tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=55
objective=binary sigmoid:1
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55
feature_infos=[-2.6480116844177246:899.24127197265625] [-1.6953428983688354:537.716552734375] [-1.5686674118041992:432.52276611328125] [-1.5100586414337158:317.26541137695312] [-1.3684296607971191:294.17733764648438] [-3.8205981254577637:3.6167638301849365] [-11.250462532043457:11.633420944213867] [-178.32157897949219:31.027378082275391] [-168.69509887695312:24.585739135742188] [-58.428810119628906:107.74765014648438] [-1.0032992362976074:0.99671167135238647] [-3.3106920719146729:3.1623668670654297] [-0.30803275108337402:195.3482666015625] [-32.104030609130859:276.09219360351562] [-18.295454025268555:313.37521362304688] [-14.363351821899414:354.548828125] [-8.4178743362426758:412.9281005859375] [-0.93466681241989136:15.501534461975098] [-0.021823929622769356:405.318359375] [-0.024879168719053268:288.1317138671875] [-0.033813551068305969:266.71868896484375] [-0.20548999309539795:60.144813537597656] [-0.65683537721633911:1.6594306230545044] [-2.6472175121307373:899.2196044921875] [-3.7117986679077148:3.6195874214172363] [-3.5777997970581055:4.4422993659973145] [-2.052433967590332:2.8989355564117432] [-141.80332946777344:642.29339599609375] [-193.14361572265625:314.93453979492188] [-0.28035897016525269:76.039054870605469] none [-3.1843767166137695:3.0735974311828613] [-14.363351821899414:354.54876708984375] [-0.40915185213088989:27.987947463989258] [-1.579592227935791:1.3883670568466187] [-1.6251664161682129:1.4297853708267212] none [-3.1603121757507324:14.421809196472168] [-0.25330248475074768:3.9478490352630615] [-24.201498031616211:0.041319753974676132] none none [-0.038646969944238663:25.875249862670898] [-3.1246073246002197:5.1051316261291504] [-0.25614631175994873:3.9054112434387207] [-77.5755615234375:491.19122314453125] [-66.322944641113281:460.3082275390625] [-2.2481677532196045:3.1108465194702148] [-3.1593220233917236:3.6238675117492676] [-14.02635383605957:8.8616828918457031] [-1.3664791584014893:1.0622026920318604] [-0.34903949499130249:116.00056457519531] [-1.1733413934707642:1.0420401096343994] [-0.056538037955760956:58.067909240722656] [-3.1603126525878906:14.421808242797852] [-2.4257125854492188:2.1942636966705322]
tree_sizes=1017 1044 1042 1035 1039 1044 1046 1041 1037 1045 1043 1045 1042 1036 1044 1045 1039 1041 1049 1049 1044 1043 1049 1048 1038 1048 1048 1045 1045 1045 1040 1040 1036 1042 1042 1039 1044 1037 1045 1032 1042 1039 1047 1046 1044 1041 1039 1043 1036 1046 1044 1035 1045 1043 1043 1050 1048 1035 1043 1041 1043 1046 1049 1039 1040 1041 1045 1029 1046 1035 1036 1056 1038 1041 1045 1051 1047 1041 1050 1052 1047 1041 1047 1049 1049 1045 1045 1042 1036 1052 1040 1035 1050 1048 1048 1049 1053 1052 1039 1054 1046 1047 1044 1049 1041 1049 1041 1048 1048 1042 1034 1040 1032 1033 1039 1036 1036 1039 1034 1035 1044 1041 1032 1048 1051 1048 1050 1053 1037 1047 1047 1050 1042 1056 1051 1046 1048 1046 1047 1028 1055 1051 1048 1035 1046 1032 1052 1042 1047 1050 1048 1036 1035 1044 1042 1044 1049 1036 1053 1045 1052 1047 1049 1050 1052 1039 1044 1047 1042 1048 1037 1047 1040 1040 1036 1041 1051 1053 1053 1050 1059 1053 1043 1056 1049 1039 1040 1041 1047 1038 1059 1057 1040 1054 1058 1055 1044 1049 1046 1057

