tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=33
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
feature_infos=[0:4] [0:3] [0:2] [0:5] [0:9] [0:11] [0:8] [0:5] [0:1] [0:2] [0:2] [0:2] [0:2] [1:98] [10:65] [2002:2021] [0:1] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
tree_sizes=968 984 883 989 884 980 981 893 989 988 994 890 982 889 983 982 989 999 979 888 993 993 888 993 678 992 947 867 682 953 949 993 933 978 580 967 951 956 991 787 870 976 853 972 955 974 967 849 977 993 1006 978 963 961 883 863 876 969 995 978 784 970 874 856 993 992 871 973 966 867 1012 851 857 892 874 989 993 872 896 762 853 971 870 975 859 897 968 982 767 797 887 981 869 957 887 967 842 875 791 971 963 838 978 959 870 961 883 951 848 892 866 958 963 898 862 846 868 958 982 962 767 963 886 960 869 851 881 964 1000 886 768 854 985 959 748 883 976 960 967 904 859 844 750 969 987 861 962 879 927 857 994 769 994 881 884 942 974 986 966 1001 767 1006 886 980 779 870 860 965 955 963 889 882 976 981 976 968 880 954 861 844 770 989 1004 862 965 976 893 960 986 1003 892 956 979 862 864 962 973 875 882 875 1012 754 861 865 1000 852 951 957 886 861 871 744 1000 944 1002 972 971 985 1010 945 892 862 954 898 881 742 949 876 953 884 994 881 829 835 967 877 997 980 983 973 955 997 900 964 893 954 970 906 965 876 975 1013 880 889 754 845 871 985 893 1012 873 902 956 975 873 972 863 832 1008 987 1007 989 967 872 991 896 861 989 987 958 844 1015 1015 903 992 1012 886 676 1015 862 896 748 874 1001 843 879 674 979 985 901 881 889 884 676 981 951 882 864 987 1016 973 876 1019 1002 677 1008 968 837 866 656 887 881 971 1010 985 883 994 979 961 837 998 866 985 903 1002 887 990 995 641 977 971 887 960 674 862 901 992 988 963 870 986 961 656 986 976 902 999 860 866 898 990 969 994 836 990 678 841 990 970 774 966 965 629 844 994 961 958 980 1015 966 992 676 894 905 1020 1003 981 1003 845 992 1010 966 683 899 1005 883 883 1009

Tree=0
num_leaves=8
num_cat=0
split_feature=2 19 15 15 7 14 25
split_gain=497.634 167.175 101.79 66.261 37.0871 21.7995 21.2012
threshold=1.0000000180025095e-35 1.0000000180025095e-35 2016.5000000000002 2015.5000000000002 1.5000000000000002 27.500000000000004 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 -3 -5
right_child=1 5 -4 6 -6 -7 -8
leaf_value=-2.4460246332688307 -2.5736115572126241 -2.4968458096381947 -2.5335041267470131 -2.4143006544854342 -2.5118593752817406 -2.391004208523722 -2.5499827126080232
leaf_weight=41.652768850326538 1232.1829572319984 37.621855735778809 259.7251683473587 60.463696718215942 157.27279335260391 11.689648032188414 5.3745508193969718
leaf_count=620 18341 560 3866 900 2341 174 80
internal_value=-2.54998 -2.56283 -2.56652 -2.476 -2.49584 -2.46026 -2.42379
internal_weight=0 1541.22 1491.91 264.764 198.926 49.3115 65.8382
internal_count=26882 22941 22207 3941 2961 734 980
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=2 19 15 14 5 14 15
split_gain=420.847 144.49 92.2062 46.3778 30.1328 15.2432 10.1548
threshold=1.0000000180025095e-35 1.0000000180025095e-35 2016.5000000000002 27.500000000000004 3.5000000000000004 27.500000000000004 2015.5000000000002
left_child=3 2 -2 6 -5 -3 -1
right_child=1 5 -4 4 -6 -7 -8
leaf_value=0.018685970539741015 -0.022709879603627449 0.048173495647229801 0.015301021480602044 0.059595776551634068 0.12005039786254205 0.13625759357971542 0.062927238144385791
leaf_weight=83.277350552380085 1207.4902403429151 39.363234043121338 263.40616844594479 102.62126257270575 65.152356542646885 13.368165850639341 30.09838555753231
leaf_count=1183 18341 560 3866 1440 914 174 404
internal_value=0 -0.012209 -0.0157913 0.0657353 0.0858481 0.0800442 0.0331276
internal_weight=0 1523.63 1470.9 281.149 167.774 52.7314 113.376
internal_count=26882 22941 22207 3941 2354 734 1587
shrinkage=0.058855

