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 1039 1042 1036 1036 1041 1036 1038 1037 1041 1037 1039 1043 1041 1034 1037 1043 1035 1043 1034 1048 1049 1042 1043 1043 1045 1037 1040 1046 1040 1045 1034 1039 1042 1044 1038 1035 1041 1036 1026 1034 1033 1042 1032 1046 1048 1045 1046 1047 1047 1031 1046 1042 1050 1032 1025 1032 1024 1045 1026 1037 1041 1041 1042 1036 1048 1047 1035 1033 1045 1055 1047 1042 1041 1032 1051 1051 1048 1047 1045 1035 1045 1037 1051 1043 1040 1037 1035 1036 1030 1044 1038 1039 1032 1037 1050 1049 1057 1039 1055 1041 1041 1044 1041 1046 1034 1040 1042 1039 1044 1040 1043 1043 1047 1042 1041 1036 1043 1041 1036 1046 1042 1038 1046 1039 1042 1040 1043 1041 1037 1036 1030 1036 1045 1028 1040 1037 1048 1032 1046 1046 1044 1039 1046 1044 1048 1049 1043 1048 1060 1042 1031 1039 1034 1030 1042 1047 1045 1043 1038 1038 1037 1040 1041 1040 1032 1038 1034 1038 1049 1051 1036 1043 1045 1039 1044 1040 1037 1042 1046 1046 1050 1043 1047 1048 1047 1043 1039 1049 1042 1047 1027 1030 1046 1042 1055 1058 1045 1051 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=-0.36697507505461818 -0.32614923662429107 -0.35039142646386423 -0.3327918955625549 -0.41369012068180439 -0.38550186035570366 -0.3334078850056244 -0.32943876582813936
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leaf_count=1671 74421 279197 143231 6005 5064 77550 548
internal_value=-0.341768 -0.340569 -0.344424 -0.393599 -0.400794 -0.329853 -0.357705
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=4323.2 1579.44 932.42 644.233 472.722 365.582 354.767
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
right_child=1 3 6 -5 -6 -7 -8
leaf_value=-0.019623045836861454 0.013606931655414104 0.0086307522757467156 0.0017185852368911438 -0.0022116761921823847 0.037087424286758194 -0.051756229775058178 -0.021592317032645601
leaf_weight=1589.5503395646811 23521.768314704299 24808.402741655707 2799.611120313406 71759.789980769157 3287.4723228961229 4751.0544426441193 10190.558642938733
leaf_count=6552 96751 102027 11527 295635 13523 19667 42005
internal_value=3.5554e-05 0.00403144 -0.0254679 0.000573748 0.0164862 -0.0437006 -0.0165684
internal_weight=142708 123377 19330.8 96568.2 26809.2 6340.6 12990.2
internal_count=587687 507936 79751 397662 110274 26219 53532
shrinkage=0.058

Tree=2
num_cat=0
split_feature=48 28 18 48 28 38 6
split_gain=3852.91 1396.51 886.152 632.948 454.927 414.903 182.767
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
right_child=1 3 4 -5 -6 -7 -8
leaf_value=-0.013542376714446256 0.012788535081994854 -0.007132347576572942 -0.0036807336874766774 0.0034138005242891224 -0.02495239292545702 0.034727172353632291 -0.056507644960196529
leaf_weight=376.23835456371307 23573.850089460611 26313.840324252844 4865.055471226573 70262.214501708746 11096.160769432783 3306.6692006438971 2901.9147050380707
leaf_count=1559 96751 108413 20074 289249 45959 13523 12159
internal_value=3.24448e-05 0.00379476 -0.0241098 0.000540317 -0.0184687 0.0154873 -0.0515765
internal_weight=142696 123457 19239.4 96576.1 15961.2 26880.5 3278.15
internal_count=587687 507936 79751 397662 66033 110274 13718

Tree=3
num_cat=0
split_feature=28 47 28 6 38 28 21
split_gain=2218.04 1747.67 948.51 773.878 488.256 145.151 114.185
threshold=-0.014725709334015845 -1.256108224391937 0.021683344617486004 6.0543838117155253e-05 1.0000000180025095e-35 -0.16511735320091245 3.1571753025054936
left_child=4 3 -3 -2 5 -1 -6
right_child=1 2 -4 -5 6 -7 -8
leaf_value=0.016090056313231099 -0.03709366319355456 -0.006052314240079632 0.0060896528955181658 -0.0088593033237995642 0.027790722701714642 0.0075878004993872681 0.056254259420463894
leaf_weight=9340.1880193054676 7081.2275128364563 57253.51058870554 34797.276512026787 6060.7020929157734 3181.2664947509766 24402.054714471102 557.15334951877594
leaf_count=38247 29591 236175 143217 25056 12965 100167 2269
internal_value=2.957e-05 -0.00428713 -0.00146238 -0.0240727 0.0121448 0.00994131 0.0320328
internal_weight=142673 105193 92050.8 13141.9 37480.7 33742.2 3738.42
internal_count=587687 434039 379392 54647 153648 138414 15234

