Files
PolyWeather/artifacts/models/lgbm_daily_high.txt
T

1584 lines
81 KiB
Plaintext

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=[-4.4000000953674316:34.400001525878906] [-4.4000000953674316:34.400001525878906] [-2.5:34.400001525878906] [0.40000000596046448:35.799999237060547] [2.8714284896850586:34.128570556640625] [2.9642856121063232:33.392856597900391] [-15.100000381469727:11] [-0.20000000298023224:74.400001525878906] [-1.6000000238418579:74.900001525878906] [-0.20000000298023224:74.400001525878906] [-1.1000000238418579:74.400001525878906] [-1.5:76.400001525878906] [-1.7999999523162842:74.599998474121094] none [37:88] [-0.60000002384185791:75.199996948242188] [-1.1000000238418579:74.400001525878906] [0.60000002384185791:18.600000381469727] none [10:28.899999618530273] none none none none none [0:6] [0:2]
tree_sizes=895 1007 1028 967 1084 1049 871 1120 1105 930 1029 1185 1046 1161 1046 1082 1136 935 1029 879 949 1068 1068 1073 973 1053 972 1137 1051 1135 864 1072 1135 976 1059 1044 1236 1140 980 965 1058 1059 965 1061 1042 1037 1065 1056 1024 1143 1128 1013 1074 1016 1068 1147 987 934 1013 1073 989 1045 1115 1096 1038 943 1069 970 1139 1095 965 1052 988 1151 1221
Tree=0
num_leaves=9
num_cat=0
split_feature=7 14 8 17 2 25 3 10
split_gain=1660.02 227.601 192.575 165.486 98.2909 39.52 6.48 4.54422
threshold=20.10000038146973 56.500000000000007 16.099999427795414 4.2500000000000009 23.649999618530277 2.5000000000000004 8.7500000000000018 16.19999980926514
decision_type=2 10 2 2 2 2 2 2
left_child=2 3 5 4 -2 -1 -7 -4
right_child=1 -3 7 -5 -6 6 -8 -9
leaf_value=19.148928607077828 19.581500047842663 19.441250036160152 19.315000025431317 20.071666705608369 19.881666704018912 18.941250042120618 19.031250039736431 19.386500021802885
leaf_weight=7.0000000000000009 5.0000000000000053 3.9999999999999991 3.9999999999999982 5.9999999999999991 6 4 4 5
leaf_count=7 5 4 4 6 6 4 4 5
internal_value=19.4559 19.7806 19.1719 19.8604 19.7452 19.0622 18.9863 19.3547
internal_weight=45 21 24 17 11 15 8 9
internal_count=45 21 24 17 11 15 8 9
is_linear=0
shrinkage=1
Tree=1
num_leaves=10
num_cat=0
split_feature=7 0 8 10 17 2 17 7 1
split_gain=1659.21 218.294 213.267 81.4644 78.4537 66.244 46.4881 9.56367 5.05143
threshold=20.10000038146973 31.399999618530277 16.099999427795414 8.7000002861022967 3.8999999761581425 21.649999618530277 1.4499999880790713 14.150000095367433 16.250000000000004
decision_type=2 2 2 2 2 2 2 2 2
left_child=2 4 3 -1 5 -2 -5 -8 -4
right_child=1 -3 8 6 -6 -7 7 -9 -10
leaf_value=-0.60475444793701072 -0.011071863025426858 0.64966664314270028 -0.13289376646280288 -0.48337945938110355 0.37400348186492921 0.2619199991226196 -0.32928347587585444 -0.21994643211364742 -0.053431242960505179
leaf_weight=4.0000000000000062 4.0000000000000018 3.9999999999999991 4 3.9999999999999991 5.9999999999999991 5 4 4 4
leaf_count=4 4 4 4 4 6 5 4 4 4
internal_value=-0.027599 0.321474 -0.303948 -0.409341 0.233956 0.14059 -0.344203 -0.274615 -0.0931625
internal_weight=43 19 24 16 15 9 12 8 8
internal_count=43 19 24 16 15 9 12 8 8
is_linear=0
shrinkage=0.05
Tree=2
num_leaves=10
num_cat=0
split_feature=7 14 8 7 17 5 25 8 12
split_gain=1916.05 245.192 237.559 163.298 79.2897 76.2971 20.2967 16.4425 4.05023
threshold=20.10000038146973 56.500000000000007 16.099999427795414 28.599999427795414 3.1499999761581425 9.3392858505249041 2.5000000000000004 24.750000000000004 17.149999618530277
decision_type=2 10 2 2 2 2 2 2 2
left_child=2 3 5 7 -5 -1 -7 -2 -4
right_child=1 -3 8 4 -6 6 -8 -9 -10
leaf_value=-0.59283512830734153 0.19743309140205359 0.0070880746841430675 -0.12313608974218371 0.38919467329978952 0.68785985946655259 -0.28502313409532826 -0.40542930534907751 0.32566149234771724 -0.055634195730090132
leaf_weight=4.0000000000000062 5.0000000000000053 4.9999999999999991 3.9999999999999982 3.9999999999999982 5 6.9999999999999982 7 5 5
leaf_count=4 5 5 4 4 5 7 7 5 5
internal_value=-0.00643591 0.318625 -0.295379 0.400608 0.55512 -0.40025 -0.345226 0.261547 -0.085635
internal_weight=51 24 27 19 9 18 14 10 9
internal_count=51 24 27 19 9 18 14 10 9
is_linear=0
shrinkage=0.05
Tree=3
num_leaves=9
num_cat=0
split_feature=7 14 12 11 9 17 12 7
split_gain=1733.95 247.163 298.65 144.447 68.7075 34.0132 24.3917 10.3114
threshold=20.10000038146973 56.500000000000007 30.04999923706055 15.750000000000002 10.600000381469728 1.4499999880790713 23.60000038146973 14.150000095367433
decision_type=2 10 2 2 2 2 2 2
left_child=3 2 6 4 -1 -6 -2 -7
right_child=1 -3 -4 -5 5 7 -8 -9
leaf_value=-0.49268550475438383 0.14314907789230324 0.0067336666584014897 0.6594188077109201 -0.050687082931399341 -0.40944919586181644 -0.29405292272567757 0.29792678356170649 -0.18634806394577025
leaf_weight=6.0000000000000062 4.0000000000000053 4.9999999999999991 6.9999999999999991 4.9999999999999991 3.9999999999999991 3.9999999999999982 7 5
leaf_count=6 4 5 7 5 4 4 7 5
internal_value=0.00749759 0.317725 0.404112 -0.289804 -0.35273 -0.288135 0.241644 -0.234217
internal_weight=47 23 18 24 19 13 11 9
internal_count=47 23 18 24 19 13 11 9
is_linear=0
shrinkage=0.05
Tree=4
num_leaves=11
num_cat=0
split_feature=7 14 8 7 17 17 3 8 8 10
split_gain=1383.2 171.542 167.603 127.297 65.2496 52.7069 55.4447 20.3157 18.9273 3.69813
threshold=20.10000038146973 56.500000000000007 16.099999427795414 28.599999427795414 4.2500000000000009 1.6999999880790713 12.750000000000002 12.150000095367433 24.750000000000004 16.19999980926514
decision_type=2 10 2 2 2 2 2 2 2 2
left_child=2 3 5 8 -5 6 -1 -7 -2 -4
right_child=1 -3 9 4 -6 7 -8 -9 -10 -11
leaf_value=-0.56991612911224276 0.16804212331771834 0.0063969886302948009 -0.11389921978116038 0.34553068876266474 0.63112121224403372 -0.3458895444869996 -0.30665597915649406 -0.19471013069152832 0.29363174835840855 -0.049398089498281478
leaf_weight=4.0000000000000053 6.0000000000000053 4.9999999999999991 3.9999999999999982 4 4 3.9999999999999982 4 5 6 5
leaf_count=4 6 5 4 4 4 4 4 5 6 5
internal_value=0.00279708 0.268345 -0.252538 0.333833 0.488326 -0.344906 -0.438286 -0.261901 0.230837 -0.0780653
internal_weight=51 25 26 20 8 17 8 9 12 9
internal_count=51 25 26 20 8 17 8 9 12 9
is_linear=0
shrinkage=0.05
Tree=5
num_leaves=10
num_cat=0
split_feature=0 8 0 1 10 12 0 25 6
split_gain=1263.66 258.088 116.005 67.815 45.3947 28.6922 27.5819 11.3736 7.3524
threshold=21.69999980926514 16.099999427795414 31.399999618530277 12.84999990463257 8.7000002861022967 23.60000038146973 15.000000000000002 2.5000000000000004 -1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 4 5 -3 -1 -2 -5 -6 -7
right_child=2 3 -4 6 7 8 -8 -9 -10
leaf_value=-0.49968813061714085 0.12601964771747579 0.11414172500371933 0.54374278783798224 -0.23115395009517675 -0.25651404460271204 0.22831971049308775 -0.061651375517249099 -0.35386926730473833 0.31329681192125602
leaf_weight=4.0000000000000062 4.0000000000000027 3.9999999999999991 3.9999999999999991 3.9999999999999982 5.9999999999999982 4 6 6 6.9999999999999982
leaf_count=4 4 4 4 4 6 4 6 6 7
internal_value=-0.0145633 -0.216634 0.304495 -0.0598541 -0.353816 0.240696 -0.129452 -0.305192 0.282396
internal_weight=49 30 19 14 16 15 10 12 11
internal_count=49 30 19 14 16 15 10 12 11
is_linear=0
shrinkage=0.05
Tree=6
num_leaves=8
num_cat=0
split_feature=7 14 7 12 12 8 5
split_gain=977.42 180.06 126.022 97.1506 37.6761 18.182 2.62891
threshold=20.10000038146973 56.500000000000007 12.200000286102297 30.04999923706055 16.750000000000004 24.750000000000004 12.242856979370119
decision_type=2 10 2 2 2 2 2
left_child=2 3 -1 5 6 -2 -4
right_child=1 -3 4 -5 -6 -7 -8
leaf_value=-0.39082636151994959 0.14201588332653023 -0.051153662055730825 -0.23434588015079505 0.46533189501081201 -0.049467771819659639 0.27564727238246367 -0.17996271133422848
leaf_weight=7.0000000000000027 4.0000000000000053 3.9999999999999991 3.9999999999999982 6.9999999999999991 6.9999999999999991 7 5
leaf_count=7 4 4 4 7 7 7 5
internal_value=0.0140233 0.252287 -0.213881 0.319718 -0.136467 0.227054 -0.204133
internal_weight=45 22 23 18 16 11 9
internal_count=45 22 23 18 16 11 9
is_linear=0
shrinkage=0.05
Tree=7
num_leaves=11
num_cat=0
split_feature=4 8 0 1 4 0 17 12 17 6
split_gain=976.829 184.293 102.382 59.2701 40.2686 27.8664 25.5048 20.4345 10.5864 6.25557
threshold=20.042857170104984 16.099999427795414 31.399999618530277 12.84999990463257 13.32857131958008 15.000000000000002 1.6999999880790713 23.60000038146973 1.6999999880790713 -1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 4 7 -3 6 -5 -1 -2 -6 -9
right_child=2 3 -4 5 8 -7 -8 9 -10 -11
leaf_value=-0.47497982382774284 0.11094748079776756 0.10614636689424516 0.49328907728195193 -0.22353678792715079 -0.29215824902057652 -0.046478439271450039 -0.29642728567123411 0.19623036980628963 -0.18302650690078734 0.2769534508387248
leaf_weight=4.0000000000000053 4.0000000000000027 3.9999999999999991 3.9999999999999991 3.9999999999999982 3.9999999999999982 5 4 4 5 5.9999999999999982
leaf_count=4 4 4 4 4 4 5 4 4 5 6
internal_value=-0.020995 -0.195712 0.270199 -0.0539965 -0.304082 -0.125171 -0.385704 0.206459 -0.23153 0.244664
internal_weight=48 30 18 13 17 9 8 14 9 10
internal_count=48 30 18 13 17 9 8 14 9 10
is_linear=0
shrinkage=0.05
Tree=8
num_leaves=11
num_cat=0
split_feature=7 6 7 7 17 11 25 25 1 4
split_gain=939.576 144.49 123.767 83.3406 50.6929 49.0318 13.4102 12.145 1.20175 0.706348
threshold=20.10000038146973 -6.5499999523162833 7.8499999046325692 28.599999427795414 3.1499999761581425 15.750000000000002 2.5000000000000004 2.5000000000000004 16.250000000000004 13.992856979370119
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 7 -5 6 9 -3 -7 -4
right_child=1 3 5 4 -6 8 -8 -9 -10 -11
leaf_value=-0.45367578864097552 -0.029085667431354496 0.24311604022979727 -0.18485917747020708 0.26301580071449288 0.49280932346979772 -0.072201903909444795 -0.27438492298126221 0.12622660622000692 -0.033443793281912798 -0.15514494776725765
leaf_weight=4.0000000000000027 4.0000000000000027 5.0000000000000018 4.0000000000000018 3.9999999999999982 6 4 4.9999999999999991 4 4 4
