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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 1933 1927 1915 1931 1924 1923 1913 1934 1927 1925 1918 1936 1919 1928 1923 1916 1934 1946 1936 1933 1933 1927 1926 1928 1928 1924 1938 1920 1934 1915 1931 1922 1928 1924 1928 1924 1922 1925 1926 1921 1920 1924 1925 1925 1947 1948 1920 1943 1936 1927 1929 1925 1931 1926 1910 1788 1929 1904 1911 1937 1944 1930 1912 1906 1935 1929 1915 1925 1907 1950 1945 1938 1941 1923 1946 1948 1954 1920 1924 1930 1931 1923 1930 1937 1929 1912 1929 1922 1931 1949 1920 1944 1926 1936 1945 1925 1938 1927 1948 1929 1934 1933 1942 1938 1932 1921 1942 1942 1935 1920 1946 1814 1922 1929 1923 1919 1922 1917 1926 1910 1932 1808 1929 1939 1931 1913 1933 1920 1937 1941 1957 1927 1926 1939 1920 1944 1932 1920 1930 1957 1819 1932 1704 1704 1938 1944 1936 1941 1938 1832 1953 1960 1957 1939 1809 1965 1958 1948 1913 1939 1934 1929 1928 1952 1936 1942 1936 1972 1934 1913 1927 1919 1926 1932 1959 1940 1927 1905 1916 1806 1920 1806 1924 1792 1930 1799 1931 1784 1908 1966 1680 1815 1698 1676 1931 1942 1942 1935 1923

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Tree=1
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Tree=2
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Tree=3
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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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split_feature=55 25 47 7 11 55 6 14 16 7 48 8 6 31 49
split_gain=10.4743 16.7208 17.9504 12.58 12.1306 15.5846 14.7773 11.7878 10.0609 40.0609 13.3383 13.2104 19.938 9.57562 9.09372
threshold=0.36563305556774145 -0.98611101508140553 -1.2433525025844572 -0.52754068374633778 -1.8003312945365904 1.0597108602523806 -0.0032315243734046812 0.99955433607101452 -0.073294002562761293 -0.022277201525866982 0.79753869771957409 -0.028399574570357796 0.67479363083839428 -1.2059499621391294 -2.299067378044128
left_child=8 2 3 -2 5 -3 -6 -4 9 13 -11 14 -13 -1 -10
right_child=1 4 7 -5 6 -7 -8 -9 11 10 -12 12 -14 -15 -16
leaf_value=0.0011877469932378417 0.063636801331439397 -0.0017259515980351569 -0.0017974766439704626 -0.011196942863311599 -0.0013193413573051407 0.0080667974321672244 0.00058702018996785877 -0.023923601506674122 0.013549488438258334 0.0053306243005200003 0.019265563558405016 0.00066898351265888979 -0.0021550357763460292 -0.0021901255128110313 0.0019030278953977931
leaf_weight=2871.8381866663694 6.3643378317356101 784.13930149376392 8169.8347739726305 740.89060221239924 23001.863078471273 1092.5259835571051 22687.673914767802 68.200242653489113 190.8949901163578 1301.2657640501857 226.53991174697876 46845.327833857387 8261.0318046063185 13159.906540498137 13982.626163326204
leaf_count=11709 26 3197 34357 4264 97337 4444 93973 281 804 5721 933 197538 35093 54203 57077
internal_value=-3.59495e-05 -0.000597275 -0.00269411 -0.0105596 -0.00020118 0.00397503 -0.000372715 -0.00198065 0.000329596 -0.000803543 0.00739687 0.000616799 0.000245633 -0.00158503 0.00205989
internal_weight=143391 56551.5 8985.29 747.255 47566.2 1876.67 45689.5 8238.04 86839.4 17559.6 1527.81 69279.9 55106.4 16031.7 14173.5
internal_count=600957 237879 38928 4290 198951 7641 191310 34638 363078 72566 6654 290512 232631 65912 57881