Tree=0
num_leaves=8
num_cat=0
split_feature=18 7 7 1 6 6 21
split_gain=2636.48 1712.87 2116.69 247.742 157.578 144.44 41.9724
threshold=-0.020662431605160233 -0.0097913797944784147 0.044861363247036941 -0.0026376470923423763 6.0529777329065844e-05 1.0000000180025095e-35 -0.20624444633722303
decision_type=2 2 2 2 2 2 2
left_child=3 5 -3 6 -5 -2 -1
right_child=1 2 -4 4 -6 -7 -8
leaf_value=-0.35525873738984176 -0.33343803064259797 -0.34639506314305946 -0.33698841731649759 -0.38022712384575164 -0.36516098470593916 -0.33731765305331063 -0.3351962272860341
leaf_weight=405.78209093213081 18072.237575858831 67799.606488317251 34781.911829024553 1458.2414458692074 1229.7310044765472 18832.077290117741 133.07515609264374
leaf_count=1671 74421 279197 143231 6005 5064 77550 548
internal_value=-0.341786 -0.341145 -0.343206 -0.369489 -0.373334 -0.335418 -0.350304
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=4414.02 1616.9 962.905 678.152 472.563 377.333 359.911
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.0089428424835205061 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984
left_child=2 4 5 -3 -2 -1 -4
right_child=1 3 6 -5 -6 -7 -8
leaf_value=-0.010562465132115704 0.0073773852178699974 0.0047295313904816777 0.00093452039552510539 -0.0012173260517167792 0.019928331614949463 -0.028002447831993561 -0.011614435062205915
leaf_weight=1590.2707052379847 23509.413133144379 24793.487123847008 2799.439601868391 71774.885333433747 3285.8347987383604 4763.0568840801716 10195.232409387827
leaf_count=6552 96751 102027 11527 295635 13523 19667 42005
internal_value=1.98805e-05 0.00217898 -0.0137466 0.000309502 0.00891648 -0.0236371 -0.00891102
internal_weight=142712 123364 19348 96568.4 26795.2 6353.33 12994.7
internal_count=587687 507936 79751 397662 110274 26219 53532
shrinkage=0.031

Tree=2
num_cat=0
split_feature=48 28 18 48 28 38 6
split_gain=4153.53 1515.27 955.667 648.11 477.591 441.058 192.401
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_value=-0.007698773353575071 0.0071398169304791948 -0.0038491535986173472 -0.0021220586541001126 0.0018543001943115175 -0.013762445630860813 0.019247039412321615 -0.031217594903491217
leaf_weight=377.36960385739803 23538.160353511572 26320.10357798636 4869.6684852093458 70252.879724174738 11126.690853923559 3296.5049614459276 2926.8833701312542
leaf_count=1559 96751 108413 20074 289249 45959 13523 12159
internal_value=1.91032e-05 0.00211061 -0.013354 0.000299875 -0.0102188 0.00862713 -0.0285316
internal_weight=142708 123408 19300.6 96573 15996.4 26834.7 3304.25
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=2504.87 1973.73 1430.64 547.21 181.36 159.877 115.852
threshold=-0.014725709334015845 -0.020662431605160233 0.021683344617486004 1.0000000180025095e-35 -0.021240289323031899 -0.16511735320091245 3.1571753025054936
left_child=3 4 -3 5 -2 -1 -5
right_child=1 2 -4 6 -6 -7 -8
leaf_value=0.0091166870026281443 -0.034227959973555218 -0.0044243779774976602 0.0032305180164675824 0.015900423096491919 -0.019223105264612267 0.004342234618296927 0.03126009542693893
leaf_weight=9317.1019723713398 1566.1286429315805 65703.230243489146 36494.766352832317 3167.3041443824768 1530.7057419717312 24367.889339342713 554.54047828912735
leaf_count=38247 6559 270874 150243 12965 6363 100167 2269
internal_value=1.8356e-05 -0.00242965 -0.00169082 0.00690913 -0.0268113 0.00566282 0.018189
internal_weight=142702 105295 102198 37406.8 3096.83 33685 3721.84
internal_count=587687 434039 421117 153648 12922 138414 15234

Tree=4
num_cat=0
split_gain=3810.77 1324.89 857.93 621.665 383.99 339.555 312.707
leaf_value=-0.0097925907947436427 0.0067124868056338384 0.004551206171363403 0.0009168082918086961 -0.0011409577993229348 0.01798028559195643 -0.026391439366730753 -0.01078640521067121
leaf_weight=1582.7809235602617 23588.464510574937 24816.433421656489 2799.6565460115671 71743.623414173722 3314.9150528162718 4704.7809711843729 10143.344586506486
internal_value=1.7658e-05 0.00201702 -0.0128186 0.000321958 0.00810085 -0.022213 -0.00825492
internal_weight=142694 123463 19230.6 96560.1 26903.4 6287.56 12943

Tree=5
num_cat=0
split_feature=48 7 7 18 7 6 6
split_gain=3553.05 801.825 960.099 795.438 462.519 154.816 104.762
threshold=-1.1056645214557645 -0.01821904722601175 0.044861363247036941 -0.020219163037836548 -0.0097913797944784147 1.0000000180025095e-35 1.0000000180025095e-35
left_child=3 6 -3 5 -5 -1 -2
leaf_value=-0.0076252399174430129 0.0080564781881874332 -0.0018663490241735037 0.0047351914022504098 0.0034764927418224679 -0.011722855792299364 -0.028956160668652482 0.0044637845560840878
leaf_weight=369.51258236169815 15349.355185896158 59483.754292428493 32870.623278900981 2239.000168427825 13675.176785871387 2840.5794700235128 15858.400752559304
leaf_count=1534 62881 245082 135076 9247 56737 11993 65149
internal_value=1.03957e-05 0.00193491 0.000483261 -0.0124239 -0.00958443 -0.0265008 0.00623083
internal_weight=142686 123562 92354.4 19124.3 15914.2 3210.09 31207.8
internal_count=587699 508188 380158 79511 65984 13527 128030