leaf_count=4 4 5 4 4 6 4 5 4 4 4
internal_value=0.0134133 0.244046 -0.198769 0.301548 0.400892 -0.150215 -0.210149 0.191165 -0.0528228 -0.170002
internal_weight=48 23 25 19 10 21 13 9 8 8
internal_count=48 23 25 19 10 21 13 9 8 8
is_linear=0
shrinkage=0.05
Tree=9
num_leaves=9
num_cat=0
split_feature=4 7 1 3 0 9 8 9
split_gain=597.402 90.2046 53.6501 45.397 25.8548 15.9599 8.0673 2.01239
threshold=20.042857170104984 15.449999809265138 12.84999990463257 29.150000572204593 15.000000000000002 10.600000381469728 24.750000000000004 13.650000095367433
decision_type=2 2 2 2 2 2 2 2
left_child=1 5 -3 6 -4 -1 -2 -7
right_child=3 2 4 -5 -6 7 -8 -9
leaf_value=-0.29316626787185651 0.14320736527442934 0.10175975114107133 -0.21347902305424218 0.38621614277362826 -0.054126968128340586 -0.21036649942398067 0.22636283806392124 -0.16021189987659451
leaf_weight=6.0000000000000027 4.9999999999999982 3.9999999999999991 3.9999999999999982 3.9999999999999991 7 4 7 4
leaf_count=6 5 4 4 4 7 4 7 4
internal_value=-0.00492524 -0.140244 -0.0550511 0.24034 -0.112073 -0.231522 0.191715 -0.185289
internal_weight=45 29 15 16 11 14 12 8
internal_count=45 29 15 16 11 14 12 8
is_linear=0
shrinkage=0.05
Tree=10
num_leaves=10
num_cat=0
split_feature=15 6 17 2 5 2 3 17 7
split_gain=809.45 110.083 123.082 105.962 80.5721 65.1454 31.0043 25.0073 12.5474
threshold=18.349999427795414 -0.3000000044703483 3.1499999761581425 21.649999618530277 9.3392858505249041 26.649999618530277 21.550000190734867 1.4499999880790713 15.449999809265138
decision_type=2 2 2 2 2 2 2 2 2
left_child=4 5 3 -3 -1 -2 -5 -6 -9
right_child=1 2 -4 6 7 -7 -8 8 -10
leaf_value=-0.41633368730545012 -0.098223554156720572 -0.042859490960836376 0.43107860939843318 0.17388944253325458 -0.27624683976173375 0.17249510049819944 0.37075325250625601 -0.17876101732254032 -0.080225320160388941
leaf_weight=4.0000000000000027 4.0000000000000018 4.0000000000000027 6.9999999999999991 4 4.0000000000000027 5 4 6.9999999999999982 6
leaf_count=4 4 4 7 4 4 5 4 7 6
internal_value=0.0202299 0.196224 0.264457 0.167261 -0.214429 0.0521757 0.272321 -0.166922 -0.133283
internal_weight=49 28 19 12 21 9 8 17 13
internal_count=49 28 19 12 21 9 8 17 13
is_linear=0
shrinkage=0.05
Tree=11
num_leaves=12
num_cat=0
split_feature=15 6 17 2 5 2 17 7 11 25 12
split_gain=806.772 107.955 111.081 95.6303 67.1041 50.4755 35.3944 28.0502 14.4633 8.64677 2.06126
threshold=18.349999427795414 -0.3000000044703483 3.1499999761581425 21.649999618530277 9.3392858505249041 26.649999618530277 2.1999999284744267 26.550000190734867 12.950000286102297 2.5000000000000004 16.750000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=4 5 3 -3 -1 -2 9 -5 -8 -6 -10
right_child=1 2 -4 7 6 -7 8 -9 10 -11 -12
leaf_value=-0.3955170094966885 -0.093312374502420359 -0.040716514736413918 0.40952467918395996 0.16507994458079334 -0.20283542871475208 0.15787367820739742 -0.18785864830017091 0.35233060717582698 -0.10483449846506117 -0.30679916739463797 -0.05407455638051032
leaf_weight=4.0000000000000027 4.0000000000000018 4.0000000000000027 6.9999999999999991 4 4.0000000000000018 4 4.9999999999999991 4 4 4 4
leaf_count=4 4 4 7 4 4 4 5 4 4 4 4
internal_value=-0.0031508 0.186359 0.251234 0.158898 -0.207821 0.0322807 -0.17207 0.258705 -0.121148 -0.254817 -0.0794545
internal_weight=52 27 19 12 25 8 21 8 13 8 8
internal_count=52 27 19 12 25 8 21 8 13 8 8
is_linear=0
shrinkage=0.05
Tree=12
num_leaves=10
num_cat=0
split_feature=0 17 0 11 8 15 8 25 6
split_gain=592.448 103.818 61.4503 30.7784 29.111 28.3819 7.07843 4.1684 1.31647
threshold=21.69999980926514 1.6999999880790713 31.399999618530277 14.84999990463257 36.699998855590827 18.349999427795414 24.750000000000004 2.5000000000000004 2.0000000000000004
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 -1 6 7 5 -5 -2 -3 -8
right_child=2 3 -4 4 -6 -7 8 -9 -10
leaf_value=-0.32757129470507285 0.12575281262397758 -0.13713828921318047 0.39566740989685062 -0.070497385306017749 -0.16729881912469866 0.096460969280451517 0.18284744739532477 -0.20932206511497495 0.22133158743381498
leaf_weight=6.0000000000000027 5.0000000000000027 4.0000000000000018 3.9999999999999991 6.9999999999999982 3.9999999999999991 4 4.9999999999999982 4 4
leaf_count=6 5 4 4 7 4 4 5 4 4
internal_value=-0.0024916 -0.142348 0.222833 -0.0940293 -0.0517889 -0.00978526 0.173452 -0.17323 0.199952
internal_weight=47 29 18 23 15 11 14 8 9
internal_count=47 29 18 23 15 11 14 8 9
is_linear=0
shrinkage=0.05
Tree=13
num_leaves=11
num_cat=0
split_feature=15 0 1 0 17 5 7 12 6 12
split_gain=608.859 89.1942 57.4178 135.02 56.9627 40.3712 23.3725 14.8389 4.18601 3.60785
threshold=18.349999427795414 31.399999618530277 13.700000286102297 19.149999618530277 1.6999999880790713 11.84999990463257 14.150000095367433 23.60000038146973 -1.0000000180025095e-35 16.750000000000004
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -4 5 -1 -6 -5 -9 -8
right_child=1 -3 3 7 6 -7 9 8 -10 -11
leaf_value=-0.40716452002525305 0.29379056114703367 0.37588404417037968 -0.17355345413088785 0.067829093895852566 -0.20945484042167664 -0.18252261877059933 -0.10914997160434725 0.14408879756927473 0.20398880243301409 -0.047845960408449163
leaf_weight=4.0000000000000018 4.0000000000000062 3.9999999999999991 4.0000000000000027 3.9999999999999991 5.9999999999999991 4 5.9999999999999982 5.0000000000000053 6.9999999999999929 4
leaf_count=4 4 4 4 4 6 4 6 5 7 4
internal_value=-0.00110759 0.157292 0.12086 0.0862734 -0.185907 -0.294844 -0.131438 0.15123 0.17903 -0.0846284
internal_weight=52 28 24 20 24 8 16 16 12 10
internal_count=52 28 24 20 24 8 16 16 12 10
is_linear=0
shrinkage=0.05
Tree=14
num_leaves=10
num_cat=0
split_feature=4 17 0 7 1 0 8 25 2
split_gain=474.588 99.217 58.7819 32.0073 35.9101 23.6606 8.24038 5.04228 1.24839
threshold=20.042857170104984 1.6999999880790713 31.399999618530277 15.449999809265138 12.84999990463257 15.000000000000002 24.750000000000004 2.5000000000000004 23.649999618530277
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 -1 6 7 -5 -6 -2 -3 -8
right_child=2 3 -4 4 5 -7 8 -9 -10
leaf_value=-0.31856058835983259 0.088287128359079314 -0.12393966615200035 0.35708984136581423 0.081780222058296215 -0.19017077945172792 -0.037730326822825844 0.18916442990303045 -0.19925608396530148 0.15168860793113706
leaf_weight=6.0000000000000027 5.0000000000000027 4.0000000000000018 3.9999999999999991 3.9999999999999991 3.9999999999999982 7 3.9999999999999982 5 5
leaf_count=6 5 4 4 4 4 7 4 5 5
internal_value=-0.0149204 -0.136703 0.18805 -0.0912381 -0.0465116 -0.0931632 0.139753 -0.165782 0.168345
internal_weight=48 30 18 24 15 11 14 9 9
internal_count=48 30 18 24 15 11 14 9 9
is_linear=0
shrinkage=0.05
Tree=15
num_leaves=11
num_cat=0
split_feature=15 6 17 2 2 17 3 3 11 12
split_gain=470.389 78.2824 97.01 65.1193 51.4469 49.3076 30.683 20.461 15.5916 1.74064
threshold=18.349999427795414 -0.3000000044703483 3.1499999761581425 21.649999618530277 23.649999618530277 2.1999999284744267 12.750000000000002 21.550000190734867 12.950000286102297 16.750000000000004
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=5 4 3 -3 -2 6 -1 -5 -7 -10
right_child=1 2 -4 7 -6 8 -8 -9 9 -11
leaf_value=-0.34325956344604475 -0.11185448113828891 -0.037654340267181369 0.38920300245285033 0.12946434253826736 0.12872360467910765 -0.17160941163698834 -0.1574684530496597 0.28939028680324552 -0.08830714374780653 -0.04166164025664329
leaf_weight=5.0000000000000018 4.0000000000000018 4.0000000000000027 4.9999999999999991 4 5 5.9999999999999991 4 4 4 4
leaf_count=5 4 4 5 4 5 6 4 4 4 4
internal_value=-0.00466708 0.141039 0.204166 0.127067 0.0218 -0.169378 -0.260686 0.209427 -0.110681 -0.0649844
internal_weight=49 26 17 12 9 23 9 8 14 8
internal_count=49 26 17 12 9 23 9 8 14 8
is_linear=0
shrinkage=0.05
Tree=16
num_leaves=11
num_cat=0
split_feature=15 1 4 5 4 8 8 12 6 2
split_gain=414.143 93.6696 134.264 58.7845 25.0352 14.8373 5.13799 3.3751 1.5505 0.478511
threshold=18.349999427795414 13.700000286102297 20.042857170104984 9.3392858505249041 29.007143020629886 12.150000095367433 24.750000000000004 16.750000000000004 2.0000000000000004 14.049999713897707
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 6 -5 -4 9 -8 -7
right_child=1 2 4 5 -6 7 8 -9 -10 -11
leaf_value=-0.32108619511127445 0.36962105315178606 -0.155440537247341 0.085401098383590501 -0.17337727348009735 0.27513073086738588 -0.083600991964340232 0.1363760739564896 -0.039578558877110474 0.17656437456607815 -0.108057864010334
leaf_weight=4.0000000000000027 4.0000000000000027 4.0000000000000027 4.0000000000000027 6.0000000000000027 3.9999999999999991 3.9999999999999982 5.9999999999999982 4 4 4
leaf_count=4 4 4 4 6 4 4 6 4 4 4
internal_value=0.0119543 0.147052 0.106585 -0.147707 0.164813 -0.109179 0.133294 -0.0770791 0.152451 -0.0958294
internal_weight=48 26 22 22 18 18 14 12 10 8
internal_count=48 26 22 22 18 18 14 12 10 8
is_linear=0
shrinkage=0.05
Tree=17
num_leaves=9
num_cat=0
split_feature=10 7 7 8 5 25 15 8
split_gain=502.053 101.749 129.729 55.2312 25.4347 7.65009 4.87669 4.28075
threshold=22.649999618530277 54.800001144409187 31.85000038146973 16.099999427795414 9.3392858505249041 2.5000000000000004 26.599999427795414 19.300000190734867
decision_type=2 2 2 2 2 2 2 2
left_child=3 2 6 4 -1 -6 -2 -5
right_child=1 -3 -4 7 5 -7 -8 -9
leaf_value=-0.30503188669681497 0.12753766860280707 -0.033250211179256438 0.4598657321929932 -0.072034016251564012 -0.12534081169537137 -0.20228047569592791 0.19674461781978603 0.001116061396896839
leaf_weight=4.0000000000000062 7.0000000000000053 3.9999999999999991 4.9999999999999991 4 6.9999999999999982 6 4 4
leaf_count=4 7 4 5 4 7 6 4 4
internal_value=0.00558227 0.192303 0.248692 -0.143795 -0.194776 -0.160851 0.152704 -0.035459
internal_weight=45 20 16 25 17 13 11 8
internal_count=45 20 16 25 17 13 11 8
is_linear=0
shrinkage=0.05
Tree=18
num_leaves=10
num_cat=0
split_feature=15 6 7 17 0 3 7 11 3
split_gain=425.098 93.1889 131.759 36.8973 36.6458 30.9357 14.6521 12.0967 2.34385
