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=1014 1035 1042 1032 1035 1036 1038 1037 1029 1039 1035 1038 1034 1038 1031 1037 1036 1034 1031 1044 1036 1045 1043 1037 1028 1037 1033 1040 1044 1047 1038 1040 1040 1029 1043 1033 1023 1043 1042 1037 1039 1033 1023 1036 1036 1042 1041 1048 1041 1036 1035 1029 1036 1034 1037 1040 1036 1050 1031 1033 1038 1038 1037 1032 1038 1043 1045 1046 1033 1041 1038 1051 1050 1050 1042 1037 1043 1044 1025 1040 1033 1046 1027 1027 1031 1034 1027 1033 1041 1031 1012 1023 1042 1039 1017 1044 1041 1028 1020 1051 1045 1046 1038 1037 1038 1038 1040 1047 1037 1040 1044 1037 1036 1044 1052 1035 1036 1038 1043 1040 1045 1038 1049 1035 1040 1036 1028 1041 1045 1031 1043 1045 1049 1036 1029 1034 1039 1030 1039 1042 1062 1020 1029 1034 1048 1049 1043 1035 1038 1036 1039 1040 1046 1051 1046 1046 1054 1039 1030 1036 1031 1045 1035 1042 1032 1053 1037 1054 1049 1052 1030 1034 1037 1035 1043 1040 1042 1036 1034 1033 1026 1020 1026 1040 1026 1018 1020 1037 1017 1016 1041 1028 1050 1030 1038 1027 1036 1024 1048 1046

Tree=0
num_leaves=8
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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=-0.38433261233576843 -0.31535102326383646 -0.35631196471690829 -0.3265748262974546 -0.46326493080928999 -0.4156364909479473 -0.32761563604608934 -0.32090919329792489
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internal_value=-0.341741 -0.339715 -0.346229 -0.429317 -0.441475 -0.32161 -0.36867
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 48 38 1 28
split_gain=4191.19 1524.8 888.8 621.298 472.97 348.855 347.221
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.34191577136516565 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984
left_child=2 4 5 -3 -2 -1 -4
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internal_value=5.47952e-05 0.00669762 -0.0424087 0.000955465 0.0273653 -0.0725477 -0.0277367
internal_weight=142699 123395 19303.5 96566.2 26829.3 6320.36 12983.1
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shrinkage=0.098

Tree=2
num_cat=0
split_feature=48 28 18 8 28 38 6
split_gain=3437.75 1233.16 791.603 585.309 423.014 378.011 169.657
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.000590299750911072 1.0000000180025095e-35 1.0000000180025095e-35
left_child=2 5 6 -3 -4 -2 -1
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leaf_weight=374.44641238451004 23623.285557284951 24838.153406992555 4857.8936818093061 71741.181908220053 11049.386268392205 3320.3471290320158 2861.0536504387856
leaf_count=1559 96751 102027 20074 295635 45959 13523 12159
internal_value=4.43752e-05 0.00603307 -0.038599 0.000861188 -0.0296113 0.0245717 -0.082787
internal_weight=142666 123523 19142.8 96579.3 15907.3 26943.6 3235.5
internal_count=587687 507936 79751 397662 66033 110274 13718

Tree=3
num_cat=0
split_feature=28 28 47 17 38 28 21
split_gain=1844.83 1575.95 1202.18 652.506 411.28 125.679 111.972
threshold=-0.014725709334015845 0.021683344617486004 -1.256108224391937 -0.9409729242324828 1.0000000180025095e-35 -0.16511735320091245 3.1571753025054936
left_child=4 2 -2 -3 5 -1 -6
right_child=1 3 -4 -5 6 -7 -8
leaf_value=0.024902622181704585 -0.044701407549527956 -0.060606904389993867 -0.0096506527881992724 0.012214423351460637 0.04234555971971677 0.011554113597215299 0.089838679347316805
leaf_weight=9370.5955422222614 11246.213834941387 1222.5698637515306 57180.41032359004 35379.106263428926 3198.0342534035444 24446.759262874722 560.28664767742157
leaf_count=38247 47243 5029 236175 145592 12965 100167 2269
internal_value=3.54852e-05 -0.00663165 -0.0154114 0.00978204 0.0186709 0.0152529 0.0494258
internal_weight=142604 105028 68426.6 36601.7 37575.7 33817.4 3758.32
internal_count=587687 434039 283418 150621 153648 138414 15234

