203 lines
9.3 KiB
Plaintext
203 lines
9.3 KiB
Plaintext
tree
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version=v4
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num_class=1
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num_tree_per_iteration=1
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label_index=0
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max_feature_idx=98
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objective=binary sigmoid:1
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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 Column_56 Column_57 Column_58 Column_59 Column_60 Column_61 Column_62 Column_63 Column_64 Column_65 Column_66 Column_67 Column_68 Column_69 Column_70 Column_71 Column_72 Column_73 Column_74 Column_75 Column_76 Column_77 Column_78 Column_79 Column_80 Column_81 Column_82 Column_83 Column_84 Column_85 Column_86 Column_87 Column_88 Column_89 Column_90 Column_91 Column_92 Column_93 Column_94 Column_95 Column_96 Column_97 Column_98
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feature_infos=none none none none none none none [0:100] [0:100] [-100:100] [54:128.875] [61:138] [-41.333333333333329:24] [61:130.125] [59:133] [-50:34.916666666666671] [-28.666666666666657:32.5] [-24.5:27] [-35.5:31.833333333333329] [0:1] [0:1] [-1:1] [0:12] [0:12] [-12:10] [0.91666666666666663:186.1875] [0.85416666666666663:185.08333333333337] [-179.02083333333334:184.16666666666663] [20:54] [22:56] [-21:15.833333333333332] [11:34.5] [9:36] [-15:13.333333333333332] [2:13] [3:13] [-8:5.5] [0.875:9] [0:12] [-9:4.875] [7:22] [8:23] [-10:10] [0.41025641025641019:0.67647058823529416] [0.39730639730639727:0.76744186046511631] [-0.3174418604651163:0.22647058823529409] [0.20419254658385089:0.4825000000000001] [0.1875:0.54166666666666663] [-0.22171945701357459:0.17923280423280419] [0.47826086956521741:0.87898457080200498] [0.42857142857142849:0.88636363636363635] [-0.29647435897435898:0.38962801311591622] [11:39.666666666666664] [15.5:40] [10:31.875] [11.5:34] [15:56] [17:57] [12:32.125] [10:38] [8:20] [7:22] [0.40000000000000002:0.69047619047619047] [0.3902439024390244:0.71739130434782605] [0.23753976670201479:0.51851851851851849] [0.1707317073170731:0.54545454545454541] [0:8] [0:1] [120:295] [-38:36] [0:1] [0:1] [140.39130434782609:233.09999999999999] [0:1] [0:1] [0:1] [1.05:4.1100000000000003] [1.05:4.1299999999999999] [0.2034883720930232:0.79729729729729726] [0.20270270270270269:0.79651162790697683] [145.5:257.5] [1.3:7.7599999999999998] [1.4099999999999999:7.5599999999999996] [0.1789976133651551:0.75977653631284914] [0.24022346368715081:0.82100238663484482] [-15.5:12.5] [1.3:2.7200000000000002] [1.1799999999999999:2.7799999999999998] [0.36298076923076922:0.64953271028037374] [0.35046728971962621:0.63701923076923073] [0.1918833727344364:0.21555133935749429] none none none none [132:250.6875] [126.25:256.625] [-63.5:88.6875] [-35.5:27.5]
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tree_sizes=1714 1917
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Tree=0
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num_leaves=15
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num_cat=0
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split_feature=72 82 49 25 36 25 17 77 34 69 25 40 80 40
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split_gain=11.2305 10.9895 14.5557 11.7291 11.5678 6.991 6.42947 6.52716 10.0318 9.34909 5.86638 5.89396 5.34606 8.20903
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threshold=232.51500000000001 1.8250000000000004 0.74446554478882077 2.8645833333333335 -0.46874999999999994 1.0104166666666667 12.562500000000002 2.6750000000000003 5.6339285714285721 -5.4166666666666652 3.1145833333333335 12.803571428571431 162.00000000000003 13.937500000000002
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
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left_child=1 5 10 4 -4 -1 7 8 -7 -9 -3 -12 -5 -14
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right_child=-2 2 3 12 -6 6 -8 9 -10 -11 11 -13 13 -15
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leaf_value=-0.014742735215146609 -0.095823069621212592 -0.030752227995962191 -0.086785452728816673 0.017792685597478597 -0.021483574280753166 -0.0010203128315903962 -0.085759203191584921 -0.020079232808751797 -0.05043362279072628 -0.074223259488395713 -0.046761720776777753 -0.098557138597063443 -0.031433483007911781 0.014451045738105336
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leaf_weight=7.4955528974533072 7.7454046607017508 6.2462940812110928 7.995256423950198 7.7454046607017508 9.4943670034408552 6.99584937095642 9.7442187666892988 5.9964423179626456 108.93536877632141 34.229691565036774 5.9964423179626456 8.4949599504470807 23.486065745353702 8.4949599504470807
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leaf_count=30 31 25 32 31 38 28 39 24 436 137 24 34 94 34
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internal_value=-0.0483827 -0.0469209 -0.0344467 -0.0240408 -0.0513359 -0.0525288 -0.054236 -0.052269 -0.0474518 -0.0661521 -0.063157 -0.0771246 -0.0120241 -0.0192454
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internal_weight=259.096 251.351 77.9538 57.2161 17.4896 173.397 165.902 156.157 115.931 40.2261 20.7377 14.4914 39.7264 31.981
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internal_count=1037 1006 312 229 70 694 664 625 464 161 83 58 159 128
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is_linear=0
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shrinkage=1
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Tree=1
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num_leaves=17
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num_cat=0
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split_feature=52 63 82 49 63 11 9 22 47 27 26 50 60 68 37 64
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split_gain=9.46149 12.0286 10.1725 11.5657 11.422 11.4943 11.2254 9.35335 10.3758 7.46163 7.15253 10.8161 5.87382 5.6308 5.10807 3.94362
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threshold=18.267857142857146 0.57978414386394084 1.7650000000000003 0.74446554478882077 0.52121781606433182 81.062500000000014 8.7121212121212164 1.5000000000000002 0.36820747200853426 0.06249999999999991 7.0312500000000009 0.79401716042796011 12.35416666666667 161.75000000000003 4.5500000000000007 0.34986080718052731
