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=1015 1042 1043 1041 1043 1042 1037 1030 1033 1040 1043 1040 1045 1035 1041 1044 1040 1042 1047 1050 1039 1043 1047 1050 1043 1036 1040 1041 1047 1048 1038 1043 1041 1038 1039 1042 1045 1036 1042 1038 1035 1037 1037 1037 1043 1043 1045 1036 1041 1043 1035 1038 1050 1034 1041 1044 1046 1039 1047 1040 1043 1038 1043 1041 1038 1037 1049 1045 1030 1035 1032 1049 1034 1042 1042 1048 1048 1040 1047 1050 1047 1045 1043 1044 1048 1026 1043 1048 1029 1045 1042 1043 1051 1030 1048 1049 1049 1048 1051 1047 1043 1046 1038 1050 1045 1050 1038 1049 1047 1047 1035 1029 1032 1038 1045 1030 1034 1035 1029 1034 1040 1046 1041 1049 1047 1046 1049 1044 1036 1039 1052 1043 1046 1052 1049 1051 1051 1054 1042 1031 1056 1046 1039 1050 1049 1050 1037 1050 1038 1054 1036 1032 1028 1044 1040 1042 1047 1043 1048 1045 1041 1052 1044 1047 1048 1040 1037 1045 1052 1049 1046 1044 1043 1042 1043 1043 1050 1053 1043 1053 1054 1050 1041 1040 1054 1038 1036 1047 1048 1043 1057 1052 1036 1054 1053 1055 1046 1043 1044 1053

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=-0.35482479895781299 -0.33370798597660933 -0.34624704968673337 -0.33714384404812509 -0.37898775359256448 -0.36440761894113305 -0.33746245927729901 -0.3354094665992895
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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=4417.41 1618.3 964.051 679.425 472.557 377.775 360.102
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.0089428424835205061 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984
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internal_value=1.9267e-05 0.00210956 -0.013308 0.000299618 0.00863261 -0.0228847 -0.00862556
internal_weight=142712 123363 19348.6 96568.4 26794.7 6353.78 12994.8
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shrinkage=0.03

Tree=2
num_cat=0
split_feature=48 28 18 48 28 38 6
split_gain=4164.99 1519.8 958.336 648.678 478.448 442.047 192.771
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.34191577136516565 0.000590299750911072 1.0000000180025095e-35 1.0000000180025095e-35
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leaf_weight=377.41022418439388 23536.802379742265 26320.327945351601 4869.8357938975096 70252.511183723807 11127.804365560412 3296.113964125514 2927.764648899436
leaf_count=1559 96751 108413 20074 289249 45959 13523 12159
internal_value=1.85437e-05 0.00204551 -0.0129401 0.0002906 -0.00990177 0.00836149 -0.0276463
internal_weight=142709 123406 19302.8 96572.8 15997.6 26832.9 3305.17
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=2516.08 1982.9 1433.61 549.512 181.994 160.449 115.917
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
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leaf_weight=9316.2050843387842 1567.0608235746622 65705.723826691508 36494.465206459165 3166.7432973533869 1531.2022096812725 24366.558601588011 554.43548329174519
leaf_count=38247 6559 270874 150243 12965 6363 100167 2269
internal_value=1.78455e-05 -0.00235634 -0.00163955 0.00670159 -0.0260007 0.00549298 0.0176415
internal_weight=142702 105298 102200 37403.9 3098.26 33682.8 3721.18
internal_count=587687 434039 421117 153648 12922 138414 15234

Tree=4
num_cat=0
split_feature=48 28 18 8 28 38 0
split_gain=3832.04 1334.73 862.202 624.618 445.859 386.58 179.028
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.000590299750911072 1.0000000180025095e-35 -0.0015730941086076198
leaf_value=-0.0069984519212160064 0.006519503993391444 0.0044140020105859134 -0.0019927078711030437 -0.0011076975093351267 -0.012883106248623381 0.017461881285179656 -0.028994985534679062
leaf_weight=376.27250964939594 23585.656666651368 24815.170809671283 4867.8487679958344 71745.168123632669 11094.852705881 3314.0371390730143 2896.1985101103783
leaf_count=1559 96751 102027 20074 295635 45959 13523 12159
internal_value=1.71936e-05 0.00195771 -0.0124379 0.000311331 -0.00956206 0.0078676 -0.0264658
internal_weight=142695 123460 19235.2 96560.3 15962.7 26899.7 3272.47