threshold=18.349999427795414 -0.3000000044703483 31.85000038146973 1.6999999880790713 21.69999980926514 12.750000000000002 14.150000095367433 24.450000762939457 10.949999809265138
decision_type=2 2 2 2 2 2 2 2 2
left_child=3 4 7 5 -2 -1 -5 -3 -8
right_child=1 2 -4 6 -6 -7 8 -9 -10
leaf_value=-0.33146556317806225 -0.091962986066937383 0.057954321801662462 0.43687245368957522 -0.16069961190223694 0.12206325531005857 -0.13481958806514738 -0.088355843722820307 0.16695308515003748 -0.037005740404129024
leaf_weight=4.0000000000000018 4.0000000000000018 3.9999999999999982 4.9999999999999991 5.9999999999999991 4 4 3.9999999999999982 7 5
leaf_count=4 4 4 5 6 4 4 4 7 5
internal_value=0.00718004 0.154386 0.224053 -0.146426 0.0150501 -0.233143 -0.100177 0.127317 -0.059828
internal_weight=47 24 16 23 8 8 15 11 9
internal_count=47 24 16 23 8 8 15 11 9
is_linear=0
shrinkage=0.05
Tree=19
num_leaves=8
num_cat=0
split_feature=7 6 12 6 8 25 11
split_gain=220.139 47.4967 33.2207 22.0239 10.8401 9.55406 3.78676
threshold=18.050000190734867 -6.5499999523162833 23.60000038146973 1.2500000000000002 16.099999427795414 2.5000000000000004 12.950000286102297
decision_type=2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 6 -1
right_child=1 2 3 -5 -6 -7 -8
leaf_value=-0.14033825099468222 -0.053236567974090536 0.037068102632959662 0.11497655766350885 0.24040119818278721 -0.050627512112259868 -0.18592455216816495 -0.071538217365741716
leaf_weight=4.0000000000000018 4.0000000000000027 6.0000000000000027 6.9999999999999982 7 3.9999999999999991 6.9999999999999991 4
leaf_count=4 4 6 7 7 4 7 4
internal_value=0.00338648 0.104046 0.135503 0.177689 -0.123763 -0.143265 -0.105938
internal_weight=43 24 20 14 19 15 8
internal_count=43 24 20 14 19 15 8
is_linear=0
shrinkage=0.05
Tree=20
num_leaves=9
num_cat=0
split_feature=7 1 0 17 3 12 11 7
split_gain=287.164 77.4471 124.527 34.6669 22.738 14.9545 6.6591 2.50913
threshold=18.050000190734867 13.700000286102297 21.69999980926514 2.1999999284744267 12.750000000000002 30.04999923706055 12.950000286102297 24.750000000000004
decision_type=2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 7 -5 -4
right_child=1 2 5 6 -6 -7 -8 -9
leaf_value=-0.28129011154174788 0.31799243986606573 -0.1725430907681583 0.080615713000297573 -0.12446224451065067 -0.12135186791419982 0.21106316804885866 -0.04891225291149956 0.12857441008090972
leaf_weight=5.0000000000000018 4.0000000000000027 4.0000000000000027 4.9999999999999982 4.9999999999999982 4 4.9999999999999991 7 6
leaf_count=5 4 4 5 5 4 5 7 6
internal_value=-0.00099815 0.117152 0.0769834 -0.136026 -0.210206 0.139365 -0.0803914 0.106775
internal_weight=45 24 20 21 9 16 12 11
internal_count=45 24 20 21 9 16 12 11
is_linear=0
shrinkage=0.05
Tree=21
num_leaves=10
num_cat=0
split_feature=16 1 0 5 0 1 8 11 6
split_gain=277.049 69.0073 100.174 39.0665 32.3202 26.5079 12.5848 6.07955 0.987508
threshold=18.60000038146973 13.700000286102297 19.149999618530277 11.84999990463257 31.399999618530277 11.949999809265138 23.200000762939457 12.950000286102297 -1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 5 6 -1 -4 -5 -8
right_child=1 2 4 7 -6 -7 8 -9 -10
leaf_value=-0.13242132186889641 0.30209281146526312 -0.15064009167253958 0.014873445685952875 -0.11347461819648746 0.25058233141899111 -0.30511011779308311 0.10030994772911053 -0.041287091480834141 0.12940351026398814
leaf_weight=5.0000000000000018 4.0000000000000027 4.0000000000000027 4.0000000000000062 4.9999999999999982 3.9999999999999991 4 5.0000000000000089 7 6.9999999999999893
leaf_count=5 4 4 4 5 4 4 5 7 7
internal_value=0.00685874 0.109822 0.0777765 -0.130425 0.12346 -0.209172 0.0916793 -0.0713652 0.117281
internal_weight=49 28 24 21 20 9 16 12 12
internal_count=49 28 24 21 20 9 16 12 12
is_linear=0
shrinkage=0.05
Tree=22
num_leaves=10
num_cat=0
split_feature=7 14 12 0 8 8 25 11 4
split_gain=249.043 34.1278 55.015 24.6382 11.6984 8.92934 4.80004 3.1403 0.689548
threshold=18.050000190734867 56.500000000000007 30.04999923706055 5.9500000476837167 23.200000762939457 16.099999427795414 2.5000000000000004 11.84999990463257 22.349999427795414
decision_type=2 10 2 2 2 2 2 2 2
left_child=3 2 4 -1 -2 6 7 -5 -6
right_child=1 -3 -4 5 8 -7 -8 -9 -10
leaf_value=-0.2283394306898115 0.023402696289122064 -0.028492337465286257 0.24665781259536745 -0.12024623155593864 0.095633736252784762 -0.041369960332910224 -0.14808089534441632 -0.057593421638011927 0.1224344770113627
leaf_weight=4.0000000000000027 6.0000000000000098 3.9999999999999991 6.9999999999999991 4.0000000000000018 3.9999999999999982 5.9999999999999991 5.9999999999999991 4 6
leaf_count=4 6 4 7 4 4 6 6 4 6
internal_value=0.00213278 0.106303 0.129746 -0.115059 0.0785974 -0.0924032 -0.114275 -0.0889198 0.111714
internal_weight=51 27 23 24 16 20 14 8 10
internal_count=51 27 23 24 16 20 14 8 10
is_linear=0
shrinkage=0.05
Tree=23
num_leaves=10
num_cat=0
split_feature=7 14 17 5 9 0 17 11 3
split_gain=224.589 33.726 61.2354 48.528 30.6765 16.4695 5.67142 2.77371 1.02212
threshold=18.050000190734867 56.500000000000007 4.2500000000000009 21.450000762939457 10.600000381469728 31.399999618530277 1.6999999880790713 12.950000286102297 10.949999809265138
decision_type=2 10 2 2 2 2 2 2 2
left_child=4 2 3 -2 -1 -5 -6 -8 -9
right_child=1 -3 -4 5 6 -7 7 8 -10
leaf_value=-0.20520703991254161 -0.032734229043126055 -0.027067719399929049 0.26698639591534934 0.094740586727857609 -0.12576725333929051 0.22572032213211057 -0.092327660322189337 -0.061126054823398605 -0.02721611350774765
leaf_weight=6.0000000000000027 6.0000000000000098 3.9999999999999991 5.9999999999999991 5.9999999999999982 4.0000000000000027 4 3.9999999999999991 3.9999999999999982 5
leaf_count=6 6 4 6 6 4 4 4 4 5
internal_value=0.00580327 0.106483 0.130765 0.0796825 -0.108009 0.147132 -0.0737038 -0.0576843 -0.0422872
internal_weight=49 26 22 16 23 10 17 13 9
internal_count=49 26 22 16 23 10 17 13 9
is_linear=0
shrinkage=0.05
Tree=24
num_leaves=9
num_cat=0
split_feature=7 1 0 7 3 17 7 8
split_gain=193.447 63.9033 86.8876 26.3375 13.1918 5.90367 4.21223 2.65743
threshold=18.050000190734867 13.700000286102297 21.69999980926514 7.8499999046325692 29.150000572204593 1.4499999880790713 24.750000000000004 15.400000095367433
decision_type=2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 6 -5 -4 -7
right_child=1 2 4 5 -6 7 -8 -9
leaf_value=-0.22891456931829432 0.27553606778383227 -0.15218570418655861 0.051643347491820639 -0.13943576887249934 0.18622047603130343 -0.090902038131441404 0.10873507601874216 -0.045555135111014042
leaf_weight=4.0000000000000027 4.0000000000000027 4.0000000000000027 6.0000000000000018 4.0000000000000027 3.9999999999999991 6.9999999999999982 7 6
leaf_count=4 4 4 6 4 4 7 7 6
internal_value=-0.00160342 0.0923716 0.0574831 -0.113478 0.106817 -0.086317 0.082385 -0.0699727
internal_weight=46 25 21 21 17 17 13 13
internal_count=46 25 21 21 17 17 13 13
is_linear=0
shrinkage=0.05
Tree=25
num_leaves=10
num_cat=0
split_feature=10 7 7 5 11 17 17 7 25
split_gain=202.985 63.4854 94.6332 32.6307 14.818 6.06843 1.84188 1.30106 0.828382
threshold=22.649999618530277 54.800001144409187 31.85000038146973 9.3392858505249041 15.750000000000002 1.4499999880790713 2.1999999284744267 18.050000190734867 2.5000000000000004
decision_type=2 2 2 2 2 2 2 2 2
left_child=3 2 6 -1 5 -5 -2 -6 -7
right_child=1 -3 -4 4 7 8 -8 -9 -10
leaf_value=-0.21746883392333968 0.12447041153907762 -0.032615385055541991 0.38211452364921572 -0.14760514870285976 -0.029905663505196578 -0.060020860433578509 0.084736868313380648 0.0083525069057941419 -0.09054838120937346
leaf_weight=4.0000000000000027 5.0000000000000053 4.9999999999999991 3.9999999999999991 4.0000000000000027 4.9999999999999982 4.9999999999999982 7 4 4
leaf_count=4 5 5 4 4 5 5 7 4 4
internal_value=0.00728041 0.1229 0.171498 -0.0861043 -0.0622199 -0.096363 0.101293 -0.012902 -0.0735886
internal_weight=47 21 16 26 22 13 12 9 9
internal_count=47 21 16 26 22 13 12 9 9
is_linear=0
shrinkage=0.05
Tree=26
num_leaves=9
num_cat=0
split_feature=7 17 0 0 7 17 7 1
split_gain=186.267 70.2403 37.9832 28.0963 10.2722 10.0248 2.64129 1.88785
threshold=18.050000190734867 4.7000000476837167 21.69999980926514 5.9500000476837167 28.599999427795414 1.4499999880790713 24.750000000000004 12.84999990463257
decision_type=2 2 2 2 2 2 2 2
left_child=3 2 -2 -1 6 -5 -4 -7
right_child=1 -3 4 5 -6 7 -8 -9
leaf_value=-0.22391267567872986 -0.058933605477213782 0.28988811373710632 0.043050895258784305 -0.13757903635501853 0.16932871043682099 -0.07485138525565467 0.0955041726430257 -0.03663047584039824
leaf_weight=4.0000000000000027 5.0000000000000062 3.9999999999999991 3.9999999999999982 5.0000000000000027 3.9999999999999991 5.9999999999999982 6 7
leaf_count=4 5 4 4 5 4 6 6 7
internal_value=-3.64365e-05 0.0994534 0.0593619 -0.104049 0.10161 -0.077412 0.0745229 -0.0542709
internal_weight=45 23 19 22 14 18 10 13
internal_count=45 23 19 22 14 18 10 13
is_linear=0
shrinkage=0.05
Tree=27
num_leaves=11
num_cat=0
split_feature=7 14 17 2 5 0 17 11 8 1
split_gain=168.329 34.308 44.3508 31.9317 21.8008 10.0965 9.42271 3.34042 0.921807 0.494528
threshold=18.050000190734867 56.500000000000007 4.2500000000000009 19.250000000000004 9.3392858505249041 31.399999618530277 1.4499999880790713 12.950000286102297 24.750000000000004 13.700000286102297
decision_type=2 10 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 -1 8 -6 -8 -5 -9
right_child=1 -3 -4 5 6 -7 7 9 -10 -11
leaf_value=-0.19912629351019842 -0.034482492953538828 -0.045729408413171774 0.22979687800010049 0.066508460789918913 -0.13070008754730217 0.18077167272567746 -0.076666615264756349 -0.016939473850652573 0.10045339763164518 -0.041802305728197091
leaf_weight=4.0000000000000027 5.0000000000000098 3.9999999999999991 5.9999999999999991 3.9999999999999982 5.0000000000000027 4 6.9999999999999991 4 4 4
leaf_count=4 5 4 6 4 5 4 7 4 4 4
internal_value=0.00377934 0.0894217 0.112926 0.0716777 -0.0925683 0.115911 -0.0712567 -0.0514422 0.0834809 -0.0293709
internal_weight=51 27 23 17 24 12 20 15 8 8
internal_count=51 27 23 17 24 12 20 15 8 8
is_linear=0
shrinkage=0.05
Tree=28
num_leaves=10