Tree=199
num_cat=0
split_feature=55 25 48 11 11 35 0 28 54 28 48 21 45 19 47
split_gain=9.3945 15.0088 16.7026 17.1393 10.8762 14.8393 10.8542 10.1148 9.94802 16.8365 13.049 10.7153 9.62165 10.9932 7.75101
threshold=0.36563305556774145 -0.98611101508140553 -1.8403685092926023 -1.3168830871582029 -1.8003312945365904 -0.39835225045680994 -0.02560696471482515 -0.033250445500016206 4.5166687965393075 0.097450174391269698 1.5512264370918276 -0.10140030458569525 0.17919377982616427 0.081602856516838088 0.76627792418003093
left_child=8 2 3 -2 5 -3 -4 -6 12 10 -10 -11 14 -14 -1
right_child=1 4 6 -5 7 -7 -8 -9 9 11 -12 -13 13 -15 -16
leaf_value=-6.7929846358826169e-05 0.019483031101699251 0.0012065028721109906 0.0044604017019864691 -0.01658202489599362 -0.0017914680391726079 0.012448273969695521 -0.0025983580170380761 7.9341434373735289e-05 0.0094576745075248755 0.0034703904621789733 -0.015119947631319741 -0.014757499034268434 0.041963397065092937 0.0065815770595062644 0.0011400817516899566
leaf_weight=65820.995420135558 41.121416546404362 1450.1910123229027 663.26086741685867 370.61917107924819 10557.839116096497 426.9379603266716 7904.8344249203801 35129.470770087093 1016.6019397974014 190.48816312849522 64.532241508364677 172.741893440485 27.300991013646126 255.66239255666733 19293.247879102826
leaf_count=277716 196 5900 2698 2627 42549 1741 33407 148761 4196 767 266 747 112 1046 78228
internal_value=-3.40645e-05 -0.000565718 -0.00255301 -0.0129801 -0.000190531 0.00376335 -0.00205194 -0.000352982 0.000312106 0.00467389 0.00799065 -0.00519828 0.000238333 0.0099953 0.000205896
internal_weight=143386 56544.3 8979.84 411.741 47564.4 1877.13 8568.1 45687.3 86841.6 1444.36 1081.13 363.23 85397.2 282.963 85114.2
internal_count=600957 237879 38928 2823 198951 7641 36105 191310 363078 5976 4462 1514 357102 1158 355944

end of trees

feature_importances:
Column_6=245
Column_7=225
Column_28=218
Column_17=166
Column_8=156
Column_48=143
Column_9=126
Column_23=106
Column_1=101
Column_0=91
Column_34=87
Column_21=86
Column_16=79
Column_55=71
Column_33=64
Column_13=53
Column_18=50
Column_24=49
Column_12=48
Column_25=46
Column_11=44
Column_46=44
Column_5=43
Column_47=43
Column_14=39
Column_45=39
Column_3=37
Column_29=37
Column_51=35
Column_31=34
Column_19=33
Column_35=33
Column_26=32
Column_20=30
Column_2=24
Column_44=24
Column_4=23
Column_27=23
Column_37=23
Column_50=23
Column_53=22
Column_22=20
Column_49=17
Column_15=14
Column_38=14
Column_43=7
Column_52=6
Column_10=2
Column_32=2
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: 0.053]
[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=0.053 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=1552 1569 1576 1598 1574 1471 1568 1468 1568 1659 1478 1475 1497 1490 1482 1605 1502 1579 1592 1487 1587 1577 1590 1590 1595 1587 1469 1566 1485 1568 1475 1480 1489 1489 1473 1576 1495 1691 1504 1488 1581 1585 1578 1655 1658 1653 1655 1660 1677 1674 1668 1664 1664 1540 1660 1671 1665 1664 1660 1670 1659 1664 1668 1666 1667 1657 1668 1675 1663 1573 1628 1673 1675 1578 1572 1561 1565 1571 1662 1658 1654 1667 1673 1555 1384 1474 1656 1477 1679 1582 1561 1576 1564 1492 1574 1479 1466 1573 1463