Tree=5
num_cat=0
split_feature=48 7 7 47 7 6 6
split_gain=3579.93 807.482 964.676 799.081 324.857 296.412 105.811
threshold=-1.1056645214557645 -0.01821904722601175 0.044861363247036941 -1.256108224391937 -0.0097913797944784147 1.0000000180025095e-35 1.0000000180025095e-35
left_child=3 6 -3 5 -5 -1 -2
leaf_value=-0.0057772256181445394 0.0078280537910263449 -0.0018088234192108511 0.0045950786324000931 0.0034739098570458708 -0.0098187127217473965 -0.023743062431426026 0.0043337005260940869
leaf_weight=981.52569633722305 15347.046680241823 59484.902210190892 32868.584657147527 1948.6869111955166 10967.190800517797 5232.8835117518902 15857.241449639201
leaf_count=4063 62881 245082 135076 8046 45469 21933 65149
internal_value=1.02656e-05 0.00188004 0.000470324 -0.0120662 -0.00781318 -0.0209055 0.00605231
internal_weight=142688 123558 92353.5 19130.3 12915.9 6214.41 31204.3
internal_count=587699 508188 380158 79511 53515 25996 128030

Tree=6
num_cat=0
split_feature=48 28 18 48 9 38 28
split_gain=3375.75 1323.77 762.757 580.555 405.795 361.52 150.218
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.34191577136516565 0.019179280847311023 1.0000000180025095e-35 0.0020204392494633798
leaf_value=-0.0070286676006505299 0.00639158499983568 -0.0036219363183556397 -0.010903407044147356 0.001603217481047167 0.0033224231315418986 0.016965874999316673 -0.027452906126864518
leaf_weight=366.05049850046635 23740.415632277727 26305.878578960896 13813.431379213929 70230.564404532313 2075.8523460179567 3316.3454536646605 2827.667203143239
leaf_count=1521 97230 108457 57385 289007 8599 13494 12006
internal_value=9.83418e-06 0.00182308 -0.0117339 0.000179379 -0.00904488 0.00768768 -0.025112
internal_weight=142676 123593 19083 96536.4 15889.3 27056.8 3193.72
internal_count=587699 508188 79511 397464 65984 110724 13527

Tree=7
num_cat=0
split_feature=48 28 47 48 44 1 7
split_gain=3183.3 1243.75 742.038 546.426 337.408 321.11 303.735
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.34191577136516565 3.7910240888595585 -0.0026376470923423763 -0.0097913797944784147
leaf_value=-0.0082444962982647831 0.0061873370641664155 -0.0035155194331376242 0.003603274087555119 0.001554698503375277 0.016337060853078032 -0.023969481104343101 -0.009257881396452082
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internal_value=9.41337e-06 0.00176788 -0.011411 0.00017398 0.00744863 -0.0199708 -0.00731232
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Tree=8
num_cat=0
split_feature=28 47 18 7 38 21 28
split_gain=2006.92 1620.36 711.569 706.243 329.113 132.57 65.5707
threshold=-0.031506778672337525 -1.256108224391937 -0.020662431605160233 -0.0097913797944784147 1.0000000180025095e-35 3.1571753025054936 -0.16511735320091245
left_child=4 2 -2 -3 6 -6 -1
right_child=1 3 -4 -5 5 -7 -8
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Tree=9
num_cat=0
split_feature=48 48 7 0 6 7 7
split_gain=2952.64 1004.99 562.498 503.966 575.109 350.55 29.6772
threshold=-1.4875389337539671 -0.34191577136516565 -0.0097913797944784147 -0.0015730941086076198 6.0537413446581929e-05 -0.04316392354667186 -0.016868890263140198
left_child=3 2 -2 6 -5 -3 -1
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internal_weight=142627 132192 39466.4 10435.6 7770.58 92725.2 2665.06
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Tree=10
num_cat=0
split_feature=48 47 8 8 7 1 13
split_gain=2868.71 1015.1 447.756 595.668 406.553 305.045 57.9151
threshold=-0.72379013895988453 -1.256108224391937 -0.020395196042954918 0.056312030181288726 0.046553775668144233 -0.0026376470923423763 0.022074085660278801
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Tree=11
num_cat=0
split_feature=48 47 28 17 28 44 1
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Tree=12
num_cat=0
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Tree=13
num_cat=0
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Tree=14
num_cat=0
split_feature=48 28 48 0 6 37 7
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threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 -0.0015730941086076198 6.0537413446581929e-05 -0.18733030557632444 -0.022537890821695324
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Tree=93
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leaf_count=1493 409187 127848 10920 4687 39072 7211 370
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internal_weight=144569 141987 100728 2582.15 41258.7 1442.35 1139.81
internal_count=600788 587027 420107 13761 166920 8704 5057

