tree
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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=1020 1039 1041 1047 1036 1039 1036 1048 1049 1046 1033 1047 1035 1044 1049 1045 1050 1046 1044 1040 1047 1042 1048 1040 1042 1047 1037 1052 1044 1041 1039 1046 1047 1048 1044 1051 1042 1037 1037 1051 1040 1046 1044 1050 1048 1039 1047 1043 1044 1039 1041 1042 1033 1038 1039 1039 1034 1043 1031 1037 1039 1045 1042 1041 1038 1044 1041 1045 1046 1039 1038 1033 1042 1038 1043 1044 1043 1031 1048 1041 1044 1038 1038 1045 1051 1039 1035 1042 1039 1039 1047 1044 1053 1039 1040 1049 1054 1041 1042 1040 1058 1045 1052 1051 1055 1034 1036 1050 1045 1055 1052 1044 1045 1040 1042 1038 1038 1049 1053 1040 1048 1043 1042 1053 1035 1045 1040 1028 1041 1039 1051 1051 1038 1030 1049 1038 1034 1039 1040 1044 1050 1041 1048 1038 1040 1061 1061 1055 1037 1063 1036 1033 1031 1044 1043 1041 1045 1046 1039 1049 1045 1042 1046 1051 1041 1045 1035 1042 1044 1040 1043 1042 1040 1044 1034 1043 1048 1049 1045 1041 1045 1041 1045 1040 1035 1041 1045 1042 1042 1043 1045 1042 1038 1049 1032 1036 1046 1048 1044 1055 1030 1033 1040 1033 1030 1033 1040 1043 1037 1040 1023 1033 1038 1041 1038 1039 1033 1039 1037 1039 1044 1029 1039 1035 1035 1039 1041 1045 1036 1040 1042 1039 1047 1047 1034 1041 1047 1041 1047 1049 1039 1039 1048 1046 1038 1041 1040 1040 1034 1052 1940 1955 1942 1938 1940 1931 1936 1945 1938 1956 1951 1956 1942 1950 1936 1936 1953 1954 1960 1943 1927 1952 1954 1944 1936 1941 1936 1941 1935 1942 1932 1951 1928 1825 1949 1932 1954 1957 1938 1933 1959 1939 1942 1935 1938 1942 1943 1937 1951 1941 1952 1949 1952 1939 1951 1935 1928 1934 1926 1944 1932 1957 1928 1934 1938 1927 1935 1919 1929 1934 1928 1824 1930 1956 1930 1910 1927 1916 1923 1923 1941 1917 1818 1933 1934 1933 1931 1928 1939 1943 1929 1926 1940 1925 1925 1937 1944 1941 1919 1947 1929 1946 1938 1956 1946 1935 1929 1934 1938 1935 1954 1944 1940 1951 1938 1939 1943 1939 1947 1941 1944 1950 1938 1937 1950 1931 1933 1932 1935 1929 1939 1936 1938 1941 1947 1948 1955 1940 1943 1947 1950 1933 1944 1944 1956 1970 1944 1943 1953 1948 1955 1947 1926 1926 1948 1944 1914 1912 1956 1915 1937 1935 1933 1956 1955 1977 1966 1973 1956 1940 1918 1924 1911 1913 1946 1960 1932 1932 1932 1943 1934 1956 1931 1691 1931 1931 1939 1887 1937 1923 1948 1800 1816 1704 1689 1948 1928 1943 1933 1934

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is_linear=0
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Tree=1
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Tree=2
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Tree=3
num_cat=0
split_feature=48 28 48 28 6 38 28
split_gain=3071.82 1371.66 854.531 500.046 583.531 433.1 35.9381
threshold=-1.5334839224815366 -0.036551302298903458 -0.36479590088129038 -0.00085027812747284759 -0.0036709025735035534 1.0000000180025095e-35 -0.040517184883356087
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leaf_count=1481 93665 130418 269834 12388 15408 13315 7482
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internal_weight=132607 123712 97527.7 8894.73 6719.84 26184.4 2174.89
internal_count=543991 507232 400252 36759 27796 106980 8963

