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=1013 1031 1037 1042 1040 1034 1045 1035 1033 1042 1037 1038 1042 1044 1043 1038 1038 1041 1037 1046 1036 1031 1042 1051 1039 1034 1038 1037 1042 1047 1048 1034 1049 1042 1033 1038 1053 1042 1040 1044 1046 1041 1048 1048 1035 1040 1035 1046 1041 1035 1048 1044 1047 1038 1039 1043 1039 1048 1052 1049 1028 1040 1034 1035 1055 1033 1040 1048 1038 1038 1053 1045 1037 1039 1046 1037 1043 1027 1037 1035 1043 1035 1036 1033 1049 1025 1036 1033 1039 1039 1049 1039 1055 1040 1034 1060 1056 1061 1039 1023 1036 1033 1043 1033 1038 1035 1046 1032 1043 1033 1037 1035 1040 1038 1040 1042 1040 1037 1046 1044 1052 1048 1042 1040 1037 1040 1036 1043 1029 1038 1035 1035 1032 1043 1033 1034 1035 1051 1034 1035 1045 1042 1040 1039 1035 1043 1041 1051 1049 1036 1035 1031 1042 1034 1037 1041 1041 1035 1046 1034 1037 1026 1037 1042 1044 1039 1049 1051 1028 1051 1048 1060 1050 1043 1053 1043 1051 1041 1051 1042 1034 1038 1043 1029 1038 1033 1027 1028 1034 1031 1035 1046 1033 1043 1049 1027 1021 1021 1022 1047 1038 1038 1035 1033 1036 1031 1038 1034 1033 1036 1038 1032 1040 1036 1039 1033 1038 1030 1036 1036 1044 1032 1031 1045 1037 1042 1038 1036 1038 1038 1047 1044 1042 1041 1036 1051 1038 1043 1057 1044 1048 1043 1034 1056 1056 1038 1038 1035 1038 1052 1040 1032 1043 1041 1042 1040 1039 1041 1039 1045 1039 1040 1045 1048 1042 1050 1046 1042 1046 1047 1039 1045 1044 1055 1047 1039 1051 1042 1041 1057 1036 1035 1034 1040 1045 1040 1046 1052 1048 1045 1047 1047 1047 1041 1052 1055 1051 1038 1048 1034 1051 1044 1054 1046 1047 1041 1047 1043 1035 1042 1048 1046 1031 1044 1035 1033 1052 1041 1044 1043 1047 1048 1048 1049 1043 1040 1036 1047 1049 1038 1051 1033 1053 1033 1047 1034 1018 1018 1029 1021 1032 1037 1035 1034 1037 1046 1043 1051 1040 1043 1036 1043 1041 1053 1042 1046 1049 1042 1047 1040 1047 1048 1043 1045 1047 1050 1041 1048 1043 1048 1041 1042 1052 1043 1049 1044 1048 1051 1038 1045 1052 1043 1039 1042 1049 1041 1033 1053 1045 1033 1047 1051 1043 1055 1039 1046 1052 1042 1053 1045

Tree=0
num_leaves=8
num_cat=0
split_feature=47 7 8 18 7 6 1
split_gain=2470.24 1207.99 1527.06 1024.68 373.141 123.329 102.295
threshold=-1.2508260011672971 -0.037575663998723023 0.029960948973894123 -0.070493180304765687 -0.03343278914690017 -0.37858279049396509 -0.0040145884267985812
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=-0.35082160581080341 -0.31959737784552494 -0.34099917008329028 -0.32715783252384212 -0.33081437073680164 -0.35392446660700799 -0.32688979319417133 -0.39074149497208499
leaf_weight=174.76945593953133 7815.5247800052166 61774.318168312311 29415.716940164566 2106.4702436327934 10225.836219638586 22457.267405837774 1962.5710532069206
leaf_count=719 32153 254139 121016 8666 42069 92389 8074
internal_value=-0.335988 -0.333661 -0.336534 -0.355516 -0.349977 -0.325007 -0.387477
internal_weight=135932 121463 91190 14469.6 12332.3 30272.8 2137.34
internal_count=559225 499697 375155 59528 50735 124542 8793
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=48 28 47 7 38 8 26
split_gain=4092.29 1461.46 784.064 624.821 366.009 327.833 284.321
threshold=-1.103302866220474 -0.033930594101548188 -1.2508260011672971 -0.038709802553057664 1.0000000180025095e-35 0.020971734076738361 -2.0594273805618282
left_child=2 4 6 -3 -2 -4 -1
right_child=1 3 5 -5 -6 -7 -8
leaf_value=-0.05694308983118123 0.011977190671035642 0.0082610170030701837 -0.018138947334923956 -0.0015941160358027445 0.030323489424424449 0.004265159245181011 -0.030823846236515615
leaf_weight=1340.9131715297699 21672.990145742893 20712.776893094182 10534.98312869668 71954.955745220184 3108.4402260780334 1932.3049980551004 4672.4512546211481
leaf_count=5571 89072 85080 43359 296140 12776 7941 19286
internal_value=5.15985e-05 0.00349295 -0.0218191 0.00060867 0.0142784 -0.0146665 -0.0366481
internal_weight=135930 117449 18480.7 92667.7 24781.4 12467.3 6013.36
internal_count=559225 483068 76157 381220 101848 51300 24857
shrinkage=0.05

Tree=2
num_cat=0
split_feature=48 28 18 48 7 38 1
split_gain=3706.55 1314.93 782.546 589.259 408.086 327.322 156.051
threshold=-1.103302866220474 -0.033930594101548188 -0.068634685128927217 -0.33410472422838206 0.023096056655049328 1.0000000180025095e-35 -0.0040145884267985812
left_child=2 5 6 -3 -4 -2 -1
right_child=1 3 4 -5 -6 -7 -8
leaf_value=-0.019545293891631624 0.011355902719793259 -0.0058884713921809181 -0.019364989910110677 0.0030362467722621334 0.0047041889135208959 0.02866753616607445 -0.048911483435804572
leaf_weight=549.79920528829098 21714.689864709973 25525.642536327243 13273.605782747269 67150.195961147547 2030.4223369508982 3123.2002709358931 2553.3487317711115
leaf_count=2274 89072 105042 54866 276178 8351 12776 10666
internal_value=4.83818e-05 0.00331622 -0.0208139 0.000578118 -0.0161717 0.0135327 -0.0437085
internal_weight=135921 117514 18407.2 92675.8 15304 24837.9 3103.15
internal_count=559225 483068 76157 381220 63217 101848 12940

Tree=3
num_cat=0
split_feature=28 47 6 28 38 28 21
split_gain=2138.03 1662.33 783.655 741.711 428.814 134.132 67.9039
threshold=-0.014452506788074969 -1.2508260011672971 0.00076259017805568885 0.041526764631271369 1.0000000180025095e-35 -0.065033320337533937 2.4377037286758427
left_child=4 2 -2 -3 5 -1 -6
right_child=1 3 -4 -5 6 -7 -8
leaf_value=0.012105629951141597 -0.031364379002819742 -0.0040718896118515794 -0.0061520686888789852 0.0061813323195783927 0.024048254896177654 0.0055892590995581526 0.043050148995400585
leaf_weight=15497.629445627332 7247.3266869485378 63690.814693644643 5362.5735663920641 24393.644556596875 3056.1331742703915 16101.738592579961 555.63337378203869
leaf_count=63465 30213 262269 22166 100245 12468 66133 2266
internal_value=4.53592e-05 -0.00366312 -0.0206424 -0.00123242 0.0106506 0.00878516 0.0269715
internal_weight=135905 100694 12609.9 88084.5 35211.1 31599.4 3611.77
internal_count=559225 414893 52379 362514 144332 129598 14734