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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left_child=15 2 4 9 5 -2 -7 8 -6 13 11 -5 -12 -4 -9 -1
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right_child=1 -3 3 10 7 6 -8 14 -10 -11 12 -13 -14 -15 -16 -17
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leaf_value=-0.057339030773059012 0.028542958096860364 -0.044782355190073488 0.032618410031766333 0.0057409124284739923 0.013389736272609485 -0.026136292703093016 0.010233031617588078 0.056167817502913067 -0.029699787865729181 -0.038327130963158276 0.074132616447759023 0.052492105838845886 0.026735863001827433 -0.01725653802460729 0.0087599672849197358 -0.011453089463718463
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leaf_weight=5.9920798838138563 9.7432544529438001 8.4919032305479032 7.2431264519691485 42.224371567368507 31.477784723043442 57.952298685908318 17.733558729290962 9.2429284304380399 12.488689020276068 9.2367470711469633 6.4985252916812923 9.7452246546745283 11.743822261691092 7.2440863251686096 5.9950847774744025 5.9950532913208008
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leaf_count=24 39 34 29 169 126 232 71 37 50 37 26 39 47 29 24 24
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internal_value=0.000314777 0.00199863 0.0036638 0.0139129 -0.00299273 -0.0123505 -0.0176148 0.01051 0.00115015 -0.010233 0.0220716 0.0145076 0.0436201 0.00767928 0.0375162 -0.0343904
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internal_weight=259.049 247.061 238.57 93.9359 144.634 85.4291 75.6859 59.2045 43.9665 23.724 70.2119 51.9696 18.2423 14.4872 15.238 11.9871
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internal_count=1037 989 955 376 579 342 303 237 176 95 281 208 73 58 61 48
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is_linear=0
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shrinkage=0.04
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end of trees
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feature_importances:
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Column_25=3
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Column_40=2
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Column_49=2
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Column_63=2
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Column_82=2
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Column_9=1
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Column_11=1
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Column_17=1
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Column_22=1
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Column_26=1
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Column_27=1
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Column_34=1
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Column_36=1
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Column_37=1
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Column_47=1
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Column_50=1
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Column_52=1
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Column_60=1
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Column_64=1
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Column_68=1
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Column_69=1
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Column_72=1
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Column_77=1
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Column_80=1
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parameters:
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[boosting: gbdt]
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[objective: binary]
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[metric: binary_logloss]
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[tree_learner: serial]
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[device_type: cpu]
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[data_sample_strategy: bagging]
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[data: ]
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[valid: ]
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[num_iterations: 1200]
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[learning_rate: 0.04]
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[num_leaves: 31]
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[num_threads: 4]
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[seed: 42]
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[deterministic: 0]
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[force_col_wise: 0]
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[force_row_wise: 0]
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[histogram_pool_size: -1]
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[max_depth: 6]
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[min_data_in_leaf: 24]
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[min_sum_hessian_in_leaf: 0.001]
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[bagging_fraction: 0.84]
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[pos_bagging_fraction: 1]
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[neg_bagging_fraction: 1]
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[bagging_freq: 5]
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[bagging_seed: 400]
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[bagging_by_query: 0]
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[feature_fraction: 0.82]
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[feature_fraction_bynode: 1]
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[feature_fraction_seed: 30056]
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[extra_trees: 0]
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[extra_seed: 12879]
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[early_stopping_round: 0]
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[early_stopping_min_delta: 0]
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[first_metric_only: 0]
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[max_delta_step: 0]
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[lambda_l1: 0]
