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=1017 1041 1045 1035 1042 1039 1036 1043 1039 1041 1042 1038 1046 1038 1038 1042 1038 1041 1041 1040 1047 1052 1048 1049 1038 1040 1050 1042 1047 1043 1031 1034 1032 1037 1039 1045 1040 1037 1044 1036 1044 1033 1041 1034 1050 1037 1043 1050 1043 1042 1043 1039 1040 1039 1043 1041 1047 1037 1036 1043 1039 1045 1033 1044 1038 1046 1029 1043 1052 1050 1050 1052 1037 1042 1030 1048 1051 1045 1049 1052 1054 1047 1049 1039 1047 1054 1050 1044 1051 1032 1045 1045 1046 1038 1031 1054 1058 1046 1050 1042 1044 1042 1046 1048 1043 1046 1037 1047 1040 1046 1032 1036 1033 1037 1049 1035 1039 1039 1036 1031 1047 1032 1058 1049 1053 1054 1053 1035 1041 1059 1048 1056 1048 1044 1045 1042 1058 1044 1024 1054 1055 1043 1040 1038 1055 1028 1036 1047 1041 1044 1041 1036 1040 1037 1039 1044 1045 1045 1049 1039 1049 1049 1049 1049 1046 1058 1053 1060 1049 1040 1043 1039 1052 1042 1042 1066 1066 1055 1054 1034 1050 1048 1049 1049 1054 1047 1044 1042 1051 1045 1059 1060 1036 1062 1055 1054 1056 1051 1049 1047

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
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leaf_value=-0.35829630641404309 -0.33154834330451843 -0.3474311573373422 -0.33590043019510507 -0.38890271561806161 -0.37043454505958179 -0.33630400948539196 -0.33370355209324659
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leaf_count=1671 74421 279197 143231 6005 5064 77550 548
internal_value=-0.341781 -0.340996 -0.343521 -0.375739 -0.380454 -0.333975 -0.352223
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=4390.34 1607.14 954.919 669.273 472.603 374.25 358.573
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=-0.012923906965833462 0.0090099634027319218 0.0057604441024953403 0.001140485648669879 -0.0014809995497848214 0.024394647892929368 -0.034217073395706961 -0.014213589111643809
leaf_weight=1590.0857525467873 23512.648587629199 24797.38037866354 2799.4879120290279 71771.034070491791 3286.2637947052717 4760.0177213847637 10194.035268366337
leaf_count=6552 96751 102027 11527 295635 13523 19667 42005
internal_value=2.41142e-05 0.00266332 -0.0168079 0.000378499 0.0108965 -0.0288852 -0.0109055
internal_weight=142711 123367 19343.6 96568.4 26798.9 6350.1 12993.5
internal_count=587687 507936 79751 397662 110274 26219 53532
shrinkage=0.038

Tree=2
num_cat=0
split_feature=48 28 18 48 28 38 6
split_gain=4073.96 1483.8 937.176 644.145 471.625 434.178 189.837
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_weight=377.08267997205257 23547.596883192658 26318.518383920193 4868.4904508888721 70255.417473196983 11118.861976385117 3299.2128739058971 2920.6259748935699
leaf_count=1559 96751 108413 20074 289249 45959 13523 12159
internal_value=2.29028e-05 0.00256088 -0.0162197 0.000364064 -0.0124151 0.0104633 -0.0346641
internal_weight=142706 123421 19285.1 96573.9 15987.4 26846.8 3297.71
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=2427.63 1910.56 1410.02 531.343 177.011 155.929 115.406
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=0.01100819870730789 -0.041393739270298574 -0.0053712201717670523 0.003944614245035602 0.01915199306208543 -0.02319281247479385 0.0052300546081789426 0.037931594852296732
leaf_weight=9323.2963128834963 1559.479093760252 65685.65443725884 36496.829224452376 3171.1406500935555 1527.1793263703585 24377.072527065873 555.25863473117352
leaf_count=38247 6559 270874 150243 12965 6363 100167 2269
internal_value=2.17468e-05 -0.00293361 -0.00204386 0.00833419 -0.0323885 0.00682859 0.0219503
internal_weight=142696 105269 102182 37426.8 3086.66 33700.4 3726.4
internal_count=587687 434039 421117 153648 12922 138414 15234