Tree=4
num_cat=0
split_feature=48 28 18 48 7 38 0
split_gain=3257.21 1083.45 762.542 545.318 396.27 319.876 162.548
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.34191577136516565 -0.022537890821695324 1.0000000180025095e-35 -0.0015730941086076198
leaf_value=-0.012067177690445477 0.011374337831777824 -0.006529541653320114 0.0086458298545069503 0.0032655335392509171 -0.020312885189118154 0.030559268158878113 -0.052726816545956762
leaf_weight=374.26073625683784 23659.288381382823 26264.497993379831 1791.7763874977827 70290.156424462795 14087.798273056746 3335.8007119745016 2845.5408593118191
leaf_count=1559 96751 108413 7398 289249 58635 13523 12159
internal_value=2.7081e-05 0.003473 -0.0222638 0.000601108 -0.0170453 0.013745 -0.0480007
internal_weight=142649 123550 19099.4 96554.7 15879.6 26995.1 3219.8

Tree=5
num_cat=0
split_feature=48 48 7 6 6 7 7
split_gain=2900.82 955.889 558.341 498.693 557.145 359.01 26.1146
threshold=-1.4875389337539671 -0.34191577136516565 -0.0097913797944784147 1.0000000180025095e-35 6.0537413446581929e-05 -0.04316392354667186 -0.016868890263140198
left_child=3 2 -2 6 -5 -3 -1
right_child=1 5 -4 4 -6 -7 -8
leaf_value=0.0051164556790330787 0.0085687336047699531 0.012477950203706822 -0.0086810930179332217 -0.054166767954627687 -0.022908121968154685 0.0036697622490792906 -0.010348582681364909
leaf_weight=440.00601051747799 7890.8308240622282 19788.257910847664 31553.493155509233 3468.6735845506191 4291.1217096745968 72961.949436739087 2223.3751934319735
leaf_count=1809 32423 80944 130679 14858 18009 299719 9258
internal_value=9.95413e-06 0.00233266 -0.00523027 -0.0294484 -0.0368809 0.00554899 -0.00779367
internal_weight=142618 132195 39444.3 10423.2 7759.8 92750.2 2663.38
internal_count=587699 543765 163102 43934 32867 380663 11067

Tree=6
num_cat=0
split_feature=48 28 18 17 9 38 6
split_gain=2596.08 1020.9 622.027 442.011 402.304 281.489 68.0211
threshold=-1.1056645214557645 -0.031506778672337525 -0.020662431605160233 -0.89923131465911854 0.019179280847311023 1.0000000180025095e-35 6.0536020100698813e-05
leaf_value=-0.054623522444241644 0.010785314461547957 -0.028888646355184063 -0.019628518949615068 0.00079744016753175188 0.0074481245242467098 0.028761829755176441 -0.030964640726749381
leaf_weight=1680.4881362617016 23831.150293156505 1717.8309472948313 14526.507717967033 94828.934307202697 2114.6750117540359 3341.0792449116707 540.21450306475163
leaf_count=7419 97230 7062 60948 390402 8801 13494 2343
internal_value=8.49619e-06 0.00306434 -0.0200354 0.000269244 -0.0161878 0.0129957 -0.0488682
internal_weight=142581 123719 18861.9 96546.8 16641.2 27172.2 2220.7
internal_count=587699 508188 79511 397464 69749 110724 9762

Tree=7
num_cat=0
split_feature=48 28 48 6 6 44 14
split_gain=2364.51 1109.98 674.627 444.269 490.313 252.485 22.9681
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 1.0000000180025095e-35 6.0537413446581929e-05 3.7910240888595585 0.008640053682029249
leaf_value=-0.0029336907593929197 0.010274867905080177 -0.0073868652317388246 0.0025743804352575082 -0.050355432005958295 -0.020769138099547876 0.027031778614041116 -0.01494125918309361
leaf_weight=1903.2114359587431 24577.14115037024 33893.214719101787 70331.659554108977 3383.9058321118355 4251.9475397914648 3449.3808865398169 745.90829500555992
leaf_count=7944 100163 140692 289007 14858 18009 13903 3123
internal_value=7.22657e-06 0.00209046 -0.000664948 -0.0267804 -0.0338806 0.0123372 -0.00631464
internal_weight=142536 132251 104225 10285 7635.85 28026.5 2649.12
internal_count=587699 543765 429699 43934 32867 114066 11067

