tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=9
objective=cross_entropy
feature_names=cc_diabetes_complications anmdc_ra agegroup_rm adm_past_year cc_diabetes flag_emergency drg_type_m count_proc pat_remoteness indstat_flag
feature_infos=-1:0:1 -1:6:5:8:14:1:4:11:3:21:9:23:2:10:13:18:7:19:12:20:15:16:22:0:24 -1:7:6:3:5:2:8:4:0:1:9 [0:295] -1:0:1 -1:1:0 -1:1:0 [0:48] -1:0:1:2:3 -1:0:1
tree_sizes=4232 4008 4051 3998 4086 4074 4091 4050 4067 3972 4028 4058 4038 4089 4065 4193 4142 4029 4111 4114 4164 4161 4144 4166 4141 4168 4202 4060 4164 4166 4164 4187 4176 4125 4145 4137 4194 4081 4139 4078 4064 4011 4030 3987 4061 4064 4150 4111 4145 4077 4155 4244 4163 4139 4160 4090 4134 4209 4156 4182 4155 4062 4169 4090 4175 4140 4098 4130 4115 4067 4138 4198 4124 4104 4065 4100 4090 4059 4071 4153 4159 4073 4028 4272 4174 4118 4071 4115 4055 4078 4137 4105 4127 4154 4056 4123 4093 4126 4081 4261 4096 4092 4168 4099 4151 4230 4019 4002 4121 3026 4073 4067 4054 4097 4184 3986 3059 3125 3083 4172 4274 3327 4134 3013 4119 3995 4215 4134 4168 3908 4166 3959 4036 4080 4005 4021 4048 4045 4013 3462 2898 4000 3902 2887 2998 3050 3223 3042 4136 3697 4109 4076 3973 3999 4031 4127 4057 4001 4124 4122 4168 4212 4188 4093 4125 4032 3999 4120 4054 4068 4130 4148 4049 3998 3992 4161 3937 4107 4227 4174 4232 4097 4112 4127

Tree=0
num_leaves=40
num_cat=20
split_feature=0 5 1 4 2 1 5 6 6 3 1 2 1 1 5 3 3 7 1 3 3 1 3 7 3 6 4 6 3 7 7 7 3 3 7 2 7 3 3
split_gain=6418.11 1158.27 505.679 431.344 274.487 334.094 242.323 89.1681 51.2123 41.7407 29.7141 27.951 22.5583 21.521 12.4846 10.7149 5.48767 5.08797 4.62328 3.61789 2.0127 1.63917 1.52144 1.51539 1.50632 1.43571 1.20345 1.18681 1.1256 1.08086 0.874591 0.770481 0.574027 0.554562 0.240997 0.240273 0.232939 0.168349 0.165581
threshold=0 1 2 3 4 5 6 7 8 2.5000000000000004 9 10 11 12 13 1.0000000180025095e-35 5.5000000000000009 5.5000000000000009 14 7.5000000000000009 3.5000000000000004 15 62.500000000000007 7.5000000000000009 1.0000000180025095e-35 16 17 18 242.50000000000003 8.5000000000000018 4.5000000000000009 1.0000000180025095e-35 19.500000000000004 4.5000000000000009 5.5000000000000009 19 5.5000000000000009 19.500000000000004 27.500000000000004
decision_type=1 1 9 1 1 9 1 1 1 2 9 1 9 9 1 2 2 2 9 2 2 9 2 2 2 1 1 1 2 2 2 2 2 2 2 1 2 2 2
left_child=2 25 6 4 5 8 11 13 14 -6 27 22 19 -5 -4 -12 18 -15 -7 -11 30 36 29 33 -13 26 28 -3 -2 -1 31 -8 35 -23 38 -22 -9 -18 -26
right_child=1 10 3 7 9 16 20 21 -10 12 15 24 -14 17 -16 -17 37 -19 -20 -21 32 23 -24 -25 34 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-7.8365704989523284 -7.550925438921916 -8.2177070807351846 -7.9496291121914107 -8.2188753651252409 -8.3026437117425882 -8.2195581520594949 -8.2195581520594949 -8.2115823992645183 -8.2195581520594949 -8.2195581520594949 -8.2195581520594949 -8.2195581520594949 -8.2635702193520491 -8.0607644221122356 -8.2195581520594949 -8.0829913931102695 -8.2078378005188544 -8.2195581520594949 -8.2646077785192258 -8.1670561410354949 -8.2195581520594949 -8.2505665687695533 -8.2195581520594949 -8.2195581520594949 -8.1908826006928823 -8.0631790333229869 -8.2195581520594949 -8.2384483531944213 -8.2195581520594949 -8.2195581520594949 -8.2195581520594949 -8.2523954577784284 -8.2222779622812592 -8.2195581520594949 -8.2195581520594949 -8.2059865908372558 -8.2195581520594949 -8.2195581520594949 -8.2195581520594949
leaf_weight=19.275548343546696 123.38493684399873 4.3627463062293828 32.982652799226344 26.538537057582289 1782.1795779881068 40.869621641468257 0.92547182086855784 11.673112286254762 5.93992472346872 13.314357688184829 9.2619863119907659 9.4969883188605326 324.20828413730487 87.458971395157278 2.2972590224817386 26.217932945117354 4.0125314025208345 2.0229554199613622 129.18030706839636 4.7528011836111537 1.4740790259093044 30.86494284728542 0.068374008871613934 1.3526747818104912 10.40953906718641 23.824035067576915 0.020727553870527937 21.774429935496304 0.019381608814000084 0.048454022035001709 0.56556611275300284 23.591724950820208 3.9215455166995525 1.2694953773170699 0.3889781213365503 3.1438584630377573 2.1362839937210092 0.76234328001737584 0.25653712777420956
leaf_count=71606 458358 16207 122526 98587 6620551 151825 3438 43364 22066 49461 34407 35280 1204389 324898 8534 97396 14906 7515 479887 17656 5476 114659 254 5025 38670 88503 77 80889 72 180 2101 87640 14568 4716 1445 11679 7936 2832 953
internal_value=-8.21956 -7.72343 -8.26501 -8.27355 -8.28504 -8.18289 -8.05629 -8.1287 -8.013 -8.29574 -8.14384 -7.93355 -8.25726 -8.08947 -7.95805 -8.11554 -8.25255 -8.07553 -8.2581 -8.19041 -8.23784 -8.23419 -7.902 -8.24065 -8.20562 -7.59179 -7.55113 -8.22885 -7.55102 -7.83704 -8.24695 -8.24987 -8.21837 -8.24876 -8.19291 -8.2069 -8.21735 -8.21029 -8.19169
internal_weight=0 208.866 2577.38 2503.82 2340.5 216.045 73.5667 163.317 41.2198 2124.46 61.6171 39.9444 342.275 116.02 35.2799 35.4799 174.825 89.4819 170.05 18.0672 33.6222 47.2965 19.3924 33.4871 20.552 147.249 123.425 26.1372 123.404 19.324 25.0828 24.5172 8.53948 32.1344 11.0551 4.61794 13.8094 4.77487 10.6661
internal_count=10350532 775909 9574623 9301333 8694633 802576 273290 606700 153126 7892057 228899 148388 1271506 431000 131060 131803 649450 332413 631712 67117 124902 175700 72040 124400 76348 547010 458507 97096 458430 71786 93179 91078 31723 119375 41068 17155 51300 17738 39623
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=1 2 525312 1 1 262208 2 2 2 1667148 15 3145728 4530208 2 17825961 4150 2 1 2 900
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=19
split_feature=0 1 3 4 2 1 5 5 6 6 3 2 1 1 1 3 6 3 7 3 7 1 3 5 3 3 1 7 3 7 7 7 7 3 3 7 2 7 4
split_gain=3541.78 440.925 419.337 371.968 256.344 271.897 182.17 106.799 65.7374 49.6548 42.4254 32.6452 21.1617 13.5192 13.2032 9.54943 8.06727 5.38163 4.61181 3.49238 3.39669 3.14855 2.39929 2.04885 1.89401 1.67358 1.51061 1.44844 0.967007 0.842583 0.74382 0.652939 0.649367 0.562712 0.559237 0.290623 0.239369 0.222601 0.221855
threshold=0 1 2.5000000000000004 2 3 4 5 6 7 8 2.5000000000000004 9 10 11 12 43.500000000000007 13 4.5000000000000009 1.5000000000000002 7.5000000000000009 5.5000000000000009 14 1.0000000180025095e-35 15 3.5000000000000004 2.5000000000000004 16 7.5000000000000009 242.50000000000003 4.5000000000000009 1.0000000180025095e-35 5.5000000000000009 8.5000000000000018 19.500000000000004 1.5000000000000002 2.5000000000000004 17 5.5000000000000009 18
decision_type=1 9 2 1 1 9 1 1 1 1 2 1 9 9 9 2 1 2 2 2 2 9 2 1 2 2 9 2 2 2 2 2 2 2 2 2 1 2 1
left_child=1 6 7 4 5 9 11 -2 13 23 -6 15 19 25 18 32 -9 -16 -7 -12 -15 -18 -13 -3 29 35 37 34 38 30 -8 -24 -1 36 -28 -5 -26 -10 -4
right_child=2 3 28 8 10 14 24 16 26 -11 12 22 -14 20 17 -17 21 -19 -20 -21 -22 -23 31 -25 33 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.37288001987081876 0.20478420733221034 0.26554160995094461 0.45213913046957277 -0.010519500055504324 -0.081642882269421901 0.02294947822174068 0 0.048254402001886798 0.0077341083435200257 0 0 0 -0.041779693551706409 0.12940810461840555 -0.048464714139240091 0 0.012002757843289226 0.0051574491182972415 -0.013376801311993548 0.051386211394187122 0 -0.020795589219012006 0.053647026186033619 0 0 0.020182699143032421 -0.031584679150156676 0 0 0 -0.03186817972938874 0 0 -0.0026892542462044837 0 0 0.013458598117662847 0 0
leaf_weight=13.350261238258096 187.17204413219588 25.25802821823163 102.38553886098089 19.166950282291516 1640.161126462277 46.442925094655948 0.92547182086855784 9.7945402298064437 11.766536167007869 5.8532458618283263 13.314357688184829 16.755142002279172 310.25587814484606 102.50082320289221 109.65530466812197 0.45252620262908827 7.3183383502473589 4.2332983428495927 27.712599943304667 5.0088541861623517 2.0229554199613622 26.906214636052027 18.15851441244013 1.462234709411862 1.4740790259093044 4.9456841102801254 24.072267636656765 1.3526747818104912 0.032805128255858018 0.56556611275300284 22.830016342923045 0.48823321354575355 0.030418358277530255 3.910900111310184 7.1202777726575723 2.4440191684407173 3.1867930509033595 2.1362839937210092 0.007523948821471004
leaf_count=33823 383493 71645 234218 71154 6620551 159084 3438 33917 43364 21744 49461 53674 1204389 324898 426115 1191 24956 15785 102771 17656 7515 99182 57874 5432 5476 18360 92240 5025 116 2101 87640 1713 113 14568 27135 9073 11679 7936 27
internal_value=0 -0.0426236 0.291579 -0.0513731 -0.0631224 0.0342727 0.144804 0.17562 0.0777817 0.20037 -0.0743367 0.240737 -0.0353239 0.108567 -0.0232827 0.299372 0.0148186 -0.0408854 0.00597707 0.0285852 0.118626 -0.00814959 0.03526 0.261406 -0.0173334 0.000655362 -0.0136829 -0.0200616 0.451971 -0.0263754 -0.0293211 0.0521047 0.372548 0.0011042 -0.0281091 -0.0070078 0.0125152 0.00202848 0.452108
internal_weight=0 2449.01 333.617 2366.89 2189.36 220.618 82.1279 231.191 177.528 32.5735 1968.74 49.2351 328.579 131.08 188.044 13.8332 44.0191 113.889 74.1555 18.3232 104.524 34.2246 35.4019 26.7203 32.8928 26.5567 46.448 32.5452 102.426 24.3211 23.7555 18.6467 13.3807 8.57177 31.1925 21.611 4.66087 13.9028 102.393
internal_count=10350532 9574623 775909 9301333 8694633 802576 273290 541548 606700 98821 7892057 148388 1271506 431000 703755 35127 158055 441900 261855 67117 332413 124138 113261 77077 124902 98587 175700 124400 234361 93179 91078 59587 33936 31723 119375 80227 17155 51300 234245
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1 525312 1 1 64 2 2 2 2 3 3145728 4530208 18096299 2 264737 2 4150 900 1
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=19
split_feature=0 1 4 2 1 1 5 5 3 6 3 6 1 2 5 1 6 1 3 3 3 3 7 3 1 7 9 3 3 3 1 7 7 3 3 7 7 3 3
split_gain=2353.35 394.973 321.398 240.598 231.23 217.78 147.576 104.199 62.9804 49.7753 42.7975 36.8856 19.8724 19.3277 17.3912 11.7202 11.7146 10.9486 7.26771 5.52939 4.31786 3.34691 3.0828 3.01285 2.93695 2.65517 2.10338 2.08063 1.78181 1.63542 1.42076 1.43208 0.811783 0.80899 0.764552 0.718234 0.607181 0.551439 0.53634
threshold=0 1 2 3 4 5 6 7 3.5000000000000004 8 2.5000000000000004 9 10 11 12 13 14 15 43.500000000000007 5.5000000000000009 120.50000000000001 7.5000000000000009 1.5000000000000002 1.5000000000000002 16 6.5000000000000009 17 1.0000000180025095e-35 3.5000000000000004 13.500000000000002 18 7.5000000000000009 4.5000000000000009 1.5000000000000002 19.500000000000004 1.0000000180025095e-35 5.5000000000000009 19.500000000000004 4.5000000000000009
decision_type=1 9 1 1 9 9 1 1 2 1 2 1 9 1 1 9 1 9 2 2 2 2 2 2 9 2 1 2 2 2 9 2 2 2 2 2 2 2 2
left_child=1 6 3 5 7 11 13 20 14 17 -5 29 21 18 -6 22 -16 23 -1 -17 -2 -12 -7 -4 -18 -19 -14 -15 32 -3 -11 38 35 -9 -35 -8 -29 -30 -32
right_child=4 2 9 10 8 15 28 33 -10 30 12 -13 26 27 16 19 24 25 -20 -21 -22 -23 -24 -25 -26 -27 -28 36 37 -31 31 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.31489943812169496 0.43955863776314302 0.21920790989609068 -0.0067144530347175912 -0.080108448687061032 0.10721168495990736 0.023234231881432872 0 0 0.21538409728990271 0.0017194826121346527 0 0 -0.042922312645132465 0 0.056786187077790533 -0.043679118373167652 0.0095363947047103857 0.11186755240510574 0 0.0074222453258781631 0 0.049779674050488838 -0.0077425198461474306 0.027359856366983477 -0.021985761086883021 0 0 0.050519910083246605 0.012375167524040546 0 -0.029549947695968023 0 0 0.027921794290066332 0 -0.030931780019269141 0 -0.0026591052456858967 0
leaf_weight=19.406882571114696 57.286319718317827 34.216620612831321 25.734734590601875 1511.6329210472613 222.81270859672804 37.341868299990892 0.92547182086855784 2.6865969961800138 96.172950335108908 15.049346671148669 14.212699387106115 5.8532458618283263 278.23119886263157 16.755142002279172 11.455241617455613 120.86782890200266 9.2958291296090447 107.80372338389861 0.45252620262908649 4.4423856109497128 0.15383522521005843 5.3842382849252308 20.938255187706091 10.82669313153019 26.644891019619536 0.76638111518695851 18.325824761850527 19.158586163655858 4.70402794194524 0.1784816327271973 28.187072542787071 1.315795887261628 0.56556611275300284 6.7387691849726234 1.3183281883248126 22.114296129439026 0.48823321354575355 3.9004022525623441 1.2390770190395404
leaf_count=33936 86922 76622 89386 6620551 361272 120735 3438 9311 139585 55439 53097 21744 1126129 53674 34870 488884 28853 301363 1191 16239 204 18107 77897 37404 97184 2847 74173 57874 17155 455 110770 4888 2101 14986 2722 87640 1713 14568 4603
internal_value=0 -0.0397541 -0.0487218 -0.0606793 0.206465 0.0326319 0.132712 0.363984 0.13839 0.0669988 -0.0723964 0.171635 -0.0330005 0.212975 0.0958114 -0.0217536 0.0175584 0.0918275 0.259156 -0.0365019 0.438609 0.0275143 0.00885475 0.00578338 -0.0105418 0.103245 -0.0397051 0.0334886 -0.0164252 0.218323 -0.0129345 -0.0194366 -0.0253917 0.0177985 0.0234888 -0.0283666 0.0490394 0.00101862 -0.0276539
internal_weight=0 2331.02 2242.55 2051.63 434.565 223.839 88.4711 68.1838 366.382 190.923 1827.79 40.2483 316.154 56.2614 270.209 183.59 47.396 145.132 19.8594 125.31 57.4402 19.5969 58.2801 36.5614 35.9407 108.57 296.557 36.402 32.2098 34.3951 45.7913 30.7419 23.6053 10.7437 8.0571 23.0398 19.6468 8.60443 29.4261
internal_count=10350532 9574623 9301333 8694633 775909 802576 273290 114145 661764 606700 7892057 98821 1271506 148388 522179 703755 160907 431000 35127 505123 87126 71204 198632 126790 126037 304210 1200302 113261 124902 77077 175700 120261 93179 27019 17708 91078 59587 31723 115373
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1 525312 1 1 2098176 64 2 2 2 2 3149824 3 2 18088072 2 4534820 264737 1 4158
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=21
split_feature=0 1 4 2 1 3 5 6 3 6 6 5 1 3 1 5 2 5 3 1 3 1 1 9 3 3 1 7 7 3 7 7 7 7 3 3 3 7 2
split_gain=1725.79 347.704 279.134 223.807 172.537 121.425 117.119 50.1681 42.9103 38.1888 22.1606 21.9945 18.5312 15.7541 10.6518 10.3181 9.90827 6.7135 4.67107 4.20359 3.21906 2.66095 1.97308 1.83019 1.68809 1.67114 1.32402 1.36971 1.15476 1.01092 0.782148 0.693681 0.655406 0.547615 0.536555 0.513927 0.388429 0.353959 0.242303
threshold=0 1 2 3 4 6.5000000000000009 5 6 2.5000000000000004 7 8 9 10 1.5000000000000002 11 12 13 14 5.5000000000000009 15 7.5000000000000009 16 17 18 1.0000000180025095e-35 3.5000000000000004 19 7.5000000000000009 6.5000000000000009 43.500000000000007 4.5000000000000009 1.0000000180025095e-35 6.5000000000000009 8.5000000000000018 19.500000000000004 4.5000000000000009 242.50000000000003 5.5000000000000009 20
decision_type=1 9 1 1 9 2 1 1 2 1 1 1 9 2 9 1 1 1 2 9 2 9 9 1 2 2 9 2 2 2 2 2 2 2 2 2 2 2 1
left_child=1 6 3 4 10 7 16 22 -5 13 17 -9 20 14 -4 36 29 -3 21 -13 -10 -6 -2 -14 -18 30 -11 35 -15 33 31 -8 -16 -1 38 -28 -7 -26 -27
right_child=5 2 9 8 18 15 25 11 12 26 -12 19 23 28 32 -17 24 -19 -20 -21 -22 -23 -24 -25 37 34 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.24493947680165334 0.16471635146022368 0.15997697880517253 -0.009506355139599576 -0.078481475228490416 0 0.31024839559066386 0 0.071627395964986226 0 0.001671650006824086 0 0.01243282253500815 -0.040671513988875536 0.11957921646645693 0.052004866164283153 0.044065207485820913 0 0 0.0090527394648739316 -0.023513947511167751 0.048625632824901871 -0.039287517667073155 0.06871639834161937 0 0.034846467765736626 0 -0.028541806358749214 0 0 0 0 -0.030027201845724119 0 0 -0.0026293541152878851 0 0 0 0.013239932288219125
leaf_weight=34.352125969657209 217.94035269072629 59.996267536247615 25.189417564659379 1395.3108232648519 40.96827983687399 52.375741213327274 0.92547182086856139 39.90734267415246 14.212699387106115 15.075232264469378 5.9859024846227831 16.916849208646454 266.54707906501426 51.510650614160113 80.501830976369092 15.806477846665073 13.062992540159032 2.869254872610326 4.844299399846931 29.282006332301535 5.6588749164075116 113.13695928755624 142.48971680691466 18.325824761850527 15.974206828221213 1.4924244030844418 27.366737444244798 1.315795887261628 0.30354383465601031 0.54367529923911107 0.56556611275300284 21.441062254598364 0.50402920501073722 0.050282592739676057 3.8900502445176244 1.2390770190395404 0.024541560676879182 0.4417633438715719 3.2701459200179652
leaf_count=52600 267505 123681 84645 6620551 150956 51411 3438 82924 53097 55439 22247 46221 1126129 138312 205048 28643 44318 9240 17572 103108 18107 478880 196021 74173 48323 5476 110770 4888 1122 1415 2101 87640 1873 145 14568 4603 76 1587 11679
