_47=7
Column_34=5
Column_12=4
Column_35=4
Column_2=3
Column_6=3
Column_11=2
Column_25=2
Column_10=1
Column_28=1
Column_50=1

[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.036 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