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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=1883 1930 1926 1918 1928 1918 1924 1909 1925 1930 1927 1922 1927 1910 1930 1927 1920 1934 1941 1929 1930 1928 1920 1928 1925 1927 1934 1927 1926 1934 1930 1924 1926 1912 1931 1925 1915 1923 1939 1926 1922 1914 1926 1923 1921 1926 1948 1918 1941 1937 1910 1912 1917 1933 1925 1910 1947 1930 1941 1900 1919 1902 1930 1918 1909 1920 1926 1931 1800 1919 1939 1939 1938 1942 1918 1958 1939 1946 1928 1947 1808 1919 1904 1912 1936 1926 1912 1928 1921 1898 1947 1936 1928 1934 1920 1946 1922 1943 1938 1929 1919 1933 1940 1916 1928 1936 1949 1928 1915 1939 1947 1945 1813 1937 1924 1918 1923 1918 1925 1907 1906 1908 1904 1952 1926 1940 1940 1930 1940 1945 1935 1941 1937 1939 1946 1919 1931 1926 1915 1923 1949 1805 1703 1924 1813 1941 1931 1942 1938 1925

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Tree=1
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Tree=2
num_cat=0
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split_gain=3768.83 1377.02 873.758 617.415 447.815 479.372 393.497 361.472 328.594 178.447 138.244 114.237 107.309 58.2747 15.6506
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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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internal_weight=143993 143468 84004.2 24385.7 59618.5 525.398 59463.7 9822.01 49641.7 377.708 79.2082 147.69 298.5 144.27
internal_count=600078 596402 351414 108241 243173 3676 244988 40309 204679 2509 489 1167 2020 1145

Tree=142
num_leaves=14
num_cat=0
split_feature=48 7 7 0 19 55 33 25 33 0 14 17 51
split_gain=52.7841 40.2667 56.4139 71.4497 22.3179 22.1391 16.5578 15.9445 15.7208 9.94018 9.93664 8.6919 7.84143
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 5 -4 6 -2 -3 11 -6 -9 -11 12 -1
right_child=1 4 3 -5 8 -7 -8 9 -10 10 -12 -13 -14
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leaf_count=1041 110349 6972 12370 190557 179951 17825 68185 16 10193 2116 377 22 104
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internal_weight=143952 143434 78734 46990.2 64699.5 31743.8 18208.2 518.58 46491.4 374.578 370.937 144.002 140.466
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Tree=143
num_cat=0
split_feature=23 0 6 17 8 21 20 23 28 6 28 17 13 3 8
split_gain=48.9203 150.964 288.672 63.3066 39.9892 32.5575 23.0715 14.9602 21.2341 12.6951 11.7297 10.4698 9.09955 10.0068 4.51826
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Tree=144
num_cat=0
split_feature=48 23 0 6 21 25 0 6 44 17 19 7 17 51
split_gain=44.2213 39.0871 118.405 226.929 28.735 14.7682 14.3046 26.5398 22.0074 8.67352 9.16344 7.84906 7.82888 7.36364
threshold=-2.5940562486648555 -0.0014371092547662554 -0.0022947916295379396 -0.0032315321732312437 0.5278470814228059 -0.84910756349563588 -0.00067674985621124495 0.86733657121658336 1.0000000180025095e-35 0.3187911063432694 -0.023693725466728207 -0.034132752567529671 3.7556935548782353 -0.19827969372272489
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leaf_count=1041 223100 48721 30758 88259 9297 68 186335 1502 8430 231 258 1952 22 104
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internal_weight=143875 143367 83899.6 26775.9 57123.7 507.987 59467.1 12222.4 47244.7 368.954 78.3859 290.568 139.033 135.414
internal_count=600078 596402 351414 119017 232397 3676 244988 50223 194765 2509 489 2020 1167 1145