Tree=6
num_cat=0
split_feature=48 28 18 48 28 38 28
split_gain=3343.82 1310.76 755.997 578.16 409.134 358.338 149.582
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.34191577136516565 0.000590299750911072 1.0000000180025095e-35 0.0020204392494633798
leaf_value=-0.0071906047857476073 0.0065705216986715392 -0.0037359349925347048 -0.0017920339546353607 0.001652307288025133 -0.012599450815992589 0.017447435932401133 -0.028257493584846884
leaf_weight=365.84869565069675 23744.239204272628 26304.793507367373 4842.4535470157862 70232.011004388332 11042.359544917941 3317.4235162436962 2824.4085041284561
leaf_count=1521 97230 108457 20019 289007 45965 13494 12006
internal_value=9.93564e-06 0.00187433 -0.0120706 0.000184094 -0.00930483 0.0079039 -0.0258416
internal_weight=142674 123598 19075.1 96536.8 15884.8 27061.7 3190.26
internal_count=587699 508188 79511 397464 65984 110724 13527

Tree=7
num_cat=0
split_feature=48 28 48 6 6 44 7
split_gain=3150.96 1491.66 893.916 519.92 599.241 338.881 31.5568
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 1.0000000180025095e-35 6.0537413446581929e-05 1.0000000180025095e-35 -0.016868890263140198
leaf_value=0.0030500515193651271 0.0063886877230801692 -0.0045213329314049699 0.001600636887687278 -0.029906496417829487 -0.012641515635260519 0.016761131132549026 -0.0060396699490454656
leaf_weight=439.31643268465996 24449.202616333961 34021.592943876982 70251.352676451206 3504.933466270566 4304.7147681564093 3454.6864067465067 2231.0247443318367
leaf_count=1809 100039 140692 289007 14858 18009 14027 9258
internal_value=9.48862e-06 0.00130679 -0.000396805 -0.0163524 -0.02039 0.00767286 -0.00454426
internal_weight=142657 132177 104273 10480 7809.65 27903.9 2670.34
internal_count=587699 543765 429699 43934 32867 114066 11067

Tree=8
num_cat=0
split_feature=28 47 7 18 38 21 28
split_gain=1969.31 1618.79 703.32 697.158 325.041 132.35 65.6767
threshold=-0.031506778672337525 -1.256108224391937 -0.0097913797944784147 -0.020662431605160233 1.0000000180025095e-35 3.1571753025054936 -0.16511735320091245
left_child=4 3 -3 -2 6 -6 -1
right_child=1 2 -4 -5 5 -7 -8
leaf_value=0.0081422163545390881 -0.028082534006172877 0.004159256065712459 -0.0019045607430407735 -0.008802650391956858 0.013707075971739239 0.030680136272644747 0.0048596711301079629
leaf_weight=9392.097916379571 2136.3344177752733 24204.759233444929 76406.273524343967 11529.884676083922 2883.1336853653193 521.32873314619064 15564.551053777337
leaf_count=38362 9205 99410 315417 47840 11686 2109 63670
internal_value=9.05112e-06 -0.00180555 -0.000445742 -0.0118165 0.00732076 0.0163062 0.00609501
internal_weight=142638 114277 100611 13666.2 28361.1 3404.46 24956.6
internal_count=587699 471872 414827 57045 115827 13795 102032

Tree=9
num_cat=0
split_feature=48 7 7 0 6 7 6
split_gain=2904.05 685.229 822.024 651.656 1082.56 87.6947 62.3707
threshold=-1.1056645214557645 -0.024109717458486554 0.044861363247036941 -0.0015730941086076198 6.0537413446581929e-05 -0.022537890821695324 1.0000000180025095e-35
leaf_value=0.0059223511990387214 0.0073431348475830917 -0.001656777411776807 0.0044120260282884899 -0.027958505321735078 -0.0089805079046111173 -0.004259781690260654 0.0044770072119440906
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leaf_count=4043 58826 253656 135076 18146 37859 19463 60630
internal_value=8.66333e-06 0.00174055 0.000457868 -0.0112899 -0.0150462 -0.00249494 0.00589192
internal_weight=142621 123665 94474.9 18955.9 13282.8 5673.08 29190.6
internal_count=587699 508188 388732 79511 56005 23506 119456

