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 1043 1035 1035 1041 1037 1039 1035 1042 1039 1036 1043 1039 1041 1038 1033 1042 1041 1047 1050 1038 1046 1040 1042 1036 1035 1039 1044 1040 1037 1038 1045 1042 1035 1042 1036 1040 1042 1043 1037 1034 1044 1035 1032 1040 1050 1051 1040 1040 1030 1036 1038 1027 1035 1030 1041 1044 1038 1032 1035 1040 1027 1035 1037 1044 1050 1033 1045 1041 1049 1050 1035 1038 1038 1048 1047 1044 1050 1036 1047 1049 1036 1039 1057 1040 1036 1049 1035 1030 1042 1042 1039 1043 1030 1046 1049 1049 1053 1043 1049 1042 1037 1036 1041 1037 1038 1046 1041 1041 1036 1044 1025 1039 1047 1025 1034 1039 1053 1040 1042 1052 1037 1034 1039 1048 1040 1044 1049 1051 1048 1044 1046 1048 1048 1039 1042 1031 1027 1029 1048 1038 1034 1046 1044 1056 1048 1047 1048 1048 1049 1035 1038 1035 1043 1043 1034 1042 1047 1048 1054 1050 1041 1042 1050 1048 1053 1046 1055 1040 1037 1039 1041 1052 1058 1056 1050 1034 1066 1049 1055 1047 1045 1046 1038 1034 1043 1030 1044 1043 1048 1045 1035 1052 1052 1055 1054 1051 1045 1057

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=-0.36350356759838814 -0.32830887929638203 -0.3492073188132554 -0.33403530941557497 -0.40377515865630731 -0.37947493423725492 -0.33456633479753145 -0.33114468033418221
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leaf_count=1671 74421 279197 143231 6005 5064 77550 548
internal_value=-0.341773 -0.34074 -0.344063 -0.386455 -0.392658 -0.331502 -0.355512
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=4349.97 1590.49 941.364 654.19 472.674 369.025 356.287
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=-0.016951886694284029 0.011780147729454104 0.0074959864336222003 0.0014891951586763891 -0.0019234323834563976 0.032022413853167037 -0.044778935509940075 -0.018649245227087659
leaf_weight=1589.7657699286938 23518.143064588308 24804.012251719832 2799.564525410533 71764.331986442208 3286.9920381456614 4754.6893038451672 10191.959465995431
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internal_value=3.11024e-05 0.00348698 -0.0220192 0.000495988 0.0142624 -0.0378062 -0.0143096
internal_weight=142709 123373 19336 96568.3 26805.1 6344.46 12991.5
internal_count=587687 507936 79751 397662 110274 26219 53532
shrinkage=0.05

Tree=2
num_cat=0
split_feature=48 28 18 48 28 38 6
split_gain=3940.23 1430.96 906.247 637.404 461.545 422.546 185.551
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=376.58038240671158 23563.47369043529 26315.737839058042 4866.4415762424469 70259.575709983706 11105.299425899982 3303.7364176362753 2909.5443409830332
leaf_count=1559 96751 108413 20074 289249 45959 13523 12159
internal_value=2.88767e-05 0.00331051 -0.0210063 0.000471085 -0.0160864 0.0135169 -0.0449187
internal_weight=142700 123443 19257.9 96575.3 15971.7 26867.2 3286.12
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=2299.94 1808.02 1349.28 505.101 226.607 149.374 114.663
threshold=-0.014725709334015845 -0.020567901432514187 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=0.014113686466028922 -0.053224288167846724 -0.0068419824469253231 0.0051692204685415454 0.024449012348839123 -0.02773474171054522 0.0066759726612702804 0.049053896874134036
leaf_weight=9333.5722319483757 1547.5970816016197 65236.421902179718 36442.565716475248 3177.3621302992105 1997.2189076840878 24392.281526729465 556.4229288995266
leaf_count=38247 6559 269137 150005 12965 8338 100167 2269
internal_value=2.679e-05 -0.00376083 -0.00253707 0.0106662 -0.038863 0.00873435 0.0281157
internal_weight=142683 105224 101679 37459.6 3544.82 33725.9 3733.79
internal_count=587687 434039 419142 153648 14897 138414 15234

