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
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tree_sizes=1891 1942 1921 1919 1931 1928 1938 1943 1927 1935 1922 1928 1927 1929 1924 1943 1931 1929 1940 1938 1934 1939 1932 1931 1937 1934 1935 1934 1933 1932 1937 1942 1931 1932 1936 1933 1942 1952 1941 1953 1949 1944 1946 1930 1930 1929 1948 1933 1935 1925 1921 1914 1928 1924 1924 1914 1917 1921 1925 1933 1919 1919 1923 1933 1922 1929 1911 1901 1928 1925 1911 1926 1917 1829 1942 1932 1927 1942 1926 1924 1931 1934 1942 1914 1930 1933 1924 1932 1935 1918 1919 1938 1824 1931 1929 1924 1927 1933 1933 1923 1808 1915 1820 1931 1915 1920 1922 1932 1926 1942 1928 1939 1931 1934 1923 1816 1912 1931 1929 1823 1944 1938 1922 1936 1913 1945 1921 1815 1922 1935 1812 1800 1920 1927 1914 1923 1935 1930 1914 1920 1924 1921 1927 1918 1920 1928 1918 1928 1925 1919 1915 1914 1916 1922 1807 1912 1820 1919 1934 1947 1914 1816 1920 1803 1814 1926 1926 1916 1921 1924 1910 1916 1917 1925 1924 1922 1923 1912 1805 1916 1938 1936 1942 1939 1934 1943 1922 1930 1935 1954 1805 1932 1942 1929 1934 1943 1919 1939 1929 1935 1051 1052 1050 1041 1036 1049 1048 1049 1049 1046 1047 1050 1036 1040 1049 1049 1046 1052 1048 1056 1045 1050 1055 1047 1054 1047 1046 1046 1042 1034 1051 1051 1058 1046 1045 1039 1047 1051 1048 1048 1043 1044 1048 1048 1049 1048 1045 1048 1055 1036 1053 1052 1059 1051 1033 1051 1042 1046 1045 1045 1043 1049 1051 1050 1053 1045 1055 1050 1051 1039 1051 1044 1040 1050 1052 1032 1046 1049 1052 1038 1048 1051 1039 1048 1033 1037 1043 1025 1047 1037 1049 1036 1041 1029 1033 1044 1040 1044 1050 1041 1049 1045 1054 1055 1049 1041 1048 1049 1058 1044 1050 1048 1040 1046 1054 1047 1052 1045 1053 1045 1048 1044 1056 1056 1051 1045 1046 1053 1047 1045 1047 1052 1043 1052 1049 1050 1035 1055 1054 1037 1048 1038 1042 1031 1040 1036 1031 1050 1039 1041 1054 1064 1059 1040 1053 1031 1045 1035 1057 1040 1054 1044 1042 1048 1046 1065 1046 1035 1060 1049 1034 1031 1059 1037 1025 1052 1048 1054 1041 1056 1043 1048 1045 1039 1032 1041 1044 1042 1040 1038 1062 1044 1026 1039 1033 1056 1043 1045 1049 1044

Tree=0
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split_gain=3627.44 1431.66 894.688 603.588 640.432 536.889 405.488 551.672 196.287 150.786 72.1386 69.7225 27.5998 24.4002 22.0946
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is_linear=0
shrinkage=1

