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 1033 1041 1030 1037 1034 1039 1035 1036 1037 1036 1045 1046 1039 1037 1037 1036 1031 1039 1041 1043 1043 1026 1035 1046 1038 1040 1039 1042 1040 1041 1044 1042 1029 1039 1043 1034 1045 1037 1029 1031 1036 1036 1033 1036 1036 1039 1050 1043 1039 1037 1028 1026 1046 1037 1024 1039 1038 1051 1027 1038 1027 1038 1032 1044 1042 1033 1034 1040 1041 1046 1041 1044 1032 1039 1042 1052 1042 1040 1027 1024 1026 1024 1028 1019 1038 1035 1022 1035 913 1057 1047 1023 1025 1026 1050 1047 1057 1037 1045 1037 1035 1042 1039 1037 1033 1048 1042 1038 1045 1042 1038 1047 1052 1035 1031 1036 1045 1039 1049 1039 1031 1035 1034 1038 1043 1038 1047 1048 1042 1049 1040 1044 1046 1048 1043 1039 1020 1043 1043 1045 1050 1028 1050 1022 1053 1048 1033 1046 1044 1047 1037 1047 1035 1044 1048 1053 1049 1040 1054 1032 1038 1046 1039 1057 1050 1042 1052 1012 1046 1033 1028 1025 1049 1028 1046 1033 1032 1026 1031 1026 1027 1023 1031 1024 1025 1050 1015 1044 1031 1055 1036 1032 1033 1023 1053 1041 1031 1031 1060

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=-0.38042716644750962 -0.31778062126993872 -0.35497984360997337 -0.32797366688210217 -0.4521105985306057 -0.4088561990646925 -0.32891889206198471 -0.32282834711722314
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internal_value=-0.341747 -0.339907 -0.345823 -0.421281 -0.432322 -0.323464 -0.366203
internal_weight=142713 139486 102582 3226.83 2687.97 36904.3 538.857
internal_count=587687 574399 422428 13288 11069 151971 2219
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=48 28 47 48 38 1 28
split_gain=4220.63 1537 898.456 625.328 472.913 352.549 348.911
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.34191577136516565 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984
left_child=2 4 5 -3 -2 -1 -4
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leaf_value=-0.029867082254667894 0.020534622082708093 -0.010833555200958985 0.00258396216648373 0.0052531010893660862 0.056562267060208032 -0.07831654228064383 -0.032891120190645218
leaf_weight=1588.6993260085583 23535.531695649028 26307.579577982426 2799.757698699832 70259.224799573421 3289.2941289544106 4736.3551211804152 10185.001411527395
leaf_count=6552 96751 108413 11527 289249 13523 19667 42005
internal_value=5.09523e-05 0.0061059 -0.0386408 0.000870632 0.0249524 -0.0661472 -0.025242
internal_weight=142701 123392 19309.8 96566.8 26824.8 6325.05 12984.8
internal_count=587687 507936 79751 397662 110274 26219 53532
shrinkage=0.089

Tree=2
num_cat=0
split_feature=48 28 18 8 28 38 6
split_gain=3528.11 1268.64 812.05 596.901 430.026 386.123 172.495
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.000590299750911072 1.0000000180025095e-35 1.0000000180025095e-35
left_child=2 5 6 -3 -4 -2 -1
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leaf_value=-0.019281304793778976 0.018643042860873819 0.012685553847922288 -0.0051470667408227734 -0.0033236956978819191 -0.036910496407131656 0.051069522283212439 -0.083475307950930666
leaf_weight=374.86109194159508 23612.513670444489 24832.678509071469 4859.5376166850328 71746.328549966216 11060.060595691204 3317.4119852334261 2870.6238485276699
leaf_count=1559 96751 102027 20074 295635 45959 13523 12159
internal_value=4.26311e-05 0.00555572 -0.0354863 0.00079265 -0.0272145 0.0226376 -0.0760608
internal_weight=142674 123509 19165.1 96579 15919.6 26929.9 3245.48
internal_count=587687 507936 79751 397662 66033 110274 13718

