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n_grams_probability

like 0

tree

version=v3

num_class=9

num_tree_per_iteration=9

label_index=0

max_feature_idx=10

objective=multiclass num_class:9

feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10

feature_infos=[0:17.462764063495118] [0:21.950511735775493] [0:20.167710415427706] [0:19.919286791253864] [0:33.140982604211274] [0:18.293993955024668] [0:21.972525585940197] [0:23.269893218498208] [0:14.961580628674605] [0:18.643998702683056] [0:22.085835715742867]

tree_sizes=964 962 960 967 655 958 868 964 960 975 973 869 976 659 971 972 976 981 977 878 874 976 660 978 977 978 982 975 980 871 977 989 972 976 976 988 973 979 876 973 659 974 973 977 981 972 975 879 974 985 970 970 974 981 977 976 876 970 770 970 969 983 983 982 982 774 981 663 970 975 981 986 982 881 773 976 875 977 971 979 984 981 881 981 973 870 979 979 979 986 981 989 773 975 661 981 982 978 976 978 984 774 974 877 981 970 980 985 984 883 774 977 768 982 986 985 986 985 980 775 983 875 978 971 976 992 988 883 776 977 667 982 976 983 990 988 978 775 980 982 990 977 984 987 980 985 985 975 668 983 978 984 983 982 879 777 972 991 983 980 979 985 988 985 776 978 668 984 984 984 992 988 986 984 977 669 981 982 983 980 982 989 774 980 668 985 984 986 987 987 985 982 971 671 988 978 985 992 987 982 987 983 669 983 984 877 981 987 979 879 984 777 983 990 878 987 983 984 983 982 774 882 981 878 996 982 984 881 982 989 985 977 882 984 985 982 875 981 774 984 979 987 983 984 881 879 976 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981 976 990 982 987 884 981 987 985 987 777 672 967 986 874 990 773 980 769 985 981 987 990 985 981 984 978 981 994 992 881 989 980 989 974 991 876 980 984 991 988 983 974 982 981 982 977 671 979 671 884 992 978 989 772 985 978 985 978 984 990 774 988 979 979 993 978 986 985 975 979 988 980 986 983 670 885 667 982 978 992 980 780 673 672 989 881 979 775 979 985 873 991 988 987 775 969 993 989 877 983 982 880 984 671 983 980 993 986 777 991 985 977 988 989 983 981 874 666 985 983 988 989 991 874 881 772 982 672 984 672 877 989 984 978 879 772 990 982 983 984 997 981 983 983 985 995 777 674 883 990 989 987 979 775 973 980 984 671 989 995 993 981 991 979 990 988 987 981 781 976 982 775 977 980 983 986 983 975 984 879 777 985 668 984 985 989 984 991 984 983 984 980 989 988 981 979 992 875 783 985 982 673 988 982 780 972 977 987 988 969 975 986 985 978 979 982 776 671 987 985 773 988 980 984 883 982 993 980 991 669 986 985 988 883 980 674 978 673 984 873 982 990 879 983 995 670 674 993 987 988 990 981 987 982 984 988 986 975 784 998 882 985 988 982 990 976 991 975 985 771 981 977 987 987 990 980 989 882 981 991 985 986 670 989 983 987 990 772 987 981 988 985 982 977 984 991 875 879 991 989 675 674 986 987 990 991 768 976 977 884 980 985 874 994 978 987 675 667 979 991 977 778 980 772 879 989 986 982 990 992 994 990 984 984 982 990 995 977 984 975 984 982 993 996 881 983 779 993 981 993 979 987 989 980 995 671 990 987 988 874 984 987 993 775 983 987 776 993 982 878 673 781 675 774 986 991 987 772 779 982 990 979 668 987 993 975 982 983 989 968 674 882 988 570 992 988 981 988 781 776 987 976 987 874 876 992 991 980 987 987 996 994 992 982 991 991 971 882 984 973 977 985 984 677 992 889 672 987 993 978 982 992 987 987 994 989 973 983 986 988 988 986 675 982 772 764 982 984 976 983 673 985 979 984 983 990 778 978 873 991 987 674 677 883 991 977 984 773 672 994 981 671 889 991 568 995 986 987 989 786 777 672 981 985 992 873 989 987 977 990 780 988 989 994 986 876 879 979 777 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Tree=0

num_leaves=8

num_cat=0

split_feature=8 3 3 5 5 5 3

split_gain=31574.7 8327.51 3104.35 15291.4 2929.78 1485.91 64.9239

threshold=14.871999165111028 9.1322750842111429 9.5962103380085662 11.210929380653097 11.642120317757486 9.996342174341839 9.4161718851066158

decision_type=2 2 2 2 2 2 2

left_child=1 5 6 -4 -3 -1 -2

right_child=2 4 3 -5 -6 -7 -8

leaf_value=-1.6853594941414414 -2.1796919194690676 -1.4184601699706998 -1.5485710431930171 -2.1726766159621111 -2.0014616724461716 -2.1150162449838579 -2.1354452824251555