Tree=190
num_cat=0
split_feature=23 0 8 0 37 44 44
split_gain=80.7435 220.446 140.064 74.5957 64.4443 39.9388 34.3133
threshold=-0.0014371092547662554 -0.0022947916295379396 -0.004762922413647174 -0.00067674985621124495 0.45861123502254492 1.0000000180025095e-35 3.8360519409179692
left_child=1 4 -3 6 -1 -5 -2
leaf_value=0.0001556495370941651 0.0022608261637912428 -0.0044049624505220651 0.00012138781495642061 0.00041832000635307011 0.0046966087063361021 -0.0038350115098717235 0.0070769919593740155
leaf_weight=54258.323130235076 10715.381582923234 18223.391839466989 9289.057145178318 45344.27511151135 2966.5404122769833 2077.9664923995733 1520.2752497643232
leaf_count=220618 44189 83042 39048 186518 12058 8430 6175
internal_value=-7.46828e-05 -0.000669927 -0.00287673 0.000770795 0.000391053 0.000231946 0.00285923
internal_weight=144395 84737.3 27512.4 59657.9 57224.9 47422.2 12235.7
internal_count=600078 354766 122090 245312 232676 194948 50364

Tree=191
num_cat=0
split_feature=23 23 6 6 48 17 6
split_gain=75.9809 209.108 248.792 89.6403 63.1534 58.9213 45.5456
threshold=-0.0014371092547662554 -0.0014412749442271886 -0.0032315300777554508 0.66048380732536327 -0.70983687043189991 -0.93323016166687001 0.56041327118873607
leaf_value=0.00044501140497719754 0.004635180560052618 -0.0063701172151057464 -0.00032903707883951398 -0.022505357694660014 0.0011506980735333421 -0.00059726865484925065 -0.0049018139391399989
leaf_weight=58277.95167632401 5521.3156451955438 10855.679389767349 14110.6767969504 111.01294802129269 30767.728728547692 23262.492678061128 1469.9942675083876
leaf_count=237297 23366 51714 59578 479 124859 96608 6177
internal_value=-7.24621e-05 -0.000650022 -0.00295577 0.00074761 0.00168086 -0.000701322 0.000313462
internal_weight=144377 84714.3 24966.4 59662.5 36289 23373.5 59747.9
internal_count=600078 354766 111292 245312 148225 97087 243474

Tree=192
num_cat=0
split_feature=48 22 7 17 25 0 17
split_gain=67.1067 59.3674 96.6445 38.9961 20.5064 12.1143 9.29826
threshold=-2.5940562486648555 -0.55687132477760304 -0.0065563677344471208 -0.86012724041938771 -0.84910756349563588 -0.026700210757553574 3.7556935548782353
leaf_value=-0.021025682694828709 -0.0012486708495740094 -0.0033869395406910825 0.00067816122141579568 0.0010192158363169213 0.04841901479407143 -0.0074501372184025529 0.027966441613481469
leaf_weight=150.78219193965197 56947.661448150873 1883.1002885475755 39802.068869836628 45191.978438749909 3.525559037923812 378.08906847983599 3.5690440982580176
leaf_count=1145 240841 7962 162944 184655 16 2493 22
internal_value=-7.03157e-05 -3.08308e-05 -0.000455987 0.000842961 -0.010666 -0.00693399 -0.0198928
internal_weight=144361 143825 96749.7 47075.1 535.966 381.615 154.351
internal_count=600078 596402 403785 192617 3676 2509 1167

Tree=193
num_cat=0
split_feature=23 0 6 6 21 48 28
split_gain=70.8727 197.939 489.459 83.8423 78.7489 59.2653 56.0647
threshold=-0.0014371092547662554 -0.0022947916295379396 -0.0032315314747393127 0.66048380732536327 1.4956800341606142 -0.70983687043189991 0.01025249343365431
left_child=1 4 -3 5 -1 -2 -5
leaf_value=0.00022779517230482821 0.0044864929076578689 -0.0095877012207936322 -0.0003842256726720657 -0.0029155394508745664 0.0085923235849152922 0.0011123263131313063 0.00028707132076828223
leaf_weight=56190.707835420966 5526.4293555095792 6969.2018954604864 20493.318318627775 7040.7528050765395 1031.583926409483 30770.84928573668 16328.861715584993
leaf_count=228471 23366 35750 86340 30401 4205 124859 66686
internal_value=-6.82191e-05 -0.000626193 -0.0027198 0.000723709 0.000378588 0.00162606 -0.000677805
internal_weight=144352 84684.8 27462.5 59666.9 57222.3 36297.3 23369.6
internal_count=600078 354766 122090 245312 232676 148225 97087

