tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=26
objective=regression
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
feature_infos=[-6:34] [1:27.799999237060547] none none [-6:34] [-6:34] none [5.5:34.700000762939453] [7.5:33.799999237060547] [5.5999999046325684:37.299999237060547] [7.9000000953674316:33.900001525878906] [4:35.099998474121094] [4.5:34.700000762939453] none none [6.4000000953674316:34.5] [6.3000001907348633:34.700000762939453] [0.60000002384185791:4.5] none none none none none none none [0:3] none
tree_sizes=622 591 592 556 591 669 590 593 596 575 671 596 593 597 596 598 580 591 598 597 578 680 600 582 670 596 583 618 594 599 599 596 559 664 583 579 507 578 603 580 606 598 623 693 694 604 696 603 771 694 604 689 677 738

Tree=0
num_leaves=6
num_cat=0
split_feature=0 10 25 8 1
split_gain=1463.02 75 73.5 41.8613 12.5
threshold=19.000000000000004 15.949999809265138 2.5000000000000004 25.250000000000004 1.0000000180025095e-35
decision_type=2 2 2 2 10
left_child=1 2 -1 -2 -4
right_child=3 -3 4 -5 -6
leaf_value=16.104051653372828 16.705301631319109 16.17905165262777 15.779051656353062 16.934051657545155 15.904051650392597
leaf_weight=4.0000000000000044 4 3.9999999999999991 4 4 4
leaf_count=4 4 4 4 4 4
internal_value=16.2676 15.9916 15.9291 16.8197 15.8416
internal_weight=24 16 12 8 8
internal_count=24 16 12 8 8
is_linear=0
shrinkage=1


Tree=1
num_leaves=5
num_cat=0
split_feature=0 8 0 25
split_gain=1127.66 153.56 57.0182 76.0778
threshold=19.000000000000004 24.450000762939457 14.500000000000002 2.5000000000000004
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.18114008009433719 0.1772349134087563 0.59287240982055656 -0.15145258456468583 -0.45448828935623165
leaf_weight=4.0000000000000053 3.9999999999999982 5 4.9999999999999991 7
leaf_count=4 4 5 5 7
internal_value=-0.0395976 0.408145 -0.291453 -0.355089
internal_weight=25 9 16 11
internal_count=25 9 16 11
is_linear=0
shrinkage=0.05


Tree=2
num_leaves=5
num_cat=0
split_feature=11 8 4 8
split_gain=1081.38 132.977 65.1979 28.2097
threshold=16.500000000000004 25.250000000000004 15.750000000000002 14.09999990463257
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.41354513367017093 0.21087317466735844 0.5976537895202636 -0.10612917358521373 -0.24212438017129895
leaf_weight=6.0000000000000018 3.9999999999999982 5 3.9999999999999991 4
leaf_count=6 4 5 4 4
internal_value=-0.00184884 0.425751 -0.276735 -0.344977
internal_weight=23 9 14 10
internal_count=23 9 14 10
is_linear=0
shrinkage=0.05


Tree=3
num_leaves=5
num_cat=0
split_feature=0 25 10 9
split_gain=1056.34 71.4123 103.567 43.8079
threshold=19.000000000000004 2.5000000000000004 15.949999809265138 25.150000572204593
decision_type=2 2 2 2
left_child=1 -1 -3 -2
right_child=3 2 -4 -5
leaf_value=-0.14301777064800258 0.30870695859193797 -0.53039961814880365 -0.18906025271862742 0.54271523952484124
leaf_weight=5.0000000000000009 4 5 4 4
leaf_count=5 4 5 4 4
internal_value=-0.03262 -0.294523 -0.378693 0.425711
internal_weight=22 14 9 8
internal_count=22 14 9 8
is_linear=0
shrinkage=0.05


Tree=4
num_leaves=5
num_cat=0
split_feature=0 8 0 25
split_gain=1056.87 158.111 46.2432 62.5271
threshold=19.000000000000004 24.450000762939457 14.500000000000002 2.5000000000000004
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.14854045137763003 0.1570641821622849 0.52520016261509483 -0.12284998334944248 -0.39635192666734964
leaf_weight=4.0000000000000053 4.9999999999999982 7 4.9999999999999991 7
leaf_count=4 5 7 5 7
internal_value=0.0171017 0.37181 -0.24893 -0.306239
internal_weight=28 12 16 11
internal_count=28 12 16 11
is_linear=0
shrinkage=0.05


Tree=5
num_leaves=6
num_cat=0
split_feature=0 8 0 25 4
split_gain=948.797 143.384 49.5846 63.7686 13.1343
threshold=19.000000000000004 24.450000762939457 14.500000000000002 2.5000000000000004 10.750000000000002
decision_type=2 2 2 2 2
left_child=2 -2 3 -1 -5
right_child=1 -3 -4 4 -6
leaf_value=-0.14111343137919885 0.14921097218990328 0.51175089677174879 -0.11670748524367809 -0.44968532919883719 -0.32155306190252297
leaf_weight=4.0000000000000044 4.9999999999999982 6 4.9999999999999991 4 4
leaf_count=4 5 6 5 4 4
internal_value=-0.0148709 0.34696 -0.248997 -0.304117 -0.385619
internal_weight=28 11 17 12 8
internal_count=28 11 17 12 8
is_linear=0
shrinkage=0.05