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[lambda_l2: 0]
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[linear_lambda: 0]
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[min_gain_to_split: 0]
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[drop_rate: 0.1]
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[max_drop: 50]
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[skip_drop: 0.5]
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[xgboost_dart_mode: 0]
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[uniform_drop: 0]
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[drop_seed: 17869]
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[top_rate: 0.2]
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[other_rate: 0.1]
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[min_data_per_group: 100]
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[max_cat_threshold: 32]
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[cat_l2: 10]
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[cat_smooth: 10]
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[max_cat_to_onehot: 4]
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[top_k: 20]
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[monotone_constraints: ]
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[monotone_constraints_method: basic]
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[monotone_penalty: 0]
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[feature_contri: ]
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[forcedsplits_filename: ]
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[refit_decay_rate: 0.9]
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[cegb_tradeoff: 1]
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[cegb_penalty_split: 0]
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[cegb_penalty_feature_lazy: ]
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[cegb_penalty_feature_coupled: ]
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[path_smooth: 0]
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[interaction_constraints: ]
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[verbosity: -1]
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[saved_feature_importance_type: 0]
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[use_quantized_grad: 0]
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[num_grad_quant_bins: 4]
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[quant_train_renew_leaf: 0]
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[stochastic_rounding: 1]
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[linear_tree: 0]
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[max_bin: 255]
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[max_bin_by_feature: ]
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[min_data_in_bin: 3]
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[bin_construct_sample_cnt: 200000]
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[data_random_seed: 175]
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[is_enable_sparse: 1]
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[enable_bundle: 1]
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[use_missing: 1]
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[zero_as_missing: 0]
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[feature_pre_filter: 1]
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[pre_partition: 0]
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[two_round: 0]
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[header: 0]
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[label_column: ]
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[weight_column: ]
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[group_column: ]
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[ignore_column: ]
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[categorical_feature: ]
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[forcedbins_filename: ]
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[precise_float_parser: 0]
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[parser_config_file: ]
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[objective_seed: 16083]
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[num_class: 1]
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[is_unbalance: 0]
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[scale_pos_weight: 1]
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[sigmoid: 1]
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[boost_from_average: 1]
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[reg_sqrt: 0]
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[alpha: 0.9]
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[fair_c: 1]
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[poisson_max_delta_step: 0.7]
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[tweedie_variance_power: 1.5]
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[lambdarank_truncation_level: 30]
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[lambdarank_norm: 1]
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[label_gain: ]
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[lambdarank_position_bias_regularization: 0]
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[eval_at: ]
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[multi_error_top_k: 1]
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[auc_mu_weights: ]
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[num_machines: 1]
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[local_listen_port: 12400]
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[time_out: 120]
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[machine_list_filename: ]
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[machines: ]
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[gpu_platform_id: -1]
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[gpu_device_id: -1]
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[gpu_use_dp: 0]
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[num_gpu: 1]
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end of parameters
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pandas_categorical:null
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