Tree=145
num_cat=0
split_feature=12 1 28 23 0 17 17 20 9 8 48 53 31 23 3
split_gain=43.7366 34.2449 44.1148 24.6215 78.5339 55.871 32.5201 24.564 18.2467 16.827 14.8009 11.0368 10.6098 10.4179 8.63234
threshold=-0.29080538451671595 -0.0037464592605829235 0.0011342806392349305 -0.0014371092547662554 -0.0024267609696835275 1.3336718082427981 -0.72142368555068959 -0.031473683193325989 -0.0052389253396540872 -0.0069687394425272933 -0.70983687043189991 -0.053967500105500214 -0.91383564472198475 -0.0018377197557128964 -0.0051202028989791861
left_child=1 11 8 4 6 -6 -2 12 -3 -4 -9 14 -5 -13 -1
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leaf_weight=1519.4552494883537 4883.5606342703104 552.30735374987125 457.22460026293993 108.1159877628088 23576.041497096419 2205.2373656332493 50648.164028525352 9318.5015028119087 1273.6810327395797 350.49164055287838 48121.796064928174 18.114978536963463 936.84796644747257 51.585574984550476 22.99156080186367
leaf_count=6656 20150 2807 2330 456 104137 9532 205601 40035 7525 1488 195889 76 3951 227 97
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internal_weight=144044 4245.85 2633.7 139798 81313 25781.3 55531.7 58485.3 1825.99 807.716 57440.3 1612.15 1044.96 69.7006 1542.45
internal_count=600957 21206 14150 579751 339420 113669 225751 240331 10332 3818 235924 7056 4407 303 6753

Tree=146
num_cat=0
split_feature=12 6 0 17 6 6 17 33 13 12 25 28 6 33 6
split_gain=38.798 31.4879 168.587 80.1373 88.2758 63.2134 27.78 26.4164 23.2994 21.0607 17.1163 13.2835 20.1415 12.8334 9.33206
threshold=-0.29080538451671595 -0.0032315243734046812 -0.0022947916295379396 -0.93323016166687001 0.79751527309417736 -0.0032315314747393127 -0.72142368555068959 -0.38968080282211298 -0.0039383406983688465 -0.28028306365013117 -1.3255993723869322 0.01434131618589163 1.019688665866852 -0.38302037119865412 -1.0670051574707029
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internal_count=600957 579751 302369 277382 5003 62254 240115 21206 13197 272379 8132 8009 6094 1915 5065

Tree=147
num_cat=0
split_feature=12 1 28 6 0 17 6 8 49 17 12 28 53 1 13
split_gain=34.4108 28.8257 37.7743 27.8303 149.411 71.2552 80.7272 60.3982 27.3704 24.5358 18.7468 16.6936 9.65527 9.76416 8.0208
threshold=-0.29080538451671595 -0.0037464592605829235 0.0011342806392349305 -0.0032315243734046812 -0.0022947916295379396 -0.93323016166687001 0.70399811863899242 -0.0081568323075771314 0.080381860025227084 -0.72142368555068959 -0.27859839797019953 -0.01010021101683378 -0.053967500105500214 -0.0038918899372220035 0.002994754235260189
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leaf_weight=1522.0223522931337 5109.600175127387 354.77622316777706 371.47252204269171 743.25620186328888 8813.4016707316041 2972.2159462124109 355.60756200551987 4540.1198317110538 433.76856375485659 53970.470458626747 63253.154433965683 1449.2779695093632 62.579588755965233 7.2770756781101218 18.941918522119522
leaf_count=6673 21109 1500 1839 3204 42191 12416 1799 20063 1979 219006 259963 8832 272 31 80
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internal_weight=143978 4220.12 2609.3 139758 72433.6 67324.2 1098.86 13353.5 805.241 59080.1 66225.4 1804.05 1610.82 69.8567 1540.96
internal_count=600957 21206 14150 579751 302369 277382 5003 62254 3818 240115 272379 10332 7056 303 6753