Tree=4
num_cat=0
split_feature=48 28 47 8 38 1 7
split_gain=3424.52 1149.46 782.365 567.405 337.757 312.066 288.066
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.0089428424835205061 1.0000000180025095e-35 -0.0026376470923423763 -0.0097913797944784147
leaf_value=-0.014981180340844197 0.010100376296339907 0.0070378426294491845 0.005084054541179453 -0.0017306217140503248 0.027108584114049233 -0.040712797866630811 -0.01577939271209889
leaf_weight=1577.5231153517962 23639.276864945889 24840.036188721657 1948.6819050014019 71714.354107186198 3330.160641849041 4655.851699873805 10958.312648415565
leaf_count=6552 96751 102027 8042 295635 13523 19667 45490
internal_value=2.49338e-05 0.00307432 -0.0196545 0.000525195 0.0122005 -0.0342007 -0.0126295
internal_weight=142664 123524 19140.4 96554.4 26969.4 6233.37 12907

Tree=5
num_cat=0
split_feature=48 7 7 6 6 7 6
split_gain=3073.7 700.441 839.967 696.661 1116.44 87.8033 69.9492
threshold=-1.1056645214557645 -0.024109717458486554 0.044861363247036941 1.0000000180025095e-35 6.0537413446581929e-05 -0.022537890821695324 1.0000000180025095e-35
left_child=3 6 -3 5 -5 -1 -2
leaf_value=0.0095483327512377106 0.012139852911540299 -0.0026507828265329471 0.0072451307978426737 -0.046031202047687972 -0.015020801183602793 -0.0068845443917609148 0.0072432152627222128
leaf_weight=983.29839886724949 14399.219990253448 61552.229876592755 32907.320518895984 4270.7829967737198 9058.8403286486864 4690.0623835623264 14779.129134431481
leaf_count=4043 58826 253656 135076 18146 37859 19463 60630
internal_value=1.08572e-05 0.00288835 0.000796703 -0.0187108 -0.0249565 -0.00403642 0.00965966
internal_weight=142641 123638 94459.6 19003 13329.6 5673.36 29178.3
internal_count=587699 508188 388732 79511 56005 23506 119456

Tree=6
num_cat=0
split_feature=48 47 28 17 9 38 18
split_gain=2830.65 1058.39 854.614 440.835 391.485 282.303 278.919
threshold=-0.72379013895988453 -1.256108224391937 -0.031506778672337525 -0.9409729242324828 0.019179280847311023 1.0000000180025095e-35 -0.021240289323031899
left_child=1 6 5 -4 -3 -2 -1
right_child=2 4 3 -5 -6 -7 -8
leaf_value=-0.049801964262853431 0.0098546578703786244 -0.011071678718209752 -0.027061984469736261 0.0018535782892095736 0.0052798712665646378 0.025788694680167562 -0.024987585734834405
leaf_weight=1396.0380416363478 22238.541388437152 20149.79753382504 1339.1685382574797 83839.181370511651 4473.063933044672 3176.8251916915178 5997.2346045523882
leaf_count=6137 90807 83634 5501 345055 18454 12853 25258
internal_value=9.70891e-06 -0.0130827 0.00379987 0.00139897 -0.00810121 0.0118464 -0.0296732
internal_weight=142610 32016.1 110594 85178.3 24622.9 25415.4 7393.27
internal_count=587699 133483 454216 350556 102088 103660 31395

Tree=7
num_cat=0
split_feature=48 28 48 6 6 44 7
split_gain=2619.12 1202.93 792.935 462.511 509.75 276.924 25.7348
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 1.0000000180025095e-35 6.0537413446581929e-05 3.7910240888595585 -0.016868890263140198
leaf_value=0.004825861375265846 0.0092448132960430262 -0.0068408364316208713 0.0024646741638831311 -0.044806126127282353 -0.018907429233203515 0.024386668830917189 -0.0084190137078505919
leaf_weight=439.37347069382668 24551.858299925923 33953.580836758018 70273.91529519856 3420.9482618272305 4273.2573188692331 3442.9934143871069 2218.6992789357901
leaf_count=1809 100163 140692 289007 14858 18009 13903 9258
internal_value=8.67786e-06 0.00190491 -0.000566728 -0.0242106 -0.0304223 0.0111071 -0.00622967
internal_weight=142575 132222 104227 10352.3 7694.21 27994.9 2658.07
internal_count=587699 543765 429699 43934 32867 114066 11067