Tree=4
num_cat=0
split_gain=3664.76 1257.72 829.236 601.289 366.313 329.095 301.625
leaf_value=-0.011774800603520374 0.0080216094615532061 0.0054940186584853685 0.0011139915095816132 -0.0013674006385154336 0.021500835123232052 -0.031824446727650536 -0.01297721653182711
leaf_weight=1580.864555478096 23607.737694114447 24825.198482096195 2799.7395954579115 71732.802786827087 3320.8449574708939 4687.1876852810383 10130.144364029169
internal_value=2.06883e-05 0.00242193 -0.0154248 0.00039668 0.00968387 -0.0267677 -0.00992601
internal_weight=142685 123487 19197.9 96558 26928.6 6268.05 12929.9

Tree=5
num_cat=0
split_feature=48 7 7 18 7 6 6
split_gain=3369.57 763.142 928.55 756.599 453.225 149.174 97.6792
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=-0.0090086953356178483 0.0096001775816164075 -0.0022638709929599923 0.005693385055007349 0.0043918859600648522 -0.014058913781116797 -0.034706438260872968 0.0053493421724696783
leaf_weight=368.8128674775362 15365.072997689247 59475.49527771771 32884.570848912001 2237.5295788794756 13651.348446011543 2822.4230049997568 15866.408538684249
leaf_count=1534 62881 245082 135076 9247 56737 11993 65149
internal_value=1.11236e-05 0.00230568 0.00056929 -0.0148518 -0.0114606 -0.0317365 0.00744064
internal_weight=142672 123592 92360.1 19080.1 15888.9 3191.24 31231.5
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=3127.33 1222.9 715.27 561.643 336.82 286.301 284.524
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.34191577136516565 1.0000000180025095e-35 -0.0015730941086076198 0.019179280847311023
leaf_value=-0.0061092532349381985 0.0077664837288749407 -0.0045219753966223766 -0.011537239454583929 0.0019885038752053778 0.020679876024331426 -0.028555284960918165 0.0046601729706866827
leaf_weight=975.22026538848877 23770.19998921454 26297.144272521138 11045.154141098261 70241.841774493456 3324.5797736495733 5174.0998741835356 1824.722922667861
leaf_count=4063 97230 108457 45951 289007 13494 21933 7564
internal_value=1.04525e-05 0.00221723 -0.0143346 0.000215054 0.00935098 -0.0249956 -0.00924073
internal_weight=142653 123634 19019.2 96539 27094.8 6149.32 12869.9
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=2938.73 1374.58 842.642 505.294 578.837 313.982 29.8249
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 1.0000000180025095e-35 6.0537413446581929e-05 1.0000000180025095e-35 -0.016868890263140198
leaf_value=0.0039278320354393928 0.007512060041607203 -0.0053756570032638621 0.0019122959577475744 -0.035819915515380205 -0.014961792411268063 0.019737445117049876 -0.0069106199100240897
leaf_weight=438.93510158360004 24478.155870363116 33990.650720179081 70265.046721503139 3479.422045096755 4289.943926230073 3462.6388603448868 2225.1428537666798
leaf_count=1809 100039 140692 289007 14858 18009 14027 9258
internal_value=9.8128e-06 0.00154218 -0.000463807 -0.019406 -0.0243029 0.00902712 -0.00512487
internal_weight=142630 132196 104256 10433.4 7769.37 27940.8 2664.08
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=1792.71 1498.51 660.516 652.003 296.622 130.081 62.6738
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
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leaf_weight=9405.8928301334381 2113.3765637725592 24218.663621738553 76370.54225564003 11499.570848122239 2890.1029459089041 522.68319067358971 15582.777560815215
leaf_count=38362 9205 99410 315417 47840 11686 2109 63670
internal_value=9.18425e-06 -0.00211556 -0.000514244 -0.013948 0.00855276 0.0190611 0.00711761
internal_weight=142604 114202 100589 13612.9 28401.5 3412.79 24988.7
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=2647.18 920.015 500.111 462.671 472.928 274.457 44.4299
threshold=-0.72379013895988453 -1.8694132566452024 0.046553775668144233 -0.04316392354667186 0.060109028592705734 0.0040465015918016442 -0.071069013327360139
left_child=1 5 -3 6 -5 -1 -2
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leaf_count=7300 52514 93918 17072 262426 100061 15193 39215
internal_value=8.64997e-06 -0.0096259 -0.0067619 0.00279133 0.00155139 -0.0241435 0.00766186
internal_weight=142580 31951.8 26687 110628 88179.2 5264.78 22448.6
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=2546.68 917.194 405.543 530.19 388.679 283.419 52.1618
threshold=-0.72379013895988453 -1.256108224391937 -0.020395196042954918 0.056312030181288726 0.0020101865520700817 -0.0026376470923423763 0.022074085660278801
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leaf_value=-0.0089805454610675621 0.0081370866891816388 0.0028585450058602304 -0.00058977904672430381 0.0059938414319094047 -0.0084774974518915212 -0.025759807343137184 0.0048387618024183744
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leaf_count=8397 66320 23456 233518 105067 78757 23006 49357
internal_value=8.24526e-05 -0.00937511 0.00280926 0.00146061 -0.00585914 -0.021179 0.00673229
internal_weight=142596 31912.3 110683 82367.3 24588.3 7324.01 28316.2
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Tree=11
num_cat=0
split_feature=48 47 28 17 28 28 44
split_gain=2360.83 857.674 650.705 459.74 390.206 276.116 269.706
threshold=-0.72379013895988453 -1.256108224391937 -0.031506778672337525 -0.9409729242324828 -0.0094470065087079984 0.0010656728409230711 3.7910240888595585
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Tree=12
num_cat=0
split_feature=48 28 28 0 6 38 7
split_gain=2206.59 972.924 723.775 445.714 527.689 354.701 36.9894
threshold=-1.4875389337539671 -0.014725709334015845 0.021683344617486004 -0.0015730941086076198 6.0537413446581929e-05 1.0000000180025095e-35 -0.022537890821695324
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Tree=13
num_cat=0
split_feature=18 28 28 44 1 6 21
split_gain=1353.43 1126.46 942.549 330.504 161.775 100.876 23.0545
threshold=-0.020662431605160233 -0.014725709334015845 0.018866457976400856 3.7910240888595585 -0.0026376470923423763 6.0534348449436954e-05 -0.20222809165716168
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Tree=14
num_cat=0
split_feature=48 47 28 17 7 1 17
split_gain=2020.06 729.592 509.121 436.457 348.556 246.634 189.223
threshold=-0.72379013895988453 -1.256108224391937 -0.031506778672337525 -0.9409729242324828 0.046553775668144233 -0.0026376470923423763 -0.9409729242324828
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internal_value=6.99038e-05 -0.00839122 0.00248956 0.00108159 -0.00526888 -0.0190406 0.00720233
internal_weight=142479 31684.3 110795 85308.2 24500.8 7183.53 25486.4