Tree=4
num_cat=0
split_feature=48 28 18 7 0 38 0
split_gain=3213.07 1053.17 687.332 548.551 364.93 261.855 141.788
threshold=-1.103302866220474 -0.033930594101548188 -0.068634685128927217 -0.058362314477562897 -0.0021887902403250332 1.0000000180025095e-35 -0.0021887902403250332
leaf_value=-0.011656332147254179 0.010250025754131134 0.0091342493746075278 -0.0039069202292021871 -0.0011176109602015199 -0.020452522259098778 0.025680040468774951 -0.045017614033545664
leaf_weight=361.1250184327364 21785.53601706028 15712.719148769975 4923.2588023692369 76946.492562249303 10314.819517046213 3146.7456047534943 2697.5960518568754
leaf_count=1505 89072 64435 20394 316785 42823 12776 11435
internal_value=4.26153e-05 0.00307538 -0.0194486 0.000620852 -0.0151068 0.0121975 -0.0410788
internal_weight=135888 117591 18296.8 92659.2 15238.1 24932.3 3058.72

Tree=5
num_cat=0
split_feature=48 9 9 18 8 14 6
split_gain=2846.89 721.349 811.399 636.082 406.717 64.1179 43.6648
threshold=-1.103302866220474 -0.041495636105537408 0.035622166469693191 -0.070868752896785722 -0.04021348059177398 1.0000000180025095e-35 -0.37858279049396509
left_child=3 6 -3 5 -5 -1 -2
leaf_value=-0.032411634396055364 0.01274887610664871 -0.002686722186181145 0.0074688532484940701 0.0066011054914247832 -0.018151958085672049 -0.052235849525779546 0.0084735924468915032
leaf_weight=596.32574623823166 8736.8909007459879 60992.983751371503 29029.217755481601 1874.7574232816696 14452.416999951005 1290.6659237444401 18874.171024397016
leaf_count=2562 35669 250909 119067 7771 60225 5565 77395
internal_value=-9.16453e-05 0.00275654 0.000588119 -0.0184862 -0.0153097 -0.045971 0.00982641
internal_weight=135847 117633 90022.2 18214.2 16327.2 1886.99 27611.1
internal_count=559163 483040 369976 76123 67996 8127 113064

Tree=6
num_cat=0
split_feature=48 28 48 0 6 38 28
split_gain=2587.11 1051.53 770.038 445.425 546.504 304.818 41.43
threshold=-1.487901985645294 -0.014452506788074969 -0.33410472422838206 -0.0021887902403250332 0.00076258147601038228 1.0000000180025095e-35 -0.036687597632408135
leaf_value=0.0093349442830125591 0.0076735487495324791 -0.0074422164702849392 0.0022892558593884346 -0.046145329533644155 -0.018861280434831554 0.023023105283357811 -0.0088861239373412247
leaf_weight=367.30597442388535 30934.049112603068 30527.097156912088 60844.24467664957 3254.1775656193495 4209.4301590919495 3612.0304581224918 2070.6044821888208
leaf_count=1519 126467 126249 250064 13932 17654 14638 8640
internal_value=-8.76044e-05 0.0018475 -0.000962022 -0.0246963 -0.0307573 0.00927845 -0.00614086
internal_weight=135819 125917 91371.3 9901.52 7463.61 34546.1 2437.91
internal_count=559163 517418 376313 41745 31586 141105 10159

Tree=7
num_cat=0
split_feature=48 28 6 6 17 37 28
split_gain=2361.85 781.299 573.1 971.51 480.091 189.36 103.019
threshold=-1.103302866220474 -0.033930594101548188 1.0000000180025095e-35 0.00076258272747509192 -0.93448761105537403 -0.15138706564903257 -0.048109905794262879
left_child=2 5 6 -4 -3 -2 -1
right_child=1 4 3 -5 -6 -7 -8
leaf_value=0.013006303556318594 0.0087681374017855758 -0.027428453405911823 -0.042049275019058086 -0.012863122703971963 0.0008514856180374807 0.022333123695806461 -0.0060710830698058786
leaf_weight=842.75414043664932 22058.618272766471 1525.8481283932924 4282.5786486566067 8530.9195580780506 91216.502308651805 2912.3723215013742 4414.1850754469633
leaf_count=3473 89879 6262 18457 35787 375143 11756 18406
internal_value=-8.37958e-05 0.00249991 -0.0169144 -0.0226178 0.000386209 0.0103502 -0.00301274
internal_weight=135784 117713 18070.4 12813.5 92742.4 24971 5256.94
internal_count=559163 483040 76123 54244 381405 101635 21879

Tree=8
num_cat=0
split_feature=47 18 7 28 17 21 1
split_gain=1403.57 869.949 550.386 524.81 394.534 158.8 78.383
threshold=-0.5745926946401595 -0.070868752896785722 -0.037575663998723023 -0.033930594101548188 -0.89421471953392018 2.4377037286758427 -0.0040145884267985812
left_child=1 6 -3 5 -5 -2 -1
right_child=3 2 -4 4 -6 -7 -8
leaf_value=-0.0090105602753934623 0.0092859229266846009 0.0066314184142513277 -0.0092332047204799744 -0.024131146307422819 0.00168224619756589 0.035492856877310831 -0.042604533047052515
leaf_weight=191.14338004589081 20987.045516759157 6687.2661581635475 29959.587859883904 1510.495563685894 73919.098314657807 594.41175384819508 1895.7053626328707
leaf_count=809 85352 27393 124387 6232 304181 2400 8409
internal_value=-8.01748e-05 -0.00812638 -0.00633825 0.00313244 0.00116533 0.0100077 -0.0395275
internal_weight=135745 38733.7 36646.9 97011.1 75429.6 21581.5 2086.85
internal_count=559163 160998 151780 398165 310413 87752 9218

Tree=9
num_cat=0
split_feature=48 48 9 9 7 0 17
split_gain=2067.65 690.134 444.096 480.814 442.438 230.14 51.6486
threshold=-0.71870380640029896 -1.8725010156631468 -0.035941872745752328 0.035622166469693191 -0.029121836647391316 -0.0027942084707319732 -0.29082930088043207
left_child=1 5 6 -4 -3 -1 -2
right_child=2 4 3 -5 -6 -7 -8
leaf_value=-0.0070724057419423629 0.0064733975794385723 0.0054594661096998443 -0.0016603720756217773 0.0065840081966157919 -0.011378529178542604 -0.034222882246814433 0.010758566657330347
leaf_weight=976.39570420980453 13961.010023385286 4793.0676665455103 49413.897360280156 27541.837268635631 20969.260837897658 3890.4076548963785 14167.442534178495
leaf_count=4093 57050 19766 203209 112720 87561 16938 57826
internal_value=-7.65689e-05 -0.0115079 0.00325536 0.00129023 -0.00824583 -0.0287759 0.00863171
internal_weight=135713 30629.1 105084 76955.7 25762.3 4866.8 28128.5
internal_count=559163 128358 430805 315929 107327 21031 114876