Tree=10
num_cat=0
split_feature=48 47 8 8 7 1 13
split_gain=2853.54 1010.19 442.552 562.549 394.219 298.585 55.5478
threshold=-0.72379013895988453 -1.256108224391937 -0.020395196042954918 0.056312030181288726 0.046553775668144233 -0.0026376470923423763 0.022074085660278801
left_child=1 5 6 -4 -3 -1 -2
right_child=2 4 3 -5 -6 -7 -8
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leaf_count=8397 66320 85914 233518 105067 16299 23006 49357
internal_value=6.82517e-05 -0.00808114 0.00242729 0.00127813 -0.00506607 -0.0181362 0.00577288
internal_weight=142642 32021.8 110621 82338.6 24634.9 7386.89 28281.9
internal_count=587878 133616 454262 338585 102213 31403 115677

Tree=11
num_cat=0
split_feature=48 47 28 17 28 44 28
split_gain=2683.02 956.428 739.472 455.905 399.551 299.005 287.079
threshold=-0.72379013895988453 -1.256108224391937 -0.031506778672337525 -0.9409729242324828 -0.0094470065087079984 3.7910240888595585 0.0010656728409230711
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internal_weight=142624 31964.3 110660 85278.3 24610.7 25381.6 7353.54
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Tree=12
num_cat=0
split_feature=48 47 28 17 7 38 0
split_gain=2522.74 905.544 693.426 429.164 391.505 282.453 273.404
threshold=-0.72379013895988453 -1.256108224391937 -0.031506778672337525 -0.9409729242324828 -0.0097913797944784147 1.0000000180025095e-35 -0.0015730941086076198
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Tree=13
num_cat=0
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split_gain=1557.52 1380.52 1059.74 576.582 380.795 115.044 81.1527
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Tree=14
num_cat=0
split_feature=48 28 48 0 6 37 7
split_gain=2326.39 971.733 704.806 439.067 518.325 240.589 36.5886
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 -0.0015730941086076198 6.0537413446581929e-05 -0.18733030557632444 -0.022537890821695324
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internal_value=5.97726e-05 0.0011658 -0.000209837 -0.0141191 -0.0178778 0.00629903 -0.00323693
internal_weight=142559 132244 104294 10315.7 7667.4 27949.5 2648.31
internal_count=587878 543780 430115 44098 33061 113665 11037

Tree=15
num_cat=0
split_feature=48 28 28 0 6 44 28
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split_feature=23 0 7 0 37 44 44
split_gain=71.7656 204.064 128.205 66.6758 61.9365 35.3886 32.3748
threshold=-0.0014371092547662554 -0.0022947916295379396 -0.0056757091078907243 -0.00067674985621124495 0.45861123502254492 1.0000000180025095e-35 3.8360519409179692
left_child=1 4 -3 6 -1 -5 -2
leaf_value=0.00016095256362477824 0.0021884655850324436 -0.0043957631719854498 5.4394847814008513e-05 0.00040369874430112423 0.0047620922699021535 -0.0037345626216487874 0.0070225018381763283
leaf_weight=54253.955785796046 10718.078282058239 17930.220770508051 9526.6996692270041 45339.032380916178 2965.1655347198248 2076.8352215439081 1520.2554652690887
leaf_count=220618 44189 82026 40064 186518 12058 8430 6175
internal_value=-7.45978e-05 -0.000654803 -0.0028517 0.000748973 0.000399389 0.000222441 0.00278895
internal_weight=144330 84676 27456.9 59654.2 57219.1 47415.9 12238.3
internal_count=600078 354766 122090 245312 232676 194948 50364

Tree=191
num_cat=0
split_feature=23 0 6 17 6 48 17
split_gain=67.3936 191.782 475.856 76.6038 74.0562 64.9438 60.0018
threshold=-0.0014371092547662554 -0.0022947916295379396 -0.0032315314747393127 -0.93323016166687001 0.66048380732536327 -0.70983687043189991 -0.93323016166687001
leaf_value=0.012653268306164268 0.0046970579973350237 -0.0097766516898313109 -0.00038811748540678638 0.00028212674830438423 -0.023357249055416692 0.0010463713212090738 -0.00052720814024835474
leaf_weight=485.12329243123531 5523.2723390981555 6947.3229945376515 20487.357454545796 56733.305845856667 111.15935790538788 30776.574632465839 23247.542304746807
leaf_count=1992 23366 35750 86340 230684 479 124859 96608
internal_value=-7.23053e-05 -0.000634692 -0.00276559 0.000387015 0.0007257 0.00160185 -0.000635852
internal_weight=144312 84653.1 27434.7 57218.4 59658.5 36299.8 23358.7
internal_count=600078 354766 122090 232676 245312 148225 97087