Tree=15
num_cat=0
split_feature=48 28 28 0 6 44 7
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split_gain=38.5187 287.866 144.474 107.15 80.3094 70.3714 52.4983
threshold=-0.0032315261196345087 -0.0043148747645318499 -0.0032315314747393127 3.1711952686309819 0.41130086779594427 0.68607407808303844 0.19465310126543048
leaf_value=0.00021323292238000554 0.0025586951460576171 -0.0094962178792466195 -0.0011901265062742902 0.0010686909070239819 -0.018345821193316784 0.0068563345148593361 0.00021006911945931108
leaf_weight=58268.651039451361 18795.316721722484 6977.7323099300265 5336.5182467848063 525.19372355937958 742.82680314779282 2397.3548265397549 51127.085778534412
leaf_count=236851 76935 36785 23453 2220 3358 9792 211394
internal_value=1.39687e-05 -0.000599496 -0.00589668 0.000642856 -0.0103046 0.00047575 0.000841386
internal_weight=144171 72980.3 12314.3 71190.4 1268.02 60666 69922.4
internal_count=600788 306881 60238 293907 5578 246643 288329

Tree=190
num_cat=0
split_feature=23 23 8 0 44 23 44
split_gain=45.521 108.544 83.8564 58.7915 38.0106 25.4128 22.2582
threshold=-0.0014371092547662554 -0.0014412749442271886 -0.0042997456621378652 -0.00067674985621124495 1.0000000180025095e-35 -0.0037716437363997097 3.8360519409179692
leaf_value=-0.00024730713359611859 0.0024606975582744635 -0.0042583405595454605 0.0005307333852743243 0.00034488504815347607 -0.0049197016600722419 0.0015260067891539977 0.0073823107383674457
leaf_weight=43787.528669096529 10711.123061805964 17005.777119129896 7656.667695902288 45325.48277232796 2070.8348093628883 15909.226336307824 1514.537570849061
leaf_count=178652 44189 78947 32345 186518 8430 64822 6175
internal_value=-8.28046e-05 -0.000650837 -0.00277153 0.000720906 0.000114865 0.000225282 0.0030704
internal_weight=143981 84359.2 24662.4 59622 47396.3 59696.8 12225.7
internal_count=600078 354766 111292 245312 194948 243474 50364

