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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=1878 1924 1926 1913 1930 1919 1927 1919 1918 1929 1932 1934 1935 1926 1913 1925 1929 1916 1938 1935 1909 1936 1925 1929 1935 1927 1909 1926 1928 1930 1932 1922 1923 1920 1928 1920 1922 1910 1924 1919 1925 1919 1914 1927 1915 1933 1943 1920 1942 1940 1924 1914 1940 1911 1921 1925 1928 1906 1902 1900 1923 1927 1898 1935 1930 1926 1934 1912 1924 1935 1951 1939 1930 1922 1947 1958 1926 1941 1919 1903 1938 1905 1808 1798 1906 1938 1927 1920 1923 1923 1940 1948 1930 1948 1898 1948 1935 1928 1909 1940 1805 1802 1929 1919 1924 1938 1934 1934 1930 1937 1938 1935 1931 1941 1941 1913 1922 1805 1918 1912 1927 1907 1950 1805 1942 1951 1924 1923 1944 1946 1930 1932 1912 1937 1937 1906 1912 1801 1907 1911 1964 1697 1698 1915 1921 1953 1928 1938 1937 1951 1950 1920 1953 1820 1944 1941 1947 1940 1934 1938 1937 1930 1923 1947 1925 1939 1959 1946 1940 1936 1906 1898 1913 1924 1891 1929 1911 1903 1903 1895 1899 1887 1925 1674 1930 1688 1883 1900 1687 1872 1684 1806 1878 1916 1896 1939 1928 1687 1930 1788

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Tree=1
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Tree=2
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Tree=3
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split_gain=2072.81 1635.43 1214.91 635.225 567.141 444.619 250.96 114.326 100.208 83.331 123.852 72.9215 72.176 51.3989 19.4576
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Tree=4
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Tree=5
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Tree=6
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Tree=7
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Tree=84
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left_child=6 2 5 4 -3 -2 10 9 -9 -8 11 -1 -12 -5
right_child=1 3 -4 13 -6 -7 7 8 -10 -11 12 -13 -14 -15
leaf_value=0.0040027131414288345 -0.01700692280127844 0.0040975090971436838 -0.051280360989667574 -0.088361544322475935 0.10212967997431854 0.072782878624444131 0.0021409142136013669 -0.0032114576628737776 -0.00030964661459095404 0.016808530210050073 0.048534591208778108 9.001800276950555e-05 0.0086394211717519837 -0.012995589431155393
leaf_weight=3237.6257056854665 5.2267877459526089 1574.9310276396573 6.4719750136137 5.3853272944688788 7.5935424715280524 26.758629530668259 1500.9367360770702 10803.62849817425 35255.837667927146 362.45312140882015 29.303949356079102 90016.840436950326 282.39383634924889 88.391244232654572
leaf_count=13849 21 6722 26 22 32 108 6113 43622 150379 1484 120 376941 1154 364
internal_value=-2.96857e-05 0.00415864 0.0397009 0.00334323 0.0045679 0.0581102 -8.04456e-05 -0.000757604 -0.00099029 0.00499395 0.000266383 0.00022586 0.0123901 -0.0173236
internal_weight=143204 1714.76 38.4574 1676.3 1582.52 31.9854 141489 47922.9 46059.5 1863.39 93566.2 93254.5 311.698 93.7766
internal_count=600957 7295 155 7140 6754 129 593662 201598 194001 7597 392064 390790 1274 386