Tree=10
num_cat=0
split_feature=48 48 7 18 7 7 23
split_gain=2020.77 702.973 408.675 261.498 239.854 209.036 29.5781
threshold=-1.487901985645294 -0.33410472422838206 -0.037575663998723023 -0.072726089507341371 -0.035449558869004243 0.024220124818384651 -0.00019084927771473301
left_child=3 2 -2 6 -3 -5 -1
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internal_value=3.71612e-06 0.00169849 -0.00399074 -0.0219606 0.00415025 -0.0190356 -0.0449502
internal_weight=135715 125993 37944.4 9721.67 88048.7 8624.36 1097.31
internal_count=559316 517503 156994 41813 360509 36735 5078

Tree=11
num_cat=0
split_feature=48 28 48 0 6 17 7
split_gain=1834.93 747.277 557.865 332.029 407.871 183.545 21.8776
threshold=-1.487901985645294 -0.048109905794262879 -0.33410472422838206 -0.0021887902403250332 0.00076258013723418127 -0.93448761105537403 -0.037575663998723023
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internal_value=3.09873e-06 0.00161317 -0.000149117 -0.0209964 -0.0263536 0.0100256 -0.00495946
internal_weight=135677 126015 104189 9661.79 7242.44 21826.1 2419.35
internal_count=559316 517503 428947 41813 31642 88556 10171

Tree=12
num_cat=0
split_feature=48 28 28 0 6 38 7
split_gain=1666.57 689.799 506.829 304.824 381.908 252.305 19.7712
threshold=-1.487901985645294 -0.014452506788074969 0.019188194535672668 -0.0021887902403250332 0.00076258272747509192 1.0000000180025095e-35 -0.037575663998723023
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internal_weight=135632 126031 91299.5 9600.69 7184.13 34731.6 2416.56
internal_count=559316 517503 376252 41813 31642 141251 10171

Tree=13
num_cat=0
split_feature=47 18 7 28 9 18 21
split_gain=1015.48 643.029 408.292 368.972 282.033 147.186 135.683
threshold=-0.5745926946401595 -0.068634685128927217 0.032946690917015083 -0.048109905794262879 -0.038663439452648156 -0.072726089507341371 2.4377037286758427
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internal_value=1.93727e-06 -0.00688008 -0.00476232 0.00272265 0.0012311 -0.0266403 0.00908712
internal_weight=135586 38415.1 34696.6 97170.7 78721.9 3718.52 18448.9
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split_gain=57.0709 48.3916 69.8981 25.3832 21.2436 20.1152 18.3107
threshold=1.0000000180025095e-35 0.012030282989144327 1.3778149485588076 0.066416788846254363 0.16944260895252231 0.34080110490322119 -0.16497975587844846
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leaf_weight=59342.632795676589 25050.82653068006 24732.403079092503 1365.5584069862962 24539.904989466071 3016.0807006135583 3520.6181638836861 2135.348096832633
leaf_count=253205 103360 101650 8342 98672 12497 14164 8921
internal_value=4.67692e-05 -0.000734867 -0.00153041 0.001317 0.00236664 0.000974542 0.000212605
internal_weight=143703 88961.2 60708.2 54742.2 28066.9 28253 26675.3
internal_count=600811 377361 261547 223450 115857 115814 107593

Tree=384
num_cat=0
split_feature=7 47 8 20 48 16 47
split_gain=53.2873 44.715 59.9987 32.1923 24.0174 25.7652 22.096
threshold=-0.0074352615047246209 -0.57347567379474629 -0.040827110409736626 -0.023669663816690441 -1.4635246396064756 0.017632937990128997 -1.9132293462753294
leaf_value=0.0011009377239586356 0.026311947186083331 -0.0015607844060949766 -0.0042970139807358603 0.00089320488884366911 0.0027004897940130839 0.00033220121166795407 0.0048497547647503381
leaf_weight=7477.3877562060952 126.29090070724487 21572.826771810651 16523.438590981066 35122.914681985974 15409.873712673783 45081.406009346247 2378.5894291549921
leaf_count=30634 759 89083 78279 144098 63096 184048 10814
internal_value=4.4407e-05 -0.000806328 -0.0026153 -4.05422e-05 0.00113418 0.000935512 0.00593183
internal_weight=143693 80696.6 24000.8 56695.7 62996.2 60491.3 2504.88
internal_count=600811 342094 108913 233181 258717 247144 11573

Tree=385
num_cat=0
split_feature=12 7 8 17 1 25 34
split_gain=47.4107 37.0699 46.8119 27.5821 27.3639 19.9666 14.8009
threshold=-0.3001315295696258 -0.0086706425063312036 -0.030076922848820683 -0.42867292463779444 -0.0037464592605829235 -1.3255993723869322 0.29647143185138708
leaf_value=-0.0040001660740106252 0.00055045050184690991 0.002380818748997285 -0.0019157154658134461 0.00025737136799187655 -0.027175885167566367 -0.0099422935269824694 0.020017913498990146
leaf_weight=302.95006096363068 43388.298383913934 24903.976348437369 34576.014620140195 39625.26184681803 241.06889874488115 555.0374252051115 81.372398063540459
leaf_count=1419 177032 103226 151467 162113 1691 3462 378
internal_value=0.000107765 0.000190434 -0.000543257 0.00107688 -0.00987146 -0.0151608 0.00108517
internal_weight=143674 142494 77964.3 64529.2 1180.43 796.106 384.322
internal_count=600788 593838 328499 265339 6950 5153 1797

Tree=386
num_cat=0
split_feature=12 7 7 48 1 7 34
split_gain=43.0479 33.5314 42.6621 28.6605 25.0348 18.7704 13.282
threshold=-0.3001315295696258 -0.0074352615047246209 -0.15514732152223584 -0.70983687043189991 -0.0037464592605829235 -0.011891830712556837 0.29647143185138708
leaf_value=-0.0038051904656411883 0.0019874143997549638 0.0033859187497276714 -0.0010399764064546702 0.00055728852327584049 -0.018376084011910477 0.00092311117552015083 0.018893429259117536
leaf_weight=302.559650182724 14156.024568721652 10812.999663949013 65399.645114734769 52119.998637273908 632.05493692308664 157.35618168115616 81.890904359519482
leaf_count=1419 57086 46249 278411 212092 4247 906 378
internal_value=0.000102352 0.00018091 -0.000501287 0.0010433 -0.00943342 -0.0145291 0.00102979
internal_weight=143663 142489 79555.7 62933 1173.86 789.411 384.451
internal_count=600788 593838 335497 258341 6950 5153 1797