Tree=6
num_leaves=5
num_cat=0
split_feature=0 8 7 7
split_gain=819.851 115.847 59.7187 47.849
threshold=19.000000000000004 24.450000762939457 12.200000286102297 16.19999980926514
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.36468152403831455 0.13604293018579486 0.47335260936192097 -0.046046725511550916 -0.27806002516299483
leaf_weight=5.0000000000000027 3.9999999999999982 7 4.9999999999999982 4
leaf_count=5 4 7 5 4
internal_value=0.0276703 0.350695 -0.226134 -0.149164
internal_weight=25 11 14 9
internal_count=25 11 14 9
is_linear=0
shrinkage=0.05


Tree=7
num_leaves=5
num_cat=0
split_feature=0 8 7 7
split_gain=657.894 103.374 45.6805 19.6347
threshold=19.000000000000004 24.450000762939457 16.19999980926514 12.200000286102297
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.22679260492324818 0.13494828253984456 0.4427791198094686 -0.35092775225639344 -0.092634215702613182
leaf_weight=5.0000000000000018 4.9999999999999982 6 3.9999999999999991 6
leaf_count=5 5 6 4 6
internal_value=0.00915142 0.302856 -0.206232 -0.153615
internal_weight=26 11 15 11
internal_count=26 11 15 11
is_linear=0
shrinkage=0.05


Tree=8
num_leaves=5
num_cat=0
split_feature=0 8 0 17
split_gain=753.323 94.7491 44.1349 50.5657
threshold=19.000000000000004 24.450000762939457 14.500000000000002 2.4500000476837163
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.14497262001037578 0.1224933743476868 0.42754604135240826 -0.089603995680809026 -0.35316013608660013
leaf_weight=5.0000000000000053 3.9999999999999982 7 4.9999999999999991 7
leaf_count=5 4 7 5 7
internal_value=-0.00579315 0.316618 -0.214412 -0.266415
internal_weight=28 11 17 12
internal_count=28 11 17 12
is_linear=0
shrinkage=0.05


Tree=9
num_leaves=5
num_cat=0
split_feature=8 0 25 4
split_gain=595.458 84.257 29.0752 20.2976
threshold=18.500000000000004 23.000000000000004 2.5000000000000004 12.500000000000002
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.11161282220855351 0.093005212396383319 0.38067240544727871 -0.34078732252120969 -0.1896755730733275
leaf_weight=4.0000000000000009 3.9999999999999982 7 5 4
leaf_count=4 4 7 5 4
internal_value=0.00531823 0.276066 -0.223776 -0.273627
internal_weight=24 11 13 9
internal_count=24 11 13 9
is_linear=0
shrinkage=0.05


Tree=10
num_leaves=6
num_cat=0
split_feature=0 8 0 25 4
split_gain=616.333 80.0988 37.2236 44.986 9.21655
threshold=19.000000000000004 24.450000762939457 14.500000000000002 2.5000000000000004 10.750000000000002
decision_type=2 2 2 2 2
left_child=2 -2 3 -1 -5
right_child=1 -3 -4 4 -6
leaf_value=-0.10603218208998429 0.10665611773729328 0.38713511058262418 -0.080563141703605665 -0.36506341695785516 -0.25772895738482471
leaf_weight=4.0000000000000044 3.9999999999999982 7 4.9999999999999991 4 4
leaf_count=4 4 7 5 4 4
internal_value=-0.0064837 0.285143 -0.195183 -0.242942 -0.311396
internal_weight=28 11 17 12 8
internal_count=28 11 17 12 8
is_linear=0
shrinkage=0.05


Tree=11
num_leaves=5
num_cat=0
split_feature=0 8 0 17
split_gain=456.23 66.3429 47.9922 41.3672
threshold=19.000000000000004 24.450000762939457 14.500000000000002 2.4500000476837163
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.11966208755969997 0.10632330588996414 0.36920583248138428 -0.023635203391313555 -0.31439250012238817
leaf_weight=5.0000000000000018 3.9999999999999982 6 3.9999999999999991 6
leaf_count=5 4 6 4 6
internal_value=0.00245288 0.264053 -0.171947 -0.225879
internal_weight=25 10 15 11
internal_count=25 10 15 11
is_linear=0
shrinkage=0.05


Tree=12
num_leaves=5
num_cat=0
split_feature=0 8 8 7
split_gain=380.135 53.5006 38.7194 43.2394
threshold=19.000000000000004 24.450000762939457 12.150000095367433 16.19999980926514
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.29093345642089824 0.097411302104592354 0.34274399757385249 -0.016552985906600957 -0.22449381887912745
leaf_weight=5.0000000000000027 3.9999999999999982 5 4.9999999999999982 5
leaf_count=5 4 5 5 5
internal_value=-0.023189 0.233707 -0.177327 -0.120523
internal_weight=24 9 15 10
internal_count=24 9 15 10
is_linear=0
shrinkage=0.05


Tree=13
num_leaves=5
num_cat=0
split_feature=0 8 7 7
split_gain=426.902 60.0551 51.5531 27.1408
threshold=19.000000000000004 24.450000762939457 12.200000286102297 16.19999980926514
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.33684623837470978 0.098979862928390519 0.33360833326975503 -0.055538034935792291 -0.21326912164688108
leaf_weight=4.0000000000000027 4.9999999999999982 6 5.9999999999999982 5
leaf_count=4 5 6 6 5
internal_value=-0.00963113 0.226959 -0.183131 -0.127234
internal_weight=26 11 15 11
internal_count=26 11 15 11
is_linear=0
shrinkage=0.05