Tree=148
num_cat=0
split_feature=12 6 0 23 6 6 22 9 17 9 19 6 46 6 23
split_gain=30.52 24.5963 132.368 64.1077 55.9727 55.9248 22.999 25.3696 21.6714 20.278 17.4721 11.4386 10.6334 9.26597 8.92123
threshold=-0.29080538451671595 -0.0032315243734046812 -0.0022947916295379396 -0.027622920460999009 -0.0032315332209691401 0.39170515537261968 0.21176427602767947 -0.0041913201566785565 -0.72142368555068959 -0.00029073902987875039 -0.02283820882439613 1.5373285412788393 -0.0019709501648321743 -1.5686240792274473 -0.0014412749442271886
left_child=6 2 8 5 -4 -3 7 13 -2 -9 -5 14 -13 -1 -8
right_child=1 3 4 10 -6 -7 11 9 -10 -11 -12 12 -14 -15 -16
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leaf_weight=109.36368931829929 5111.3308589607477 371.90230186283588 4735.7709619626403 2781.2593830525875 8587.2795793414116 422.96046775579453 442.0342198163271 696.16725275665522 53970.549834653735 911.94184496253729 63750.675482824445 70.219470329582691 22.948835760354996 1338.7685069292784 616.29168354719877
leaf_count=475 21109 1564 24869 11607 37385 2075 1903 4434 219006 4631 262136 395 114 6578 2676
internal_value=-0.000228816 -7.72054e-05 -0.00084483 0.000748317 -0.0062472 -0.0161904 -0.00526355 -0.00798637 0.000373413 -0.0131739 0.000950686 0.00196321 -0.0181918 -0.00222577 0.00373753
internal_weight=143939 139732 72404.9 67326.8 13323.1 794.863 4207.74 3056.24 59081.9 1608.11 66531.9 1151.49 93.1683 1448.13 1058.33
internal_count=600957 579751 302369 277382 62254 3639 21206 16118 240115 9065 273743 5088 509 7053 4579

Tree=149
num_cat=0
split_feature=8 19 14 9 47 24 55 24 8 17 48 17 25 17 7
split_gain=28.7692 45.8605 33.2194 29.5884 39.5212 22.1269 19.0621 16.2402 15.8317 13.4372 12.9326 12.3591 12.2168 9.56082 6.73575
threshold=-0.010062559507787226 -0.023603112436830994 -0.0067506718914955846 0.013887228909879925 0.76627792418003093 -2.8673740625381465 0.54621875286102306 -1.5015556812286375 -0.020071133039891716 -0.89186540246009816 -0.70983687043189991 0.11954943835735322 -0.80762001872062672 -0.73662889003753651 0.0066762119531631478
left_child=1 2 12 4 -3 11 10 -8 -4 -5 -7 13 -1 -2 -13
right_child=5 3 8 9 -6 6 7 -9 -10 -11 -12 14 -14 -15 -16
leaf_value=0.010718600000136013 0.062516857511846019 -0.0023883322583241203 -0.0063734111842455093 -0.011169764787462712 0.0018947756024699041 0.0034704882612868336 0.010057541206129297 -0.0010526849322589637 -0.019276691437755622 0.0011547971348070309 0.00086459268073541136 0.079805157723789294 -0.0044406995357493722 0.0081001862230474508 0.0017979065759995787
leaf_weight=256.30733732134104 13.780452921986578 40566.676079295576 531.60273357480764 322.79854191839695 9588.7858958393335 8428.7394515275955 484.36212153732777 21397.925570957363 961.39856967329979 23750.129933342338 36744.474396914244 20.119400903582576 755.5187297090888 74.257459700107574 4.9691065847873679
leaf_count=1220 57 173543 2655 1452 38964 36474 2000 88084 6454 96704 149423 82 3520 305 20
internal_value=-0.000215292 -0.00100902 -0.00899403 -0.00073957 -0.00156948 0.000691463 0.000646734 -0.000806761 -0.0146823 0.000989535 0.00135082 0.0272047 -0.000600672 0.016618 0.0643548
internal_weight=143902 76733.2 2504.83 74228.4 50155.5 67168.6 67055.5 21882.3 1493 24072.9 45173.2 113.126 1011.83 88.0379 25.0885
internal_count=600957 324512 13849 310663 212507 276445 275981 90084 9109 98156 185897 464 4740 362 102