Tree=191
num_cat=0
split_feature=23 23 6 0 6 44 28
split_gain=42.1322 100.552 144.756 54.3932 43.2339 35.1909 27.7468
threshold=-0.0014371092547662554 -0.0014412749442271886 -0.0032315314747393127 -0.00067674985621124495 0.86733657121658336 1.0000000180025095e-35 1.1506123542785647
leaf_value=0.00025940782874307885 0.0033113636206743876 -0.0063213858952692005 -0.00034633931618734397 0.00033176393207759501 -0.011295932565296136 -0.0047348309365936913 -0.015504636849381742
leaf_weight=59536.021691642702 11928.384440742433 9576.9196272045374 15065.138251870871 45327.55578044802 299.94181745499372 2069.9435072094202 161.66760359704494
leaf_count=242786 48817 47174 64118 186518 1547 8430 688
internal_value=-7.96804e-05 -0.000626271 -0.00266849 0.000693463 0.00295307 0.000110496 0.000216717
internal_weight=143966 84339.7 24642.1 59625.8 12228.3 47397.5 59697.7
internal_count=600078 354766 111292 245312 50364 194948 243474

Tree=192
num_cat=0
split_feature=48 9 1 19 25 0 17
split_gain=37.507 29.8301 55.5835 30.8178 19.7153 11.0725 9.55179
threshold=-2.5940562486648555 0.01594503223896027 -0.0037464592605829235 -0.0013125399127602575 -0.84910756349563588 -0.026700210757553574 3.7556935548782353
leaf_value=-0.02403006796481312 0.00044099824093797124 0.0012655337476818356 -0.0013835967374626803 -0.0010926051982817733 0.061283316227522075 -0.0063940108012958017 0.04052271367520912
leaf_weight=137.92372503876686 51016.085509210825 36467.4045907408 45711.118880346417 10252.439179435372 3.5253520011901847 356.39070850610733 3.3913427516818038
leaf_count=1145 209752 148125 196938 41587 16 2493 22
internal_value=-7.66838e-05 -4.04253e-05 -0.000421265 0.000748052 -0.0104535 -0.00573112 -0.0224809
internal_weight=143948 143447 96727.2 46719.8 501.231 359.916 141.315
internal_count=600078 596402 406690 189712 3676 2509 1167

Tree=193
num_cat=0
split_gain=39.3304 91.5633 133.303 49.953 39.8613 32.7877 26.0392
threshold=-0.0014371092547662554 -0.0014412749442271886 -0.0032315314747393127 -0.00067674985621124495 0.86733657121658336 1.0000000180025095e-35 0.37684145569801336
leaf_value=0.00027731392482448387 0.0031814724755755064 -0.006063949831886171 -0.00032535225788565564 0.00032799072867235429 -0.010881550421128103 -0.0045635619457650243 -0.0081702189098868273
leaf_weight=59166.149893790483 11931.337492734194 9551.7763596698642 15062.773152910173 45326.444135464728 298.32269620895386 2069.0444061309099 531.64351116120815
leaf_count=241232 48817 47174 64118 186518 1547 8430 2242
internal_value=-7.37876e-05 -0.000602026 -0.00255224 0.000673163 0.00283843 0.000114451 0.000202084
internal_weight=143937 84312.3 24614.5 59625.1 12229.7 47395.5 59697.8

Tree=194
num_cat=0
split_feature=23 0 6 17 6 48 8
split_gain=36.4029 86.1834 293.099 51.3775 47.9379 60.045 35.7007
threshold=-0.0014371092547662554 -0.0022947916295379396 -0.0032315321732312437 -0.93323016166687001 0.66048380732536327 -0.70983687043189991 -0.10505306720733641
leaf_value=0.012655122299006883 0.0051553291639103473 -0.0095769138873419181 -0.00018427993790522896 0.0001520909389904281 0.0025958405118699898 0.00085575573067347944 -0.0013682576021151361
leaf_weight=478.5836383998394 5533.5648347735405 6231.0571729540825 20851.049312874675 56731.904755055904 3949.5134919285774 30774.656555190682 19370.3198229298
leaf_count=1992 23366 33623 88467 230684 15939 124859 81148
internal_value=-7.10122e-05 -0.000579313 -0.00234534 0.000256683 0.000647542 0.00151103 -0.000696887
internal_weight=143921 84292.6 27082.1 57210.5 59628.1 36308.2 23319.8
internal_count=600078 354766 122090 232676 245312 148225 97087