internal_value=0 -0.0369726 -0.0460818 -0.058191 0.0306671 0.161334 0.119806 0.125306 -0.0703669 0.0583344 0.129641 0.0351904 -0.0307153 0.0786828 0.035071 0.283819 0.185905 0.155174 -0.0281422 -0.00815572 0.0269291 -0.0337541 0.141708 -0.0375348 0.0208862 -0.0155765 -0.0120117 -0.0184908 0.118764 0.210858 -0.0244422 -0.0274451 0.0470739 0.24467 0.00089261 -0.0266406 0.310126 0.0335628 0.0121858
internal_weight=0 2226.87 2130.86 1927.86 227.801 514.743 96.0098 446.536 1700.06 203.006 68.8514 86.1062 304.744 158.009 106.195 68.2068 64.425 62.8655 158.95 46.1989 19.8716 154.105 360.43 284.873 29.479 31.5847 44.9968 29.9216 51.8142 34.9461 22.9321 22.3665 81.0059 34.4024 8.65262 28.6058 52.4003 16.416 4.76257
internal_count=10350532 9574623 9301333 8694633 802576 775909 273290 695779 7892057 606700 155168 232253 1271506 431000 291566 80130 148388 132921 647408 149329 71204 629836 463526 1200302 94228 124902 175700 120261 139434 54160 93179 91078 206921 52745 31723 115373 51487 49910 17155
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=1 525312 1 1 262336 2 2 2 2 2 3149824 12673568 2 7 2 2362913 17834025 2101066 1 4158 900
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=19
split_feature=0 1 4 2 1 1 5 3 6 6 3 6 5 3 3 2 1 1 1 3 5 3 7 1 3 3 3 7 1 7 3 7 7 7 7 3 1 7 3
split_gain=1312.7 297.878 245.56 204.217 142.764 109.309 89.4414 42.7081 35.7866 30.4394 29.6055 21.6167 19.1725 18.6038 11.6131 9.76953 9.23647 8.5051 4.87738 4.63723 4.63323 4.16725 2.90654 2.77722 2.35137 2.1349 1.57118 1.35574 1.22793 1.28627 1.07924 0.946517 0.753636 0.670117 0.574466 0.525396 0.508372 0.507808 0.470442
threshold=0 1 2 3 4 5 6 2.5000000000000004 7 8 1.5000000000000002 9 10 7.5000000000000009 1.5000000000000002 11 12 13 14 4.5000000000000009 15 43.500000000000007 1.5000000000000002 16 120.50000000000001 1.0000000180025095e-35 3.5000000000000004 4.5000000000000009 17 7.5000000000000009 7.5000000000000009 6.5000000000000009 4.5000000000000009 1.0000000180025095e-35 6.5000000000000009 19.500000000000004 18 5.5000000000000009 4.5000000000000009
decision_type=1 9 1 1 9 9 1 2 1 1 2 1 1 2 2 1 9 9 9 2 1 2 2 9 2 2 2 2 9 2 2 2 2 2 2 2 9 2 2
left_child=1 6 3 4 11 8 15 -5 24 14 20 27 13 -9 16 21 34 22 -12 -19 -7 -1 -6 -22 -2 -17 32 -3 -11 38 -10 -16 33 -8 -4 -28 -18 -27 -30
right_child=5 2 9 7 17 10 26 12 30 28 18 -13 -14 -15 31 25 36 19 -20 -21 23 -23 -24 -25 -26 37 35 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.22061556714256372 0.25262795395736609 0.1574099525845789 0.052453735818317943 -0.076762048984755693 0.016300073491511347 0.057566122134178548 0 -0.02286097195124397 0.027128425793633278 0.0017903767861425259 0 0 -0.054377376215538342 0.038208327807620679 0.10326984402634641 0 0.0015173338969624761 -0.042945101970447395 0.12002787696420991 0.0051774834260517591 0.019954535187777359 0 -0.012245363536506237 -0.010511538759922221 0 0.042704524776734774 0.012045356141418329 0 -0.027127540565525271 0 0 0 0 -0.029153514290896992 0 -0.0025999956070671048 -0.0091967630642457651 0 0
leaf_weight=33.92888709003455 101.26251580333337 49.626777605444659 63.781560464820359 1290.0326632251381 50.810639965449809 192.03513549533091 0.92547182086856139 129.41328446465195 12.470992768416183 14.028856825170806 11.900139636592939 5.8532458618283263 123.37073278569733 41.623692311404739 58.048071121389512 17.778394364489941 21.06462623848347 96.156198638345813 231.22284594873781 4.2267772736522593 15.016908898833206 0.45252620262908649 26.968891104494105 18.102832512406167 0.20588829612824966 21.84926269212156 4.8061299937544373 0.24175709113478561 27.625785834563438 1.3293010337511066 3.7896125009574453 0.30354383465601031 0.56556611275300284 20.807118741795421 0.43728653399739315 3.8798406952992082 24.967307304119458 0.49917708907741953 1.2684225753764611
leaf_count=33936 83283 76650 154814 6620551 159084 258821 3438 557430 23988 51530 25281 21744 539663 174413 138312 53674 50444 426115 257997 15785 48771 1191 102771 70894 206 57874 17155 427 114522 4938 6668 1122 2101 87640 1625 14568 84683 1713 4710
internal_value=0 -0.0343481 -0.0434854 -0.0557113 0.0277614 0.131079 0.10547 -0.0682549 0.218178 0.0519101 0.0905654 0.127707 -0.0285062 -0.00302293 0.069148 0.158305 0.0311629 -0.0198062 0.118861 -0.0351936 0.0520029 0.189005 0.00271367 0.002964 0.252076 0.0272791 -0.0147446 0.156631 -0.011129 -0.0174171 0.0210325 0.102571 -0.0235257 -0.0265554 0.0467809 0.000805584 -0.0023809 0.0413435 -0.0253017
internal_weight=0 2136.67 2031.18 1818.32 233.884 586.007 105.492 1584.44 117.729 212.855 468.278 55.7218 294.408 171.037 168.602 74.5082 110.251 178.163 243.123 100.383 225.155 34.3814 77.7795 33.1197 101.468 40.1268 30.9841 49.8685 44.2524 30.2235 16.2606 58.3516 22.2982 21.7326 64.2188 8.68597 46.0319 22.3484 28.8942
internal_count=10350532 9574623 9301333 8694633 802576 775909 273290 7892057 114145 606700 661764 98821 1271506 731843 431000 148388 291566 703755 283278 441900 378486 35127 261855 119665 83489 113261 124902 77077 175700 124170 30656 139434 93179 91078 156439 31723 135127 59587 119232
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1 525312 1 1 64 2098176 2 2 2 2 2 3 2359634 18096299 73732 2 265139 4154 1054860
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=23
split_feature=0 2 1 4 3 6 3 5 3 1 1 1 5 6 1 3 3 1 3 5 5 1 1 3 2 6 9 7 7 1 3 3 3 3 6 7 7 7 2
split_gain=1000.89 262.479 336.967 262.349 79.8862 52.4615 36.2181 29.8224 26.9711 20.9649 18.6716 14.5845 9.68395 7.40267 6.93966 6.54116 5.59791 11.5644 3.36018 2.93352 2.37708 2.32815 2.08101 2.03689 1.57147 1.54303 1.51371 0.850286 0.823514 0.596052 0.548235 0.511456 0.346033 0.321771 0.249694 0.229946 0.220573 0.188033 0.148136
threshold=0 1 2 3 6.5000000000000009 4 1.5000000000000002 5 1.5000000000000002 6 7 8 9 10 11 7.5000000000000009 1.0000000180025095e-35 12 43.500000000000007 13 14 15 16 1.5000000000000002 17 18 19 6.5000000000000009 21.500000000000004 20 4.5000000000000009 5.5000000000000009 19.500000000000004 242.50000000000003 21 7.5000000000000009 4.5000000000000009 1.5000000000000002 22
decision_type=1 1 9 1 2 1 2 1 2 9 9 9 1 1 9 2 2 9 2 1 1 9 9 2 1 1 1 2 2 9 2 2 2 2 1 2 2 2 1
left_child=1 2 5 6 10 7 21 18 12 19 25 23 14 27 24 28 17 -12 -1 31 26 -3 37 -4 -5 -2 -11 -10 -13 -19 35 -8 -17 -6 -16 -7 -25 -14 -15
right_child=4 3 11 8 33 30 9 -9 13 20 16 15 22 38 34 32 -18 29 -20 -21 -22 -23 -24 36 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.18882738827663892 0.012755792855797322 -0.0019274294803952815 0 0.0065231119161047683 0.18904222812549026 -0.014317460622434912 0.00036422166715870347 0 0.094823820168485451 -0.028531003706864191 0.069865450369936175 -0.045199274637404453 0.0094198004994177666 0.0047334151526910555 0.042262018756909346 0.013231133664875059 0.10147297224696038 0 0 -0.0039534542403364317 -0.057159654983337499 -0.076121718659247745 -0.025684557786037794 0.0311232042398371 -0.01565653515453945 -0.012795911809599454 0 0 0 0.011798714352584111 0.00080805323154778093 0.038394609243598589 0 0 0 0 0 0 -0.0032696461324103958
leaf_weight=107.41816928549088 15.219847473199479 25.250685662074829 43.964445390898618 10.690013259183614 100.37898773676716 12.012322979790037 23.796890629746486 10.063027693395268 65.455042739777127 202.20905043983657 99.459851492429152 199.84344117298315 1.9861592105589805 3.920078439230565 75.416158463805914 4.4418110122205681 339.59447002032539 19.433870289532933 0.4593053771823169 11.643325200231628 149.66508867089578 1002.0175793283852 27.270572353576426 5.8427254935668307 24.015134217916057 19.302776423981413 17.659887463581981 0.30541486540459928 0.10948785861546539 62.81591319324798 0.75130517328216306 11.183694183142505 1.517177316418383 0.043759382446295514 6.0439587765577008 0.14348660485120568 0.31304888887098048 4.1511822220636532 6.5193490707897563
leaf_count=153134 22486 97359 166358 34781 80014 55527 89428 40175 142016 973239 109811 927622 5043 15415 174692 17552 373536 31743 1208 45562 731103 5511389 103499 20427 80728 68758 78585 1129 498 89445 2944 32880 6075 116 25025 592 1282 13766 25590
internal_value=0 -0.0318116 0.0393447 -0.0488282 0.107402 0.149284 -0.0647952 0.175718 0.0457978 -0.0345729 0.0832353 -0.0284068 0.0130153 0.0854676 0.0265382 -0.0394278 0.0869681 0.0520132 0.187865 0.0165796 -0.0419041 -0.0754264 -0.0195837 0.0109456 -0.0049742 0 -0.02638 0.0942024 -0.0447905 0.00792048 -0.0044518 0.0292522 0.00845263 0.188945 0.0374654 -0.012237 0.0299877 0.00403258 0
internal_weight=0 2056.08 386.88 1669.2 656.249 130.848 1443.43 117.941 225.773 416.158 555.827 256.032 149.573 76.1999 116.165 205.912 521.304 181.71 107.877 46.6239 369.534 1027.27 33.4079 50.1202 34.7051 34.5226 219.869 65.7605 199.953 82.2498 12.9071 34.9806 5.95899 100.423 81.4601 12.1558 6.15577 6.13734 10.4394
internal_count=10350532 9574623 1393394 8181229 775909 253580 7559545 194517 621684 1950797 695779 1139814 437534 184150 315226 951747 604535 230999 154342 167870 1782927 5608748 122308 188067 115509 91244 1051824 143145 928120 121188 59063 122308 23627 80130 199717 56119 21709 18809 41005
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 3 525376 1 2 2 20448256 8462340 2359328 2 2 4547117 3610 2 2 16778241 2359326 780 2 1 4210880 2 600
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=20
split_feature=0 1 2 4 4 1 6 2 5 6 6 3 5 3 3 7 1 2 5 2 3 1 3 3 3 3 7 7 7 7 3 1 7 1 3 6 3 3 7
split_gain=776.86 228.022 255.662 130.278 84.5733 68.5079 50.4542 23.5139 19.8555 19.5577 18.7704 17.8326 16.2178 14.4051 10.194 10.0912 7.66621 7.16074 6.32817 6.17224 5.90821 5.61104 4.28141 3.89928 3.52398 3.46743 2.48994 2.06005 1.99984 1.96091 1.84054 1.57795 1.56533 1.27209 1.03765 0.661633 0.635495 0.814516 0.470595
threshold=0 1 2 3 4 5 6 7 8 9 10 4.5000000000000009 11 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 12 13 14 15 7.5000000000000009 16 4.5000000000000009 1.0000000180025095e-35 43.500000000000007 1.0000000180025095e-35 5.5000000000000009 4.5000000000000009 1.0000000180025095e-35 5.5000000000000009 120.50000000000001 17 5.5000000000000009 18 4.5000000000000009 19 1.5000000000000002 13.500000000000002 8.5000000000000018
decision_type=1 9 1 1 1 9 1 1 1 1 1 2 1 2 2 2 9 1 1 1 2 9 2 2 2 2 2 2 2 2 2 9 2 9 2 1 2 2 2
left_child=1 2 6 7 10 12 8 16 13 -6 15 -9 25 27 33 20 28 23 32 -17 -4 -16 29 -5 -15 -2 -12 -1 -3 -18 -27 -25 -19 -7 -8 -33 -14 -38 -11
right_child=5 3 4 17 9 14 34 11 -10 38 26 -13 36 24 21 19 22 18 -20 -21 -22 -23 -24 31 -26 30 -28 -29 -30 -31 -32 35 -34 -35 -36 -37 37 -39 -40
leaf_value=0.072107788904598472 0.060702034743677628 0.017141368168963011 -0.034173048276698925 -0.017847466178666501 0.085176644224376444 0 -0.019423555277979187 -0.07409969729535032 0 -0.015567521561152665 -0.072766395934983935 -0.020170724066239931 0 0.19346980586280199 -0.0011417106050805195 0.035174810860538495 -0.042870744508402975 0.054075281096748654 0 -0.0093612023346806121 0.0064978610441557283 0.083418748093514808 0.0052158340519392263 -0.0012687287699475499 0 0.18919648371084086 0 0 -0.0058882394323844104 0 0 0.028521523461595168 0 0.041954409480818106 0.00062065277021516288 0 0.021371682798212947 0 0
leaf_weight=93.706384092874941 50.845687806780916 39.13577921569231 173.50769173595472 36.932168108178303 49.910748751470237 7.9460142395400908 17.155503241127011 942.33248475882283 10.894023774177183 12.634126004370042 120.47023512929445 111.52191134987515 3.5848335974442298 50.057987856271211 9.5593490548781119 16.22042486682767 80.247028624682571 69.282539500549319 18.46333291787596 29.499835118898773 18.822297053557122 230.24022272147704 4.2143139891268211 15.700897867078309 0.46588205953594197 97.181919624155853 9.6894236463849648 1.0625561587949039 33.74405214485887 2.075140190034289 0.25034648936707427 26.011623127618805 2.7486759232124305 310.63808763581619 0.8085615312011204 3.7216331727540846 7.8960161096183565 2.9769510916376021 0.27639121806714761
leaf_count=154326 33980 122389 891065 109130 107029 16564 82183 5481737 44075 54276 686186 518631 9311 72632 15971 75398 386383 169693 59205 149485 72247 178614 15908 46476 1228 52942 54666 1151 127209 9755 204 53338 9588 450615 3149 15056 13214 4494 1029
internal_value=0 -0.0296277 0.0205463 -0.0514981 -0.0214708 0.089467 0.110527 -0.0633409 0.131944 0.0648038 -0.0412561 -0.0687515 0.147474 0.140086 0.061837 -0.0186916 -0.0162762 0.0246812 0.0386744 0.0135623 -0.0285037 0.0822333 -0.0320498 0 0.191772 0.16404 -0.0694201 0.0706409 0.00451579 -0.0403654 0.188628 0.0153062 0.0518839 0.0416419 -0.0124428 0.0218731 0.00794859 0.0149734 -0.0114507
internal_weight=0 1991.31 605.182 1386.13 431.031 721.119 174.151 1213.27 156.187 62.8213 368.21 1053.85 162.736 145.293 558.384 238.05 159.416 172.861 90.4945 45.7203 192.33 239.8 86.5365 82.3663 50.5239 148.278 130.16 94.7689 72.8798 82.3222 97.4323 45.4342 72.0312 318.584 17.9641 29.7333 14.4578 10.873 12.9105
internal_count=10350532 9574623 2450125 7124498 2091381 775909 358744 6662012 273412 162334 1929047 6000368 114145 229337 661764 1188195 661644 462486 238486 224883 963312 194585 412046 224000 73860 87126 740852 155477 249598 396138 53146 114870 179281 467179 85332 68394 27019 17708 55305
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=1 20448448 3 1 1 2098176 2 1 2 2 2 2 262155 177 2 44 65541 4220964 8462336 2
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=28
split_feature=0 1 2 4 2 4 3 3 3 7 1 3 5 5 6 1 6 3 2 2 1 1 3 5 2 1 7 3 2 1 5 3 1 9 2 7 2 1 1
split_gain=614.046 203.556 194.361 122.156 72.4492 71.8395 38.2968 35.6179 21.1654 19.9573 19.5725 17.8016 17.3689 15.9058 15.4135 15.383 9.03337 6.22179 5.49084 4.60627 5.38261 4.52512 3.98093 3.35312 3.33737 3.17158 3.16703 3.15628 2.65882 2.43113 2.10554 1.99028 1.87898 1.80064 1.48759 1.33175 1.23395 1.14769 1.11866
threshold=0 1 2 3 4 5 1.5000000000000002 1.5000000000000002 4.5000000000000009 1.5000000000000002 6 1.5000000000000002 7 8 9 10 11 2.5000000000000004 12 13 14 15 1.0000000180025095e-35 16 17 18 1.0000000180025095e-35 43.500000000000007 19 20 21 75.500000000000014 22 23 24 7.5000000000000009 25 26 27
decision_type=1 9 1 1 1 1 2 2 2 2 9 2 1 1 1 9 1 2 1 1 9 9 2 1 1 9 2 2 1 9 1 2 9 1 1 2 1 9 9
left_child=1 2 7 8 6 11 -2 9 19 15 23 -4 27 24 -7 30 22 21 37 20 -3 26 38 31 -13 -18 36 35 -19 -11 -1 -6 -24 -20 -23 -9 -5 -10 -12
right_child=4 3 5 17 10 14 -8 12 18 29 16 13 -14 -15 -16 -17 25 28 33 -21 -22 34 32 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.086686419545495164 0.039661512092317663 0 -0.053465149971767503 0 0.079991343195113793 0.070675587191887712 0.19495739863796646 0.17754446697574805 0.020396448073719941 0.0092853054525483397 0.015500846118293367 0.030682613158419636 0 -0.040066312680282615 -0.011533242763583078 0 0.013208701233352195 0 -0.02959221240100493 -0.072563138249019291 -0.039587069581334719 0.0036635490802835037 0 0.010860998412039915 -0.0008860950527322959 -0.015659116049463712 0 0 0.056976290893189889 -0.01822988812443245 0 0 0.045257053812998681 0 -0.017128233549569532 0 0.038823688770981225 -0.00056775280334167382 -0.0012085524263667619
leaf_weight=100.10296179604484 48.003511646747938 53.638672172965016 260.00462317089841 5.4768269818159752 302.54040865521529 59.040275629988173 69.630413122853497 34.118489488275372 13.985634606622623 18.539672992134001 16.263529106916394 41.104023749940097 8.3401065330253896 43.399662173804245 12.950604784869936 37.674830996664241 36.827510689501651 19.901141382928472 82.17903895053314 823.31996939615055 95.702238697034772 12.087458605921709 10.072232631704535 28.616469716478605 33.644520511166775 34.678478899251786 53.333353353678831 0.47820555621001304 17.964800455752993 21.138499025488272 2.2569601300783679 2.3198857499519354 184.92674298307975 6.6827499318460459 43.244160961679881 0.19930766976904024 19.781100912194237 10.283230929344429 43.969892370863818
leaf_count=114356 52047 224356 1532309 11783 236282 121280 46814 44656 61835 27526 18674 174234 34052 217762 56259 131396 63745 41617 393348 5161061 506029 36355 13767 56383 149731 96905 136093 1273 38371 91034 8860 1130 142890 28002 142043 533 40817 47652 47272
internal_value=0 -0.0274485 0.0162265 -0.0506204 0.0761396 -0.0214736 0.144749 0.0851993 -0.0632716 0.0506057 0.0548287 -0.0399918 0.156993 -0.00349398 0.053903 0.0657728 0.0288691 0.0228647 -0.0140815 -0.0681012 -0.0281885 0.00611477 0.0376606 0.0736444 0.0202698 0 0.0188661 0.174642 0.0487946 -0.00388916 0.0790419 0.0793401 0.0443174 -0.0239641 -0.00980787 0.176684 0.0375147 0.0120209 0.00521592