Tree=8
num_cat=0
split_feature=28 47 28 18 38 28 21
split_gain=1537.62 1305.56 690.31 529.611 344.76 113.391 107.363
threshold=-0.014725709334015845 -1.256108224391937 0.018866457976400856 -0.020662431605160233 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=0.011724616431971958 -0.041261285807014256 -0.0044362190015611123 0.0044808734365665874 -0.013594958055382321 0.019464805870005292 0.0052751751999110903 0.043161287388211733
leaf_weight=9426.7808964252472 2058.5126642882824 56664.513708904386 35177.878053814173 10832.317536622286 3211.7245101481676 24599.596360728145 561.57606475055218
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internal_value=7.69055e-06 -0.0031122 -0.00102075 -0.0180129 0.0086521 0.00706195 0.0229915
internal_weight=142533 104733 91842.4 12890.8 37799.7 34026.4 3773.3
internal_count=587699 433475 379028 54447 154224 138997 15227

Tree=9
num_cat=0
split_feature=48 48 7 0 6 7 3
split_gain=2272.06 814.085 497.925 409.188 457.628 289.059 22.2237
threshold=-1.4875389337539671 -0.34191577136516565 -0.0097913797944784147 -0.0015730941086076198 6.0536020100698813e-05 -0.04316392354667186 -0.0045776558108627787
left_child=3 2 -2 6 -5 -3 -1
right_child=1 5 -4 4 -6 -7 -8
leaf_value=-0.0019737715738171496 0.0069662217491307243 0.0096709632505257923 -0.0070740153938391049 -0.043134115247947774 -0.01823295536892856 0.0028654496798801959 -0.011291752680096766
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internal_value=6.90531e-06 0.00176476 -0.00425852 -0.0226696 -0.0285714 0.00431981 -0.00576135
internal_weight=142496 132244 39388.9 10251.4 7598.99 92855.3 2652.39
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Tree=10
num_cat=0
split_feature=48 47 7 8 8 1 13
split_gain=2140.02 751.88 366.901 359.874 501.837 254.909 45.6733
threshold=-0.72379013895988453 -1.256108224391937 0.046553775668144233 -0.020395196042954918 0.056312030181288726 -0.0026376470923423763 0.022074085660278801
left_child=1 5 -3 6 -5 -1 -2
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internal_weight=142495 31729.5 24524.6 110766 82406.7 7204.96 28358.9
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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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Tree=12
num_cat=0
split_feature=48 28 28 0 6 38 7
split_gain=1758.72 780.773 611.935 361.608 415.981 295.219 33.1744
threshold=-1.4875389337539671 -0.014725709334015845 0.038959616795182235 -0.0015730941086076198 6.0529777329065844e-05 1.0000000180025095e-35 -0.022537890821695324
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internal_value=9.33137e-05 0.00163025 -0.00076302 -0.0199955 -0.0256024 0.00779566 -0.0040646
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Tree=13
num_cat=0
split_feature=28 6 0 21 44 28 21
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threshold=-0.0035241957521066065 6.0548378314706504e-05 -0.0015730941086076198 1.6111459732055666 3.7910240888595585 -0.16511735320091245 3.1571753025054936
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Tree=14
num_cat=0
split_feature=48 47 0 28 17 17 7
split_gain=1560.39 585.171 431.907 380.137 367.674 158.128 134.995
threshold=-0.72379013895988453 -0.5827713906764983 -0.0015730941086076198 -0.031506778672337525 -0.9409729242324828 -0.9409729242324828 -0.029099613428115841
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leaf_count=2701 3700 46676 12939 76915 1445 211847 244565
internal_value=5.32147e-05 -0.000546969 -0.00505614 0.000666502 -0.00993245 0.000835564 0.000336986
internal_weight=143764 72658.3 11909 71105.9 1116.39 69989.5 60749.3
internal_count=600788 306881 59615 293907 5145 288762 247266