Tree=192
num_cat=0
split_feature=48 22 7 17 25 0 17
split_gain=59.2079 48.9408 83.2086 41.9097 19.7374 12.0914 9.61535
threshold=-2.5940562486648555 -0.55687132477760304 -0.0065563677344471208 -0.86012724041938771 -0.84910756349563588 -0.026700210757553574 3.7556935548782353
leaf_value=-0.021136179645691065 -0.0011919470044149062 -0.0037425856744466033 0.00065588299739165071 0.00097655984835797718 0.050607070117869586 -0.0071876893653792726 0.031006914041264814
leaf_weight=146.98999663442373 56880.950828276575 1883.8652430847287 39809.162641525269 45186.987449362874 3.5114639550447455 373.26289173215628 3.4789973497390738
leaf_count=1145 240841 7962 162944 184655 16 2493 22
internal_value=-7.01082e-05 -3.20786e-05 -0.00043116 0.000787691 -0.0104394 -0.00664905 -0.0199306
internal_weight=144288 143761 96690.1 47070.9 527.243 376.774 150.469
internal_count=600078 596402 403785 192617 3676 2509 1167

Tree=193
num_cat=0
split_feature=23 28 6 21 6 48 17
split_gain=62.7159 179.162 452.811 71.913 69.1062 60.8238 56.2384
threshold=-0.0014371092547662554 -0.0043148747645318499 -0.0032315314747393127 1.4956800341606142 0.66048380732536327 -0.70983687043189991 -0.93323016166687001
leaf_value=0.0002251649441995154 0.0045417687051774649 -0.0095936759243517005 -0.00037321757100767253 0.0084758209526510295 -0.022689978934588025 0.001010194969904625 -0.00050888121144787113
leaf_weight=56274.820434913039 5528.4091648384929 6823.3438729792833 20484.542511545122 1033.8554821312428 110.36900579929352 30779.305132493377 23244.676832638681
leaf_count=228823 23366 35387 86340 4216 479 124859 96608
internal_value=-6.79477e-05 -0.000610664 -0.00267711 0.000374008 0.000701758 0.00154793 -0.000613702
internal_weight=144279 84616.6 27307.9 57308.7 59662.8 36307.7 23355
internal_count=600078 354766 121727 233039 245312 148225 97087

Tree=194
num_cat=0
split_feature=23 23 6 6 48 28 6
split_gain=58.8989 168.656 210.213 64.8734 57.0256 54.1418 43.8624
threshold=-0.0014371092547662554 -0.0014412749442271886 -0.0032315300777554508 0.66048380732536327 -0.70983687043189991 0.01025249343365431 0.56041327118873607
leaf_value=0.00043419425662534695 0.0043970096711723316 -0.0060029855075173491 -0.00024818626180013909 -0.0028689483722309289 0.00097878811276691361 0.00038495096044081169 -0.0049888807138410013
leaf_weight=58268.945025533438 5533.3147178217769 10752.138424836099 14097.889812409878 7031.1203284412622 30782.115795210004 16321.400982871652 1469.4030092954636
leaf_count=237297 23366 51714 59578 30401 124859 66686 6177
internal_value=-6.58844e-05 -0.000591978 -0.00273818 0.000679933 0.00149962 -0.000594753 0.000300801
internal_weight=144256 84588.4 24850 59668 36315.4 23352.5 59738.3
internal_count=600078 354766 111292 245312 148225 97087 243474

Tree=195
num_cat=0
split_feature=1 1 22 17 37 0 28
split_gain=54.6611 192.888 73.7146 40.7424 29.7665 68.582 32.1872
threshold=-0.0037464592605829235 -0.0036749573191627856 -0.45530457794666285 -0.86012724041938771 0.76045024394989025 0.00065197728690691303 0.005382420029491187
leaf_value=0.00013001049422688396 -0.0058465813895761509 -0.0046126555403139726 0.00056150320640013665 0.0001196748146040581 0.0048563734949610476 -0.010942823570804613 0.0019801845776658365
leaf_weight=50489.563861563802 8305.8078589364886 1794.8962561637163 2177.3664665222168 67365.389333829284 3024.7478719651699 289.28859473764896 11005.82027643919
leaf_count=207126 40023 7757 9304 278499 12331 1196 44721
internal_value=-5.31238e-05 -0.000597102 -0.00451562 -3.14194e-06 0.000615364 0.00347723 0.000461136
internal_weight=144453 79643.5 10483.2 69160.3 64809.4 3314.04 61495.4
internal_count=600957 335583 49327 286256 265374 13527 251847

Tree=196
num_cat=0
split_feature=6 0 17 6 6 21 6
split_gain=53.8674 326.567 203.747 173.648 158.305 83.5134 66.7343
threshold=-0.0032315243734046812 -0.0022947916295379396 -0.93323016166687001 -0.0032315314747393127 0.60849225521087658 4.5086498260498056 0.24694620817899707
left_child=1 5 4 -3 -2 -1 -4
leaf_value=0.00027541332502186051 -0.0026837688498459415 -0.0081907073830974897 0.0023191198549081158 -0.0015266743770533571 -0.02555914037281562 0.011609417938311918 0.00017626098914816306
leaf_weight=59886.705828860402 707.78238900005817 7189.1956024691463 19705.954801514745 7872.4510572329164 493.38452313840389 631.346086114645 47952.033709861338
leaf_count=243438 2974 37207 80314 33917 2180 2591 198336
internal_value=-5.14929e-05 -0.00062292 0.000575705 -0.00470754 -0.0120799 0.000393654 0.000800387
internal_weight=144439 75579.7 68859.2 15061.6 1201.17 60518.1 67658
internal_count=600957 317153 283804 71124 5154 246029 278650