internal_weight=0 1930.57 672.993 1257.58 777.849 450.144 117.634 222.849 1085.79 179.713 660.215 378.153 43.1361 118.148 71.9909 140.035 326.738 171.789 113.131 972.661 149.341 133.923 255.232 333.477 74.7485 71.506 78.5913 34.796 37.8659 39.6782 102.36 304.86 194.999 88.8618 55.3316 34.3178 25.2579 24.2689 60.2334
internal_count=10350532 9574623 2705261 6869362 775909 2251575 98861 453686 6422283 373172 677048 2074036 80514 541727 177539 254612 383253 447079 530837 5891446 730385 367091 222603 293795 323965 160650 188693 46462 79988 118560 123216 237412 156657 421350 178398 45189 52600 109487 65946
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=1 20743361 3 1 29 1 263770 2 2 2 525376 2 65 513 10 2326 2 332 2099233 897 820224 2 618500 1 770 48 8391224 9967620
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=21
split_feature=0 1 4 2 1 2 5 3 3 3 2 1 5 1 3 1 6 5 1 2 7 3 1 1 3 5 5 7 3 3 3 7 3 7 7 6 7 3 3
split_gain=489.79 184.891 153.805 142.92 54.1895 51.9632 36.7689 35.6715 23.9922 19.7239 19.411 15.811 15.5871 15.173 7.59159 7.19437 6.29169 4.88022 4.68441 4.40747 3.75319 3.38862 2.51881 2.40569 2.24526 1.86954 1.83159 1.62226 1.60898 1.51575 0.72124 0.66203 0.613724 0.579572 0.55946 0.509716 0.455537 0.383591 0.304622
threshold=0 1 2 3 4 5 6 1.5000000000000002 1.5000000000000002 1.5000000000000002 7 8 9 10 2.5000000000000004 11 12 13 14 15 3.5000000000000004 5.5000000000000009 16 17 1.0000000180025095e-35 18 19 6.5000000000000009 3.5000000000000004 43.500000000000007 19.500000000000004 4.5000000000000009 123.50000000000001 2.5000000000000004 1.0000000180025095e-35 20 4.5000000000000009 2.5000000000000004 155.50000000000003
decision_type=1 9 1 1 9 1 1 2 2 2 1 9 1 9 2 9 1 1 9 1 2 2 9 9 2 1 1 2 2 2 2 2 2 2 2 1 2 2 2
left_child=1 6 3 4 16 9 8 -5 19 23 20 17 13 -9 18 37 26 32 25 -1 -4 22 -6 -2 -17 -12 -3 29 31 -10 35 34 -7 -20 -8 -30 -16 -13 -26
right_child=5 2 10 7 21 11 28 12 27 -11 14 15 -14 -15 36 24 -18 -19 33 -21 -22 -23 -24 -25 38 -27 -28 -29 30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0051903165574753883 -0.00024413524698615113 0.071239176361482096 0.1058838255076513 -0.072709356715141726 0 0.081018073427100185 0 0.019110622134114269 0.14392971170149202 0.15648605319368164 0.023409426476825573 0 -0.053320188811968643 -0.02658626600812232 0.041962564822067241 0.013097913703146283 0 0.0025833324737788888 -0.015562763658278007 0.038669953990853545 0 0.0085954812424831727 -0.033054927802719514 0.040234221426847246 0.040358652855158168 -0.00075539096995293079 0 0 0.019780325415953117 0 -0.0020232538930114014 0 0 0 -0.026049641610982052 0 0 -0.014241477648537596 0
leaf_weight=11.679290295331155 10.113965751748763 106.58797158108791 23.422621819452619 867.27137415482139 50.608346226537833 189.11980854824651 0.99551738765149878 78.362719792101416 41.721588012995198 84.549766179959988 63.970673023097333 17.215210852198656 139.1842891262495 143.8527262913849 44.6504440298595 115.7990110173414 5.7524942727759472 18.729034066724125 69.449433587200474 64.502061184073682 3.8569519283773834 4.9909359423909327 83.95760552516731 39.826727856823709 344.4055923781707 12.315223369718295 3.1813340714143115 0.33465257022180495 2.558999389744713 0.89135431792237696 3.6805101862846641 0.56008594302693282 0.26971485652029414 20.317515100585297 20.027785067271907 2.2798893915605714 2.9450935212953473 8.4734043653879763 0.31412088475190003
leaf_count=49392 14154 123681 52141 5870555 199721 118465 4077 373422 73614 46814 136606 60160 783900 788731 87826 151718 22247 32600 196170 91890 10835 17572 430096 37893 299422 39186 9240 669 9232 2357 14587 2259 173 72368 95280 8961 8008 14267 243
internal_value=0 -0.0252903 -0.0349143 -0.0471735 0.0185645 0.0656662 0.0695554 -0.0608408 0.0943684 0.121067 0.0350513 0.0476222 -0.0297571 -0.00922216 0.0138997 0.0313919 0.0606781 0.0731567 0.000447595 0.0327069 0.0842862 -0.0203767 -0.0258835 0.036271 0.0345416 0.0160624 0.0694871 0.1412 -0.0101654 0.142312 0.00383797 -0.0205261 0.0807953 -0.0114057 -0.0235732 0.0148105 0.0404391 -0.00715547 0.0402409
internal_weight=0 1873.91 1724.68 1483.75 255.079 828.816 149.232 1228.67 119.129 134.49 240.928 694.326 361.4 222.215 213.648 486.207 115.522 208.119 166.053 76.1814 27.2796 139.557 134.566 49.9407 460.519 76.2859 109.769 42.9476 30.1028 42.6129 8.5194 21.5834 189.39 89.7669 21.0233 4.83889 47.5955 25.6886 344.72
internal_count=10350532 9574623 9222305 8619165 802557 775909 352318 7816608 217922 98861 603140 677048 1946053 1162153 540164 525810 155168 151238 444330 141282 62976 647389 629817 52047 451383 175792 132921 76640 134396 75971 32780 101616 118638 268538 99357 18193 95834 74427 299665
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=1 1573888 1 1 262336 29 2 527 1538 2 2162882 90116 2 2 2097558 624 16785451 14483561 2 2 2
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=22
split_feature=0 1 6 4 2 2 4 3 5 2 3 1 6 3 7 2 1 1 7 1 3 1 5 7 7 1 7 7 3 9 3 7 3 3 6 5 3 3 1
split_gain=391.463 167.387 146.683 98.6815 88.1985 46.9546 28.1711 25.4462 27.5137 19.1037 18.2329 9.22904 11.0866 7.42967 6.03235 5.7729 5.73237 5.67368 5.43903 4.92468 3.76448 3.15681 3.13008 3.55062 3.08503 2.06328 2.05852 2.00253 1.98495 1.88852 1.61939 1.5198 1.42716 1.40071 1.13278 0.806054 0.452696 0.429034 0.377626
threshold=0 1 2 3 4 5 6 1.5000000000000002 7 8 2.5000000000000004 9 10 3.5000000000000004 5.5000000000000009 11 12 13 1.5000000000000002 14 4.5000000000000009 15 16 2.5000000000000004 3.5000000000000004 17 1.0000000180025095e-35 5.5000000000000009 24.500000000000004 18 1.0000000180025095e-35 6.5000000000000009 11.500000000000002 113.50000000000001 19 20 5.5000000000000009 10.500000000000002 21
decision_type=1 9 1 1 1 1 1 2 1 1 2 9 1 2 2 1 9 9 2 9 2 9 1 2 2 9 2 2 2 1 2 2 2 2 1 1 2 2 9
left_child=1 2 4 9 7 33 16 22 -9 19 -11 12 28 25 32 21 30 -15 -17 26 27 34 23 -1 -18 -13 -3 -21 35 31 -6 -12 -4 -2 37 -7 -23 -5 -28
right_child=5 3 14 15 6 11 -8 8 -10 10 29 13 -14 17 -16 18 24 -19 -20 20 -22 36 -24 -25 -26 -27 38 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.054263346262991813 0.13799290289707453 0.014967266053601764 -0.069013222668603588 0.022909042660258193 -0.0049168210808481685 0.089040700830950378 0.04672890864704498 0.15572474250553414 0 -0.071011103092206013 -0.029972274699347819 0 0 -0.0032308291148752731 0 0.049315837863441549 -0.033186974330183763 0.053238601139562185 0 -0.039057525690035413 0.0054234986907100912 -0.018691376087703004 0 0 0.0015379546270304673 0.025130602795055679 0 0 0 0 0.018675684083146432 0 0 0 0 0 0 0 -0.011120281954281046
leaf_weight=158.52498800847388 72.872276347945444 42.18085391591012 124.838975535793 28.568324646039404 13.117077572882406 113.19598024163861 57.89450325499638 53.261262795291259 10.073603177486801 687.19294397819613 164.16427811761969 58.425779103898094 18.385487425141037 12.686034372396533 10.927304736207587 53.028205854978296 136.09704775096907 209.01688943518093 45.397770899318857 70.07313789705222 4.1469101385155218 42.543309704342391 6.5179476320481617 11.368561886149108 8.407564217966863 383.23370248035644 5.8822482435207348 1.6440903015172796 4.2789453163859426 13.302471155126112 23.922193184538628 3.9719827639928544 2.9704629696061593 0.30089657325879571 6.573015471774851 3.783321166818495 4.0672209608019321 1.7824992719397403 29.748915316115017
leaf_count=307135 44726 125233 805000 58894 62661 45370 103863 74947 45794 5048276 870748 96690 25699 14077 63937 118178 798447 121290 120981 379319 15336 125714 30404 13745 45279 420649 12771 8449 1550 61257 84884 21325 12552 127 27401 5731 8393 2929 120771
internal_value=0 -0.0232054 0.0181949 -0.044405 0.0448694 0.0569872 0 0.0825668 0.136693 -0.0566827 -0.0623751 0.0440984 0.0723768 0.0339415 -0.0626774 0.0193242 -0.0206017 0.0508023 0.0314457 -0.0137943 -0.0275137 0 0.0486384 0.0509845 -0.0279299 0.0228683 0.00183531 -0.0361104 0.0855637 -0.0257633 0.00642575 -0.0283483 -0.0676959 0.125166 0.0130769 0.0875747 -0.014581 0.020934 -0.00859544
internal_weight=0 1822.19 617.921 1204.27 479.185 876.179 239.438 239.746 63.3349 1022.31 868.632 803.006 139.644 663.362 138.737 181.96 181.544 221.703 98.426 153.676 75.8641 83.5344 176.411 169.894 144.505 441.659 77.812 71.7172 121.258 181.439 37.0393 168.136 127.809 73.1732 36.9238 116.979 46.6105 30.3508 35.6312
internal_count=10350532 9574623 2448648 7125975 1567159 775909 1095134 472025 120741 6663485 6001606 731056 78350 652706 881489 462490 991271 135367 239159 661879 403104 223331 351284 320880 843726 517339 258775 387768 52651 953330 147545 892073 817552 44853 89224 51101 134107 61823 133542
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 3671232 2 1 7 13 1 2 1 1024 2 176 1049600 589837 17039403 8458506 2 10575876 1 2 2 262144
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=25
split_feature=0 1 5 3 4 2 3 3 3 4 1 1 3 4 6 1 7 8 2 1 6 3 6 2 7 2 1 1 2 3 1 1 7 7 1 3 3 1 7
split_gain=316.79 151.465 111.528 84.3206 72.9369 44.264 40.1051 27.8294 24.4756 21.2262 14.3524 11.2763 6.96901 6.59017 6.36831 8.87629 5.94413 5.23954 8.49446 13.2465 4.13528 3.64938 3.20985 3.11602 2.99679 2.63416 2.57602 1.89523 1.53035 1.49333 2.37698 1.40292 1.37425 1.02981 1.00119 0.946054 0.874654 0.805314 0.709019
threshold=0 1 2 7.5000000000000009 3 4 9.5000000000000018 4.5000000000000009 1.5000000000000002 5 6 7 2.5000000000000004 8 9 10 5.5000000000000009 11 12 13 14 63.500000000000007 15 16 1.0000000180025095e-35 17 18 19 20 8.5000000000000018 21 22 4.5000000000000009 7.5000000000000009 23 28.500000000000004 155.50000000000003 24 5.5000000000000009
decision_type=1 9 1 2 1 1 2 2 2 1 9 9 2 1 1 9 2 1 1 9 1 2 1 1 2 1 9 9 1 2 9 9 2 2 9 2 2 9 2
left_child=1 2 3 5 7 11 10 28 9 -7 -2 20 25 16 29 -16 24 -8 34 36 -1 33 -10 31 -4 26 38 -27 -3 30 -12 -9 -25 -5 -19 -21 -20 -26 -6
right_child=6 4 13 21 12 8 17 23 22 -11 14 -13 -14 -15 15 -17 -18 18 19 35 -22 -23 -24 32 37 27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.070611350877321802 0.054214866903703897 -0.022864176524942638 0 0.14180606478845853 0.032318011245875404 -0.031563148152481318 0 0.024151041844716278 0.034564776996274693 0.02518035946608509 0.0011383660917063903 0 0.039015059195935446 0 0.024946891880703283 -0.020780359106859631 0.001947189410674366 0.011523981155833866 0.17684268263914601 -0.0054466528940630178 0 0 -0.0018113341130080497 -0.020051361438187452 0 0.0015513777264288924 -0.0049307318353990449 -0.020029002220354357 -0.069364829687730251 0 0.032313089538557847 -0.00072489458228647578 0.001926263100600929 0 -0.0088737635743703133 0.015124089291139392 0 -0.063698627420355244 0
leaf_weight=139.28007152224018 380.33441972179571 102.57776093251596 8.1686716858093842 35.329480980144581 21.384193039280948 235.818246221359 17.344033309287624 16.379999309123377 113.3680041951593 57.048615920604789 62.745424841588829 47.442252171298605 34.008541942443117 20.761498410109198 35.211717372265412 57.158062273912947 4.3307708260108475 4.8237051512114704 44.363208669296 14.383681966224687 2.9521764560049624 0.76952013805566721 7.6809609478805205 46.287696362356655 6.1335509049531538 33.839538034939324 14.689624034421284 43.76222526669153 625.63254672945186 8.4247174329939281 276.38447452918626 9.3558628591999895 3.3567978782084529 0.21325302090553933 11.549195838451853 5.603410868003265 0.13137712876777996 147.25396265881136 0.98755899949173809
leaf_count=127582 245572 193495 13835 64305 53026 274598 6256 26228 168182 108038 52312 93434 67723 36638 56537 137919 5492 2502 21734 7014 9765 2572 11713 41247 19294 78082 32564 129261 600845 3993 231701 11064 2834 654 7206 3068 95 158053 3727
internal_value=0 -0.0213659 0.00969099 0.0299539 -0.0477138 0.0167307 0.0499705 -0.0598267 -0.0022271 -0.018268 0.039331 0.0518617 0.0124607 -0.0524743 0.0215724 0 -0.0581534 0.106502 0.111649 0.128579 0.064521 0.138222 0.0303692 0 -0.0613832 0 0.0128754 -0.0107407 -0.0655905 0.0277995 0.0288254 0.0156058 -0.0130004 0.141019 0 0 0.155482 -0.0640246 0.025041
internal_weight=0 1778.81 826.551 639.903 952.262 603.59 918.457 803.591 413.916 292.867 820.259 189.675 148.672 186.648 439.924 92.3698 165.887 98.1986 80.8546 64.4817 142.232 36.3123 121.049 75.3804 161.556 114.663 37.0614 77.6018 728.21 347.555 339.13 25.7359 49.6445 35.5427 16.3729 19.9871 44.4946 153.388 22.3718
internal_count=3110160 2334251 1094155 860843 1240096 793312 775909 875713 562531 382636 728034 230781 364383 233312 482462 194456 196674 47875 41619 31911 137347 67531 179895 81373 191182 296660 89317 207343 794340 288006 284013 37292 44081 64959 9708 10082 21829 177347 56753
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 20743363 2 1 513 1 2360970 1090 1 2 49 8 641 3153238 2 2 69 782 2348 784 1 73744 8456760 2097824 1572864
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=22
split_feature=0 6 1 2 4 2 3 5 4 2 1 1 3 4 1 3 7 3 1 3 1 9 3 1 7 2 7 2 1 3 2 5 7 7 3 3 3 3 7
split_gain=257.524 133.818 145.89 60.0436 59.2691 35.0117 21.7167 21.6581 21.5502 12.0389 8.12994 7.71388 7.43417 7.08555 7.026 5.61888 5.27297 4.79435 4.06857 4.02906 3.9977 3.55573 3.08757 2.5413 4.19908 2.521 2.4963 2.00052 1.89808 1.70732 1.6468 1.45478 1.14824 0.742339 0.721804 0.5368 0.513355 0.501636 0.559295
threshold=0 1 2 3 4 5 3.5000000000000004 6 7 8 9 10 2.5000000000000004 11 12 4.5000000000000009 1.5000000000000002 6.5000000000000009 13 10.500000000000002 14 15 1.0000000180025095e-35 16 1.0000000180025095e-35 17 1.5000000000000002 18 19 65.500000000000014 20 21 4.5000000000000009 9.5000000000000018 1.5000000000000002 4.5000000000000009 1.5000000000000002 4.5000000000000009 8.5000000000000018
decision_type=1 1 9 1 1 1 2 1 1 1 9 9 2 1 9 2 2 2 9 2 9 1 2 9 2 1 2 1 9 2 1 1 2 2 2 2 2 2 2
left_child=1 2 3 6 9 17 31 -8 16 11 -3 -4 21 19 28 -13 20 18 -2 -12 -5 -11 -16 30 -25 -18 -14 -26 -7 33 35 32 -1 -19 -30 -6 -10 38 -15
right_child=5 10 4 8 23 14 7 -9 36 12 13 15 26 37 22 -17 25 29 -20 -21 -22 -23 -24 24 27 -27 -28 -29 34 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.045835193520974239 0.050814155887405288 0.0035880862704027773 0.0034459937994339978 0 -0.017407437057863656 -0.0042261000856532284 0.14723735933083051 0 0.0077815223718093783 -0.063367889381013023 -0.075992337866332027 -0.039256652587626464 -0.025883996379908587 -0.016723981773001387 0.019212720480270822 0.0054045310901265214 0.02197784483788787 0.15065660014597518 0 0 -0.034173078019741419 0 0.044872599254109538 0.046465066768267033 -0.0039316741373692883 -0.0064540647219114211 0 0.018714687873715972 0.00062978143444209075 0 0.011662743914951812 0 0 0 0.020170812362668083 0 0.051209895703600385 0 0
leaf_weight=215.96885339294386 47.443479410634609 13.092780497812782 100.14279181754682 38.807137485418934 23.264387755742067 27.853628463446512 32.263744226540439 7.6583526579051968 37.709871249739081 316.58711999799561 357.17414345083671 96.738721590780187 87.361771880096057 38.436068575887475 179.5029553573986 13.638493702266713 10.826705722953191 24.214164486154921 15.853287777310468 5.3392195509368312 99.73240886827989 17.615263958374271 495.27163816269604 44.40367866968154 52.613081477757078 27.340439898034674 28.605489660942112 18.114096682431409 64.350853964395355 0.90014817597693664 13.728318178065818 7.8855429530522079 2.6550025422475292 0.14075810473877837 101.34273143010796 3.5493909503857131 24.878771993302507 2.108956466370727 1.2725261399464205
leaf_count=214431 24662 15965 218522 72810 76599 78379 35447 12915 68476 332086 421268 86357 87100 97511 169735 19988 19570 6447 13375 13752 127458 18317 322741 82669 101126 44616 25526 33997 85368 303 36299 12220 2024 66 74833 7471 35387 7342 4792
internal_value=0 -0.019621 -0.00330672 0.0369851 -0.0291404 0.0441154 0.0666409 0.127307 0 -0.0423919 -0.0669356 -0.0145959 -0.0516619 -0.0685054 0.0337076 -0.0295224 -0.0187433 0.098162 0.0445421 -0.0747906 -0.027037 -0.0610217 0.0390269 0.0216776 0.0269491 0.00561036 -0.0191746 0.00420406 0.0103703 0.147738 0 0.0437385 0.0450804 0.150007 0.0146271 -0.0117088 0.0392837 -0.0108994 -0.013941
internal_weight=0 1739.51 1322.09 505.727 816.363 956.874 266.431 39.9221 239.295 660.69 417.424 210.52 450.17 404.331 868.322 110.377 176.707 88.5518 63.2968 362.513 138.54 334.202 674.775 155.673 115.131 38.1671 115.967 70.7272 193.547 25.2551 40.5421 226.509 218.624 24.3549 165.694 26.8138 62.5886 41.8176 39.7086
internal_count=3107950 2332041 1771411 645354 1126057 775909 277037 48362 368317 787896 560630 324867 463029 544665 731056 106345 264454 44853 38037 435020 200268 350403 492476 338161 217792 64186 112626 135123 238580 6816 120369 228675 216455 6513 160201 84070 103863 109645 102303