Tree=4
num_cat=0
split_feature=48 28 48 0 6 38 7
split_gain=2640.99 981.814 767.302 477.39 492.756 249.809 39.419
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 -0.0015730941086076198 6.0537413446581929e-05 1.0000000180025095e-35 -0.022537890821695324
leaf_value=0.016479473083453273 0.016628070219261132 -0.01270981335084753 0.0052357674886013067 -0.087675948787023686 -0.037813356659374436 0.044925558275874092 -0.01685905339692122
leaf_weight=400.72699236869812 24511.314590886235 33921.738460421562 70313.979623883963 3420.4782900363207 4291.5991255044937 3413.399271607399 2270.6919522583485
leaf_count=1648 99884 140723 289249 14842 18129 13750 9462
internal_value=2.86369e-05 0.00376764 -0.000604316 -0.0475612 -0.0599285 0.020087 -0.0118581
internal_weight=142544 132160 104236 10383.5 7712.08 27924.7 2671.42
internal_count=587687 543606 429972 44081 32971 113634 11110

Tree=5
num_cat=0
split_feature=48 47 7 8 7 18 20
split_gain=2170.12 816.396 405.269 413.264 388.021 251.305 47.9094
threshold=-0.72379013895988453 -1.256108224391937 -0.04316392354667186 0.057788373902440078 0.046553775668144233 -0.021240289323031899 -0.02252145484089851
left_child=1 5 6 -4 -3 -1 -2
right_child=2 4 3 -5 -6 -7 -8
leaf_value=-0.089778210353418153 0.024880020672351549 -0.019474477944862876 -0.00072113783447376901 0.014192994919672299 0.014002853364445062 -0.042802343597930698 0.015144999225337288
leaf_weight=1343.1522341817617 7090.6753389686346 20549.801289916039 63388.117937207222 24834.547363176942 3966.9975851476192 5889.2778145372868 15399.204163134098
leaf_count=6137 28890 85698 260885 101602 16390 25258 62839
internal_value=-6.35921e-06 -0.0225929 0.00647083 0.00347717 -0.0140576 -0.0515263 0.0182143
internal_weight=142462 31749.2 110713 88222.7 24516.8 7232.43 22489.9
internal_count=587699 133483 454216 362487 102088 31395 91729

Tree=6
num_cat=0
split_feature=48 28 48 0 6 17 3
split_gain=1868.57 816.904 509.131 357.082 438.23 215.561 22.5584
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 -0.0015730941086076198 6.0536020100698813e-05 -0.9409729242324828 -0.0045776558108627787
leaf_value=-0.002133262197621633 0.075241035069534584 -0.010798708252703864 0.0038401535109337695 -0.079853372610114048 -0.031658298181535351 0.016633934616293707 -0.02057179578067159
leaf_weight=1567.907250225544 616.23267821967602 33764.583232223988 70376.378271952271 3084.7360181510448 4391.5305203199387 27501.685682401061 1073.5821152031422
leaf_count=6557 2469 140692 289007 13997 18870 111597 4510
internal_value=-9.2416e-06 0.00309597 -0.000906058 -0.0406004 -0.0515438 0.0179184 -0.00962725
internal_weight=142377 132259 104141 10117.8 7476.27 28117.9 2641.49
internal_count=587699 543765 429699 43934 32867 114066 11067

Tree=7
num_cat=0
split_feature=48 28 7 1 7 44 9
split_gain=1541.47 663.138 485.716 313.281 227.719 180.837 43.0144
threshold=-1.4875389337539671 -0.031506778672337525 -0.0058368276804685584 -0.0026376470923423763 0.063237678259611144 3.7910240888595585 -0.018894809298217293
leaf_value=0.014726860131460063 0.013189222490083224 0.010515813797804677 -0.0047712807306582675 -0.054476349923850843 0.026181210760069504 0.037090722657123328 -0.017843910690000676
leaf_weight=445.26460422575474 24703.624148473144 26923.755459278822 77187.344480931759 6083.3890431523323 355.83472271263599 3466.7371401786804 3104.5039249062538
leaf_count=1866 100163 110320 319379 27277 1506 13903 13285
internal_value=-1.17782e-05 0.00279138 -0.000817946 -0.0371333 -0.0500192 0.0161306 -0.0137584
internal_weight=142270 132281 104111 9988.99 6439.22 28170.4 3549.77
internal_count=587699 543765 429699 43934 28783 114066 15151