num_cat=0
split_feature=8 1 0 1 0 7 0 2 10
split_gain=121.544 54.8135 87.2007 16.5496 15.1948 6.85305 1.29822 0.627637 0.0478756
threshold=17.599999427795414 12.84999990463257 16.599999427795414 13.700000286102297 31.399999618530277 22.85000038146973 11.59999990463257 23.649999618530277 28.000000000000004
decision_type=2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 6 5 -4 -1 -7 -9
right_child=1 2 4 -5 -6 7 -8 8 -10
leaf_value=-0.079506518159593823 0.24264623671770075 -0.17066565674613215 0.014241659492254239 -0.17191734105348588 0.17173309028148653 0.10008550435304642 -0.047811520844697947 0.0719603806734085 0.079696305096149431
leaf_weight=7.0000000000000018 4.0000000000000027 4.0000000000000027 5.0000000000000062 4.9999999999999991 3.9999999999999991 3.9999999999999991 6 4 4
leaf_count=7 4 4 5 5 4 4 6 4 4
internal_value=0.00744745 0.0707942 0.0432979 -0.0946112 0.0840528 0.0634222 -0.0648781 0.0839141 0.0758283
internal_weight=47 29 25 18 21 17 13 12 8
internal_count=47 29 25 18 21 17 13 12 8
is_linear=0
shrinkage=0.05
Tree=29
num_leaves=11
num_cat=0
split_feature=4 6 17 0 10 7 12 0 2 9
split_gain=130.375 42.2166 14.0801 12.7055 11.341 9.23703 5.04019 3.60487 0.566442 0.0432077
threshold=20.042857170104984 -6.5499999523162833 3.1499999761581425 31.399999618530277 14.84999990463257 16.94999980926514 23.60000038146973 11.59999990463257 23.649999618530277 29.149999618530277
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 6 7 -4 -2 -3 -8 -10
right_child=3 2 5 -5 -6 -7 8 -9 9 -11
leaf_value=-0.21466801822185499 0.014909716323018046 -0.090652255713939617 -0.050827408204786484 0.16314643621444702 -0.14611186265945436 0.051112071983516208 0.095081225037574768 -0.0293735921382904 0.068362361192703239 0.075711488723754869
leaf_weight=5.0000000000000027 4.0000000000000062 4.0000000000000018 4.9999999999999982 3.9999999999999991 4.9999999999999991 4 3.9999999999999991 6 4 4
leaf_count=5 4 4 5 4 5 4 4 6 4 4
internal_value=-0.0147672 -0.0824979 -0.0549624 0.0834422 -0.0846273 -0.00552097 0.0635162 -0.0538851 0.0797184 0.0720369
internal_weight=49 29 24 20 15 9 16 10 12 8
internal_count=49 29 24 20 15 9 16 10 12 8
is_linear=0
shrinkage=0.05
Tree=30
num_leaves=8
num_cat=0
split_feature=1 17 17 7 0 7 6
split_gain=77.4056 27.8115 6.13628 13.3916 6.76706 4.87788 1.70949
threshold=18.750000000000004 1.6999999880790713 3.1499999761581425 15.449999809265138 12.750000000000002 22.85000038146973 1.5500000119209292
decision_type=2 2 2 2 2 2 2
left_child=1 -1 4 -4 -3 -2 -7
right_child=5 2 3 -5 -6 6 -8
leaf_value=-0.1587386088711874 0.021744909882545457 -0.11095239222049708 -0.080512364208698298 0.042229357324540612 -0.032192359864711757 0.064575988480022981 0.10285492777824401
leaf_weight=7.0000000000000027 5.0000000000000027 5.0000000000000018 3.9999999999999982 5 6 6.9999999999999982 5
leaf_count=7 5 5 4 5 6 7 5
internal_value=-0.02034 -0.0729626 -0.0429409 -0.0123225 -0.0679924 0.0632371 0.0805255
internal_weight=44 27 20 9 11 17 12
internal_count=44 27 20 9 11 17 12
is_linear=0
shrinkage=0.05
Tree=31
num_leaves=10
num_cat=0
split_feature=12 1 0 4 2 17 12 1 2
split_gain=90.0902 57.4109 69.5421 19.3169 8.69942 5.94887 3.91185 0.633122 0.448592
threshold=17.149999618530277 12.84999990463257 16.599999427795414 11.021428585052492 30.94999980926514 1.4499999880790713 23.60000038146973 12.84999990463257 23.649999618530277
decision_type=2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 6 -5 -4 -7 -8
right_child=1 2 4 5 -6 7 8 -9 -10
leaf_value=-0.17818713933229433 0.23440613225102402 -0.16051127390237513 0.023345581335680803 -0.10814704447984697 0.13381923735141754 -0.049223094433546076 0.085662905871868159 -0.026253513743480048 0.063198137879371633
leaf_weight=4.0000000000000027 4.0000000000000027 4.0000000000000027 7.0000000000000062 3.9999999999999991 3.9999999999999991 5.9999999999999982 3.9999999999999982 6 5
leaf_count=4 4 4 7 4 4 6 4 6 5
internal_value=0.00114003 0.0590328 0.0298039 -0.0799098 0.0678669 -0.0553405 0.0513788 -0.0377383 0.0731825
internal_weight=48 28 24 20 20 16 16 12 9
internal_count=48 28 24 20 20 16 16 12 9
is_linear=0
shrinkage=0.05
Tree=32
num_leaves=11
num_cat=0
split_feature=12 1 1 6 5 25 11 3 6 1
split_gain=88.1975 49.8806 59.3144 20.094 10.9426 1.81412 1.66738 1.0644 0.432254 0.0421761
threshold=17.149999618530277 12.84999990463257 18.750000000000004 -2.3500000238418575 29.742856979370121 2.5000000000000004 24.450000762939457 10.949999809265138 2.0000000000000004 28.10000038146973
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 6 8 -4 -7 -5 -8
right_child=1 2 4 5 -6 7 9 -9 -10 -11
leaf_value=-0.17797004655003534 0.22268583700060829 -0.12151278428733342 0.031697005530198379 -0.047462838888168359 0.14499514102935793 -0.087750758230686177 0.067688805858294177 -0.051274768263101567 -0.024218095652759071 0.061060573160648335
leaf_weight=4.0000000000000027 4.0000000000000027 5.0000000000000027 6.0000000000000062 3.9999999999999973 3.9999999999999991 4 5.9999999999999982 4 4 4
leaf_count=4 4 5 6 4 4 4 6 4 4 4
internal_value=0.00304104 0.0587489 0.032519 -0.0777353 0.0710269 -0.0526766 0.0525348 -0.0695128 -0.0358405 0.0650375
internal_weight=49 29 25 20 20 16 16 8 8 10
internal_count=49 29 25 20 20 16 16 8 8 10
is_linear=0
shrinkage=0.05
Tree=33
num_leaves=9
num_cat=0
split_feature=11 1 0 1 0 8 5 2
split_gain=80.8584 45.2981 60.5914 15.3001 10.8209 3.44894 0.583811 0.503982
threshold=15.750000000000002 12.84999990463257 15.000000000000002 13.700000286102297 31.399999618530277 23.200000762939457 12.242856979370119 23.649999618530277
decision_type=2 2 2 2 2 2 2 2
left_child=3 -2 -3 6 5 -4 -1 -7
right_child=1 2 4 -5 -6 7 -8 -9
leaf_value=-0.034319857358932497 0.21155153103172764 -0.14819554165005672 0.01939167795436721 -0.14739632333318395 0.13774538636207581 0.078445218503475217 -0.058482048511505118 0.056197025520460943
leaf_weight=4.9999999999999982 4.0000000000000027 4.0000000000000027 7.0000000000000062 5.9999999999999991 3.9999999999999991 3.9999999999999982 5 7
leaf_count=5 4 4 7 6 4 4 5 7
internal_value=0.00649826 0.0549102 0.0308116 -0.0842742 0.0633583 0.0468279 -0.046401 0.0642873
internal_weight=46 30 26 16 22 18 10 11
internal_count=46 30 26 16 22 18 10 11
is_linear=0
shrinkage=0.05
Tree=34
num_leaves=10
num_cat=0
split_feature=6 17 5 12 1 7 6 25 4
split_gain=68.2838 85.084 34.4475 9.6378 8.90857 7.86418 2.75832 1.19599 0.662363
threshold=-6.5499999523162833 4.7000000476837167 14.671428680419924 23.60000038146973 13.700000286102297 15.449999809265138 1.2500000000000002 2.5000000000000004 11.021428585052492
decision_type=2 2 2 2 2 2 2 2 2
left_child=-1 2 4 7 5 8 -5 -4 -2
right_child=1 -3 3 6 -6 -7 -8 -9 -10
leaf_value=-0.15701873352130255 -0.067378482222557032 0.24265630394220353 0.02749406037852167 0.050350362062454239 -0.10308364272117615 0.025181083530187609 0.10395302971204122 -0.0091868376359343518 -0.041111365209023157
leaf_weight=5.9999999999999991 4.0000000000000018 3.9999999999999991 5.0000000000000018 3.9999999999999982 4.9999999999999991 4.9999999999999991 6 4 6
leaf_count=6 4 4 5 4 5 5 6 4 6
internal_value=0.000993071 0.0230412 0.000516607 0.0487286 -0.0452847 -0.0260184 0.082512 0.0111914 -0.0516182
internal_weight=49 43 39 19 20 15 10 9 10
internal_count=49 43 39 19 20 15 10 9 10
is_linear=0
shrinkage=0.05
Tree=35
num_leaves=10
num_cat=0
split_feature=6 12 6 12 17 17 7 7 1
split_gain=88.615 90.5341 30.2442 25.0412 4.10751 2.44969 1.23715 0.903578 0.297032
threshold=-6.5499999523162833 30.04999923706055 1.5500000119209292 17.149999618530277 1.4499999880790713 2.1999999284744267 22.85000038146973 15.449999809265138 11.949999809265138
decision_type=2 2 2 2 2 2 2 2 2
left_child=-1 3 -3 4 -2 -5 -7 8 -6
right_child=1 2 -4 5 7 6 -8 -9 -10
leaf_value=-0.21925786286592486 -0.085613692603073957 0.081316462904214848 0.27575211971998209 0.067203532457351695 -0.050411741137504587 0.0096874383588631957 0.043363152742385863 -0.015777217596769335 -0.032131665945053095
leaf_weight=3.9999999999999991 5.0000000000000027 4 4 4.9999999999999991 4.9999999999999982 5.9999999999999982 5 4.9999999999999991 4
leaf_count=4 5 4 4 5 5 6 5 5 4
internal_value=0.00584385 0.0267835 0.178534 -0.00790234 -0.0467126 0.0381849 0.0249946 -0.0328194 -0.0422873
internal_weight=47 43 8 35 19 16 11 14 9
internal_count=47 43 8 35 19 16 11 14 9
is_linear=0
shrinkage=0.05
Tree=36
num_leaves=12
num_cat=0
split_feature=11 1 0 6 0 10 25 6 6 12 10
split_gain=63.821 45.2014 47.8317 13.7888 8.83634 4.06737 3.78501 1.95653 0.789569 0.689861 0.403423
threshold=15.750000000000002 12.84999990463257 15.000000000000002 -2.3500000238418575 31.399999618530277 20.000000000000004 2.5000000000000004 1.2500000000000002 2.0000000000000004 23.60000038146973 26.44999980926514
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 5 -4 8 -8 -5 -7 -11
right_child=1 2 4 6 -6 9 7 -9 -10 10 -12
leaf_value=-0.15154544040560711 0.20256954953074457 -0.13719076104462136 -0.0030588109791278798 -0.039143719524145144 0.11740378141403199 0.031232410669326784 -0.047346696630120269 -0.096800343692302684 -0.0077277746982872472 0.065969333052635207 0.046739036838213593
leaf_weight=4.0000000000000027 3.9999999999999991 4.0000000000000027 5.0000000000000062 3.9999999999999973 3.9999999999999991 3.9999999999999991 4 4 4 4.9999999999999982 6
leaf_count=4 4 4 5 4 4 4 4 4 4 5 6
internal_value=0.00155367 0.0453452 0.0228846 -0.0685128 0.0495638 0.0359958 -0.0477546 -0.0720735 -0.0234357 0.049014 0.0554801
internal_weight=52 32 28 20 24 20 16 8 8 15 11
internal_count=52 32 28 20 24 20 16 8 8 15 11
is_linear=0
shrinkage=0.05
Tree=37
num_leaves=11
num_cat=0
split_feature=6 17 1 17 10 0 7 17 6 6
split_gain=55.9554 67.5499 28.5643 7.33507 7.20925 6.63392 4.08043 1.89121 1.53817 0.986712
threshold=-6.5499999523162833 4.7000000476837167 19.250000000000004 3.1499999761581425 14.84999990463257 31.399999618530277 16.94999980926514 2.1999999284744267 -1.0000000180025095e-35 0.69999998807907116
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 8 7 -5 -4 -2 -9
right_child=1 -3 5 6 -6 -7 -8 9 -10 -11