Tree=4
num_cat=0
split_feature=48 18 7 7 7 13 7
split_gain=2885.62 741.131 683.352 793.877 380.688 101.859 61.2961
threshold=-1.1439211964607237 -0.067023251205682741 -0.039131550118327134 0.031597597524523742 -0.037927806377410882 0.0023863855749368672 -0.094110250473022447
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internal_value=-1.48762e-05 -0.0136787 0.0019362 0.000358476 -0.0110015 -0.0341471 0.00650906
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Tree=5
num_cat=0
split_feature=48 28 47 8 38 28 26
split_gain=2719.68 1050.84 675.603 481.13 388.416 296.156 248.658
threshold=-1.1439211964607237 -0.036551302298903458 -1.279981195926666 -0.052134172990918153 1.0000000180025095e-35 -0.012710257433354853 -2.0681375265121456
leaf_value=-0.038268772257316196 0.0064903273893584679 0.0052480838838451574 0.0022633883401009455 -0.0011741841109546088 0.019494503249409524 -0.011468565753099659 -0.019701470482695181
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Tree=6
num_cat=0
split_feature=48 9 18 9 7 0 45
split_gain=2538.92 732.346 663.187 659.871 331.131 126.936 58.1353
threshold=-1.1439211964607237 -0.038874208927154534 -0.065334070473909364 0.05917301960289479 0.017334426753222946 -0.0022538665216416116 0.0087395389564335364
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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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right_child=1 3 6 4 -6 -7 -8 -9 9 10 -12 -13 14 -15 -16
leaf_value=-0.0035444956338653967 0.0069022199300355384 0.026455217053395652 0.0031232644960435441 -0.0023122251034233539 -0.00049194330461358241 0.0013463498813200293 -0.0018074588522835036 0.0012623742307871205 0.011917001195338431 0.017940388132638464 -0.00070107200283921678 0.00090976789346026326 0.0010848936966745464 0.016641301364265795 3.6374882731445104e-05
leaf_weight=53.078346721827984 923.53668783605099 32.865152627229691 1042.1108829528093 7623.047236006707 39685.14772452414 3617.1607928425074 2313.3397904187441 1306.80680988729 353.54688741266727 62.707164466381073 889.95443700253963 136.30429455637932 11819.984723851085 89.432846993207932 73438.428831581026
leaf_count=220 3704 133 4225 33432 167072 14707 9360 5246 1439 263 3681 593 48792 374 307716
internal_value=-1.86822e-05 -0.000429965 0.00127066 -0.00061638 -0.000785256 0.00157243 -0.000276112 0.00359771 0.000249105 0.00335407 0.000525967 0.00885417 0.000196659 0.00912309 0.000181739
internal_weight=143387 56544 5585.79 50958.2 47308.2 3650.03 3355.45 2230.34 86843.4 1442.51 952.662 489.851 85400.9 142.511 85258.4
internal_count=600957 237879 22535 215344 200504 14840 13585 8950 363078 5976 3944 2032 357102 594 356508

Tree=449
num_cat=0
split_feature=55 7 51 0 23 12 3 48 54 28 48 21 25 31 45
split_gain=11.3246 12.8542 14.4158 13.5066 15.526 14.9102 12.5992 12.5239 10.1427 17.3847 14.2454 8.82938 8.26029 12.7781 8.36181
threshold=0.36563305556774145 -0.15514732152223584 -0.13451607525348661 -0.02560696471482515 -0.0014371092547662554 -0.05289733596146106 0.0051476205699145803 1.0000000180025095e-35 4.5166687965393075 0.097450174391269698 1.5512264370918276 -0.10140030458569525 -1.7594014406204221 0.62838304042816173 0.17919377982616427
left_child=8 2 6 5 -5 -3 -2 -4 12 10 -10 -11 13 -1 -14
right_child=1 3 7 4 -6 -7 -8 -9 9 11 -12 -13 14 -15 -16
leaf_value=0.0035817280594347923 0.0038634542935079954 0.0056843325729652276 0.0030103130866466726 -0.0013296630664138887 -1.4152280325582816e-05 0.00024581789149531941 -0.01504441084981852 -0.0017424789648909959 0.0065605708228716961 0.0017210523782122923 -0.010850109907764627 -0.0095570939302130741 0.00010013138186231937 -0.0014549486319166815 0.0063268995781512547
leaf_weight=2114.2667044997215 2183.811522603035 852.3295931071043 1042.2855334728956 26713.879717752337 20588.357213184237 2798.1621747463942 46.648815110325813 2313.2242359519005 1016.5408608168364 190.42386664450169 64.786030933260918 170.522186614573 82063.543727934361 944.39547990635037 280.45412690192461
leaf_count=9207 8763 3476 4225 115035 85469 11364 187 9360 4196 767 266 747 342726 4025 1144
internal_value=-1.80114e-05 -0.000414529 0.00122487 -0.000594258 -0.000757085 0.00151562 0.00346801 -0.000266171 0.000240134 0.00323391 0.00551744 -0.0036071 0.000189575 0.0020266 0.000121339
internal_weight=143384 56538.7 5585.97 50952.7 47302.2 3650.49 2230.46 3355.51 86844.9 1442.27 1081.33 360.946 85402.7 3058.66 82344
internal_count=600957 237879 22535 215344 200504 14840 8950 13585 363078 5976 4462 1514 357102 13232 343870