Tree=8
num_cat=0
split_feature=18 7 7 1 7 34 21
split_gain=937.806 687.933 1140.07 112.871 86.0494 48.5076 20.1568
threshold=-0.020662431605160233 -0.0007832700794097035 0.040770240128040321 -0.0026376470923423763 -0.077107463032007204 1.5559740066528323 -0.20222809165716168
left_child=3 4 -3 6 -2 -5 -1
right_child=1 2 -4 5 -6 -7 -8
leaf_value=-0.025863518586866759 0.016288016674240291 -0.012025926743308496 0.0097820470124482077 -0.056939910834293561 0.0074607832663226075 -0.089578070017802019 0.018702596632173111
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internal_value=-1.3242e-05 0.00111958 -0.00346492 -0.0559372 0.0114618 -0.0652687 -0.0147821
internal_weight=142169 139346 96548 2822.67 42798 2300.95 521.716
internal_count=587699 574581 399858 13118 174723 10893 2225

Tree=9
num_cat=0
split_feature=48 7 7 6 6 44 7
split_gain=1210.68 543.629 722.179 249.765 653.233 268.829 44.7438
threshold=-0.72379013895988453 0.0020101865520700817 0.04009512439370156 1.0000000180025095e-35 6.0545426094904549e-05 1.0000000180025095e-35 -0.025791299529373642
left_child=1 6 -3 5 -5 -2 -1
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internal_value=-1.43973e-05 -0.0170725 -0.0235947 0.00478295 0.000524301 0.00986213 0.00859429
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internal_count=587699 133483 107220 454216 247977 206239 26263

Tree=10
num_cat=0
split_feature=48 47 34 9 9 7 9
split_gain=1046.1 470.614 323.161 200.566 406.907 95.6985 33.4627
threshold=-0.72379013895988453 -0.5827713906764983 1.5559740066528323 0.042827455326914794 -0.021324904635548588 -0.029099613428115841 0.19367239624261859
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Tree=11
num_cat=0
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Tree=12
num_cat=0
split_feature=48 6 6 28 17 17 28
split_gain=726.479 398.781 854.932 190.564 355.707 163.735 52.7021
threshold=-0.72379013895988453 1.0000000180025095e-35 6.0543263316503733e-05 -0.16511735320091245 -0.9409729242324828 -0.9409729242324828 -0.081908166408538804
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Tree=13
num_cat=0
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Tree=14
num_cat=0
split_feature=48 8 8 1 7 17 22
split_gain=550.415 318.508 496.233 159.648 82.9554 42.5102 27.6855
threshold=-1.8694132566452024 -0.0089428424835205061 0.056312030181288726 -0.0026376470923423763 0.06499118730425836 -0.9409729242324828 0.7830050289630891
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internal_weight=141617 136981 99453.9 4635.6 3150.22 37527.2 1485.38
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Tree=15
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split_feature=9 24 31 28 17 4 28
split_gain=6.61015 11.7017 10.22 7.47163 16.4228 7.02953 5.34449
threshold=-0.89226335287094105 -3.146794199943542 0.80173471570014965 -2.0459009408950801 -0.93323016166687001 -0.14748999476432798 -0.022393035702407357
leaf_value=0.013169574557217302 0.071036164704199115 0.0021499836684413143 0.026022596092389074 0.0066620720274529008 0.0065841339011224881 -8.1303177883650969e-05 0.070318526940357839
leaf_weight=27.025752186775208 42.33712249994278 2104.6703915446997 187.57708656787872 1500.6838839650154 367.97717766463757 138948.13018613681 37.554887771606445
leaf_count=109 227 8464 754 6119 1492 583472 151
internal_value=0.000115448 0.00526257 0.00410351 2.93273e-05 0.0132344 -9.25078e-06 0.0464028
internal_weight=143216 2356.83 2292.25 140859 410.314 140449 64.5806
internal_count=600788 9478 9218 591310 1719 589591 260