Tree=197
num_cat=0
split_feature=6 0 17 6 6 17 6
split_gain=50.5901 307.244 191.951 164.087 150.548 79.254 64.0785
threshold=-0.0032315243734046812 -0.0022947916295379396 -0.93323016166687001 -0.0032315314747393127 0.60849225521087658 -0.93323016166687001 0.67479363083839428
leaf_value=0.011156162328305611 -0.0026020378664060578 -0.0079642506961634749 0.0015056853833786503 -0.001479920907979055 -0.024963910696398216 0.00026464771412432816 -0.00047085542233821014
leaf_weight=649.00877429544926 707.38992312550545 7164.8008314743638 42667.362243577838 7869.448605440557 489.54954107105732 59869.516265973449 24997.056819103658
leaf_count=2679 2974 37207 174426 33917 2180 243350 104224
internal_value=-4.9938e-05 -0.000603865 0.000557815 -0.00457013 -0.0117481 0.00038145 0.000775498
internal_weight=144414 75552.8 68861.4 15034.2 1196.94 60518.5 67664.4

Tree=198
num_cat=0
split_gain=47.5122 289.052 180.842 155.031 143.907 75.0326 60.7106
threshold=-0.0032315243734046812 -0.0022947916295379396 -0.93323016166687001 -0.0032315314747393127 0.40129880607128149 4.5086498260498056 0.24694620817899707
leaf_value=0.00025769952017663149 0.00081377008236689175 -0.0077435079327414606 0.0021995690688298487 -0.0014345837126880047 -0.020899169347715161 0.011014663744727805 0.00015604594609635301
leaf_weight=59888.954806774855 520.38978984951973 7140.9854700118303 19714.519471332431 7866.5311591178179 672.31334103643894 629.70409245789051 47955.747412860394
leaf_count=243438 2171 37207 80314 33917 2983 2591 198336
internal_value=-4.84296e-05 -0.000585388 0.000540485 -0.00443654 -0.0114256 0.000369627 0.00075139
internal_weight=144389 75526.2 68863 15007.5 1192.7 60518.7 67670.3

Tree=199
num_cat=0
split_feature=13 9 23 38 55 28 17
split_gain=46.623 81.3801 97.17 68.6206 47.9881 41.5072 27.7413
threshold=-0.0039383406983688465 0.01594503223896027 -0.0014371092547662554 1.0000000180025095e-35 -0.27334730327129358 0.005382420029491187 -0.81133443117141713
left_child=3 2 -2 5 -5 -1 -3
right_child=1 6 -4 4 -6 -7 -8
leaf_value=-1.6155283345153435e-05 -0.0031781445254916922 -0.0041276575835804468 -0.00019926110222110818 0.0079079829636376046 0.0011640962144596298 0.00229714150681314 0.00075262386753060129
leaf_weight=55483.557140216231 18264.760066986084 1159.9607536792755 24827.646207503974 1978.2192149758339 2080.3396961688995 8610.7201331406832 31959.938211783767
leaf_count=228405 82618 4846 103722 8055 8522 34970 129819
internal_value=-4.69657e-05 -0.000573783 -0.00146186 0.000542151 0.0044512 0.000294624 0.000581701
internal_weight=144365 76212.3 43092.4 68152.8 4058.56 64094.3 33119.9
internal_count=600957 321005 186340 279952 16577 263375 134665

end of trees

feature_importances:
Column_7=181
Column_6=145
Column_28=138
Column_48=114
Column_8=85
Column_17=79
Column_1=63
Column_9=57
Column_34=52
Column_0=48
Column_23=45
Column_47=40
Column_16=39
Column_18=37
Column_21=34
Column_12=20
Column_13=20
Column_22=19
Column_38=19
Column_26=17
Column_44=15
Column_20=11
Column_2=9
Column_24=9
Column_29=9
Column_33=9
Column_3=8
Column_14=8
Column_19=8
Column_49=8
Column_35=6
Column_37=6
Column_4=5
Column_5=5
Column_25=5
Column_55=5
Column_11=4
Column_27=4
Column_45=4
Column_50=3
Column_15=2
Column_46=2
Column_51=2
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: 0.031]
[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=0.031 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=904 912 914 926 915 909 909 909 910 916 920 917 921 915 916 913 927 911 910 925 912 920 925 916 934 923 923 916 916 917 927 924 922 924 916 916 927 923 928 925 924 921 913 913 912 913 913 931 926 917 920 920 912 926 922 922 927 921 929 921 922 922 917 913 913 921 920 922 927 912 920 919 921 917 917 920 923 920 922 921 922 921 922 920 931 930 929 906 926 921 912 918 920 921 921 920 918 918 926 918 918 926 938 930 939 931 929 921 926 917 924 929 927 918 916 917 916 914 920 913 918 927 922 915 922 930 913