Tree=2
num_leaves=7
num_cat=0
split_feature=2 19 14 31 15 14
split_gain=358.727 125.524 85.9774 44.0196 38.6681 10.8194
threshold=1.0000000180025095e-35 1.0000000180025095e-35 32.500000000000007 1.0000000180025095e-35 2015.5000000000002 27.500000000000004
decision_type=2 2 2 2 2 2
left_child=3 2 -2 4 -1 -3
right_child=1 5 -4 -5 -6 -7
leaf_value=0.037402676383150972 -0.021080218909792951 0.04384725420406109 0.018814270155978349 0.16970634480775534 0.089839013294561842 0.11844595966741714
leaf_weight=211.56129667162895 1237.0079306736588 40.997471213340759 213.99624770134687 10.197096467018126 74.493434056639671 14.951308742165564
leaf_count=2871 18930 560 3277 133 937 174
internal_value=0 -0.0115943 -0.0150726 0.058887 0.0524514 0.0718916
internal_weight=0 1506.95 1451 296.252 286.055 55.9488
internal_count=26882 22941 22207 3941 3808 734

Tree=3
num_cat=0
split_feature=14 3 7 3 15 2 15
split_gain=313.922 90.6491 86.3456 58.8555 55.6823 54.2899 28.6191
threshold=32.500000000000007 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 2017.5000000000002 1.0000000180025095e-35 2015.5000000000002
left_child=2 3 6 -2 -4 -3 -1
right_child=1 5 4 -5 -6 -7 -8
leaf_value=0.0084260349670660303 0.047289785069813309 0.055006208233178699 -0.024356489567546848 0.15464559771617903 0.01143929036246236 0.006226223727047106 0.062418683615354985
leaf_weight=141.14372048527002 49.710389174520969 152.34411627799273 1031.1017382219434 36.128307424485683 168.50560434162617 176.77123569697142 45.687819607555866
leaf_count=2145 702 1908 15943 470 2428 2637 649
internal_value=0 0.0448072 -0.0133363 0.0983039 -0.0191977 0.0295547 0.0232491
internal_weight=0 414.954 1386.44 85.8387 1199.61 329.115 186.832
internal_count=26882 5717 21165 1172 18371 4545 2794

Tree=4
num_cat=0
split_feature=2 19 15 31 15 15
split_gain=275.716 108.127 78.6095 32.8287 26.947 7.06873
threshold=1.0000000180025095e-35 1.0000000180025095e-35 2016.5000000000002 1.0000000180025095e-35 2015.5000000000002 2016.5000000000002
leaf_value=0.031327812183258474 -0.02065034153842818 0.045004623520525831 0.01442927176732072 0.13896858532880704 0.073486027779102722 0.11717508745365046
leaf_weight=224.32470910251141 1155.0323911011219 49.386846050620079 266.17429757863283 12.192068442702292 83.234872154891491 9.5995947867631894
leaf_count=2871 18341 617 3866 133 937 117
internal_value=0 -0.0105878 -0.0139664 0.0493942 0.0438741 0.0648557
internal_weight=0 1480.19 1421.21 319.752 307.56 58.9864

Tree=5
num_cat=0
split_feature=14 7 3 9 15 6 15
split_gain=257.307 76.45 69.6953 47.4179 43.443 38.5599 20.7403
threshold=32.500000000000007 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 2015.5000000000002 5.5000000000000009 2015.5000000000002
left_child=1 6 5 -3 -4 -2 -1
right_child=2 3 4 -5 -6 -7 -8
leaf_value=0.0084472436020808089 0.10762583894476284 -0.019980564321679151 0.013253832565549604 0.056226884587597892 0.063357345250435806 0.015852819876793028 0.053709108875473782
leaf_weight=141.05661147087812 66.912403896450996 1147.7315018251538 260.99419571459293 24.792113579809666 80.230089396238327 26.997539535164833 49.129385352134705
leaf_count=2145 813 17985 3570 386 975 359 649
internal_value=0 -0.0124114 0.0393967 -0.0180908 0.0259529 0.084154 0.0215999
internal_weight=0 1362.71 435.134 1172.52 341.224 93.9099 190.186
internal_count=26882 21165 5717 18371 4545 1172 2794