Tree=195
num_cat=0
split_feature=45 47 34 18 37 0 13
split_gain=31.1702 46.4038 63.3678 26.0826 24.3454 48.8649 23.81
threshold=-0.00089026900241151441 1.0000000180025095e-35 1.3685106635093691 -0.020242396742105481 0.76045024394989025 0.00044805847574025398 -1.3620675802230833
leaf_value=0.0050701556978600638 -0.0011935007044608145 0.0044477714668385918 -0.0095955546281502515 0.0001385349116306074 0.0053425709592573355 -0.010089328119569063 0.00026756340044221488
leaf_weight=1527.4029694795609 38564.006926499307 2151.6699575185776 1341.2593348994851 35353.208410143852 2899.2412360608578 330.02344416081905 61943.800732702017
leaf_count=6176 164885 8998 7434 144210 11891 1377 255986
internal_value=-5.51712e-05 -0.000573936 -0.0014759 0.000385758 0.000546889 0.00376547 0.000383135
internal_weight=144111 77410.1 39905.3 37504.9 66700.5 3229.26 63471.2
internal_count=600957 325527 172319 153208 275430 13268 262162

Tree=196
num_cat=0
split_feature=55 8 0 20 6 29 46
split_gain=33.1058 41.497 36.3766 31.8218 29.3897 24.0594 15.3673
threshold=0.36563305556774145 -0.12389326468110083 -0.037705546244978898 -0.014525952283293007 0.67479363083839428 0.68635171651840221 -0.011770715471357105
leaf_value=0.0013459041597039297 -0.0010208298740726136 0.0034782756059813296 -0.0013611272422999086 -0.00096613424428651528 -0.00098171668851360994 0.0021806938383637101 0.0031812874855722669
leaf_weight=46561.161053940654 1699.6195061206818 2352.7308429777622 48035.798732034862 27182.760582916439 9417.5310130789876 4028.2948287576437 4822.1590879261494
leaf_count=194767 6823 9566 202039 112440 39398 16473 19451
internal_value=-5.30877e-05 -0.000766008 -0.00113517 0.000412248 0.000954319 -0.000559985 0.00208619
internal_weight=144100 56910.3 50388.5 87189.7 55978.7 31211.1 6521.78
internal_count=600957 237879 211605 363078 234165 128913 26274

Tree=197
num_cat=0
split_feature=6 0 6 17 6 17 6
split_gain=33.5106 150.255 133.911 94.7279 132.467 52.0928 43.7608
threshold=-0.0032315243734046812 -0.0022947916295379396 -0.0032315314747393127 -0.93323016166687001 0.70399811863899242 -0.93323016166687001 0.54854193329811107
leaf_value=0.011019158955304462 -0.00096194138891592606 -0.0078624659780266396 -0.0006175177590898661 0.001614204175856043 -0.028118280123943743 0.00011870430398080657 -0.00032823534227916542
leaf_weight=639.84186051785946 758.67682647705078 6981.9671689644456 7798.9927012473345 37176.423317447305 394.12211781740189 59867.359525769949 30477.980889938772
leaf_count=2679 3283 37207 33917 151731 1871 243350 126919
internal_value=-5.10767e-05 -0.000605068 -0.00403976 0.000555095 -0.0102462 0.000233973 0.000739145
internal_weight=144095 75288.2 14781 68807.2 1152.8 60507.2 67654.4
internal_count=600957 317153 71124 283804 5154 246029 278650

Tree=198
num_cat=0
split_feature=6 0 6 21 6 21 6
split_gain=31.0185 139.328 124.634 90.8438 69.9045 50.3029 39.5023
threshold=-0.0032315243734046812 -0.0022947916295379396 -0.0032315314747393127 1.4956800341606142 0.39170515537261968 4.5086498260498056 0.52574485540390026
leaf_value=0.0001133895449401623 0.0016210383072905656 -0.0075902644269768326 -0.00059415099129778864 0.0022496588970003875 -0.013295240000872333 0.010972585863694548 -0.00022943461916107119
leaf_weight=59884.043718725443 35892.797289580107 6957.996092274785 7797.7194899767637 644.99785055220127 1185.5473090857267 622.37953200936317 31084.542275592685
leaf_count=243438 146430 37207 33917 2710 5289 2591 129375
internal_value=-4.91851e-05 -0.000582321 -0.00389314 0.000533959 -0.00781795 0.000225089 0.000762224
internal_weight=144070 75262.1 14755.7 68807.9 1830.55 60506.4 66977.3
internal_count=600957 317153 71124 283804 7999 246029 275805