Tree=387
num_cat=0
split_feature=7 48 7 19 17 55 16
split_gain=35.2458 54.9888 55.9036 31.7907 27.5723 18.8155 16.4948
threshold=-0.0074352615047246209 -1.0866807401180265 -0.055896790698170655 -0.016423726454377171 -0.42867292463779444 1.2648609280586245 0.020770533010363582
leaf_value=0.0044543019708851352 0.0026814313482343317 -0.0012618261836715445 -0.0051729092429809538 0.00090363255536640729 0.0017726429329726321 -0.0028298187379599167 -0.000502544981222178
leaf_weight=1772.351895108819 22617.289790794253 30348.679800070822 10106.920904807746 38386.772324621677 11206.059406273067 1662.4894314482808 27553.887860015035
leaf_count=7317 93526 125210 51789 157674 45766 6911 112595
internal_value=9.72098e-05 -0.00059536 -0.00373656 -5.24798e-05 0.000982863 0.00230406 0.000155245
internal_weight=143654 80614.7 11879.3 68735.5 63039.7 24279.8 38759.9
internal_count=600788 341990 59106 282884 258798 100437 158361

Tree=388
num_cat=0
split_feature=20 7 8 55 13 25 55
split_gain=32.8852 28.7963 40.0686 25.1048 15.2467 15.4554 7.74085
threshold=-0.032930696383118623 -0.0086706425063312036 -0.030076922848820683 0.94911107420921337 -0.0039383406983688465 -1.3255993723869322 -1.4590150713920591
leaf_value=0.029409649448652198 0.00052755104405120508 0.0014282539861410785 -0.0017534896645990455 -0.0010653822865909824 -0.028936367369393697 -0.0094937986980834221 -0.0028349092342324403
leaf_weight=19.351790949702263 43382.629177838564 51926.117289409041 34612.020009681582 12528.472222559154 125.03482445329428 560.05150312930346 487.52936149388552
leaf_count=88 177014 213416 151928 51445 976 3568 2353
internal_value=9.23326e-05 0.000161537 -0.000484716 0.000943549 -0.00817811 -0.0130423 -0.00160387
internal_weight=143641 142449 77994.6 64454.6 1191.97 685.086 506.881
internal_count=600788 593803 328942 264861 6985 4544 2441

Tree=389
num_cat=0
split_feature=12 7 34 33 6 34 5
split_gain=34.7999 24.9325 39.8379 28.7783 22.3325 14.826 13.7524
threshold=-0.3001315295696258 0.0099725075997412222 1.3778149485588076 1.0000000180025095e-35 0.86733657121658336 1.290300250053406 0.46291653811931616
leaf_value=-0.003036762471149753 -0.00011930218040736994 0.0017068610204626017 -0.0059550454688621661 -0.0014676837948351064 -0.035375216001902784 -0.021095665540664159 -0.0078610035072345687
leaf_weight=840.34383621066809 92869.246431805193 37778.117502830923 3019.5342637449503 8802.5142887309194 112.58126506209373 131.42850681394339 76.124422535300255
leaf_count=4722 389647 153027 15002 36162 608 1182 438
internal_value=8.76992e-05 0.000157941 -0.00030307 0.00110696 -0.0085357 -0.00547916 -0.0242759
internal_weight=143630 142469 95888.8 46580.6 1160.48 971.772 188.706
internal_count=600788 593838 404649 189189 6950 5904 1046

Tree=390
num_cat=0
split_feature=12 45 8 35 27 16 45
split_gain=29.1031 28.9851 36.1636 21.0899 18.1675 12.5051 10.4591
threshold=-0.29474903643131251 -0.00038281796150840813 -0.0081568323075771314 -1.6251586079597471 -0.00064037030097097148 -0.026956206187605854 -0.027987113222479817
leaf_value=-0.088034686705874471 0.010379955756040365 -0.015027561161520351 0.0047917686589276504 0.00074078236951689988 -0.00040533675649496434 0.00020553137633508409 -0.0067612213887563739
leaf_weight=4.0271985083818427 94.738526329398155 1012.2649736069143 297.89542958885431 63901.234381295741 75343.209701873362 1334.6651619747281 1467.324522562325
leaf_count=18 387 6158 1363 262427 316185 6677 6863
internal_value=-4.18572e-05 -0.00523421 -0.0105212 5.58214e-05 0.000120633 -5.99223e-05 -0.00572162
internal_weight=143455 2648.85 1310.16 140807 139244 1338.69 1562.06
internal_count=600078 14216 7521 585862 578612 6695 7250

Tree=391
num_cat=0
split_feature=7 28 23 19 33 17 55
split_gain=27.0824 40.9841 56.8791 27.41 18.4068 16.4999 13.3242
threshold=-0.0086706425063312036 -0.018838660791516301 -0.00011191921657882629 -0.020294477231800553 1.0071931481361391 0.23601543903350833 1.8896315693855288
leaf_value=0.0011128122788246644 0.0032829548528301184 -0.0026265764477698583 0.00049048294342237395 0.0003098750126519597 -0.0041391789307597742 -0.000108516716483501 0.0082666753448227548
leaf_weight=18216.259661376476 13253.522314675152 34455.756702896208 25442.035627283156 44032.100765787065 2454.3711422979832 4916.694957062602 674.99844127893448
leaf_count=73596 55283 152123 105781 180152 10193 20227 2723
internal_value=-3.9792e-05 -0.000662154 -0.00130258 0.000718604 7.49759e-05 0.00236525 0.00136843
internal_weight=143446 78789.1 59897.8 64656.7 46486.5 18170.2 18891.3
internal_count=600078 334223 257904 265855 190345 75510 76319

Tree=392
num_cat=0
split_feature=12 45 7 55 7 12 16
split_gain=25.7656 26.358 32.3236 19.1606 29.861 25.5471 11.4942
threshold=-0.29474903643131251 -0.00038281796150840813 -0.010846059303730725 -0.03124185279011726 -0.15514732152223584 -0.23878261446952817 -0.026956206187605854
leaf_value=-0.085092394132881458 0.0022394524668534642 -0.01480722354233837 0.0029032677072553083 0.0025651829437867684 -0.00087693227017515392 7.2040098284414063e-05 0.00024928247932766488
leaf_weight=3.9571594744920722 18353.725335620344 948.36122211441398 353.72330988198519 7000.9851752370596 62996.542831346393 52443.299863837659 1334.0032052174211
leaf_count=18 76946 5839 1682 28251 263381 217284 6677
internal_value=-3.78179e-05 -0.00493167 -0.009996 5.39468e-05 -0.00053266 0.000633929 -3.12457e-06
internal_weight=143435 2640.04 1302.08 140795 69997.5 70797 1337.96
internal_count=600078 14216 7521 585862 291632 294230 6695

Tree=393
num_cat=0
split_feature=7 8 0 19 20 33 33
split_gain=24.5836 40.4001 56.0162 23.7544 16.9495 16.6608 15.8067
threshold=-0.0086706425063312036 -0.060999499633908265 -0.0022947916295379396 -0.020294477231800553 0.018170196563005451 1.0071931481361391 -0.39956896007060999
leaf_value=0.0014369329736312556 -0.0024443787291213927 0.0005369215942220509 -0.0028380207029865432 0.0003107369921584261 -0.0019542204083751696 -0.0039223782290821203 0.0026853260805755354
leaf_weight=23436.927808254957 1651.8675632253289 20720.799005016685 30234.685021951795 44031.915310062468 4372.0764836221933 2453.9716293141246 16524.014686703682
leaf_count=94776 7071 85384 136402 180152 17661 10193 68439
internal_value=-3.59516e-05 -0.000629064 -0.00146562 0.000686519 0.000903783 8.72725e-05 0.00221913
internal_weight=143426 78764.5 50955.5 64661.8 27809 46485.9 18175.9
internal_count=600078 334223 221786 265855 112437 190345 75510