Tree=6
num_cat=0
split_feature=14 7 3 15 13 3 15
split_gain=223.9 68.6566 54.9226 46.4282 41.0668 32.7282 17.1783
threshold=32.500000000000007 1.5000000000000002 2.5000000000000004 2017.5000000000002 57.500000000000007 1.0000000180025095e-35 2015.5000000000002
leaf_value=0.0079044941699605974 0.036478109698496027 -0.022250032205273766 0.015740611393038357 0.010320272959106615 0.078994204940215876 0.11192528812224992 0.048631600840127631
leaf_weight=142.0803796350956 55.045804843306541 983.26193473115563 309.08177524805069 170.8663033246994 39.262827999889851 45.257234245538712 51.361855499446392
leaf_count=2145 702 15943 4062 2428 483 470 649
internal_value=0 -0.0117919 0.0360524 -0.017295 0.0239735 0.0744642 0.0200792
internal_weight=0 1347.57 448.648 1154.13 348.345 100.303 193.442

Tree=7
num_cat=0
split_feature=2 19 15 31 23 21
split_gain=207.219 92.031 63.8344 24.9126 25.4248 7.78034
threshold=1.0000000180025095e-35 1.0000000180025095e-35 2016.5000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
leaf_value=0.046042645425583159 -0.019047617022208977 0.031753805709867661 0.012322279525633898 0.11469209548222542 0.0064105732800942127 0.08883093284010074
leaf_weight=243.6749274879694 1116.4954390116036 39.347339019179344 273.0105724260211 14.182788118720053 84.932450339198112 22.675289563834667
leaf_count=2820 18341 467 3866 133 988 267
internal_value=0 -0.00950688 -0.0127718 0.0411462 0.0363815 0.058334
internal_weight=0 1451.53 1389.51 342.79 328.607 62.0226

Tree=8
num_cat=0
split_feature=14 7 15 9 19 1 13
split_gain=184.781 60.7636 46.6283 42.4577 31.5061 19.7479 14.3623
threshold=32.500000000000007 1.5000000000000002 2015.5000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 29.500000000000004
left_child=1 6 4 -3 -2 -4 -1
right_child=2 3 5 -5 -6 -7 -8
leaf_value=0.0076770973068673934 0.014403299285101321 -0.018148305270275437 0.015496182538967021 0.053085597819775503 0.082576729967878112 0.078393392364821221 0.045025265249148669
leaf_weight=145.06825941056013 323.7074345946312 1104.8143329694867 30.997394159436226 25.515545930713415 23.460910566151142 87.519126549363136 51.249125525355339
leaf_count=2086 4220 17985 344 386 218 935 708
internal_value=0 -0.0109471 0.0320079 -0.0162613 0.0201789 0.0639698 0.0187235
internal_weight=0 1326.65 465.685 1130.33 347.168 118.517 196.317
internal_count=26882 21165 5717 18371 4438 1279 2794

Tree=9
num_cat=0
split_feature=2 19 13 4 4 15 13
split_gain=168.689 77.4186 59.7443 21.0451 33.3074 6.12382 4.06507
threshold=1.0000000180025095e-35 1.0000000180025095e-35 51.500000000000007 7.5000000000000009 1.5000000000000002 2013.5000000000002 54.500000000000007
leaf_value=0.027684094022298215 -0.016065265848486682 0.030653715687138344 0.024212827916117115 -0.004930252706891374 0.072789456598451832 0.083031438169637942 0.02920099711200912
leaf_weight=209.84226982295513 1230.2538947127759 45.709206283092499 136.67035526782274 45.973056793212891 90.595508225262165 19.650683671236038 11.652798898518084
leaf_count=2387 20075 517 2132 501 935 217 118
internal_value=0 -0.00876754 -0.0118879 0.036207 0.0424155 0.0518026 0.00105771
internal_weight=0 1432.28 1366.92 358.064 300.438 65.3599 57.6259
internal_count=26882 22941 22207 3941 3322 734 619