Tree=8
num_cat=0
split_feature=28 28 47 17 38 28 21
split_gain=1402.95 1232.19 984.609 603.362 310.951 107.175 105.395
threshold=-0.014725709334015845 0.018866457976400856 -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=0.013081251213987202 -0.023977953479220892 -0.034447655313565702 -0.0050238093636591069 0.0064427791840578211 0.021311111380107939 0.0058114531333940235 0.048523324234465842
leaf_weight=9437.2087101191282 11012.453895032406 1256.5907730311155 56630.089298769832 35750.046604678035 3217.1931210905313 24616.562071487308 562.5053768903017
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internal_value=5.98849e-06 -0.00345451 -0.00810961 0.00505431 0.0095779 0.00782611 0.0253609
internal_weight=142483 104649 67642.5 37006.6 37833.5 34053.8 3779.7
internal_count=587699 433475 281329 152146 154224 138997 15227

Tree=9
num_cat=0
split_feature=48 48 7 7 7 1 29
split_gain=2025.75 743.69 466.373 417.03 474.368 254.538 48.2217
threshold=-0.72379013895988453 -1.8694132566452024 0.046553775668144233 -0.024109717458486554 0.060109028592705734 -0.0026376470923423763 -0.071069013327360139
left_child=1 5 -3 6 -5 -1 -2
right_child=3 2 -4 4 -6 -7 -8
leaf_value=-0.013549235946518443 0.011960510458115694 -0.012308826004783443 0.0089227673306216705 -0.0011381515854618936 0.0084674278643438374 -0.041610236042899068 0.0069894200390207281
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leaf_count=6638 65885 93918 17072 243124 100061 15855 45146
internal_value=5.07517e-06 -0.0129261 -0.00901301 0.00370486 0.00167353 -0.0331025 0.00994066
internal_weight=142439 31687.6 26540.3 110751 83538.5 5147.26 27212.9
internal_count=587699 133483 110990 454216 343185 22493 111031

Tree=10
num_cat=0
split_feature=48 47 8 8 7 1 29
split_gain=1881.53 731.63 357.64 488.166 341.988 266.175 44.3379
threshold=-0.72379013895988453 -1.256108224391937 -0.014864472672343252 0.056312030181288726 0.0020101865520700817 -0.0026376470923423763 -0.05486496910452842
left_child=1 5 6 -4 -3 -1 -2
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internal_weight=142431 31614.5 110817 80507.9 24452 7162.49 30309.1
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Tree=11
num_cat=0
split_feature=48 6 6 28 17 44 28
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threshold=-0.72379013895988453 1.0000000180025095e-35 6.0543263316503733e-05 -0.031506778672337525 -0.9409729242324828 3.7910240888595585 -0.081908166408538804
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internal_weight=142382 31511.9 20825.1 110871 85351.8 25518.7 10686.8
internal_count=587878 133616 89119 454262 350845 103417 44497

Tree=12
num_cat=0
split_feature=48 28 28 0 6 38 7
split_gain=1514.54 681.092 564.574 356.29 412.726 257.139 29.2425
threshold=-1.4875389337539671 -0.014725709334015845 0.038959616795182235 -0.0015730941086076198 6.0529777329065844e-05 1.0000000180025095e-35 -0.022537890821695324
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internal_value=0.000104709 0.00175217 -0.000842463 -0.0216249 -0.0281235 0.00842722 -0.00323635
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Tree=13
num_cat=0
split_feature=18 28 6 44 1 6 21
split_gain=1013.48 785.301 1085.66 321.616 137.193 70.6975 19.7073
threshold=-0.020662431605160233 -0.0035241957521066065 6.0548378314706504e-05 3.7910240888595585 -0.0026376470923423763 6.0529777329065844e-05 -0.20222809165716168
left_child=4 3 -3 -2 6 -6 -1
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Tree=14
num_cat=0
split_feature=48 47 0 28 17 17 8
split_gain=1307.57 546.263 431.1 323.818 350.252 178.814 130.377
threshold=-0.72379013895988453 -0.5827713906764983 -0.0015730941086076198 -0.053686596453189843 -0.9409729242324828 -0.9409729242324828 0.057788373902440078
left_child=1 2 -1 5 -5 -2 -3
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split_gain=32.9289 348.583 143.646 70.7657 92.7624 27.3098 15.4676
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leaf_value=0.0037144908856141662 -0.0033166587502457142 -0.015396936714160842 -0.0027892733925456315 0.0010772324949434836 -0.040216705673874469 -0.0074343923506402353 0.00045634420116943665
leaf_weight=5379.1432758718729 815.8647448271513 7016.7718281336129 5364.0706887841225 68703.845893129706 318.70316019654274 1291.9328837916255 55213.363842830062
leaf_count=22272 3562 36785 23453 283450 1583 5312 224371
internal_value=-0.000200824 -0.00106644 -0.00993459 0.000687219 -0.013682 0.000920131 0.000745589
internal_weight=144104 72973.3 12380.8 71130.3 1134.57 69995.8 60592.5
internal_count=600788 306881 60238 293907 5145 288762 246643