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=0.00011987648322206283 0.00013857820440414404 0.00075315893416090626 0.022348215928997047 0.00011931644971427817 0.00088524329504310916 9.7447559677147486e-05 0.00010159304030752684
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=0.000101178 0.000319026 0.00447837 0.000100349 0.000165052 9.90522e-05 0.000119377
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=0.103657 1.80691 7.78291 0.0480044 0.370268 0.0355685 0.0234019
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.02105737212707269 3.4448276659078845e-05 0.00062997698359159302 -0.00012042371135738242 1.5783637973277286e-05 0.00075796675785155723 -5.4073168756676993e-06 -1.3903526627430064e-06
leaf_weight=21 22392 58 81 10818 687 551563 2067
leaf_count=21 22392 58 81 10818 687 551563 2067
internal_value=-1.79266e-06 0.000209302 0.00423971 -2.59563e-06 6.01017e-05 -3.85241e-06 1.58423e-05

Tree=2
num_cat=0
split_feature=45 17 6 23 49 31 49
split_gain=0.0973301 1.69662 7.79632 0.0402545 0.210798 0.0316281 0.0219734
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 -0.030672303400933739 -1.3179033398628233 2.102653026580811 -1.6757296919822691
leaf_value=-0.00012439249932871566 0.00030445351893405664 0.00061044770405940905 0.02146223608806613 -5.1557130033299484e-06 6.9365071621057545e-06 6.1505104337618936e-05 -1.3472495761126055e-06
leaf_weight=82 2517 58 20 550798 25219 6926 2067
leaf_count=82 2517 58 20 550798 25219 6926 2067
internal_value=-1.73709e-06 0.000202814 0.00410828 -2.51517e-06 3.39357e-05 -4.3279e-06 1.53512e-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=0.0447187 0.319624 13.7117 0.119873 0.0362967 0.229174 0.0166802
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -0.25902542471885676 -0.27063107490539545 0.25719563663005834
leaf_value=8.0894019617603415e-06 -3.6124516434941295e-05 -1.3833839255520475e-05 0.0242457917126708 0.00039568704108943262 -3.5712317425380005e-06 0.00033086348005769898 -2.267002178911015e-05
leaf_weight=49121 789 10104 23 737 476292 2209 48412
leaf_count=49121 789 10104 23 737 476292 2209 48412
internal_value=-1.68324e-06 5.84395e-05 0.000651664 1.40065e-05 -2.8995e-06 2.19801e-05 -5.33339e-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=0.0908064 0.637587 9.81889 0.0421765 0.346738 0.0309574 0.0309249
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 -0.034956371411681168 0.16744337230920794
leaf_value=1.008229815679584e-05 3.2171289672120974e-05 0.022509430183715085 3.6718254353538316e-05 1.3498949406419958e-05 0.00073171289050913922 -5.0112514402050521e-06 -0.00069369745341464292
leaf_weight=1861 22392 20 284 10818 687 551563 62
leaf_count=1861 22392 20 284 10818 687 551563 62
internal_value=-1.63106e-06 0.000195945 0.00151519 -2.38261e-06 5.63858e-05 -3.56063e-06 -1.26085e-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=0.132261 23.543 42.7795 2.57697 0.0521371 0.434777 0.031591
threshold=0.55725386738777172 -0.044410638511180871 1.2971196770668032 -0.12514873594045636 2.0211037397384648 1.468370318412781 0.089487399905920043
leaf_value=-2.5846737377045026e-06 0.056508285784188095 0.0055878580936159893 -3.8452719761860658e-05 -3.0268433061322861e-05 2.1490018098872294e-05 0.00090937850284097336 6.1655152348677746e-05
leaf_weight=557504 20 79 36 11486 10561 558 7455
leaf_count=557504 20 79 36 11486 10561 558 7455
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split_gain=0.570176 9.89319 361.428 0.609188 0.474354 20.8219 0.374464
threshold=0.41081577539443975 -0.00085678591858595599 0.0029871630249544982 -1.8082836866378782 0.24645754694938662 -0.0067873813677579156 0.066476602107286467
leaf_value=-7.8341461845266676e-07 0.055663291539581029 0.0010481998848955773 -0.0006710902588887113 -7.1179528844548588e-05 0.028515944044888018 -0.00054214001164917456 -0.00022370712029363843
leaf_weight=567354 115 477 2266 22784 25 455 7335
leaf_count=567354 115 477 2266 22784 25 455 7335
internal_value=3.56133e-06 0.000146589 0.00204981 -4.82251e-05 -2.81507e-06 0.000971302 -3.62868e-06
internal_weight=600811 25642 2381 23261 575169 480 574689
internal_count=600811 25642 2381 23261 575169 480 574689