Tree=3
num_cat=0
split_feature=28 28 47 17 38 28 21
split_gain=1923.75 1610.79 1242.54 652.213 427.596 129.832 112.445
threshold=-0.014725709334015845 0.021683344617486004 -1.256108224391937 -0.9409729242324828 1.0000000180025095e-35 -0.16511735320091245 3.1571753025054936
left_child=4 2 -2 -3 5 -1 -6
right_child=1 3 -4 -5 6 -7 -8
leaf_value=0.023069809208435509 -0.041212655563585561 -0.054985325986517689 -0.008879591968011042 0.011136256216818709 0.039372579935147041 0.010744794217838067 0.082619328303898315
leaf_weight=9364.1284867227077 11269.38392598927 1222.4659605324268 57197.151021927595 35377.477007806301 3194.646614164114 24437.286109685898 559.6542145460844
leaf_count=38247 47243 5029 236175 145592 12965 100167 2269
internal_value=3.53967e-05 -0.00614443 -0.0142015 0.00892775 0.0173242 0.0141592 0.0458194
internal_weight=142622 105066 68466.5 36599.9 37555.7 33801.4 3754.3
internal_count=587687 434039 283418 150621 153648 138414 15234

Tree=4
num_cat=0
split_feature=48 28 48 0 6 38 7
split_gain=2763.2 1052.55 800.334 493.679 503.929 265.844 40.82
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 -0.0015730941086076198 6.0537413446581929e-05 1.0000000180025095e-35 -0.022537890821695324
leaf_value=0.015057218058932806 0.015620051238236744 -0.011823498463086174 0.0048174161019211752 -0.080887481560388275 -0.035189597267389246 0.042146136467327865 -0.01575173873733416
leaf_weight=400.68468572199345 24492.684062078595 33945.512933149934 70308.199764937162 3439.4947625547647 4302.3713070750237 3409.2512494623661 2273.2495189458132
leaf_count=1648 99884 140723 289249 14842 18129 13750 9462
internal_value=2.96529e-05 0.00350808 -0.000600946 -0.0441046 -0.0554919 0.0188612 -0.0111351
internal_weight=142571 132156 104254 10415.8 7741.87 27901.9 2673.93
internal_count=587687 543606 429972 44081 32971 113634 11110

Tree=5
num_cat=0
split_feature=48 47 7 8 7 18 20
split_gain=2312.72 867.992 428.157 431.379 397.103 263.967 49.1785
threshold=-0.72379013895988453 -1.256108224391937 -0.04316392354667186 0.057788373902440078 0.046553775668144233 -0.021240289323031899 -0.02252145484089851
left_child=1 5 6 -4 -3 -1 -2
right_child=2 4 3 -5 -6 -7 -8
leaf_value=-0.083528768941279419 0.023179588284422219 -0.018118849799531066 -0.00061081220213653566 0.013229541584796471 0.012630570805693919 -0.040027162465079515 0.014219210866550246
leaf_weight=1358.7741942107677 7085.8008749783039 20574.352302387357 63388.979657649994 24823.300069630146 3968.3041701614857 5913.2951487898827 15388.935213387012
leaf_count=6137 28890 85698 260885 101602 16390 25258 62839
internal_value=-7.31455e-07 -0.021149 0.00607792 0.00328392 -0.013147 -0.0481554 0.0170442
internal_weight=142502 31814.7 110687 88212.3 24542.7 7272.07 22474.7
internal_count=587699 133483 454216 362487 102088 31395 91729

Tree=6
num_cat=0
split_feature=48 28 48 0 6 17 3
split_gain=2018.59 896.491 551.633 377.201 454.858 225.239 22.9199
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 -0.0015730941086076198 6.0536020100698813e-05 -0.9409729242324828 -0.0045776558108627787
leaf_value=-0.0024450107367550824 0.070281319495966305 -0.010215141053450665 0.0036185857240889348 -0.074394697000186957 -0.029975374910403994 0.015851604691405622 -0.019310246065140889
leaf_weight=1570.0251335352659 615.70809742808342 33800.454950496554 70363.036626979709 3116.7307235449553 4409.5194381773472 27477.309473484755 1075.5098868608475
leaf_count=6557 2469 140692 289007 13997 18870 111597 4510
internal_value=-3.383e-06 0.00293498 -0.000870379 -0.0382089 -0.0483701 0.0170445 -0.00930137
internal_weight=142428 132257 104163 10171.8 7526.25 28093 2645.54
internal_count=587699 543765 429699 43934 32867 114066 11067