end of trees

feature_importances:
Column_6=209
Column_28=201
Column_7=178
Column_17=128
Column_8=112
Column_48=101
Column_9=98
Column_23=83
Column_21=74
Column_0=68
Column_1=67
Column_34=62
Column_12=53
Column_16=51
Column_33=48
Column_13=45
Column_24=38
Column_25=38
Column_55=37
Column_47=36
Column_18=35
Column_14=30
Column_5=28
Column_11=28
Column_20=28
Column_26=28
Column_46=26
Column_51=26
Column_31=25
Column_2=24
Column_3=24
Column_45=23
Column_44=21
Column_29=19
Column_4=17
Column_19=17
Column_50=16
Column_22=15
Column_37=15
Column_53=14
Column_49=13
Column_35=12
Column_27=11
Column_38=10
Column_43=4
Column_15=2
Column_52=2
Column_32=1
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: 0.06]
[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=0.06 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=1553 1571 1573 1597 1569 1468 1569 1474 1569 1662 1476 1497 1493 1481 1483 1596 1501 1501 1491 1585 1578 1579 1496 1590 1680 1591 1489 1564 1483 1560 1472 1508 1491 1571 1556 1485 1489 1684 1499 1584 1678 1571 1582 1672 1495 1492 1647 1657 1651 1659 1651 1659 1662 1662 1664 1665 1562 1653 1665 1668 1657 1658 1672 1661 1659 1653 1659 1658 1679 1667 1564 1671 1558 1564 1668 1673 1571 1563 1567 1563 1380

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=0.001149790563688543 0.00010720393650577273 9.3302396301034627e-05 0.043158230568684917 0.00071820674156455053 0.041451391152338757 5.0133384457387823e-05 8.2232360220721437e-05 9.4734455496115359e-05 0.00098804274504563235 0.00013267517092151803 0.0028172480497257076 -0.00083864667703965434 4.8444404820814436e-05 -0.00023621781293088623
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=9.94472e-05 0.000521088 0.00857144 9.78433e-05 0.000223075 0.00161699 0.000134554 9.5333e-05 0.000171835 0.000134671 0.00136135 0.000100251 9.22273e-05 0.000135638
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 6 49 21 27 0
split_gain=0.0975456 1.70037 7.80869 0.0451741 0.348437 10.5244 0.124249 0.0334714 0.289927 0.0245935 0.0220221 0.0277283 0.0154448 0.0148921
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -0.034956371411681168 -0.037053914740681641 6.0551392380148179e-05 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.022381779737770561
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=0.040564465467219375 3.9255055815402272e-06 0.00023107025619155088 0.00012589655224292073 -2.0844969454298684e-05 0.038867463490997373 -4.9720814393329085e-05 0.00084872385717578143 -7.7082540726309419e-06 0.00083191398408028665 -0.0022598182310217194 2.7868457523404835e-05 0.0029911418067058546 -0.00088517408008160798 -4.9918238346464939e-05
leaf_weight=21 20749 38 60 10190 26 661 628 519623 1643 21 1998 20 69 31940
leaf_count=21 20749 38 60 10190 26 661 628 519623 1643 21 1998 20 69 31940
internal_value=-3.36583e-06 0.000392977 0.00796031 -4.87345e-06 0.000112845 0.00142313 2.96347e-05 -7.23313e-06 6.46787e-05 -0.000492622 2.97448e-05 0.00118282 -2.61047e-06 -1.01526e-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=0.0861913 1.50245 7.48346 0.0360303 0.210492 8.10529 0.0658775 0.0319144 2.84591 0.0278874 0.0194587 0.0252593 0.0147078 0.0132165
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=-0.0014721640082859529 1.8012903579055697e-05 9.6823430403934001e-05 0.039400650617545968 -6.6878975733308184e-06 0.0004539964273541336 0.021018445037749616 -1.1231429508425616e-05 0.0097385235751798575 -3.3699641143422367e-05 0.0010308323162396184 0.00035762563661728166 0.0026564555321364541 -7.3593539515722636e-05 -4.0121155293173141e-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=-3.16388e-06 0.000369398 0.00748269 -4.58105e-06 6.21648e-05 0.000585367 9.94632e-06 -7.90037e-06 0.000120094 -0.000792338 2.79601e-05 0.00111185 -2.45385e-06 -9.50983e-06
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=0.0384445 0.303831 13.5997 0.102759 2.40906 0.0335161 0.228073 3.37485 0.205717 0.0143082 0.0179818 0.0125941 0.00784844 0.00288053
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=-2.3266571827388728e-06 -5.7130307135401086e-05 -0.0011125462722247901 0.046703486736666452 0.016806341769806749 -2.5793775806186147e-05 -4.8364929769456904e-06 -1.1180084992043906e-05 0.0091160306376466688 0.00092131433085481914 -4.0641182020010873e-05 -0.0004880968441867017 -0.0013999727316135809 -2.6236751745726968e-05 -1.7473731875881077e-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=-2.97405e-06 0.000104921 0.00122437 2.10728e-05 0.000705045 -5.15673e-06 4.1116e-05 0.000637517 1.42955e-05 -9.68343e-06 -4.43158e-05 -0.000101381 -2.88171e-05 -6.84883e-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 55 27 26 31 0 33
split_gain=0.0738672 0.596772 9.70126 0.0340338 0.304699 9.24309 0.0955376 0.0253294 0.28592 0.0249047 0.0521537 0.016861 0.0116147 0.01116
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -0.034956371411681168 -1.3123381733894346 0.16744337230920794 0.70929089188575756 -1.2844281196594236 0.025386652909219268 5.0220639705657968
left_child=1 9 -3 7 6 -6 -5 8 -2 11 -11 -1 -9 -4
right_child=3 2 13 4 5 -7 -8 12 -10 10 -12 -13 -14 -15
leaf_value=0.00038288699034130075 0.00078755110545634087 0.043202282451151403 -0.00015635257716922979 -2.4007476028168326e-05 0.036414346035856464 -5.6923055194691493e-05 0.0007385016226106446 -6.6952976748757812e-06 -6.4692385453013999e-06 0.00019902983504171306 -0.0033484410904347896 -9.2232416986902399e-05 -4.659820061193916e-05 0.0011053086145173959
leaf_weight=326 1773 20 256 10190 26 661 628 523917 20619 37 25 1535 27646 28
leaf_count=326 1773 20 256 10190 26 661 628 523917 20619 37 25 1535 27646 28
internal_value=-2.7956e-06 0.000342104 0.00281239 -4.10755e-06 9.80695e-05 0.00132336 2.02572e-05 -6.1557e-06 5.64013e-05 -4.84152e-05 -0.0012314 -9.00355e-06 -8.69535e-06 -3.19634e-05
internal_weight=587687 2227 304 585460 11505 687 10818 573955 22392 1923 62 1861 551563 284
internal_count=587687 2227 304 585460 11505 687 10818 573955 22392 1923 62 1861 551563 284