Tree=189
num_cat=0
split_feature=6 28 6 23 6 21 6
split_gain=29.2397 310.714 129.116 65.8989 67.6557 38.4967 27.8344
threshold=-0.0032315261196345087 -0.0043148747645318499 -0.0032315314747393127 -0.025395662523806092 0.41130086779594427 0.68607407808303844 0.19465310126543048
leaf_value=0.00040698831766490182 0.0013442969627631438 -0.014602181423137 -0.0026295721670428524 0.0027473991664287065 -0.031215953384114953 0.0079392422461361072 0.00014298218480824325
leaf_weight=58220.296415179968 419.49600885808468 6970.9511088691652 5359.9608392342925 18873.036036342382 439.68516466021538 2375.7452007830143 51400.580780237913
leaf_count=236851 1779 36785 23453 77167 2134 9792 212827
internal_value=-0.000189429 -0.00100551 -0.00939797 0.000647238 -0.0153184 0.0007023 0.000842438
internal_weight=144060 72927 12330.9 71132.8 859.181 60596 70273.6
internal_count=600788 306881 60238 293907 3913 246643 289994

Tree=190
num_cat=0
split_feature=47 34 34 22 12 23 50
split_gain=28.9891 51.2715 45.9247 44.0011 18.9804 17.6153 15.6304
threshold=1.0000000180025095e-35 1.3778149485588076 1.3853803277015688 -0.55687132477760304 -0.25981885194778437 -0.0036298282211646433 -0.06362756714224814
leaf_value=-0.001740970420885478 -0.0021637340691754627 -0.01751194970037177 -0.0025917685165822179 0.0013579371546368088 0.0015771004741051422 0.0039613121108870285 -0.00050163056504080753
leaf_weight=51055.946561329067 1940.5905461907387 1176.3662429116666 1692.4372182488441 22079.096164286137 17505.196301460266 8489.4270135015249 39912.206178680062
leaf_count=217746 8074 7430 7310 91318 71296 34859 162045
internal_value=-0.000325858 -0.00110378 -0.00870986 -0.000805426 0.000545586 0.0028217 0.000132125
internal_weight=143851 76003.8 2868.8 73135 67847.4 10430 57417.4
internal_count=600078 323804 14740 309064 276274 42933 233341

Tree=191
num_cat=0
split_feature=48 19 33 6 25 0 17
split_gain=29.658 28.6973 51.1652 28.9688 18.8833 10.8086 10.1553
threshold=-2.5940562486648555 -0.020351860672235485 -0.39253015816211695 2.371862649917603 -0.84910756349563588 -0.026700210757553574 3.7556935548782353
leaf_value=-0.035367037017157793 -0.003167122519491018 -0.00086775573767977534 0.0022270400308015818 0.0064286158379456238 0.093591470482594086 -0.0084991910013665559 0.068447898874251192
leaf_weight=133.11484567075968 7409.4307277984917 104733.39751458168 29336.11405788362 1863.0739982873201 3.5238303095102301 349.1505634188652 3.2471037954092017
leaf_count=1145 33266 432171 123058 7907 16 2493 22
internal_value=-0.000307049 -0.000258402 0.00113935 -0.000740231 -0.014566 -0.00747913 -0.032895
internal_weight=143831 143342 36745.5 106596 489.036 352.674 136.362
internal_count=600078 596402 156324 440078 3676 2509 1167

Tree=192
num_cat=0
split_feature=48 19 33 7 25 17 17
split_gain=26.6124 25.4646 45.4083 24.9423 17.4271 9.65344 9.03161
threshold=-2.5940562486648555 -0.020351860672235485 -0.39253015816211695 -0.15514732152223584 -0.84910756349563588 0.3187911063432694 3.7556935548782353
leaf_value=-0.034140689706127575 -0.002985764660449254 0.0017031699190895727 0.0020972773206305501 -0.0010252863886842467 -0.012082873511077192 0.011411425080954787 0.061972751254789737
leaf_weight=129.99237171933055 7403.8084746003151 12810.563910871744 29344.179449632764 93777.454604566097 276.29278510808945 74.748362191021442 3.3742906525731078
leaf_count=1145 33266 51569 123058 388509 2020 489 22
internal_value=-0.000289303 -0.000243437 0.00107317 -0.00069736 -0.0138609 -0.00708015 -0.0317089
internal_weight=143820 143336 36748 106588 484.408 351.041 133.367