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 2 3671232 7 1 13 2 1 577 32784 21248010 1 9003045 2633067 1049728 1 4465184 40 449 73732 240 2
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=26
split_feature=0 6 1 4 2 2 4 3 5 2 1 1 1 5 3 4 1 1 3 7 3 3 1 8 9 1 2 7 1 2 7 1 7 7 3 8 9 7 3
split_gain=210.202 122.44 124.594 53.1708 45.884 31.6152 18.7901 17.9843 19.1409 11.4043 10.5587 7.82095 7.17266 7.42575 6.92527 6.87341 6.83981 6.10817 5.89247 4.68335 4.10388 3.79148 3.5584 3.53051 3.11364 2.98311 2.6318 2.38564 2.34254 2.31065 2.22335 2.10085 2.01 1.53329 1.51478 1.72873 1.15376 1.13061 0.879503
threshold=0 1 2 3 4 5 6 2.5000000000000004 7 8 9 10 11 12 2.5000000000000004 13 14 15 1.0000000180025095e-35 1.5000000000000002 4.5000000000000009 10.500000000000002 16 17 18 19 20 1.5000000000000002 21 22 1.5000000000000002 23 8.5000000000000018 1.0000000180025095e-35 3.5000000000000004 24 25 2.5000000000000004 113.50000000000001
decision_type=1 1 9 1 1 1 1 2 1 1 9 9 9 1 2 1 9 9 2 2 2 2 9 1 1 9 1 2 9 1 2 9 2 2 2 1 1 2 2
left_child=1 2 4 9 7 17 19 10 -9 16 33 -3 13 23 24 21 -4 -2 31 22 -18 -13 -6 -7 -11 -20 27 36 -28 -21 -16 -14 -25 -1 -27 -36 -5 -30 -19
right_child=5 11 3 26 6 12 -8 8 -10 14 -12 15 18 -15 30 -17 20 38 25 29 -22 -23 -24 32 -26 34 28 -29 37 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.055887182128983429 0 0.0035318928753031373 0.0071947081363425772 0.049188564438400646 0 0 0.036915964791671543 0.12148791556129455 -0.0014951907366947501 -0.061205725155601944 0 -0.074287564817677718 0.015695857001439172 0 -0.024449902316723199 -0.010037791520407634 -0.032543702893178914 0.11331117430145206 0 0.02100930226873203 0.0021021497353823164 0 -0.03213567338671755 0.058815226591145832 0 0.017041002624563525 0.014831565850957474 0 -0.014602176023323664 -0.0060812233274903232 0 -0.0036333198134287192 0 0.009938052601213972 0.00088001134877777737 0.0409420111336498 0 0.0036265302041954238 0
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leaf_count=116835 13914 16245 160193 65078 72833 5369 103863 48614 14354 332260 72708 405143 45188 30676 87110 113062 134622 30844 61321 19843 41899 14073 126219 87465 18422 225341 103774 34114 109348 50174 26853 164363 2956 35172 21123 87254 6285 19562 95
internal_value=0 -0.0179317 -0.00257153 -0.027178 0.0338317 0.0392394 0 0.0587391 0.105665 -0.0402207 0.0365249 -0.0648757 0.0296853 0.0468316 -0.0494653 -0.0665264 -0.0132871 0.0887879 0.0209522 -0.0171388 -0.0247356 -0.0730327 -0.0251985 0.0534616 -0.0588512 0.0263859 0.0203766 0.0334089 0.00305638 0.00539466 -0.0179961 0.0019118 0.0551828 0.0466519 0.0281141 0.0374054 0.0460302 -0.00689726 0.102925
internal_weight=0 1703.04 1311.84 793.291 518.548 991.315 236.894 281.655 58.441 635.614 223.214 391.204 896.408 232.018 428.874 378.082 206.74 94.9079 664.39 172.706 136.681 336.952 134.399 212.681 315.003 504.182 157.678 52.1767 105.501 38.3066 113.871 160.207 199.372 163.727 468.271 214.902 35.7264 52.3457 74.1968
internal_count=3124567 2348658 1800135 1139520 660615 775909 372932 287683 62968 801359 224715 548523 731056 126466 464645 532278 336714 44853 604590 269069 176521 419216 199052 95790 350682 395039 338161 105477 232684 70017 113963 209551 90421 152007 333718 108377 71363 128910 30939
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 2 3671232 1 7 13 1 2 577 1216 32784 1544 2 1 268296 14508576 1049728 8 1 8986629 590 8716558 40 9967633 2 1
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=28
split_feature=0 6 1 4 2 3 3 4 2 1 1 1 3 8 2 1 4 1 3 5 5 7 6 1 3 1 8 9 1 8 2 7 1 3 7 7 1 2 3
split_gain=171.87 110.485 105.17 47.7747 36.7366 29.703 16.0906 16.0392 10.5085 9.96851 7.45545 6.82833 6.57147 6.38705 9.50934 9.87541 6.32786 5.48381 5.04885 4.85122 4.5974 4.28449 3.85915 8.45191 3.6302 3.34402 3.19072 2.60575 2.40763 4.10669 2.23447 2.01805 1.9891 2.24542 1.30438 1.23048 1.37478 1.07298 0.997008
threshold=0 1 2 3 4 9.5000000000000018 7.5000000000000009 5 6 7 8 9 2.5000000000000004 10 11 12 13 14 4.5000000000000009 15 16 1.5000000000000002 17 18 10.500000000000002 19 20 21 22 23 24 1.5000000000000002 25 8.5000000000000018 1.0000000180025095e-35 1.5000000000000002 26 27 1.5000000000000002
decision_type=1 1 9 1 1 2 2 1 1 9 9 9 2 1 1 9 1 9 2 1 1 2 1 9 2 9 1 1 9 1 1 2 9 2 2 2 9 1 2
left_child=1 2 4 8 6 9 17 21 11 -2 -3 -4 27 -7 -15 -16 24 -1 -13 -19 -8 25 26 -24 -12 -6 32 -10 29 34 -23 -14 -11 -34 -5 36 -28 -30 -9
right_child=5 10 3 28 7 13 20 38 12 22 16 18 31 14 15 -17 -18 19 -20 -21 -22 30 23 -25 -26 -27 35 -29 37 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.00022764005442698238 0.039510297583816155 0.0033879331324601519 0.0042324604566329593 0.013890893248982301 0 0 0.12304149490506899 0.005105930782996565 -0.059032851865630447 0 -0.072419073800057479 -0.036461514693777917 -0.022971693073111005 0 0 0.11954016835281844 -0.0096952695115348278 0.045165418904875229 0.0053743812193549727 -0.0003088184072781778 0 0.020550534476482779 0.022361118211242776 -0.020882998666120839 0 -0.030838217178777962 -0.015066026425333015 0 -0.0076854422013373285 0.045601107752935993 -0.0060326384181027216 0 0.029011846285562644 -0.00032959973100492654 -0.0058493593028078788 0.010652061716074506 0.0032536027355707219 0.0092784060213557014 0.045151003387385799
leaf_weight=30.151652309359633 366.46363564394414 13.195530558121391 99.085311667382484 26.180555273691425 38.771469118626555 19.11375800112728 18.400316762243165 39.431612451589899 279.93240755220904 50.757809364033164 307.05922133344575 91.166137183798128 82.926563576955232 25.466686667437898 17.131851905520307 56.001825576589908 40.860475107532693 232.18378776620375 13.650954953714971 11.124453301017637 3.721916345049979 11.428273896890458 40.881665268709185 61.070356503740186 5.4105911555379853 92.998116139409831 31.761590097652515 17.932636573765194 33.645911321873427 28.669517599075334 27.038574299876927 28.677087729200139 268.87660638202215 6.1027229853789313 36.89260335599829 49.458178647211753 30.648784863151377 34.107995039463276 27.167151211207965
leaf_count=60594 194241 16377 222764 45924 76567 6256 14140 68476 332541 39781 349969 87216 90455 13477 8006 20136 124169 193471 30321 18891 8217 20316 60927 142747 14232 126536 24329 18655 90501 51977 54178 27749 205268 2696 69810 37012 21033 79949 35387
internal_value=0 -0.0164281 -0.00209696 -0.0253479 0.0305799 0.0349384 0.0521361 0 -0.0381532 0.0265254 -0.0626882 -0.012278 -0.0472825 0.0791218 0.0844555 0.101284 -0.0644184 0.0369504 -0.0268152 0.040694 0.114787 -0.0161165 0.0146126 -1.55181e-05 -0.0711032 -0.0239821 0.0187571 -0.0566992 0.01922 0.0267227 0.00514788 -0.0166828 0.0231746 0.0265384 0.000864621 0 -0.00596577 0 0.0334959
internal_weight=0 1671.81 1305.29 772.868 532.417 1023.74 295.582 236.835 613.371 906.021 366.526 203.902 409.469 117.714 98.6004 73.1337 353.33 273.46 104.817 243.308 22.1222 170.236 539.558 101.952 312.47 131.77 437.606 297.865 159.497 91.7427 38.4668 111.604 325.737 274.979 63.0732 111.869 62.4104 67.7539 66.5988
internal_count=3105291 2329382 1824635 1147862 676773 775909 295313 381460 809701 728034 504747 340301 469400 47875 41619 28142 488370 272956 117537 212362 22357 277597 533793 203674 364201 203103 330119 351196 338161 167711 74494 118204 247745 207964 115734 82374 45362 170450 103863
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=1 2 3671232 1 7 1 577 6554635 32784 17045514 8 897 13189801 1 3145728 2 2 2 560 1049728 5 1 8476938 1 40 73744 8548 688
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=25
split_feature=1 0 3 4 2 6 3 1 1 5 2 5 3 1 7 8 2 3 7 3 1 3 2 1 7 1 2 7 6 1 3 7 2 1 2 2 3 5 7
split_gain=143.556 102.971 82.7871 68.2028 80.9678 36.1464 26.6158 18.2099 15.987 15.4018 12.4564 9.68494 9.54017 7.54986 7.12905 6.78191 6.73419 4.62382 6.03713 4.15454 3.41769 3.41536 3.25726 3.15411 4.80128 3.13502 3.05014 2.92089 2.88157 2.55577 2.29091 1.89831 1.74683 1.5748 1.37624 1.26314 1.11653 1.09048 1.02725
threshold=0 1 6.5000000000000009 2 3 4 1.5000000000000002 5 6 7 8 9 1.5000000000000002 10 1.0000000180025095e-35 11 12 9.5000000000000018 4.5000000000000009 2.5000000000000004 13 1.5000000000000002 14 15 1.0000000180025095e-35 16 17 3.5000000000000004 18 19 120.50000000000001 8.5000000000000018 20 21 22 23 1.0000000180025095e-35 24 9.5000000000000018
decision_type=9 1 2 1 1 1 2 9 9 1 1 1 2 9 2 1 1 2 2 2 9 2 1 9 2 9 1 2 1 9 2 2 1 9 1 1 2 1 2
left_child=2 3 7 4 8 15 31 9 14 16 27 13 26 -8 -2 -4 -1 18 23 29 -20 38 -14 -3 -25 -13 -9 -5 -18 37 -17 -6 -21 -19 -31 -11 -26 -12 -10
right_child=1 17 5 10 6 -7 11 12 21 35 19 25 22 -15 -16 30 28 33 20 32 -22 -23 -24 24 36 -27 -28 -29 -30 34 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0085481727931917117 0.038363676131367375 0 -0.0027670562885320636 0.072252461223678385 -0.062748143453087338 -0.0074685773739383635 0.0086414516323822157 0 -0.030891260471769755 0.002395634607939547 0.01423920541033589 0 0.034858490017539247 -0.025224750632901555 0 0.1588834454126733 0.066548875391660989 -0.00025480184460809156 0 0.031012458448594682 0.039700134338112154 0.0043280222412419821 0 0.033158063159072514 -0.002891203255309129 -0.045606769885654562 -0.025243192633586688 0 0 0.0012294059333784711 0 0 0 0.042284511990565141 -0.017653770649382877 -0.018607676769146275 0.0092005876821859272 -0.0024153727295457127 0
leaf_weight=75.87136675628426 133.93127947273024 252.23034427748644 7.2725860868667951 27.46352319545986 571.14757328375708 11.054717593331587 128.41714568538737 67.506281570225838 62.592344562232029 8.8269375830859627 60.133417366188951 18.178798501918209 38.537206394277746 64.298742038641649 54.856291413481813 69.141590829123743 150.45869776546897 4.1033106173854321 19.73761600945727 27.155266711299191 93.052980149353971 15.047141174669376 30.383041449560551 86.290849331300706 57.468059158345568 88.669000778878399 58.936206359954667 3.7910275207104851 6.9324126190476809 19.262793477580999 0.4033736100391242 5.0623847135793758 26.014329340454424 82.817665624199435 71.689101039955858 17.736822395629137 166.62034464057069 12.010114550386787 0.3344088102603554
leaf_count=40431 159120 257460 2596 48685 725445 18432 212901 67035 74518 15066 118466 18541 43082 74423 71991 43899 79755 2318 27425 45540 91978 30843 33411 58003 66812 80708 86055 9867 5662 46330 691 6397 47346 33506 177233 27724 121231 35550 356
internal_value=0 -0.00853483 0.0472672 -0.0246851 -0.034958 0.124492 -0.0490176 0.0259395 0.011734 0.0411848 0.020306 -0.020821 0 -0.0039312 0.0266549 0.143055 0.0505414 0.0202476 0.0153964 0.00492737 0.0350609 -0.0186378 0.0252082 0.00937248 0.0154464 -0.0415521 -0.0144228 0.0571558 0.0608699 -0.00215913 0.143426 -0.0622345 0.0238023 0.0417551 -0.0122096 -0.0116219 0.00494369 0.00786455 -0.0289878
internal_weight=0 2152.38 543.061 1390.05 1142.54 87.8723 875.774 455.189 266.761 259.826 247.52 299.564 195.363 192.716 188.788 76.8176 233.262 762.321 675.4 216.265 112.791 77.9739 68.9202 562.61 310.379 106.848 126.442 31.2546 157.391 163.095 69.545 576.21 53.1696 86.921 90.9519 26.5638 224.088 72.1435 62.9268
internal_count=3106832 2642993 463839 1984260 1455243 65618 1118415 398221 336828 168638 529017 386573 229583 287324 231111 47186 125848 658733 622909 470465 119403 105717 76493 503506 246046 99249 153090 58552 85417 377579 44590 731842 92886 35824 223563 42790 188043 154016 74874
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2622464 1 1 1 2 1024 262376 2 527 2 1117154 8 586 4223232 62 74293 1054745 394 2 1048982 112 12664833 256 73 2
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=26
split_feature=5 3 1 0 2 4 0 1 1 1 7 3 2 2 7 3 6 7 1 7 2 2 1 4 1 3 1 3 2 7 2 1 3 1 1 3 1 7 2
split_gain=120.745 132.112 69.9136 51.3171 50.4536 36.7573 34.9806 14.8006 12.5101 11.49 9.53354 9.48155 8.7471 8.51953 7.52008 5.24725 4.55324 4.51238 4.48915 4.13049 6.47465 3.71092 3.3029 3.17621 2.91975 2.87194 3.80045 2.55782 6.11342 2.47636 2.47379 2.39195 2.28523 1.88205 1.64268 1.40289 1.33978 1.17225 1.17041
threshold=0 7.5000000000000009 1 2 3 4 5 6 7 8 1.0000000180025095e-35 1.0000000180025095e-35 9 10 2.5000000000000004 4.5000000000000009 11 1.0000000180025095e-35 12 1.5000000000000002 13 14 15 16 17 12.500000000000002 18 4.5000000000000009 19 1.0000000180025095e-35 20 21 113.50000000000001 22 23 1.0000000180025095e-35 24 2.5000000000000004 25
decision_type=1 2 9 1 1 1 1 9 9 9 2 2 1 1 2 2 1 2 9 2 1 1 9 1 9 2 9 2 1 2 1 9 2 9 9 2 9 2 1
left_child=1 2 7 5 32 13 8 19 38 -8 35 12 29 18 21 -15 -11 36 -4 -1 -21 24 37 -12 -5 26 -19 28 -13 -9 -29 -16 -3 -23 -27 -10 -6 -7 -2
right_child=6 4 3 14 17 22 9 11 10 16 23 27 -14 15 31 -17 -18 25 -20 20 -22 33 -24 -25 -26 34 -28 30 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.060767519127614383 0.017535256724832794 0.15090582838408639 0.0095505898686733415 -0.0033398451080452933 0.055023516417218511 0.032431314738976702 0.031042783045947084 0.028131430370820644 -0.012402251861979893 0.0050364061908790784 -0.066017507314050913 0 -0.011483442188724251 -0.051829757433101212 0.03378570221313585 0 -0.031983940872332459 0.030602022935803688 -0.021487534981221638 0.033688295867016424 -0.0042142658303537276 0.0051174901809036659 -0.00012530969682158865 -0.014058566378059086 0.031236629621777607 0.0083304884985198127 -0.006275303893109322 0.016014846901601782 0.036159352485493304 0 -0.011199946528192943 0.0015447109890747031 0 -0.010235357413551395 -0.012947185988303923 0.013191328274255114 0 0 -0.002227433582726718
leaf_weight=132.08579731767531 10.195994114968924 69.111550997622544 48.525633507073508 13.769873257668221 31.537588561157463 44.73441506967356 52.298925669776509 79.949131450310233 12.235949261405041 26.148232171370182 299.47199712064321 64.46292557061679 184.68923429967981 378.87552900164155 113.84545508224983 25.130750233249273 44.948385469935602 46.412137354811421 50.420442063099472 71.285737935031648 48.577988184668357 74.043422407470644 76.111152690922609 47.939088255050592 27.002578398270998 20.866706536558922 13.314737402382887 22.882288171676919 199.96982577507879 21.322477876252378 28.639945183123928 67.244917096366407 0.43314598128199477 160.23144504849915 34.540774093125947 13.28672064845159 14.122176974487955 12.128381542759596 13.181692495272729
leaf_count=71213 15872 49271 125056 8849 24254 74024 72908 65719 20496 35216 374306 67901 242928 491805 91354 36514 120775 34704 65499 33990 22454 49351 192224 116600 13757 13513 12907 18468 203527 22343 28848 55086 368 113669 32696 19758 15485 28348 23294
internal_value=0 0.0136229 0.00443848 -0.0120102 0.0806093 -0.0300442 -0.038724 0.0253577 -0.0523976 0.0048949 -0.0559398 0.0142403 0 -0.0420357 0.0125704 -0.0479848 -0.0163314 0.0287491 -0.00573921 0.0452999 0.0205236 0.000483621 0.0128595 -0.06133 0.019974 0.010692 0.0223993 0.0256182 0.0292918 0.0202345 0 0.0268295 0.136137 -0.00425057 -0.00185047 0 0.0518223 0.0248838 0.00728554
internal_weight=0 2176.27 1945.93 1092.06 230.339 635.926 519.707 853.865 396.311 123.396 372.934 601.916 285.961 502.952 456.138 404.006 71.0966 160.794 98.9461 251.95 119.864 275.047 132.974 347.411 40.7725 115.134 59.7269 315.955 264.433 101.272 51.5222 181.09 69.5447 234.275 55.4075 25.5227 45.6598 56.8628 23.3777
internal_count=3105350 2306125 2122927 1345536 183198 1013470 799225 777391 570326 228899 531160 649734 330990 718874 332066 528319 155991 133559 190555 127657 56444 185626 294596 490906 22606 93820 47611 318744 271428 88062 47316 146440 49639 163020 46209 40254 39739 102372 39166
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=2 8914119 1 15 1 1 1024 1605648 6556211 513 1 2 266280 425 30 2115840 1 1376304 269946 288 306 3150392 5509896 3156368 3149602 131
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=26
split_feature=3 2 1 0 1 2 4 5 8 1 1 0 6 3 1 4 6 1 1 8 1 3 8 2 2 6 7 1 2 7 3 7 7 7 8 7 7 7 3
split_gain=107.832 71.5423 70.1407 38.4875 38.14 22.9866 17.8616 17.5557 13.6303 12.6291 11.8234 11.2958 10.1759 10.1488 9.52677 9.03054 8.51071 11.2792 5.90032 4.50536 3.65151 3.44857 2.66804 3.38631 2.59591 2.46685 2.31306 2.31058 2.28134 2.19164 2.05488 1.88854 1.85004 1.80843 1.78342 1.74218 2.46139 1.63868 1.36699
threshold=1.5000000000000002 0 1 2 3 4 5 6 7 8 9 10 11 8.5000000000000018 12 13 14 15 16 17 18 5.5000000000000009 19 20 21 22 1.0000000180025095e-35 23 24 4.5000000000000009 2.5000000000000004 1.0000000180025095e-35 8.5000000000000018 6.5000000000000009 25 1.0000000180025095e-35 4.5000000000000009 2.5000000000000004 75.500000000000014