Tree=1
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split_feature=48 28 18 8 8 38 28 6 17 13 6 17 28 28 9
split_gain=3399.19 1336.35 844.946 568.15 632.283 499.098 394.442 346.774 176.965 171.184 79.1573 64.4844 61.8588 25.2396 21.8697
threshold=-1.1439211964607237 -0.036551302298903458 -0.065606351941823945 -0.037901084870100014 0.031396608799695976 1.0000000180025095e-35 -0.012710257433354853 -0.0036708945408463474 -0.93824821710586537 0.0023863855749368672 -0.0036709147971123453 -0.87786456942558277 -0.040517184883356087 -0.0084365699440240843 -0.054784949868917458
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leaf_weight=149.98866724967957 7933.6534538269043 548.11296127736568 1067.447798460722 49154.875615373254 19880.983558937907 595.50097221136093 5703.5127178132534 5642.3343805372715 20979.160590291023 998.03704312443733 1001.8798227012157 2610.9434407651424 1707.4791864156723 399.8743794709444 14246.265792578459
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internal_value=-1.51057e-05 0.00198815 -0.0139485 0.000112454 -0.00134712 0.00867951 -0.0107915 -0.0135191 0.00479317 -0.0314321 -0.0359156 0.0208491 0.000360948 -0.0151251 0.00692022
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shrinkage=0.033

Tree=2
num_cat=0
split_feature=28 47 6 28 21 44 28 9 28 6 28 21 28 13 28
split_gain=2148.41 1696.33 713.139 683.916 693.198 606.122 570.387 496.702 105.276 96.2354 55.638 45.6878 95.4252 37.6211 23.6796
threshold=-0.018960512243211266 -1.279981195926666 -0.0036708941916003819 0.016264427453279499 1.9067775607109072 1.0000000180025095e-35 -0.00085027812747284759 -0.018778530880808827 -0.036551302298903458 0.7312045991420747 -0.034784363582730286 3.0895459651947026 -0.1454990357160568 -0.034718699753284447 -0.64609298110008229
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leaf_weight=2080.7867849618196 1828.39720672369 11145.44479522109 3603.727928429842 32317.738894090056 1594.69259506464 1605.9037773758173 4863.352486923337 40702.543365567923 4972.2442799210548 1268.109974950552 3413.8749636411667 299.55783957242966 188.89591091871262 1659.6367793232203 21068.415610909462
leaf_count=8512 7513 45707 14789 132511 6550 6553 20081 167157 20402 5212 13999 1218 770 6775 86242
internal_value=-1.48004e-05 -0.00254405 -0.0144087 -0.000944259 0.00269957 0.00696058 -0.0214012 -0.00332759 0.0054684 -0.00480416 0.00230053 0.0194956 0.0289087 0.0180876 0.006616
internal_weight=132613 97324 11563.6 85760.4 33912.4 35289.3 6691.75 51848 31535.3 4871.84 8386.12 3753.99 488.454 3265.54 23149.2
internal_count=543991 399520 47595 351925 139061 144471 27594 212864 129155 20001 34401 15316 1988 13328 94754

Tree=3
num_cat=0
split_feature=48 28 47 17 28 38 8 8 1 6 6 17 8 8 11
split_gain=3074.33 1154.51 715.48 536.01 538.334 432.44 263.06 362.762 253.061 245.477 178.653 56.4431 45.1124 36.9175 21.2854
threshold=-1.1439211964607237 -0.036551302298903458 -1.279981195926666 -0.87786456942558277 0.040106747299432761 1.0000000180025095e-35 0.021342030726373199 -0.02416235581040382 -0.0028918832540512081 0.45136342942714697 -0.0036709014093503352 -0.87786456942558277 -0.039017556235194199 0.082529019564390196 -1.8144592642784116
left_child=2 5 8 9 -5 14 7 -4 12 -3 -10 -7 -1 -8 -2
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Tree=4
num_cat=0
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split_gain=2894.89 1000.16 511.619 542.229 466.736 540.231 360.779 610.719 366.639 126.755 58.9957 42.8097 29.9706 25.9558 9.96043
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Tree=5
num_cat=0
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split_gain=2743.81 1052.18 646.263 492.306 528.945 366.262 280.616 257.332 234.55 120.231 74.2749 52.1284 38.0177 27.2493 15.2291
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Tree=6
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Tree=7
num_cat=0
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split_gain=2410.81 943.374 638.326 475.86 492.211 332.088 314.905 264.275 121.892 94.6947 80.0234 48.4835 39.2096 24.6739 8.78839
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leaf_weight=123.66582766920328 59167.95198969543 3.5658970326185218 6408.1114723086357 24313.219082780182 53037.301841378212 338.51248320192099 3.2358356937766066
leaf_count=1145 241822 16 26576 109592 218412 2493 22
internal_value=-4.17835e-05 -0.00783643 -1.62072e-05 -0.000358853 0.000464982 -0.00346647 -0.0196162
internal_weight=143396 468.98 142927 83481.2 59445.4 342.078 126.902
internal_count=600078 3676 596402 351414 244988 2509 1167