Tree=14
num_leaves=5
num_cat=0
split_feature=0 0 25 11
split_gain=392.675 35.1328 47.1651 27.7482
threshold=19.000000000000004 14.500000000000002 2.5000000000000004 24.450000762939457
decision_type=2 2 2 2
left_child=1 2 -1 -2
right_child=3 -3 -4 -5
leaf_value=-0.081762676686048391 0.14590370357036594 -0.05887834966182709 -0.29699014936174661 0.32258629322051996
leaf_weight=4.0000000000000053 3.9999999999999982 4.9999999999999991 7 5
leaf_count=4 4 5 7 5
internal_value=-0.0201531 -0.168773 -0.218726 0.244061
internal_weight=25 16 11 9
internal_count=25 16 11 9
is_linear=0
shrinkage=0.05


Tree=15
num_leaves=5
num_cat=0
split_feature=0 8 0 17
split_gain=359.462 55.0176 37.0574 31.3127
threshold=19.000000000000004 24.450000762939457 14.500000000000002 2.4500000476837163
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.11428530700504774 0.086735686957836178 0.31130820512771606 -0.055934431552886965 -0.29488812138636905
leaf_weight=4.0000000000000018 4.9999999999999982 6 4.9999999999999991 6
leaf_count=4 5 6 5 6
internal_value=-0.00786979 0.20923 -0.167076 -0.222647
internal_weight=26 11 15 10
internal_count=26 11 15 10
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=5
num_cat=0
split_feature=7 8 25 17
split_gain=200.838 20.2155 16.9621 26.0306
threshold=20.10000038146973 25.250000000000004 2.5000000000000004 3.3500000238418584
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.035383382439613309 0.12206844329833987 0.27287452816963192 -0.21010860602060955 -0.055637337118387212
leaf_weight=6.0000000000000044 4.9999999999999982 4 6 5
leaf_count=6 5 4 6 5
internal_value=-0.00189609 0.189093 -0.103008 -0.139894
internal_weight=26 9 17 11
internal_count=26 9 17 11
is_linear=0
shrinkage=0.05


Tree=17
num_leaves=5
num_cat=0
split_feature=0 11 7 0
split_gain=345.166 44.0337 16.0888 13.2211
threshold=14.500000000000002 25.60000038146973 12.200000286102297 23.000000000000004
decision_type=2 2 2 2
left_child=2 3 -1 -2
right_child=1 -3 -4 -5
leaf_value=-0.29089830815792067 0.057816250920295735 0.31159715652465825 -0.16144098651905853 0.172799459695816
leaf_weight=4.0000000000000018 4.9999999999999982 3.9999999999999991 6 5
leaf_count=4 5 4 6 5
internal_value=0.0111345 0.171391 -0.213224 0.115308
internal_weight=24 14 10 10
internal_count=24 14 10 10
is_linear=0
shrinkage=0.05


Tree=18
num_leaves=5
num_cat=0
split_feature=7 11 10 17
split_gain=298.769 24.5761 21.9404 12.7549
threshold=20.10000038146973 25.60000038146973 15.949999809265138 2.4500000476837163
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.11951845437288276 0.1406556674412319 0.29601731300354001 -0.060399984121322636 -0.23478476256132122
leaf_weight=4.0000000000000018 6.9999999999999982 4 4.9999999999999991 6
leaf_count=4 7 4 5 6
internal_value=-0.000773977 0.197151 -0.145919 -0.188678
internal_weight=26 11 15 10
internal_count=26 11 15 10
is_linear=0
shrinkage=0.05


Tree=19
num_leaves=5
num_cat=0
split_feature=0 11 7 7
split_gain=217.533 18.7754 17.9182 5.66246
threshold=19.000000000000004 24.450000762939457 16.19999980926514 12.200000286102297
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.096831277236342314 0.12015924453735355 0.2600081086158752 -0.17168876290321353 -0.024785566329956054
leaf_weight=5.0000000000000053 3.9999999999999982 6 4.9999999999999991 6
leaf_count=5 4 6 5 6
internal_value=0.0211297 0.204069 -0.0932071 -0.0575336
internal_weight=26 10 16 11
internal_count=26 10 16 11
is_linear=0
shrinkage=0.05


Tree=20
num_leaves=5
num_cat=0
split_feature=7 25 4 8
split_gain=200.486 30.5483 19.4882 15.5729
threshold=20.10000038146973 2.5000000000000004 12.500000000000002 25.250000000000004
decision_type=2 2 2 2
left_child=1 -1 -3 -2
right_child=3 2 -4 -5
leaf_value=-0.021534685914715114 0.11891016662120822 -0.234692770242691 -0.10103578865528105 0.24627477228641506
leaf_weight=6.0000000000000044 5.9999999999999982 5 6 4
leaf_count=6 6 5 6 4
internal_value=-0.00778987 -0.112287 -0.161789 0.169856
internal_weight=27 17 11 10
internal_count=27 17 11 10
is_linear=0
shrinkage=0.05