Tree=193
num_cat=0
split_feature=6 0 6 17 6 29 21
split_gain=27.3888 277.581 80.9135 54.2821 99.9909 36.2255 32.3702
threshold=-0.0032315271673724051 -0.0022947916295379396 -0.0032315332209691401 -0.93323016166687001 0.35522730648517614 -0.22433354705572126 0.5278470814228059
leaf_value=0.00016616750740566501 0.0080346034337293974 -0.014214718455063514 -0.0042758874474433627 0.0033840062136362204 -0.026788305183705043 8.038724648464876e-05 0.0064296996351121335
leaf_weight=57499.047294124961 480.86026741564274 5841.7883562743664 5215.8056823983788 13866.478170804679 655.53915511071682 57330.485028445721 2916.418739721179
leaf_count=233951 2029 31804 23227 58094 3172 235801 12000
internal_value=-0.000272587 -0.00107782 -0.00952663 0.000523073 -0.0120532 0.000723807 0.000468525
internal_weight=143806 71473.1 11057.6 72333.4 1136.4 71197 60415.5
internal_count=600078 300982 55031 299096 5201 293895 245951

Tree=194
num_cat=0
split_feature=6 0 6 21 6 29 21
split_gain=24.3206 247.43 72.8064 49.3388 56.9066 30.6684 28.7252
threshold=-0.0032315271673724051 -0.0022947916295379396 -0.0032315332209691401 1.4956800341606142 0.35522730648517614 -0.22357961535453794 0.5278470814228059
leaf_value=0.00015652772810538875 0.0031497985673607904 -0.013478369579297293 -0.0040332143385524884 0.0053311213650755352 -0.016290224160259863 0.00013001194658832782 0.0060569650898054462
leaf_weight=57499.784339562058 14155.021199658513 5804.7343092858791 5209.1203173920512 620.97358526289463 1202.4518802016973 56356.524947941303 2916.330656811595
leaf_count=233951 59250 31804 23227 2599 5503 231744 12000
internal_value=-0.000257007 -0.00101615 -0.00901118 0.000492635 -0.008927 0.000736227 0.000441346
internal_weight=143765 71430 11013.9 72335 1823.43 70511.5 60416.1
internal_count=600078 300982 55031 299096 8102 290994 245951

Tree=195
num_cat=0
split_feature=1 1 22 12 48 12 23
split_gain=25.1179 148.159 48.5879 31.7198 18.0497 16.0695 13.7124
threshold=-0.0037464592605829235 -0.0036749573191627856 -0.27010309696197504 -0.28028306365013117 -0.70983687043189991 -0.30224545300006861 -0.0014371092547662554
leaf_value=0.0038459908955364676 -0.0094293239198874439 -0.016290565333877172 0.00035500410416607823 0.0023737709036357915 -0.00018837920764648976 0.00010651187952092 0.012111899138194802
leaf_weight=3247.8671012967825 8181.2465115375817 201.65081040561199 2157.6217005811632 11389.656381174922 49223.925721794367 68685.866448283195 852.29875022172928
leaf_count=13921 40080 1174 9247 48312 199586 285082 3555
internal_value=-0.000220709 -0.000913166 -0.00738743 0.000627037 0.000293064 5.85136e-05 0.00556422
internal_weight=143940 79226.4 10338.9 64713.7 60613.6 68887.5 4100.17
internal_count=600957 335583 49327 265374 247898 286256 17476

Tree=196
num_cat=0
split_feature=55 25 19 33 8 13 23
split_gain=26.216 32.2874 26.1653 25.5314 22.4238 22.3735 14.7968
threshold=0.36563305556774145 -0.98611101508140553 -0.020512727089226242 -0.39253015816211695 -0.12924472987651822 -0.0039383406983688465 0.059308374300599105
left_child=2 5 3 -1 -3 -2 -4
right_child=1 4 6 -5 -6 -7 -8
leaf_value=-0.0014661847187881468 -0.0012878024403771482 0.0029262261156852935 -0.00030286295806320238 0.0031904560335441873 -0.0010259167611288305 -0.0070580005264576362 0.0055791594225556053
leaf_weight=5131.6827783472836 4261.7090871408582 5452.3484309911728 63155.991400361061 17359.441360078752 42275.552756350487 4813.9886835925281 1472.2427612692118
leaf_count=23004 17733 21965 261048 72916 176986 21195 6110
internal_value=-0.000207993 -0.00117742 0.000424094 0.00212797 -0.000574431 -0.00434847 -0.000168869
internal_weight=143923 56803.6 87119.4 22491.1 47727.9 9075.7 64628.2
internal_count=600957 237879 363078 95920 198951 38928 267158