decision_type=2 1 9 1 9 1 1 1 1 9 9 1 1 2 9 1 1 9 9 1 9 2 1 1 1 1 2 9 1 2 2 2 2 2 1 2 2 2 2
left_child=1 4 5 6 16 25 9 13 12 -3 21 15 30 14 19 -6 17 -1 35 -4 37 31 23 -15 -16 -2 -12 -18 -21 -25 -7 -9 -11 -28 -10 -5 -37 -8 -32
right_child=2 3 7 18 11 8 20 10 34 32 26 -13 -14 22 24 -17 27 -19 -20 28 -22 -23 -24 29 -26 -27 33 -29 -30 -31 38 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.041061833556178678 0.021914795913169891 -0.0027849735939890368 -0.0014029945592297826 0.0013864749079166988 -0.049485519944635473 0.02325778268275587 0.022279532817915254 0.014120539882783435 0.01911351210574978 -0.062987296352073854 0 0.001702538517936406 0 0 0.0029766158779670681 0 0.0083985002315185454 0.0053066959562259961 0.020547737738029394 0.0031362435910867598 -0.017049723138221819 0.028090900670425595 0.00022953933863684834 0.064142979211253934 -0.01836524267137413 -0.0038888272249364892 -0.040838951885778539 -0.018111379085208431 0.027967240890323798 0 0.12422136314215876 -0.012578232926142985 0 0 -0.0040714004292464736 -0.021896449241907968 0.0035463634427742399 -0.0015178102699487574 0
leaf_weight=251.0600893341616 103.43597397208214 67.940730673042708 80.584881620263332 45.852689994877437 108.54121984509402 26.732319597023888 29.68323359893111 5.048351030520279 36.261541571831913 407.57649202979519 4.7526003346865755 98.697657338983845 9.4296637742372678 22.838877394911833 53.167818197223824 40.11656703009794 11.6578970800183 191.58273849896796 60.32199369360751 104.31504815554945 46.776134654108319 28.534105990111129 39.711881739349337 66.152856325803441 93.401978484369465 15.766312554493195 96.708327434702369 34.481071539848926 211.39313742661761 5.903577964345458 104.00139270952786 47.758347772542038 3.676352613438211 3.3926928974397006 14.143708516494369 92.681716453298577 18.2640782976232 10.610799150410456 0.9555090624926369
leaf_count=238634 77388 82404 73670 28838 156275 20466 52939 6396 25122 570016 5581 125489 12258 18465 56642 101905 16085 262591 78480 86921 112319 29530 36998 79471 93136 22371 121455 42484 191160 4990 65744 68494 4817 4892 7190 77739 20661 25501 540
internal_value=0 -0.0141817 0.0256785 -0.0344797 0.00787904 0.0636073 -0.0480349 0.00920503 0.0844944 -0.0552443 -0.0153958 -0.0214023 0.101178 0.0168866 0.00897521 -0.0373294 0.0237627 0.0285213 0 0.0167644 -0.00180605 0.00956904 0.0395194 0.0458643 -0.0100372 0.0153656 -0.033065 -0.00807873 0.0218814 0.0551109 0.11299 -0.00221191 -0.0610067 -0.0385399 0.0103665 -0.00919704 -0.0157162 0.0120566 0.123371
internal_weight=0 1519.52 1174.39 783.384 736.137 310.726 566.264 863.664 191.524 479.194 186.194 247.355 141.119 677.47 542.863 148.658 488.782 442.643 217.12 396.293 87.0702 81.3408 134.607 94.8953 146.57 119.202 104.854 46.139 315.708 72.0564 131.689 52.8067 411.253 100.101 50.4053 156.798 110.946 40.294 104.957
internal_count=3106057 1997177 1108880 1053714 943463 231079 847996 877801 131320 657237 236348 383669 99008 641453 501529 258180 559794 501225 205718 351751 190759 104420 139924 102926 149778 99759 131928 58569 278081 84461 86750 74890 574833 126347 32312 127238 98400 78440 66284
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=897 2626688 1 1313883 960 1 2 5 21562497 13961272 1 2 12651363 1 2 1049672 10561264 2 2626962 5 384 321 2 262163 641 2
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=30
split_feature=5 3 1 0 0 4 8 1 1 1 1 2 3 2 7 7 2 1 6 6 2 1 2 3 4 1 3 4 7 2 6 2 7 1 3 2 1 2 1
split_gain=93.8598 93.8434 48.8917 37.8169 30.4321 28.213 18.7594 12.1919 12.1195 11.1255 9.92772 9.47083 7.6113 6.4922 5.39251 5.28179 5.11882 4.91477 4.54962 4.14985 3.91327 4.275 3.7032 3.63798 3.48558 3.47531 2.80942 2.53636 2.48587 2.34633 2.23975 1.81365 1.76161 1.59019 1.57453 2.20613 1.56959 1.40805 1.25692
threshold=0 9.5000000000000018 1 2 3 4 5 6 7 8 9 10 1.0000000180025095e-35 11 2.5000000000000004 1.0000000180025095e-35 12 13 14 15 16 17 18 7.5000000000000009 19 20 137.50000000000003 21 8.5000000000000018 22 23 24 1.0000000180025095e-35 25 1.5000000000000002 26 27 28 29
decision_type=1 2 9 1 1 1 1 9 9 9 9 1 2 1 2 2 1 9 1 1 1 9 1 2 1 9 2 1 2 1 1 1 2 9 2 1 9 1 9
left_child=1 2 9 5 7 11 8 -2 -3 16 -6 17 13 32 20 -9 18 -4 -1 -12 21 -5 38 -13 -15 -24 28 -17 -10 30 -14 36 -11 37 -18 -36 -8 -16 -7
right_child=4 6 3 14 10 22 31 15 26 12 19 23 29 24 33 27 34 -19 -20 -21 -22 -23 25 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.05723924653778685 0 0 0.0072074616616115382 -0.0062536001897648096 0.028897324842600481 0.0042897662567971074 0.025276697864339677 0 0.11345022205819358 0.022504999921825777 0.0048959984717740976 -0.049725342757856117 0.035032029311385542 -0.018365846708061913 0 -0.064829659654352181 0 -0.020799769505179411 0 -0.030344628563344113 -0.0039413474789633104 0.03358911371265199 0.033071513060508158 0 0.008375092705803916 -0.0029773937882342874 0 -0.013401085610669307 0 0.0079803213742467224 0 -0.0066317774580038685 0 0.0015375297303443134 0.029027552569269761 0 -0.0020024473214418454 0.033115589638017834 -0.012946256229241336
leaf_weight=148.39151062108431 52.073740734020248 25.414152407145593 59.78603022077732 15.433721230772788 53.83279982174281 38.605772737850202 13.434693289062123 23.176436402558465 107.47787212955882 84.984751645941287 26.223009746609023 290.17386730671569 145.30549038884783 145.05933446382551 22.245567952515557 245.72253836964956 72.224375982244965 121.59456476427295 7.8982854096830115 43.187209581592469 245.84516748643364 31.044471717206761 50.155818109415122 6.9821946610318255 29.961407875583973 17.708277435449418 0.80519629703485307 45.039592323766556 0.70232074383238696 193.16085191033198 6.254022539847937 30.556058632399072 21.323177619866328 71.180531750724185 40.433864960752544 23.495288291436736 5.907285633642462 102.60172386484919 31.20551200164482
leaf_count=71580 82248 29528 136241 9278 72908 72923 7412 36306 77679 65438 35216 406246 141748 179327 17540 336571 44759 169763 7655 120558 166831 14306 104014 14246 53141 34125 552 100961 510 197991 7624 22318 21775 56297 12934 6194 7287 77133 87125
internal_value=0 0.0120231 0.00511928 -0.00878758 -0.0351294 -0.0249703 0.0750817 -0.0487538 0.0894441 0.0217718 0.00499824 -0.036106 0.0120359 0 0.0111472 -0.0548083 0.0377557 -0.0105787 0.0510482 -0.0150404 0.000971215 0.0201168 0.0114813 -0.0466232 -0.0112219 0.0232679 0.103673 -0.059797 0.112364 0.0215529 0.0308814 0.00212256 0.016083 0.0228516 0.0126673 0.0220605 0.0161559 0.0284758 -0.00259212
internal_weight=0 2207.35 2023.06 1104.56 489.255 616.212 184.298 366.012 134.4 918.492 123.243 478.537 626.049 281.329 488.351 313.939 292.443 181.381 156.29 69.4102 292.323 46.4782 137.675 297.156 175.021 67.8641 108.985 290.762 108.18 344.72 151.56 49.898 106.308 196.028 136.154 63.9292 19.342 124.847 69.8113
internal_count=3106288 2321520 2176234 1366068 784768 1024683 145286 556086 108269 810166 228682 726496 667044 319681 341385 473838 143122 306004 79235 155774 190415 23584 298187 420492 232468 138139 78741 437532 78189 347363 149372 37017 87213 150970 63887 19128 14699 94673 160048
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=2 8914118 1 1 1 5 22642713 12935213 1028 6556211 321 513 449 1314824 2 2 30 1376304 209 1 2378024 1 31 2 164 3150393 56 3149152 547 2102032
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=27
split_feature=5 3 1 0 0 4 2 1 1 2 6 7 2 7 3 1 3 7 3 2 1 1 2 1 3 4 2 6 4 6 3 1 3 7 3 1 1 1 1
split_gain=80.5052 73.425 40.6333 32.8492 27.5327 24.9601 20.1884 10.7955 8.85254 8.76696 8.71959 8.3895 6.54884 6.49839 6.04698 5.07482 4.93505 4.46964 3.91356 3.43013 3.93015 3.38948 3.19843 3.13505 3.03934 3.01698 2.76448 2.76384 2.489 2.38135 2.626 1.96379 2.95217 1.64782 1.63038 1.57656 1.39262 1.28041 1.23359
threshold=0 9.5000000000000018 1 2 3 4 5 6 7 8 9 1.0000000180025095e-35 10 1.0000000180025095e-35 10.500000000000002 11 3.5000000000000004 2.5000000000000004 12.500000000000002 12 13 14 15 16 1.5000000000000002 17 18 19 20 21 8.5000000000000018 22 13.500000000000002 1.0000000180025095e-35 113.50000000000001 23 24 25 26
decision_type=1 2 9 1 1 1 1 9 9 1 1 2 1 2 2 9 2 2 2 1 9 9 1 9 2 1 1 1 1 1 2 9 2 2 2 9 9 9 9
left_child=1 2 8 5 7 9 14 -2 26 15 31 -9 27 37 -3 -4 -11 19 35 20 -5 -12 -7 -24 25 -14 -1 -10 -13 30 -28 32 -6 -26 -16 -15 -20 -8 -21
right_child=4 6 3 17 10 22 13 11 12 16 21 28 24 18 34 -17 -18 -19 36 38 -22 -23 23 -25 33 -27 29 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0071807642470639284 0 0.007233035116181636 -0.00609055691551302 0.045775493874681085 -0.0023787330251256733 0 0 0.022643490274249653 -0.051780940557416825 0.0095104410690480291 -0.060721193385852829 -0.016629328449191745 0.027419658905249274 0.12343172153689447 -0.02072131325364018 -0.00077469557920203577 0.020945744585408724 0.0030168116685908249 -0.0094776380751585287 0.031627380483389027 -0.022477631776226248 0.030613766375781504 -0.0029077572775961015 0.020393745076895481 0.0077490154744631673 0.040203154537115475 -0.0046350807750385426 -0.012228415818770232 0 0 0 0 0 0 -0.0013875385263734468 -0.015534456178371143 0.048681847527742877 0.0020525570842594553
leaf_weight=34.651458232940058 23.439575916090689 7.8623726755031376 61.626864633173682 15.33791240249411 33.087838821258629 69.571391273566405 4.6141385285591241 24.897383493400412 287.59453234609828 233.33403539156279 11.127525821444577 255.07088947785087 124.62665214367007 26.627414805290755 53.069408665629453 134.04706479884771 34.490480515640229 199.57946998783154 23.98756502843753 133.17545001383405 32.098444211122114 57.993830772684305 51.850790048134513 17.666946416618885 43.049860212209751 34.947515114647103 285.98338334250002 11.940910921963221 46.31532261724351 20.307797503424808 6.0785073150182134 13.591720378928583 7.8740033512585788 84.954225325833249 0.41011271213937917 5.6166011962050097 40.327752877099556 34.569730004572193 111.7059555661981
leaf_count=16728 38680 6451 137877 9278 40171 160321 4482 40067 276721 346465 16445 369290 132946 21741 36032 188317 50866 150970 18761 90352 14306 144075 104652 34132 46160 61960 158566 15259 98527 23380 1735 20626 5273 81602 279 5399 34270 26398 76479
internal_value=0 0.0111005 0.00482963 -0.00797845 -0.0330856 -0.023354 0.0651606 -0.0465544 0.0198061 -0.0341583 0.00470179 -0.0503253 0.0102233 0.0231951 0.102826 -0.0109109 -0.0454338 0.0103891 0.00323008 0.000972137 0.0187936 -0.0142898 0.0105481 0.0214049 0 -0.00932647 0.0325115 0.0197242 -0.055956 0.0356397 0.0387847 0.0288453 0.0333395 0.00938059 0.122332 0.023514 -0.00800304 0.0486759 -0.00361522
internal_weight=0 2225.7 2028.62 1094.48 473.398 602.588 197.085 349.723 934.135 463.498 123.675 326.284 587.114 135.743 61.3419 195.674 267.825 491.897 96.5593 292.318 47.4364 69.1214 139.089 69.5177 287.578 159.574 347.021 299.535 301.386 312.37 292.062 54.5536 40.9618 128.004 53.4795 32.244 64.3153 39.1839 244.881
internal_count=3106039 2332885 2179072 1364015 773154 1022630 153813 546564 815057 723525 226590 507884 614648 111051 42762 326194 397331 341385 80171 190415 23584 160520 299105 138784 322668 194906 200409 291980 467817 183681 160301 66070 45444 127762 36311 27140 53031 30880 166831
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 8914118 1 1 1 14 1605648 1156 833 2 539 1314824 30 1376304 2361873 209 2378024 1 514 2 1 2 6557618 8058 7416209 880660 2172960
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=24
split_feature=3 2 1 0 1 2 1 5 1 0 4 8 1 2 4 8 6 3 1 6 1 1 7 2 3 7 1 7 8 7 7 7 7 3 7 7 3 3 5
split_gain=73.73 52.6021 40.5774 27.9776 26.6012 15.9032 13.4561 8.91425 9.80725 8.5908 7.69247 7.60078 7.37164 7.22744 6.91958 6.6231 8.06866 10.1222 5.64323 4.87093 5.01743 4.31789 4.17188 2.92245 2.75287 1.93487 1.9166 1.76239 1.69033 1.64279 1.63098 2.29486 1.46794 1.4036 1.38595 1.26576 1.23995 1.14828 0.981189
threshold=1.5000000000000002 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 6.5000000000000009 16 17 18 19 4.5000000000000009 20 5.5000000000000009 5.5000000000000009 21 1.0000000180025095e-35 22 6.5000000000000009 1.0000000180025095e-35 4.5000000000000009 4.5000000000000009 95.500000000000014 1.0000000180025095e-35 9.5000000000000018 75.500000000000014 69.500000000000014 23
decision_type=2 1 9 1 9 1 9 1 9 1 1 1 9 1 1 1 1 2 9 1 9 9 2 1 2 2 9 2 1 2 2 2 2 2 2 2 2 2 1
left_child=1 4 5 6 19 -2 28 11 24 14 -8 12 -4 32 35 -7 17 25 30 20 -1 23 33 -13 34 -17 -21 -10 -3 37 -5 -32 -14 -23 -9 -6 -19 -29 -20
right_child=2 3 7 18 9 15 10 8 27 -11 -12 21 13 -15 -16 16 -18 36 38 26 -22 22 -24 -25 -26 -27 -28 29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.030785001060138092 0.0018211572516807738 0.0074855899024473416 -0.007733082019603277 0 -0.046061553150902698 -0.00012721192533794197 -0.059311060996819875 0.013715970034887247 0 0.00087558781432092139 -0.0089113184494197771 0.024557320421714449 -0.00039440772787993866 0.035252563941300108 0 0.037056165626133369 0 0.09816722198590884 0.024623063734469961 -0.0172040972333346 0.0054236023406511536 -0.020849928559634565 0.014254170187873064 -1.6866320592573336e-05 0.027495246543762886 0 0.0065370408707160488 -0.036899918060649517 -0.012175644105446118 0 -0.02226846631380508 0.0022096915027813068 0.017966949002458845 0.0012439973408915294 -0.0098029874595896779 0 0 0 0
leaf_weight=273.85396590126038 83.491534317290643 12.092310359468684 50.978115271325805 46.975401749514276 96.043557530167163 16.997095952887321 316.4619636599964 5.1727536313483133 4.9808642847492584 99.749544494407019 62.187779858330032 45.808230397844454 123.41080737851735 242.83991443505511 40.933961296570487 125.7984100906906 18.500896961195394 96.75713172389078 50.992997402092442 21.59013901369326 191.32400305483316 130.18989255095221 16.366439107587212 68.905310566406115 28.805688986387395 3.9622271591215386 21.945067009670311 85.636224210582441 121.5943465801829 3.1317166129883836 93.261095517897047 18.893022414078587 20.83282514262828 1.6019437746581378 45.365661336320045 0.78559455137292289 1.7640475529042294 0.50357351959973939 10.933343037788289
leaf_count=238818 63059 17100 57675 28838 149970 8006 514497 6322 5712 124910 140679 43857 112741 242917 99784 83658 24936 42235 43799 33176 262277 119656 14231 63825 29490 2420 25317 113035 170252 4803 76408 20347 17249 747 65920 1028 991 499 34681
internal_value=0 -0.011921 0.0208695 -0.0302462 0.00648156 0.048047 -0.0428666 0.00789171 -0.0101601 -0.0186152 -0.0517629 0.0131144 0.0205415 0.0253431 -0.0332586 0.0595245 0.0641237 0.0710136 0 0.0192486 0.0226517 0 -0.0108404 0.0116692 0.0113998 0.0348998 -0.00482307 -0.0277764 -0.00735562 -0.0329559 -0.0102678 -0.0164385 0.0030004 -0.0185463 0 -0.0448188 0.0969951 -0.0354518 0.0186464
internal_weight=0 1479.62 1221.8 733.392 746.226 347.271 512.336 874.53 173.596 237.513 378.65 700.933 438.062 387.084 137.763 263.78 246.783 228.282 221.056 508.713 465.178 262.872 148.158 114.714 79.3441 129.761 43.5352 94.2524 133.687 89.2715 159.13 112.154 144.244 131.792 50.5384 96.8292 98.5212 86.1398 61.9263
internal_count=3105865 1981881 1123984 1046601 935280 225305 842528 898679 225781 375692 655176 672898 430582 372907 250782 162246 154240 129304 204073 559588 501095 242316 134634 107682 101732 86078 58493 124049 187352 118337 125593 96755 129990 120403 72242 150998 43226 113534 78480
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=897 2626688 1 1313883 896 21562515 2 13961272 1 1 1 21356552 672 1 8 2 10561264 2 1049672 4524098 60 3136 4 2
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=25
split_feature=6 1 0 3 0 4 2 1 8 1 1 2 3 8 2 3 1 8 1 5 3 3 7 5 2 7 2 3 3 1 7 2 7 8 1 3 1 7 7
split_gain=61.8266 45.7153 35.9748 28.3707 18.7448 22.3998 25.2325 13.3542 10.1647 7.58197 7.44484 5.39386 4.97814 3.97218 3.45357 3.40833 3.38379 3.32386 5.26234 2.99504 2.86454 2.69948 2.4752 2.29909 2.20468 2.03365 2.00207 1.97966 1.79809 3.04163 1.73558 1.62016 3.15609 1.3871 1.37557 1.3497 1.33674 1.79129 1.23215
threshold=0 1 2 6.5000000000000009 3 4 5 6 7 8 9 10 2.5000000000000004 11 12 4.5000000000000009 13 14 15 16 1.5000000000000002 2.5000000000000004 2.5000000000000004 17 18 9.5000000000000018 19 1.5000000000000002 1.0000000180025095e-35 20 1.0000000180025095e-35 21 3.5000000000000004 22 23 2.5000000000000004 24 1.5000000000000002 4.5000000000000009
decision_type=1 9 1 2 1 1 1 9 1 9 9 1 2 1 1 2 9 1 9 1 2 2 2 1 1 2 1 2 2 9 2 1 2 1 9 2 9 2 2
left_child=1 3 10 14 5 6 9 -4 24 30 -2 22 25 16 19 -11 31 20 -19 33 -13 38 -7 -9 -5 -12 -10 -16 -8 -30 -3 35 -33 -1 -23 -6 -15 -38 -18