Tree=189
num_cat=0
split_feature=6 6 23 23 6 21 6
split_gain=19.8901 169.453 68.5135 48.6286 63.7363 43.5548 26.7086
threshold=-0.0032315300777554508 -0.0032316836295649405 -0.0012290789163671432 -0.05013183876872062 0.4208949357271195 0.68607407808303844 0.19465310126543048
leaf_value=4.8925281251384741e-05 0.0026470516891864472 -0.0085953292552540302 0.013637510785601957 0.0021443727575534781 -0.02834597837417482 0.0069288343535876696 9.7978779024266281e-05
leaf_weight=58354.031379975379 331.43777580559254 7349.880452465266 363.66363748162985 23089.805879592896 332.08969487994909 2394.847548507154 51524.600738070905
leaf_count=237458 1416 39540 1698 95776 1680 9808 213412
internal_value=5.04987e-05 -0.000566248 -0.00754714 0.000611406 -0.0128647 0.000320146 0.000731246
internal_weight=143740 68462.4 7713.54 75277.9 663.527 60748.9 74614.4
internal_count=600788 288504 41238 312284 3096 247266 309188

Tree=190
num_cat=0
split_feature=47 34 34 22 50 35 51
split_gain=18.6892 40.5264 42.0155 35.1751 17.5939 13.9549 11.2834
threshold=1.0000000180025095e-35 1.3778149485588076 1.3853803277015688 -0.55687132477760304 -0.06362756714224814 -1.4901149272918699 -0.29083546996116633
leaf_value=-0.0011159974726014646 0.004585337999466017 -0.013835928706072659 -0.0014467071577678838 0.0012747775909434274 -0.0032757489141060029 0.00021821282806508787 0.001261575628078765
leaf_weight=50815.738101683557 2989.8909462988377 1153.2155228853226 1683.0622499585152 22065.594782590866 3054.8577456176281 44301.776840284467 17490.666043624282
leaf_count=217746 12262 7430 7310 91318 12364 180329 71319
internal_value=-8.0363e-05 -0.000620361 -0.0064841 -0.000392165 0.000522364 -7.17388e-06 0.0017468
internal_weight=143555 75717.6 2836.28 72881.3 67837.2 47356.6 20480.6
internal_count=600078 323804 14740 309064 276274 192693 83581

Tree=191
num_cat=0
split_feature=6 0 7 21 6 17 0
split_gain=20.9037 98.0579 56.9066 40.0307 54.495 35.6878 23.97
threshold=-0.0032315271673724051 -0.0022947916295379396 -0.0094247907400131208 1.4956800341606142 0.35522730648517614 -0.93323016166687001 -0.00037337650428526098
leaf_value=0.011809889961930827 0.002128578247095021 -0.007611222242337185 0.00015327526645731392 0.005221334278904137 -0.013063444111108456 -2.8156109328923989e-05 0.00011141450291325183
leaf_weight=643.49417044222355 20957.976605191827 7251.8744078688323 3498.1069297939539 618.96838310360909 1192.6698659658432 59840.230332255363 49539.080789081752
leaf_count=2726 86904 38617 16414 2599 5503 243225 204090
internal_value=-7.6376e-05 -0.000684293 -0.00508461 0.000522503 -0.00681623 9.77904e-05 0.000711094
internal_weight=143542 71233.7 10750 72308.7 1811.64 60483.7 70497.1
internal_count=600078 300982 55031 299096 8102 245951 290994

Tree=192
num_cat=0
split_feature=48 25 55 7 12 17 0
split_gain=18.359 18.3296 14.0569 30.8483 29.8261 9.71883 9.2686
threshold=-2.5940562486648555 -0.84910756349563588 -0.03124185279011726 -0.15514732152223584 -0.23786408454179761 3.7556935548782353 -0.026700210757553574
left_child=1 5 4 -4 -2 -1 -3
leaf_value=-0.028157340510419678 0.0021106090160898914 0.076074245558439724 0.0026112590958295712 -0.00088121333111506662 -0.00017330480652882465 0.05983653228608108 -0.0047035567257558558
leaf_weight=126.10964891687036 19704.108813084662 3.5890661478042594 7012.6982108056545 64263.76675317809 52069.994562759995 3.2180481627583495 336.20907869189978
leaf_count=1145 83217 16 28253 269529 215403 22 2493
internal_value=-7.26111e-05 -0.00994765 -4.02265e-05 -0.000537598 0.000453697 -0.0259678 -0.00385035
internal_weight=143520 469.126 143051 71276.5 71774.1 129.328 339.798
internal_count=600078 3676 596402 297782 298620 1167 2509