Tree=194
num_cat=0
split_feature=23 0 6 6 17 48 17
split_gain=66.6971 186.47 463.003 78.869 74.5454 55.6763 55.5164
threshold=-0.0014371092547662554 -0.0022947916295379396 -0.0032315314747393127 0.66048380732536327 -0.93323016166687001 -0.70983687043189991 -0.93323016166687001
leaf_value=0.01208026457711249 0.0043479982785691977 -0.009337239772212954 -0.00037272772656636219 -0.021894662331589845 0.00026712818773157307 0.0010788437113829813 -0.00055690810131598062
leaf_weight=484.87370382249355 5531.3104994446039 6941.8794322833419 20491.75742020458 110.26073578000069 56738.248721405864 30774.017902716994 23255.067706651986
leaf_count=1992 23366 35750 86340 479 230684 124859 96608
internal_value=-6.62149e-05 -0.000607654 -0.00264113 0.000701943 0.000367225 0.00157692 -0.000657601
internal_weight=144327 84656.8 27433.6 59670.7 57223.1 36305.3 23365.3

Tree=195
num_cat=0
split_feature=12 48 13 23 23 23 33
split_gain=62.6729 68.0548 66.1241 44.8348 113.794 65.9462 26.5422
threshold=-0.29080538451671595 -0.70983687043189991 -0.0039383406983688465 -0.0014371092547662554 -0.0014412749442271886 -0.0004490460996748879 -0.38968080282211298
leaf_value=-0.0011836691513492743 0.00030679638238479486 -0.0036311390037246302 -0.011226357011972608 0.0037912574776554609 -0.0021782733475056489 0.00036262783690809385 0.0035348306723231638
leaf_weight=1026.102385699749 58420.380310416222 787.16326735913754 1388.5879789069295 5580.1961437016726 23157.597174108028 53021.220454961061 1137.3004242926836
leaf_count=4838 237788 3363 8313 22635 101632 217696 4692
internal_value=-5.38268e-05 -0.00360473 -0.0069588 5.6089e-05 -0.000398642 0.000689112 0.000603735
internal_weight=144519 4339.15 2414.69 140179 81578 58601.4 1924.46
internal_count=600957 21206 13151 579751 339420 240331 8055

Tree=196
num_cat=0
split_feature=6 0 17 6 6 21 6
split_gain=59.8073 353.393 203.504 186.233 160.976 84.1089 80.6579
threshold=-0.0032315243734046812 -0.0022947916295379396 -0.93323016166687001 -0.0032315314747393127 0.4208949357271195 4.5086498260498056 0.67479363083839428
left_child=1 5 4 -3 -2 -1 -4
leaf_value=0.0002751991406815202 0.00048200825123275305 -0.0082148991002068995 0.0015979082865747562 -0.0015479889004679623 -0.021593407347178413 0.011281481912979738 -0.00054780844279730446
leaf_weight=59895.394501581788 540.81108610332012 7231.7805281281471 42649.887830689549 7879.7904653698206 660.24301889538765 631.47770613431931 25014.046260744333
leaf_count=243438 2259 37207 174426 33917 2895 2591 104224
internal_value=-5.22308e-05 -0.000634585 0.000587403 -0.0047385 -0.0116533 0.000390028 0.000804678
internal_weight=144503 75638.4 68865 15111.6 1201.05 60526.9 67663.9
internal_count=600957 317153 283804 71124 5154 246029 278650

Tree=197
num_cat=0
split_feature=1 1 34 17 37 6 0
split_gain=59.1903 208.646 64.2372 36.641 31.163 73.6625 33.896
threshold=-0.0037464592605829235 -0.0036749573191627856 1.3685106635093691 -0.86012724041938771 0.76045024394989025 0.78080868721008312 -0.042959121987223618
leaf_value=0.0030990002783957255 -0.0039246414504927754 -0.0042352853929384024 -0.013515846109010224 0.00011255020121306402 0.0045671140207439939 -0.01455081269732858 0.00028114204460921553
leaf_weight=4117.6782912909985 9834.2671768218279 1790.8381023108959 671.37240394949913 67373.843915253878 3121.6370627731085 192.5776461660862 57376.349570542574
leaf_count=16713 44917 7757 4410 278499 12721 806 235134
internal_value=-5.07038e-05 -0.000598365 -0.00453758 -2.56022e-08 0.000622549 0.00345624 0.000469828
internal_weight=144479 79670.3 10505.6 69164.7 64808.2 3314.21 61494
internal_count=600957 335583 49327 286256 265374 13527 251847