Tree=5
num_cat=0
split_feature=15 51 33 49 8 55 34 34 33 19 49 46 33
split_gain=0.132979 23.5626 42.7715 2.52219 7.69129 0.0418452 0.355257 10.9938 0.163176 0.0274348 4.38423 0.0248323 0.0179857
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=5.2513641938891106e-05 -5.3533513075538033e-05 0.042855700614833035 0.10938141624147284 -3.0310746225692078e-05 -0.00019927511203358164 -1.7334935669500196e-05 0.038938909858188701 -0.00030874066544360387 0.0010619436336105664 -4.5498548090760891e-05 0.013580502672038789 -7.0067784417148454e-06 -0.00026915391511045996
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=3.67288e-06 0.000204621 0.0390304 1.66195e-05 0.0107007 -3.80775e-07 0.000114887 0.00159034 3.69305e-05 -2.64937e-06 0.000111689 -4.17832e-06 -5.6865e-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=0.139888 1.28774 10.2512 0.484068 9.2273 0.078973 2.89242 62.3624 0.0316672 0.194225 0.0322891 0.0283441 0.0108068 0.00403894
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=0.036218197850900538 0.00057551468780551453 0.041807065206553487 2.0438508978906912e-06 1.4037672207870419e-05 -0.00053981822101112961 -1.6771948422145032e-05 0.10844074531918159 -8.6666056974487059e-05 -7.6735534310672864e-06 8.3828366227812783e-06 0.00012570128657952292 -0.00088121556759310454 0.0011989707588086717 -0.00027856290804493253
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=3.45251e-06 0.000273149 0.00424326 0.000102509 0.00258541 2.75244e-07 0.000149024 0.00500852 -3.01523e-06 6.30927e-05 -6.04977e-06 -4.46518e-06 0.000150463 -2.14279e-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 16 52 29 34
split_gain=0.108098 20.697 44.0331 3.47693 6.53794 0.0358344 0.324652 2.40495 0.0267732 0.0226096 0.665996 0.0285921 0.0127378
threshold=0.55725386738777172 -0.044410638511180871 0.15352448076009753 -0.29874807596206659 0.08623185753822328 2.0211037397384648 0.014997302554547788 -1.0894942879676817 1.6111459732055666 -0.53503435850143422 1.1707907915115359 2.2350320816040044 1.468370318412781
left_child=5 2 -2 4 -3 9 12 -8 -5 10 -1 -11 -7
right_child=1 3 -4 8 -6 6 7 -9 -10 11 -12 -13 -14
leaf_value=-1.1611212144650767e-05 0.1079538493418513 -0.00035816780691523792 -0.0030833940722914122 -3.269099372632133e-05 0.042427611875929867 -1.3100943309485173e-05 0.0098119186795648759 0.00028974033370460011 -0.00032889587478973127 -3.7879232246041062e-06 0.0021671144826257331 -0.00032619828396340995 -0.00038550809954451365
leaf_weight=12706 20 36 36 10279 20 9179 102 1495 1230 550735 526 992 343
leaf_count=12706 20 36 36 10279 20 9179 102 1495 1230 550735 526 992 343
internal_value=3.24536e-06 0.000184421 0.0365728 8.22184e-06 0.0149225 -4.09434e-07 0.000106259 0.00089792 -6.43473e-05 -2.50878e-06 7.49977e-05 -4.36761e-06 -2.65157e-05
internal_weight=587699 11621 56 11565 56 576078 11119 1597 11509 564959 13232 551727 9522
internal_count=587699 11621 56 11565 56 576078 11119 1597 11509 564959 13232 551727 9522