Tree=10
num_cat=0
split_feature=14 7 14 9 31 23 15
split_gain=153.352 53.7472 44.2693 37.7711 28.3808 27.6169 12.9895
threshold=27.500000000000004 1.5000000000000002 37.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2015.5000000000002
leaf_value=0.0061959424397316169 0.0092607701923682409 -0.01798448834196853 0.063056964311594244 0.049301561233924811 0.10333643148198382 0.0095590925235493774 0.041421470157035234
leaf_weight=140.3410022072494 326.58084670454264 1041.5769048035145 139.3236092031002 25.391095951199532 8.4535001628100854 53.758441083133221 53.143033258616924
leaf_count=2098 4255 17347 1509 369 87 589 628
internal_value=0 -0.0108603 0.0268124 -0.0161002 0.0130846 0.0492856 0.0171231
internal_weight=0 1260.45 528.116 1066.97 335.034 193.082 193.484
internal_count=26882 20442 6440 17716 4342 2098 2726

Tree=11
num_cat=0
split_feature=2 19 15 31 7 21
split_gain=135.462 67.3945 55.3234 18.8066 18.551 6.38789
threshold=1.0000000180025095e-35 1.0000000180025095e-35 2016.5000000000002 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35
leaf_value=0.053570885384027066 -0.017094800557864154 0.024668741444851403 0.01221585039256909 0.091301345143152982 0.019339547047274894 0.073098314080454349
leaf_weight=78.236576735973358 1072.5473036952317 42.338457927107811 273.16141675412655 16.569003835320473 278.28405901044607 25.418238155543804
leaf_count=793 18341 467 3866 133 3015 267
internal_value=0 -0.00801974 -0.011029 0.031689 0.0276768 0.0474447
internal_weight=0 1413.47 1345.71 373.09 356.521 67.7567

Tree=12
num_cat=0
split_feature=14 7 3 9 13 6 13
split_gain=128.116 46.6507 39.9964 33.616 30.5384 26.978 11.5991
threshold=27.500000000000004 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 57.500000000000007 5.5000000000000009 29.500000000000004
leaf_value=0.0055925987694505986 0.069439014211517006 -0.016933850714395533 0.0080281684843139575 0.045520794170108285 0.056889409244291929 0.0042702121054407002 0.038913205074015564
leaf_weight=144.00532221794128 91.79729888215661 1019.4136533886194 365.79973484575748 26.333148509263992 49.318830154836178 35.159383360296488 52.520093135535717
leaf_count=2043 916 17347 4560 369 526 438 683
internal_value=0 -0.0100762 0.02412 -0.015085 0.0145854 0.0530264 0.0156996
internal_weight=0 1242.27 542.075 1045.75 415.119 126.957 196.525
internal_count=26882 20442 6440 17716 5086 1354 2726

Tree=13
num_cat=0
split_feature=14 15 22 15 7 13
split_gain=112.716 42.5258 36.2913 28.3657 28.1283 18.7658
threshold=27.500000000000004 2016.5000000000002 1.0000000180025095e-35 2015.5000000000002 1.5000000000000002 38.500000000000007
left_child=1 4 3 -2 -1 -3
right_child=2 5 -4 -5 -6 -7
leaf_value=0.0072256619744958568 0.010560379236752895 2.752379574201075e-05 0.11645036537560172 0.041504809398602557 -0.019544792863948713 0.035047390993818255
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leaf_count=2224 4842 2513 100 1498 14665 1040
internal_value=0 -0.00954918 0.0223787 0.0194681 -0.0152034 0.0113975
internal_weight=0 1230.72 551.637 540.602 974.946 255.779
internal_count=26882 20442 6440 6340 16889 3553

Tree=14
num_cat=0
split_feature=2 13 15 8 4 1 13
split_gain=105.114 59.8157 33.7162 33.1787 17.945 23.4829 3.04484
threshold=1.0000000180025095e-35 31.500000000000004 2017.5000000000002 1.0000000180025095e-35 7.5000000000000009 1.5000000000000002 57.500000000000007
left_child=4 3 -3 -2 5 -1 -6
right_child=1 2 -4 -5 6 -7 -8
leaf_value=0.01101272412535631 -0.016991679568327249 0.0013998142240415129 0.040872121040499219 0.077195118160609949 -0.0077578321691048491 0.045378623210256909 0.023221174707480582
leaf_weight=126.48787499219179 934.22966238856316 354.19202781841159 94.475937947630882 9.2183205895125848 51.758581846952438 200.31906749308109 9.8590740635991079
leaf_count=1330 15840 5739 1227 135 531 1992 88
internal_value=0 -0.00719364 0.0102633 -0.0156449 0.0272961 0.0327449 0
internal_weight=0 1392.12 448.668 943.448 388.425 326.807 61.6177
internal_count=26882 22941 6966 15975 3941 3322 619