Tree=199
num_cat=0
split_feature=55 8 0 38 28 28 51
split_gain=30.1489 37.5601 32.958 26.6658 130.941 39.91 21.9292
threshold=0.36563305556774145 -0.12924472987651822 -0.02560696471482515 1.0000000180025095e-35 0.097022641450166716 0.005382420029491187 -0.19999963790178296
leaf_value=-0.00035802157334747852 0.005489934512826076 0.0023955645020974866 -0.0013441259584052552 0.0063402116537381167 -0.0060374876787371492 0.0014552735478311687 0.00058312545933371439
leaf_weight=55474.385121911764 1868.9931175112724 3669.1807101219893 46901.85418215394 4346.8879715651274 1723.4469292908907 25622.719019584358 4438.6814991384745
leaf_count=233495 7507 14932 197536 17838 7050 104695 17904
internal_value=-4.73553e-05 -0.000727922 -0.00107279 0.00039673 0.00282602 0.000214891 0.00203704
internal_weight=144046 56878.7 50571 87167.4 6070.33 81097.1 6307.67
internal_count=600957 237879 212468 363078 24888 338190 25411

end of trees

feature_importances:
Column_7=161
Column_6=141
Column_28=141
Column_48=101
Column_8=82
Column_17=79
Column_1=60
Column_34=56
Column_9=52
Column_23=49
Column_0=47
Column_21=45
Column_16=44
Column_47=34
Column_12=27
Column_18=27
Column_13=20
Column_44=19
Column_38=17
Column_26=16
Column_33=15
Column_14=13
Column_22=12
Column_3=11
Column_19=11
Column_20=10
Column_55=10
Column_11=9
Column_24=9
Column_29=9
Column_35=9
Column_45=9
Column_46=9
Column_37=8
Column_2=7
Column_5=5
Column_27=4
Column_49=4
Column_51=4
Column_25=3
Column_31=3
Column_53=3
Column_15=2
Column_4=1
Column_50=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: 0.038]
[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=0.038 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=901 909 915 928 913 909 914 913 911 910 915 922 921 918 924 910 929 930 907 923 922 918 923 915 933 925 917 918 912 911 933 926 916 924 919 925 926 915 930 923 921 916 912 912 912 912 914 927 930 917 919 918 909 912 920 922 926 918 925 920 920 923 918 916 918 915 916 918 927 924 919 919 920 920 920 916 916 922 912 916 921 926 923 930 922 920 919 904 917 919 919 919 922 911 926 930 917 920 931 932 934 939 931 934 919 927 909 912 932 928

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=0.00012368100971810964 0.0001466057001993705 0.00089996272377217579 0.027371322910990672 0.00012299451703114782 0.0010618725854987471 9.6187490534019876e-05 0.00010126904743577521
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=0.00010076 0.000367799 0.00546636 9.97443e-05 0.000179058 9.81545e-05 0.000123069
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=0.102165 1.7809 7.79058 0.0473134 0.364937 0.0350565 0.023065
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.025784870603296439 4.1921877165118597e-05 0.00076665132166566885 -0.00018779120650171173 1.9207919281211399e-05 0.00092240858863929204 -6.5804410868734975e-06 -1.6919797269410504e-06
leaf_weight=21 22392 58 81 10818 687 551563 2067
leaf_count=21 22392 58 81 10818 687 551563 2067
internal_value=-2.18158e-06 0.00025471 0.00515952 -3.15876e-06 7.31409e-05 -4.6882e-06 1.92793e-05