Tree=21
num_leaves=6
num_cat=0
split_feature=0 10 8 25 1
split_gain=162.942 23.4839 22.1296 13.9857 10.354
threshold=19.000000000000004 15.949999809265138 24.450000762939457 2.5000000000000004 1.0000000180025095e-35
decision_type=2 2 2 2 10
left_child=1 3 -2 -1 -5
right_child=2 -3 -4 4 -6
leaf_value=-0.067836675234138874 0.063095346242189418 -0.004281503707170487 0.20552252133687335 -0.23922500908374783 -0.12546000257134435
leaf_weight=4.0000000000000044 4.9999999999999982 3.9999999999999991 6 4 4
leaf_count=4 5 4 6 4 4
internal_value=-0.00735559 -0.109201 0.140783 -0.144174 -0.182343
internal_weight=27 16 11 12 8
internal_count=27 16 11 12 8
is_linear=0
shrinkage=0.05


Tree=22
num_leaves=5
num_cat=0
split_feature=0 8 10 17
split_gain=195.078 26.4115 18.8741 21.2154
threshold=19.000000000000004 24.450000762939457 15.949999809265138 2.4500000476837163
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.075910968035459436 0.055670683830976501 0.21672922202519007 -0.034816115498542792 -0.2153650792936484
leaf_weight=5.0000000000000053 3.9999999999999982 7 4.9999999999999991 6
leaf_count=5 4 7 5 6
internal_value=-0.00392736 0.158162 -0.115364 -0.151977
internal_weight=27 11 16 11
internal_count=27 11 16 11
is_linear=0
shrinkage=0.05


Tree=23
num_leaves=5
num_cat=0
split_feature=11 8 25 1
split_gain=152.229 15.3166 12.435 25.0131
threshold=16.500000000000004 25.250000000000004 2.5000000000000004 1.0000000180025095e-35
decision_type=2 2 2 10
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.038038628660142411 0.10269814218793599 0.22534844279289243 -0.21093816518783567 -0.04318924918770789
leaf_weight=5.0000000000000009 6.9999999999999982 4 5 4
leaf_count=5 7 4 5 4
internal_value=0.00810559 0.147298 -0.10126 -0.136383
internal_weight=25 11 14 9
internal_count=25 11 14 9
is_linear=0
shrinkage=0.05


Tree=24
num_leaves=6
num_cat=0
split_feature=7 25 0 11 4
split_gain=144.15 33.8287 15.5966 11.8087 6.02652
threshold=20.10000038146973 2.5000000000000004 14.500000000000002 25.60000038146973 10.750000000000002
decision_type=2 2 2 2 2
left_child=1 -1 4 -2 -3
right_child=3 2 -4 -5 -6
leaf_value=0.027004780080169412 0.11261355678240459 -0.21149568185210224 -0.04717797376215456 0.22352228760719295 -0.12470193803310392
leaf_weight=5.0000000000000044 5.9999999999999982 4 4.0000000000000009 4 4
leaf_count=5 6 4 4 4 4
internal_value=0.00634415 -0.0822634 -0.127792 0.156977 -0.168099
internal_weight=27 17 12 10 8
internal_count=27 17 12 10 8
is_linear=0
shrinkage=0.05


Tree=25
num_leaves=5
num_cat=0
split_feature=0 8 0 17
split_gain=148.21 21.9847 15.6821 33.9071
threshold=19.000000000000004 24.450000762939457 14.500000000000002 2.4500000476837163
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.03928348690271373 0.05030433788895608 0.18757798671722412 -0.02865193784236908 -0.21558304363667655
leaf_weight=5.0000000000000053 4.9999999999999982 7 4.9999999999999991 6
leaf_count=5 5 7 5 6
internal_value=-0.00245028 0.130381 -0.102073 -0.135447
internal_weight=28 12 16 11
internal_count=28 12 16 11
is_linear=0
shrinkage=0.05


Tree=26
num_leaves=5
num_cat=0
split_feature=0 8 25 4
split_gain=101.463 12.2381 10.6224 5.71198
threshold=19.000000000000004 24.450000762939457 2.5000000000000004 12.500000000000002
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.033866082131862631 0.044497444108128559 0.15740439295768738 -0.16091174602508543 -0.085334072113037104
leaf_weight=5.0000000000000009 3.9999999999999982 6 5 5
leaf_count=5 4 6 5 5
internal_value=-0.0111257 0.112242 -0.0933706 -0.123123
internal_weight=25 10 15 10
internal_count=25 10 15 10
is_linear=0
shrinkage=0.05


Tree=27
num_leaves=5
num_cat=0
split_feature=8 25 1 8
split_gain=107.147 11.5527 12.8558 6.09309
threshold=18.500000000000004 2.5000000000000004 14.000000000000002 24.450000762939457
decision_type=2 2 8 2
left_child=1 -1 -3 -2
right_child=3 2 -4 -5
leaf_value=-0.032172779291868202 0.064065082073211682 -0.055823281407356262 -0.17154486353198684 0.13633297596658978
leaf_weight=5.0000000000000009 4.9999999999999982 3.9999999999999991 6.0000000000000009 7
leaf_count=5 5 4 6 7
internal_value=-0.00513963 -0.0942284 -0.125256 0.106221
internal_weight=27 15 10 12
internal_count=27 15 10 12
is_linear=0
shrinkage=0.05