Tree=392
num_cat=0
split_feature=48 25 35 7 45 17 14
split_gain=17.461 15.0746 13.905 11.5598 9.58125 9.38907 7.96742
threshold=-2.5940562486648555 -1.0366232395172117 -1.6251586079597471 -1.010111331939697 -0.027987113222479817 3.7556935548782353 0.027551462873816494
left_child=1 5 4 -4 -2 -1 -3
leaf_value=-0.022139441968685045 0.0083795505917407444 -0.0064263175283693847 0.0032119304311960385 -1.3999639146892209e-05 -0.0044276417537496629 0.04548765407387962 0.0086782584424866666
leaf_weight=107.13034698367119 94.517689168453217 291.15916534513235 1710.2359131276608 139633.59060645849 1480.9224139228463 3.2163041159510604 64.968866027891636
leaf_count=1027 386 2231 6871 582149 6996 21 397
internal_value=-4.01672e-05 -0.00757333 -1.55797e-05 2.50336e-05 -0.00365928 -0.0201683 -0.00367077
internal_weight=143386 466.475 142919 141344 1575.44 110.347 356.128
internal_count=600078 3676 596402 589020 7382 1048 2628

Tree=393
num_cat=0
split_feature=48 25 23 0 28 17 23
split_gain=16.2202 14.2529 14.2087 46.5279 28.4967 8.67665 7.87396
threshold=-2.5940562486648555 -1.0366232395172117 -0.0014371092547662554 -0.0022947916295379396 -0.0039792077150195828 3.7556935548782353 -0.027622920460999009
leaf_value=-0.021618706922064562 0.00028317099808016752 0.073320823217025849 0.0030373076549031794 -0.0016968435661602747 0.00016446419850136898 0.04265071328156101 -0.0039751511053146621
leaf_weight=105.46539764478803 57066.115176588297 2.0159507393836966 5821.8331686034799 26403.008078232408 53626.436833612621 3.294825814664363 353.2659325376153
leaf_count=1027 232397 9 24098 119017 220890 21 2619
internal_value=-3.861e-05 -0.00731824 -1.49735e-05 -0.000343149 0.000445805 -0.0196717 -0.00353656
internal_weight=143381 464.042 142917 83469.1 59448.3 108.76 355.282
internal_count=600078 3676 596402 351414 244988 1048 2628

Tree=394
num_cat=0
split_feature=48 8 35 51 25 14 51
split_gain=15.064 13.7784 23.837 16.8877 13.5144 8.33976 7.79733
threshold=-2.5940562486648555 -0.17906608432531354 -1.2374798059463499 0.16752734035253528 -0.84910756349563588 0.027551462873816494 -0.19827969372272489
leaf_value=-0.021889205394675239 0.0021392666165516356 -0.001399322103897663 8.6764675006610107e-05 -0.0010367622971956863 -0.0059685348831719463 0.009819331925609286 0.0081914865290546243
leaf_weight=107.03945556655526 8857.7733734697104 19259.864285722375 111218.29210550338 3573.8219113945961 277.40606087446213 62.323720395565033 14.935753770172594
leaf_count=1060 35602 80963 465357 14480 2130 379 107
internal_value=-3.71161e-05 -1.43937e-05 -0.000132596 0.00122623 -0.0070703 -0.00307224 -0.0182059
internal_weight=143371 142910 130478 12431.6 461.705 339.73 121.975
internal_count=600078 596402 546320 50082 3676 2509 1167