leaf_value=-0.13846179073055584 -0.051424680948257473 0.22021680548787118 0.065252692997455605 -0.028269648924469943 -0.10932821203023196 0.11153359562158585 0.04314839150756597 0.040705390274524682 -0.013874886867900674 0.0055857353843748563
leaf_weight=5.9999999999999991 4.9999999999999964 3.9999999999999991 3.9999999999999991 4 3.9999999999999991 3.9999999999999991 4 4 6.0000000000000053 4
leaf_count=6 5 4 4 4 4 4 4 4 6 4
internal_value=0.00457624 0.024535 0.0044651 -0.0312248 -0.0518457 0.0557694 0.00743937 0.0371813 -0.030943 0.0231456
internal_weight=49 43 39 23 15 16 8 12 11 8
internal_count=49 43 39 23 15 16 8 12 11 8
is_linear=0
shrinkage=0.05
Tree=38
num_leaves=9
num_cat=0
split_feature=1 1 7 17 0 7 7 10
split_gain=43.1009 44.777 11.4062 6.76286 6.74624 2.52642 2.27882 0.698696
threshold=7.5000000000000009 18.750000000000004 18.050000190734867 1.4499999880790713 31.399999618530277 22.85000038146973 14.150000095367433 26.44999980926514
decision_type=2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 5 -3 -5 -7
right_child=1 4 -4 6 -6 7 -8 -9
leaf_value=0.16896476894617082 -0.093829090893268421 0.0076787020390232316 -0.1308180564083159 -0.042094381401936221 0.10595691353082658 0.061690849661827099 -0.00010185209768159049 0.037218780602727618
leaf_weight=3.9999999999999991 4.0000000000000062 6.0000000000000062 3.9999999999999991 5.9999999999999982 3.9999999999999991 4.9999999999999982 7 7
leaf_count=4 4 6 4 6 4 5 7 7
internal_value=0.0119761 -0.00262749 -0.0548508 -0.0369762 0.0472221 0.0341699 -0.019483 0.0474155
internal_weight=47 43 21 17 22 18 13 12
internal_count=47 43 21 17 22 18 13 12
is_linear=0
shrinkage=0.05
Tree=39
num_leaves=9
num_cat=0
split_feature=2 0 1 12 0 25 10 11
split_gain=71.2219 61.6626 33.0931 23.1145 5.49113 3.16596 1.38565 0.437656
threshold=6.6000001430511483 12.750000000000002 12.84999990463257 17.149999618530277 31.399999618530277 2.5000000000000004 20.000000000000004 24.94999980926514
decision_type=2 2 2 2 2 2 2 2
left_child=-1 2 -2 5 6 -3 -5 -8
right_child=1 3 -4 4 -6 -7 7 -9
leaf_value=0.20095378942787648 -0.055994172074965078 -0.021698276698589317 -0.23627761229872701 0.0096756342798471288 0.10065906941890718 -0.077460451424121834 0.051726789346763072 0.03235841035842895
leaf_weight=3.9999999999999991 6.9999999999999982 7.0000000000000018 4 4.0000000000000062 3.9999999999999991 4 6.9999999999999982 5
leaf_count=4 7 7 4 4 4 4 7 5
internal_value=-0.000647084 -0.0198472 -0.121552 0.0162416 0.0482609 -0.0419754 0.0351614 0.0436566
internal_weight=46 42 11 31 20 11 16 12
internal_count=46 42 11 31 20 11 16 12
is_linear=0
shrinkage=0.05
Tree=40
num_leaves=10
num_cat=0
split_feature=2 0 3 5 0 7 4 25 4
split_gain=57.8494 55.8814 26.2998 8.71457 4.36349 1.93396 0.424698 0.374019 0.347821
threshold=6.6000001430511483 10.050000190734865 19.10000038146973 11.84999990463257 31.399999618530277 16.94999980926514 27.028571128845218 2.5000000000000004 22.349999427795414
decision_type=2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 6 7 8 -5 -4
right_child=1 2 4 5 -6 -7 -8 -9 -10
leaf_value=0.17990046106278898 -0.17598520994186403 -0.085617155705889014 0.039099220186471953 -0.019118180684745315 0.095626115798950195 0.011071512401103975 0.048627391457557671 -0.038856535777449602 0.018247944349423048
leaf_weight=3.9999999999999991 4.9999999999999991 6.0000000000000027 3.9999999999999982 5.9999999999999982 3.9999999999999991 4.9999999999999991 4 4 4
leaf_count=4 5 6 4 6 4 5 4 4 4
internal_value=-0.00179135 -0.0190953 0.002106 -0.0346896 0.0504002 -0.0143185 0.0353249 -0.0270135 0.0286736
internal_weight=46 42 37 21 16 15 12 10 8
internal_count=46 42 37 21 16 15 12 10 8
is_linear=0
shrinkage=0.05
Tree=41
num_leaves=10
num_cat=0
split_feature=2 0 1 17 4 17 1 0 0
split_gain=54.3193 55.3705 15.6308 3.8238 2.31237 1.91672 1.05737 0.687584 0.352959
threshold=6.6000001430511483 10.050000190734865 19.250000000000004 1.4499999880790713 27.028571128845218 2.1999999284744267 12.84999990463257 16.599999427795414 22.550000190734867
decision_type=2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 5 -4 -5 -8 -7
right_child=1 2 4 6 -6 8 7 -9 -10
leaf_value=0.18191108442842963 -0.16718594789505006 -0.06636577695608134 0.052209125757217367 -0.027604606995979948 0.063568712558065149 0.023248434066772457 0.014944476261734965 -0.012867968603968619 0.0022436980972997842
leaf_weight=3.9999999999999991 4.9999999999999991 4.0000000000000027 5.0000000000000027 5.9999999999999991 6.9999999999999991 4 3.9999999999999982 5 4
leaf_count=4 5 4 5 6 7 4 4 5 4
internal_value=0.00550119 -0.0105361 0.00954724 -0.0229291 0.0403998 0.0279242 -0.011346 -0.000506882 0.0127461
internal_weight=48 44 39 19 20 13 15 9 8
internal_count=48 44 39 19 20 13 15 9 8
is_linear=0
shrinkage=0.05
Tree=42
num_leaves=9
num_cat=0
split_feature=3 5 0 1 7 0 12 8
split_gain=47.5313 40.0511 27.3795 17.0632 6.93031 2.7117 0.774069 0.532538
threshold=10.949999809265138 12.242856979370119 13.299999713897707 13.700000286102297 24.750000000000004 31.399999618530277 17.149999618530277 29.19999980926514
decision_type=2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 6 7 -4 -6
right_child=1 2 4 -5 5 -7 -8 -9
leaf_value=-0.030016301359449118 0.17781256288290026 -0.097452983111143046 -0.017384624760597933 -0.14492334102590876 0.047908703131335134 0.087666372954845431 0.010187934378960303 0.025038897246122356
leaf_weight=6.9999999999999982 3.9999999999999991 5.0000000000000027 4.0000000000000018 6 6.9999999999999982 3.9999999999999991 7 4
leaf_count=7 4 5 4 6 7 4 7 4
internal_value=-0.00141062 0.0289127 0.00969981 -0.0830503 0.0303061 0.0524121 0.000161549 0.0395924
internal_weight=48 35 31 13 26 15 11 11
internal_count=48 35 31 13 26 15 11 11
is_linear=0
shrinkage=0.05
Tree=43
num_leaves=10
num_cat=0
split_feature=2 0 1 12 0 25 17 15 6
split_gain=50.6105 48.1241 29.3782 14.3797 3.98726 2.82874 1.20494 0.926954 0.391615
threshold=6.6000001430511483 12.750000000000002 12.84999990463257 17.149999618530277 31.399999618530277 2.5000000000000004 2.1999999284744267 26.599999427795414 0.69999998807907116
decision_type=2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 5 6 -3 -5 8 -8
right_child=1 3 -4 4 -6 -7 7 -9 -10
leaf_value=0.1717184789478779 -0.042844318891210223 -0.0073149959812872133 -0.21270765513181683 0.052742022275924595 0.083283056318759929 -0.060500855147838588 0.02336887903511525 0.037079530457655593 0.0023791808914393185
leaf_weight=3.9999999999999991 6.9999999999999982 4.9999999999999982 4 4.0000000000000062 3.9999999999999991 5 3.9999999999999982 5.9999999999999991 5
leaf_count=4 7 5 4 4 4 5 4 6 5
internal_value=0.00143756 -0.0140425 -0.104613 0.0161476 0.0379108 -0.0339079 0.0283588 0.0218566 0.0117079
internal_weight=48 44 11 33 23 10 19 15 9
internal_count=48 44 11 33 23 10 19 15 9
is_linear=0
shrinkage=0.05
Tree=44
num_leaves=10
num_cat=0
split_feature=2 1 1 10 5 7 12 10 25
split_gain=40.4708 17.6819 4.17026 8.74734 4.09849 2.40353 1.51167 0.793039 0.499588
threshold=9.0999999046325701 18.750000000000004 13.700000286102297 14.84999990463257 29.742856979370121 15.449999809265138 23.60000038146973 26.44999980926514 2.5000000000000004
decision_type=2 2 2 2 2 2 2 2 2
left_child=-1 2 5 -4 6 8 -3 -8 -2
right_child=1 4 3 -5 -6 -7 7 -9 -10
leaf_value=-0.13768351723750433 -0.01498590272385626 0.0050463025657726136 -0.0074227269738912569 -0.11198933962732552 0.079118902981281283 0.018425095267593863 0.052586465701460854 0.023844826221466064 -0.038693206608295436
leaf_weight=5.9999999999999991 4.0000000000000018 7.0000000000000062 4 4 3.9999999999999991 3.9999999999999991 3.9999999999999982 6 5
leaf_count=6 4 7 4 4 4 4 4 6 5
internal_value=-0.0162134 0.00113945 -0.0313027 -0.059706 0.0335816 -0.0138238 0.022867 0.0353415 -0.0281566
internal_weight=48 42 21 8 21 13 17 10 9
internal_count=48 42 21 8 21 13 17 10 9
is_linear=0
shrinkage=0.05
Tree=45
num_leaves=10
num_cat=0
split_feature=3 5 0 1 0 25 12 4 11
split_gain=42.7817 36.0665 18.1177 13.0981 3.96242 3.28312 1.66306 0.671529 0.547933
threshold=10.949999809265138 12.542857170104982 15.000000000000002 13.700000286102297 31.399999618530277 2.5000000000000004 23.60000038146973 19.142856597900394 24.94999980926514
decision_type=2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 5 6 -1 7 -4 -8
right_child=1 2 4 -5 -6 -7 8 -9 -10
leaf_value=0.0010418318677693607 0.17201047688722612 -0.074709361083805506 0.018727065715938788 -0.1287168586316208 0.075162957608699801 -0.063019836694002143 0.049957142025232326 -0.0060835737083107227 0.0260664756099383
leaf_weight=3.9999999999999982 3.9999999999999991 5.0000000000000027 6.0000000000000053 6 3.9999999999999991 4 3.9999999999999982 5 6
leaf_count=4 4 5 6 6 4 4 4 5 6
internal_value=0.000689702 0.03098 0.0121759 -0.0728724 0.029553 -0.030989 0.0208653 0.0074495 0.0356227
internal_weight=48 34 30 14 25 8 21 11 10
internal_count=48 34 30 14 25 8 21 11 10
is_linear=0
shrinkage=0.05
Tree=46
num_leaves=10
num_cat=0
split_feature=1 2 1 1 10 5 7 17 17
split_gain=47.5672 38.5767 14.4654 2.87881 7.44776 2.7834 1.44551 0.935674 0.678827
threshold=7.5000000000000009 9.0999999046325701 19.250000000000004 13.700000286102297 14.84999990463257 29.742856979370121 15.449999809265138 2.1999999284744267 3.5499999523162846
decision_type=2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 6 -5 7 -3 -4 -9
right_child=1 2 5 4 -6 -7 -8 8 -10
leaf_value=0.16642950922250749 -0.14441345751285553 -0.023119221720844501 0.042123507559299445 0.0033045411109924325 -0.088230845928192136 0.071404810249805453 0.014559701923280953 -0.00032209983910433957 0.026269470651944477
leaf_weight=3.9999999999999991 4.9999999999999991 7.0000000000000018 5.0000000000000027 3.9999999999999982 5 3.9999999999999991 4 3.9999999999999982 6
leaf_count=4 5 7 5 4 5 4 4 4 6
internal_value=0.00134759 -0.0136599 0.00310342 -0.0265766 -0.0475485 0.0343455 -0.00941779 0.0244631 0.0156328
internal_weight=48 44 39 20 9 19 11 15 10
internal_count=48 44 39 20 9 19 11 15 10
is_linear=0
shrinkage=0.05
Tree=47
num_leaves=10