end of trees

feature_importances:
Column_6=241
Column_28=231
Column_7=200
Column_17=167
Column_8=128
Column_48=123
Column_9=108
Column_23=94
Column_0=89
Column_1=89
Column_21=89
Column_34=85
Column_33=73
Column_12=70
Column_18=63
Column_25=60
Column_24=57
Column_55=57
Column_16=55
Column_46=51
Column_14=49
Column_47=46
Column_5=44
Column_11=43
Column_13=43
Column_29=43
Column_45=43
Column_26=42
Column_20=40
Column_31=40
Column_2=39
Column_19=33
Column_51=33
Column_35=32
Column_4=31
Column_3=30
Column_37=30
Column_27=27
Column_49=27
Column_50=25
Column_22=24
Column_44=21
Column_53=21
Column_38=11
Column_15=9
Column_52=7
Column_43=6
Column_32=3
Column_10=1
Column_39=1
Column_42=1
Column_54=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: 0.069]
[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=0.069 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=1550 1566 1568 1596 1576 1468 1569 1476 1565 1572 1505 1498 1489 1482 1475 1495 1503 1497 1495 1581 1581 1681 1503 1569 1591 1586 1463 1563 1483 1571 1482 1477 1565 1573 1470 1487 1694 1684 1495 1576 1673 1584 1485 1590 1486 1589 1652 1651 1655 1655 1648 1648 1660 1562 1658 1678 1648 1659 1658 1665 1660 1663 1669 1651 1656 1666 1659 1659 1647 1656 1665 1553 1552 1571 1568 1552 1565 1648 1557 1552 1558 1557 1556 1640 1670 1553 1281 1275 1288 1288 1380 1676 1548 1652 1573 1568 1475 1476 1467 1556 1386 1563

Tree=0
num_cat=0
split_feature=45 17 0 55 34 24 23 0 0 49 29 27 0 25
split_gain=0.110396 1.92437 8.26674 0.0511251 0.394338 11.9108 0.0917659 0.0378807 0.32812 0.0249231 0.0297435 0.0174795 0.0168183 0.00858992
threshold=-0.17180078476667401 -0.8243863284587859 0.0054809453431516894 2.0211037397384648 1.468370318412781 -0.88231047987937916 -0.030672303400933739 -0.034956371411681168 -0.037053914740681641 -1.6757296919822691 2.2350320816040044 0.16744337230920794 0.02376531902700663 -0.3590626567602157
left_child=1 2 13 7 6 -6 -5 8 -2 10 -3 -11 -9 -1
right_child=3 9 -4 4 5 -7 -8 12 -10 11 -12 -13 -14 -15
leaf_value=0.0013068049683594605 0.00010783034709927462 9.184357586382579e-05 0.049616510974105292 0.00081048357291686919 0.047653645645307212 4.2199212243631958e-05 7.9113034371465621e-05 9.349044393816863e-05 0.0011207949769201132 0.00013712226667738169 0.0032243810773022004 -0.00097989785847796664 4.0256885661572552e-05 -0.00028710466475288327
leaf_weight=22 20749 31 20 890 26 661 9928 521689 1643 1998 27 69 29874 60
leaf_count=22 20749 31 20 890 26 661 9928 521689 1643 1998 27 69 29874 60
internal_value=9.89101e-05 0.000583797 0.0098417 9.70657e-05 0.000241082 0.00184409 0.000139283 9.41788e-05 0.000182156 0.000139418 0.00155009 9.98342e-05 9.06072e-05 0.00014053
internal_weight=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 2067 551563 82
internal_count=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 2067 551563 82

Tree=1
num_cat=0
split_feature=45 17 33 55 34 24 33 0 55 6 49 21 27 13
split_gain=0.0956867 1.66797 7.81766 0.0443132 0.341797 10.3239 0.123969 0.0328335 0.289812 0.0314758 0.0216024 0.0275523 0.0151505 0.0147017
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -0.034956371411681168 -1.3123381733894346 6.0551392380148179e-05 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.25719563663005834
left_child=1 2 -1 7 6 -6 -5 8 -2 -4 11 -3 -12 -9
right_child=3 10 9 4 5 -7 -8 13 -10 -11 12 -13 -14 -15
leaf_value=0.0465830198751064 0.00092019390462149797 0.00025618657890644453 0.00014494502694724362 -2.4232553950791861e-05 0.044269626276567581 -5.6631479384658875e-05 0.00097464398957137002 -8.1307338277531528e-06 8.7673368137531829e-07 -0.0029588632332161074 3.1741898279986832e-05 0.0034201786922465546 -0.0010082038565305995 -4.852997254197839e-05
leaf_weight=21 1773 38 60 10190 26 661 628 504694 20619 21 1998 20 69 46869
leaf_count=21 1773 38 60 10190 26 661 628 504694 20619 21 1998 20 69 46869
internal_value=-3.83364e-06 0.000447596 0.00906671 -5.55081e-06 0.000128529 0.00162093 3.37536e-05 -8.23846e-06 7.36683e-05 -0.000659746 3.3879e-05 0.00134722 -2.97327e-06 -1.15637e-05
internal_weight=587687 2227 102 585460 11505 687 10818 573955 22392 81 2125 58 2067 551563
internal_count=587687 2227 102 585460 11505 687 10818 573955 22392 81 2125 58 2067 551563