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=0.0010276682489444961 0.00010671672826638239 9.4437034418863732e-05 0.038135123586691293 0.00064643587273496947 0.036627415435585522 5.6304407290309045e-05 8.4658502547920407e-05 9.5702020041185047e-05 0.00088479100914325842 0.00012921631866695738 0.002500589028277325 -0.00072878464703207821 5.4812475278002552e-05 -0.00019663915040266637
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=9.98649e-05 0.000472314 0.00758346 9.84482e-05 0.00020907 0.00144036 0.000130876 9.62308e-05 0.000163807 0.00013098 0.00121454 0.000100575 9.34873e-05 0.000131834
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=0.0990039 1.72579 7.80171 0.0458494 0.353646 10.6818 0.124467 0.0339717 0.294261 0.0223513 0.0278656 0.0198268 0.0156757 0.0151067
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=0.03587144314331956 3.493354079091138e-06 0.00020981405697660335 0.00011111064890186146 -1.8257224279384281e-05 0.034588596188033428 -4.4247116155479757e-05 0.00075053553079766969 -6.8602393893382258e-06 0.00074032968896957038 2.4800467357364512e-05 0.0026539052628562786 -0.0017810571149457245 -0.00078772644675083705 -4.4413437120477255e-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=-2.99529e-06 0.000349714 0.00708397 -4.33694e-06 0.000100422 0.00126646 2.63723e-05 -6.43684e-06 5.75583e-05 2.64702e-05 0.0010526 -0.000379451 -2.32307e-06 -9.03488e-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=0.0887875 1.54771 7.52457 0.0369201 0.210537 8.10595 0.0658946 0.0319993 2.84886 0.0200448 0.0255396 0.0178841 0.0147244 0.0133777
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=-0.0017788557903841138 1.6603763884323306e-05 9.5247700284692516e-05 0.035856506694690322 -5.9908558958396929e-06 0.00040173916693826461 0.018567742265323699 -9.2654462461581441e-06 0.0086068212271824159 -2.9784561042917234e-05 0.00031604914961130457 0.0023687679967387457 4.3803135029344457e-05 -6.5075382628905254e-05 -3.5703092606490754e-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=-2.83654e-06 0.00033118 0.00670852 -4.10709e-06 5.55753e-05 0.000517787 9.44399e-06 -7.07513e-06 0.000106137 2.50673e-05 0.000996816 -0.000400748 -2.19998e-06 -8.49871e-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=0.0397709 0.305905 13.6122 0.104688 2.40973 0.034104 0.228074 3.37735 0.208139 0.0142304 0.0180052 0.0118214 0.00781235 0.00296072
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=-1.8766044299188086e-06 -4.7285385305766627e-05 -0.00097963898087391498 0.041278243828297881 0.014854548268185681 -1.5908864162684168e-05 -4.3815024557311872e-06 -9.8224197175760311e-06 0.0080555295247552311 0.00081879692582868162 -3.5941384543417895e-05 -0.00043145017394832764 -0.0011964944172742924 -2.2274103824291369e-05 -1.5698709738875734e-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=-2.6862e-06 9.42511e-05 0.00108647 1.99332e-05 0.000629755 -4.64721e-06 3.6584e-05 0.000563405 1.28925e-05 -8.68072e-06 -3.91894e-05 -8.51554e-05 -2.45481e-05 -6.18364e-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=0.0775252 0.63546 9.74538 0.0357516 0.314292 9.5289 0.0987852 0.0330091 0.027369 0.0265926 0.286334 0.0190714 0.0121528 0.00964758
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=0.00037151057886790557 0.00069735135372458535 0.038320066065420544 -5.9103113291627097e-05 -2.0792343928376291e-05 0.032660639941405792 -4.993457210738117e-05 0.0006641095595282567 0.00028117035841503156 -0.0015745995489669965 -6.0768013163225748e-06 -4.5414441238671097e-06 -7.4818880127151634e-05 -4.2131629942169886e-05 0.00097710086530553649
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=-2.54383e-06 0.00030957 0.00256128 -3.73107e-06 8.8775e-05 0.00118802 1.89672e-05 -4.63951e-05 -0.000974203 -5.58536e-06 5.10345e-05 5.57434e-06 -7.88398e-06 4.30578e-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=0.135297 23.5594 42.7714 2.52307 7.68487 0.0439726 0.370745 11.0317 0.167584 0.0274961 4.37298 0.0250721 0.0170383
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=4.6454840299100775e-05 -4.811402324751018e-05 0.037847123124469632 0.09661930452277448 -2.5951024578482566e-05 -0.00016889257342435007 -1.5006172475208506e-05 0.034483396429867988 -0.00024506794721267154 0.00095114797035880238 -4.0071125413179878e-05 0.011980769963104203 -6.3748022307188169e-06 -0.00023129713592864038
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=3.15382e-06 0.000182199 0.034476 1.61416e-05 0.00945542 -4.57979e-07 0.000103918 0.00143534 3.35714e-05 -2.51222e-06 9.85999e-05 -3.8643e-06 -4.87812e-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=0.147463 1.30393 10.2344 0.506873 9.27433 0.0792425 2.89483 62.4037 0.0331164 0.197014 0.0330272 0.0285679 0.0100609 0.00401248
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
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Tree=79
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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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Tree=87
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Column_27=24
Column_35=23
Column_34=21
Column_2=18
Column_13=16
Column_47=16
Column_26=15
Column_1=12
Column_32=12
Column_6=10
Column_28=7
Column_12=4
Column_25=4
Column_50=4
Column_10=3
Column_11=3
Column_22=3
Column_48=1
Column_52=1

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

objective=regression metric=rmse num_leaves=31 max_depth=4 learning_rate=0.053 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