Tree=193
num_cat=0
split_feature=6 0 23 17 6 21 20
split_gain=19.0071 123.564 67.9256 36.0046 86.6122 34.2597 27.7087
threshold=-0.0032315300777554508 -0.0022947916295379396 -0.0012290789163671432 -0.93323016166687001 0.79751527309417736 0.5278470814228059 -0.027878073975443837
leaf_value=-0.00017402743644788098 9.7008590489934988e-05 -0.0076095001151541474 0.014083821437707922 0.0024263540316455889 -0.031090138612408353 0.0053666829715960851 9.8094875819791853e-05
leaf_weight=57548.399901241064 816.30502806603909 7493.2135790027678 379.10152639448643 16420.844887688756 306.10157673805952 2932.072765737772 57617.317877262831
leaf_count=233951 3606 40595 1759 68784 1617 12000 237766
internal_value=-6.9002e-05 -0.000672393 -0.00656483 0.000479736 -0.00840832 9.45843e-05 0.000614477
internal_weight=143513 68352.8 7872.32 75160.6 1122.41 60480.5 74038.2
internal_count=600078 288305 42354 311773 5223 245951 306550

Tree=194
num_cat=0
split_feature=6 0 23 17 6 21 12
split_gain=17.1585 111.908 61.3384 32.6356 80.1676 30.9207 24.7241
threshold=-0.0032315300777554508 -0.0022947916295379396 -0.0012290789163671432 -0.93323016166687001 0.35522730648517614 0.5278470814228059 -0.19776338338851926
leaf_value=-0.00016532826569522953 0.0072577927426821683 -0.0072543108671858526 0.01331779574475544 0.0016786264581990795 -0.019756706111836175 0.005098564427075407 -0.00017869571351804316
leaf_weight=57547.656011492014 485.47612476348877 7467.7622288838029 380.81625853478909 30393.849025011063 632.32947839051485 2931.9517982453108 43651.205183416605
leaf_count=233951 2051 40595 1759 126463 3172 12000 180087
internal_value=-6.56276e-05 -0.000639082 -0.00625614 0.000455682 -0.00802399 8.98566e-05 0.000583694
internal_weight=143491 68328.2 7848.58 75162.9 1117.81 60479.6 74045.1

Tree=195
num_cat=0
split_feature=45 47 34 18 24 0 35
split_gain=16.5287 25.219 38.0888 23.2818 17.9694 13.1018 12.9501
threshold=-0.00089026900241151441 1.0000000180025095e-35 1.3685106635093691 -0.020242396742105481 0.11739882826805116 -0.10270385444164275 -0.26832143962383265
leaf_value=0.007210982853182793 -0.0011366243177258811 0.0054415363992805776 -0.0098557208554229375 8.0423241350458403e-05 -0.0023835462652655394 0.0010944346043728584 0.00016093883943921997
leaf_weight=896.44898028671741 38349.38441016525 2148.3301072865725 1294.8387729376554 35303.518422611058 6496.0480054169893 37473.964277595282 21720.143495433033
leaf_count=3622 164885 8998 7434 144210 26663 155083 90062
internal_value=-4.40687e-05 -0.000542453 -0.0014214 0.00038795 0.000532976 0.00123734 -0.000424863
internal_weight=143683 77096.1 39644.2 37451.8 66586.6 38370.4 28216.2
internal_count=600957 325527 172319 153208 275430 158705 116725