Tree=15
num_cat=0
split_feature=14 7 31 4 13 4 23
split_gain=97.4516 53.1913 44.2934 22.0061 19.5362 18.6709 1.35075
threshold=37.500000000000007 1.5000000000000002 1.0000000180025095e-35 7.5000000000000009 58.500000000000007 4.5000000000000009 1.0000000180025095e-35
left_child=1 4 -3 5 -1 -2 -5
right_child=3 2 -4 6 -6 -7 -8
leaf_value=0.014928007614726449 0.031858963556667112 -0.011215830716768254 0.061156025958834855 0.007339350979097028 0.089214201438822985 0.081317918077682502 -0.01278567921748814
leaf_weight=238.22052985057235 123.23771333694458 1290.9553864784539 25.991689141839743 32.608661696314812 10.717500962316988 44.073824234306812 13.183943025767801
leaf_count=3174 1265 21144 352 320 114 374 139
internal_value=0 -0.00473399 -0.00952588 0.0373711 0.019862 0.0470864 0
internal_weight=0 1565.89 1316.95 213.104 248.938 167.312 45.7926
internal_count=26882 24784 21496 2098 3288 1639 459

Tree=16
num_cat=0
split_feature=14 15 3 2 13 6 13
split_gain=87.181 36.0707 31.433 23.0121 22.8506 18.9952 13.3279
threshold=27.500000000000004 2016.5000000000002 2.5000000000000004 1.0000000180025095e-35 57.500000000000007 5.5000000000000009 38.500000000000007
left_child=1 3 5 -1 -4 -2 -3
right_child=2 6 4 -5 -6 -7 -8
leaf_value=0.01156582712513275 0.05684948873309658 0.00059987076529561395 0.0052424967481658107 -0.017121342536641476 0.045858419923483204 0.0026918142191964434 0.029861770347000403
leaf_weight=101.01993512362242 100.34922531247139 177.36993820220232 378.25948990508914 849.37890341877937 53.984117295593023 35.925347439944744 80.905539557337761
leaf_count=1257 916 2513 4560 15632 526 438 1040
internal_value=0 -0.00854644 0.0193244 -0.0138995 0.0109544 0.0439634 0.0105594
internal_weight=0 1208.67 568.518 950.399 432.244 136.275 258.275
internal_count=26882 20442 6440 16889 5086 1354 3553

Tree=17
num_cat=0
split_feature=2 19 13 4 1 21 13
split_gain=78.2958 54.7913 42.4749 14.1332 17.8479 5.08986 2.61592
threshold=1.0000000180025095e-35 1.0000000180025095e-35 51.500000000000007 7.5000000000000009 1.5000000000000002 1.0000000180025095e-35 54.500000000000007
leaf_value=0.0087974297056619688 -0.012988747070945137 0.022023060599660787 0.020471574609274588 -0.0089624599050900991 0.03832375479530209 0.065278644166829256 0.016922849495592633
leaf_weight=129.78460717946291 1158.3512686342001 43.376859068870544 142.16897168383002 48.783027537167072 212.25647063553333 26.888959936797619 13.546521745622156
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internal_value=0 -0.00632036 -0.00918224 0.0230382 0.027714 0.0427305 -0.000687391
internal_weight=0 1370.79 1300.52 404.371 342.041 70.2658 62.3295

Tree=18
num_cat=0
split_feature=14 7 31 23 13 4 5
split_gain=72.5524 47.0101 37.4328 20.3182 14.7483 11.6067 5.483
threshold=37.500000000000007 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 45.500000000000007 7.5000000000000009 3.5000000000000004
leaf_value=0.01144940800103247 0.04995673740031556 -0.010361234387380062 0.054612711303451522 -0.011571398610758876 0.051687596450017026 0.0054665096809972079 0.022494415816133335
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split_gain=0.227334 1.02285 1.82717 0.544055 1.44877 0.686637
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leaf_weight=578.55389692401513 44.400081696920097 7.9661298636347047 53.356767588295043 125.40583577379584 33.405132657848299 800.28470704797655
internal_value=0 0.00266159 0.00542395 -9.39172e-05 0.00301057 -0.000555628
internal_weight=0 105.723 97.7568 1537.65 158.811 1378.84