Tree=28
num_leaves=5
num_cat=0
split_feature=11 11 8 7
split_gain=95.4773 9.62276 8.25341 18.9375
threshold=16.500000000000004 25.60000038146973 12.150000095367433 16.19999980926514
decision_type=2 2 2 2
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.11294722110033029 0.091064527205058532 0.18828040659427639 0.027631362676620488 -0.11832991428673266
leaf_weight=6.0000000000000027 6.9999999999999982 4 4.9999999999999982 4
leaf_count=6 7 4 5 4
internal_value=0.014528 0.126416 -0.0675231 -0.0372403
internal_weight=26 11 15 9
internal_count=26 11 15 9
is_linear=0
shrinkage=0.05


Tree=29
num_leaves=5
num_cat=0
split_feature=0 7 8 7
split_gain=97.4171 16.9456 15.7058 15.4383
threshold=19.000000000000004 16.19999980926514 24.450000762939457 12.200000286102297
decision_type=2 2 2 2
left_child=1 3 -2 -1
right_child=2 -3 -4 -5
leaf_value=-0.1125903564194837 0.042257812693715105 -0.17471121549606325 0.16224527359008789 0.00083466370900471998
leaf_weight=6.0000000000000053 4.9999999999999982 3.9999999999999991 6 6
leaf_count=6 5 4 6 6
internal_value=-0.00683772 -0.0855862 0.107706 -0.0558778
internal_weight=27 16 11 12
internal_count=27 16 11 12
is_linear=0
shrinkage=0.05


Tree=30
num_leaves=5
num_cat=0
split_feature=9 8 10 17
split_gain=62.2442 6.93422 5.98096 6.8285
threshold=21.60000038146973 25.250000000000004 15.949999809265138 2.7500000000000004
decision_type=2 2 2 2
left_child=2 -2 3 -1
right_child=1 -3 -4 -5
leaf_value=-0.092129348005567199 0.082430855631828337 0.17075412273406979 -0.0032282443451029917 -0.010235727019608018
leaf_weight=7.0000000000000053 4.9999999999999982 4 6.9999999999999991 4
leaf_count=7 5 4 7 4
internal_value=0.0143231 0.121686 -0.0393581 -0.0623498
internal_weight=27 9 18 11
internal_count=27 9 18 11
is_linear=0
shrinkage=0.05


Tree=31
num_leaves=5
num_cat=0
split_feature=0 7 11 11
split_gain=33.8001 20.4906 7.17044 1.20202
threshold=19.000000000000004 16.19999980926514 24.450000762939457 11.84999990463257
decision_type=2 2 2 2
left_child=1 3 -2 -1
right_child=2 -3 -4 -5
leaf_value=0.027611190825700745 0.046303890459239494 -0.1207993793487549 0.13272850215435025 -0.011151227727532385
leaf_weight=4.0000000000000018 5.9999999999999982 4.9999999999999991 4 4
leaf_count=4 6 5 4 4
internal_value=0.0117644 -0.0413967 0.0808737 0.00822998
internal_weight=23 13 10 8
internal_count=23 13 10 8
is_linear=0
shrinkage=0.05


Tree=32
num_leaves=5
num_cat=0
split_feature=10 8 10 7
split_gain=139.609 16.2024 2.99663 1.61411
threshold=15.949999809265138 24.450000762939457 26.050000190734867 17.099999427795414
decision_type=2 2 2 2
left_child=-1 3 -3 -2
right_child=1 2 -4 -5
leaf_value=-0.19305681660771362 0.0018889637663960454 0.0943771332502365 0.15557999610900874 0.046807073801755895
leaf_weight=7.0000000000000027 4 4 4 4
leaf_count=7 4 4 4 4
internal_value=-0.00681674 0.0746633 0.124979 0.024348
internal_weight=23 16 8 8
internal_count=23 16 8 8
is_linear=0
shrinkage=0.05


Tree=33
num_leaves=6
num_cat=0
split_feature=11 11 25 1 17
split_gain=68.2268 6.95329 6.60298 15.0135 2.5217
threshold=16.500000000000004 25.60000038146973 2.5000000000000004 1.0000000180025095e-35 2.0499999523162846
decision_type=2 2 2 10 2
left_child=2 4 -1 -4 -2
right_child=1 -3 3 -5 -6
leaf_value=-0.019063188433647151 0.095134383440017734 0.14780099391937254 -0.15070011615753173 -0.028170542903244489 0.03899061046540736
leaf_weight=5.0000000000000009 3.9999999999999982 4 5 5 4
leaf_count=5 4 4 5 5 4
internal_value=0.0051124 0.0939753 -0.0659779 -0.0894353 0.0670625
internal_weight=27 12 15 10 8
internal_count=27 12 15 10 8
is_linear=0
shrinkage=0.05


Tree=34
num_leaves=5
num_cat=0
split_feature=8 17 8 4
split_gain=64.4868 7.99851 5.97112 1.72567
threshold=18.500000000000004 2.4500000476837163 24.450000762939457 10.750000000000002
decision_type=2 2 2 2
left_child=1 -1 -2 -3
right_child=2 3 -4 -5
leaf_value=-0.030552486436707618 0.049446627795696273 -0.12696040404262018 0.12342990686496098 -0.080515943840146043
leaf_weight=7.0000000000000027 4.9999999999999982 4 6 4
leaf_count=7 5 4 6 4
internal_value=-0.00215232 -0.0695849 0.0898011 -0.103738
internal_weight=26 15 11 8
internal_count=26 15 11 8
is_linear=0
shrinkage=0.05