Tree=7
num_cat=0
split_feature=48 28 7 1 7 44 28
split_gain=1696.11 742.352 515.104 329.18 234.06 198.103 45.32
threshold=-1.4875389337539671 -0.031506778672337525 -0.0058368276804685584 -0.0026376470923423763 0.063237678259611144 3.7910240888595585 0.0020204392494633798
leaf_value=-0.0034653535786827077 0.012700003987763926 0.0098092644149432237 -0.0044888332299675678 -0.05124646873549428 0.022918416471211747 0.035428453350450265 -0.023545251011416524
leaf_weight=1781.3263464570045 24681.385218292475 26913.975854948163 77222.026463419199 6136.2019804269075 356.65342327952385 3463.9179760366678 1779.9600824415684
leaf_count=7446 100163 110320 319379 27277 1506 13903 7705
internal_value=-5.78092e-06 0.00267267 -0.000793486 -0.0352459 -0.0471726 0.0154973 -0.0135015
internal_weight=142335 132281 104136 10054.1 6492.86 28145.3 3561.29
internal_count=587699 543765 429699 43934 28783 114066 15151

Tree=8
num_cat=0
split_feature=18 28 28 38 1 34 21
split_gain=1033.07 764.046 735.456 228.224 120.211 49.051 20.9069
threshold=-0.020662431605160233 -0.014725709334015845 0.018866457976400856 1.0000000180025095e-35 -0.0026376470923423763 1.5559740066528323 -0.20222809165716168
left_child=4 3 -3 -2 6 -6 -1
right_child=1 2 -4 -5 5 -7 -8
leaf_value=-0.024639557170184886 0.0095659097250887365 -0.0086767150652148854 0.0070669969124515413 0.03260599961949022 -0.054043843766940776 -0.083601759046859556 0.016536753410002866
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internal_value=-7.36126e-06 0.00107887 -0.00294548 0.011868 -0.0529678 -0.0616084 -0.0144207
internal_weight=142245 139386 101519 37866.9 2858.84 2335.36 523.483
internal_count=587699 574581 420728 153853 13118 10893 2225

Tree=9
num_cat=0
split_feature=48 7 7 7 7 29 7
split_gain=1368.77 615.37 792.859 269.855 336.783 39.4114 38.0171
threshold=-0.72379013895988453 -0.0007832700794097035 0.04009512439370156 -0.024109717458486554 0.061627229675650604 -0.071069013327360139 -0.069568380713462816
left_child=1 6 -3 5 -5 -2 -1
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leaf_weight=2366.6824681162834 16219.671407863498 20207.583621531725 5239.6631668806076 59488.149359121919 24059.761885106564 11096.014450311661 3487.8723196089268
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internal_value=-8.37859e-06 -0.0164433 -0.0224288 0.00463195 0.00212122 0.0123113 0.00957307
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Tree=10
num_cat=0
split_feature=48 47 34 8 8 7 29
split_gain=1202.04 516.754 339.064 227.557 324.568 115.385 36.5689
threshold=-0.72379013895988453 -0.5827713906764983 1.5559740066528323 -0.014864472672343252 0.056312030181288726 -0.029099613428115841 -0.05486496910452842
left_child=1 2 -1 6 -5 -3 -2
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internal_value=0.000173498 -0.0152646 -0.0263882 0.00451318 0.00203578 -0.00346431 0.0110718
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Tree=11
num_cat=0
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Tree=12
num_cat=0
split_feature=48 18 9 28 17 38 28
split_gain=864.531 434.684 284.285 222.935 407.792 197.164 136.436
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Tree=13
num_cat=0
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Tree=14
num_cat=0
split_feature=48 28 6 1 37 7 9
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threshold=-1.4875389337539671 -0.0035241957521066065 6.0548378314706504e-05 -0.0026376470923423763 0.36435024440288549 0.061627229675650604 -0.01220920169726014
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Tree=15
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internal_weight=143310 48831.4 1861.07 46970.3 94478.2 12212.6 82265.6
internal_count=600788 205193 8047 197146 395595 49282 346313