Tree=394
num_cat=0
split_feature=19 7 8 19 11 24 52
split_gain=22.9949 20.2746 32.9554 23.6495 15.7336 13.4604 9.78423
threshold=-0.024283818900585171 -0.0086706425063312036 -0.060999499633908265 -0.020294477231800553 -1.0200789570808408 -0.023042989894747731 -0.89537146687507618
leaf_value=0.0051370771012152544 0.00085918004056632609 0.002219323226722946 -0.0012878429814971875 8.2906030119300061e-05 -0.015127660203713254 -0.0034634935334858989 0.060314008435728976
leaf_weight=132.58858709782362 27806.610680684447 17957.437591455877 50029.439303599298 46486.995031371713 500.5699472501874 488.9199296310544 8.5526174828410131
leaf_count=645 112420 74379 215770 190345 3372 3103 44
internal_value=-3.41719e-05 2.22675e-05 -0.000520828 0.000678219 -0.0071366 -0.00936424 0.00848059
internal_weight=143411 142280 77836 64444.4 1130.63 989.49 141.141
internal_count=600078 592914 328190 264724 7164 6475 689

Tree=395
num_cat=0
split_feature=12 45 23 13 18 7 25
split_gain=27.1053 22.2669 23.2443 18.0209 17.4084 13.7469 13.1219
threshold=-0.30224545300006861 -0.00089026900241151441 0.001270660955924541 -0.005369683261960744 -0.018528345040976998 -0.011891830712556837 -0.28883597254753107
leaf_value=0.010450904090815972 0.0024038242529052269 -0.0012376317952432479 0.0005528416120040569 -0.019487254435095525 0.00032034852195916017 0.0033888538943880569 -0.012616289783935981
leaf_weight=150.15540289133787 12303.641534931958 46878.898863889277 29554.791684634984 384.08260982856154 54155.10704279691 79.216706812381744 104.59939444065094
leaf_count=724 52328 199013 122287 2860 222744 494 507
internal_value=-1.19911e-05 3.67032e-05 -0.000545305 -0.00970214 0.000706067 -0.0155758 0.000979779
internal_weight=143610 142892 76433.7 718.054 66458.7 463.299 254.755
internal_count=600957 596372 321300 4585 275072 3354 1231

Tree=396
num_cat=0
split_feature=55 8 0 8 33 20 46
split_gain=27.7823 22.4652 25.9845 15.1786 26.1648 18.4809 13.4572
threshold=0.36563305556774145 -0.12924472987651822 -0.02560696471482515 0.001184461987577379 0.45092988014221197 -0.031279245391488068 -0.0087549607269465906
leaf_value=-0.00030619571116375456 -0.0015299456789980672 0.0028258134810229601 -0.0015428644349406268 0.0068810393766871002 0.0036977614165726262 0.0011338394501026858 0.0034827173588807951
leaf_weight=48998.038053337485 1932.0567445009947 3671.2397276908159 46711.574090119451 1462.6860093250871 4450.7935295030475 32017.672020964324 4361.4223862886429
leaf_count=208291 7771 14932 197536 6063 18404 130320 17640
internal_value=-1.14135e-05 -0.000872706 -0.00122453 0.000550134 2.7222e-05 0.00138492 0.00194386
internal_weight=143605 56676.3 50382.8 86929.2 53448.8 33480.4 6293.48
internal_count=600957 237879 212468 363078 226695 136383 25411

Tree=397
num_cat=0
split_feature=12 45 23 6 18 6 0
split_gain=24.4164 19.9435 21.1099 19.1432 15.5759 10.4908 6.28626
threshold=-0.30224545300006861 -0.00089026900241151441 0.001270660955924541 0.84846672415733349 -0.018528345040976998 -1.123414099216461 -0.00079216450103558589
leaf_value=0.0072831074676711904 0.0022743284881200526 -0.0011755643551144149 0.00053079077430765766 -0.030597950720618661 0.00030376433109642831 -0.0089871412244076597 0.012215731154886113
leaf_weight=125.81743434071541 12306.788280591369 46867.505195192993 29555.572515904903 112.1252089291811 54154.762135319412 466.10454895347357 9.2835523486137372
leaf_count=558 52328 199013 122287 651 222744 3317 59
internal_value=-1.08496e-05 3.52174e-05 -0.000515655 -0.00923835 0.000668657 -0.00552878 -0.0273242
internal_weight=143598 142885 76423.1 713.331 66461.6 591.922 121.409
internal_count=600957 596372 321300 4585 275072 3875 710

Tree=398
num_cat=0
split_feature=55 19 25 6 7 54 17
split_gain=24.9793 20.7618 19.0662 18.6358 13.7519 25.8336 15.6436
threshold=0.36563305556774145 -0.016154535114765164 -1.3986573219299314 -1.4632698893547056 0.0091267493553459662 0.45861123502254492 -0.75267344713211048
leaf_value=-0.00017501779409529348 -0.0062691012179341282 0.0042983737917149361 -0.001446192197088688 -0.0003000083426167003 0.0062188687883090862 0.0045521935754235356 0.0011280557579496692
leaf_weight=54677.948529496789 2240.6557262614369 2391.1518494486809 23983.915808167309 28048.604117557406 1596.3111835718155 3051.4042280167341 27603.424244098365
leaf_count=231953 10165 9732 101560 116422 6674 12620 111831
internal_value=-1.03248e-05 -0.000827134 -0.00185827 6.1211e-05 0.000522109 7.48487e-05 0.00140636
internal_weight=143593 56664.3 26224.6 30439.8 86929.1 57729.4 29199.7
internal_count=600957 237879 111725 126154 363078 244573 118505

Tree=399
num_cat=0
split_feature=55 7 0 26 7 48 48
split_gain=22.5458 20.5332 21.4449 14.9114 12.6219 22.9879 12.7725
threshold=0.36563305556774145 -0.15514732152223584 -0.02560696471482515 0.81041687726974498 -0.0086706425063312036 -1.0866807401180265 -2.2172124385833736
leaf_value=-0.0028497637381562704 0.00057867958467332638 0.0025925830783767138 -0.0013848300093971789 0.0065021203801981196 0.013435534122998569 0.00037905012522376248 0.00108616497970715
leaf_weight=6375.089653968811 4155.8996035456657 3649.7410532087088 47424.051780603826 1427.362847417593 210.48879253864288 40744.607250116765 39599.992277853191
leaf_count=31841 16770 14840 200504 5765 1180 167742 162315
internal_value=-9.81473e-06 -0.000785889 -0.0011006 0.00209301 0.000495995 -5.77943e-05 0.00115146
internal_weight=143587 56657.1 51073.8 5583.26 86930.2 47119.7 39810.5
internal_count=600957 237879 215344 22535 363078 199583 163495