Tree=2
num_cat=0
split_feature=45 17 24 23 49 2 47 31 23 24 49 17 31 13
split_gain=0.0829375 1.44573 7.46242 0.0344383 0.210152 8.10467 0.0661932 0.0318583 2.8422 0.0300044 0.0187241 0.0249029 0.0146867 0.012226
threshold=-0.17180078476667401 -0.8243863284587859 0.96566614508628856 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 -1.256108224391937 2.102653026580811 -0.0097320508211851103 0.24980354309082034 -1.6757296919822691 0.18783452361822131 -1.2844281196594236 0.25719563663005834
left_child=1 2 9 4 5 -2 -6 13 -9 -1 11 -3 -12 -5
right_child=3 10 -4 7 6 -7 -8 8 -10 -11 12 -13 -14 -15
leaf_value=-0.0018727230499893176 1.8639138367009357e-05 9.5242992208971255e-05 0.045095122732105669 -7.6277565074146353e-06 0.00052175204608836023 0.024168217205110257 -1.4540479413261942e-05 0.011192139724533231 -3.8582761157869329e-05 0.0011129812507159925 0.00041102633900594592 0.0030179821612837262 -8.4520119251081717e-05 -4.4607094294212244e-05
leaf_weight=59 2449 35 21 504308 1148 68 24071 109 6817 22 341 23 1726 46490
leaf_count=59 2449 35 21 504308 1148 68 24071 109 6817 22 341 23 1726 46490
internal_value=-3.56912e-06 0.000416712 0.0084411 -5.16781e-06 6.9875e-05 0.000671071 9.87222e-06 -8.89974e-06 0.000138164 -0.00106179 3.15413e-05 0.00125426 -2.76814e-06 -1.0749e-05
internal_weight=587687 2227 102 585460 27736 2517 25219 557724 6926 81 2125 58 2067 550798
internal_count=587687 2227 102 585460 27736 2517 25219 557724 6926 81 2125 58 2067 550798

Tree=3
num_cat=0
split_feature=55 26 26 33 47 13 13 2 46 18 21 46 4 13
split_gain=0.036777 0.301206 13.5836 0.100272 2.40823 0.0320073 0.229003 3.3723 0.202158 0.0143069 0.0179876 0.0136157 0.00789439 0.00264985
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -1.256108224391937 -0.25902542471885676 -0.27063107490539545 0.00031758204568177467 0.12199990078806879 0.012097868602722885 5.3197524547576913 0.075994964689016356 -0.25643424689769739 0.11671986430883409
left_child=5 2 11 12 -5 6 8 -8 -1 13 -11 -2 -3 -7
right_child=1 3 -4 4 -6 9 7 -9 -10 10 -12 -13 -14 -15
leaf_value=-3.6316334385394571e-06 -7.0974428273630794e-05 -0.0012845793462402072 0.053669988856301649 0.019312327754738363 -4.1297551559136032e-05 -5.3858456782964591e-06 -1.2236659584277829e-05 0.010480082059232242 0.0010493287323246564 -4.6464036815445611e-05 -0.00056112100036476099 -0.0016766531444560456 -3.1671356524838402e-05 -1.9324617951136882e-05
leaf_weight=48237 763 24 23 32 705 407775 2052 157 884 39371 326 26 10080 77232
leaf_count=48237 763 24 23 32 705 407775 2052 157 884 39371 326 26 10080 77232
internal_value=-3.32285e-06 0.000118035 0.00139983 2.20277e-05 0.000799023 -5.77789e-06 4.62243e-05 0.000733483 1.53178e-05 -1.08651e-05 -5.06905e-05 -0.000123887 -3.46474e-05 -7.60544e-06
internal_weight=587687 11653 812 10841 737 576034 51330 2209 49121 524704 39697 789 10104 485007
internal_count=587687 11653 812 10841 737 576034 51330 2209 49121 524704 39697 789 10104 485007