Tree=35
num_leaves=5
num_cat=0
split_feature=7 7 0 8
split_gain=45.7006 9.51823 12.8164 8.09556
threshold=20.10000038146973 16.19999980926514 12.000000000000002 25.250000000000004
decision_type=2 2 2 2
left_child=1 2 -1 -2
right_child=3 -3 -4 -5
leaf_value=-0.080500855190413279 0.033643957972526548 -0.11893940009176732 0.024311005473136901 0.13423945009708402
leaf_weight=7.0000000000000053 4 4.9999999999999991 5 4
leaf_count=7 4 5 5 4
internal_value=-0.0146046 -0.0609793 -0.0368292 0.0839417
internal_weight=25 17 12 8
internal_count=25 17 12 8
is_linear=0
shrinkage=0.05


Tree=36
num_leaves=4
num_cat=0
split_feature=0 25 11
split_gain=61.0685 17.1927 2.87348
threshold=19.000000000000004 2.5000000000000004 24.450000762939457
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.023952146060764776 0.043691192865371715 -0.15777686238288879 0.097296019792556754
leaf_weight=4.0000000000000018 4.9999999999999982 6 5
leaf_count=4 5 6 5
internal_value=-0.0168767 -0.104247 0.0704936
internal_weight=20 10 10
internal_count=20 10 10
is_linear=0
shrinkage=0.05


Tree=37
num_leaves=5
num_cat=0
split_feature=9 7 0 9
split_gain=17.8292 9.12726 2.14608 0.37796
threshold=21.60000038146973 16.19999980926514 12.000000000000002 25.150000572204593
decision_type=2 2 2 2
left_child=1 2 -1 -2
right_child=3 -3 -4 -5
leaf_value=-0.0086874480048815313 0.059223059564828866 -0.064216595781700955 0.03859366923570632 0.080958966165781007
leaf_weight=6.0000000000000053 4 6.9999999999999991 4 4
leaf_count=6 4 7 4 4
internal_value=0.00853848 -0.0204274 0.010225 0.070091
internal_weight=25 17 10 8
internal_count=25 17 10 8
is_linear=0
shrinkage=0.05


Tree=38
num_leaves=5
num_cat=0
split_feature=0 0 17 8
split_gain=42.1852 8.11334 22.3295 3.14193
threshold=19.000000000000004 14.500000000000002 2.4500000476837163 25.250000000000004
decision_type=2 2 2 2
left_child=1 2 -1 -2
right_child=3 -3 -4 -5
leaf_value=-0.0026285094022750841 0.059161599576473246 0.00066261783242225645 -0.15205909729003905 0.11861472725868223
leaf_weight=5.0000000000000018 4.9999999999999982 4.9999999999999991 5 4
leaf_count=5 5 5 5 4
internal_value=5.91511e-06 -0.0513417 -0.0773438 0.0855852
internal_weight=24 15 10 9
internal_count=24 15 10 9
is_linear=0
shrinkage=0.05


Tree=39
num_leaves=5
num_cat=0
split_feature=8 0 7 17
split_gain=42.3517 9.40166 11.1999 0.874838
threshold=18.500000000000004 12.000000000000002 16.19999980926514 2.0499999523162846
decision_type=2 2 2 2
left_child=1 -1 -3 -2
right_child=3 2 -4 -5
leaf_value=-0.13055932044982901 0.075182829797267939 0.016001777164638041 -0.1023194123059511 0.04587044503007616
leaf_weight=5.0000000000000027 3.9999999999999982 4 4 7
leaf_count=5 4 4 4 7
internal_value=-0.0156768 -0.0767744 -0.0431588 0.0565295
internal_weight=24 13 8 11
internal_count=24 13 8 11
is_linear=0
shrinkage=0.05


Tree=40
num_leaves=5
num_cat=0
split_feature=10 11 17 11
split_gain=30.5208 9.56514 5.99462 2.55558
threshold=15.949999809265138 25.60000038146973 2.4500000476837163 16.500000000000004
decision_type=2 2 2 2
left_child=2 3 -1 -2
right_child=1 -3 -4 -5
leaf_value=-0.020241806656122199 -0.0061912831664085403 0.11039046943187714 -0.091923368615763515 0.040611458463328226
leaf_weight=5.0000000000000018 4.9999999999999982 3.9999999999999991 7 7
leaf_count=5 5 4 7 7
internal_value=-0.00177811 0.0434304 -0.0620561 0.0211103
internal_weight=28 16 12 12
internal_count=28 16 12 12
is_linear=0
shrinkage=0.05


Tree=41
num_leaves=5
num_cat=0
split_feature=0 7 8 8
split_gain=30.9277 6.6852 10.0167 4.88011
threshold=19.000000000000004 16.19999980926514 12.150000095367433 24.450000762939457
decision_type=2 2 2 2
left_child=1 2 -1 -2
right_child=3 -3 -4 -5
leaf_value=-0.066878687590360572 0.02567629516124726 -0.090010862350463877 0.024484723185499505 0.090352048618452876
leaf_weight=6.0000000000000053 4.9999999999999982 4.9999999999999991 6 7
leaf_count=6 5 5 6 7
internal_value=0.00194578 -0.0414364 -0.021197 0.0634038
internal_weight=29 17 12 12
internal_count=29 17 12 12
is_linear=0
shrinkage=0.05