Tree=395
num_cat=0
split_feature=48 1 1 18 22 52 31
split_gain=17.1065 24.5733 80.9364 23.1821 17.2454 15.8876 11.1524
threshold=0.42069473117589956 -0.0037464592605829235 -0.0036749573191627856 -0.019557600840926167 0.33658398687839514 0.35173907876014715 2.4416670799255376
leaf_value=0.0028572616328777548 0.0010337978382208837 -0.0043133125107300387 -0.00020196461178961008 2.4044979460007338e-05 -0.0015242708968499117 0.00085119014595529769 0.019851590549847985
leaf_weight=4993.4115312919021 33869.899368539453 8808.1169714331627 42059.001406736672 36507.485447496176 9494.5559955239296 7801.0051262974739 47.970768362283707
leaf_count=21249 137435 43690 177628 150614 38574 31571 196
internal_value=-2.23323e-05 -0.000339309 -0.000913883 0.000364939 0.000549363 -0.000452841 0.00106041
internal_weight=143581 92368 50867.1 41500.9 51213.4 17295.6 33917.9
internal_count=600957 393181 221318 171863 207776 70145 137631

Tree=396
num_cat=0
split_feature=55 7 0 33 37 28 7
split_gain=18.8412 22.0012 22.6691 20.6526 13.1905 26.4316 10.3929
threshold=0.36563305556774145 -0.052757617086172097 -0.026700210757553574 0.29839360713958746 4.5166690349578866 0.097450174391269698 -2.1393389701843257
leaf_value=0.0073378931945669345 0.0014843490157227419 0.0023401513548361162 -0.0012220547125385193 -0.0031170438619527166 0.007088121054142583 -0.0050552678871941268 0.00025053918490279461
leaf_weight=315.8676895648241 10923.187931418419 2909.5249681472778 41110.791209816933 1716.8122301846743 1083.0159038156271 364.34721636772156 85149.297208063304
leaf_count=1268 44063 11859 174873 7084 4462 1514 355834
internal_value=-2.14717e-05 -0.000574802 -0.000986611 0.000859371 0.000339257 0.00403124 0.000276733
internal_weight=143573 56660.3 44020.3 12640 86912.5 1447.36 85465.2
internal_count=600957 237879 186732 51147 363078 5976 357102

Tree=397
num_cat=0
split_feature=48 34 6 4 1 18 20
split_gain=15.6718 23.0334 56.79 16.2547 15.8552 14.1488 14.0593
threshold=0.42069473117589956 1.3778149485588076 -0.0032315368298441167 0.24512328952550891 -0.0037464592605829235 0.10451051965355874 -0.031473683193325989
leaf_value=0.0003490163391485388 0.0047565440412536469 -0.011895322539211457 -0.00029133112909095991 0.002567499165705007 -0.00069337720764285811 -0.01624313658125907 0.00047574608010438003
leaf_weight=41501.079123362899 1194.9446315616369 897.84715861082077 2246.6393301188946 97.179131910204887 47707.220184519887 162.55326104164124 49760.869398579001
leaf_count=171858 4905 6269 9998 394 205056 657 201820
internal_value=-2.06366e-05 -0.000324075 -0.00360463 0.000526529 -0.00020844 -0.00920512 0.000576133
internal_weight=143568 92352.8 3144.49 51215.5 89208.3 259.732 50955.8
internal_count=600957 393181 16267 207776 376914 1051 206725