right_child=2 4 7 8 13 11 28 23 26 15 12 17 -14 36 27 -17 21 18 -20 -21 -22 34 -24 -25 -26 -27 -28 -29 29 -31 -32 32 -34 -35 -36 -37 37 -39 -40
leaf_value=0 0.0019719676359876257 0.016892571875362802 0.044631177034244907 0 0.015527964262983472 0.055843725908787716 -0.044673936498112833 0.0011145428041883967 0.015979533243285972 -0.026357606259585317 -0.062919073459799801 -0.015577832410836641 -0.0044501204458770975 0.0072490132979098777 -0.0022254039054111856 0.0063961356175850081 -0.0058278666518552583 -0.0089610337721308837 0.033184690128350521 -0.001930334639066938 0.0091985348494464589 -0.0015802553582208393 0 -0.019723079255634816 0.082549887973286801 0 -0.011693309248716635 0.013839980014435472 0 -0.024900106937691634 0 0.045541589768348531 0 0.027598044443189182 0.018349184816396635 -0.0013782177069364386 -0.016957630954567312 0.0027720968862636197 0.011035960736171519
leaf_weight=7.8190080949716503 20.797874320720439 181.08331179666857 24.282212127640378 10.201127208521937 48.714147549617337 25.170573956158481 166.9872298444825 60.916506040171953 3.9450006102706539 74.547260545739846 212.65453657109174 71.827143927090219 33.835109812687733 69.897148712625494 123.20163401023456 13.231791989470365 136.53534434348694 16.011928834806895 39.570271611839416 14.859912641019035 45.064124912198167 11.789548222383019 5.0283999014645806 63.378834984527202 101.95609746743867 4.888633450260385 24.355416249367412 93.590274085654528 51.937181303277612 186.31924886843626 73.649274498631712 83.211054427229101 16.230044227937469 291.62942738198035 132.06653724791249 41.887422042724211 58.956232672848273 38.03984240849968 24.905449651152594
leaf_count=4837 33794 208546 26729 6241 40155 35443 283047 68894 1039 84360 381369 160245 59892 43529 119178 34393 117261 39751 68257 22100 70009 5452 9202 147963 47958 7956 10587 80732 73879 304233 113323 46585 9434 180701 56979 20734 37181 24949 18377
internal_value=0 0.00939356 -0.0310416 0.0304869 0 -0.00886792 -0.0169912 0.00631996 0.0677121 0.0026536 -0.0510322 0.0181397 -0.0543644 0.0126257 0.0175568 -0.0170536 0.0167429 0.00443737 0.0192357 0.0239384 -0.00379732 0.0069819 0.0424193 -0.00876706 0.0761867 -0.0616318 0 0.00416505 -0.0326338 -0.0202411 0.0118553 0.027179 0.0367835 0.0269182 0.015964 0.00630309 0 -0.00744455 -0.000337501
internal_weight=0 2284.22 420.754 671.558 1612.66 950.428 747.755 148.578 140.458 342.512 272.176 202.672 251.378 662.233 531.1 87.7791 495.34 172.473 55.5822 314.308 116.891 305.297 30.199 124.295 112.157 217.543 28.3004 216.792 405.244 238.256 254.733 190.043 99.4411 299.448 143.856 90.6016 166.893 96.9961 161.441
internal_count=3105294 2378697 726597 473373 1905324 1484688 1101781 243586 65825 440622 483011 382907 449217 420636 407548 118753 314977 338262 108008 207638 230254 198069 44645 216857 54199 389325 11626 199910 661159 378112 321869 116908 56019 185538 62431 60889 105659 62130 135638
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 7869568 1 1 1 577 2359827 3 264266 98322 527 5 403 18764 1 24628 2 2 769 259 8456224 704 8 335872 8651282
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=27
split_feature=5 3 1 0 0 4 2 1 1 2 7 3 3 8 2 1 2 3 7 2 1 6 7 1 1 1 8 1 2 1 7 1 2 7 3 2 2 7 7
split_gain=54.2421 46.919 25.3491 22.0257 21.3996 18.6323 16.2179 11.1064 7.91498 7.01162 6.86389 6.22269 5.16094 5.0935 4.49674 4.82152 3.68197 3.57969 3.50453 3.45222 3.37814 3.07698 3.05685 2.67033 2.6222 2.14224 1.85954 1.69724 2.62931 1.53067 1.52473 1.38412 1.32659 1.28174 1.19516 1.33384 1.08094 1.03942 0.930839
threshold=0 9.5000000000000018 1 2 3 4 5 6 7 8 1.0000000180025095e-35 10.500000000000002 1.0000000180025095e-35 9 10 11 12 4.5000000000000009 3.5000000000000004 13 14 15 1.0000000180025095e-35 16 17 18 19 20 21 22 3.5000000000000004 23 24 2.5000000000000004 2.5000000000000004 25 26 1.5000000000000002 3.5000000000000004
decision_type=1 2 9 1 1 1 1 9 9 1 2 2 2 1 1 9 1 2 2 1 9 1 2 9 9 9 1 9 1 9 2 9 1 2 2 1 1 2 2
left_child=1 2 10 7 5 9 11 34 -5 20 14 -3 25 19 31 -16 -14 -11 27 -8 -4 -10 -9 -7 -21 36 -18 32 -29 -20 -26 -1 -6 -25 35 -2 -12 -15 -27
right_child=3 6 4 8 18 23 13 22 21 17 12 -13 16 37 15 -17 26 -19 29 24 -22 -23 -24 33 30 38 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0094306129127084623 0.0028182763060873544 0 0.0053670114093972423 0.025744124661333523 -0.012359783902539865 0.019910887498712879 0 0 0.0028748686076921532 -0.045265445081923143 0.011056770507359509 0.11072406750812598 -0.0032894048463053441 -0.012411445423092256 -0.00062983181921403989 0.032305754342799274 0.023213209607251699 0 0 -7.101055786280871e-06 -0.017158162415569451 -0.027085750657247692 -0.05348348421803855 -0.0099291855702237624 0.049382123717125359 -0.020345631108785109 0.00037288172773874062 0.023189117146785142 0 0.024377249764431425 0 -0.010372311450206638 0.00080322178562159817 0.0093010822534824768 0.013882435895407681 -0.016426638648957052 -0.0032637323343361669 0.0057812427643230907 0
leaf_weight=23.892687311468762 25.159070288558723 5.1345302706904468 63.425371912948322 56.181287269311724 59.134650405525463 62.541048437647987 25.326582554233028 21.673722720246587 27.324656606244389 216.60747368034936 50.826746247861593 39.10400023481634 69.393844662976335 31.508025468938285 38.417779980896739 328.32017347122746 199.74105470790528 24.100726918986766 35.539740002772305 10.975659631891174 126.5628717225336 39.920509112474974 234.3537579997319 62.116570535348728 81.426807108087814 60.333579355661641 86.283906693366589 40.261667562124785 85.240319170930889 98.96543510427 11.74638383486308 35.8362028200645 184.90119299342041 16.653687363665085 14.779172251284761 19.823960540947155 50.862095862350543 14.375123052450361 27.816134234883066
leaf_count=17042 36169 3535 139325 72908 37606 102485 22989 35369 35216 360463 33185 20432 56823 24477 39776 287049 144602 37057 27172 12733 184542 112563 402929 147841 58495 74651 64606 18910 49045 75029 6337 46723 133623 44484 25862 32729 38042 7952 34575
internal_value=0 0.0090526 0.00384544 -0.0282104 -0.00646384 -0.0194607 0.0501097 -0.0413079 0.00486914 -0.0294695 0.0153243 0.0906217 0.00667269 0.0212362 0.0248987 0.0283954 0.0136278 -0.0401615 0.00786743 0.0299764 -0.00870839 -0.0133251 -0.0486658 0.00911189 0.0369079 -0.00506686 0.0181343 0.00143881 0.00978536 0.0202224 0.0422052 0 -0.00262163 -0.00152153 0 -0.00665578 0.00287744 -0.00240862 -0.0142146
internal_weight=0 2267.37 2047.77 439.216 1076.05 572.008 219.597 315.79 123.426 430.696 971.724 44.2385 545.257 175.359 426.467 366.738 355.419 240.708 504.043 129.475 189.988 67.2452 256.027 141.311 104.149 189.839 286.025 369.538 125.502 134.505 93.1732 59.7289 244.036 78.7703 59.7622 44.983 101.689 45.8831 88.1497
internal_count=3105351 2351606 2194656 753745 1357582 1016197 156950 533058 220687 721387 837074 23967 446484 132983 390590 326825 266031 397520 341385 100554 323867 147779 438298 294810 77565 180453 209208 239184 67955 102201 64832 63765 171229 192325 94760 68898 71227 32429 109226
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 8914118 1 1 1 6 22642841 6556211 833 5 48 524416 68 384 1314824 2 2115840 13435405 525444 9 76336 62 6381824 8389760 56 389 449
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=25
split_feature=3 2 2 1 0 1 4 1 1 3 0 4 7 1 1 9 6 7 1 5 5 1 3 1 2 8 7 6 2 3 7 7 7 3 7 7 7 8 2
split_gain=49.5879 38.3364 23.1568 21.6768 20.4926 18.8153 11.0995 8.2289 7.65987 7.26235 6.75325 6.05945 4.87033 5.29521 4.76247 3.97166 3.40398 3.40042 6.83222 4.96362 3.37713 2.99247 2.87885 2.79866 2.69311 2.54484 2.14857 1.70499 1.67406 1.65124 1.59318 3.23586 1.57993 1.47122 1.36289 2.02185 1.34661 1.20152 1.11053
threshold=1.5000000000000002 0 1 2 3 4 5 6 7 10.500000000000002 8 9 2.5000000000000004 10 11 12 13 1.0000000180025095e-35 14 15 16 17 14.500000000000002 18 19 20 8.5000000000000018 21 22 43.500000000000007 1.0000000180025095e-35 2.5000000000000004 4.5000000000000009 69.500000000000014 1.0000000180025095e-35 4.5000000000000009 2.5000000000000004 23 24
decision_type=2 1 1 9 1 9 1 9 9 2 1 1 2 9 9 1 1 2 9 1 1 9 2 9 1 1 2 1 1 2 2 2 2 2 2 2 2 1 1
left_child=1 5 3 -2 6 23 7 -3 16 -5 11 -7 17 24 34 26 25 18 38 -19 -11 36 -20 27 29 -4 -9 -1 -15 -14 37 -32 -26 -21 -6 -36 -8 -25 -10
right_child=2 4 8 9 14 10 21 15 12 20 -12 -13 13 28 -16 -17 -18 19 22 33 -22 -23 -24 30 32 -27 -28 -29 -30 -31 31 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.035624973793751846 -0.0094908190254148483 -0.0017683078154125849 -0.0014326959825155207 0.032054191508037226 0 -0.042086725712584053 0.020090177149321386 -0.055494288045529395 -0.00010853595765636923 0.097169160397826915 0.00028426668856220571 0 0.038737275113622155 0.0076452691978421902 0.016280136314922197 0 -0.0013819625297921267 0 -0.01844230119899886 -0.029551561153843265 0 -0.015458106398376158 0.011257439476288149 0.017002324628937481 -0.0031643752984212626 0.027113890944484239 0 0 -0.013934898615660246 0 -0.0080267367036121907 0.013613916905017396 0.015379144077010191 0 -0.021237690468769662 0.0014335811006982442 -0.00081826246143731386 0 0.024336611030466943
leaf_weight=93.639175075120875 47.2466519669033 66.819544383666653 17.755482461638167 141.49061816233734 47.724930995027535 83.94295782464178 30.769736128699151 293.50131804261036 4.0430497782072052 44.81042788195191 100.51150543623953 40.770702160923975 73.692036179229035 8.2952943986601895 63.995558305934537 19.460019088517583 28.785116889834171 200.80346944721532 82.663832114267279 79.240295779440203 3.9219113968138108 45.14280523135676 9.5227599914942385 203.36704520107014 63.869353062211303 264.25516820196208 2.8278127359080818 2.9639443908527019 56.339920374797657 2.6930915291595729 111.25672815322469 97.557887142022082 40.148442779100151 1.6245582381088741 91.654811590764439 19.266159599181265 10.324407440333742 19.913453142056824 92.554389451761381
leaf_count=43658 77815 82880 9583 103164 28838 145699 51608 537172 4860 14178 124890 93512 64382 9047 78480 32346 36629 191059 83315 106485 10174 100583 8545 226050 53388 188457 4467 4015 60358 1448 150175 115399 34866 1523 75741 20333 20591 21815 93210
internal_value=0 -0.00988506 0.0168996 0.0430529 -0.0262504 0.00543794 -0.0378847 -0.0447648 0.00902023 0.0567881 -0.0163535 -0.0302136 0.0024257 0.0132897 -1.27367e-05 -0.0505396 0.0213388 -0.0030424 0.00588841 -0.00998133 0.0924261 -0.0011035 -0.0100831 0.0157459 0.0209998 0.0252132 -0.0546543 0.0308047 -0.00643432 0.0330509 0.00941896 0.00126764 0.00334532 -0.0269777 -0.0100494 -0.0157041 0.0109487 0.0151765 0.0213851
internal_weight=0 1445.41 1263.76 237.47 691.487 753.923 468.846 382.609 1026.29 190.223 225.225 124.714 715.49 245.038 222.641 315.789 310.796 470.452 188.784 281.668 48.7323 86.2369 92.1866 528.698 180.403 282.011 296.329 96.6031 64.6352 76.3851 432.095 208.815 104.018 80.8649 158.646 110.921 41.0941 223.28 96.5974
internal_count=3110738 1958252 1152486 205331 1033039 925213 829647 656865 947155 127516 364101 239211 712486 223489 203392 573985 234669 488997 189930 299067 24352 172782 91860 561112 154084 198040 541639 47673 69405 65830 513439 265574 88254 108008 124912 96074 72199 247865 98070
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=897 7 5267738 1 1346651 1 21562497 15729800 1 1 791346 10561264 1 2 67910 2 2 2626962 1049600 120 8 2 32 3 512
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=30
split_feature=3 2 1 1 2 7 0 1 1 4 8 0 2 4 2 8 7 2 0 3 7 1 2 2 1 8 0 8 7 1 3 1 8 6 1 1 7 7 1
split_gain=43.4376 29.3413 22.6249 11.9691 11.306 11.0047 11.8281 11.1853 10.9247 10.8852 9.32179 7.93836 6.31086 6.30324 5.04662 4.30983 3.69097 3.61174 3.06829 2.6766 2.50687 2.38936 2.06634 1.92642 2.31842 1.87601 1.83876 1.4285 1.3482 1.26462 1.19403 1.03897 1.02415 0.919188 0.880068 0.837447 2.88956 2.48517 1.30512
threshold=1.0000000180025095e-35 0 1 2 3 1.0000000180025095e-35 4 5 6 7 8 9 10 11 12 13 6.5000000000000009 14 15 2.5000000000000004 7.5000000000000009 16 17 18 19 20 21 22 1.0000000180025095e-35 23 18.500000000000004 24 25 26 27 28 2.5000000000000004 1.0000000180025095e-35 29
decision_type=2 1 9 9 1 2 1 9 9 1 1 1 1 1 1 1 2 1 1 2 2 9 1 1 9 1 1 1 2 9 2 9 1 1 9 9 2 2 9
left_child=1 8 4 28 32 7 9 14 26 12 -6 13 15 -5 -4 -7 23 29 35 -19 -14 -20 -9 31 -25 -24 -1 -12 34 -11 -18 -8 33 -2 -3 36 -10 -37 -39
right_child=2 3 5 11 10 6 16 22 18 17 27 -13 20 -15 -16 -17 30 19 21 -21 -22 -23 25 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 37 -38 38 -40
leaf_value=-0.035279344774178635 0.012079145432312895 0.012273761974028283 0.014318213203936135 -0.057058490152059917 0.050473577999688171 0.0075142594295825385 -0.012383615961592142 -0.0015983703697970816 -0.017320453951157364 0.0055681224863703797 0.0098224185711313656 -0.0055607231244451634 -0.038786359249587093 -0.0048786770613477044 -0.016905816316136048 -0.020820390969984441 0.035043339178357606 0 0.02795115653741205 0.039820212318595116 0 0 0 0.016183331785478244 0 0.032942882735366205 0 -0.0097683853828186458 -0.0096468550376078484 -0.013386116229698944 0 0.00052017866040071756 -0.0048879308021851382 -0.0011566228514706433 -0.0027295021410538834 0.01252683217062495 0.013710070255358336 0.0062198173463177287 -0.011053678816303952
leaf_weight=47.239625490670733 131.05049354943912 36.547554311524436 41.314461772708455 207.49597736067881 227.40511314728792 94.82175165209992 47.75354036220233 7.7552912488172296 46.187076825866825 11.146601200336589 52.596539229445625 74.744893242008402 156.19493596060056 46.721813597163418 89.843086147688155 44.596602790283214 31.424857220277772 24.102302666535252 81.008679424150614 22.19781308065285 3.3002547037394825 38.294544143514941 15.058473698183661 142.19278015141026 178.79338398869731 234.26995960763452 27.222835388267413 16.439487235751585 89.385597406744637 33.869399374627392 1.5285266100545403 89.119028969595092 22.98662352397514 15.513271331139547 12.41540706703381 168.83031108413707 13.08986339894909 17.422152078113868 71.232580749587214
leaf_count=82053 81983 36219 52929 403897 119803 150700 37400 8370 76572 23582 29537 93826 277005 96999 104595 72447 27542 45874 62093 35342 5197 32456 13565 85445 138747 268779 44446 7851 91972 62538 692 55731 13600 23551 15395 177172 25041 26069 98249
internal_value=0 -0.0140655 0.0119165 -0.031072 0.0299213 0.00427409 -0.00167172 0.0177386 0.00233846 -0.0143661 0.0411813 -0.040947 -0.0234108 -0.0500513 -0.0042699 -0.00249834 0.00809134 0.0112357 0.00932066 0.0239525 -0.0348474 0.0217526 0.0284426 0.00392493 0.00812872 0.0305057 -0.0248977 0.000533762 -0.00199181 -0.00475244 0.0317577 -0.00406813 0.00469976 0.00853708 0.00628723 0.00256519 -0.00431953 0.00544007 -0.00482386
internal_weight=0 977.839 1735.27 467.311 465.992 1269.28 881.042 388.241 510.528 390.23 296.441 328.963 298.914 254.218 131.158 139.418 490.812 91.3161 436.065 46.3001 159.495 119.303 257.084 457.859 320.986 249.328 74.4625 69.036 138.349 45.016 32.9534 136.873 169.55 146.564 48.963 316.762 59.2769 257.485 88.6547
internal_count=3105264 1362459 1742805 738308 276325 1466480 1018242 448238 624151 672685 157191 594722 505349 500896 157524 223147 345557 167336 497652 81216 282202 94549 290714 317323 224192 282344 126499 37388 143586 86120 28234 93131 119134 105534 51614 403103 101613 301490 124318
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=897 6820864 17372291 960 1 16900656 12661637 1 5 1 835 1 582 1 385 1 527416 512 585 263106 8 1 2 100 287556 3 2 1154 2096 3964928
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=27
split_feature=6 1 1 3 0 4 2 0 2 2 2 3 2 1 7 8 1 8 1 7 8 3 3 2 7 7 1 1 5 7 1 7 2 2 2 3 8 7 2
split_gain=38.2061 30.8615 23.6923 14.2307 10.633 16.7023 15.4438 9.52261 8.75408 4.74247 4.73628 4.46456 3.9916 3.63921 3.44746 2.91451 3.35519 2.91056 4.50479 2.82566 2.54488 2.41598 2.28952 2.23416 8.23516 2.22971 1.82469 1.53992 1.49471 1.3733 1.18323 1.61678 0.883699 0.874615 0.842832 0.721917 0.715183 0.647283 0.84816
threshold=0 1 2 4.5000000000000009 3 4 5 6 7 8 9 2.5000000000000004 10 11 7.5000000000000009 12 13 14 15 7.5000000000000009 16 2.5000000000000004 1.5000000000000002 17 1.5000000000000002 2.5000000000000004 18 19 20 1.5000000000000002 21 1.5000000000000002 22 23 24 25.500000000000004 25 1.0000000180025095e-35 26
decision_type=1 9 9 2 1 1 1 1 1 1 1 2 1 9 2 1 9 1 9 2 1 2 2 1 2 2 9 9 1 2 9 2 1 1 1 2 1 2 1
left_child=2 12 3 9 5 6 13 11 20 28 25 14 -2 -4 -3 16 37 21 -19 -14 -5 -12 -15 29 -25 -7 -9 32 36 -18 34 33 -8 -32 -17 -10 -1 -6 -39