Tree=189
num_cat=0
split_feature=7 6 34 5 16 7 33
split_gain=7.5989 12.3841 12.9445 11.3786 10.7332 42.6006 11.6013
threshold=-0.1794432997703552 0.88734760880470287 -0.59469157457351673 -1.6391857862472532 -0.1068240739405155 -0.022277201525866982 -0.39183568954467768
leaf_value=0.0061208585630968208 -0.0041884025311367413 0.01445644915707292 -0.0010140065759129614 -0.00064527377349687346 -0.0023515768611892182 0.010204848923491673 0.00050665927585761595
leaf_weight=2618.2000313699245 12808.854559957981 1193.9541906714439 668.15093864500523 7936.6649276018143 12618.524933025241 1866.1442238502204 103593.4292983301
leaf_count=10541 53321 4829 2712 31947 55771 7993 433674
internal_value=0.000109525 0.00221368 0.00890542 0.00103311 -9.00913e-05 -0.00235809 0.000196306
internal_weight=143304 12417 1862.11 10554.9 130887 14675 116212
internal_count=600788 50029 7541 42488 550759 61314 489445

Tree=190
num_cat=0
split_feature=1 1 43 0 2 22 7
split_gain=7.44119 73.2623 15.4239 41.1983 14.4335 13.8558 13.2938
threshold=-0.0036749573191627856 -0.0037464592605829235 1.0000000180025095e-35 -0.00043476982682477677 -0.004635357065126299 -0.45530457794666285 0.046304486691951759
leaf_value=0.00097356949299898102 -0.0016731734814244314 -0.0095721331042865673 0.003594429208704176 -0.01453980984529255 0.0015705592609522767 -0.0015527809375158177 -0.0022767305611626426
leaf_weight=52349.923033505678 13834.468006078154 7834.358443506062 2136.5986384004354 1852.9296774044633 50635.970674376935 2181.907082632184 12311.546625256538
leaf_count=215937 57746 39748 8848 7934 210944 9342 49579
internal_value=-0.000128026 -0.000742435 0.000542185 -0.00482799 0.000874499 -0.00782523 0.000354712
internal_weight=143138 74677.7 68460 3989.53 64470.4 10016.3 64661.5
internal_count=600078 314606 285472 16782 268690 49090 265516

Tree=191
num_cat=0
split_feature=6 0 50 27 29 33 20
split_gain=9.60983 12.1948 12.2657 10.7045 8.58123 28.9393 9.4029
threshold=2.371862649917603 0.0079743834212422388 0.4223229736089707 0.0048840451054275045 -0.22357961535453794 -0.39253015816211695 -0.023558949120342728
leaf_value=-0.0040745334139674254 -0.046462936392680371 0.090402759597176433 -0.0015644707450003248 0.0078175048866332125 -0.0019238292884594943 0.0026134902318522917 -7.2765896972503514e-05
leaf_weight=6578.7131737545133 62.146740183234215 12.515703067183493 214.69877327978611 1859.0039737075567 29633.632974229753 23187.715925715864 81571.984279148281
leaf_count=30930 313 54 1092 7883 123108 98100 338598
internal_value=-0.000116749 0.00579083 -0.0116434 0.00836979 -0.000206779 0.00113536 -0.00056603
internal_weight=143120 2148.37 276.846 1871.52 140972 29766.4 111206
internal_count=600078 9342 1405 7937 590736 129030 461706