Tree=4
num_cat=0
split_feature=45 24 5 55 34 24 33 0 0 0 47 31 0 33
split_gain=0.0693907 0.59082 9.66829 0.0319206 0.292674 8.88503 0.0914801 0.0250229 0.0238216 0.280722 0.022742 0.0195923 0.0116597 0.0114967
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 0.10345410183072092 -0.034956371411681168 -0.037053914740681641 -0.5827713906764983 -1.2844281196594236 0.025386652909219268 5.0220639705657968
left_child=1 7 -3 8 6 -6 -5 11 9 -2 -9 -1 -10 -4
right_child=3 2 13 4 5 -7 -8 10 12 -11 -12 -13 -14 -15
leaf_value=0.00047626054097187396 -5.8187126200353309e-06 0.049577359473369872 -0.0002026713734371768 -2.8271030931781368e-05 0.041055523854608728 -6.6035631081137882e-05 0.00082979176401439881 0.00037261161434435058 -7.3647757726111952e-06 0.00093113198063632656 -0.0018297141044895399 -0.00011269225955268434 -5.3342032266070599e-05 0.0012699655159935253
leaf_weight=328 20749 20 256 10190 26 661 628 33 523917 1643 69 1493 27646 28
leaf_count=328 20749 20 256 10190 26 661 628 33 523917 1643 69 1493 27646 28
internal_value=-3.09358e-06 0.000381335 0.00320797 -4.55588e-06 0.000109241 0.00149024 2.15407e-05 -6.55175e-05 -6.83696e-06 6.29295e-05 -0.0011172 -6.6096e-06 -9.66929e-06 -5.74818e-05
internal_weight=587687 2227 304 585460 11505 687 10818 1923 573955 22392 102 1821 551563 284
internal_count=587687 2227 304 585460 11505 687 10818 1923 573955 22392 102 1821 551563 284

Tree=5
num_cat=0
split_feature=15 51 33 49 8 55 34 34 33 19 49 46 33
split_gain=0.132969 23.5648 42.7716 2.50423 7.65122 0.0391765 0.336211 10.9459 0.157121 0.0259585 4.38134 0.0244227 0.0181694
threshold=0.55725386738777172 -0.044410638511180871 0.2726276963949204 -0.12514873594045636 0.045251322910189636 2.0211037397384648 1.468370318412781 1.4774639606475832 0.50690898299217235 0.089487399905920043 0.82905498147010814 -0.046981150284409516 1.8969854712486269
left_child=5 2 -2 4 -3 9 8 -8 -7 11 -11 -1 -5
right_child=1 3 -4 12 -6 6 7 -9 -10 10 -12 -13 -14
leaf_value=6.0129207577744727e-05 -5.9428243467057964e-05 0.049143931875903588 0.1257910408652928 -3.4274513955331254e-05 -0.00024015577454190214 -2.0480931822492479e-05 0.044635754224748178 -0.00040054590680493884 0.0011974434377237586 -5.5619823333415582e-05 0.015609108903162791 -7.7524491244937817e-06 -0.00031034257261570319
leaf_weight=26493 36 20 20 10209 59 10030 27 531 531 7369 86 531011 1277
leaf_count=26493 36 20 20 10209 59 10030 27 531 531 7369 86 531011 1277
internal_value=4.36951e-06 0.000235451 0.0448872 1.92385e-05 0.0122621 -2.92005e-07 0.00012797 0.00177863 4.07555e-05 -2.81633e-06 0.000125087 -4.52666e-06 -6.49674e-05
internal_weight=587699 11621 56 11565 79 576078 11119 558 10561 564959 7455 557504 11486
internal_count=587699 11621 56 11565 79 576078 11119 558 10561 564959 7455 557504 11486