end of trees

feature_importances:
Column_6=516
Column_7=348
Column_28=321
Column_48=234
Column_8=227
Column_17=216
Column_18=207
Column_0=196
Column_9=164
Column_23=160
Column_34=145
Column_21=131
Column_1=119
Column_33=119
Column_16=101
Column_12=91
Column_55=82
Column_14=79
Column_25=75
Column_13=74
Column_51=71
Column_20=70
Column_35=66
Column_5=64
Column_46=64
Column_24=62
Column_2=58
Column_19=56
Column_11=53
Column_29=53
Column_47=53
Column_31=46
Column_26=45
Column_4=38
Column_3=36
Column_45=36
Column_22=34
Column_53=34
Column_27=31
Column_37=31
Column_38=28
Column_49=23
Column_52=21
Column_44=15
Column_50=13
Column_15=10
Column_43=10
Column_54=7
Column_32=5
Column_39=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: 0.036]
[num_leaves: 31]
[num_threads: 1]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 4]
[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=4 learning_rate=0.036 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=811 829 821 829 822 910 827 826 824 822 924 929 924 918 921 821 827 820 819 828 826 910 906 916 909 907 816 909 818 906 909 901 900 904 902 917 823 906 820 906 902 907 914 912 907 824 918 814 822 819 909 911 924 897 912 904 913 819 905 820 818 907 823 909 825 825 819 816 824 819 821 814 823 906 911 911 819 907 907 905 908 918 915 908 904 904 907 913 909 905 919 912 912 914 827 913 901 908 910 904 907 907 909 911 903 908 904 903 907 907 907 908 909 911 910 911 907 910 907 914 826 905 815 818 906 908 907 900 905 910 814 907 900 899 912 819 906 823 819 905 815 907 908 904 902 903 1458 1465 1474 1648 1460 1457 1461 1461 1381 1383 1385 1279 1383 1463 1371 1368 1363 1460 1372 1466 1580 1574 1569 1658 1574 1574 1563 1553 1565 1486 1386 1395 1299 1468 1469 1569 1574 1583 1586 1577 1582 1579 1396 1302 1583 1589 1566 1568 1467 1571 1560 1491 1300 1570 1672 1670 1495 1668 1494 1493 1590 1565 1574 1576 1578 1556 1457 1567 1562 1649 1665 1574 1587 1564 1590 1483 1586 1682 1587 1375 1376 1557 1570 1571 1460 1579 1568 1463

Tree=0
num_leaves=7
num_cat=0
split_feature=4 35 24 0 23 32
split_gain=0.352607 33.6048 0.0290471 0.0095502 0.0118129 0.00361496
threshold=-0.66065314412116993 0.88867983222007763 1.4524545073509219 0.24670927226543429 -0.16952691972255704 0.67778030037879955
decision_type=2 2 2 2 2 2
left_child=1 2 -1 5 -5 -2
right_child=3 -3 -4 4 -6 -7
leaf_value=8.9240149332597767e-05 5.4831702641115996e-05 0.04565998159472702 -0.0012190114274285369 -0.00083332110832406775 1.833482215619955e-05 3.4628285643708198e-05
leaf_weight=2080 522637 20 21 20 8134 11079
leaf_count=2080 522637 20 21 20 8134 11079
internal_value=5.56009e-05 0.000505997 7.61639e-05 5.3838e-05 1.62459e-05 5.44123e-05
internal_weight=543991 2121 2101 541870 8154 533716
internal_count=543991 2121 2101 541870 8154 533716