Tree=8
num_cat=0
split_feature=45 47 7 17 24 21 49 7 21 3 2 0 23 45
split_gain=0.124181 1.13879 12.87 0.424804 7.93925 0.0972641 1.97994 63.0829 0.305587 0.0381047 0.0246746 0.02033 0.334592 0.00884198
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
left_child=1 2 -1 4 -3 11 8 -8 -7 -4 -5 12 -2 -13
right_child=5 3 9 10 -6 6 7 -9 -10 -11 -12 13 -14 -15
leaf_value=0.044211246156743211 -1.8439179845058524e-05 -0.00055379133890499357 -0.0024241864405896356 1.3737965563021437e-05 0.037856345670588779 0.00070786201447730138 0.10827476766270273 -0.00037427793207966216 -4.391595572515289e-05 0.00013568621407157556 -0.00082155575983835236 -7.2453354664301026e-06 0.00093652404967290662 0.0001347654279041512
leaf_weight=26 16468 250 23 6160 21 2172 20 505 18750 233 130 539922 1436 1583
leaf_count=26 16468 250 23 6160 21 2172 20 505 18750 233 130 539922 1436 1583
internal_value=3.05064e-06 0.000257155 0.00399061 9.66863e-05 0.00242264 5.70656e-08 0.000125451 0.00376473 3.41292e-05 -9.43023e-05 -3.52566e-06 -4.75035e-06 5.81542e-05 -6.83019e-06
internal_weight=587699 6843 282 6561 271 580856 21447 525 20922 256 6290 559409 17904 541505
internal_count=587699 6843 282 6561 271 580856 21447 525 20922 256 6290 559409 17904 541505