Tree=6
num_cat=0
split_feature=45 47 3 17 33 49 0 23 23 49 31 2 13 14
split_gain=0.133075 1.28378 10.2546 0.457586 9.16905 0.0787336 2.88842 62.3094 0.0296762 0.190941 0.0314269 0.0281774 0.0110333 0.00415874
threshold=-0.092140045017003999 -1.256108224391937 -0.035386044532060616 -0.8243863284587859 -0.18475440144538877 2.1410850286483769 0.038437766954302795 0.010622751433402302 -0.030672303400933739 -1.3179033398628233 2.102653026580811 0.16301129013299945 0.67603379487991344 0.5882677733898164
left_child=1 2 -1 4 -3 8 13 -8 9 -2 -10 -5 -4 -7
right_child=5 3 12 11 -6 6 7 -9 10 -11 -12 -13 -14 -15
leaf_value=0.04164248799031816 0.00065460339442134847 0.047849066904012034 -0.00014812495065681406 1.2245271618680602e-05 -0.00069587708172214827 -1.7331864095978137e-05 0.1246523699161713 -0.00010110993574912509 -8.4945464432727012e-06 7.9391810757763652e-06 0.00014282503150635453 -0.001014263910255977 0.00084477094218598657 -0.00024954911796476996
leaf_weight=32 2406 20 173 6160 251 11766 20 406 536729 22535 6615 130 77 379
leaf_count=32 2406 20 173 6160 251 11766 20 406 536729 22535 6615 130 77 379
internal_value=4.06802e-06 0.000306572 0.00486518 0.000110638 0.00288678 5.04246e-07 0.000171306 0.00575586 -3.27406e-06 7.03214e-05 -6.65229e-06 -8.97034e-06 0.000157687 -2.45785e-05
internal_weight=587699 6843 282 6561 271 580856 12571 426 568285 24941 543344 6290 250 12145
internal_count=587699 6843 282 6561 271 580856 12571 426 568285 24941 543344 6290 250 12145

Tree=7
num_cat=0
split_feature=15 51 55 5 18 55 46 26 21 14 13 34 31
split_gain=0.104747 20.2875 44.2464 3.45375 6.51027 0.0327122 0.319353 2.36411 0.0288854 0.0228946 1.53069 0.0161458 0.0158067
threshold=0.55725386738777172 -0.044410638511180871 0.15352448076009753 -0.29874807596206659 0.08623185753822328 2.0211037397384648 0.014997302554547788 -1.0894942879676817 1.6111459732055666 0.47881264984607702 -0.054623955860733979 1.468370318412781 -1.3418890833854673
left_child=5 2 -2 4 -3 9 11 -8 -5 12 -11 -7 -1
right_child=1 3 -4 8 -6 6 7 -9 -10 10 -12 -13 -14
leaf_value=3.4548170768515433e-05 0.12392626749769207 -0.00043311580673071156 -0.0040754949224841158 -3.7092160290549324e-05 0.048666292734192401 -1.7218070980921905e-05 0.011183476447662757 0.00032636042842739419 -0.00039090977941065455 0.0056623619011880238 -4.2966359700915336e-05 -0.00049938642297627975 -7.863012721396894e-06
leaf_weight=45572 20 36 36 10279 20 9179 102 1495 1230 230 8420 343 510737
leaf_count=45572 20 36 36 10279 20 9179 102 1495 1230 230 8420 343 510737
internal_value=3.78732e-06 0.000208885 0.0416394 8.27015e-06 0.0171024 -3.50033e-07 0.000116853 0.0010198 -7.49057e-05 -2.65672e-06 0.000108736 -3.45867e-05 -4.38875e-06
internal_weight=587699 11621 56 11565 56 576078 11119 1597 11509 564959 8650 9522 556309
internal_count=587699 11621 56 11565 56 576078 11119 1597 11509 564959 8650 9522 556309

Tree=8
num_cat=0
split_feature=45 47 7 17 24 21 49 7 21 3 2 0 23 45
split_gain=0.112341 1.11247 12.8092 0.39205 7.81472 0.0929767 1.93589 62.9608 0.305215 0.0479471 0.0252312 0.0177755 0.330479 0.00904761
threshold=-0.092140045017003999 -1.256108224391937 -0.0097913797944784147 -0.8243863284587859 1.6445183753967287 0.72027611732482921 2.1410850286483769 0.029784815385937694 0.84256917238235485 -0.040705464780330651 0.16301129013299945 -0.034956371411681168 -0.036138864234089844 0.16386169940233233
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Tree=55
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Tree=80
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Tree=81
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Tree=82
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Tree=83
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Tree=84
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Tree=85
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Tree=86
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decision_type=2 2 2 2 2 2 2 2 2 2 2
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Tree=87
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Tree=88
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Tree=89
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Tree=90
num_leaves=13
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split_gain=0.47651 2.97062 29.3009 23.185 14.7081 2.31972 0.12867 11.1798 0.660675 0.104383 0.82928 0.0710695
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2
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Column_49=104
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[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=4 learning_rate=0.069 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