Tree=398
num_cat=0
split_feature=55 7 0 51 12 33 47
split_gain=17.3808 20.1389 20.865 19.4633 12.7474 20.8461 10.9645
threshold=0.36563305556774145 -0.052757617086172097 -0.026700210757553574 0.19040152430534366 -0.26059690117835993 -0.39253015816211695 0.76627792418003093
leaf_value=-0.0011069746139056849 0.0016683008970007156 0.0022457494250786155 -0.0011714213422346373 -0.0019422543014506611 -0.00015149077737688132 0.002255392377345167 0.00098054917641786127
leaf_weight=3792.4380379877985 9673.2010333091021 2910.2217367142439 41099.04949702695 2967.5634970664978 55335.711350753903 10766.53850390017 17014.934841424227
leaf_count=17606 39025 11859 174873 12122 230948 45539 68985
internal_value=-1.98444e-05 -0.000551361 -0.000945452 0.000820682 0.000326612 0.00137954 0.000114735
internal_weight=143560 56650 44009.3 12640.8 86909.6 14559 72350.6
internal_count=600957 237879 186732 51147 363078 63145 299933

Tree=399
num_cat=0
split_feature=55 7 0 26 54 28 45
split_gain=16.0527 18.8973 20.0088 14.6795 11.8768 24.3785 9.71059
threshold=0.36563305556774145 -0.084363792091608034 -0.037705546244978898 0.81041687726974498 4.5166687965393075 0.097450174391269698 0.17919377982616427
leaf_value=0.00023060046739669952 0.00016839605849467389 0.0028333144307250316 -0.0010161827038547425 0.0037351096805014346 0.0067545866473285024 -0.0049098994116812946 0.0074704460715749738
leaf_weight=85181.906770475209 6746.0171358585358 2151.0903477817774 45374.036890566349 2372.3183305412531 1082.4943231642246 364.2182978540659 282.71921565383673
leaf_count=355944 27238 8741 192321 9579 4462 1514 1158
internal_value=-1.90741e-05 -0.000529924 -0.000841946 0.00109635 0.000313866 0.00381798 0.00025455
internal_weight=143555 56643.5 47525.1 9118.34 86911.3 1446.71 85464.6
internal_count=600957 237879 201062 36817 363078 5976 357102

end of trees

feature_importances:
Column_6=496
Column_7=350
Column_28=294
Column_8=266
Column_48=247
Column_17=223
Column_18=195
Column_34=162
Column_9=160
Column_0=155
Column_23=132
Column_21=128
Column_1=107
Column_16=92
Column_12=78
Column_14=77
Column_55=69
Column_13=68
Column_20=64
Column_47=62
Column_29=58
Column_24=57
Column_33=56
Column_25=52
Column_5=51
Column_51=51
Column_11=49
Column_19=49
Column_26=49
Column_46=42
Column_22=39
Column_38=35
Column_2=34
Column_31=33
Column_3=32
Column_35=32
Column_45=30
Column_27=27
Column_37=27
Column_52=25
Column_15=24
Column_4=23
Column_53=20
Column_44=19
Column_49=17
Column_50=13
Column_54=6
Column_32=5
Column_43=2
Column_39=1
Column_42=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: 0.039]
[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=0.039 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=1200 1304 1297 1387 1294 1567 1300 1307 1301 1385 1493 1659 1675 1678 1570 1381 1303 1288 1379 1297 1297 1557 1552 1568 1461 1561 1557 1558 1290 1558 1565 1560 1562 1555 1559 1556 1205 1560 1206 1206 1546 1474 1650 1547 1555 1474 1646 1655 1647 1654 1560 1557 1668 1565 1385 1652 1668 1658 1574 1563 1568 1580 1473 1552 1555 1634 1541 1552 1562 1559 1560 1641 1650 1382 1467 1378 1384 1295 1560 1558 1567 1568 1380 1300 1299 1299 1308 1383 1286 1296 1296 1560 1566 1376 1383 915 919 913 917 913 911 913 916 918 922 829 826 920 916 829 912 925 929 925 923 924 921 922 923 924 926 923 902 901 923 931 917 831 910 913 920 927 925 929 926 923 921 911 919 914 916 914 929 933 913 919 921 914 929 924 923 932 923 928 914 919 924 911 910 908 911 917 924 924 907 916 920 922 907 913 908 911 916 922 917 910 921 909 920 916 925 914 910 915 912 924 916 921 921 906 913 916 930