Tree=1
num_cat=0
split_feature=29 19 31 13 18 0
split_gain=0.336309 33.5976 0.0137917 0.00931209 0.00784156 0.00504898
threshold=3.7310481071472172 0.12449958175420762 2.1110898256301884 0.7668118178844453 0.78813576698303234 -0.26042965054512018
left_child=3 -2 -3 5 -5 -1
right_child=1 2 -4 4 -6 -7
leaf_value=2.7241277959960579e-05 0.045588341117011627 1.4109489853694981e-05 -0.00079715994859340692 -2.3880114860093847e-05 -0.00017143562635614436 -2.0929443158208671e-06
leaf_weight=7289 20 2022 26 16926 453 517255
leaf_count=7289 20 2022 26 16926 453 517255
internal_value=-8.20435e-07 0.000444666 3.81017e-06 -2.52043e-06 -2.77263e-05 -1.68532e-06
internal_weight=543991 2068 2048 541923 17379 524544
internal_count=543991 2068 2048 541923 17379 524544

Tree=2
num_cat=0
split_feature=4 35 24 0 21 13
split_gain=0.321259 31.0714 0.0269021 0.00852 0.00858534 0.00406558
threshold=-0.66065314412116993 0.88867983222007763 1.4524545073509219 0.24670927226543429 4.9349098205566415 0.37186226248741155
leaf_value=2.8388113887838301e-05 -1.101461278299386e-06 0.043847763279394714 -0.0012306324800010772 -3.1489323345838673e-05 -0.0002366616066421571 -1.3167169641579455e-05
leaf_weight=2080 496977 20 21 7896 258 36739
leaf_count=2080 496977 20 21 7896 258 36739
internal_value=-7.9172e-07 0.000429118 1.58039e-05 -2.47448e-06 -3.79812e-05 -1.93202e-06

Tree=3
num_cat=0
split_feature=29 19 25 13 33 0
split_gain=0.307396 31.0724 0.0153636 0.00840593 0.0082543 0.004368
threshold=3.7310481071472172 0.12449958175420762 1.7210505008697512 0.44382226467132574 1.1209472417831423 -0.26042965054512018
leaf_value=2.5826740005898437e-05 0.043839174539549275 -2.1660647033085204e-05 0.00040355224050836632 -1.4664377794878024e-05 -8.6962450022251884e-05 -1.6246242429592578e-06
leaf_weight=7203 20 1938 110 33507 2053 499160
leaf_count=7203 20 1938 110 33507 2053 499160
internal_value=-7.6401e-07 0.000425143 1.17794e-06 -2.38929e-06 -1.88384e-05 -1.23413e-06
internal_weight=543991 2068 2048 541923 35560 506363
internal_count=543991 2068 2048 541923 35560 506363

Tree=4
num_cat=0
split_feature=4 35 24 13 33 1
split_gain=0.292784 28.7296 0.0248984 0.00717809 0.0107995 0.00612632
threshold=-0.66065314412116993 0.88867983222007763 1.4524545073509219 0.7668118178844453 2.4339780807495122 0.38500006496906286
leaf_value=2.4350559502763001e-05 -1.5572001809489959e-06 0.042160043440584563 -0.0011868764009947581 -1.8644373548635075e-05 -0.00015786114779413777 -0.00032442990604648816
leaf_weight=2080 524009 20 21 17078 711 72
leaf_count=2080 524009 20 21 17078 711 72
internal_value=-7.3727e-07 0.000409677 1.22441e-05 -2.34372e-06 -2.42087e-05 -1.60156e-06
internal_weight=543991 2121 2101 541870 17789 524081
internal_count=543991 2121 2101 541870 17789 524081