Tree=384
num_cat=0
split_feature=10 15 14 3 32 13 13
split_gain=0.221593 0.467963 1.60961 1.44521 0.378022 1.2428 0.636135
threshold=1.0000000180025095e-35 2008.5000000000002 32.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 45.500000000000007 41.500000000000007
leaf_value=5.7235327564389313e-05 0.0046354244015602737 0.018201470215443789 -0.01135027567357731 0.00015963598802531029 -0.00013780294413689905 0.0094416387843840287 -0.0027592640283024186
leaf_weight=908.72017300361767 46.422239721752703 18.603170607239008 31.512493826448917 110.40999275911599 122.97442604228854 54.410575800575316 350.36953098047525
leaf_count=17256 760 193 286 1270 2093 565 4459
internal_value=0 0.00185032 -0.00038778 0.00419216 -0.000180603 0.00218345 -0.000625436
internal_weight=0 206.948 77.9347 129.013 1436.47 177.385 1259.09
internal_count=26882 2509 1046 1463 24373 2658 21715

Tree=385
num_cat=0
split_feature=15 13 15 15 5 6 4
split_gain=0.209961 0.928446 2.59186 1.3716 0.578486 2.01557 0.927614
threshold=2015.5000000000002 55.500000000000007 2009.5000000000002 2009.5000000000002 2.5000000000000004 6.5000000000000009 2.5000000000000004
leaf_value=0.001039656444328991 0.00024428650650584836 -0.00052327400311532376 -0.0050516264750102863 0.011046251231991103 0.0055244654659094544 -0.0051097390331457278 -0.0091669750753753838
leaf_weight=650.01553565170616 187.83946184813976 41.703312546014786 361.58795798616484 54.35928522516042 244.39311171649024 67.047611664049327 36.343689965084195
leaf_count=11951 2131 525 7658 650 2548 939 480
internal_value=0 -0.0003731 -0.00101501 0.00483157 0.00103058 0.00277616 -0.000808781
internal_weight=0 1107.67 1011.6 96.0626 535.624 311.441 224.183
internal_count=26882 20784 19609 1175 6098 3487 2611

Tree=386
num_cat=0
split_feature=5 4 1 0 7 5 5
split_gain=0.212716 1.78072 2.43071 2.37585 1.47215 2.11198 1.8397
leaf_value=-0.0011985134049101696 -0.0056537925547129634 -0.015386290284790452 0.005234903242713175 0 0.020154644716533388 -0.0015765318201585181 0.00051349804780997357
leaf_weight=356.84360908018425 239.72108534118161 45.826243401039392 398.7084327833727 130.11687299469486 24.008037626743317 12.419938982464371 435.43760360684246
leaf_count=6501 2784 718 5548 2487 180 167 8497
internal_value=0 0.000660034 0.00202767 -0.00438738 -0.000678785 0.00989218 -0.00149594
internal_weight=0 931.495 755.552 175.943 711.587 36.428 675.159

Tree=387
num_cat=0
split_feature=4 4 6 15 15 6 16
split_gain=0.217643 2.39399 3.07128 2.85731 1.57233 1.75711 1.51919
threshold=1.5000000000000002 3.5000000000000004 5.5000000000000009 2013.5000000000002 2019.5000000000002 3.5000000000000004 1.0000000180025095e-35
leaf_value=-0.0040787246395190824 0.01533680526509347 0.0016026725297389544 -0.0099332728479415364 -0.0016009380070344155 0.0091164027241894107 0.00078041666515238047 -0.0057007695445012423
leaf_weight=443.22882376611233 74.896166769322008 347.7130797910504 97.226133298594505 37.641207760199904 99.543930047191679 526.2568693542853 16.780068784020841
leaf_count=6836 1111 4801 2295 376 945 10330 188
internal_value=0 0.00100602 -0.00067632 0.00863544 -0.000413343 -0.00130949 0.005751
internal_weight=0 557.477 444.939 112.537 1085.81 969.486 116.324
internal_count=26882 8583 7096 1487 18299 17166 1133

Tree=388
num_cat=0
split_feature=8 6 13 14 14 15
split_gain=0.211307 0.429486 0.515402 0.396661 0.901906 0.482865
threshold=1.0000000180025095e-35 5.5000000000000009 28.500000000000004 52.500000000000007 42.500000000000007 2010.5000000000002
leaf_value=0 0.006212846104612613 0.0091106365292387206 -0.0082778852491796409 0.0093989252195319818 -0.0055730800037503544 0
leaf_weight=1442.3736391244456 11.898339658975603 23.153869030997157 13.833472013473509 29.33373711630702 101.82936911378056 20.713040258735418
leaf_count=25422 75 164 92 209 798 122
internal_value=0 0.0037246 0 -5.48539e-05 -0.000309492 0.00479251
internal_weight=0 48.8857 25.7318 1594.25 1544.2 50.0468

