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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=1882 1925 1931 1918 1931 1920 1925 1914 1928 1925 1929 1931 1925 1924 1931 1927 1925 1927 1936 1929 1931 1939 1926 1916 1928 1923 1937 1921 1925 1931 1923 1923 1931 1920 1925 1924 1919 1938 1925 1921 1923 1923 1932 1925 1922 1939 1939 1947 1950 1927 1926 1911 1937 1943 1916 1902 1923 1934 1783 1918 1913 1911 1930 1923 1923 1920 1917 1924 1947 1911 1948 1942 1942 1936 1933 1953 1933 1928 1944 1941 1932 1926 1921 1929 1931 1937 1932 1903 1911 1930 1961 1944 1904 1946 1918 1953 1930 1936 1921 1948 1918 1930 1938 1930 1936 1934 1912 1810 1925 1945 1931 1942 1928 1936 1928 1911 1924 1923 1946 1919 1941 1909 1900 1813 1923 1932 1939 1936 1944 1920 1944 1931 1941 1945 1949 1931 1932 1940 1908 1935 1957 1705 1811 1943 1930 1930 1941 1941 1936 1945 1937 1939 1955 1945 1832 1920 1932 1937 1939 1926 1934 1932 1932 1940 1947 1929 1964 1940 1932 1933 1920 1918 1913 1921 1804 1945 1924 1939 1913 1915 1815 1592 1588 1921 1795 1687 1783 1895 1930 1793 1940 1683 1702 1821 1816 1945 1941 1883 1935 1927

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Tree=1
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Tree=2
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split_gain=3839.26 1403.62 889.302 622.095 453.272 483.435 400.863 363.672 334.593 180.844 140.506 116.031 109.498 59.5875 15.7494
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Tree=3
num_cat=0
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split_gain=2228.21 1756.22 1289.16 691.553 582.883 478.684 216.613 126.318 89.7885 125.79 82.7491 77.022 73.0669 53.3693 19.8509
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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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leaf_value=0.00054690308604518287 0.061149092639225029 0.0013383416623650379 0.0050852897232899546 -0.0018207063468881663 0.013060862360357835 -0.0024512861063398089 -0.010964681637107301 7.9270559913333815e-05 0.0096205302543453872 0.0032417048815484187 -0.015108818726290428 -0.015033909770751887 0.042217843802145397 0.0061220224920917376 -0.00061768165003442366
leaf_weight=60280.301841042936 6.3643305003643027 1448.8278279602528 647.92121949791908 10558.5387673527 426.26246546208858 7585.5893588587642 737.68936547264457 35121.073480866849 1017.4491600394249 190.57072393596172 64.552821666002274 172.67631018161774 27.322521299123764 255.91618315130472 24822.902512356639
leaf_count=253389 26 5900 2637 42549 1741 32001 4264 148761 4196 767 266 747 112 1046 102555
internal_value=-3.30807e-05 -0.000564854 -0.00256182 -0.000187858 0.00400321 -0.00185821 -0.0103478 -0.000359896 0.000313134 0.00472919 0.00814516 -0.00544595 0.000238387 0.00960399 0.000207217
internal_weight=143364 56532.3 8977.56 47554.7 1875.09 8233.51 744.054 45679.6 86831.7 1445.25 1082 363.247 85386.4 283.239 85103.2
internal_count=600957 237879 38928 198951 7641 34638 4290 191310 363078 5976 4462 1514 357102 1158 355944