Tree=0
num_leaves=11
num_cat=0
split_feature=4 35 24 48 0 23 33 32 16 0
split_gain=0.352607 33.6048 0.0290471 0.0109202 0.0095502 0.0118129 0.00864677 0.00361496 0.00737337 0.00295383
threshold=-0.66065314412116993 0.88867983222007763 1.4524545073509219 0.80389216542243969 0.24670927226543429 -0.16952691972255704 2.4339780807495122 0.67778030037879955 -1.3641319274902342 -0.10796055942773818
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 7 -6 -7 9 -9 -2
right_child=4 -3 -4 -5 5 6 -8 8 -10 -11
leaf_value=3.2116008878294593e-05 6.6090761696144715e-05 0.043054065568464014 -0.0011461278524255083 0.00019084667683281096 -0.00078247698012700847 2.9522737222149507e-05 -0.00010797452146225352 0.00043175207065138506 3.4044537114136507e-05 5.4373059880279117e-05
leaf_weight=1356 24584 20 21 724 20 7601 533 51 11028 498053
leaf_count=1356 24584 20 21 724 20 7601 533 51 11028 498053
internal_value=5.56495e-05 0.000480309 7.50374e-05 8.73665e-05 5.39873e-05 1.85433e-05 2.05129e-05 5.45288e-05 3.58753e-05 5.49242e-05
internal_weight=543991 2121 2101 2080 541870 8154 8134 533716 11079 522637
internal_count=543991 2121 2101 2080 541870 8154 8134 533716 11079 522637

Tree=1
num_leaves=12
num_cat=0
split_feature=29 19 31 17 13 18 13 0 17 18 18
split_gain=0.336902 33.6108 0.0137577 0.0167448 0.00934275 0.00782861 0.0101637 0.00492194 0.00494875 0.00345386 0.00278768
threshold=3.7310481071472172 0.12449958175420762 2.1110898256301884 -0.187709204852581 0.7668118178844453 0.78813576698303234 1.3441949486732485 -0.26042965054512018 4.4908936023712167 0.5480794906616212 0.3239459097385407
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 7 9 -7 8 -1 -6 -9
right_child=1 2 -4 -5 5 6 -8 10 -10 -11 -12
leaf_value=2.1518631346447259e-05 0.042992019766760856 -5.5826855903720237e-05 -0.00075038874760670858 0.00014351585560694959 -2.5781661278154846e-05 0.00025891501845544553 -0.00021967662026180912 -1.7678433220678188e-06 0.00021893984682228233 4.6429023782581758e-05 -3.0973120879537855e-05
leaf_weight=7148 20 1318 26 704 16171 55 398 513671 141 755 3584
leaf_count=7148 20 1318 26 704 16171 55 398 513671 141 755 3584
internal_value=-7.75157e-07 0.000419626 3.87952e-06 1.35783e-05 -2.37942e-06 -2.6184e-05 -0.000161569 -1.59074e-06 2.53376e-05 -2.25606e-05 -1.9702e-06
internal_weight=543991 2068 2048 2022 541923 17379 453 524544 7289 16926 517255
internal_count=543991 2068 2048 2022 541923 17379 453 524544 7289 16926 517255