Tree=197
num_cat=0
split_feature=1 1 7 12 6 6 6
split_gain=21.9696 131.576 31.8428 27.7574 17.5601 15.4044 13.8384
threshold=-0.0037464592605829235 -0.0036749573191627856 -0.0078469780273735506 -0.28028306365013117 -3.7249670028686519 2.371862649917603 -0.0032315250718966122
leaf_value=0.0033551109434133033 -0.0091420079847723858 -7.6319811201422792e-05 -0.002206813490075401 0.011209535222849391 0.00019504254288776421 0.0051792458245784835 0.011318505508803062
leaf_weight=3145.7501191198826 7058.5952992998064 66952.0972687006 3253.79848677665 490.89240512251854 60125.233979731798 1930.2108768001199 957.53125454485416
leaf_count=13465 35241 277916 14086 2013 245885 8340 4011
internal_value=-0.000195958 -0.000843781 -0.00695379 0.000596758 0.000284242 7.0951e-05 0.00521343
internal_weight=143914 79194.7 10312.4 64719.4 60616.1 68882.3 4103.28

Tree=198
num_cat=0
split_feature=55 25 47 19 33 8 47
split_gain=23.4656 28.4651 28.9601 22.9472 22.6083 19.754 15.889
threshold=0.36563305556774145 -0.98611101508140553 -1.2433525025844572 -0.020512727089226242 -0.39253015816211695 -0.12924472987651822 0.76627792418003093
leaf_value=-0.0013745381022841033 -0.014756159114003315 0.0027494117696588542 -0.0030745628571958944 -0.0006427517712095616 0.0030083215125955853 -0.00095985320320697586 0.0015099150372211605
leaf_weight=5128.6696925424039 781.23965204507113 5453.0127492547035 8285.5298697948456 49589.441832900047 17363.280506465584 42265.582723207772 15030.661261186004
leaf_count=23004 4290 21965 34638 206269 72916 176986 60889
internal_value=-0.000184663 -0.00110202 -0.00408111 0.000413331 0.00200893 -0.000535979 -0.000142041
internal_weight=143897 56785.4 9066.77 87112.1 22492 47718.6 64620.1
internal_count=600957 237879 38928 363078 95920 198951 267158

Tree=199
num_cat=0
split_feature=55 7 0 51 19 54 48
split_gain=20.8275 26.2355 30.3577 20.822 20.3575 20.9149 14.4331
threshold=0.36563305556774145 -0.084363792091608034 -0.026700210757553574 -0.13451607525348661 -0.020512727089226242 0.45861123502254492 0.42069473117589956
leaf_value=0.0011548127094059256 0.0048517058286036887 0.0038871457647186142 -0.0019756222221449129 -0.00071436366650744676 -0.00079261682541542514 0.0061344041509451318 0.0010067224983805298
leaf_weight=19165.815948612988 4139.0984423905611 3183.8466801345348 44466.984689574689 4982.4635921865702 40958.547028243542 3330.4863084256649 23658.916856840253
leaf_count=82222 16641 12973 188089 20176 171386 13698 95772
internal_value=-0.000173988 -0.00103838 -0.00158389 0.00181136 0.000389342 0.00189202 -0.00013381
internal_weight=143886 56772.4 47650.8 9121.56 87113.8 22496.3 64617.5
internal_count=600957 237879 201062 36817 363078 95920 267158

end of trees

feature_importances:
Column_6=176
Column_7=110
Column_28=108
Column_48=98
Column_17=82
Column_8=64
Column_23=61
Column_34=57
Column_9=54
Column_0=52
Column_21=52
Column_1=50
Column_18=32
Column_12=30
Column_47=29
Column_16=27
Column_26=26
Column_14=22
Column_19=22
Column_33=19
Column_13=18
Column_38=16
Column_55=16
Column_3=14
Column_22=14
Column_51=14
Column_24=12
Column_46=12
Column_44=11
Column_2=10
Column_11=9
Column_35=9
Column_20=8
Column_25=8
Column_27=8
Column_29=8
Column_45=7
Column_49=7
Column_53=6
Column_31=5
Column_5=4
Column_50=4
Column_4=3
Column_37=3
Column_32=1
Column_52=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: 0.058]
[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=0.058 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=901 910 915 927 915 905 911 912 914 913 921 917 916 919 922 927 926 928 921 924 928 923 922 923 931 923 921 917 918 914 930 928 924 915 907 922 925 934 923 917 924 923 925 924 920 918 912 910 904 921 911 921 915 922 918 907 923 921 920 918 925 911 913 910 916 924 928 916 916 920 916 915 923 919 922 917 923 920 921 919 919 905 913 916 920 900 910 925 913 918 912 929 917 923 926 918 904 918 912 911 919 910