Tree=389
num_cat=0
split_feature=10 15 5 0 3 13 13
split_gain=0.205858 0.447591 0.488082 0.351434 2.7946 1.27739 0.00732592
threshold=1.0000000180025095e-35 2002.5000000000002 10.500000000000002 1.0000000180025095e-35 1.5000000000000002 48.500000000000007 14.500000000000002
leaf_value=-0.012705297393174737 -0.0071633441472834158 0.0044270015595899905 -0.0014212236956018102 5.5285225778358806e-06 0.0042568897081693277 -0.0051802563779763146 0
leaf_weight=33.322273953817785 5.7247772477567178 169.937504818663 25.203838168643415 979.69069604389369 239.76446403563023 183.22764881886542 6.202337839640677
leaf_count=413 81 1892 442 18529 3146 2285 94
internal_value=0 0.00177849 0.00298233 -0.000180583 0.00156484 -0.000709346 -0.00539272
internal_weight=0 207.068 195.141 1436.01 273.087 1162.92 11.9271

Tree=390
num_cat=0
split_gain=0.226835 1.2352 2.33108 2.13391 0.948129 2.50749 1.71411
leaf_value=9.875006587495366e-05 -0.00031299917419001555 -0.0054344718745647416 0.0063371798736097228 -0.01658098305883899 -0.015585264121316854 -0.00071017815687818872 0.0069192881172152453
leaf_weight=75.829466154798865 384.99241575598717 62.112249882891774 237.22903307154775 28.413431692868471 40.563329461496323 672.35213357489556 141.81598325679079
internal_value=0 0.00125908 0.00341532 -0.00359287 -0.000335988 -0.00181703 0.00141321
internal_weight=0 403.584 299.341 104.243 1239.72 712.915 526.808

Tree=391
num_cat=0
split_feature=25 0 15 1 12 13 13
split_gain=0.201414 2.50076 1.20682 0.674232 0.441755 1.00998 0.633056
threshold=1.0000000180025095e-35 1.0000000180025095e-35 2020.5000000000002 2.5000000000000004 1.0000000180025095e-35 58.500000000000007 72.500000000000014
leaf_value=-0.0002695534375025128 0.0174406224715489 -0.021258615612272144 0 0 0.0064734675140225035 -0.0089579730796941134 0.0087810716640096195
leaf_weight=1468.9691229998134 7.9961598003283152 23.754746629390869 2.1404513008892527 13.667776412330568 96.047325590625405 7.6201798729598513 23.5269232429564
leaf_count=23880 110 902 25 216 1485 70 194
internal_value=0 -0.00358979 -0.0166429 0.00681595 0.000156778 0.00382591 -1.65302e-05
internal_weight=0 47.5591 25.8952 21.6639 1596.16 103.668 1492.5
internal_count=26882 1253 927 326 25629 1555 24074

Tree=392
num_cat=0
split_feature=6 4 4 6
split_gain=0.200137 0.225575 2.0496 1.4922
threshold=1.5000000000000002 1.5000000000000002 3.5000000000000004 3.5000000000000004
leaf_value=0.0087742950007914239 -0.0030609014838104717 0.0079269892975961376 -0.00068179669187582435 0.0012432746785299065
leaf_weight=5.4737556371837846 488.59218272194266 112.77977631799877 443.20729660149664 593.56608337908983
leaf_count=75 7207 1483 7076 11041
internal_value=0 -7.29824e-06 0.000862888 -0.000579708
internal_weight=0 1638.15 555.987 1082.16
internal_count=26882 26807 8559 18248

Tree=393
num_cat=0
split_gain=0.197338 0.540658 0.423753 1.19787 0.786209 0.268159
leaf_value=0.0044177006636823809 -0.0062383994504231254 0.013243320015089015 0.0056783999022994788 -0.0092914338713058677 -0.00015921836445953379 0.0041398934922342633
leaf_weight=16.888829180970788 12.417821638286112 11.014570087194441 80.022370426915586 56.895064671523869 1451.8660106603056 14.454988913610579
internal_value=0 0.00404622 -5.83599e-05 -0.00435408 7.0415e-05 0
internal_weight=0 37.8874 1605.67 73.7839 1531.89 26.8728