Tree=190
num_cat=0
split_feature=29 33 34 8 20 27 31
split_gain=7.3522 26.0956 23.4685 16.4815 11.1093 13.4128 10.4956
threshold=-0.22357961535453794 -0.393197551369667 -0.40771017968654627 0.14160165190696719 -0.023558949120342728 0.013303106650710108 -1.358420670032501
leaf_value=0.003270985180638663 -0.0023982441126125797 0.0034706915417482449 -0.0089240119569258293 -0.0063045332248006358 0.0036636578021698365 0.013741244065242112 -0.00026498283348077461
leaf_weight=2437.643865428865 29484.992842637002 21764.323468632996 4006.5959163606167 1792.9851450622082 7145.6607302352786 502.96376973390579 75912.961024820805
leaf_count=11445 122585 92552 19091 7290 29279 2114 315722
internal_value=-0.000148798 0.001215 -0.00431105 0.00272668 -0.000510738 -0.00212755 7.30042e-05
internal_weight=143048 30001.5 6444.24 23557.3 113047 29988 83058.6
internal_count=600078 130378 30536 99842 469700 124699 345001

Tree=191
num_cat=0
split_feature=6 17 0 20 6 20 1
split_gain=10.1359 12.4186 9.72506 7.80936 18.1065 10.3897 5.88781
threshold=2.371862649917603 -0.93323016166687001 0.0079743834212422388 -0.027878073975443837 1.1264142394065859 -0.023558949120342728 -0.00045897201925981784
leaf_value=0.001742545325943601 -0.12122257805674327 -0.010233003422720224 0.00966787290356683 -0.002320279857970931 -0.0071576383275417377 -8.9204093313556096e-05 0.030666617648824283
leaf_weight=30178.511135920882 10.608788721263407 270.0130941644311 1862.8659315109253 26553.349041648209 2367.4884241297841 81798.060568578541 3.1874850988388053
leaf_count=130139 70 1371 7880 110417 10486 339694 21
internal_value=-0.000134277 0.00654903 0.00714851 -0.000236102 0.00109512 -0.000635967 -0.0861302
internal_weight=143044 2146.68 2132.88 140897 32546 108351 13.7963
internal_count=600078 9342 9251 590736 140625 450111 91

Tree=192
num_cat=0
split_feature=1 1 21 7 44 13 31
split_gain=7.18363 61.6314 29.3299 14.4597 13.3059 38.1273 8.18807
threshold=-0.0036749573191627856 -0.0037464592605829235 -0.2052076458930969 0.046304486691951759 1.0000000180025095e-35 0.018083780072629455 1.5525998473167422
leaf_value=0.001031765674671833 0.0013122296796106367 -0.010968536778438719 0.0013954785956185639 -0.0027011476337042355 0.0068456121002740955 -0.011539721717046593 -0.0026339343793694288
leaf_weight=52330.838707156479 58300.29647666961 7549.831081174314 2437.586574152112 12310.221723601222 1756.0726374834776 2827.5706597939134 5528.8031238466501
leaf_count=215937 242833 38403 10687 49579 7399 11957 23283
internal_value=-0.000121187 -0.000786128 -0.0079509 0.000320871 0.000604169 -0.00449598 0.000970417
internal_weight=143041 74628.5 9987.42 64641.1 68412.7 4583.64 63829.1
internal_count=600078 314606 49090 265516 285472 19356 266116

Tree=193
num_cat=0
split_feature=6 17 12 19 7 33 1
split_gain=8.13405 10.5309 8.76027 6.89438 18.468 10.2989 5.45054
threshold=2.371862649917603 -0.93323016166687001 -0.30464540421962732 -0.020294477231800553 -0.0090377260930836183 2.5304644107818608 -0.00045897201925981784
leaf_value=-0.0012186443886287245 -0.11847706818133835 -0.066310310399501957 0.0069528603490144631 -0.00044962522081017878 0.0031556783659079275 -0.0065346728071863838 0.028455115807791559
leaf_weight=18729.016451720148 9.7797374650835973 15.7914502620697 2119.3469885289669 101051.70052839443 18352.288575533777 2743.7921450063586 3.2240391969680777
leaf_count=83738 70 126 9125 419309 76178 11511 21
internal_value=-0.000109448 0.00587552 0.00641101 -0.000200709 0.000946297 -0.000610481 -0.082048
internal_weight=143025 2148.14 2135.14 140877 37081.3 103795 13.0038
internal_count=600078 9342 9251 590736 159916 430820 91