Tree=192
num_cat=0
split_feature=33 16 27 7 7 25 35
split_gain=6.76545 14.9946 19.2695 9.7302 6.45866 9.92579 9.8425
threshold=2.7485474348068242 0.044377289712429054 0.0050217153038829574 0.0044697162229567775 -1.010111331939697 -1.1985466480255125 -1.2374798059463499
leaf_value=0.031551168774998403 0.0023649360520815736 0.0091103631312069583 -0.015721071969035931 -0.018894825684492876 -0.0017778113804749231 0.0036789789769732122 0.00026058820996033462
leaf_weight=108.10473503172398 2517.3434471562505 115.22218529134989 572.79625281691551 667.97074688971043 22416.430306591094 1585.7353669404984 115131.67440140992
leaf_count=434 10572 485 2453 2766 94556 6365 482447
internal_value=-0.000106408 -0.00377533 -0.000987533 -0.0147747 -4.34862e-06 0.00545785 -7.1613e-05
internal_weight=143115 3873.33 3090.14 783.193 139242 1693.84 137548
internal_count=600078 16276 13025 3251 583802 6799 577003

Tree=193
num_cat=0
split_feature=6 17 0 24 8 34 1
split_gain=8.01075 11.4726 9.15666 7.7413 12.5826 9.72641 5.90814
threshold=2.371862649917603 -0.93323016166687001 0.0079743834212422388 0.10144596546888353 -0.0056424618232995263 -0.99756887555122364 -0.00045897201925981784
leaf_value=-0.00037776002697199694 -0.10925031811006672 -0.0094855941460449122 0.0080304325966301677 -0.0035878745069297196 0.002003079297442892 -0.00045864191130019392 0.029887412686173818
leaf_weight=54189.746414322406 10.303942821919916 270.69936805218458 1865.6801315397024 9288.0520029887557 26028.256351828575 51455.972777362913 3.1583123430609694
leaf_count=229973 70 1371 7880 38641 106426 215696 21
internal_value=-9.6953e-05 0.00529488 0.00581099 -0.000179185 0.000394749 -0.000937117 -0.0766079
internal_weight=143112 2149.84 2136.38 140962 80218 60744 13.4623
internal_count=600078 9342 9251 590736 336399 254337 91

Tree=194
num_cat=0
split_feature=6 17 12 29 6 35 14
split_gain=6.6392 10.0047 8.22529 6.87781 20.2768 8.47642 3.32037
threshold=2.371862649917603 -0.93323016166687001 -0.30464540421962732 -0.22357961535453794 1.1264142394065859 -1.6251586079597471 0.028530650772154335
leaf_value=0.0016683328579917681 -0.098722355151969601 -0.059236304353657475 0.0057612040435097607 -0.0079526843360781738 -0.007527102119129726 -0.00040404620442913299 0.0080386034440922162
leaf_weight=27725.335422240198 9.7981794700026494 15.534770563244818 2122.5556588843465 1191.0568711087108 2039.1919156759977 110000.3975221701 3.0183185562491408
leaf_count=119953 70 126 9125 5559 9077 456147 21
internal_value=-8.83692e-05 0.004819 0.00528895 -0.000163253 0.00103835 -0.000484905 -0.0735799
internal_weight=143107 2150.91 2138.09 140956 29764.5 111191 12.8165
internal_count=600078 9342 9251 590736 129030 461706 91

Tree=195
num_cat=0
split_feature=48 7 7 3 3 48 11
split_gain=7.93825 15.6726 19.0454 13.4159 46.6405 19.9871 8.31279
threshold=0.42069473117589956 -0.041823862120509141 0.0030745218973606829 -0.0063777260947972527 -0.0062888159882277242 -0.33299300819635386 -1.4497537016868589
leaf_value=0.0025238444778080669 0.0022149267825332429 0.0047852890375180302 0.0004028911074143302 -0.010156246198953944 -0.00066901380612215382 -0.0013501769058458517 -0.0025231821372562733
leaf_weight=21562.684391513467 3821.5601217895746 11986.998499758542 22787.501738734543 4512.7150123231113 45378.173875018954 20652.400416120887 12614.975519746542
leaf_count=93411 15384 49294 92166 22312 193272 84186 50932
internal_value=-4.51982e-05 0.000843114 0.00191353 -0.000539101 -0.00152715 0.000628602 -0.00142155
internal_weight=143317 51211 34774.5 92106 49890.9 42215.1 16436.5
internal_count=600957 207776 141460 393181 215584 177597 66316