Tree=2
num_cat=0
split_feature=4 35 24 11 0 21 22 51 13 1 26
split_gain=0.323188 31.2135 0.027046 0.0106321 0.00855156 0.00844975 0.0129895 0.00645094 0.00406217 0.010285 0.00560088
threshold=-0.66065314412116993 0.88867983222007763 1.4524545073509219 -0.86762070655822743 0.24670927226543429 4.9349098205566415 0.84964329004287731 2.9935066699981694 0.37186226248741155 0.38500006496906286 -1.829436659812927
left_child=1 2 3 -1 8 7 -7 -6 9 -2 -10
right_child=4 -3 -4 -5 5 6 -8 -9 10 -11 -12
leaf_value=9.48026342405836e-05 -1.0059154998820258e-06 0.041436904505464923 -0.0011631287609426572 -5.5124058430429856e-05 -3.8979459979242339e-05 0.00023878713066595187 -0.00034078147811355739 6.7202007877775104e-05 -0.00038451376189075861 -0.00056672176659927317 -1.197104215346871e-05
leaf_weight=1141 496942 20 21 939 7214 53 205 682 44 35 36695
leaf_count=1141 496942 20 21 939 7214 53 205 682 44 35 36695
internal_value=-7.49576e-07 0.000405809 1.52226e-05 2.71194e-05 -2.34094e-06 -3.58806e-05 -0.000221723 -2.98083e-05 -1.82852e-06 -1.04576e-06 -1.24172e-05
internal_weight=543991 2121 2101 2080 541870 8154 258 7896 533716 496977 36739
internal_count=543991 2121 2101 2080 541870 8154 258 7896 533716 496977 36739

Tree=3
num_leaves=13
num_cat=0
split_feature=29 19 25 48 33 13 33 25 20 0 45 1
split_gain=0.30921 31.228 0.015353 0.0127662 0.008719 0.00841579 0.0081324 0.0100776 0.0058002 0.0042609 0.00972926 0.00194975
threshold=3.7310481071472172 0.12449958175420762 1.7210505008697512 1.0000000180025095e-35 1.1209472417831423 0.44382226467132574 1.1209472417831423 1.6814438104629519 0.89791491627693187 -0.26042965054512018 0.64483225345611583 0.3006326705217362
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 -3 -4 9 8 -8 -7 10 -1 -11
right_child=1 2 4 -5 -6 6 7 -9 -10 11 -12 -13
leaf_value=2.658983410241721e-05 0.041437597577227279 -0.00013728732978119388 0.000747276858411994 4.1049778662782283e-05 0.00014517206696723067 -1.308570455114388e-05 -9.9180848347563865e-05 0.00022140725121464567 -0.00025310895580978472 -1.5166909450474799e-06 -0.0005501046533804584 -0.00022636879023756203
leaf_weight=7171 20 666 43 1272 67 33397 1940 113 110 499118 32 42
leaf_count=7171 20 666 43 1272 67 33397 1940 113 110 499118 32 42
internal_value=-7.2484e-07 0.000402028 1.28974e-06 -2.02363e-05 0.00038054 -2.26176e-06 -1.778e-05 -8.15352e-05 -1.38737e-05 -1.17197e-06 2.40278e-05 -1.53561e-06
internal_weight=543991 2068 2048 1938 110 541923 35560 2053 33507 506363 7203 499160
internal_count=543991 2068 2048 1938 110 541923 35560 2053 33507 506363 7203 499160

Tree=4
num_cat=0
split_feature=4 35 24 11 13 33 11 12 1 29 45
split_gain=0.296531 28.9931 0.0251597 0.0106159 0.0072732 0.0105816 0.0180464 0.0108422 0.00568563 0.00694262 0.00324933
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Tree=7
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Tree=8
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Tree=9
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Tree=10
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Tree=11
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Tree=12
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Tree=13
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Tree=14
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Tree=16
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leaf_weight=498804 11855 192 6637 509 3577 61432 17689
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internal_value=4.92268e-06 9.94822e-05 0.000894784 -9.62983e-06 -0.000567302 2.53747e-05 -5.21806e-06
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Column_26=124
Column_19=122
Column_20=117
Column_18=116
Column_51=106
Column_17=104
Column_46=81
Column_29=78
Column_7=67
Column_14=64
Column_4=63
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Column_45=60
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Column_32=11
Column_8=10
Column_6=9
Column_28=9
Column_48=6
Column_27=2
Column_50=2
Column_52=2
Column_22=1

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

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.039 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