Tree=5
num_cat=0
split_feature=51 26 0 0 55 25 46
split_gain=0.295805 10.6034 23.0324 0.0500524 0.358857 0.0227566 0.015725
threshold=4.0962991714477548 -1.829436659812927 -0.014278143178671597 -0.1339168846607208 -1.2998190522193906 1.1009418964385989 0.63300400972366344
left_child=3 2 -2 4 -1 -3 -5
right_child=1 5 -4 6 -6 -7 -8
leaf_value=0.00057919196020251413 0.045587205118179104 -5.6820769376469023e-05 -0.00022651964355446116 -2.6467381652731701e-06 1.1806408236854954e-05 0.00027398898543513938 -0.00011997954099047157
leaf_weight=1473 20 1790 41 520197 18716 297 1403
leaf_count=1473 20 1790 41 520197 18716 297 1403
internal_value=7.55757e-07 0.000410671 0.0147944 -8.69412e-07 5.32032e-05 -9.74339e-06 -2.96234e-06
internal_weight=543937 2148 61 541789 20189 2087 521600
internal_count=543937 2148 61 541789 20189 2087 521600

Tree=6
num_cat=0
split_feature=29 18 19 0 55 46
split_gain=0.294134 31.7754 0.0718804 0.0456101 0.329342 0.0144332
threshold=3.7310481071472172 0.0094757080078125017 0.14145213365554812 -0.1339168846607208 -1.2998190522193906 0.63300400972366344
left_child=3 -2 -3 4 -1 -5
right_child=1 2 -4 5 -6 -7
leaf_value=0.00055430408048306177 0.044319743673961062 -0.0020999871404274021 8.6199278334037526e-06 -2.5534401588362254e-06 1.1031189644001308e-05 -0.00011597607872062307
leaf_weight=1475 20 20 2022 520365 18657 1378
leaf_count=1475 20 20 2022 520365 18657 1378
internal_value=7.29305e-07 0.000417956 -1.20324e-05 -8.58369e-07 5.08349e-05 -2.85301e-06
internal_weight=543937 2062 2042 541875 20132 521743
internal_count=543937 2062 2042 541875 20132 521743

Tree=7
num_cat=0
split_feature=29 18 19 0 0 46
split_gain=0.273905 29.5901 0.0669369 0.0424732 0.321295 0.0134406
threshold=3.7310481071472172 0.0094757080078125017 0.14145213365554812 -0.1339168846607208 -0.14231177419424054 0.63300400972366344
leaf_value=7.9992816207214388e-06 0.042768550337757921 -0.0020264875652719642 8.3182259868138575e-06 -2.4640691641686364e-06 0.00052523745616634408 -0.00011191691351758295
leaf_weight=18534 20 20 2022 520365 1598 1378
leaf_count=18534 20 20 2022 520365 1598 1378
internal_value=7.0378e-07 0.000403327 -1.16113e-05 -8.28325e-07 4.90556e-05 -2.75315e-06

Tree=8
num_cat=0
split_feature=4 18 35 0 49 4
split_gain=0.252534 29.0175 0.518141 0.0377656 0.380896 0.00992035
threshold=-0.66065314412116993 -0.0086172646842896921 0.88867983222007763 -0.1339168846607208 -1.401929438114166 0.45803524553775793
left_child=1 -1 -3 4 -2 -5
right_child=3 2 -4 5 -6 -7
leaf_value=0.040369294289293152 0.00058473074507693601 2.2582888711323243e-05 -0.00514958636990438 -2.2421110008187325e-06 3.0780720419065056e-06 -6.3201628173077554e-05
leaf_weight=22 1490 2084 24 518486 18540 3291
leaf_count=22 1490 2084 24 518486 18540 3291
internal_value=6.79148e-07 0.000381032 -3.63033e-05 -8.16127e-07 4.63463e-05 -2.6266e-06
internal_weight=543937 2130 2108 541807 20030 521777
internal_count=543937 2130 2108 541807 20030 521777