Tree=2
num_cat=0
split_feature=45 17 6 23 49 31 49
split_gain=0.094548 1.64812 7.69869 0.0394054 0.210778 0.0313996 0.0213453
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 -0.030672303400933739 -1.3179033398628233 2.102653026580811 -1.6757296919822691
leaf_value=-0.00019238794483627736 0.00037275577146702585 0.00073751856662175694 0.026102435760851948 -6.2482884498796715e-06 8.0749947016280427e-06 7.5169279168132064e-05 -1.6276989137713519e-06
leaf_weight=82 2517 58 20 550798 25219 6926 2067
leaf_count=82 2517 58 20 550798 25219 6926 2067
internal_value=-2.09868e-06 0.000245031 0.00496346 -3.03873e-06 4.11692e-05 -5.23722e-06 1.85466e-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=0.0433995 0.319024 13.712 0.119783 0.0351426 0.229728 0.0167536
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -0.25902542471885676 -0.27063107490539545 0.25719563663005834
leaf_value=9.4732199752312869e-06 -4.6024586724563694e-05 -1.7944543875751516e-05 0.029719242787790867 0.00048386092047154823 -4.2585241720749937e-06 0.00040561001693286525 -2.7721411195874409e-05
leaf_weight=49121 789 10104 23 737 476292 2209 48412
leaf_count=49121 789 10104 23 737 476292 2209 48412
internal_value=-2.01893e-06 7.05847e-05 0.00079708 1.61695e-05 -3.48768e-06 2.65211e-05 -6.42334e-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=0.0868128 0.637621 9.79518 0.0403482 0.336609 0.031837 0.0295517
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 0.16744337230920794 -0.034956371411681168
leaf_value=7.4307953815953982e-06 3.853903745492167e-05 0.027555835059558741 4.191418394862332e-05 1.5819645660500033e-05 0.00088325670087924084 -0.00086789576349016696 -5.9927025645903411e-06
leaf_weight=1861 22392 20 284 10818 687 62 551563
leaf_count=1861 22392 20 284 10818 687 62 551563
internal_value=-1.94221e-06 0.000234863 0.00185204 -2.84298e-06 6.76171e-05 -2.07909e-05 -4.25536e-06
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Tree=97
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Tree=98
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Tree=99
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Tree=100
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leaf_count=567563 181 13885 754 1436 1838 246 15020
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Tree=101
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internal_value=-1.0293e-05 -0.000223919 -0.00136959 -0.000154002 -4.35333e-06 -0.000133109 -5.30639e-07
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Tree=102
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Tree=103
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Tree=104
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split_gain=0.763759 30.199 1031.52 0.348798 0.307554 0.37099 0.137969
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Tree=105
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Tree=106
num_cat=0
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split_gain=0.693182 25.2347 1697.87 2.18515 0.289592 0.320285 0.0801416
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Tree=107
num_cat=0
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leaf_weight=577833 20 244 814 15321 35 832 5271
leaf_count=577833 20 244 814 15321 35 832 5271
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Tree=108
num_cat=0
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leaf_value=9.0134202263291162e-07 7.8682038738021583e-05 -0.0024680728557283939 0.2809497976019269 -3.2678565139084511e-05 -9.7053228772641951e-05 -0.00014476976750999054 -0.00039427559540825539
leaf_weight=565844 1152 716 21 14510 11659 5228 1240
leaf_count=565844 1152 716 21 14510 11659 5228 1240
internal_value=3.13473e-06 0.000228629 0.00510707 -0.000147203 -3.19756e-06 -4.32235e-07 -0.000125626
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internal_count=600370 16399 1173 15226 583971 571072 12899

Tree=109
num_cat=0
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leaf_weight=514781 6678 72395 278 765 580 3506 1712
leaf_count=514781 6678 72395 278 765 580 3506 1712
internal_value=4.76605e-06 9.58055e-05 0.000869181 2.22734e-05 -9.24472e-06 -0.000516591 -5.23108e-06
internal_weight=600695 80116 6956 73160 520579 4086 516493
internal_count=600695 80116 6956 73160 520579 4086 516493

Column_7=68
Column_49=53
Column_5=48
Column_4=47
Column_15=45
Column_51=39
Column_21=35
Column_46=34
Column_9=30
Column_16=29
Column_0=27
Column_19=25
Column_14=22
Column_17=21
Column_20=21
Column_45=21
Column_3=17
Column_23=17
Column_8=16
Column_24=16
Column_55=14
Column_13=13
Column_29=13
Column_31=12
Column_32=10
Column_33=10
Column_26=9
Column_27=9
Column_1=7
Column_2=6
Column_18=6
Column_47=6
Column_34=5
Column_6=3
Column_11=3
Column_12=3
Column_35=3
Column_10=1
Column_28=1
Column_48=1

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

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.038 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