leaf_weight=106.70518463850021 6891.9501916915178 878.47378966212273 490.37670682370663 1951.6722480654716 95.887147486209869 318.02570582926273 352.69259761273861

leaf_count=868 56063 7146 3989 15876 780 2587 2869

internal_value=-2.08053 -1.63664 -2.14468 -2.04719 -1.47569 -2.0064 -2.17755

internal_weight=0 1399.09 9686.69 2442.05 974.361 424.731 7244.64

internal_count=90178 11381 78797 19865 7926 3455 58932

is_linear=0

shrinkage=1

Tree=1

num_leaves=8

num_cat=0

split_feature=8 8 0 0 8 3 3

split_gain=5280.9 17309 6429.74 847.673 21.4872 54.0288 0.491808

threshold=14.907335691510722 14.892420099699093 9.2506165925002755 8.4856532054216007 14.910527555780067 8.3912310005437636 7.555671347408925

decision_type=2 2 2 2 2 2 2

left_child=1 3 -3 -1 5 -2 -6

right_child=4 2 -4 -5 6 -7 -8

leaf_value=-2.6526013088494138 -2.5965720784190478 -2.0968184706669581 -2.7497273029337514 -2.8444023284755109 -2.8557084387944185 -2.8434904743196068 -2.865697490145803

leaf_weight=261.37554734945297 9.3725575059652311 567.89778015017509 205.33821409195662 1895.6987614706159 144.02056674659252 60.921623788774014 2807.4769965931773

leaf_count=3960 142 8604 3111 28721 2182 923 42535

internal_value=-2.77119 -2.67556 -2.26995 -2.82112 -2.86393 -2.80858 -2.86524

internal_weight=0 2930.31 773.236 2157.07 3021.79 70.2942 2951.5

internal_count=90178 44396 11715 32681 45782 1065 44717

is_linear=0

shrinkage=1

Tree=2

num_leaves=8

num_cat=0

split_feature=1 8 8 8 8 8 8

split_gain=12181 11210.4 2551.12 1212.91 4376.85 6.25014 1.82363

threshold=7.9407601925357643 14.904746724265181 14.893562915328795 14.907335691510722 14.893110676724056 14.909654479947964 14.909654479947964

decision_type=2 2 2 2 2 2 2

left_child=1 2 -1 4 -2 -3 -5

right_child=3 5 -4 6 -6 -7 -8

leaf_value=-2.3012275212491669 -2.9280033812044248 -2.8084993779411862 -1.6861404798037347 -2.9298347161833647 -2.6041095828196532 -2.9548457983319611 -2.9551308729498302

leaf_weight=128.94122023135424 1880.0540083050728 2.3664506301283827 148.54028570652008 41.928650908172131 535.12123351544142 195.56590720266104 2539.3228825703263

leaf_count=2125 30984 39 2448 691 8819 3223 41849

internal_value=-2.86104 -2.3779 -1.96892 -2.9071 -2.85616 -2.95284 -2.95475

internal_weight=0 475.414 277.482 4996.43 2415.18 197.932 2581.25

internal_count=90178 7835 4573 82343 39803 3262 42540

is_linear=0

shrinkage=1

Tree=3

num_leaves=8

num_cat=0

split_feature=2 8 8 1 2 8 2

split_gain=7052.99 21359.5 7040.19 666.846 1339.71 318.452 155.132

threshold=13.912018552077223 14.900969179202596 14.834612849217498 10.326383371568493 14.571220060887315 14.905998535555076 14.404392704405003

decision_type=2 2 2 2 2 2 2

left_child=1 2 -1 6 -5 -3 -2

right_child=3 5 -4 4 -6 -7 -8

leaf_value=-2.8491642790359317 -2.9059026021983621 -2.6422860029732553 -1.7335607740626078 -2.5252737261786193 -2.9054460231218138 -2.9613502939343364 -2.9601137331738712

leaf_weight=72.548993431031704 641.16816352680326 31.792474880814552 256.61069010943174 110.37725771591067 551.88628857955337 701.22725611180067 3023.4524091072381

leaf_count=1214 10729 532 4294 1847 9235 11734 50593

internal_value=-2.87726 -2.64649 -1.97862 -2.93395 -2.84165 -2.94721 -2.95064

internal_weight=0 1062.18 329.16 4326.88 662.264 733.02 3664.62

internal_count=90178 17774 5508 72404 11082 12266 61322

is_linear=0

shrinkage=1

Tree=4

num_leaves=5

num_cat=0

split_feature=8 8 2 3

split_gain=36963.2 27970.7 1823.3 1483.93

threshold=14.89098124964333 14.889251060631423 13.62099497007585 9.2237323948137391

decision_type=2 2 2 2

left_child=1 3 -3 -1

right_child=-2 2 -4 -5

leaf_value=-1.5279995760811251 -1.7098760935120227 -1.5989468364818151 -1.1758367920798567 -1.6837910107806495

leaf_weight=930.26452162861824 10563.384122207761 105.43965803086758 2986.9730318933725 1779.4076540321112

leaf_count=5126 58207 581 16459 9805

internal_value=-1.5985 -1.39574 -1.19026 -1.6303