Tree=9
num_cat=0
split_feature=29 19 26 0 55 46
split_gain=0.252061 28.6291 0.0833987 0.0369554 0.306182 0.0143209
threshold=3.7310481071472172 0.1321414262056351 -1.829436659812927 -0.1339168846607208 -1.2998190522193906 0.63300400972366344
leaf_value=0.0005311607644605575 0.042058522286475643 -0.0013412201846554049 1.6648544782482113e-05 -2.3114142727992587e-06 7.3379647307718643e-06 -0.00011529156440193046
leaf_weight=1475 20 57 1985 520365 18657 1378
leaf_count=1475 20 57 1985 520365 18657 1378
internal_value=6.55377e-07 0.000386891 -2.12547e-05 -8.14366e-07 4.57166e-05 -2.60981e-06

Tree=10
num_cat=0
split_feature=20 18 29 19 0 14 51
split_gain=0.0271262 0.121427 0.226102 0.0599112 0.00731053 0.00612838 0.0055704
threshold=0.64040261507034313 0.0094757080078125017 3.7310481071472172 0.057303495705127723 0.091655034571886076 -2.3877097368240352 2.9935066699981694
leaf_value=7.9444914538267483e-05 -9.691484274958385e-05 -0.0018897285652664407 -0.0045817413553595546 -5.8478579828577673e-05 -2.0124322075124019e-05 -1.1635153222560645e-06 0.00015430029109742528
leaf_weight=1158 40 22 21 4191 29616 508764 226
leaf_count=1158 40 22 21 4191 29616 508764 226
internal_value=-2.66128e-06 -9.04892e-05 -0.00164087 -6.80412e-05 -1.96584e-06 -9.80459e-07 -1.88034e-05
internal_weight=544038 4274 61 4213 539764 509922 29842
internal_count=544038 4274 61 4213 539764 509922 29842

Tree=11
num_cat=0
split_feature=12 26 29 35 0 14 48
split_gain=0.0216246 0.109422 0.0389448 0.0171243 0.00692899 0.00702617 0.00433585
threshold=3.0686669349670415 -1.7440932989120481 3.7310481071472172 0.88867983222007763 0.21306549012660983 -2.3877097368240352 0.80389216542243969
leaf_value=8.2505088152701851e-05 -0.00038103875410499058 7.3832220917611299e-06 -0.0013531867822772275 -0.0001504982288958839 -1.7287971724197346e-05 -1.6199175041428906e-06 -7.0695147265720926e-05
leaf_weight=1219 99 2718 103 1219 6955 529182 2543
leaf_count=1219 99 2718 103 1219 6955 529182 2543
internal_value=-2.56814e-06 -8.2264e-05 -0.000876738 -4.15011e-05 -1.95717e-06 -1.42658e-06 -3.15872e-05
internal_weight=544038 4139 202 3937 539899 530401 9498
internal_count=544038 4139 202 3937 539899 530401 9498

Tree=12
num_cat=0
split_feature=20 18 29 19 0 51 15
split_gain=0.0240951 0.110542 0.207016 0.0552594 0.00654997 0.00483416 0.00394142
threshold=0.64040261507034313 0.0094757080078125017 3.7310481071472172 0.093456644564867034 0.086382791399955763 2.9935066699981694 -2.1166871786117549
leaf_value=7.2693032753790772e-05 -8.7158294668370225e-05 -0.0011367056905797217 -0.0043785240439077229 -4.8859437724052027e-05 -1.8349320409105979e-05 0.00014269027001647256 -9.8478465816105708e-07
leaf_weight=891 40 58 21 4155 31733 230 506910
leaf_count=891 40 58 21 4155 31733 230 506910
internal_value=-2.47825e-06 -8.52539e-05 -0.00156451 -6.38357e-05 -1.82281e-06 -1.71905e-05 -8.55508e-07
internal_weight=544038 4274 61 4213 539764 31963 507801
internal_count=544038 4274 61 4213 539764 31963 507801

Tree=13
num_cat=0
split_feature=20 18 29 19 13 14 9
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Tree=230
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Tree=231
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Tree=233
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Column_19=171
Column_18=167
Column_20=161
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Column_29=122
Column_51=122
Column_16=119
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Column_7=92
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Column_52=4
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Column_10=2
Column_22=2
Column_48=2

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

objective=regression metric=rmse num_leaves=31 max_depth=4 learning_rate=0.036 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