num_cat=0
split_feature=3 4 0 1 8 2 7 0 7
split_gain=36.0742 31.7353 20.0031 9.15979 3.85811 1.39109 1.26611 0.706361 0.235557
threshold=10.949999809265138 13.32857131958008 13.299999713897707 13.700000286102297 24.750000000000004 30.94999980926514 16.94999980926514 26.19999980926514 26.550000190734867
decision_type=2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 6 8 -4 -8 -6
right_child=1 2 4 -5 5 -7 7 -9 -10
leaf_value=-0.034268831568104889 0.15682764463126661 -0.097141244681552052 -0.015431217327713957 -0.1184586852788925 0.040467238426208509 0.066861335933208463 0.026234248280525216 -0.00089125681552104641 0.024188371300697325
leaf_weight=6.9999999999999982 3.9999999999999991 3.9999999999999991 5.0000000000000027 6 3.9999999999999982 3.9999999999999991 5.9999999999999982 4 5
leaf_count=7 4 4 5 6 4 4 6 4 5
internal_value=-0.00173363 0.0240468 0.00744924 -0.0731257 0.0223907 0.0423274 0.00511229 0.015384 0.0314234
internal_weight=49 36 32 13 28 13 15 10 9
internal_count=49 36 32 13 28 13 15 10 9
is_linear=0
shrinkage=0.05
Tree=48
num_leaves=10
num_cat=0
split_feature=17 4 2 1 8 10 8 1 0
split_gain=44.5553 26.9781 13.5903 8.23669 2.62609 1.43258 1.43357 1.32273 0.510628
threshold=4.7000000476837167 11.021428585052492 6.6000001430511483 18.750000000000004 24.750000000000004 16.19999980926514 13.949999809265138 25.750000000000004 26.19999980926514
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 8 6 -3 -6 -5
right_child=-2 3 -4 4 7 -7 -8 -9 -10
leaf_value=-0.02511097006499767 0.15025456666946413 -0.026970212012529377 -0.15544839352369305 0.02312112435698508 0.025950704142451292 -0.042139166314154868 0.0092804053177436181 0.061993850980486181 -0.00084669392090290767
leaf_weight=4 4.9999999999999991 4.9999999999999982 4 5.0000000000000018 3.9999999999999982 3.9999999999999991 6 7 4
leaf_count=4 5 5 4 5 4 4 6 7 4
internal_value=0.00898518 -0.00744149 -0.0902797 0.011493 0.0324989 -0.016515 -0.00719715 0.0488873 0.0124688
internal_weight=48 43 8 35 20 15 11 11 9
internal_count=48 43 8 35 20 15 11 11 9
is_linear=0
shrinkage=0.05
Tree=49
num_leaves=11
num_cat=0
split_feature=6 17 2 17 2 7 8 1 2 2
split_gain=32.6637 44.6025 10.7639 2.7944 3.39266 2.45297 2.34173 1.17646 0.498776 0.32786
threshold=-6.5499999523162833 4.7000000476837167 17.800000190734867 2.7500000000000004 9.0999999046325701 15.449999809265138 24.750000000000004 25.750000000000004 19.250000000000004 14.049999713897707
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 -2 -5 8 -8 -4 -6
right_child=1 -3 6 5 9 -7 7 -9 -10 -11
leaf_value=-0.10985328257083893 -0.078155462071299489 0.17371168760582806 0.023385098818107491 -0.026944997459650046 -0.014277017563581471 0.025586775876581664 0.024653169140219696 0.061033346652984613 0.00059128403663635245 -0.033482284098863599
leaf_weight=5.9999999999999991 4.0000000000000027 3.9999999999999991 4.0000000000000018 4.9999999999999982 4.9999999999999982 4 3.9999999999999982 5 6 4
leaf_count=6 4 4 4 5 5 4 4 5 6 4
internal_value=-0.000269008 0.0143422 -0.00120601 -0.0250143 -0.0398412 -0.00359754 0.0263614 0.0448644 0.00970881 -0.0228127
internal_weight=51 45 41 22 13 9 19 9 10 9
internal_count=51 45 41 22 13 9 19 9 10 9
is_linear=0
shrinkage=0.05
Tree=50
num_leaves=11
num_cat=0
split_feature=2 4 1 0 25 10 10 10 6 1
split_gain=44.4197 31.7136 7.83221 2.39563 2.05664 1.5749 0.811824 0.564286 0.475409 0.345343
threshold=6.6000001430511483 11.021428585052492 18.750000000000004 31.399999618530277 2.5000000000000004 14.84999990463257 22.649999618530277 28.000000000000004 2.0000000000000004 25.750000000000004
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 4 6 8 -6 -4 9 -3 -8
right_child=1 2 3 -5 5 -7 7 -9 -10 -11
leaf_value=0.16528864316642286 -0.14297575429081918 -0.017503553442656992 -0.00099398629739880424 0.058873554319143297 -0.017313231155276297 -0.061682402063161126 0.021238924066225691 0.0066050773137249054 0.005622939318418502 0.040205536782741538
leaf_weight=3.9999999999999991 3.9999999999999991 4 5.0000000000000062 3.9999999999999991 4 4 5.9999999999999982 3.9999999999999991 5 4
leaf_count=4 4 4 5 4 4 4 6 4 5 4
internal_value=0.00576187 -0.00874056 0.00468296 0.0237044 -0.0210519 -0.0394978 0.0163003 0.0224769 -0.0046555 0.0288256
internal_weight=48 44 40 23 17 8 19 14 9 10
internal_count=48 44 40 23 17 8 19 14 9 10
is_linear=0
shrinkage=0.05
Tree=51
num_leaves=10
num_cat=0
split_feature=2 14 12 25 4 17 4 5 0
split_gain=25.4919 24.339 9.52996 1.8803 1.82281 0.899286 0.881229 0.588173 0.415727
threshold=6.6000001430511483 73.500000000000014 17.149999618530277 2.5000000000000004 27.028571128845218 2.1999999284744267 22.349999427795414 11.84999990463257 15.000000000000002
decision_type=2 8 2 2 2 2 2 2 2
left_child=-1 -2 3 8 5 -4 -7 -5 -3
right_child=1 2 4 7 -6 6 -8 -9 -10
leaf_value=0.12369037829339505 -0.12572371596470475 -0.017821835130453108 0.034467599689960458 -0.055082815140485755 0.04976234063506127 0.02061619559923808 -0.0096814347663894268 -0.027967933937907214 0.0038043824955821034
leaf_weight=3.9999999999999991 4 5 5.0000000000000027 4 5.9999999999999991 5.9999999999999982 4 4 4
leaf_count=4 4 5 5 4 6 6 4 4 4
internal_value=0.00307947 -0.00840729 0.00394181 -0.0238879 0.0264706 0.017154 0.00849714 -0.0415254 -0.00821018
internal_weight=46 42 38 17 21 15 10 8 9
internal_count=46 42 38 17 21 15 10 8 9
is_linear=0
shrinkage=0.05
Tree=52
num_leaves=10
num_cat=0
split_feature=1 0 3 7 0 0 11 3 9
split_gain=41.7247 37.9248 7.73163 3.36853 1.59972 0.915443 0.368271 0.665566 0.361431
threshold=7.5000000000000009 10.050000190734865 10.949999809265138 16.94999980926514 31.399999618530277 26.19999980926514 24.94999980926514 17.60000038146973 13.650000095367433
decision_type=2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 8 5 6 7 -5 -4
right_child=1 2 3 4 -6 -7 -8 -9 -10
leaf_value=0.15620313957333565 -0.12942329198122024 -0.042685734480619436 -0.020173422098159796 0.019779158532619454 0.053441760689020158 0.0024352997851868471 0.015948729387794933 0.047142675518989555 -8.8460743427276608e-06
leaf_weight=3.9999999999999991 5.9999999999999991 6.9999999999999991 4.9999999999999982 5.0000000000000053 3.9999999999999991 5.9999999999999991 5.9999999999999991 4 4
leaf_count=4 6 7 5 5 4 6 6 4 4
internal_value=0.00117859 -0.012015 0.00516671 0.0150187 0.0244615 0.0189415 0.0255439 0.0319407 -0.0112114
internal_weight=51 47 41 34 25 21 15 9 9
internal_count=51 47 41 34 25 21 15 9 9
is_linear=0
shrinkage=0.05
Tree=53
num_leaves=10
num_cat=0
split_feature=17 2 1 25 7 0 17 6 6
split_gain=37.4669 18.4585 5.40853 1.45337 1.44414 1.39694 0.633695 0.398881 0.351183
threshold=4.7000000476837167 9.0999999046325701 18.750000000000004 2.5000000000000004 24.750000000000004 11.59999990463257 2.1999999284744267 2.0000000000000004 1.5500000119209292
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 -1 3 7 6 -5 -4 -3 -6
right_child=-2 2 4 5 8 -7 -8 -9 -10
leaf_value=-0.10172486037015915 0.13315886005759239 -0.014699266105890271 0.021758447214961039 -0.053594700992107384 0.025116630643606194 -0.016554263287356919 -0.0039339390893777205 0.0064842320978641503 0.044993260502815241
leaf_weight=4.9999999999999991 4.9999999999999991 4 4.0000000000000018 4 4.9999999999999982 7 6 5 4
leaf_count=5 5 4 4 4 5 7 6 5 4
internal_value=0.00345963 -0.0112789 0.000316713 -0.0178317 0.0194203 -0.0300235 0.00634302 -0.00293066 0.0339507
internal_weight=49 44 39 20 19 11 10 9 9
internal_count=49 44 39 20 19 11 10 9 9
is_linear=0
shrinkage=0.05
Tree=54
num_leaves=10
num_cat=0
split_feature=6 5 5 7 0 17 4 9 25
split_gain=27.6922 38.8409 9.42744 3.5031 1.65263 0.669616 0.626076 0.342945 0.151308
threshold=-6.5499999523162833 9.3392858505249041 11.84999990463257 16.94999980926514 31.399999618530277 2.1999999284744267 22.349999427795414 13.650000095367433 2.5000000000000004
decision_type=2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 7 5 -5 -7 -4 -8
right_child=1 2 3 4 -6 6 8 -9 -10
leaf_value=-0.10105030313134195 0.16203562282025816 -0.059046607340375583 -0.020551807433366778 0.02965711236000057 0.049016924202442171 0.019448967597314293 0.0058497640304267396 -0.0034067513048648829 -0.0079028930049389583
leaf_weight=5.9999999999999991 3.9999999999999991 5.9999999999999991 6.9999999999999982 5.0000000000000062 3.9999999999999991 6.9999999999999991 4 5 4
leaf_count=6 4 6 7 5 4 7 4 5 4
internal_value=-2.02282e-05 0.0131576 -0.00102125 0.00864964 0.0196785 0.0138108 0.00852868 -0.013408 -0.00102656
internal_weight=52 46 42 36 24 20 15 12 8
internal_count=52 46 42 36 24 20 15 12 8
is_linear=0
shrinkage=0.05
Tree=55
num_leaves=11
num_cat=0
split_feature=6 5 3 0 10 9 2 25 6 5
split_gain=30.0577 36.5495 8.72637 2.63493 1.94768 1.14346 0.542436 0.367098 0.179134 0.0362129
threshold=-6.5499999523162833 9.3392858505249041 10.949999809265138 31.399999618530277 14.84999990463257 13.650000095367433 19.250000000000004 2.5000000000000004 2.0000000000000004 21.939285278320316
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 4 5 -3 -4 8 9 -7 -8
right_child=1 2 3 -5 -6 6 7 -9 -10 -11
leaf_value=-0.11955666840076447 0.15393383856862786 -0.027004826371558016 -0.01616737364480891 0.046566077321767811 -0.072047393396496767 0.026308426260948165 0.012285289354622368 -0.0083491335809230804 0.011344562546582891 0.0055572756566107263
leaf_weight=4.9999999999999991 3.9999999999999991 5.9999999999999982 6.0000000000000062 3.9999999999999991 4 4.0000000000000018 3.9999999999999982 5 4 4
leaf_count=5 4 6 6 4 4 4 4 5 4 4
internal_value=-0.0032554 0.00966697 -0.00440785 0.00869344 -0.0450219 0.00308268 0.00858269 0.00227881 0.0188265 0.00892128
internal_weight=50 45 41 31 10 27 21 13 8 8
internal_count=50 45 41 31 10 27 21 13 8 8
is_linear=0
shrinkage=0.05
Tree=56
num_leaves=9
num_cat=0
split_feature=2 5 7 7 25 3 2 17
split_gain=23.3625 19.1962 7.61866 4.34079 1.23818 1.04596 0.740924 0.275835
threshold=6.6000001430511483 10.114285945892336 36.350000381469734 16.94999980926514 2.5000000000000004 23.000000000000004 23.649999618530277 2.7500000000000004
decision_type=2 2 2 2 2 2 2 2