right_child=1 7 4 8 15 10 27 26 35 -11 17 -13 19 22 -16 30 23 18 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0 0.031368682996661866 -0.061855157183380749 0.0081218124051452394 0 0.009636858528979983 0.050667961873642725 0.0072060967683482474 0.0074300241151753271 0.007432559060464668 -0.00030576595079197618 -0.013291999816809327 -0.0015559816787389115 -0.014523627384842303 -0.02048729274253399 0 0.013560322025179334 -0.0024390973747105086 -0.0083478396976566002 0.030137338155563565 0.018672999584545831 0.056679792098475151 0.010164736150781249 0.0016175277903110585 0.042362941771451591 0 0 -0.013957833081742966 -0.029482956874349309 0 0.012643094567941188 0 0.0017517220229045394 -0.0099268434894745818 -0.019405076519133285 0 -0.0081738034508960205 0.020353583411140796 0.0064675325988041814 -0.0064948014847685323
leaf_weight=7.0532683143828763 46.75851472413342 158.71856957938508 239.89639119394997 7.8328024579532212 30.130832799390191 27.063220631651348 20.628486843459541 11.182789660379056 56.236268585751532 199.25469450041419 86.430792554732761 27.8961825668448 41.333453795392415 70.601317934626422 7.386034323812054 27.754932457173709 74.405674066161737 15.637472419723052 41.431406645380775 7.9136119807881178 141.6115822793945 30.796988165791845 38.878444012982072 103.96904307894874 91.796167527179932 5.1193926204141453 86.592201809544349 332.89224116071273 13.604266445065148 70.200170700671151 9.5109161410946399 38.718994284485234 17.728421071966295 49.206872749258764 43.706824832770508 6.9882421089569098 289.9403551738651 18.187218386505265 124.43395491616684
leaf_count=4400 74212 309527 263116 3560 17902 35443 34038 11910 30836 185794 182745 52204 69640 108306 13263 16713 49944 38451 68257 10574 57619 44440 79053 59732 53385 9202 164994 612206 21041 45166 4718 24949 28511 32463 26816 5819 172526 10299 78549
internal_value=0 -0.0256 0.00715636 0.0216638 4.95272e-05 -0.00665279 -0.013997 -0.0403545 0.0426305 0.0108808 0.0162343 -0.0535801 0.0175981 0.00083115 -0.0592128 0.00947878 0.0129698 0.00354677 0.017407 -0.000314404 0.0528201 -0.00400446 -0.0110358 0.0183664 0.0253382 0.0384999 -0.00850451 -0.0270642 0.0178187 0.00385787 -0.000597375 -0.00774382 0 -0.0167347 0.00573735 0.000374151 0.019903 0 -0.00226877
internal_weight=0 387.781 2331.65 722.521 1609.13 927.105 720.625 291.776 212.669 509.853 206.479 194.001 96.0056 349.376 166.105 682.022 513.123 174.297 57.0689 49.2471 149.444 117.228 109.48 340.371 195.765 32.1826 97.775 371.249 310.598 144.606 168.899 97.4368 38.3569 58.7178 71.4618 63.2245 296.994 172.752 142.621
internal_count=3112323 706324 2405999 481595 1924404 1503768 1125230 551898 97834 383761 378538 374994 154426 450475 322790 420636 314977 333893 106708 80214 61179 227185 187359 208227 113117 44645 176904 674755 197967 95110 105659 62130 62549 37181 43529 36655 176926 106750 88848
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 294963 7869568 1 1 577 1 110 403 527 673 264264 5 8724498 1 24628 8 672 2101760 25233408 2 8651282 150 528 296 8 40
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=26
split_feature=5 3 1 2 1 0 4 7 2 4 2 3 2 2 0 7 1 3 1 2 1 3 1 7 7 7 1 1 3 3 3 3 1 2 8 8 2 1 4
split_gain=33.99 28.7037 19.1789 16.3067 15.2885 10.3615 9.99436 9.87276 9.59708 6.63698 4.84712 4.28112 7.56037 6.45438 4.05504 3.98137 3.69817 3.59545 3.53673 3.1788 2.73752 2.57272 2.22361 2.16672 1.92191 1.84039 1.41752 1.31955 1.14985 1.1471 1.12324 1.0108 0.973519 2.30436 0.971209 0.856422 0.847148 0.829312 0.755003
threshold=0 16.500000000000004 1 2 3 4 5 1.0000000180025095e-35 6 7 8 1.0000000180025095e-35 9 10 11 4.5000000000000009 12 4.5000000000000009 13 14 15 5.5000000000000009 16 7.5000000000000009 7.5000000000000009 1.0000000180025095e-35 17 18 69.500000000000014 1.0000000180025095e-35 19.500000000000004 1.5000000000000002 19 20 21 22 23 24 25
decision_type=1 2 9 1 9 1 1 2 1 1 1 2 1 1 1 2 9 2 9 1 9 2 9 2 2 2 9 9 2 2 2 2 9 1 1 1 1 9 1
left_child=1 4 7 34 9 6 8 29 17 11 -11 13 22 27 21 32 -15 -6 -5 31 -14 26 -13 28 -10 -20 36 -1 38 -2 -23 -8 35 -34 -3 -7 -4 -17 -9
right_child=2 3 14 18 5 15 19 23 24 10 -12 12 20 16 -16 37 -18 -19 25 -21 -22 30 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.019154511654496723 -0.0014917719620754109 0 0.01242372096863013 0.022669184285672685 -0.010814070312580762 0.012949493778023256 0 -0.048593192519320531 -0.043458100304647626 0 0.041957340544494598 0.0095616687011433957 -0.0016409814932786652 -0.022004417186590776 0.023146393738652682 0 0.0017397847084290958 0.018252172820689735 0.0048936015507395425 -0.0050827332975002986 0.022470203714238426 0.022192953471435222 -0.006983907200665284 0 0 -0.019349465458076042 -0.018385385789423531 0.0011952630040302135 0 0.019204202542135597 0 0.03094970893294946 0.0036432081558678909 -0.010921131819305541 0.089900949487758994 -0.00085723610501238457 -0.0046893837723398397 0.023240433424420531 -0.0055416067497763878
leaf_weight=78.999881475981965 7.5586335102561888 5.539583230871358 8.9205579485715116 17.81350867972651 182.99705504449958 59.045501637272537 33.654250188934384 213.03408466038672 150.36645008999039 44.26773456785304 75.471720773901325 86.682307003226015 30.106897024379577 111.1831652591718 48.727329177272622 10.751350137375994 76.791835365038423 19.043599311567959 13.742500289270536 70.583745080730296 404.31917953355151 9.2800950955570425 178.44813700103987 4.5838267478829939 2.224568242840177 35.445459067894262 62.911552821016812 146.54104182161245 0.94840342066890926 11.939679965602407 3.8038942395796758 21.152771115332143 185.47162485471927 148.23470977920806 35.620982922351686 18.464763833384495 8.2615377352922241 68.637141166429501 29.273727888037683
leaf_count=64140 14013 2253 11881 12032 306056 34138 78862 421665 299901 62898 98797 96158 37432 124036 63886 7280 55205 42695 7387 157864 268839 16610 116551 9456 3964 26154 121360 120578 1642 16499 9029 32583 128701 92352 15361 11448 13720 53494 49067
internal_value=0 0.00695224 -0.0233116 0.0513929 0.0039754 -0.00511488 -0.015323 -0.0372305 -0.0235786 0.0112727 0.0321535 0.00807772 0.0126852 0 0.0049636 0.00450593 -0.0123852 -0.00457862 0.00241407 0.00613951 0.0201694 -0.0050281 -4.69546e-05 -0.0438805 -0.0397779 -0.00843473 -0.0137211 0.0105534 -0.0451341 0.00907888 0.0137234 0.0191557 0 -0.00250008 0.0806087 0.00793523 0.00142455 0.0214615 -0.0456773
internal_weight=0 2311.6 409.243 108.162 2203.44 970.628 480.022 267.338 354.632 1232.81 119.739 1113.07 699.557 413.516 141.905 490.605 187.975 202.041 67.0015 125.391 434.426 93.1776 265.13 247.84 152.591 49.188 80.0936 225.541 243.256 19.4983 13.084 54.807 411.217 333.706 41.1606 77.5103 17.1821 79.3885 242.308
internal_count=3105987 2357159 748828 63187 2293972 1249338 921925 512342 652616 1044634 161695 882939 518980 363959 236486 327413 179241 348751 45573 269309 306271 172600 212709 481830 303865 33541 146961 184718 472374 30512 25639 111445 266639 221053 17614 45586 25601 60774 470732
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=2 8419270 22 11015367 1 1 961 1 296 708 649 1 2621506 2097328 302 8388741 2097221 622608 1026 5259528 902 8 5 131 4220928 1
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=24
split_feature=3 2 2 3 1 1 1 1 8 4 0 7 7 7 3 7 1 3 1 2 3 1 1 7 7 1 1 7 3 0 0 7 5 8 0 2 2 3 1
split_gain=30.9713 22.4591 14.626 19.5995 11.9269 10.0456 8.68705 6.84241 4.70468 4.3584 7.53575 3.59084 3.43259 3.27799 7.31852 6.8436 8.17296 4.02094 3.54829 3.28772 3.27848 3.08269 2.53457 2.47987 2.37698 4.68407 4.04453 2.89006 1.77204 1.72147 1.49611 1.49139 1.48518 1.44505 1.42025 1.28604 1.19203 1.04928 1.00253
threshold=1.0000000180025095e-35 0 1 11.500000000000002 2 3 4 5 6 7 8 1.0000000180025095e-35 1.5000000000000002 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 9 3.5000000000000004 10 11 12.500000000000002 12 13 3.5000000000000004 2.5000000000000004 14 15 1.0000000180025095e-35 14.500000000000002 16 17 11.500000000000002 18 19 20 21 22 78.000000000000014 23
decision_type=2 1 1 2 9 9 9 9 1 1 1 2 2 2 2 2 9 2 9 1 2 9 9 2 2 9 9 2 2 1 1 2 1 1 1 1 1 2 9
left_child=1 6 3 4 -2 32 34 9 -7 10 23 33 -12 15 22 16 28 18 -17 -18 36 -19 -15 -4 26 -26 27 -8 -9 31 -24 -10 -3 -6 -1 -11 -16 -5 -22
right_child=2 5 7 37 11 8 24 13 29 35 12 -13 -14 14 20 17 19 21 -20 -21 38 -23 30 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.03224844849227454 -0.015758482377019389 0.0011662439379194138 -0.03528893397143467 0.071521531310062711 -0.00018620639292020656 0 0.016192447172420809 -0.012099136885617003 -0.050227001459447286 -0.0017914561940281289 0.017244605557233748 0.0061549052299782261 -0.010836305762327733 0.011898791483867915 0 0.014633900481380486 0 -0.021697794872195184 -0.0069942347576800569 0.031042513454859106 0.010892540301756754 0 -0.016195270145079443 0 -0.0044848798561276564 0.030344224156651542 -0.011387765149031032 -0.0032856617306324578 0.010468518582783868 -0.011370248575482357 0.00078470328754676123 0 -0.017652235595753001 0.036007914925020694 0 0.018713343975600233 0.043374082782524352 0 -0.0086744824270431672
leaf_weight=43.78546575396831 70.359175773683091 127.95296081540437 95.1446113781858 58.202232184878085 4.0718762485485058 37.810355132209224 179.72015154264955 95.007734559843811 196.97252279893291 11.921474216360364 54.301136985988705 122.10097198036601 52.885409159018309 154.54715798894904 23.554702314999304 117.67950663939337 43.877955389252747 117.65070657948672 93.23462971968911 152.59729442989919 7.7609827388223493 102.46972521018324 39.196999379280896 14.634378458300487 32.214071200185572 68.099223085373524 89.724353704670648 71.219738791092823 8.9000938384269812 59.061932494369103 91.880566450505285 0.67188912798883293 19.784826421953767 114.11768455227138 27.323101850532112 26.528944629855687 74.188679358579975 0.54445081054291122 17.923479348304685
leaf_count=79928 124082 122882 203582 32087 3361 67807 175751 111420 412512 16938 30706 82074 55556 147331 15267 106963 37567 97217 120790 127442 4851 86473 70165 29929 40985 74892 138430 87655 7662 68422 67571 1316 45316 85661 29923 35596 48925 829 9419
internal_value=0 -0.0120176 0.0100126 0.0268496 0.013029 -0.0274903 0.00204298 0.00465447 -0.0375549 -0.00870753 -0.0150803 0.0231097 0.00186292 0.00809477 0.0152573 0.00335803 0.0144553 -0.00416219 0.00446463 0.0248696 0.0332985 -0.0131717 0.00408666 -0.0306189 0.00819654 0.0203841 0.00266019 0.00949787 -0.00559566 -0.0423988 -0.00423798 -0.0494954 -0.00210188 0.0353686 -0.0226306 0.0124464 0.0398544 0.0704678 0
internal_weight=0 954.341 1765.28 369.396 310.65 442.254 512.086 1395.89 294.517 255.416 216.966 240.291 107.187 1140.47 409.053 731.418 300.383 431.035 210.914 196.475 123.428 220.12 285.625 109.779 440.978 100.313 340.664 250.94 103.908 256.706 131.078 197.644 147.738 118.19 71.1086 38.4504 97.7434 58.7467 25.6845
internal_count=3105283 1345819 1759464 328094 295178 718255 627564 1431370 550057 372307 319773 171096 86262 1059063 363529 695534 284091 411443 227753 165009 78462 183690 285067 233511 517713 115877 401836 263406 119082 482250 137736 413828 168198 89022 109851 52534 64192 32916 14270
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=897 7 5301018 18420871 12661637 25780293 12 1 1 266800 2360850 640 7178 4199594 262210 787530 1 1 2 8 1 288 128 3407890
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=25
split_feature=6 1 3 2 1 0 4 3 4 8 1 1 2 2 7 5 7 7 2 2 7 0 3 2 3 8 3 3 3 1 1 2 1 1 2 3 7 7 2
split_gain=27.644 25.8708 15.3457 15.8897 10.1365 9.07798 7.49326 7.235 6.65184 6.19271 4.59248 3.57472 8.64727 4.00645 3.75792 3.6046 3.37525 3.24539 3.06396 3.0343 2.1787 1.95027 1.82185 1.76159 1.72344 1.61947 1.28813 1.60828 1.32025 1.24194 1.04893 1.00978 0.956674 0.9447 0.819919 0.762681 0.757121 0.685995 0.642567
threshold=0 1 16.500000000000004 2 3 4 5 4.5000000000000009 6 7 8 9 10 11 1.5000000000000002 12 9.5000000000000018 1.0000000180025095e-35 13 14 2.5000000000000004 15 70.500000000000014 16 1.0000000180025095e-35 17 6.5000000000000009 3.5000000000000004 1.5000000000000002 18 19 20 21 22 23 1.5000000000000002 6.5000000000000009 1.5000000000000002 24
decision_type=1 9 2 1 9 1 1 2 1 1 9 9 1 1 2 1 2 2 1 1 2 1 2 1 2 1 2 2 2 9 9 1 9 9 1 2 2 2 1
left_child=2 10 4 9 8 6 19 16 11 -4 38 12 -1 15 -15 -13 21 33 -10 35 -12 37 36 24 -8 -14 27 28 -7 -29 -21 -28 -19 -5 -22 -6 -11 -3 -2
right_child=1 7 3 17 5 26 23 -9 18 22 20 13 25 14 -16 -17 -18 32 -20 30 34 -23 -24 -25 -26 -27 31 29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.010299241889308211 0.0037094572230240682 0 -0.0044887830896941051 0.021259151622737091 -0.0077216278133278721 0.0077317147841403202 0 0 0 0.080306492874457236 0 0.012480128857684882 -0.0017167107868863406 -0.0120480743363386 0.0042632860302297612 -0.012859428039830426 0 0 0.033376682422257942 0 0 -0.012092198166083503 0 -0.0019261375639860912 0.03056641872595995 0.020784537546300556 0.0029002609426479406 0.023855254765998993 -0.0051949021001798995 0 -0.031475847086771459 -0.012657968668860313 -0.019300313930127842 0 0.042105208178062015 0.0085861182773351811 0 -0.056619194034448019 -0.0078950474027601296
leaf_weight=90.843399048957508 39.034424653516908 8.8522099486981443 8.1223592538299272 10.263145454722688 29.600025784686295 151.76626642263727 8.2800828926556296 28.740318161682808 50.102799599306309 55.023544813098852 9.1140033951960486 347.17988750602308 10.828021202119999 266.34594255631237 212.3081584199972 29.662838132804609 7.059442209560074 10.267580873107361 109.11834050546167 39.721604927191947 5.8439740211542812 54.14283989314572 2.2609605352772624 78.236325842415681 13.648156172421293 357.50158249458764 28.895920972689055 46.303949030232616 89.03576627021539 24.323176607169444 186.1650358400293 29.723180842294823 37.909782458358677 4.9260621591820373 22.618344384340165 25.251835596864112 0.33577758200408325 147.46955669604722 46.820035777011071
leaf_count=48116 59386 19296 3247 6718 54064 136522 20796 41816 75474 27514 15400 395914 4605 295321 185375 52610 10626 9400 148199 70341 7962 109392 1106 171509 22425 151757 10423 21158 59630 14291 336169 10584 36433 4009 31711 44902 118 314303 76694
internal_value=0 -0.0222338 0.00612836 0.0363999 0.00377772 -0.00527804 -0.01582 -0.0388957 0.00858241 0.05911 0.0119176 0.00567403 0.0124747 0.00123133 -0.0043138 0.00873237 -0.0458834 -0.0015372 0.0267578 -0.0237451 0.0301635 -0.048036 0.0693141 0.00444075 0.0178556 0.019285 0.00506391 0.00793297 0.00179831 0.0190958 -0.027804 -0.00431891 -0.0157751 0.017136 0.041936 0 0.0795931 -0.0549237 -0.000733176
internal_weight=0 369.695 2353.95 129.109 2224.84 750.951 380.903 246.264 1473.89 65.7426 123.431 1314.67 459.173 855.497 478.654 376.843 217.524 63.3666 159.221 280.739 37.5763 210.465 57.6203 100.165 21.9282 368.33 370.048 311.429 240.802 70.6271 225.887 58.6191 48.1774 15.1892 28.4623 54.8519 55.3593 156.322 85.8545
internal_count=3105316 686586 2418730 88545 2330185 972814 720206 495433 1357371 31985 191153 1133698 204478 929220 480696 448524 453617 56560 223673 505476 55073 442991 28738 214730 43221 156362 252608 231601 196152 35449 406510 21007 45833 10727 39673 98966 27632 333599 136080
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 361523 30 15211722 1 1 1 8 66592 4719616 532 29 2 288 320 1 47 8 1049376 17104896 172 11010208 3147682 268 824
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=25
split_feature=3 2 2 3 1 8 1 1 1 7 4 0 1 7 7 3 7 1 3 1 3 1 5 7 3 0 1 8 1 5 7 8 8 2 1 0 7 7 0
split_gain=25.2233 18.3151 10.983 15.028 10.5997 8.84527 7.04286 6.44519 5.37219 4.47081 3.57804 6.29286 3.2072 3.07855 2.76792 6.1602 5.61733 6.60773 3.5621 2.92694 2.70739 2.67844 2.40055 2.39132 2.37022 2.23075 1.98578 2.87604 1.961 1.91906 1.79185 1.66061 1.63521 1.59251 1.57056 1.27116 1.24984 1.24807 1.19085
threshold=1.0000000180025095e-35 0 1 18.500000000000004 2 3 4 5 6 1.0000000180025095e-35 7 8 9 1.5000000000000002 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 10 3.5000000000000004 11 12.500000000000002 12 13 3.5000000000000004 14.500000000000002 14 15 16 17 18 7.5000000000000009 19 20 21 22 23 1.0000000180025095e-35 4.5000000000000009 24
decision_type=2 1 1 2 9 1 9 9 9 2 1 1 9 2 2 2 2 9 2 9 2 9 1 2 2 1 9 1 9 1 2 1 1 1 9 1 2 2 1
left_child=1 6 3 4 32 12 38 36 10 34 11 23 29 -13 16 26 17 24 19 -18 33 -20 -5 -4 -10 -8 27 -16 -27 -3 -9 -19 -2 -17 -6 -28 -7 -38 -1
