2569718930@qq.com
530 lines
13 KiB
Plaintext
530 lines
13 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=26
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objective=regression
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feature_names=actual_high_lag_1 actual_high_lag_2 actual_high_lag_3 actual_high_lag_7 actual_high_mean_7 actual_high_mean_14 actual_high_trend_3 open_meteo ecmwf gfs gem jma icon mgm nws deb_prediction model_median model_spread current_temp max_so_far humidity wind_speed_kt visibility_mi local_hour month weekday peak_status_code
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feature_infos=[2:33] [5.5999999046325684:28] [5.5999999046325684:28] [5.4000000953674316:27.100000381469727] [7.5714287757873535:27.857143402099609] [8.9142856597900391:26.328571319580078] [-14:11] [7.5:30.899999618530273] [7.5:30.899999618530273] [8.1999998092651367:32.900001525878906] [8.1999998092651367:30.700000762939453] [8.3000001907348633:30.799999237060547] [7.5:30.899999618530273] none none [7.9000000953674316:30.899999618530273] [8.1999998092651367:30.899999618530273] [0.30000001192092896:7.5999999046325684] [0:29.200000762939453] [2:32.099998474121094] [46.900001525878906:81] [1:17] none [5:20] none [0:6] [0:2]
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tree_sizes=415 427 423 408 502 425 426 426 501 503 523 521 524 524 526 522 524 521 525 521
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Tree=0
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num_leaves=3
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num_cat=0
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split_feature=10 19
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split_gain=959.069 145.855
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threshold=19.000000000000004 23.500000000000004
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decision_type=10 10
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left_child=-1 -2
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right_child=1 -3
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leaf_value=19.533250135183334 20.11658346115922 20.452535862582071
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leaf_weight=6.0000000000000027 5.9999999999999982 7
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leaf_count=6 6 7
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internal_value=20.0561 20.2975
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internal_weight=19 13
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internal_count=19 13
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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=3
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num_cat=0
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split_feature=7 20
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split_gain=781.384 128.779
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threshold=15.950000286102297 inf
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decision_type=8 8
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left_child=-1 -2
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right_child=1 -3
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leaf_value=-0.58666250705718992 0.39862325191497805 0.032365272504587962
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leaf_weight=4.9999999999999991 3.9999999999999991 6.0000000000000009
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leaf_count=5 4 6
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internal_value=-0.0763085 0.178868
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internal_weight=15 10
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internal_count=15 10
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is_linear=0
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shrinkage=0.05
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Tree=2
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num_leaves=3
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num_cat=0
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split_feature=7 1
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split_gain=714.365 143.208
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threshold=15.950000286102297 20.500000000000004
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decision_type=8 10
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left_child=-1 -2
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right_child=1 -3
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leaf_value=-0.55982939004898025 0.065748141493116127 0.41610464572906491
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leaf_weight=4.0000000000000027 6.9999999999999982 5
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leaf_count=4 7 5
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internal_value=0.0188402 0.21173
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internal_weight=16 12
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internal_count=16 12
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is_linear=0
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shrinkage=0.05
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Tree=3
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num_leaves=3
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num_cat=0
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split_feature=10 1
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split_gain=481.327 111.706
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threshold=19.000000000000004 20.500000000000004
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decision_type=8 10
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left_child=-1 -2
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right_child=1 -3
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leaf_value=-0.39178395509719849 0.07259848924974599 0.41371505260467523
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leaf_weight=4.9999999999999991 6 4
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leaf_count=5 6 4
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internal_value=0.00876876 0.209045
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internal_weight=15 10
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internal_count=15 10
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is_linear=0
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shrinkage=0.05
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Tree=4
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num_leaves=4
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num_cat=0
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split_feature=9 1 9
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split_gain=692.581 166.399 14.5487
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threshold=16.150000095367435 20.500000000000004 21.35000038146973
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decision_type=8 10 10
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left_child=-1 2 -2
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right_child=1 -3 -4
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leaf_value=-0.50974870681762663 -0.040919089317321793 0.37483656803766885 0.093935826048254956
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leaf_weight=5.0000000000000027 3.9999999999999982 6 4
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leaf_count=5 4 6 4
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internal_value=-0.00461354 0.175792 0.0265084
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internal_weight=19 14 8