Tree=9
num_cat=0
split_feature=45 27 27 5 5 7 24 17 17 24 31 23 23 49 33
split_gain=0.109726 0.54974 16.4665 38.9971 0.0867167 13.5954 50.711 0.0416667 0.0272122 0.0894356 0.0271908 1.84157 0.0267191 0.0187926 0.00690574
threshold=-0.092140045017003999 -0.00023397316545015198 0.00017039413796737793 -0.26863311231136316 2.1598320007324223 0.024630161002278331 1.6445183753967287 -0.80106624960899342 -0.8243863284587859 1.4374936223030093 2.102653026580811 -0.0097320508211851103 -0.030672303400933739 -0.602250576019287 0.18418574333190921
left_child=1 8 3 -3 10 6 -6 -4 9 -1 12 -12 -2 -10 -7
right_child=4 2 7 -5 5 14 -8 -9 13 -11 11 -13 -14 -15 -16
leaf_value=-0.00030676230613914271 5.6269442628994647e-05 0.10050487988565873 -0.0013256369931097594 -0.00018892893033588129 0.10765278842320708 -3.3952867497808237e-05 -0.0001841060872449243 -1.1227384053358441e-05 0.00032114038633233497 -0.0045249336515553297 0.0068049291235822299 -3.4468559975643447e-05 -7.0581876614177326e-06 -5.1075097902723446e-05 -0.00019556155374026086
leaf_weight=190 25099 20 93 45 20 7810 73 1307 546 20 145 6280 540345 4622 1084
leaf_count=190 25099 20 93 45 20 7810 73 1307 546 20 145 6280 540345 4622 1084
internal_value=2.8676e-06 0.000241725 0.00127211 0.0307938 5.36413e-08 0.000184984 0.0230066 -9.85417e-05 -3.89569e-05 -0.000708493 -2.85257e-06 0.000119884 -4.24719e-06 -1.17505e-05 -5.36497e-05
internal_weight=587699 6843 1465 65 580856 8987 93 1400 5378 210 571869 6425 565444 5168 8894
internal_count=587699 6843 1465 65 580856 8987 93 1400 5378 210 571869 6425 565444 5168 8894

Tree=10
num_cat=0
split_feature=15 51 25 16 9 23 55 55 55 45 21 27 4
split_gain=0.0946053 20.3695 40.5369 1.14246 8.38623 0.0217517 0.221077 5.61767 0.112752 0.02372 0.0202864 0.0189567 0.0087665
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Tree=48
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Tree=55
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Tree=57
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Tree=71
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Tree=72
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split_gain=0.785771 7.36834 143.848 1093.11 10.5434 3.50891 15.9766 5.60903 0.628098 0.539501 0.25074 1.51497 0.205246 0.192647
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Tree=73
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Tree=74
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Tree=75
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Tree=76
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Tree=77
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Tree=78
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Tree=79
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Tree=80
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 4 -4 -3 -2 7 -7 -8 11 -11 -1
right_child=5 2 3 -5 -6 6 8 -9 -10 10 -12 -13
leaf_value=-3.358243396802481e-07 -0.018728856960078699 0.0052584095589587408 0.36043737461154635 -0.0029642932171653202 -0.00043080872694401472 -0.0047559736029825737 -0.0038063199005018062 -9.4552874257212874e-05 0.00015062794988818126 -0.0014550278295834616 7.7411822129170807e-05 0.00067035884530972762
leaf_weight=574606 20 308 26 489 4915 979 273 2767 9834 1560 3994 1040
leaf_count=574606 20 308 26 489 4915 979 273 2767 9834 1560 3994 1040
internal_value=1.8598e-06 1.01672e-05 0.00129383 0.0153822 -9.53159e-05 -0.000349611 -0.000323076 -0.00131279 4.37469e-05 -2.50594e-06 -0.000353018 8.75897e-07
internal_weight=600811 586938 5738 515 5223 13873 13853 3746 10107 581200 5554 575646
internal_count=600811 586938 5738 515 5223 13873 13853 3746 10107 581200 5554 575646

Column_49=87
Column_7=68
Column_51=65
Column_5=64
Column_15=64
Column_21=61
Column_16=49
Column_19=42
Column_20=39
Column_8=38
Column_4=35
Column_0=34
Column_46=34
Column_17=31
Column_23=31
Column_24=30
Column_31=28
Column_45=28
Column_14=26
Column_55=26
Column_9=25
Column_29=24
Column_33=23
Column_13=22
Column_3=21
Column_18=21
Column_34=16
Column_47=16
Column_26=14
Column_27=12
Column_2=11
Column_32=11
Column_25=10
Column_35=10
Column_6=8
Column_28=4
Column_1=3
Column_11=3
Column_12=2
Column_22=2
Column_50=2
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=0.06 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