Tree=196
num_cat=0
split_feature=55 37 37 25 18 33 25
split_gain=8.57445 14.9637 15.8859 14.7707 11.6294 17.3935 10.3767
threshold=0.36563305556774145 3.3051208257675175 6.2333779335021982 -2.0959314107894893 -0.020647044293582436 -0.39183568954467768 -1.7594014406204221
leaf_value=-0.0013496059343087517 -0.0129027435106889 -0.017714179821722135 0.0064339051933345734 -0.00051806714330410826 0.0053901928543135299 0.010730529182884335 9.8881855934681196e-05
leaf_weight=1710.749069031328 773.60291881486773 799.54471115767956 295.55377516150475 54624.172941748053 3047.6187062710524 2106.7851144261658 79955.582052715123
leaf_count=8894 3479 3443 1266 229691 12736 10611 330837
internal_value=-4.12439e-05 -0.000894667 -0.0111969 -0.000691013 0.000514065 0.00531707 0.000293162
internal_weight=143314 56492.9 1095.1 55397.8 86820.7 3817.53 83003.2
internal_count=600957 237879 4709 233170 363078 19505 343573

Tree=197
num_cat=0
split_feature=17 0 46 16 6 0 23
split_gain=7.91521 11.747 14.3397 8.95601 8.2598 34.5898 21.6104
threshold=3.7556935548782353 -0.10270385444164275 0.020590000785887245 -1.081806421279907 -0.0032315314747393127 -0.0022947916295379396 -0.027622920460999009
leaf_value=-0.00016940411944386244 0.078972877508828712 -0.084334196264254258 -0.066415527700138199 0.0053329779532932092 -0.014023649048057453 -0.0070471610501912597 0.00068161603159602128
leaf_weight=59698.442041784525 32.03579780459404 8.8702103793621045 6.4565441012382498 1666.0170851163566 800.06243216991425 6414.4173109196126 74688.746195837855
leaf_count=243029 129 36 26 7104 3852 36723 310058
internal_value=-3.76055e-05 0.00597528 0.054586 0.0048581 -0.000110361 -0.000836699 0.000525763
internal_weight=143315 1713.38 38.4923 1674.89 141602 66112.9 75488.8
internal_count=600957 7295 155 7140 593662 279752 313910

Tree=198
num_cat=0
split_feature=6 25 19 51 55 25 18
split_gain=7.67993 15.4839 9.92788 8.73467 7.52433 12.5523 9.39068
threshold=-3.7249670028686519 0.88173732161521923 -0.024141530506312844 -0.056350536644458764 0.36563305556774145 -0.98611101508140553 -0.020647044293582436
leaf_value=0.073120721864179519 0.0047621393195201433 0.01239228709178756 0.00088823598379387993 0.062956030693378698 -0.0039507578199861285 -0.00030221674409011505 0.00024498098937829013
leaf_weight=15.575622588396071 3813.3176448270679 49.013784065842628 466.1549230068922 60.420210868120193 8872.1068970896304 47230.418819494545 82790.02068849653
leaf_count=77 19479 204 1928 244 38543 197772 342710
internal_value=-3.4332e-05 0.0100888 0.0032237 0.0403093 -7.62676e-05 -0.000879201 0.00044388
internal_weight=143297 591.165 481.731 109.434 142706 56102.5 86603.3
internal_count=600957 2453 2005 448 598504 236315 362189