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internal_count=19 14 8
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is_linear=0
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shrinkage=0.05
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Tree=5
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num_leaves=3
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num_cat=0
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split_feature=10 19
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split_gain=180.29 52.216
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threshold=19.000000000000004 23.500000000000004
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decision_type=10 10
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left_child=-1 -2
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right_child=1 -3
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leaf_value=-0.23234437108039849 0.071550059318542497 0.30477037429809561
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leaf_weight=4.0000000000000009 5.9999999999999982 4
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leaf_count=4 6 4
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internal_value=0.0513575 0.164838
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internal_weight=14 10
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internal_count=14 10
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is_linear=0
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shrinkage=0.05
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Tree=6
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num_leaves=3
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num_cat=0
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split_feature=10 1
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split_gain=514.677 88.2508
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threshold=19.000000000000004 20.500000000000004
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decision_type=10 10
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left_child=-1 -2
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right_child=1 -3
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leaf_value=-0.35969944695631645 0.079533948642866961 0.34085621833801266
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leaf_weight=6.0000000000000027 6.9999999999999982 6
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leaf_count=6 7 6
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internal_value=0.0233515 0.200144
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internal_weight=19 13
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internal_count=19 13
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is_linear=0
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shrinkage=0.05
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Tree=7
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num_leaves=3
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num_cat=0
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split_feature=7 19
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split_gain=536.147 90.9495
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threshold=15.950000286102297 23.500000000000004
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decision_type=8 10
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left_child=-1 -2
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right_child=1 -3
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leaf_value=-0.39410252372423787 0.043377760052680979 0.29825801338468277
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leaf_weight=6.0000000000000027 6.9999999999999982 7
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leaf_count=6 7 7
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internal_value=0.00134176 0.170818
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internal_weight=20 14
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internal_count=20 14
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is_linear=0
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shrinkage=0.05
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Tree=8
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num_leaves=4
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num_cat=0
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split_feature=10 1 19
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split_gain=488.557 89.3384 13.4331
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threshold=19.000000000000004 20.500000000000004 21.500000000000004
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decision_type=8 10 10
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left_child=-1 2 -2
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right_child=1 -3 -4
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leaf_value=-0.37621160050233188 -0.011120753735303883 0.30890050729115803 0.11846074610948561
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leaf_weight=6.0000000000000027 3.9999999999999982 6 4
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leaf_count=6 4 6 4
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internal_value=0.00127467 0.163055 0.05367
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internal_weight=20 14 8
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internal_count=20 14 8
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is_linear=0
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shrinkage=0.05
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Tree=9
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num_leaves=4
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num_cat=0
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split_feature=7 1 19
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split_gain=443.948 80.0165 11.7632
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threshold=15.950000286102297 20.500000000000004 21.500000000000004
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decision_type=8 10 10
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left_child=-1 2 -2
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right_child=1 -3 -4
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leaf_value=-0.35862923761208831 -0.0087223708629608175 0.29345548550287875 0.11253771036863325
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leaf_weight=6.0000000000000027 3.9999999999999982 6 4
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leaf_count=6 4 6 4
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internal_value=0.00121094 0.155428 0.0519077
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internal_weight=20 14 8
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internal_count=20 14 8
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is_linear=0
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shrinkage=0.05
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Tree=10
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num_leaves=4
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num_cat=0
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split_feature=18 1 19
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split_gain=408.359 104.122 22.3723
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threshold=10.500000000000002 20.500000000000004 21.500000000000004
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decision_type=8 10 10
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left_child=-1 2 -2
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right_child=1 -3 -4