end of trees

feature_importances:
Column_6=255
Column_28=248
Column_7=229
Column_17=150
Column_8=146
Column_48=132
Column_9=116
Column_23=103
Column_1=99
Column_21=92
Column_0=90
Column_34=90
Column_33=77
Column_16=66
Column_55=62
Column_12=56
Column_13=50
Column_11=46
Column_25=46
Column_14=45
Column_24=45
Column_47=45
Column_5=44
Column_18=42
Column_26=42
Column_19=37
Column_45=37
Column_46=37
Column_35=34
Column_3=32
Column_29=32
Column_51=32
Column_31=31
Column_20=30
Column_2=28
Column_27=25
Column_4=24
Column_22=24
Column_49=24
Column_44=23
Column_53=22
Column_37=21
Column_50=16
Column_38=14
Column_43=12
Column_52=9
Column_15=6
Column_32=4
Column_54=2
Column_10=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: 0.054]
[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=0.054 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=1551 1566 1569 1597 1578 1474 1563 1469 1573 1665 1477 1470 1500 1489 1474 1605 1504 1578 1587 1489 1583 1574 1584 1588 1602 1586 1469 1563 1474 1564 1466 1489 1498 1492 1490 1496 1492 1590 1498 1584 1581 1572 1568 1651 1656 1653 1664 1648 1661 1672 1659 1658 1665 1457 1663 1658 1670 1666 1648 1682 1657 1657 1660 1654 1667 1648 1668 1671 1668 1566 1634 1666 1670 1563 1671 1489 1565 1650 1567 1659 1662 1655 1656 1646 1671 1474 1640 1652 1586 1593 1583 1564 1590 1491 1568 1475 1476 1483 1561

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=0.0010451142939079314 0.00010678632944343815 9.4274943259173852e-05 0.038852710298404668 0.00065668885399633816 0.037316554823693129 5.5422832599891727e-05 8.4311910786891977e-05 9.556379653474652e-05 0.00089954125712931178 0.00012971044041760891 0.0025458260313413797 -0.00074447922274744629 5.3902750926975678e-05 -0.0002022932450495549
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=9.98053e-05 0.000479282 0.0077246 9.83618e-05 0.000211071 0.0014656 0.000131402 9.61025e-05 0.000164954 0.000131507 0.00123551 0.000100528 9.33073e-05 0.000132377
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 0 49 21 6 27 0
split_gain=0.0987949 1.72215 7.80271 0.0457526 0.352899 10.6592 0.124436 0.0339 0.293639 0.0223041 0.027846 0.0204764 0.0156426 0.015076
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -0.034956371411681168 -0.037053914740681641 -1.6757296919822691 0.29690591990947729 6.0551392380148179e-05 0.16744337230920794 0.022381779737770561
left_child=1 2 -1 7 6 -6 -5 8 -2 10 -3 -4 -11 -9
right_child=3 9 11 4 5 -7 -8 13 -10 12 -12 -13 -14 -15
leaf_value=0.036542514790581272 3.5555088321766487e-06 0.00021294286284797922 0.00011322133534995373 -1.8624382551664293e-05 0.035203994937527634 -4.5034362721314501e-05 0.0007645758280320484 -6.9822135924626638e-06 0.00075350164209318337 2.5241697757288371e-05 0.0027022716747131196 -0.0018459726295300893 -0.00080174173803433126 -4.5204999110366403e-05
leaf_weight=21 20749 38 60 10190 26 661 628 519623 1643 1998 20 21 69 31940
leaf_count=21 20749 38 60 10190 26 661 628 519623 1643 1998 20 21 69 31940
internal_value=-3.04858e-06 0.000355937 0.00721001 -4.41411e-06 0.000102208 0.00128899 2.68415e-05 -6.55137e-06 5.85824e-05 2.69412e-05 0.00107133 -0.000394718 -2.36443e-06 -9.19562e-06
internal_weight=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 81 2067 551563
internal_count=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 81 2067 551563