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=0.00013455108542110059 0.00016954140247144609 0.0013194021226615173 0.041723057145258167 0.0001335032807936325 0.0015665277010862841 9.2587292982226709e-05 0.00010034335351648486
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=9.95666e-05 0.000507153 0.00828916 9.80162e-05 0.000219074 9.55895e-05 0.000133616
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=0.0979612 1.70762 7.81251 0.0453665 0.349921 0.033614 0.0221159
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.039236400014787384 6.2655747812450854e-05 0.0011458245266840095 -0.00046182819304665848 2.8707841159158126e-05 0.0013786168899730413 -9.8350198724548388e-06 -2.5288270954015639e-06
leaf_weight=21 22392 58 81 10818 687 551563 2067
leaf_count=21 22392 58 81 10818 687 551563 2067
internal_value=-3.26056e-06 0.000380686 0.00771134 -4.72103e-06 0.000109315 -7.0069e-06 2.88145e-05

Tree=2
num_cat=0
split_feature=45 17 24 23 49 31 49
split_gain=0.0869272 1.51528 7.48554 0.0370617 0.210721 0.0307604 0.0196249
threshold=-0.17180078476667401 -0.8243863284587859 0.96566614508628856 -0.030672303400933739 -1.3179033398628233 2.102653026580811 -1.6757296919822691
leaf_value=-0.00073622572607429766 0.00056702816655486985 0.0010793667075340635 0.038122397748332114 -9.2289102936471508e-06 1.0485384211635216e-05 0.00011376851078823931 -2.3821472709156758e-06
leaf_weight=81 2517 58 21 550798 25219 6926 2067
leaf_count=81 2517 58 21 550798 25219 6926 2067
internal_value=-3.07145e-06 0.000358606 0.00726408 -4.44721e-06 6.09908e-05 -7.70149e-06 2.71432e-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=0.0397912 0.317335 13.7129 0.119545 0.0323302 0.231111 0.0171229
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -0.25902542471885676 -0.27063107490539545 0.25719563663005834
leaf_value=1.2793397414310437e-05 -7.7747366037357718e-05 -3.1635633914650038e-05 0.045354902186575251 0.00073351806721197433 -5.9971571882236066e-06 0.00061923983021289664 -4.2201493916579428e-05
leaf_weight=49121 789 10104 23 737 476292 2209 48412
leaf_count=49121 789 10104 23 737 476292 2209 48412
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leaf_weight=29 18458 124 422 574784 1847 1099 4160
leaf_count=29 18458 124 422 574784 1847 1099 4160
internal_value=-8.84998e-06 -0.000176674 -0.00294015 -2.12143e-06 -0.000401807 -8.19418e-07 -0.000109964
internal_weight=600923 23164 546 577759 1876 575883 22618
internal_count=600923 23164 546 577759 1876 575883 22618

Tree=95
num_cat=0
split_feature=31 0 17 4 16 26 20
split_gain=0.201893 1.39614 17.6962 0.404319 0.0692188 0.52906 0.268999
threshold=1.3952204585075381 -0.024610131978988644 0.6018730401992799 0.042698567733168609 -1.081806421279907 -1.8247658610343931 0.29659919440746313
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leaf_weight=54 816 38654 28 3052 552571 4415 1333
leaf_count=54 816 38654 28 3052 552571 4415 1333
internal_value=-8.33668e-06 -0.000130121 -0.00246557 -8.28587e-05 9.43709e-07 -0.000226404 2.77799e-06

Tree=96
num_cat=0
split_feature=15 19 23 5 46 18 3
split_gain=1.44643 24.5478 1281.49 1.24287 0.323905 2.69516 0.08319
threshold=0.48480661213397985 0.0029871630249544982 -0.022549189627170559 -0.4922413676977157 0.24645754694938662 -0.0067873813677579156 0.1806561276316643
leaf_value=-1.8711841473448247e-06 0.46894681743816186 0.0080760132562930857 0.00040578126523773534 -8.7288942326133081e-05 -0.017917073167139485 -0.00050118764289578375 -0.0034166846981922086
leaf_weight=583080 20 63 1082 15234 31 836 24
leaf_count=583080 20 63 1082 15234 31 836 24
internal_value=1.14089e-05 0.000548632 0.00890925 -5.36688e-05 -3.67736e-06 -0.0011239 -2.01173e-06
internal_weight=600370 16399 1102 15297 583971 867 583104
internal_count=600370 16399 1102 15297 583971 867 583104

Tree=97
num_cat=0
split_feature=4 8 19 9 20 18 19
split_gain=1.32125 14.9872 432.313 0.602781 0.214375 2.43996 0.187706
threshold=0.066476602107286467 -0.01495661213994026 0.0029871630249544982 0.043699821457266814 0.21382468193769458 -0.0058871116489171973 0.16130571067333224
leaf_value=-2.5986542592042129e-06 0.14477031567991719 -0.00048708410239961579 -0.00014610631021718187 0.00026389662403113434 -0.015522180445492268 -0.00031799977289545089 0.0008036596109279601
leaf_weight=580502 72 7180 1813 7202 36 2592 973
leaf_count=580502 72 7180 1813 7202 36 2592 973
internal_value=1.07472e-05 0.000526335 0.00538916 -0.000111019 -3.61172e-06 -0.000526276 -1.24952e-06
internal_weight=600370 16267 1885 14382 584103 2628 581475
internal_count=600370 16267 1885 14382 584103 2628 581475