end of trees

feature_importances:
Column_6=331
Column_7=233
Column_48=182
Column_28=168
Column_8=145
Column_17=137
Column_0=134
Column_18=125
Column_9=93
Column_23=91
Column_34=82
Column_12=71
Column_21=69
Column_1=63
Column_14=52
Column_16=51
Column_33=51
Column_20=48
Column_5=40
Column_13=40
Column_51=38
Column_19=37
Column_24=36
Column_26=36
Column_55=36
Column_11=35
Column_29=35
Column_25=32
Column_47=31
Column_38=26
Column_2=25
Column_46=22
Column_31=21
Column_4=20
Column_22=18
Column_35=18
Column_45=18
Column_3=17
Column_37=15
Column_52=14
Column_49=13
Column_53=13
Column_44=9
Column_27=8
Column_15=7
Column_50=6
Column_54=5
Column_32=2
Column_43=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=900 909 923 908 908 913 909 910 911 912 902 907 909 901 910 822 906 823 906 905 906 924 915 918 906 918 898 905 902 902 916 912 913 913 914 806 819 897 816 822 816 906 909 907 828 826 820 822 818 823 904 904 904 903 904 904 904 903 906 823 918 904 903 907 911 910 922 906 925 921 908 915 918 923 916 920 919 922 918 919 909 911 929 910 923 919 922 827 907 923 915 922 912 921 917 934 831 925 921 923 906 916 913 923 917 923 909 910 908 913 910 911 909 916 912 912 909 911 913 911 910 909 909 918 911 915 912 910 908 905 915 911 912 917 918 914 919 920 919 910 902 908 905 905 917 826 921 927 911 924 916 912 923 915 916 815 904 908 907 907 905 907 905 899 909 904 911 903 909 906 902 918 918 912 919 917 919 917 923 911 907 901 907 907 908 910 918 909 900 903 907 899 922 915 922 921 918 920 820 923 918 910 905 910 919 907 924 926 911 918 922 920 926 918 924 922 913 921 918 913 923 916

Tree=0
num_cat=0
split_feature=45 47 7 17 55 23 13
split_gain=0.308146 1.65037 16.8694 1.13369 0.0140695 0.179023 0.0108499
threshold=-0.52012491226196278 -1.2508260011672971 -0.038709802553057664 -0.81996616721153248 2.1922622919082646 -0.11140211299061774 0.33539041876792913
leaf_value=0.048572690591885299 0.00014973326805003324 0.0042026342357935004 0.0002210494415453442 0.00017746905080560853 0.0012075209319548155 0.0001519249303873067 0.00012397870586137538
leaf_weight=20 503842 183 184 3967 430 6093 44506
leaf_count=20 503842 183 184 3967 430 6093 44506
internal_value=0.000151799 0.000570792 0.00496141 0.000354964 0.000148511 0.00022151 0.000147643
internal_weight=559225 4354 204 4150 554871 6523 548348
internal_count=559225 4354 204 4150 554871 6523 548348

Tree=1
num_cat=0
split_feature=45 47 12 17 55 33 13
split_gain=0.278102 1.48946 15.8403 1.02315 0.0126977 0.222205 0.00979643
threshold=-0.52012491226196278 -1.2508260011672971 1.0590857863426211 -0.81996616721153248 2.1922622919082646 0.59366378188133251 0.32224895060062414
leaf_value=0.045694938049529725 -5.5169443209253906e-06 0.0038446905183348369 -0.00015424435767103395 2.078368863745335e-05 -3.4411449918975197e-06 0.0013517049267281877 -2.9507515114020832e-05
leaf_weight=21 501853 183 183 3967 6205 318 46495
leaf_count=21 501853 183 183 3967 6205 318 46495
internal_value=-3.60278e-06 0.000394441 0.00456552 0.000189404 -6.72617e-06 6.2623e-05 -7.55113e-06

Tree=2
num_cat=0
split_feature=45 47 7 17 13 23 21
split_gain=0.250987 1.34424 15.1455 0.923394 0.0101859 0.00960487 0.00932962
threshold=-0.52012491226196278 -1.2508260011672971 -0.038709802553057664 -0.81996616721153248 0.33539041876792913 -0.11140211299061774 5.3740696907043466
leaf_value=0.045660091361496596 2.6613688503454083e-05 0.0036524561055855764 -0.00015436503075880352 1.9744502966398164e-05 -2.7026038303947438e-05 -5.8828338035252059e-06 -0.00028727699045545788
leaf_weight=20 23856 183 184 3967 45354 485314 347
leaf_count=20 23856 183 184 3967 45354 485314 347
internal_value=-3.42264e-06 0.000374719 0.00433725 0.000179934 -6.38986e-06 -4.36028e-06 -2.90021e-05
internal_weight=559225 4354 204 4150 554871 509170 45701
internal_count=559225 4354 204 4150 554871 509170 45701

Tree=3
num_cat=0
split_feature=16 49 24 24 55 33 0
split_gain=0.109129 2.33442 16.1863 1.77482 0.0119515 0.213898 0.00825014
threshold=-0.82431933283805836 0.7820277512073518 -1.2808678150177 1.6831476688385012 2.1922622919082646 0.59366378188133251 0.085443228483200087
leaf_value=2.9194440564676987e-06 -5.7066969507544633e-06 0.048217798550249429 -0.00022819304583269968 0.0061420801515224346 -3.7424168289317113e-06 0.001331934032518297 -3.22688359524125e-05
leaf_weight=11003 510447 20 125 119 6187 315 31009
leaf_count=11003 510447 20 125 119 6187 315 31009
internal_value=-3.25151e-06 0.000150782 0.00645401 6.86055e-05 -6.41871e-06 6.09666e-05 -7.2279e-06
internal_weight=559225 11267 145 11122 547958 6502 541456
internal_count=559225 11267 145 11122 547958 6502 541456

Tree=4
num_cat=0
split_feature=45 47 7 55 55 33 14
split_gain=0.220756 1.20858 13.5951 0.34164 0.0105538 0.183835 0.00878281
threshold=-0.52012491226196278 -1.2508260011672971 -0.038709802553057664 -1.1329720616340635 2.1922622919082646 0.59366378188133251 -2.2944089174270625
leaf_value=0.043259599860757593 0.00012821514632395693 0.0014124868815234091 -0.00014670691497505452 1.6310686073554564e-06 -2.7378961047468187e-06 0.001229866089228232 -6.9207837244853072e-06
leaf_weight=20 1205 486 184 3664 6205 318 547143
leaf_count=20 1205 486 184 3664 6205 318 547143
internal_value=-3.08893e-06 0.000351549 0.00410881 0.000166854 -5.87173e-06 5.73523e-05 -6.62382e-06

Tree=5
num_cat=0
split_feature=16 49 15 15 25 46 20
split_gain=0.0856624 2.09338 15.5668 1.71006 0.0380061 0.44424 0.0150788
threshold=-0.82431933283805836 0.7820277512073518 0.18995969742536548 0.72210657596588146 2.147655844688416 0.25276038050651556 0.80768021941185009
leaf_value=-5.1774845621010134e-06 -6.2933408533185168e-06 0.047058143510989796 -0.00047815613999128184 0.0063173779812199507 -1.4880583158052169e-07 0.0014066347688576992 -0.00013174509160096911
leaf_weight=10965 537020 20 124 108 7916 604 2406
leaf_count=10965 537020 20 124 108 7916 604 2406
internal_value=-2.39791e-06 0.000134383 0.00612411 5.64893e-05 -5.19796e-06 9.95809e-05 -6.85289e-06
internal_weight=559163 11217 144 11073 547946 8520 539426
internal_count=559163 11217 144 11073 547946 8520 539426