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leaf_value=-0.45071191787719683 -0.045747331281503052 0.27878270943959554 0.10691082179546355
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leaf_weight=4.0000000000000027 5.9999999999999982 5.9999999999999991 4
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leaf_count=4 6 6 4
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internal_value=0.00115039 0.114116 0.0153159
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internal_weight=20 16 10
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internal_count=20 16 10
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is_linear=0
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shrinkage=0.05
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Tree=11
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num_leaves=4
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num_cat=0
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split_feature=18 1 19
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split_gain=368.544 93.9702 20.191
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threshold=10.500000000000002 20.500000000000004 21.500000000000004
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decision_type=8 10 10
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left_child=-1 2 -2
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right_child=1 -3 -4
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leaf_value=-0.42817632555961577 -0.043459965785344445 0.26484357118606566 0.10156528204679488
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leaf_weight=4.0000000000000027 5.9999999999999982 5.9999999999999991 4
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leaf_count=4 6 6 4
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internal_value=0.00109287 0.10841 0.0145501
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internal_weight=20 16 10
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internal_count=20 16 10
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is_linear=0
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shrinkage=0.05
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Tree=12
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num_leaves=4
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num_cat=0
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split_feature=10 3 19
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split_gain=335.123 58.0754 13.7912
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threshold=19.000000000000004 21.500000000000004 21.500000000000004
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decision_type=8 10 10
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left_child=-1 2 -2
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right_child=1 -3 -4
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leaf_value=-0.31160237689812964 -0.0012943979352712635 0.29604412913322448 0.11856331576903661
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leaf_weight=6.0000000000000027 3.9999999999999982 3.9999999999999991 6
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leaf_count=6 4 4 6
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internal_value=0.00103823 0.135027 0.0706202
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internal_weight=20 14 10
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internal_count=20 14 10
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is_linear=0
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shrinkage=0.05
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|
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Tree=13
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num_leaves=4
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num_cat=0
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split_feature=18 1 19
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split_gain=307.6 76.0482 15.3887
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threshold=10.500000000000002 20.500000000000004 21.500000000000004
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decision_type=8 10 10
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left_child=-1 2 -2
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right_child=1 -3 -4
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leaf_value=-0.39118738174438444 -0.036050447821617135 0.23975720206896464 0.090558854490518551
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leaf_weight=4.0000000000000027 5.9999999999999982 5.9999999999999991 4
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leaf_count=4 6 6 4
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internal_value=0.000986321 0.0990297 0.0145933
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internal_weight=20 16 10
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|
internal_count=20 16 10
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|
is_linear=0
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shrinkage=0.05
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|
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Tree=14
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num_leaves=4
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num_cat=0
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split_feature=18 1 19
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split_gain=277.609 68.6335 13.8883
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threshold=10.500000000000002 20.500000000000004 21.500000000000004
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decision_type=8 10 10
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left_child=-1 2 -2
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right_child=1 -3 -4
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leaf_value=-0.37162801623344394 -0.034247924884160362 0.22776933908462527 0.086030908674001677
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leaf_weight=4.0000000000000027 5.9999999999999982 5.9999999999999991 4
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leaf_count=4 6 6 4
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internal_value=0.000937003 0.0940783 0.0138636
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internal_weight=20 16 10
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internal_count=20 16 10
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is_linear=0
|
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shrinkage=0.05
|
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|
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Tree=15
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num_leaves=4
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num_cat=0
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split_feature=7 10 6
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split_gain=252.191 44.3705 10.4139
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threshold=15.950000286102297 27.450000762939457 3.6000000238418584
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decision_type=8 10 8
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left_child=-1 2 -2
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right_child=1 -3 -4
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leaf_value=-0.27032166918118777 0.11185126662254335 0.25786558985710145 0.0098028752207756035
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leaf_weight=6.0000000000000027 4.9999999999999982 3.9999999999999991 5
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leaf_count=6 5 4 5
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internal_value=0.000890153 0.117124 0.0608271