Tree=198
num_cat=0
split_feature=6 0 17 6 6 17 6
split_gain=56.5385 326.469 189.427 174.044 154.018 80.144 75.5258
threshold=-0.0032315243734046812 -0.0022947916295379396 -0.93323016166687001 -0.0032315314747393127 0.60849225521087658 -0.93323016166687001 0.24694620817899707
leaf_value=0.010850974090019481 -0.0022991435374397694 -0.0079376720580837112 0.0023457244745190833 -0.0014840182938424681 -0.024193647249977596 0.00025451647119670463 0.00013950732028512148
leaf_weight=649.3462288826704 706.29801346361637 7198.6787878870964 19700.469700276852 7875.1862012892962 489.6145134717226 59877.024692520499 47967.788855344057
leaf_count=2679 2974 37207 80314 33917 2180 243350 198336
internal_value=-4.92e-05 -0.000615632 0.000572639 -0.00456603 -0.0112629 0.000368199 0.00078181
internal_weight=144464 75600.2 68864.2 15073.9 1195.91 60526.4 67668.3

Tree=199
num_cat=0
split_feature=12 48 13 28 17 38 33
split_gain=53.8566 60.4392 61.3247 39.3559 198.181 139.553 24.6864
threshold=-0.29080538451671595 -0.70983687043189991 -0.0039383406983688465 0.0039976737461984166 -0.93323016166687001 1.0000000180025095e-35 -0.38968080282211298
leaf_value=-0.00097076106164142959 -0.00057122038467932745 -0.0034765811384741985 -0.010677810244957174 -0.011932658900277353 0.0010393155680449261 0.0049307746593098365 0.0034372661440922611
leaf_weight=1022.7387898862362 87523.818845428526 786.01428097486496 1370.8370886817575 1084.3390023112297 47159.611842811108 4355.4452577233315 1137.3353115767241
leaf_count=4838 364679 3363 8313 4697 192598 17777 4692
internal_value=-4.77616e-05 -0.00334814 -0.00653013 5.39168e-05 0.000747755 -0.000310404 0.000611788
internal_weight=144440 4316.93 2393.58 140123 48244 91879.3 1923.35
internal_count=600957 21206 13151 579751 197295 382456 8055

end of trees

feature_importances:
Column_7=167
Column_28=144
Column_6=129
Column_48=121
Column_8=93
Column_17=71
Column_1=57
Column_9=51
Column_0=47
Column_34=46
Column_23=45
Column_16=44
Column_47=42
Column_18=40
Column_21=40
Column_12=29
Column_13=23
Column_26=20
Column_38=20
Column_22=16
Column_44=14
Column_33=13
Column_19=11
Column_35=11
Column_20=10
Column_49=10
Column_3=9
Column_14=8
Column_29=8
Column_2=7
Column_24=7
Column_37=7
Column_5=6
Column_50=6
Column_11=5
Column_45=5
Column_25=4
Column_55=4
Column_4=3
Column_27=2
Column_51=2
Column_46=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: 0.03]
[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=0.03 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=903 909 914 926 914 910 913 906 908 917 918 914 916 915 920 910 923 910 905 921 912 917 919 920 935 921 924 913 915 915 924 919 918 925 915 922 923 927 923 926 923 917 905 911 913 912 913 930 924 916 918 917 912 925 922 922 925 920 928 916 919 921 917 914 915 918 927 919 922 924 920 920 917 914 920 920 919 919 921 920 923 915 910 915 926 917 931 903 924 917 922 911 914 914 926 920 918 918 941 914 928 915 929 923 919 913 921 926 923 915

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=0.00011933297943691329 0.00013743141929054026 0.00073218696421643913 0.021630629217283672 0.00011879101152615393 0.00086001053926373233 9.7627569554737133e-05 0.00010163932500349136
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=0.000101238 0.000312058 0.00433723 0.000100436 0.000163052 9.91805e-05 0.00011885
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=0.103871 1.81064 7.78182 0.0481036 0.371032 0.0356419 0.0234502
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.020381192190689033 3.3371446118635871e-05 0.00061028432765883258 -0.00011200805246416065 1.5290249244923604e-05 0.00073427318203353605 -5.2382873796838016e-06 -1.3468958921330923e-06
leaf_weight=21 22392 58 81 10818 687 551563 2067
leaf_count=21 22392 58 81 10818 687 551563 2067
internal_value=-1.73662e-06 0.000202759 0.00410718 -2.5145e-06 5.8223e-05 -3.73199e-06 1.5347e-05