Tree=123
num_cat=0
split_feature=4 8 29 9 2 46 49
split_gain=0.561277 11.84 392.347 0.378125 0.2025 0.464605 0.208652
threshold=0.066476602107286467 -0.01495661213994026 0.19344079494476321 0.043699821457266814 0.034190136939287193 0.24645754694938662 2.1199098825454716
leaf_value=9.0530338070954311e-07 0.071018955172522422 -0.00027329551103147035 -0.00049075670979579415 4.4044954490055089e-05 -9.218847481144959e-05 0.00096778634328315483 -0.0010820606144499158
leaf_weight=565937 77 7169 1738 7265 17940 478 207
leaf_count=565937 77 7169 1738 7265 17940 478 207
internal_value=3.45093e-06 0.000183165 0.00254299 -0.00011357 -1.54458e-06 1.72126e-06 -0.00010348
internal_weight=600811 16249 1815 14434 584562 566415 18147
internal_count=600811 16249 1815 14434 584562 566415 18147

Tree=124
num_cat=0
split_feature=14 9 19 3 46 18 4
split_gain=0.534745 9.29073 338.663 2.25388 0.424068 19.5445 0.373325
threshold=0.41081577539443975 -0.00085678591858595599 0.0029871630249544982 -0.041278971359133713 0.24645754694938662 -0.0067873813677579156 0.066476602107286467
leaf_value=-7.5950410698229231e-07 0.053883760747362092 0.0036667399371611118 -0.00064759840102763763 -7.200651976898076e-05 0.027604577046334743 -0.00054807713347251126 -0.00022334376242068871
leaf_weight=567354 115 156 2266 23105 25 455 7335
leaf_count=567354 115 156 2266 23105 25 455 7335
internal_value=3.34395e-06 0.000141856 0.00198621 -4.69326e-05 -2.83116e-06 0.000918207 -3.60044e-06

Tree=125
num_cat=0
split_feature=4 8 19 9 2 46 9
split_gain=0.545951 11.0958 445.811 0.356497 0.205666 0.436433 0.216603
threshold=0.066476602107286467 -0.01495661213994026 0.0029871630249544982 0.043699821457266814 0.031575666740536697 0.24645754694938662 -0.00085678591858595599
leaf_value=1.0153066457748652e-06 0.082827128681758039 -0.00026186470098391734 -0.00047233898858425302 4.6266471883159067e-05 -0.00032084765983755122 0.00095523299189192144 -5.2463830066698647e-05
leaf_weight=563872 64 7169 1751 7265 3493 461 16736
leaf_count=563872 64 7169 1751 7265 3493 461 16736
internal_value=3.24028e-06 0.000180484 0.00246494 -0.000106774 -1.68655e-06 1.7948e-06 -9.88064e-05
internal_weight=600811 16249 1815 14434 584562 564333 20229
internal_count=600811 16249 1815 14434 584562 564333 20229

Tree=126
num_cat=0
split_feature=15 9 19 49 4 7 20
split_gain=0.52078 22.6821 1717.93 2.37946 0.151541 2.39686 0.197854
threshold=0.48480661213397985 -0.0018452440272085366 0.004761686548590661 -0.25953947752714152 0.066476602107286467 -0.015038088895380495 0.29659919440746313
leaf_value=-9.2736148108654934e-07 0.28900850307971709 0.0056502200137027473 -0.0017708615852163286 -0.00011938264574738029 -0.0025979035853152879 1.2140324132973853e-05 0.00043659077856459202
leaf_weight=578185 20 69 823 15423 363 4933 995
leaf_count=578185 20 69 823 15423 363 4933 995
internal_value=3.13984e-06 0.000175781 0.00512782 -9.36853e-05 -1.68515e-06 -0.000166758 -1.75729e-07
internal_weight=600811 16335 843 15492 584476 5296 579180
internal_count=600811 16335 843 15492 584476 5296 579180

Column_49=81
Column_7=73
Column_4=60
Column_15=58
Column_5=57
Column_19=47
Column_9=38
Column_46=38
Column_21=32
Column_51=32
Column_0=29
Column_16=29
Column_45=28
Column_14=23
Column_23=22
Column_20=21
Column_55=20
Column_8=19
Column_17=17
Column_24=17
Column_13=16
Column_31=14
Column_32=13
Column_33=12
Column_3=11
Column_18=11
Column_27=10
Column_47=8
Column_26=7
Column_34=7
Column_1=6
Column_2=6
Column_6=5
Column_25=4
Column_12=3
Column_28=2
Column_35=2
Column_10=1
Column_50=1

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

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.031 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