Tree=194
num_cat=0
split_feature=6 17 15 24 24 35 8
split_gain=6.60494 9.13134 10.8595 7.12224 6.77995 11.7193 10.664
threshold=2.371862649917603 -0.86012724041938771 0.00051756241009570669 0.13978599011898044 0.10144596546888353 -1.2011523842811582 -0.0056424618232995263
leaf_value=-0.0003729656296697256 -0.093645397311743539 -0.0031004526590811517 0.0080806618732678481 0.0096720293971382914 -0.0050056087644647345 -0.00050379371634349059 0.0020410285120865458
leaf_weight=54149.867061484605 19.428743749856949 577.30246512591839 20.942166447639465 1531.9297431856394 6183.5421722084284 54518.167770147324 26020.57459808141
leaf_count=229973 119 2572 111 6540 25832 228505 106426
internal_value=-9.87879e-05 0.0052925 -0.0408756 0.00617617 -0.000181055 -0.000962383 0.000410534
internal_weight=143022 2149.6 40.3709 2109.23 140872 60701.7 80170.4
internal_count=600078 9342 230 9112 590736 254337 336399

Tree=195
num_cat=0
split_feature=17 13 12 16 53 18 17
split_gain=8.17074 10.2631 10.977 7.34004 6.99142 16.2997 7.17054
threshold=3.7556935548782353 -0.85261079668998707 0.86757999658584606 -0.2192258685827255 -0.05449374578893184 -0.02126310300081968 -0.57471990585327137
leaf_value=0.0010163121126186322 0.082189201221524066 -0.020507821798250107 -0.0013043350748099931 0.0068746203433603702 0.048944001469540359 0.003503496844631086 -0.00062525687884945917
leaf_weight=33769.136619210243 34.857017308473587 100.08414124697447 26.711384654045105 1550.8982445299625 78.088620021939278 2601.920210853219 105068.66636838391
leaf_count=145101 141 415 108 6631 502 11186 436873
internal_value=-4.88568e-05 0.00667972 0.0459656 0.00521467 -0.000130281 0.00482752 -0.000225983
internal_weight=143230 1712.55 61.5684 1650.98 141518 2680.01 138838
internal_count=600957 7295 249 7046 593662 11688 581974

Tree=196
num_cat=0
split_feature=17 21 20 7 4 23 53
split_gain=7.40428 9.77517 14.352 8.72952 10.3138 9.49521 8.11571
threshold=1.5870265960693362 0.16206456720829013 -0.031181980855762955 0.052881686016917236 -0.037731714546680444 0.0079357032664120215 -0.05449374578893184
leaf_value=-8.0137249481000036e-05 0.0056212976262348313 0.031577735259354686 -0.0035324425893411004 0.12756258203877341 -0.0044249729078129551 -0.0051807152945403424 0.0064338840393762947
leaf_weight=122688.01497652382 6076.8189067207277 113.07185497134924 10059.211294881999 5.7072287052869788 1528.1035302877426 896.87990249693394 1864.7973858863115
leaf_count=514135 25735 540 42515 23 6151 3793 8065
internal_value=-4.41079e-05 -0.000221169 -0.00314217 0.00275984 -0.00393385 0.00423206 1.73903e-05
internal_weight=143233 134725 10172.3 8507.51 1533.81 6973.7 124553
internal_count=600957 565255 43055 35702 6174 29528 522200