Tree=42
num_leaves=5
num_cat=0
split_feature=8 11 25 1
split_gain=28.5355 6.34384 5.30562 10.4336
threshold=18.500000000000004 24.450000762939457 2.5000000000000004 14.000000000000002
decision_type=2 2 2 8
left_child=2 -2 -1 -4
right_child=1 -3 3 -5
leaf_value=-0.0040137021243572225 0.019529772975615096 0.086844800199781136 -0.0045439243316650396 -0.10879524437089759
leaf_weight=5.0000000000000009 6.9999999999999982 7 3.9999999999999991 6.0000000000000009
leaf_count=5 7 7 4 6
internal_value=0.00184849 0.0531873 -0.0460677 -0.0670947
internal_weight=29 14 15 10
internal_count=29 14 15 10
is_linear=0
shrinkage=0.05


Tree=43
num_leaves=6
num_cat=0
split_feature=0 17 8 11 17
split_gain=26.6717 12.8972 8.65111 2.70049 0.773571
threshold=14.500000000000002 2.4500000476837163 18.500000000000004 25.60000038146973 2.0499999523162846
decision_type=2 2 2 2 2
left_child=1 -1 -2 4 -4
right_child=2 -3 3 -5 -6
leaf_value=0.0060157436132431 -0.022258963063359241 -0.099125871488026207 0.063024595379829421 0.096011102199554443 0.033524291813373561
leaf_weight=5.0000000000000018 4.0000000000000027 7 3.9999999999999982 3.9999999999999991 5
leaf_count=5 4 7 4 4 5
internal_value=0.00175607 -0.0553169 0.0420428 0.061828 0.0466355
internal_weight=29 12 17 13 9
internal_count=29 12 17 13 9
is_linear=0
shrinkage=0.05


Tree=44
num_leaves=6
num_cat=0
split_feature=0 17 8 11 0
split_gain=24.0712 11.6397 7.80763 2.4372 0.718832
threshold=14.500000000000002 2.4500000476837163 18.500000000000004 25.60000038146973 27.149999618530277
decision_type=2 2 2 2 2
left_child=1 -1 -2 4 -4
right_child=2 -3 3 -5 -6
leaf_value=0.0057149547338485691 -0.021146014332771284 -0.094169578381947103 0.056942607164382944 0.091210547089576724 0.028505202569067474
leaf_weight=5.0000000000000018 4.0000000000000027 7 4.9999999999999982 3.9999999999999991 4
leaf_count=5 4 7 5 4 4
internal_value=0.00166827 -0.052551 0.0399407 0.0587366 0.0443038
internal_weight=29 12 17 13 9
internal_count=29 12 17 13 9
is_linear=0
shrinkage=0.05


Tree=45
num_leaves=5
num_cat=0
split_feature=0 17 8 11
split_gain=21.7243 10.5049 7.04638 2.23565
threshold=14.500000000000002 2.4500000476837163 18.500000000000004 24.450000762939457
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.0054292047023773169 -0.020088713057339176 -0.089461099249976014 0.033403639619549119 0.074996486306190477
leaf_weight=5.0000000000000018 4.0000000000000027 7 5.9999999999999982 7
leaf_count=5 4 7 6 7
internal_value=0.00158485 -0.0499235 0.0379437 0.0557998
internal_weight=29 12 17 13
internal_count=29 12 17 13
is_linear=0
shrinkage=0.05


Tree=46
num_leaves=6
num_cat=0
split_feature=0 17 8 11 17
split_gain=19.6062 9.48064 6.35936 2.06483 0.674355
threshold=14.500000000000002 2.4500000476837163 18.500000000000004 25.60000038146973 2.0499999523162846
decision_type=2 2 2 2 2
left_child=1 -1 -2 4 -4
right_child=2 -3 3 -5 -6
leaf_value=0.0051577466726303077 -0.019084277842193825 -0.08498804313795906 0.055027168244123473 0.082900194823741918 0.027483583539724344
leaf_weight=5.0000000000000018 4.0000000000000027 7 3.9999999999999982 3.9999999999999991 5
leaf_count=5 4 7 4 4 5
internal_value=0.00150561 -0.0474273 0.0360465 0.0530098 0.0397252
internal_weight=29 12 17 13 9
internal_count=29 12 17 13 9
is_linear=0
shrinkage=0.05


Tree=47
num_leaves=5
num_cat=0
split_feature=0 17 8 11
split_gain=17.6946 8.55628 5.73932 1.86565
threshold=14.500000000000002 2.4500000476837163 18.500000000000004 24.450000762939457
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.0048998612165451032 -0.01813006475567816 -0.080738642386027737 0.029900218360126025 0.067895670873778208
leaf_weight=5.0000000000000018 4.0000000000000027 7 5.9999999999999982 7
leaf_count=5 4 7 6 7
internal_value=0.00143033 -0.0450559 0.0342442 0.0503593
internal_weight=29 12 17 13
internal_count=29 12 17 13
is_linear=0
shrinkage=0.05


Tree=48
num_leaves=7
num_cat=0
split_feature=0 8 25 4 11 0
split_gain=15.9693 5.17974 4.82807 3.49022 1.7502 0.626879
threshold=14.500000000000002 18.500000000000004 2.5000000000000004 10.750000000000002 25.60000038146973 27.149999618530277
decision_type=2 2 2 2 2 2
left_child=2 -2 -1 -4 5 -3
right_child=1 4 3 -5 -6 -7
leaf_value=0.0020488075911998739 -0.017223561555147156 0.047413467168807996 -0.098254744708538039 -0.032203470170497892 0.075360403954982766 0.020857126638293262
leaf_weight=4.0000000000000009 4.0000000000000027 4.9999999999999982 4 4 3.9999999999999991 4
leaf_count=4 4 5 4 4 4 4
internal_value=0.00135881 0.032532 -0.0428031 -0.0652291 0.0478413 0.0356106
internal_weight=29 17 12 8 13 9
internal_count=29 17 12 8 13 9
is_linear=0
shrinkage=0.05