Tree=6
num_cat=0
split_feature=45 47 16 17 25 46 14
split_gain=0.187585 1.15812 11.5721 0.799288 0.0355614 0.389259 0.0106306
threshold=-0.52012491226196278 -1.2508260011672971 -0.82431933283805836 -0.81996616721153248 2.147655844688416 0.25276038050651556 0.45359368622303015
leaf_value=0.037395824147919803 -4.8573691206600039e-06 0.0033890354791675328 -0.00040652731216265321 2.9136144510631787e-08 2.5957942433099325e-06 0.0013070946887373078 -3.7517384388779785e-05
leaf_weight=23 520075 182 169 3948 7981 616 26169
leaf_count=23 520075 182 169 3948 7981 616 26169
internal_value=-2.27801e-06 0.000325849 0.00412188 0.000149375 -4.834e-06 9.60669e-05 -6.42202e-06
internal_weight=559163 4322 192 4130 554841 8597 546244
internal_count=559163 4322 192 4130 554841 8597 546244

Tree=7
num_cat=0
split_feature=16 24 7 34 25 46 20
split_gain=0.0715625 1.4909 8.72527 0.450029 0.0310354 0.363815 0.0139554
threshold=-0.82431933283805836 1.6831476688385012 -0.013447934295982121 0.603996902704239 2.147655844688416 0.25276038050651556 0.80768021941185009
leaf_value=-9.8353472569066234e-06 -5.6805501322378945e-06 -0.0004287128215894752 0.035809976896271113 0.0014472139173504668 -2.9131251945531273e-07 0.0012727971741383617 -0.00012636865390318322
leaf_weight=10541 537020 98 20 558 7916 604 2406
leaf_count=10541 537020 98 20 558 7916 604 2406
internal_value=-2.16411e-06 0.000122854 0.00571344 6.34175e-05 -4.72336e-06 8.99605e-05 -6.21885e-06
internal_weight=559163 11217 118 11099 547946 8520 539426
internal_count=559163 11217 118 11099 547946 8520 539426

Tree=8
num_cat=0
split_feature=45 47 7 17 25 46 14
split_gain=0.165782 1.04595 11.5221 0.717627 0.029172 0.317791 0.00989246
threshold=-0.52012491226196278 -1.2508260011672971 -0.038709802553057664 -0.81996616721153248 2.147655844688416 0.25276038050651556 0.45359368622303015
leaf_value=0.039833721108734614 -4.3877137875548528e-06 0.0032084113303826201 -0.0002627894961522035 -2.8084952505729574e-06 2.4734274321365509e-06 0.0011811525405651733 -3.5893404325141141e-05
leaf_weight=20 520075 182 172 3948 7981 616 26169
leaf_count=20 520075 182 172 3948 7981 616 26169
internal_value=-2.05591e-06 0.000306413 0.00391393 0.000138703 -4.45876e-06 8.69292e-05 -5.89706e-06

Tree=9
num_cat=0
split_feature=45 33 17 17 25 1 14
split_gain=0.149618 1.04763 9.16541 0.045397 0.0263278 0.299062 0.00894769
threshold=-0.52012491226196278 -0.2028427645564079 -0.80410039424896229 -0.8286706507205962 2.147655844688416 0.16232577711343768 0.48421540856361395
leaf_value=0.035305582100991162 -4.2267934946688293e-06 -0.00096259989520807842 0.0010566858375654204 -5.8768040289951528e-05 -3.9136795018860104e-06 0.0010880243560920694 -3.5375734485464988e-05
leaf_weight=20 522124 145 839 3318 7916 681 24120
leaf_count=20 522124 145 839 3318 7916 681 24120
internal_value=-1.95311e-06 0.000291092 0.0018541 -9.66126e-05 -4.23582e-06 8.25827e-05 -5.60221e-06
internal_weight=559163 4322 859 3463 554841 8597 546244
internal_count=559163 4322 859 3463 554841 8597 546244

Tree=10
num_cat=0
split_feature=51 26 13 33 45 47 23
split_gain=0.301325 8.57084 26.2998 0.359406 0.0773011 1.78238 0.0528571
threshold=3.200440645217896 -1.823127210140228 -0.26371464133262629 -0.2028427645564079 -0.52012491226196278 -1.2508260011672971 -0.11140211299061774
leaf_value=0.0055848048321239423 0.066287232417653288 0.0013309196808959452 8.0731122795517268e-05 -5.7662635659810614e-05 7.0544537416956647e-05 -1.9567979408604346e-05 -4.518932887775548e-06
leaf_weight=149 20 532 60 3756 24544 2964 527291
leaf_count=149 20 532 60 3756 24544 2964 527291
internal_value=3.47719e-06 0.000417138 0.0166324 0.000114615 2.21262e-07 0.000248679 -1.18033e-06
internal_weight=559316 4368 80 4288 554948 3113 551835
internal_count=559316 4368 80 4288 554948 3113 551835

Tree=11
num_cat=0
split_feature=51 26 12 17 23 49 16
split_gain=0.271946 7.73518 25.219 0.486794 0.0391429 0.269174 0.0322337
threshold=3.200440645217896 -1.823127210140228 4.4911613464355478 -0.81996616721153248 -0.11140211299061774 -1.3687468767166135 -0.82431933283805836
leaf_value=0.00061458461730290513 0.064424656977671482 0.0019156082932745755 -0.00040723480880842542 -4.8202443552321984e-05 0.00011116559003119403 1.3692534511205776e-05 -4.0955650037786092e-06
leaf_weight=2018 20 343 60 3945 6137 24377 522416
leaf_count=2018 20 343 60 3945 6137 24377 522416
internal_value=3.30333e-06 0.000396281 0.0158007 0.000108884 2.10198e-07 5.96331e-05 -2.75727e-06
internal_weight=559316 4368 80 4288 554948 26395 528553
internal_count=559316 4368 80 4288 554948 26395 528553

Tree=12
num_cat=0
split_feature=51 19 4 17 19 18 0
split_gain=0.245431 1.88174 32.4319 0.613119 0.0359332 1.52152 0.0292561
threshold=3.200440645217896 0.12392530217766763 -0.050696842372417443 -0.81996616721153248 0.47934694588184362 0.061594801023602493 -0.12996812909841535
leaf_value=5.9080086159739733e-05 0.065715734023178804 0.0024164112065157249 -7.1048010869543683e-05 -7.5715597502965714e-05 0.0041708859349347885 -5.3185134216691404e-05 -3.2346194143871769e-06
leaf_weight=19529 20 264 296 3788 223 4843 530353
leaf_count=19529 20 264 296 3788 223 4843 530353
internal_value=3.13816e-06 0.000376467 0.00409267 8.6654e-05 1.99689e-07 0.000132754 -1.02152e-06
internal_weight=559316 4368 316 4052 554948 5066 549882
internal_count=559316 4368 316 4052 554948 5066 549882