Tree=196
num_cat=0
split_feature=55 25 20 6 29 13 8
split_gain=20.5989 27.3173 20.5113 24.4999 19.7674 19.5257 18.1916
threshold=0.36563305556774145 -0.98611101508140553 -0.014525952283293007 0.66048380732536327 0.68635171651840221 -0.0039383406983688465 -0.12924472987651822
leaf_value=0.0014925408016896351 -0.00083922393060376272 0.0024122718054345313 -0.0010720744911518027 -0.0012812722634542395 0.002682986939625067 -0.0054928928257291882 -0.00065643660790738842
leaf_weight=46224.082573652267 4258.8490060120821 5453.6968077272177 27115.174108326435 9616.888757109642 4024.9899119734764 4788.1610983498394 42193.249435134232
leaf_count=193845 17733 21965 112440 40320 16473 21195 176986
internal_value=-4.18819e-05 -0.000783441 0.000441463 0.00101484 -0.000586718 -0.00330219 -0.00030519
internal_weight=143675 56694 86981.1 55841 31140.2 9047.01 47646.9
internal_count=600957 237879 363078 234165 128913 38928 198951

Tree=197
num_cat=0
split_feature=6 0 23 23 6 17 23
split_gain=17.175 107.358 61.8556 36.9491 53.7113 30.3714 20.1194
threshold=-0.0032315314747393127 -0.0022947916295379396 -0.0012290789163671432 -0.027622920460999009 0.86733657121658336 -0.72142368555068959 -0.0004490460996748879
leaf_value=0.0036453122959269309 -0.0032431808356838984 -0.0076894264766057228 0.015056900082865438 0.0017562196037244346 -0.03392453943445458 -0.00030597587287093894 1.8608938043126189e-05
leaf_weight=5333.4706044942141 644.40709526836872 6391.6633407361805 313.541309222579 24771.416016183794 183.19733089208603 55163.17694401741 50868.78293698281
leaf_count=22027 2872 35739 1468 104315 1013 224002 209521
internal_value=-3.97986e-05 -0.000622955 -0.00662579 0.000472694 -0.0100348 4.23753e-05 0.000587659
internal_weight=143670 67201.9 6705.2 76467.8 827.604 60496.6 75640.2
internal_count=600957 283236 37207 317721 3885 246029 313836

Tree=198
num_cat=0
split_feature=55 25 47 11 54 0 6
split_gain=18.5461 24.3945 21.2311 16.7152 16.6746 21.0782 14.2745
threshold=0.36563305556774145 -0.98611101508140553 -1.2433525025844572 -1.8003312945365904 4.5166687965393075 0.00065197728690691303 0.66048380732536327
leaf_value=0.00062090961643715816 -0.011101142531228941 0.0043380753425623017 -0.0023870167544458986 -0.00047934633485022162 0.0088124245625643659 -0.0060667218395063505 -0.0011065666809508153
leaf_weight=71149.552215863019 763.46694605052471 1874.3677148371935 8275.2871501520276 45764.346816446632 1151.0491908192635 300.07433223724365 14374.457783646882
leaf_count=297017 4290 7641 34638 191310 4721 1255 60085
internal_value=-3.78706e-05 -0.000741643 -0.00312306 -0.000289803 0.000420743 0.0057356 0.000330564
internal_weight=143653 56677.5 9038.75 47638.7 86975.1 1451.12 85524
internal_count=600957 237879 38928 198951 363078 5976 357102

Tree=199
num_cat=0
split_feature=55 7 25 51 18 33 47
split_gain=16.74 22.5553 23.3431 21.4455 15.4416 19.3339 15.7538
threshold=0.36563305556774145 -0.084363792091608034 -0.98611101508140553 -0.13451607525348661 -0.014828784391283987 -0.39253015816211695 0.76627792418003093
leaf_value=-0.0012426972194829835 0.004232247645436618 -0.0036502413126603388 -0.0006523721506729262 -0.00063683008921924626 -0.00075869498845455971 0.0015805829832575978 0.0014636869761787288
leaf_weight=7346.2080623880029 4139.7980125695467 7759.9198391586542 39785.542899053544 4984.0204789787531 34522.519793361425 34739.108466923237 10369.396426215768
leaf_count=32047 16641 33757 167305 20176 143333 145673 42025
internal_value=-3.59874e-05 -0.000704683 -0.00114166 0.00157244 0.000399696 0.00108776 -0.000245356
internal_weight=143647 56669.3 47545.5 9123.82 86977.2 42085.3 44891.9
internal_count=600957 237879 201062 36817 363078 177720 185358