Tree=2
num_cat=0
split_feature=45 17 6 23 49 2 47 31 23 49 17 33 31 13
split_gain=0.0884131 1.54118 7.512 0.036792 0.210531 8.10585 0.0658922 0.0319871 2.84844 0.0199603 0.0254994 0.0185155 0.014722 0.0133546
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 -1.256108224391937 2.102653026580811 -0.0097320508211851103 -1.6757296919822691 0.18783452361822131 0.30081495642662054 -1.2844281196594236 0.25719563663005834
left_child=1 2 11 4 5 -2 -6 13 -9 10 -3 -1 -11 -5
right_child=3 9 -4 7 6 -7 -8 8 -10 12 -12 -13 -14 -15
leaf_value=-0.0018453629739582538 1.6816004378494e-05 9.5624585727429278e-05 0.036493791806325317 -6.0917441576796775e-06 0.00040921571757077406 0.018917864996037037 -9.5359442585534817e-06 0.0087685629396449284 -3.0344134374020381e-05 0.00032199095649411901 0.0024102168583549034 4.4183111575435875e-05 -6.6293317057111601e-05 -3.6338376948019446e-05
leaf_weight=20 2449 35 20 504308 1148 68 24071 109 6817 341 23 62 1726 46490
leaf_count=20 2449 35 20 504308 1148 68 24071 109 6817 341 23 62 1726 46490
internal_value=-2.88396e-06 0.000336716 0.00682067 -4.17575e-06 5.65272e-05 0.000527452 9.52615e-06 -7.19454e-06 0.000108131 2.54864e-05 0.00101348 -0.000416682 -2.23674e-06 -8.64471e-06
internal_weight=587687 2227 102 585460 27736 2517 25219 557724 6926 2125 58 82 2067 550798
internal_count=587687 2227 102 585460 27736 2517 25219 557724 6926 2125 58 82 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=0.0395787 0.305608 13.6104 0.104406 2.40964 0.0339739 0.228097 3.37699 0.207954 0.0142254 0.0180036 0.0119306 0.00781751 0.00294993
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=-1.9733144342557314e-06 -4.8641895235282909e-05 -0.00099857675622797622 0.042053647593547003 0.01513352012775431 -1.722760794365697e-05 -4.4466289302584853e-06 -1.0015538864302106e-05 0.0082070784911000248 0.00083381253292483238 -3.6592780303566788e-05 -0.00043954711780477417 -0.0012249308915746112 -2.282607332808094e-05 -1.5956348509808033e-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=-2.72822e-06 9.57991e-05 0.00110625 2.01157e-05 0.000640607 -4.7214e-06 3.72075e-05 0.000573997 1.30678e-05 -8.82317e-06 -3.99019e-05 -8.74043e-05 -2.51438e-05 -6.27942e-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 47 0 55 31 0 33
split_gain=0.0769934 0.635419 9.7421 0.0355021 0.312908 9.48767 0.0983165 0.0334145 0.027677 0.0264101 0.286274 0.0190634 0.0120753 0.00965993
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 0.10345410183072092 -0.5827713906764983 -0.034956371411681168 -1.3123381733894346 -1.2844281196594236 0.025386652909219268 5.0220639705657968
left_child=1 7 -3 9 6 -6 -5 11 -9 10 -2 -1 -11 -4
right_child=3 2 13 4 5 -7 -8 8 -10 12 -12 -13 -14 -15
leaf_value=0.00037769651774328299 0.00071026351200987681 0.039035785680475235 -6.1008888048377228e-05 -2.1246030437317969e-05 0.033204656386318115 -5.0928333131547132e-05 0.00067492123101476915 0.00028679466364238496 -0.0016145976041361395 -6.1675976743460111e-06 -4.7978483719986233e-06 -7.6958825423825052e-05 -4.2785383098533092e-05 0.00099542147681651316
leaf_weight=328 1773 20 256 10190 26 661 628 33 69 523917 20619 1493 27646 28
leaf_count=328 1773 20 256 10190 26 661 628 33 69 523917 20619 1493 27646 28
internal_value=-2.5809e-06 0.000314329 0.00260845 -3.78638e-06 9.01357e-05 0.00120765 1.91675e-05 -4.83401e-05 -0.000999441 -5.66906e-06 5.18208e-05 4.93406e-06 -8.00299e-06 4.31462e-05
internal_weight=587687 2227 304 585460 11505 687 10818 1923 102 573955 22392 1821 551563 284
internal_count=587687 2227 304 585460 11505 687 10818 1923 102 573955 22392 1821 551563 284