Tree=199
num_cat=0
split_feature=13 17 2 2 28 12 43
split_gain=6.84395 22.9914 19.511 29.0448 17.2619 17.1919 14.708
threshold=-0.0039383406983688465 -0.72142368555068959 -0.0042961786966770879 -0.0046504966448992482 -0.25074329972267145 -0.076403737068176256 1.0000000180025095e-35
left_child=1 4 3 -2 -1 -3 -4
right_child=2 5 6 -5 -6 -7 -8
leaf_value=0.022820720552657821 -0.00093161590728881667 0.0011589701242662683 0.00051967637146912765 -0.0089524544571212856 0.0044405140717389607 -0.0019792444714723579 -0.005662583108103819
leaf_weight=434.04924699664116 12579.044870249927 40491.336355783045 54578.101103827357 4996.5639800131321 5992.4593238011003 20997.93553750217 3228.4820164740086
leaf_count=1864 52728 166774 228333 26366 25538 85776 13578
internal_value=-3.13042e-05 0.000616692 -0.000615118 -0.00321186 0.00568192 8.73031e-05 0.000174399
internal_weight=143298 67915.8 75382.2 17575.6 6426.51 61489.3 57806.6
internal_count=600957 279952 321005 79094 27402 252550 241911

end of trees

feature_importances:
Column_6=152
Column_7=106
Column_28=104
Column_48=83
Column_17=78
Column_8=65
Column_9=52
Column_34=51
Column_23=44
Column_1=41
Column_21=41
Column_0=39
Column_12=37
Column_33=31
Column_18=30
Column_16=26
Column_13=23
Column_47=23
Column_5=20
Column_24=20
Column_29=20
Column_55=20
Column_14=19
Column_25=19
Column_20=17
Column_22=17
Column_2=16
Column_26=16
Column_35=16
Column_46=15
Column_3=14
Column_45=14
Column_11=13
Column_27=13
Column_19=12
Column_51=12
Column_38=11
Column_31=10
Column_37=9
Column_44=9
Column_49=9
Column_4=8
Column_50=8
Column_53=6
Column_43=5
Column_52=2
Column_54=2
Column_15=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: 0.089]
[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=0.089 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=898 911 910 930 914 904 910 908 910 915 925 916 915 824 918 923 917 928 922 926 916 929 926 913 919 920 913 907 913 921 925 917 916 819 910 910 921 921 924 919 929 921 905 910 909 909 904 913 919 909 909 913 915 914 920 908 919 911 919 918 916 915 918 910 913 911 919 913 909 921 916 920 908 919 922 914 906 903 907 920 922 928 911 913 921 913 927 913 921 913 915 916 919 910 917 912 918

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=0.00015139970276073652 0.00020509174099316325 0.0019695331909399968 0.063968245208372784 0.00014979186462548379 0.0023487431302469663 8.700698677694729e-05 9.89085279415848e-05
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=9.77165e-05 0.000723151 0.0126645 9.53375e-05 0.000281098 9.16139e-05 0.000149966
internal_weight=587687 2227 102 585460 11505 573955 2125
internal_count=587687 2227 102 585460 11505 573955 2125

Tree=1
num_cat=0
split_feature=45 17 33 55 26 0 49
split_gain=0.0916197 1.59708 7.84655 0.0424298 0.328605 0.031438 0.0206842
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 -1.0894942879676817 -0.034956371411681168 -1.6757296919822691
leaf_value=0.059923461481161039 9.2980177336356721e-05 0.0017003863147356556 -0.0011253704022886346 0.0019009846649131277 3.2107288536742841e-05 -1.4595020959669444e-05 -3.7527446692148705e-06
leaf_weight=21 22392 58 81 801 10704 551563 2067
leaf_count=21 22392 58 81 801 10704 551563 2067
internal_value=-4.83862e-06 0.000564932 0.0114435 -7.00594e-06 0.000162222 -1.03981e-05 4.27602e-05