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internal_weight=20 14 10
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internal_count=20 14 10
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is_linear=0
|
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shrinkage=0.05
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|
|
|
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Tree=16
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num_leaves=4
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num_cat=0
|
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split_feature=18 1 19
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split_gain=231.712 55.2789 10.7397
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threshold=10.500000000000002 20.500000000000004 21.500000000000004
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decision_type=8 10 10
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left_child=-1 2 -2
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right_child=1 -3 -4
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leaf_value=-0.3395305335521695 -0.028356930613517767 0.2059211631615957 0.077412404865026457
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leaf_weight=4.0000000000000027 5.9999999999999982 5.9999999999999991 4
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leaf_count=4 6 6 4
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internal_value=0.000845644 0.0859397 0.0139508
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internal_weight=20 16 10
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internal_count=20 16 10
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is_linear=0
|
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shrinkage=0.05
|
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|
|
|
|
Tree=17
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num_leaves=4
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num_cat=0
|
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split_feature=10 3 18
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split_gain=209.605 36.6466 6.77648
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threshold=19.000000000000004 21.500000000000004 22.000000000000004
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decision_type=8 10 10
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left_child=-1 2 -2
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right_child=1 -3 -4
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leaf_value=-0.24645142853260027 0.022000332176685337 0.23467625677585602 0.10601718723773955
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|
leaf_weight=6.0000000000000027 5.9999999999999982 3.9999999999999991 4
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leaf_count=6 6 4 4
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|
internal_value=0.00080336 0.10677 0.0556071
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|
internal_weight=20 14 10
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|
internal_count=20 14 10
|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
Tree=18
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num_leaves=4
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num_cat=0
|
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split_feature=18 3 19
|
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split_gain=193.435 44.5018 13.9622
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threshold=10.500000000000002 21.500000000000004 21.500000000000004
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decision_type=8 10 10
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|
left_child=-1 2 -2
|
|
right_child=1 -3 -4
|
|
leaf_value=-0.31023144423961613 -0.02356490443150203 0.22294244468212129 0.084301546216011047
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|
leaf_weight=4.0000000000000027 5.9999999999999982 3.9999999999999991 6
|
|
leaf_count=4 6 4 6
|
|
internal_value=0.000763193 0.0785119 0.0303683
|
|
internal_weight=20 16 12
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|
internal_count=20 16 12
|
|
is_linear=0
|
|
shrinkage=0.05
|
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|
|
|
|
Tree=19
|
|
num_leaves=4
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|
num_cat=0
|
|
split_feature=7 3 6
|
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split_gain=173.45 29.4571 6.36567
|
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threshold=15.950000286102297 21.500000000000004 3.6000000238418584
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|
decision_type=8 10 8
|
|
left_child=-1 2 -2
|
|
right_child=1 -3 -4
|
|
leaf_value=-0.22419602423906315 0.091142139434814473 0.21179532408714297 0.011356965601444243
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|
leaf_weight=6.0000000000000027 4.9999999999999982 3.9999999999999991 5
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|
leaf_count=6 5 4 5
|
|
internal_value=0.000725034 0.0971198 0.0512496
|
|
internal_weight=20 14 10
|
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internal_count=20 14 10
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is_linear=0
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shrinkage=0.05
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|
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end of trees
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feature_importances:
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max_so_far=12
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actual_high_lag_2=11
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gem=8
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current_temp=7
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open_meteo=6
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actual_high_lag_7=4
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actual_high_trend_3=2
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gfs=2
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humidity=1
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parameters:
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[boosting: gbdt]
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[objective: regression]
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[metric: l1]
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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: 20]
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[learning_rate: 0.05]
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[num_leaves: 15]
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[num_threads: 0]
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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: -1]
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[min_data_in_leaf: 4]
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[min_sum_hessian_in_leaf: 0.001]
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[bagging_fraction: 0.9]
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[pos_bagging_fraction: 1]
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[neg_bagging_fraction: 1]
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[bagging_freq: 1]
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[bagging_seed: 400]
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[bagging_by_query: 0]
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[feature_fraction: 0.9]
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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]
|
|
[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
|