end of trees

feature_importances:
Column_6=169
Column_7=134
Column_28=117
Column_48=88
Column_17=87
Column_8=79
Column_9=57
Column_0=52
Column_34=52
Column_1=51
Column_21=42
Column_23=40
Column_16=33
Column_47=33
Column_12=31
Column_18=24
Column_55=21
Column_13=20
Column_19=18
Column_33=18
Column_14=16
Column_29=16
Column_38=16
Column_22=15
Column_11=14
Column_45=13
Column_44=12
Column_3=11
Column_26=11
Column_51=11
Column_24=10
Column_27=10
Column_35=10
Column_20=9
Column_25=9
Column_2=7
Column_5=7
Column_31=6
Column_37=6
Column_46=6
Column_53=5
Column_50=4
Column_4=3
Column_15=2
Column_49=2
Column_43=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: 0.05]
[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=0.05 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50

tree
objective=regression
tree_sizes=902 907 912 924 910 907 910 915 912 913 916 919 921 924 920 923 931 927 907 920 925 917 922 914 915 921 914 908 912 912 924 922 915 916 919 918 921 930 927 921 925 913 914 915 914 915 913 925 924 919 918 920 910 915 921 921 927 915 918 924 923 919 913 901 915 922 917 907 921 909 904 915 911 919 918 921 920 919 920 913 917 917 920 919 908 910 906 909 918 919 930 922 919 931 920 914 914 920 921 919

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=0.00013020305513990421 0.00016036712156261587 0.0011516263631057807 0.035982363451551168 0.00012929977528863864 0.0013646656548512695 9.4027372002943965e-05 0.00010071363108420099
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=0.000100044 0.000451411 0.00716004 9.87074e-05 0.000203067 9.66155e-05 0.000129397
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=0.0996321 1.73674 7.80373 0.0461404 0.35589 0.0341873 0.0224931
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.033865675098786595 5.4472294781866082e-05 0.00099616855921591074 -0.00033771414169610518 2.495831193827298e-05 0.0011985559619102693 -8.5504681672748816e-06 -2.198533812458039e-06
leaf_weight=21 22392 58 81 10818 687 551563 2067
leaf_count=21 22392 58 81 10818 687 551563 2067
internal_value=-2.8347e-06 0.000330964 0.00670416 -4.10442e-06 9.50375e-05 -6.09173e-06 2.5051e-05

Tree=2
num_cat=0
split_feature=45 17 6 23 49 31 49
split_gain=0.089918 1.56741 7.53277 0.0379847 0.210744 0.0310137 0.0203001
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 -0.030672303400933739 -1.3179033398628233 2.102653026580811 -1.6757296919822691
leaf_value=-0.00034155591098923897 0.00048947351315745081 0.00094636014345551617 0.033882034390699117 -8.0614780078600834e-06 9.6694744246400188e-06 9.8406461311554731e-05 -2.0885992556871823e-06
leaf_weight=82 2517 58 20 550798 25219 6926 2067
leaf_count=82 2517 58 20 550798 25219 6926 2067
internal_value=-2.69296e-06 0.000314416 0.00636895 -3.8992e-06 5.3211e-05 -6.73932e-06 2.37985e-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=0.0412059 0.318006 13.7125 0.119634 0.0332392 0.230664 0.0168771
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -0.25902542471885676 -0.27063107490539545 0.25719563663005834
leaf_value=1.1482581928634691e-05 -6.445316588037362e-05 -2.5816543423178023e-05 0.039101129581293845 0.0006340439037683047 -5.3391240362537793e-06 0.0005337759829676579 -3.6324970681049313e-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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Tree=96
num_cat=0
split_feature=15 9 29 49 46 18 19
split_gain=0.753964 27.9505 1765.18 1.75333 0.298434 0.967649 0.0878575
threshold=0.48480661213397985 -0.0018452440272085366 0.20562779903411868 -0.25953947752714152 0.24645754694938662 -0.0067873813677579156 0.00045121985021978622
leaf_value=5.3006168348248436e-06 0.47332116012461489 0.0074371210055496229 -0.0021454017122385992 -0.00017591244970843192 -0.009606083242162583 -0.00060997797480287269 -4.7106952572804374e-05
leaf_weight=487438 20 76 814 15489 31 836 95666
leaf_count=487438 20 76 814 15489 31 836 95666
internal_value=4.71382e-06 0.00033908 0.00925667 -0.00013874 -4.67582e-06 -0.000931638 -3.29754e-06
internal_weight=600370 16399 834 15565 583971 867 583104
internal_count=600370 16399 834 15565 583971 867 583104