Tree=13
num_cat=0
split_feature=51 26 46 24 4 5 16
split_gain=0.221502 6.95444 25.1987 0.240928 0.0347986 0.641361 0.0160772
threshold=3.200440645217896 -1.823127210140228 0.55169749259948742 1.6831476688385012 -0.057889724150300019 0.55558520555496227 -0.82431933283805836
leaf_value=1.9795917248769597e-05 -0.0012374200915958985 -7.9698732295063748e-05 0.063568301332716154 0.00093729890832652254 -0.00025355685987884217 0.0019146517375057742 -4.7180166026053349e-06
leaf_weight=82544 60 3593 20 695 650 449 471305
leaf_count=82544 60 3593 20 695 650 449 471305
internal_value=2.98125e-06 0.000357643 0.014964 8.51365e-05 1.89704e-07 3.00473e-05 -5.06073e-06
internal_weight=559316 4368 80 4288 554948 82993 471955
internal_count=559316 4368 80 4288 554948 82993 471955

Tree=14
num_cat=0
split_feature=16 35 3 49 23 49 45
split_gain=0.204709 5.71985 27.2987 2.93097 0.0348454 0.43657 0.0245371
threshold=-0.82431933283805836 1.2344596385955813 0.089903235435485854 0.7820277512073518 -0.11140211299061774 -1.3687468767166135 -0.75135761499404896
leaf_value=3.1175317043021541e-05 0.0010045697529308094 0.06439289527428628 -0.00038974606063204887 0.0091924407969517317 -0.00031779505558020217 9.2837821361305324e-06 -3.8191890447114758e-06
leaf_weight=11061 1158 20 87 88 623 22698 523581
leaf_count=11061 1158 20 87 88 623 22698 523581
internal_value=2.83219e-06 0.000213905 0.0117192 0.000103486 -1.5028e-06 5.75962e-05 -4.19234e-06
internal_weight=559316 11256 107 11149 548060 23856 524204
internal_count=559316 11256 107 11149 548060 23856 524204

Tree=15
num_leaves=7
num_cat=0
split_feature=29 19 47 45 47 23
split_gain=0.16302 31.1372 0.0667194 0.0426492 1.37042 0.0347629
threshold=3.7710162401199345 0.16561160236597064 -1.2508260011672971 -0.52012491226196278 -1.2508260011672971 -0.11140211299061774
decision_type=2 2 2 2 2 2
left_child=3 -2 -3 4 -1 -5
right_child=1 2 -4 5 -6 -7
leaf_value=0.0046223812684669007 0.062533638276509013 -0.0013396880568358359 -7.5883330214194535e-05 5.6550682343030357e-05 -4.2674868803713852e-05 -4.053030979460247e-06
leaf_weight=165 20 110 2063 24772 3430 528246
leaf_count=165 20 110 2063 24772 3430 528246
internal_value=1.4727e-06 0.000431719 -0.000139859 -2.22427e-07 0.000171438 -1.33834e-06
internal_weight=558806 2193 2173 556613 3595 553018
internal_count=558806 2193 2173 556613 3595 553018

Tree=16
num_cat=0
split_feature=51 26 50 45 45 47 23
split_gain=0.157784 7.86294 23.8975 0.0365485 0.0362799 1.19528 0.0308121
threshold=4.3651955127716073 -1.823127210140228 -0.14917592704296109 0.33476278185844427 -0.52012491226196278 -1.2508260011672971 -0.11140211299061774
leaf_value=0.0043149879362229544 -0.0019711458776631237 -0.00026845545793308632 0.063081549596608971 0.00015567882148093113 5.3164304683358785e-05 -4.1159086487082121e-05 -3.8688566571957935e-06
leaf_weight=165 48 1332 20 821 24793 3452 528175
leaf_count=165 48 1332 20 821 24793 3452 528175
internal_value=1.39907e-06 0.000421993 0.017162 -0.000106721 -2.79273e-07 0.000157559 -1.3117e-06
internal_weight=558806 2221 68 2153 556585 3617 552968
internal_count=558806 2221 68 2153 556585 3617 552968

Tree=17
num_cat=0
split_feature=29 18 19 46 46 20
split_gain=0.132302 28.5655 0.0896992 0.0301242 0.106809 0.0118297
threshold=3.7710162401199345 0.0065551721490919599 0.1860042214393616 0.28010363876819616 0.25276038050651556 1.1140382289886477
leaf_value=1.3417547490781685e-07 0.059871081065502957 -0.0033350000083869832 -0.00012605184005372557 -7.1629379365019231e-05 0.00035025921300971719 -0.00045842200763299433
leaf_weight=542263 20 22 2151 11962 2187 201
leaf_count=542263 20 22 2151 11962 2187 201
internal_value=1.32911e-06 0.000388926 -0.00015854 -1.9798e-07 1.54059e-06 -7.80213e-05
internal_weight=558806 2193 2173 556613 544450 12163
internal_count=558806 2193 2173 556613 544450 12163

Tree=18
num_cat=0
split_feature=51 26 0 47 46 14 26
split_gain=0.129539 6.39891 22.7404 0.0315709 0.0265294 0.047812 0.00874329
threshold=4.3651955127716073 -1.823127210140228 -0.0021887902403250332 -1.2508260011672971 0.44061750173568731 0.6120223104953767 -1.823127210140228
leaf_value=-1.5705035556348045e-06 0.060277770240791145 -0.00093599286416957625 -0.0031804616082808934 -5.103278444673486e-05 -0.00067999647474772994 9.0512950050507208e-05 -0.00010112987101438445
leaf_weight=536439 20 106 48 2047 66 14477 5603
leaf_count=536439 20 106 48 2047 66 14477 5603
internal_value=1.26266e-06 0.000382357 0.0154837 -9.46026e-05 -2.58063e-07 8.4927e-07 -0.000107869
internal_weight=558806 2221 68 2153 556585 550916 5669
internal_count=558806 2221 68 2153 556585 550916 5669

Tree=19
num_cat=0
split_feature=51 26 1 45 47 45 23
split_gain=0.116909 5.77502 21.2765 0.0331224 1.07958 0.0328467 0.02796
threshold=4.3651955127716073 -1.823127210140228 -0.035245900973677628 -0.52012491226196278 -1.2508260011672971 0.33476278185844427 -0.11140211299061774
leaf_value=0.0041016643994071546 0.058037831590045247 -0.00024319768580355843 -0.0033439178504825885 5.0661898745164684e-05 -3.8287369382793085e-05 0.00015888420111014002 -3.6675708476661716e-06
leaf_weight=165 20 1332 48 24793 3452 821 528175
leaf_count=165 20 1332 48 24793 3452 821 528175
internal_value=1.19952e-06 0.000363239 0.0147095 -2.4516e-07 0.000150569 -8.98725e-05 -1.23164e-06
internal_weight=558806 2221 68 556585 3617 2153 552968
internal_count=558806 2221 68 556585 3617 2153 552968

Tree=20
num_cat=0
split_feature=51 26 55 20 20 31 47
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Tree=90
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Column_20=142
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[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