text
stringlengths 0
7.21k
|
|---|
threshold=15.665000000000001 11.205000000000002 10.405000000000003 15.515000000000002 15.545000000000002 13.465000000000002 |
decision_type=2 2 2 2 2 2 |
left_child=3 2 -2 5 -5 -1 |
right_child=1 -3 -4 4 -6 -7 |
leaf_value=4.5911453530382948e-05 0.0013643620966341239 -0.056490146516735354 0.11487871244301678 -0.086600310818305992 0.0010386066678061932 0.03698580327637805 |
leaf_weight=2413.7016008486189 22.093479250092066 2.7569340279587768 3.5543547144916365 3.148155738366766 7.214285762514919 4.8884586129861409 |
leaf_count=48596 549 148 236 108 312 199 |
internal_value=0 0.011647 0.0208162 -9.07357e-06 -0.0308649 0.00013583 |
internal_weight=0 28.4048 25.6478 2428.95 10.3624 2418.59 |
internal_count=50148 933 785 49215 420 48795 |
is_linear=0 |
shrinkage=0.1 |
Tree=798 |
num_leaves=8 |
num_cat=0 |
split_feature=2 0 0 2 0 2 0 |
split_gain=1.48979 1.83633 1.90166 1.17433 0.742975 1.48594 0.660357 |
threshold=12.265000000000002 6.4250000000000007 7.5450000000000008 10.755000000000001 6.035000000000001 14.165000000000001 12.555000000000001 |
decision_type=2 2 2 2 2 2 2 |
left_child=1 3 -3 -1 5 -2 -6 |
right_child=4 2 -4 -5 6 -7 -8 |
leaf_value=-0.014520629004086256 -0.010205539797993162 -0.024514649770572786 -0.00085942054180428477 0.0061586464317979171 0.0008522747800764484 0.061232129232216263 -0.024372584280242023 |
leaf_weight=35.885952605414786 94.921336263039848 85.113401065261314 56.263228731653726 106.50249066491961 2708.9503712263395 2.0164222236489868 9.4189849456306529 |
leaf_count=323 1273 1192 4603 912 41500 87 258 |
internal_value=0 -0.00714199 -0.0151728 0.000881958 0.000447912 -0.00810951 0.000755942 |
internal_weight=0 283.765 141.377 142.388 2815.31 96.9378 2718.37 |
internal_count=50148 7030 5795 1235 43118 1360 41758 |
is_linear=0 |
shrinkage=0.1 |
Tree=799 |
num_leaves=8 |
num_cat=0 |
split_feature=1 0 0 1 0 1 0 |
split_gain=2.42411 3.71396 2.89323 8.11179 2.41709 1.90923 1.14506 |
threshold=7.3850000000000007 6.7250000000000005 7.9150000000000009 8.4250000000000025 9.7550000000000008 5.3950000000000005 5.9250000000000007 |
decision_type=2 2 2 2 2 2 2 |
left_child=1 5 6 -4 -3 -1 -2 |
right_child=2 4 3 -5 -6 -7 -8 |
leaf_value=-0.023558143729484532 0.044347471829776025 -0.022601325127301595 -0.020459167926365818 0.001138453622700138 0.036633459317381496 0.002808867715121407 0.0077910529027032287 |
leaf_weight=30.011679572227877 7.8073532977141431 142.69677665743529 185.6302736553771 2548.9621990135638 6.3587329606089034 238.9422247181501 411.67325584558421 |
leaf_count=529 120 6203 2380 23565 82 5695 11574 |
internal_value=0 -0.00724273 0.00085274 -0.000334584 -0.0198471 -0.000209709 0.00857529 |
internal_weight=0 418.009 3154.07 2734.59 149.056 268.954 419.481 |
internal_count=50148 12509 37639 25945 6285 6224 11694 |
is_linear=0 |
shrinkage=0.1 |
end of trees |
feature_importances: |
Column_0=2685 |
Column_2=1603 |
Column_1=1054 |
parameters: |
[boosting: gbdt] |
[objective: multiclass] |
[metric: multi_logloss] |
[tree_learner: serial] |
[device_type: cpu] |
[data: ] |
[valid: ] |
[num_iterations: 200] |
[learning_rate: 0.1] |
[num_leaves: 8] |
[num_threads: -1] |
[deterministic: 0] |
[force_col_wise: 0] |
[force_row_wise: 0] |
[histogram_pool_size: -1] |
[max_depth: 3] |
[min_data_in_leaf: 20] |
[min_sum_hessian_in_leaf: 2] |
[bagging_fraction: 0.8] |
[pos_bagging_fraction: 1] |
[neg_bagging_fraction: 1] |
[bagging_freq: 0] |
[bagging_seed: 7719] |
[feature_fraction: 0.8] |
[feature_fraction_bynode: 1] |
[feature_fraction_seed: 2437] |
[extra_trees: 0] |
[extra_seed: 11797] |
[early_stopping_round: 50] |
[first_metric_only: 0] |
[max_delta_step: 0] |
[lambda_l1: 0] |
[lambda_l2: 1] |
[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] |