Tree=97
num_cat=0
split_feature=4 7 20 20 46 18 2
split_gain=0.703781 24.9668 943.77 0.451118 0.29718 0.865009 0.163489
threshold=0.066476602107286467 -0.015038088895380495 0.016878103837370876 0.016878103837370876 0.24645754694938662 -0.0067873813677579156 0.031575666740536697
leaf_value=2.0989924471193617e-06 0.25929205524217752 -0.00081530909095575027 -0.0017848970796152976 -4.3705074599541119e-05 -0.0087361506214647579 -0.00054210293198923094 -0.00014530820789337184
leaf_weight=563268 36 2214 900 13117 33 1342 19460
leaf_count=563268 36 2214 900 13117 33 1342 19460
internal_value=4.47813e-06 0.00032887 0.00825652 -0.000155135 -4.55604e-06 -0.00073876 -2.82362e-06
internal_weight=600370 16267 936 15331 584103 1375 582728
internal_count=600370 16267 936 15331 584103 1375 582728

Tree=98
num_cat=0
split_feature=15 19 23 51 4 8 20
split_gain=0.659456 17.4638 1253.13 1.30153 0.165234 1.14314 0.128241
threshold=0.48480661213397985 0.0029871630249544982 -0.022549189627170559 -0.042624477297067635 0.066476602107286467 -0.01495661213994026 0.29659919440746313
leaf_value=-1.0037823726416709e-06 0.39856701021548363 -0.0077296210602591084 -0.00085288523422136036 -9.3023962016235113e-05 -0.0027170405242570965 -6.0436795099774549e-05 -0.0005643467112583419
leaf_weight=577688 20 56 1082 15241 442 4829 1012
leaf_count=577688 20 56 1082 15241 442 4829 1012
internal_value=4.25422e-06 0.000316963 0.00639611 -0.00012098 -4.52723e-06 -0.000283206 -1.98893e-06
internal_weight=600370 16399 1102 15297 583971 5271 578700
internal_count=600370 16399 1102 15297 583971 5271 578700

Tree=99
num_cat=0
split_feature=14 9 19 3 46 18 15
split_gain=0.524108 8.67403 272.893 2.06071 0.581252 22.8428 0.169131
threshold=0.41081577539443975 -0.00085678591858595599 0.0029871630249544982 -0.041278971359133713 0.24645754694938662 -0.0065623323898762456 0.48480661213397985
leaf_value=-3.3370875353158052e-06 0.07383598964950143 0.0053841157823520669 -0.00089759019669922438 -0.00010894724895043207 0.052726404688188011 -0.00061368187131330821 -0.00038516478542153284
leaf_weight=571444 129 172 2301 23259 21 454 2915
leaf_count=571444 129 172 2301 23259 21 454 2915
internal_value=6.07709e-06 0.000226269 0.00306975 -6.86243e-05 -3.82906e-06 0.00174451 -5.27495e-06
internal_weight=600695 25861 2430 23431 574834 475 574359
internal_count=600695 25861 2430 23431 574834 475 574359

Column_15=59
Column_49=53
Column_7=51
Column_51=40
Column_5=36
Column_21=32
Column_46=31
Column_4=28
Column_20=28
Column_9=27
Column_55=26
Column_19=24
Column_0=22
Column_16=21
Column_17=21
Column_45=20
Column_23=17
Column_13=16
Column_18=15
Column_8=14
Column_31=12
Column_32=12
Column_1=11
Column_14=11
Column_29=10
Column_26=7
Column_33=7
Column_34=6
Column_11=5
Column_24=5
Column_47=5
Column_2=3
Column_27=3
Column_35=3
Column_6=2
Column_12=2
Column_25=2
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=0.05 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