Tree=98
num_cat=0
split_feature=15 9 20 49 46 18 19
split_gain=1.22504 23.5105 1509.37 1.54497 0.275669 2.29371 0.0804874
threshold=0.48480661213397985 -0.0018452440272085366 0.016878103837370876 -0.25953947752714152 0.24645754694938662 -0.0067873813677579156 1.0000000180025095e-35
leaf_value=7.4569475359987068e-06 0.5077752432227135 0.0082455099540621676 -0.0022387491074041107 -4.4294685637823182e-05 -0.016529292543088235 -0.0004627438742930686 -5.0191138728706671e-05
leaf_weight=485189 20 76 814 15489 31 836 97915
leaf_count=485189 20 76 814 15489 31 836 97915
internal_value=1.01238e-05 0.000504527 0.0099918 -3.81764e-06 -3.75994e-06 -0.00103721 -2.22334e-06
internal_weight=600370 16399 834 15565 583971 867 583104
internal_count=600370 16399 834 15565 583971 867 583104

Tree=99
num_cat=0
split_feature=32 9 29 49 46 18 4
split_gain=1.08706 20.8623 1385.95 1.37095 0.244619 2.03535 0.0906716
threshold=0.48480661213397985 -0.0018452440272085366 0.20562779903411868 -0.25953947752714152 0.24645754694938662 -0.0067873813677579156 0.039770727977156646
leaf_value=1.8050340989741073e-06 0.48640903825163839 0.0077672704157322235 -0.0023075447893173154 -4.1725594964640161e-05 -0.015570593614732064 -0.00043590473247612731 -0.0001362415786946149
leaf_weight=566633 20 76 814 15489 31 836 16471
leaf_count=566633 20 76 814 15489 31 836 16471
internal_value=9.53665e-06 0.000475265 0.00941228 -3.59622e-06 -3.54187e-06 -0.000977053 -2.09438e-06

Tree=100
num_cat=0
split_feature=4 16 16 20 14 51 15
split_gain=0.976965 22.3929 1188.86 1.97082 0.187607 0.35533 0.126659
threshold=0.066476602107286467 0.018398451618850235 0.009063976816833021 0.0017586908652447166 0.47798374295234686 -0.051705924794077866 0.48480661213397985
leaf_value=6.6494757577883555e-07 -0.001397230855040838 0.0033574122813707424 0.44058213135908314 -0.00017500299149298133 -0.0014884547808649187 -0.00014906201533299452 0.00083010812991759001
leaf_weight=570639 816 551 21 14879 705 12139 620
leaf_count=570639 816 551 21 14879 705 12139 620
internal_value=8.98352e-06 0.000452336 0.00969186 -4.88617e-05 -3.36364e-06 -0.000222581 1.56516e-06
internal_weight=600370 16267 837 15430 584103 12844 571259
internal_count=600370 16267 837 15430 584103 12844 571259

Tree=101
num_cat=0
split_feature=15 19 9 9 46 18 3
split_gain=0.927581 19.5676 1346.48 1.67347 0.272332 15.7383 0.079533
threshold=0.48480661213397985 0.0029871630249544982 -0.00085678591858595599 -0.0032339016906917091 0.24645754694938662 -0.0067873813677579156 0.1806561276316643
leaf_value=-1.4030371826807862e-06 0.47946175731122498 -0.0028344607675074361 -0.00086272267315056807 4.1461268473201056e-05 0.047333027242372434 -0.0003315402757170196 -0.0033403160411797522
leaf_weight=583471 20 714 1070 14569 24 803 24
leaf_count=583471 20 714 1070 14569 24 803 24
internal_value=1.2015e-05 0.00044258 0.00795057 -9.28977e-05 -4.96871e-08 0.00105171 -1.54037e-06
internal_weight=600695 16373 1090 15283 584322 827 583495
internal_count=600695 16373 1090 15283 584322 827 583495

Column_15=75
Column_49=54
Column_51=52
Column_7=39
Column_4=38
Column_20=36
Column_16=33
Column_5=32
Column_46=26
Column_17=24
Column_21=24
Column_9=22
Column_45=21
Column_18=20
Column_0=19
Column_29=18
Column_3=15
Column_19=15
Column_31=15
Column_55=15
Column_8=14
Column_14=14
Column_32=13
Column_23=11
Column_13=10
Column_26=8
Column_11=7
Column_34=7
Column_24=5
Column_27=5
Column_33=5
Column_1=4
Column_2=4
Column_47=4
Column_35=3
Column_6=2
Column_50=2
Column_12=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=0.058 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