Tree=49
num_leaves=6
num_cat=0
split_feature=0 17 8 11 17
split_gain=14.4123 7.43288 4.67472 1.57956 0.58844
threshold=14.500000000000002 2.4500000476837163 18.500000000000004 25.60000038146973 2.0499999523162846
decision_type=2 2 2 2 2
left_child=1 -1 -2 4 -4
right_child=2 -3 3 -5 -6
leaf_value=0.0058979833126068084 -0.016362382937222707 -0.073920809371130811 0.048124146461486828 0.071592382341623309 0.02239489287137985
leaf_weight=5.0000000000000018 4.0000000000000027 7 3.9999999999999982 3.9999999999999991 5
leaf_count=5 4 7 4 4 5
internal_value=0.00129087 -0.040663 0.0309054 0.0454493 0.0338301
internal_weight=29 12 17 13 9
internal_count=29 12 17 13 9
is_linear=0
shrinkage=0.05


Tree=50
num_leaves=5
num_cat=0
split_feature=0 17 8 11
split_gain=13.0071 6.70817 4.21893 1.44844
threshold=14.500000000000002 2.4500000476837163 18.500000000000004 24.450000762939457
decision_type=2 2 2 2
left_child=1 -1 -2 -4
right_child=2 -3 3 -5
leaf_value=0.0056030857563018769 -0.015544263552874313 -0.070224771329334787 0.025149877386866144 0.058628469705581658
leaf_weight=5.0000000000000018 4.0000000000000027 7 5.9999999999999982 7
leaf_count=5 4 7 6 7
internal_value=0.00122633 -0.0386298 0.0293601 0.0431768
internal_weight=29 12 17 13
internal_count=29 12 17 13
is_linear=0
shrinkage=0.05


Tree=51
num_leaves=6
num_cat=0
split_feature=10 11 1 7 1
split_gain=11.7643 3.67241 2.87184 11.2515 0.582723
threshold=15.949999809265138 24.450000762939457 25.000000000000004 12.200000286102297 1.0000000180025095e-35
decision_type=2 2 8 2 10
left_child=2 4 -1 -4 -2
right_child=1 -3 3 -5 -6
leaf_value=-0.0021472714841365803 0.018332585987324509 0.055697047923292435 -0.11333190500736234 0.0052616555942222466 -0.0063048541545867908
leaf_weight=4.0000000000000009 6.0000000000000018 6.9999999999999991 4 4 4
leaf_count=4 6 7 4 4 4
internal_value=0.00116501 0.0279209 -0.0367392 -0.0540351 0.00847761
internal_weight=29 17 12 8 10
internal_count=29 17 12 8 10
is_linear=0
shrinkage=0.05


Tree=52
num_leaves=6
num_cat=0
split_feature=0 7 4 17 11
split_gain=10.7969 7.03751 8.34685 4.42031 2.13665
threshold=19.000000000000004 16.19999980926514 8.7500000000000018 2.7500000000000004 24.450000762939457
decision_type=2 2 2 2 2
left_child=1 2 -1 -4 -2
right_child=4 -3 3 -5 -6
leaf_value=-0.062733021378517037 0.016320943273603918 -0.07436351835727692 -0.011439524823799728 0.062893457710742937 0.058517393966515854
leaf_weight=4.0000000000000062 5.9999999999999982 4.9999999999999991 4 4 6
leaf_count=4 6 5 4 4 6
internal_value=0.00110676 -0.0245255 -0.0037597 0.025727 0.0374192
internal_weight=29 17 12 8 12
internal_count=29 17 12 8 12
is_linear=0
shrinkage=0.05


Tree=53
num_leaves=7
num_cat=0
split_feature=10 8 1 7 25 7
split_gain=10.114 2.78729 2.48769 10.1288 1.37513 0.370549
threshold=15.949999809265138 24.450000762939457 25.000000000000004 12.200000286102297 2.5000000000000004 17.099999427795414
decision_type=2 2 8 2 2 2
left_child=2 5 -1 -4 -3 -2
right_child=1 4 3 -5 -6 -7
leaf_value=-0.0018985368311405177 0.018114815652370442 0.026604005694389338 -0.1064521662890911 0.0060691058868542307 0.068063744157552716 -0.0023025212436914438
leaf_weight=4.0000000000000009 4.0000000000000018 4 4 4 4 5
leaf_count=4 4 4 4 4 4 5
internal_value=0.00105142 0.0258599 -0.0340939 -0.0501915 0.0473339 0.00677185
internal_weight=29 17 12 8 8 9
internal_count=29 17 12 8 8 9
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
actual_high_lag_1=52
ecmwf=46
open_meteo=28
jma=27
model_spread=24
weekday=20
gem=11
actual_high_mean_7=10
actual_high_lag_2=9
gfs=4

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l1]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 54]
[learning_rate: 0.05]
[num_leaves: 15]
[num_threads: 0]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 4]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.9]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 1]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.9]
[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