Tree=394
num_cat=0
split_feature=13 2 9 5 13 2 1
split_gain=0.21063 1.42001 1.87846 1.62095 1.37721 2.45692 0.915931
threshold=12.500000000000002 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 13.500000000000002 1.0000000180025095e-35 1.5000000000000002
leaf_value=0.010112706026539001 -0.0035700608959310857 -0.005996229068350508 0.019188446508716397 -0.0048686460045340198 -0.0025061175749450954 0.01538401312299871 0.00091372795305302509
leaf_weight=59.660646729171276 23.080057827755809 197.68811793252826 5.2371827363967887 24.892629563808441 381.60981646087021 51.877953399904072 899.34732260275632
leaf_count=540 193 4547 38 198 7153 996 13217
internal_value=0 -0.0013851 -0.00437734 0.0041557 0.000354978 0.00793492 -4.37576e-06
internal_weight=0 287.479 202.925 84.5533 1355.92 74.958 1280.96
internal_count=26882 5323 4585 738 21559 1189 20370

Tree=395
num_cat=0
split_feature=3 7 17 28 7 15
split_gain=0.194142 1.19722 1.60864 0.913186 0.946591 0.799115
threshold=2.5000000000000004 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 2010.5000000000002
leaf_value=-0.00036569396369356147 -0.0013732821178564214 -0.011324138755098793 0.0069982264510398138 0.014110921857252458 0.0030333479088687368 0
leaf_weight=189.20565993338823 1042.9471589117311 34.672207612544298 162.08475057408214 10.808878052048383 185.3144342917949 18.153466529212892
leaf_count=3228 17662 614 1506 178 3490 204
internal_value=0 0.00115982 0.00268848 -0.000316067 -0.000592371 -0.006149
internal_weight=0 404.116 351.29 1239.07 1228.26 52.8257

Tree=396
num_cat=0
split_feature=7 0 0 31 23 15
split_gain=0.206097 0.643332 0.606807 0.476471 1.40842 0.906117
threshold=1.5000000000000002 3.5000000000000004 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 2011.5000000000002
leaf_value=-0.001201749009735516 0.00019906827155831121 -0.010935758795707457 0.0036884717126757097 0.01190935201526205 -0.004775740375811301 0
leaf_weight=79.454200288280845 1021.5791308381595 7.5515319034457198 253.14174548350275 27.621930049732327 229.55249125696719 23.980401199311018
leaf_count=715 18061 146 2735 238 4810 177
internal_value=0 0.00132862 0.00211944 -0.000286515 -0.000617277 0.00481769
internal_weight=0 340.147 332.596 1302.73 1251.13 51.6023
internal_count=26882 3596 3450 23286 22871 415

Tree=397
num_cat=0
split_feature=15 11 5 13 5 5 13
split_gain=0.197466 0.954765 3.15118 1.54792 0.581594 1.89268 1.60053
threshold=2015.5000000000002 1.0000000180025095e-35 10.500000000000002 53.500000000000007 5.5000000000000009 2.5000000000000004 44.500000000000007
leaf_value=-0.0021380773029586186 -0.00072060155985125029 0.008025877079593376 -0.012277919139262784 0.0052924955335412402 0.0012325629525979859 0.0070716962349593971 -0.011236518956625339
leaf_weight=853.61520761158317 223.7766224173829 129.72333314269781 25.75075145997107 98.238935120403767 102.25248658657074 166.94923879764974 42.508023742586374
leaf_count=16879 2611 2071 560 1274 1569 1479 439
internal_value=0 -0.000404608 0.00361858 -0.00121358 0.000965197 0.00230099 -0.00170153
internal_weight=0 1107.33 155.474 951.854 535.486 390.726 144.761

end of trees

feature_importances:
Column_13=437
Column_15=310
Column_5=217
Column_4=146
Column_2=128
Column_7=116
Column_3=110
Column_14=108
Column_0=100
Column_1=78
Column_6=78
Column_23=72
Column_9=58
Column_11=57
Column_17=56
Column_10=52
Column_16=47
Column_19=44
Column_12=42
Column_8=41
Column_31=38
Column_18=37
Column_22=37
Column_33=35
Column_32=30
Column_25=29
Column_21=24
Column_28=18
Column_26=4
Column_29=2
Column_27=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 398]
[learning_rate: 0.058855]
[num_leaves: 8]
[num_threads: 8]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 3]
[min_data_in_leaf: 71]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 400]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[early_stopping_round: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 2.28698]
[lambda_l2: 3.5298]
[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]
[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: ]
[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