Tree=2
num_cat=0
split_feature=45 17 6 23 49 31 49
split_gain=0.0977325 1.70363 7.81032 0.0403771 0.210801 0.031661 0.0220643
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 -0.030672303400933739 -1.3179033398628233 2.102653026580811 -1.6757296919822691
leaf_value=-0.00011584535752030116 0.00029468286697836648 0.00059197578353632708 0.020793185461778191 -4.9975097798768282e-06 6.7612007100213918e-06 5.9546449568153316e-05 -1.3064841294575348e-06
leaf_weight=82 2517 58 20 550798 25219 6926 2067
leaf_count=82 2517 58 20 550798 25219 6926 2067
internal_value=-1.68453e-06 0.000196676 0.00398396 -2.43906e-06 3.28897e-05 -4.19598e-06 1.48866e-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=0.0449096 0.31971 13.7117 0.119886 0.0364643 0.229094 0.0166696
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -0.25902542471885676 -0.27063107490539545 0.25719563663005834
leaf_value=7.8787505101578506e-06 -3.4761862708743454e-05 -1.3275838415135055e-05 0.023463829280175874 0.00038305616005391852 -3.4695598479440592e-06 0.00032018643386832931 -2.194640066039968e-05
leaf_weight=49121 789 10104 23 737 476292 2209 48412
leaf_count=49121 789 10104 23 737 476292 2209 48412
internal_value=-1.63399e-06 5.66733e-05 0.000630839 1.36679e-05 -2.81353e-06 2.1319e-05 -5.17433e-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 0 27
split_gain=0.0913892 0.63758 9.82229 0.0424432 0.348203 0.0311628 0.0307949
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 -0.034956371411681168 0.16744337230920794
leaf_value=1.0318003243853388e-05 3.1235545643311772e-05 0.021787434794110595 3.5886042546159109e-05 1.3146590203617112e-05 0.00070965936991700888 -4.8667017861484678e-06 -0.00066932560553287918
leaf_weight=1861 22392 20 284 10818 687 551563 62
leaf_count=1861 22392 20 284 10818 687 551563 62
internal_value=-1.58497e-06 0.000190231 0.00146691 -2.31461e-06 5.47376e-05 -3.45823e-06 -1.15946e-05
internal_weight=587687 2227 304 585460 11505 573955 1923
internal_count=587687 2227 304 585460 11505 573955 1923

Tree=5
num_cat=0
split_feature=15 51 31 49 55 34 19
split_gain=0.132404 23.5432 42.7791 2.57943 0.0524853 0.436958 0.0317949
threshold=0.55725386738777172 -0.044410638511180871 1.2971196770668032 -0.12514873594045636 2.0211037397384648 1.468370318412781 0.089487399905920043
leaf_value=-2.5170720846861254e-06 0.054685401454251409 0.0054102254949621167 -3.6987501286300057e-05 -2.9263555559253045e-05 2.0894322239306805e-05 0.00088229347598239502 5.9850780653074388e-05
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Tree=107
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Tree=108
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leaf_weight=512522 6678 72294 278 866 580 3506 3971
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internal_value=3.4927e-06 7.538e-05 0.000731215 1.30237e-05 -7.5706e-06 -0.000395078 -4.50501e-06
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Tree=109
num_cat=0
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leaf_weight=572628 38 13429 916 1946 21 1107 10610
leaf_count=572628 38 13429 916 1946 21 1107 10610
internal_value=3.38792e-06 0.000167306 0.00483052 -0.00012204 -1.19247e-06 0.000408774 -1.98536e-06
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Column_49=71
Column_7=64
Column_5=61
Column_15=58
Column_4=37
Column_19=37
Column_46=33
Column_21=32
Column_51=31
Column_0=30
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Column_23=18
Column_55=18
Column_17=17
Column_24=16
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Column_31=14
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Column_33=11
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Column_18=8
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Column_26=7
Column_34=6
Column_6=4
Column_12=3
Column_35=3
Column_25=2
Column_1=1
Column_2=1
Column_11=1
Column_28=1
Column_50=1

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

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.03 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