left_child=-1 -2 3 4 -3 6 7 -5
right_child=1 2 -4 5 -6 -7 -8 -9
leaf_value=0.10156402617692949 -0.1047289824485779 -0.0011890296824276451 -0.058549868315458303 0.029472361505031547 -0.032142488161722819 0.038770350317160293 -0.004345403239130974 0.014096078143588132
leaf_weight=4.9999999999999991 4.9999999999999991 6.9999999999999982 4.9999999999999991 5.0000000000000053 6 5.9999999999999991 3.9999999999999991 7
leaf_count=5 5 7 5 5 6 6 4 7
internal_value=-0.000969548 -0.0123622 -0.000816316 0.00743133 -0.0154752 0.020967 0.0142908 0.0205029
internal_weight=50 45 40 35 13 22 16 12
internal_count=50 45 40 35 13 22 16 12
is_linear=0
shrinkage=0.05
Tree=57
num_leaves=9
num_cat=0
split_feature=6 0 5 25 17 17 4 15
split_gain=31.6657 28.7109 3.75494 1.71113 1.7165 1.11399 0.715138 0.602462
threshold=4.1499998569488534 10.050000190734865 21.450000762939457 2.5000000000000004 3.1499999761581425 4.7000000476837167 13.992856979370119 26.599999427795414
decision_type=2 2 2 2 2 2 2 2
left_child=1 -1 3 6 -5 7 -3 -4
right_child=-2 2 5 4 -6 -7 -8 -9
leaf_value=-0.11402166957656544 0.11003612691226106 -0.010644206195138393 0.020890073943883189 -0.037063005992344446 0.0012943863868713377 0.0036409085616469386 0.015858009244714463 0.046924082636833182
leaf_weight=5.9999999999999991 5.9999999999999991 4 3.9999999999999982 7 5 3.9999999999999991 7 5
leaf_count=6 6 4 4 7 5 4 7 5
internal_value=0.0025894 -0.0127601 0.00411679 -0.00802347 -0.0210808 0.0255957 0.00622084 0.0353534
internal_weight=48 42 36 23 12 13 11 9
internal_count=48 42 36 23 12 13 11 9
is_linear=0
shrinkage=0.05
Tree=58
num_leaves=10
num_cat=0
split_feature=0 1 12 10 4 2 17 0 25
split_gain=19.9498 15.0491 3.94755 1.22607 1.04886 0.840346 0.460479 0.395398 0.212162
threshold=12.750000000000002 11.949999809265138 17.149999618530277 14.84999990463257 27.028571128845218 23.649999618530277 2.7500000000000004 15.000000000000002 2.5000000000000004
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 -1 3 7 5 6 -4 -2 -6
right_child=2 -3 4 -5 8 -7 -8 -9 -10
leaf_value=-0.018460253175968926 -0.017264856398105623 -0.13591245785355566 0.031723332405090308 -0.040052463114261617 0.024500569421797985 -0.0064870091155171394 0.008962876833975314 0.0049668337509501713 0.040785611607134335
leaf_weight=5.9999999999999982 3.9999999999999982 5 4.0000000000000018 4 4 4.9999999999999991 5 4 4
leaf_count=6 4 5 4 4 4 5 5 4 4
internal_value=-0.013318 -0.0718476 0.0056181 -0.0174502 0.0182008 0.00994805 0.0190786 -0.00614901 0.0326431
internal_weight=45 11 34 12 22 14 9 8 8
internal_count=45 11 34 12 22 14 9 8 8
is_linear=0
shrinkage=0.05
Tree=59
num_leaves=10
num_cat=0
split_feature=6 5 3 2 0 9 3 17 25
split_gain=23.6634 34.5955 7.03237 1.74336 1.68602 0.908173 0.883281 0.422619 0.340782
threshold=-6.5499999523162833 9.3392858505249041 10.949999809265138 9.0999999046325701 31.399999618530277 13.650000095367433 18.750000000000004 3.5499999523162846 2.5000000000000004
decision_type=2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 5 -4 7 -7 -8
right_child=1 2 4 -5 -6 6 8 -9 -10
leaf_value=-0.10469932556152345 0.1503155801910907 -0.065763427130877988 -0.013617988955229504 -0.023148915660567579 0.038320897519588476 0.027586778129140524 0.0066958625645687194 0.0066051589790731662 -0.010978512540459631
leaf_weight=4.9999999999999991 3.9999999999999991 3.9999999999999982 6.0000000000000062 6 3.9999999999999991 6.0000000000000018 5.9999999999999982 4 5
leaf_count=5 4 4 6 6 4 6 6 4 5
internal_value=-0.00150764 0.0099581 -0.00373531 -0.0401947 0.00802579 0.00353763 0.00843923 0.0191941 -0.00133794
internal_weight=50 45 41 10 31 27 21 10 11
internal_count=50 45 41 10 31 27 21 10 11
is_linear=0
shrinkage=0.05
Tree=60
num_leaves=9
num_cat=0
split_feature=17 2 3 1 17 25 2 6
split_gain=36.5916 13.4303 3.70556 1.23539 1.30445 0.639818 0.41242 0.37417
threshold=4.7000000476837167 9.0999999046325701 23.000000000000004 12.84999990463257 1.6999999880790713 2.5000000000000004 19.250000000000004 2.9500000476837163
decision_type=2 2 2 2 2 2 2 2
left_child=1 -1 3 5 -5 -3 7 -6
right_child=-2 2 -4 4 6 -7 -8 -9
leaf_value=-0.074225777973021781 0.1472099009435624 -0.0070182520896196381 0.033942899267588346 -0.0201159793883562 0.024952181987464413 -0.033847257420420641 -0.0035433312878012657 0.0057821892201900477
leaf_weight=6.9999999999999991 3.9999999999999991 3.9999999999999982 6.9999999999999991 6.0000000000000027 4.0000000000000018 5 5.9999999999999991 7
leaf_count=7 4 4 7 6 4 5 6 7
internal_value=0.00215757 -0.0104557 0.000990236 -0.00621816 -7.26875e-05 -0.0219233 0.00700142 0.0127531
internal_weight=50 46 39 32 23 9 17 11
internal_count=50 46 39 32 23 9 17 11
is_linear=0
shrinkage=0.05
Tree=61
num_leaves=10
num_cat=0
split_feature=2 14 7 5 0 25 5 6 3
split_gain=28.9075 17.2775 3.67533 1.07556 0.912803 0.685637 0.427932 0.165385 0.217714
threshold=6.6000001430511483 73.500000000000014 16.94999980926514 27.082142829895023 26.19999980926514 2.5000000000000004 11.84999990463257 3.6499999761581425 18.750000000000004
decision_type=2 8 2 2 2 2 2 2 2
left_child=-1 -2 5 4 7 -3 -7 8 -4
right_child=1 2 3 -5 -6 6 -8 -9 -10
leaf_value=0.13434467976912856 -0.10510580278933046 -0.0032156622569475867 0.025155607548852738 0.03419206713636716 -0.01131359599530697 -0.036269760970026252 -0.014328397959470746 0.00686189488042146 0.011028641909360884
leaf_weight=3.9999999999999991 4 6.9999999999999973 6.0000000000000053 5.9999999999999991 3.9999999999999991 4 5 3.9999999999999991 5
leaf_count=4 4 7 6 6 4 4 5 4 5
internal_value=0.00553362 -0.00591625 0.00376078 0.0157369 0.00990895 -0.0149519 -0.0240801 0.0155683 0.0187343
internal_weight=49 45 41 25 19 16 9 15 11
internal_count=49 45 41 25 19 16 9 15 11
is_linear=0
shrinkage=0.05
Tree=62
num_leaves=11
num_cat=0
split_feature=1 0 5 10 4 17 4 12 25 0
split_gain=22.7295 20.8216 4.69083 2.7708 1.22551 0.835868 0.507351 0.372469 0.246479 0.0572401
threshold=7.5000000000000009 10.050000190734865 12.542857170104982 14.84999990463257 27.028571128845218 2.1999999284744267 22.349999427795414 17.149999618530277 2.5000000000000004 19.149999618530277
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 5 -4 7 -7 -6 -9
right_child=1 2 4 -5 8 6 -8 9 -10 -11
leaf_value=0.10003318741917611 -0.091582624561020315 -0.0023346262052655218 0.023206885010004012 -0.061186103150248521 0.019312194979283954 -0.0069315351545810649 -0.013430933132767678 0.015984458290040492 0.036864931136369704 0.0075257279677316538
leaf_weight=4.9999999999999991 6.9999999999999991 4 5.0000000000000062 4 4 4.0000000000000027 4.9999999999999991 4 4 4
leaf_count=5 7 4 5 4 4 4 5 4 4 4
internal_value=-0.00110185 -0.0123391 0.00225842 -0.0317604 0.0113301 0.00523611 -4.94154e-05 0.00552622 0.0280886 0.0117551
internal_weight=50 45 38 8 30 22 17 12 8 8
internal_count=50 45 38 8 30 22 17 12 8 8
is_linear=0
shrinkage=0.05
Tree=63
num_leaves=11
num_cat=0
split_feature=2 0 3 7 4 17 3 3 8 0
split_gain=20.1842 20.3188 3.79703 1.61956 1.59976 0.766983 0.790725 1.01889 0.289064 0.0771315
threshold=6.6000001430511483 10.050000190734865 10.949999809265138 16.300000190734867 27.028571128845218 2.1999999284744267 18.750000000000004 21.550000190734867 16.099999427795414 31.399999618530277
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 5 -4 8 -8 -7 -6
right_child=1 2 4 -5 9 6 7 -9 -10 -11
leaf_value=0.09536244608461858 -0.11809593681246043 -0.0086565872654318799 0.015263910325510152 -0.053650512265448917 0.021774593344889577 -0.0061205462552607025 -0.033901484310626978 0.0017862435430288312 0.01072885568386742 0.031593676656484597
leaf_weight=4.9999999999999991 3.9999999999999991 4 7.0000000000000027 4 4 4.0000000000000018 4 4 7 4
leaf_count=5 4 4 7 4 4 4 4 4 7 4
internal_value=-4.55024e-05 -0.0104159 -0.000160693 -0.0311535 0.00713174 0.00111562 -0.0040969 -0.0160576 0.0046018 0.0266841
internal_weight=51 46 42 8 34 26 19 8 11 8
internal_count=51 46 42 8 34 26 19 8 11 8
is_linear=0
shrinkage=0.05
Tree=64
num_leaves=10
num_cat=0
split_feature=1 8 12 25 3 3 0 6 17
split_gain=18.6372 7.99511 3.52437 1.79665 1.22558 0.950261 0.685949 0.251214 0.222804
threshold=7.5000000000000009 32.899999618530281 17.149999618530277 2.5000000000000004 23.000000000000004 10.949999809265138 26.19999980926514 -0.65000000596046437 2.7500000000000004
decision_type=2 2 2 2 2 2 2 2 2
left_child=-1 2 3 7 6 -5 8 -2 -4
right_child=1 -3 4 5 -6 -7 -8 -9 -10
leaf_value=0.09473082081414759 -0.0091435916721820821 -0.074671152886003261 0.020569648345311463 -0.051470080763101569 0.038722724840044978 -0.017005233839154241 -0.010152041260153056 0.0076675904914736736 0.006943582937431832
leaf_weight=4.9999999999999991 5 3.9999999999999991 6.0000000000000053 4 3.9999999999999991 4 3.9999999999999991 4 6
leaf_count=5 5 4 6 4 4 4 4 4 6
internal_value=0.00359528 -0.00751881 -0.000259101 -0.016997 0.0139681 -0.0342377 0.00777945 -0.00167196 0.0137566
internal_weight=46 41 37 17 20 8 16 9 12
internal_count=46 41 37 17 20 8 16 9 12
is_linear=0
shrinkage=0.05
Tree=65
num_leaves=9
num_cat=0
split_feature=17 2 1 25 17 12 17 9
split_gain=17.8131 12.1971 3.33211 0.773036 1.6004 0.715874 0.376006 0.307236
threshold=4.7000000476837167 9.0999999046325701 19.250000000000004 2.5000000000000004 3.1499999761581425 27.050000190734867 2.1999999284744267 13.650000095367433
decision_type=2 2 2 2 2 2 2 2
left_child=1 -1 3 7 -5 6 -4 -3
right_child=-2 2 5 4 -6 -7 -8 -9
leaf_value=-0.081431748494505893 0.10229314751923085 -0.01235358342528343 0.022747441940009581 -0.041719787120819085 -0.0034179383267958956 0.031988895187775299 0.0035304853226989503 0.0055360215405623114
leaf_weight=4.9999999999999991 3.9999999999999991 4 4.0000000000000018 5 6 5.9999999999999991 7 6
leaf_count=5 4 4 4 5 6 6 7 6
internal_value=0.00136906 -0.00801923 0.00164031 -0.0116812 -0.0208279 0.0180963 0.0105185 -0.00161982
internal_weight=47 43 38 21 11 17 11 10
internal_count=47 43 38 21 11 17 11 10
is_linear=0
shrinkage=0.05
Tree=66
num_leaves=10
num_cat=0
split_feature=2 0 3 5 8 9 3 9 6
split_gain=19.1657 15.4634 4.0574 1.91324 0.817859 0.743227 0.337767 0.444756 0.116456