Tree=2
num_cat=0
split_feature=45 17 24 23 49 31 27
split_gain=0.0760371 1.32545 7.41031 0.0336521 0.210445 0.0307094 0.0185418
threshold=-0.17180078476667401 -0.8243863284587859 0.96566614508628856 -0.030672303400933739 -1.3179033398628233 2.102653026580811 0.16744337230920794
leaf_value=-0.0017894510552881754 0.00086529766378184568 8.71160179537144e-05 0.057538052302125532 -1.3482655956318188e-05 1.1851693848287006e-05 0.00017509843930903755 -0.0013961167101344629
leaf_weight=81 2517 2056 21 550798 25219 6926 69
leaf_count=81 2517 2056 21 550798 25219 6926 69
internal_value=-4.40798e-06 0.000514653 0.010425 -6.38241e-06 8.93006e-05 -1.11408e-05 3.89546e-05
internal_weight=587687 2227 102 585460 27736 557724 2125
internal_count=587687 2227 102 585460 27736 557724 2125

Tree=3
num_cat=0
split_feature=55 23 23 13 13 13 15
split_gain=0.034662 0.29177 8.16518 0.028079 0.233332 0.0174919 0.0057188
threshold=2.0211037397384648 -0.0097320508211851103 -0.0099337594583630544 -0.25902542471885676 -0.27063107490539545 0.25719563663005834 1.4659503102302553
leaf_value=1.5494768766878767e-05 0.00036268101683075907 -6.951488139192483e-05 0.041952295739346723 -8.055085221422682e-06 0.00095053637161393438 -6.4205412510660477e-05 -0.00070378497346922683
leaf_weight=49121 2336 9165 38 476292 2209 48412 114
leaf_count=49121 2336 9165 38 476292 2209 48412 114
internal_value=-4.01567e-06 0.000147951 0.0010284 -7.08991e-06 5.57345e-05 -1.32358e-05 -7.73074e-05
internal_weight=587687 11653 2374 576034 51330 524704 9279
internal_count=587687 11653 2374 576034 51330 524704 9279

Tree=4
num_cat=0
split_feature=45 24 55 0 55 34 0
split_gain=0.0624665 0.579843 9.60176 0.0310891 0.0287434 0.32349 0.020822
threshold=-0.17180078476667401 1.7687134742736819 -1.1221740841865537 0.10345410183072092 2.0211037397384648 1.468370318412781 -0.034956371411681168
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leaf_weight=578280 816 15148 21 282 25 1110 4688
leaf_count=578280 816 15148 21 282 25 1110 4688
internal_value=9.46957e-06 0.000566593 0.012743 -9.39148e-05 -6.04605e-06 -0.00139052 -3.35058e-06
internal_weight=600370 16267 837 15430 584103 1135 582968
internal_count=600370 16267 837 15430 584103 1135 582968

Tree=96
num_cat=0
split_feature=14 14 23 49 46 18 23
split_gain=0.528944 7.34302 118.305 2.38495 0.501406 20.7155 0.177045
threshold=0.41081577539443975 0.44294348359107977 -0.024370512925088402 3.3662879467010502 0.24645754694938662 -0.0065623323898762456 -0.023357194848358628
leaf_value=-0.00018781605531188107 0.074703694536469356 -1.4871800311326424e-06 -0.00044680234768011636 -0.010550779316044678 0.089304684672327259 -0.0011116960963852777 6.3785745905294504e-06
leaf_weight=39968 179 23239 2272 171 21 454 534391
leaf_count=39968 179 23239 2272 171 21 454 534391
internal_value=1.29696e-05 0.000406716 0.00504154 -7.85452e-05 -4.74448e-06 0.00288566 -7.13487e-06
internal_weight=600695 25861 2451 23410 574834 475 574359
internal_count=600695 25861 2451 23410 574834 475 574359

Column_7=55
Column_49=44
Column_15=43
Column_4=38
Column_51=34
Column_16=31
Column_5=28
Column_9=25
Column_19=25
Column_20=25
Column_45=25
Column_0=23
Column_17=21
Column_29=21
Column_31=21
Column_46=21
Column_23=20
Column_35=19
Column_21=18
Column_18=17
Column_3=13
Column_13=12
Column_14=12
Column_55=11
Column_1=10
Column_2=10
Column_47=10
Column_8=9
Column_32=8
Column_34=5
Column_24=4
Column_33=4
Column_6=3
Column_26=3
Column_27=3
Column_48=2
Column_11=1
Column_12=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=0.089 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