Tree=197
num_cat=0
split_feature=11 24 8 46 16 7 24
split_gain=6.8316 9.42296 13.2622 9.98757 8.00901 34.7355 10.1369
threshold=-2.0978394746780391 -2.8673740625381465 -0.013574819080531595 -0.0074589352589100591 -0.1068240739405155 -0.022277201525866982 -2.8673740625381465
leaf_value=0.0076616509231210517 -0.0030180840567591498 0.00095734628076482554 0.057815117058172792 0.029905017001565122 -0.015965132979948029 0.011539976029288673 0.00024647577197437078
leaf_weight=149.00034600496292 19764.787803284824 1428.7764751017094 76.704456731677055 124.43762920796871 371.57973757386208 1710.2538261711597 119607.32596861944
leaf_count=616 81337 5792 312 521 1637 7381 503361
internal_value=-3.981e-05 0.00599544 0.024706 0.00327652 -0.000115709 -0.00185869 0.000196268
internal_weight=143233 1778.92 225.705 1553.21 141454 21475 119979
internal_count=600957 7241 928 6313 593716 88718 504998

Tree=198
num_cat=0
split_feature=55 25 47 8 25 31 18
split_gain=6.73732 12.0322 15.7337 11.1571 11.1033 10.9921 10.9101
threshold=0.36563305556774145 -0.98611101508140553 -1.2433525025844572 0.23991755396127704 -1.7594014406204221 0.62838304042816173 -0.020647044293582436
leaf_value=0.0099344020972534294 -0.017836675023898661 0.00016972064046303744 -0.0029304783571868095 -0.0056454616468122948 0.0055580103667299575 -0.0024131472472987861 4.9579143668398522e-05
leaf_weight=2246.351808514446 741.49498168006539 44084.429452382028 8208.4553473219275 3414.0524040013552 3609.1684244796634 1000.9650352597237 79928.878542728722
leaf_count=9780 4290 185207 34638 13744 18200 4261 330837
internal_value=-3.59488e-05 -0.000869331 -0.00416544 -0.000248258 0.000506114 0.00612835 0.000287565
internal_weight=143234 56448.4 8949.95 47498.5 86785.4 3247.32 83538
internal_count=600957 237879 38928 198951 363078 14041 349037

Tree=199
num_cat=0
split_feature=48 4 7 18 7 48 8
split_gain=6.44458 14.8668 16.1192 12.7474 11.9427 20.5933 14.2438
threshold=0.42069473117589956 0.24512328952550891 -0.041823862120509141 0.10451051965355874 -0.057578392326831811 -0.33299300819635386 -0.010062559507787226
leaf_value=0.0059274054684300094 -0.0015587093333925004 0.0054958891899814432 0.0021709111820644045 -0.039387174314332647 -0.0024786715551014756 -0.0011575860667867245 0.00021191300886774699
leaf_weight=6941.5234616622329 16427.140008836985 97.232335552573204 34508.346313290298 162.07061992585659 35238.638557337224 9112.0791275203228 40747.508877798915
leaf_count=28315 66304 394 140421 657 158361 36777 169728
internal_value=-3.24823e-05 0.00084892 0.000968076 -0.0225571 -0.00052274 0.00190594 -0.00103585
internal_weight=143235 51194.8 50935.5 259.303 92039.8 16053.6 75986.1
internal_count=600957 207776 206725 1051 393181 65092 328089

end of trees

feature_importances:
Column_6=147
Column_7=104
Column_28=99
Column_17=87
Column_48=72
Column_8=58
Column_23=51
Column_9=48
Column_34=47
Column_1=46
Column_21=46
Column_18=39
Column_33=39
Column_0=36
Column_12=31
Column_16=25
Column_24=25
Column_25=25
Column_55=25
Column_47=23
Column_20=22
Column_5=19
Column_13=19
Column_29=19
Column_46=19
Column_2=17
Column_31=15
Column_11=14
Column_19=14
Column_26=14
Column_35=13
Column_44=13
Column_3=12
Column_27=12
Column_4=11
Column_14=11
Column_45=11
Column_22=10
Column_49=10
Column_51=10
Column_38=9
Column_53=9
Column_37=8
Column_50=8
Column_43=3
Column_15=2
Column_54=2
Column_32=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: 0.098]
[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=0.098 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=899 911 910 933 913 906 907 908 913 917 925 917 919 826 918 925 916 927 909 922 917 906 928 904 930 931 910 921 910 916 919 910 913 916 909 916 921 930 918 921 920 917 922 919 830 904 909 907 905 904 907 907 908 912 919 905 910 918 909 922 917 915 909 917 921 911 913 926 915 914 911 919 916 912 909 923 914 916 909 919 904 918 904 906 918 910 916 916 918 910 921 910 917 913 918 909 921 915 922 911 918 912 921 932 914 911 912 914 909 911 917 924 921 914