threshold=6.6000001430511483 10.050000190734865 10.949999809265138 27.082142829895023 29.19999980926514 13.650000095367433 18.750000000000004 25.150000572204593 1.2500000000000002
decision_type=2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 4 5 -4 8 -8 -7
right_child=1 2 3 -5 -6 6 7 -9 -10
leaf_value=0.092054878138005738 -0.09403305932879448 -0.038458197129269442 -0.012510571181774122 0.034730319082736973 -0.019778876379132272 0.020476144254207601 -0.010451265145093201 0.013127229176461695 0.010144079502545839
leaf_weight=4.9999999999999991 4.9999999999999991 5.9999999999999991 5.0000000000000062 4.9999999999999991 3.9999999999999991 5.0000000000000018 4 4 6
leaf_count=5 5 6 5 5 4 5 4 4 6
internal_value=-0.000708322 -0.0112496 -0.000636331 0.00624037 0.00115288 0.00464151 0.00915521 0.00133798 0.0148405
internal_weight=49 44 39 33 28 24 19 8 11
internal_count=49 44 39 33 28 24 19 8 11
is_linear=0
shrinkage=0.05
Tree=67
num_leaves=9
num_cat=0
split_feature=2 0 3 7 4 2 17 6
split_gain=21.678 21.5093 2.35977 1.05122 0.476941 0.577216 0.167126 0.121161
threshold=6.6000001430511483 11.59999990463257 10.949999809265138 16.94999980926514 27.028571128845218 23.649999618530277 3.5499999523162846 1.2500000000000002
decision_type=2 2 2 2 2 2 2 2
left_child=-1 -2 -3 7 5 6 -5 -4
right_child=1 2 3 4 -6 -7 -8 -9
leaf_value=0.11076071057468653 -0.10844894379377366 -0.024593401274510793 -0.014394238591194151 0.019627985810594883 0.023671939809407509 -0.0043101567775011068 0.0068162218783982091 -0.0020877071656286712
leaf_weight=3.9999999999999991 4.9999999999999991 6.9999999999999991 4 7.0000000000000053 6.9999999999999991 5.9999999999999991 4 4
leaf_count=4 5 7 4 7 7 6 4 4
internal_value=-0.000682918 -0.0108142 0.00170312 0.00745549 0.0126876 0.0081647 0.0149692 -0.00824097
internal_weight=48 44 39 32 24 17 11 8
internal_count=48 44 39 32 24 17 11 8
is_linear=0
shrinkage=0.05
Tree=68
num_leaves=11
num_cat=0
split_feature=6 1 0 7 4 10 15 8 3 3
split_gain=15.1358 2.55718 1.08712 0.451526 0.56001 0.424299 0.351377 0.199619 0.0580653 0.0513116
threshold=-6.5499999523162833 8.4499998092651385 31.399999618530277 16.94999980926514 22.349999427795414 14.84999990463257 13.400000095367433 19.300000190734867 23.000000000000004 18.750000000000004
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 5 7 6 -3 -5 -6 -9
right_child=1 2 -4 4 8 -7 -8 9 -10 -11
leaf_value=-0.09459852367639543 -0.036300248652696612 -0.010399328246712688 0.026393146440386775 0.019608330726623519 -0.010849833115935324 -0.019729004204273225 0.0094828109256923174 0.0019239610061049458 -0.0023303477093577383 0.0099326721392571909
leaf_weight=4.9999999999999991 4.9999999999999991 4.9999999999999982 3.9999999999999991 4.0000000000000027 4 4.9999999999999991 4 4 4 4
leaf_count=5 5 5 4 4 4 5 4 4 4 4
internal_value=-0.0122603 -0.00268605 0.00173688 -0.00116386 0.00365696 -0.00805074 -0.00156282 0.0104883 -0.00659009 0.00592832
internal_weight=48 43 38 34 20 14 9 12 8 8
internal_count=48 43 38 34 20 14 9 12 8 8
is_linear=0
shrinkage=0.05
Tree=69
num_leaves=11
num_cat=0
split_feature=5 14 3 25 8 17 0 25 7 2
split_gain=24.2602 11.8997 3.13278 1.86825 0.73681 0.614454 0.340213 0.253493 0.114456 0.106397
threshold=9.3392858505249041 73.500000000000014 12.750000000000002 2.5000000000000004 24.750000000000004 4.2500000000000009 19.149999618530277 2.5000000000000004 22.85000038146973 30.94999980926514
decision_type=2 8 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 6 9 7 -4 -8 -6
right_child=1 2 4 -5 5 -7 8 -9 -10 -11
leaf_value=0.10944691546261312 -0.088965256046503766 -0.0026307621970772747 0.018614224623888703 -0.044013831615447994 0.02143491059541703 0.0060341724970688418 -0.010848689591512082 0.00081347990781068793 0.0011125172721222043 0.032967305183410643
leaf_weight=4.9999999999999991 4 5.9999999999999982 4.0000000000000053 5 3.9999999999999982 6 4 4 4 4
leaf_count=5 4 6 4 5 4 6 4 4 4 4
internal_value=0.004962 -0.00664744 0.00138357 -0.0214412 0.00975267 0.0181296 0.00242288 0.00971385 -0.00486809 0.0272011
internal_weight=50 45 41 11 30 14 16 8 8 8
internal_count=50 45 41 11 30 14 16 8 8 8
is_linear=0
shrinkage=0.05
Tree=70
num_leaves=9
num_cat=0
split_feature=1 0 4 9 8 2 1 7
split_gain=22.4001 16.1702 1.8788 0.96099 0.353299 0.573651 0.427298 0.270691
threshold=7.5000000000000009 10.050000190734865 13.32857131958008 13.650000095367433 24.750000000000004 18.500000000000004 25.750000000000004 31.85000038146973
decision_type=2 2 2 2 2 2 2 2
left_child=-1 -2 -3 -4 5 -5 -6 -8
right_child=1 2 3 4 6 -7 7 -9
leaf_value=0.11456910856068135 -0.078701286443642215 -0.02144033635656039 -0.010947994813323014 0.019626845158636563 0.0082968943286687146 -0.0025474789020206246 0.035145617276430126 0.016750962194055318
leaf_weight=3.9999999999999991 6.9999999999999991 5.9999999999999991 5.0000000000000027 5.0000000000000018 5.9999999999999991 7 4 4
leaf_count=4 7 6 5 5 6 7 4 4
internal_value=0.00128448 -0.00901412 0.00416993 0.00912676 0.0129873 0.00669182 0.0183834 0.0259483
internal_weight=48 44 37 31 26 12 14 8
internal_count=48 44 37 31 26 12 14 8
is_linear=0
shrinkage=0.05
Tree=71
num_leaves=10
num_cat=0
split_feature=1 0 2 17 10 4 17 25 4
split_gain=16.6985 14.062 1.67627 0.696996 2.00633 0.381055 0.424473 0.265983 0.264185
threshold=7.5000000000000009 11.59999990463257 17.800000190734867 3.1499999761581425 14.84999990463257 27.028571128845218 2.7500000000000004 2.5000000000000004 22.349999427795414
decision_type=2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 4 -3 6 -4 -7 -8
right_child=1 2 5 -5 -6 7 8 -9 -10
leaf_value=0.086672998480498795 -0.07476621855582509 -0.00100899056664535 0.01802794240415095 0.0072218184592202309 -0.045399298518896097 0.010528491809964178 0.0068210128694772736 0.028762487228959795 -0.0097679286263883097
leaf_weight=4.9999999999999991 6.9999999999999991 6.9999999999999982 5.0000000000000027 3.9999999999999991 4 4 5.9999999999999982 4 4
leaf_count=5 7 7 5 4 4 4 6 4 4
internal_value=-1.2268e-05 -0.00964396 0.00235224 -0.0106515 -0.0171509 0.010833 0.00613294 0.0196455 0.000185436
internal_weight=50 45 38 15 11 23 15 8 10
internal_count=50 45 38 15 11 23 15 8 10
is_linear=0
shrinkage=0.05
Tree=72
num_leaves=10
num_cat=0
split_feature=5 17 7 8 25 12 17 1 17
split_gain=9.3446 6.10893 3.9223 1.24967 0.503792 0.624676 0.492101 0.286593 0.0894105
threshold=10.114285945892336 3.5499999523162846 36.350000381469734 24.750000000000004 2.5000000000000004 17.149999618530277 4.2500000000000009 16.250000000000004 2.4500000476837163
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 7 -6 8 -2 -5
right_child=2 -3 -4 6 5 -7 -8 -9 -10
leaf_value=-0.10529112871736286 0.011787899707754452 -0.017905994877219198 -0.043826798014342784 0.018469447921961549 -0.021801466246445973 0.0010143940647443135 0.0022764256689697501 -0.0044204517186153675 0.029041258618235585
leaf_weight=4 6 4 4.9999999999999991 3.9999999999999982 6 6 4 5 4
leaf_count=4 6 4 5 4 6 6 4 5 4
internal_value=-0.0122682 -0.0615986 -0.00240207 0.00351575 -0.00330858 -0.0103935 0.0165957 0.00442047 0.0237554
internal_weight=48 8 40 35 23 12 12 11 8
internal_count=48 8 40 35 23 12 12 11 8
is_linear=0
shrinkage=0.05
Tree=73
num_leaves=11
num_cat=0
split_feature=6 0 2 5 1 17 0 17 12 4
split_gain=16.2815 10.6055 3.33677 1.08116 1.0485 0.706907 0.358389 0.320935 0.253859 0.185781
threshold=4.1499998569488534 10.050000190734865 6.6000001430511483 21.450000762939457 11.949999809265138 1.4499999880790713 19.149999618530277 4.7000000476837167 27.050000190734867 13.992856979370119
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -3 -6 9 8 -5 -7
right_child=-2 3 -4 7 5 6 -8 -9 -10 -11
leaf_value=-0.029915834730491038 0.077667161899929255 -0.028343342756852481 -0.094498871080577362 0.010689748972654345 -0.018854500586166962 0.0035308680807550753 -0.0080143572296947248 0.0011790601129177958 0.027589195594191547 0.016580754891037938
leaf_weight=4 5.9999999999999991 4.0000000000000027 4 4.9999999999999982 4.0000000000000027 5.9999999999999982 3.9999999999999991 3.9999999999999991 4 5
leaf_count=4 6 4 4 5 4 6 4 4 4 5
internal_value=0.000402122 -0.010134 -0.0622074 0.00143783 -0.00507651 -0.000178234 0.0048021 0.0129632 0.0182006 0.00946263
internal_weight=50 44 8 36 23 19 15 13 9 11
internal_count=50 44 8 36 23 19 15 13 9 11
is_linear=0
shrinkage=0.05
Tree=74
num_leaves=12
num_cat=0
split_feature=2 0 2 3 25 17 2 3 3 0 17
split_gain=19.9083 9.24093 2.00627 0.906871 0.538062 0.389537 0.764903 0.264204 0.296006 0.123535 0.110182
threshold=6.6000001430511483 10.050000190734865 11.050000190734865 23.000000000000004 2.5000000000000004 3.1499999761581425 18.500000000000004 16.35000038146973 18.750000000000004 16.599999427795414 4.2500000000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 4 7 6 -6 9 -9 -4 -5
right_child=1 2 3 10 5 -7 -8 8 -10 -11 -12
leaf_value=0.10757777839899063 -0.072860270133242019 -0.034766422252869238 -0.0085607353597879406 0.019685196628173196 -0.03168413508683441 0.0033655822277069095 -0.0023495866358280177 0.020120526989921922 0.00088494652882218348 0.0038658092729747292 0.0089719646421144699
leaf_weight=3.9999999999999991 4.9999999999999991 3.9999999999999991 4 5.9999999999999982 4.0000000000000018 3.9999999999999991 5 4 4 4 4
leaf_count=4 5 4 4 6 4 4 5 4 4 4 4
internal_value=0.000406984 -0.00852392 -0.00104294 0.00241587 -0.00206138 -0.00961709 -0.0153872 0.00407764 0.0105027 -0.00234746 0.0153999
internal_weight=52 48 43 39 29 13 9 16 8 8 10
internal_count=52 48 43 39 29 13 9 16 8 8 10
is_linear=0
shrinkage=0.05
end of trees
feature_importances:
actual_high_lag_1=80
model_spread=77
open_meteo=68
actual_high_lag_2=60
actual_high_lag_3=51
actual_high_trend_3=44
weekday=39
actual_high_lag_7=38
ecmwf=38
icon=35
actual_high_mean_14=34
actual_high_mean_7=32
gem=25
jma=19
gfs=13
nws=11
deb_prediction=11
model_median=1
parameters:
[boosting: gbdt]
[objective: regression]
[metric: l1]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 75]
[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