Tree=5
num_cat=0
split_feature=15 51 33 49 33 55 34 34 33 19 49 46 33
split_gain=0.135273 23.5596 42.7714 2.52072 7.68327 0.0436585 0.368503 11.0263 0.166904 0.0273198 4.37227 0.0250372 0.0170384
threshold=0.55725386738777172 -0.044410638511180871 0.2726276963949204 -0.12514873594045636 -0.099575325846672044 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=4.7321143949840007e-05 -4.8900824712291069e-05 0.038553720965667435 0.098442447928880211 -2.6413315529139864e-05 -0.00017554390086433298 -1.5338832452034911e-05 0.035121236370148835 -0.00025374347538533999 0.00096704657117811994 -4.112546380645003e-05 0.012205530400788955 -6.4678136010937012e-06 -0.00023563466615524962
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=3.22658e-06 0.000185633 0.0351266 1.64426e-05 0.00962933 -4.53047e-07 0.000105512 0.00145795 3.40548e-05 -2.53855e-06 0.000100151 -3.91172e-06 -4.96743e-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 18
split_gain=0.1467 1.30374 10.2345 0.503665 9.26786 0.079207 2.89447 62.3978 0.032867 0.196649 0.0329214 0.0285531 0.0100768 0.00401674
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 1.5329554677009585 0.050692444667220123
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=0.032600817154026789 0.000521820367161047 0.037753457639849559 3.7353887745361481e-05 1.5599249523984419e-05 -0.00044239193137604436 -1.5086308087515561e-05 0.097624727030616476 -7.7674869451933981e-05 -7.0997894602517124e-06 8.2267851665587524e-06 0.00011410721742574907 -0.00079309397593203281 0.0010775664110197179 -0.00025004978177685188
leaf_weight=32 2406 20 219 6160 251 11929 20 406 536729 22535 6615 130 31 216
leaf_count=32 2406 20 219 6160 251 11929 20 406 536729 22535 6615 130 31 216
internal_value=3.05234e-06 0.000251619 0.00384685 9.70916e-05 0.00237649 1.24007e-07 0.000134196 0.00450929 -2.8418e-06 5.7772e-05 -5.62414e-06 -1.1146e-06 0.00016634 -1.92652e-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 34 34 33 21 16 52 29
split_gain=0.112373 20.9726 43.8912 3.51165 6.53479 0.0380091 0.33005 9.86749 0.149616 0.024928 0.0230182 0.667058 0.0287839
threshold=0.55725386738777172 -0.044410638511180871 0.15352448076009753 -0.29874807596206659 0.08623185753822328 2.0211037397384648 1.468370318412781 1.4774639606475832 0.50690898299217235 1.6111459732055666 -0.53503435850143422 1.1707907915115359 2.2350320816040044
left_child=5 2 -2 4 -3 10 8 -8 -7 -5 11 -1 -12
right_child=1 3 -4 9 -6 6 7 -9 -10 -11 12 -13 -14
leaf_value=-1.0038893955091919e-05 0.097275325034805432 -0.00025008034297718497 -0.0024970623670687924 -2.8638478002215659e-05 0.038247833913273646 -1.5986147707643845e-05 0.033223637573421005 -0.00024091808472412134 0.00091412966855420816 -0.00028587261504669473 -3.576649137615959e-06 0.0019523772954202693 -0.00029471778904629646
leaf_weight=12706 20 36 36 10279 20 10030 27 531 531 1230 550735 526 992
leaf_count=12706 20 36 36 10279 20 10030 27 531 531 1230 550735 526 992
internal_value=2.88752e-06 0.000169139 0.0331359 9.50761e-06 0.0134992 -4.66217e-07 9.84057e-05 0.00137833 3.07795e-05 -5.61298e-05 -2.41212e-06 6.79713e-05 -4.10012e-06
internal_weight=587699 11621 56 11565 56 576078 11119 558 10561 11509 564959 13232 551727
internal_count=587699 11621 56 11565 56 576078 11119 558 10561 11509 564959 13232 551727

Tree=8
num_cat=0
split_feature=45 47 7 17 24 21 49 7 21 3 2 0 23 45
split_gain=0.130856 1.16792 12.8848 0.448324 8.39303 0.0997036 2.01005 63.1642 0.306261 0.0328656 0.0251652 0.0214853 0.338283 0.00872741
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Tree=98
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Column_49=103
Column_7=94
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Column_50=2
Column_48=1
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[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=4 learning_rate=0.054 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