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=0.00015629123682708244 0.00021541280701559726 0.0021582809204402005 0.070426525613793159 0.00015452080831860189 0.0025758379322613585 8.5386897878640374e-05 9.849196567790414e-05
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=9.71794e-05 0.00078586 0.0139348 9.45598e-05 0.000299105 9.04597e-05 0.000154712
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 26 0 49
split_gain=0.0898184 1.56568 7.85645 0.0415956 0.328183 0.0308199 0.0202776
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 -1.0894942879676817 -0.034956371411681168 -1.6757296919822691
leaf_value=0.065892310473951513 0.0001013712189066886 0.0018538381751096839 -0.0013723838829009991 0.0020902255082130942 3.3681357340859002e-05 -1.5912152715783236e-05 -4.0913929933990777e-06
leaf_weight=21 22392 58 81 801 10704 551563 2067
leaf_count=21 22392 58 81 801 10704 551563 2067
internal_value=-5.27528e-06 0.000615914 0.0124762 -7.63819e-06 0.000176862 -1.13365e-05 4.66192e-05

Tree=2
num_cat=0
split_feature=45 17 24 23 49 31 27
split_gain=0.0730766 1.27384 7.38852 0.0327169 0.210403 0.0305206 0.0185203
threshold=-0.17180078476667401 -0.8243863284587859 0.96566614508628856 -0.030672303400933739 -1.3179033398628233 2.102653026580811 0.16744337230920794
leaf_value=-0.002176314953167655 0.00095137697751143451 9.5051407752887846e-05 0.063054502363937601 -1.4626644838075306e-05 1.1722856134332775e-05 0.00019238496971233973 -0.0015372229434323726
leaf_weight=81 2517 2056 21 550798 25219 6926 69
leaf_count=81 2517 2056 21 550798 25219 6926 69
internal_value=-4.7583e-06 0.000555555 0.0112536 -6.88965e-06 9.6995e-05 -1.20559e-05 4.20505e-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 23 23 13 13 13 15
split_gain=0.0332664 0.29226 8.16453 0.0269495 0.233953 0.0175996 0.00578089
threshold=2.0211037397384648 -0.0097320508211851103 -0.0099337594583630544 -0.25902542471885676 -0.27063107490539545 0.25719563663005834 1.4659503102302553
leaf_value=1.5795611897637526e-05 0.0003969250610490578 -7.9979493617439527e-05 0.046190407422604038 -8.5159792732564883e-06 0.0010467619982538602 -7.0534579307041857e-05 -0.0007821708919667831
leaf_weight=49121 2336 9165 38 476292 2209 48412 114
leaf_count=49121 2336 9165 38 476292 2209 48412 114
internal_value=-4.29199e-06 0.000159639 0.00112993 -7.60827e-06 6.01635e-05 -1.42381e-05 -8.86065e-05
internal_weight=587687 11653 2374 576034 51330 524704 9279
internal_count=587687 11653 2374 576034 51330 524704 9279

Tree=4
num_cat=0
split_feature=45 24 55 0 55 34 0
split_gain=0.0588028 0.574183 9.58577 0.0330732 0.0270265 0.316726 0.0195321
threshold=-0.17180078476667401 1.7687134742736819 -1.1221740841865537 0.10345410183072092 2.0211037397384648 1.468370318412781 -0.034956371411681168
leaf_value=-3.0722686373505458e-05 8.0960508798662243e-05 0.070032783801146442 -0.00016158989374149239 -0.0018441450496260695 1.3358748354204048e-05 0.0021833562118157611 -1.24069596610074e-05
leaf_weight=1821 22392 20 284 102 10818 687 551563
leaf_count=1821 22392 20 284 102 10818 687 551563
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Column_15=56
Column_7=54
Column_4=49
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Column_51=48
Column_49=45
Column_9=37
Column_46=32
Column_20=30
Column_45=27
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Column_23=19
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Column_1=9
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Column_25=3
Column_10=2
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Column_11=1
Column_12=1
Column_50=1

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

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.098 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