right_child=2 5 8 22 9 7 25 30 14 -11 -12 13 -14 -15 15 20 18 31 21 -21 -22 -23 -24 -25 -26 28 35 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.030084801930434609 0.031715302511538618 0.033471396438972165 -0.033034719694792186 0.076360242419643287 0.0163019994942264 0.0035399303001370135 0.0012061659591439059 -0.042070800984796125 -0.009229128189725027 -0.016485888254872742 0.011019571507545905 0.016062034309291619 -0.0079533640336435611 -0.010502700271221733 -0.0066403622858784671 0.0016591174356071691 0.012754179124645723 -0.00012342632657888676 -0.019951849549636004 -0.0069167095165338756 0 0 0 0 0.016670796816646846 0.024929808221955951 -0.015007651265983499 0.0169692114031804 0 0 0 0.026812147931509846 0 0.043121376618483184 -0.0039464189716566893 0.00054686935995830477 -0.017030253296101468 0.0011666270283714243 0
leaf_weight=41.50302942351118 155.41351982301785 20.186689974831097 90.933636219546315 28.160424472283921 61.195858343617147 40.4507592110931 321.38195621618434 251.18080684041706 124.00032711236418 98.714970717770484 39.328261386981467 55.15268364980875 30.586243357323838 52.576844382463605 31.701552287166123 42.514245166414184 127.386241420234 11.029037119500572 125.43319048715057 84.53809657524107 25.770471477066167 92.890432183325174 3.374763165178595 14.271236880613285 11.947826665782484 65.516363222122891 38.230463031766703 125.63459789445187 59.536457726513618 4.5585038279678001 4.8454841697966904 158.23065092641627 19.191409102742909 59.034457983885659 15.168643466426145 92.167478202667553 65.103873391919478 11.502280471104312 27.304049978236435
leaf_count=79134 114488 31269 200432 8807 65507 45720 429894 475756 139280 97682 51975 30710 44786 55682 31662 30371 116803 7452 103839 111333 14281 79736 8615 30078 9071 36988 68893 117704 57561 11046 9357 130064 15303 37693 21908 67571 73410 13512 30045
internal_value=0 -0.0110555 0.00885704 0.0232318 0.0133852 -0.0253484 0.00145755 -0.0308317 0.00414543 -0.00320814 -0.00772571 -0.0136741 0.00590052 0.00145536 0.00717243 0.0136916 0.00280272 0.0127882 -0.00400078 0.0040239 0.0299778 -0.0125434 0.0715611 -0.0282708 -0.00239835 0.00697638 0.00339087 0.0103101 0.0172182 0.0219924 -0.0395716 0.0239353 0.0282946 0.0357845 0.0106424 -0.00385667 -0.00459601 -0.0119245 -0.0209937
internal_weight=0 943.656 1783.99 381.22 349.684 428.415 515.242 373.083 1402.77 175.079 252.263 212.934 55.3314 107.73 1150.51 415.053 735.456 305.208 430.248 211.924 127.319 218.324 31.5352 105.205 135.948 446.435 287.734 157.336 125.053 24.7452 256.026 169.26 174.605 101.549 76.3645 130.398 117.057 76.6062 68.8071
internal_count=3105418 1338478 1766940 332310 314888 704856 633622 617755 1434630 185097 368877 316902 87101 86392 1065753 368175 697578 285867 411711 228136 82345 183575 17422 230510 148351 524443 285830 149366 94549 42315 485113 137516 129791 68064 87415 136464 132642 86922 109179
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=897 7 2689125 12 12661637 30741635 25780293 1 1 531246 2363952 2360858 7690 2 1 4199594 2 527384 2 8 3 384 291850 1 1
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=25
split_feature=6 1 3 2 4 0 1 0 2 2 1 3 1 1 2 5 2 7 2 2 1 7 7 7 8 1 1 3 8 1 1 7 8 3 7 3 7 3 3
split_gain=21.8614 22.5395 11.7043 12.0494 8.29319 11.1762 12.1956 7.19911 6.39003 4.81415 4.49882 4.15096 3.54648 3.51817 3.25744 3.22104 2.90889 2.87202 7.38236 6.09834 2.68911 2.58526 2.5138 2.163 2.06515 3.53239 2.63607 1.62789 1.62255 1.57226 1.50255 1.48872 1.44167 1.62502 1.41004 1.21703 1.07401 0.909118 0.8543
threshold=0 1 16.500000000000004 2 3 4 5 6 7 8 9 1.5000000000000002 10 11 12 13 14 1.0000000180025095e-35 15 16 17 1.5000000000000002 7.5000000000000009 11.500000000000002 18 19 20 18.500000000000004 21 22 23 1.5000000000000002 24 97.500000000000014 2.5000000000000004 1.5000000000000002 3.5000000000000004 94.500000000000014 23.500000000000004
decision_type=1 9 2 1 1 1 9 1 1 1 9 2 9 9 1 1 1 2 1 1 9 2 2 2 1 9 9 2 1 9 9 2 1 2 2 2 2 2 2
left_child=2 14 4 32 5 6 8 11 31 20 -5 23 34 15 -2 21 35 18 -15 -19 -6 -7 -16 -3 26 -26 -14 -12 -10 -18 -9 -1 -4 38 -11 -8 -13 -29 -34
right_child=1 7 3 10 9 13 16 30 28 12 27 36 24 17 22 -17 29 19 -20 -21 -22 -23 -24 -25 25 -27 -28 37 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.0036544198859135889 0.027608585911696029 -0.056668604777415955 0 0.022894213622625424 0 -0.010554869448275789 -0.011801788327941827 0.0072727032340776203 0 -0.018215338590012158 0.0028239440996113935 -0.014638533501266074 0.016501041927177464 0.039344361892783473 -0.013956937829254085 0.023910390908530858 0 -0.0081288141987768091 0 0.014411272692139879 0.048516388712917899 0.0042569530734082204 0.017190106308135038 0 -0.0050462007390161866 0.034538767433593784 -0.0071230848606890808 -0.022981122906689407 -0.018633440885040591 -0.031425480247276261 -0.011836894644547836 0.019502704904648543 0.0092712739487613629 0 0.0034900551335747126 0.0031271188466539552 0.0034815552012936717 0 0.082966148119619693
leaf_weight=396.50966844873619 49.311780783973518 122.29374917421956 5.5245502171310363 16.080697522163973 9.8908932297490519 184.10496238380438 65.234516217293276 11.257105149823472 35.140592112707964 39.671778712610831 8.8482809432025515 26.227269605838956 35.518647038712515 81.718268046737649 40.862159106312902 22.436066147551173 22.285402418376179 138.74446311770589 96.556249754590681 294.75240700895665 40.085437986213947 203.55996797967236 8.3924070213106443 1.4782753108884197 9.4920308229338826 46.194464718821109 76.220960264210589 50.105567745136796 116.05602281889151 183.07773059083047 83.547468614662648 72.695803743110446 20.964652740789461 0.86213677411433209 5.7495782980549839 58.231591097566707 15.416534049083564 5.4261794241465386 27.185524856176926
leaf_count=398034 86336 281566 2360 10714 13714 109150 116032 11910 66448 102365 7531 54285 70278 30278 70151 24835 46150 54216 36489 136329 42333 115312 10870 2311 17614 67132 111306 41211 225367 363992 132751 66607 8683 479 13891 110431 29246 3772 12866
internal_value=0 -0.0200521 0.00545113 0.0314172 0.00335394 0.000847838 -0.00668705 -0.034084 0.00142175 0.0191121 0 -0.0467878 0.00672841 0.0081234 0.0154202 0 -0.021113 0.012668 0.0234564 0.00662621 0.0399573 -0.00231189 -0.000325464 -0.0551343 0.0137186 0.0253673 0.000779524 -0.0122227 -0.0137166 -0.0282808 -0.00632702 0.00758337 0.0547474 0.0610068 -0.00988426 -0.00335254 -0.00509415 -0.0197063 0.0705945
internal_weight=0 358.787 2368.93 134.998 2233.93 1971.1 949.231 260.22 620.402 262.824 80.4607 165.416 212.847 1021.87 98.5663 410.101 328.829 611.771 178.275 433.497 49.9763 387.665 49.2546 123.772 167.426 55.6865 111.74 64.38 151.197 205.363 94.8046 469.205 54.5369 49.0123 45.4214 123.466 41.6438 55.5317 48.1502
internal_count=3105345 679426 2425919 87616 2338303 1899670 1393061 512069 756456 438633 63228 367408 382586 506609 167357 249297 636605 257312 66767 190545 56047 224462 81021 283877 266330 84746 181584 52514 291815 410142 144661 464641 24388 22028 116256 226463 83531 44983 21549
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 294963 22 1 1 19664072 1 15 527 2621604 5535776 2959536 673 2 960 331 78 13177372 1 1044 8914460 10 65572 2101760 8
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=27
split_feature=3 5 1 1 2 4 1 2 4 0 5 7 1 8 3 3 1 1 3 3 9 8 3 3 2 7 8 2 8 0 2 7 1 9 7 8 2 7 1
split_gain=20.159 19.6232 9.83102 9.43017 8.89172 11.2819 11.7706 7.88943 4.216 7.79466 3.91729 3.75252 3.70724 3.40448 3.37086 2.86954 2.85546 2.71422 2.67624 2.1938 2.1353 2.02704 2.33763 1.88421 1.81087 1.66876 1.63621 1.41787 1.37784 1.17181 1.13696 1.11851 0.95984 0.876322 0.846463 0.777772 0.767188 0.710867 0.692903
threshold=1.5000000000000002 0 1 2 3 4 5 6 7 8 9 1.0000000180025095e-35 10 11 3.5000000000000004 16.500000000000004 12 13 13.500000000000002 11.500000000000002 14 15 12.500000000000002 2.5000000000000004 16 7.5000000000000009 17 18 19 20 21 3.5000000000000004 22 23 1.5000000000000002 24 25 1.0000000180025095e-35 26
decision_type=2 1 9 9 1 1 9 1 1 1 1 2 9 1 2 2 9 9 2 2 1 1 2 2 1 2 1 1 1 1 1 2 9 1 2 1 1 2 9
left_child=1 2 7 -3 12 6 13 17 9 20 14 -5 21 31 24 18 29 34 -15 30 35 22 32 -7 -8 -19 -16 28 -18 37 -12 -6 -2 -29 -1 -4 -10 -9 -23
right_child=4 3 8 11 5 23 10 16 36 -11 19 -13 -14 15 26 -17 27 25 -20 -21 -22 38 -24 -25 -26 -27 -28 33 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 0.00016181301311540862 0 0 -0.013044182290438317 0.00052523521233148517 0.0034219783555377633 0.011098952782275972 -0.0017437137589797688 0 0 -0.051766341606368518 -0.010254363418389397 0.019088709442370799 0.01564209069915512 0.043354632602567555 -0.010320719376722368 -0.020582081606526397 -0.0043686564257968763 0.0017540733623332715 0 0.0032799656696463268 -0.0076146774026372216 0.057593853067949112 -0.015270243196631375 0.0032595740667940923 -0.00042022458006584672 0.009497383715294171 0.0055277420012600879 0.027199696134911612 -0.029362613144642186 0.0077610624796635129 0.020229626890604965 -0.0025494603683430543 0.01687700433573712 -0.034774453412540457 0.011431658710688006 0 -0.0085907048574386576
leaf_weight=17.621254848680113 30.562980199640151 55.833335283914494 17.060480651736725 12.244859777019881 27.376605379264223 18.726901476460625 41.177763242892979 76.101044049748452 21.054859121999471 146.98134648936684 16.874310147482905 121.30905478172281 198.08362524387849 326.98610449986518 142.07122623316536 76.037241916325002 84.810192425989953 144.75388772660517 21.98764984504669 10.285378141714316 12.727343912578361 21.942205441715487 10.024317601550136 49.27508969201881 71.988981125883583 1.9562825614266319 51.252044088498224 269.21411053410702 39.569161864339549 111.20563882248825 40.666430405970459 3.3967938762652912 116.96783853265515 17.176612183189718 10.206239553306657 148.48574003844624 36.263160044763936 45.212125172161905 60.485693354370596
leaf_count=24873 36699 117787 33594 22887 14869 26662 46388 116768 55266 129420 28687 294128 196490 229678 140588 42208 102646 168391 10429 12658 21751 26620 9930 58088 74230 2211 45484 243425 46757 42779 57927 1677 93628 14247 13149 301098 83510 70764 47387
internal_value=0 -0.00636876 -0.00105679 -0.0339218 0.0106034 0.0160727 0.0114946 0.0048806 -0.0136946 -0.018444 -0.00122799 -0.044698 -0.00061027 0.0215724 0.00320163 0.0240521 0.0101915 -0.0115457 0.0165903 -0.0192801 -0.0308951 0.00660628 0.0127039 0.0499107 -0.00790903 -0.0170994 0.0112376 0.00348999 -0.00333554 0.0186795 -0.0257795 -0.00267383 0.0175434 0.00741895 0.0061279 -0.0335533 0.0053294 0.00627686 -0.00294112
internal_weight=0 1389.79 1200.4 189.387 1336.17 898.103 830.101 817.827 382.573 325.255 374.316 133.554 438.067 455.784 306.49 425.011 643.289 174.538 348.974 67.8261 178.274 239.983 157.555 68.002 113.167 146.71 193.323 410.77 124.379 232.519 57.5407 30.7734 147.531 286.391 27.8275 165.546 57.318 121.313 82.4279
internal_count=3105778 1905451 1470649 434802 1200327 789573 704823 846010 624639 485863 405962 317015 410754 298861 306690 282315 637386 208624 240107 99272 356443 214264 140257 84750 120618 170602 186072 407075 149403 230311 86614 16546 130327 257672 38022 334692 138776 187532 74007
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=2 18095326 22906907 896 1 8133634 58 1 1 2 9504736 8 263180 1052678 1 1 68 5 320 1 1 33 65728 1 12 105 8454336
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=26
split_feature=3 2 2 1 1 0 3 1 1 1 4 0 4 7 1 7 3 7 1 3 1 1 8 3 7 5 8 1 8 8 7 1 2 0 3 7 1 7 5
split_gain=17.5163 13.5827 8.6442 10.9415 7.31218 6.8892 5.16139 4.71965 4.04392 2.72539 2.5471 2.379 3.89666 2.90266 2.29814 2.14715 5.38766 5.36346 5.40119 2.45685 3.04007 2.90912 2.31963 2.22996 2.12398 1.98665 1.81115 1.7737 2.43211 1.76146 1.69867 1.69411 1.59284 1.36336 1.35232 1.20061 1.04253 1.02635 1.01583
threshold=1.0000000180025095e-35 0 1 2 3 4 18.500000000000004 5 6 7 8 9 10 3.5000000000000004 11 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 12 3.5000000000000004 13 14 15 12.500000000000002 2.5000000000000004 16 17 18 19 20 5.5000000000000009 21 22 23 14.500000000000002 1.0000000180025095e-35 24 1.0000000180025095e-35 25
decision_type=2 1 1 9 9 1 2 9 9 9 1 1 1 2 9 2 2 2 9 2 9 9 1 2 2 1 1 9 1 1 2 9 1 1 2 2 9 2 1
left_child=1 4 3 6 33 7 14 29 11 38 -9 12 13 -4 37 17 27 18 34 20 -19 -21 -20 32 -13 -8 -16 28 -17 -3 -11 -6 -18 -1 -10 -5 -25 -2 -7
right_child=2 5 8 35 31 9 25 10 15 30 -12 24 -14 -15 26 16 23 19 22 21 -22 -23 -24 36 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.031814203702097942 0.011233432506524772 0.012142454407355218 -0.032601825237540176 0 0.012099578358528533 0.020793446128630131 0.064614604474368439 -0.048464036292951568 -0.010610458538093203 -0.016734401792735724 -0.0042126422491002742 0.011875254612950772 0.0039336741821014466 0.00012755234240020014 0.029982389295496726 -0.0067591756589492433 0.00067551321605539675 0.011308031684655488 -0.0036415591131613635 -0.019488934882305763 -0.0085076471658681232 0 0.022618065342381161 0.01133236149721629 -0.011814422741093306 0 0 -0.0058684233278085644 0.01354376490307151 -0.010625992588816063 0.0056378771499007553 0 0.037965164249993487 0 0.0086847754045405231 -0.016215034488795139 -0.008621940764823699 -0.0047332423396055342 0
leaf_weight=44.783259413336054 36.24115601615631 13.500465637887828 70.873215459003404 42.226022266157088 191.59734310131898 25.440457127435366 30.390025748492917 131.0354552487006 92.92969543237632 87.49959808991116 37.841183785858448 64.567948494397569 33.473019737197319 12.943226950559618 133.41753647332735 37.148117271382944 44.308360989714856 129.54748582641332 12.88702514761826 124.48310134259373 93.258244479526184 107.23168121353228 203.17280116187248 5.7810962075891439 27.778403975084075 2.7302710853400631 48.770628489881346 106.44661797516164 152.60810188719915 46.143074151179462 6.9107418479106846 306.73512507986379 64.158717838676239 27.357256380782928 9.534445347657309 42.765961637727742 21.152862467759409 55.570097904805152 4.432894635814594
leaf_count=95274 12826 25511 163524 75894 199957 22233 5781 327425 111760 71465 81697 39605 41410 29350 93640 37211 32598 118761 9172 103442 128679 101755 171773 3773 27118 7068 40077 114981 142525 89741 8263 369671 41671 28743 7953 80200 11300 21576 10389
internal_value=0 -0.00915639 0.00750471 0.0200637 0.000288578 -0.0234334 0.0284484 -0.0334827 0.00330873 -0.00161259 -0.0401683 -0.007984 -0.0165218 -0.0262104 0.0189016 0.00570839 0.0113315 0.00196036 0.0116104 -0.00448332 0.00191267 -0.0112939 0.019556 0.026015 0.00114756 0.0606607 0.0243352 0.00192448 0.0077786 0 -0.0108488 0.0055613 0.0311363 -0.022451 -0.00463971 -0.00724229 0 0.000296572 0.0130149
internal_weight=0 923.277 1806.4 392.112 570.473 352.804 307.12 228.52 1414.28 124.284 168.877 209.636 117.289 83.8164 273.999 1204.65 431.604 773.044 318.524 454.521 222.806 231.715 216.06 135.401 92.3464 33.1203 182.188 296.203 189.756 59.6435 94.4103 498.332 108.467 72.1405 102.464 84.992 26.934 91.8113 29.8734
internal_count=3105792 1330369 1775423 337062 693645 636724 180968 524374 1438361 112350 409122 301007 234284 192874 168119 1137354 384059 753295 300658 452637 247440 205197 180945 89342 66723 12849 133717 294717 179736 115252 79728 569628 74269 124017 119713 156094 15073 34402 32622
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=899 7 11082981 12661636 1 29691011 17391685 9442055 1 1 1 8389760 266800 2360858 7690 8 2 1 4199610 2 10 1623064 384 1 11534352 2
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=23
split_feature=6 1 3 1 0 2 7 7 5 2 1 1 2 7 3 2 3 2 2 1 2 3 8 7 1 1 1 3 3 1 3 7 3 0 1 3 2 3 7
split_gain=15.3278 18.9692 9.30599 6.46089 5.93538 5.54978 5.51654 9.34327 7.67975 6.9131 7.25513 5.4155 4.98094 3.84111 3.54229 3.20546 3.19152 3.13106 2.99995 2.84306 2.77846 2.32209 2.16619 2.3157 1.72762 1.33522 1.24601 1.03909 0.916507 1.68316 1.15521 0.843713 0.790199 0.68879 0.69292 0.624733 0.598052 0.514187 0.615597
threshold=0 1 32.500000000000007 2 3 4 1.0000000180025095e-35 1.5000000000000002 5 6 7 8 9 6.5000000000000009 1.0000000180025095e-35 10 4.5000000000000009 11 12 13 14 5.5000000000000009 15 4.5000000000000009 16 17 18 2.5000000000000004 2.5000000000000004 19 6.5000000000000009 7.5000000000000009 149.50000000000003 20 21 1.5000000000000002 22 18.500000000000004 3.5000000000000004
decision_type=1 9 2 9 1 1 2 2 1 1 9 9 1 2 2 1 2 1 1 9 1 2 1 2 9 9 9 2 2 9 2 2 2 1 9 2 1 2 2
left_child=2 20 3 5 13 21 11 8 24 16 -11 18 22 27 15 -13 -9 -16 -5 -14 -2 26 -4 32 -8 -6 -1 -3 33 30 -30 -22 -24 34 -7 -35 -31 38 -27
right_child=1 4 12 6 25 28 7 9 -10 10 -12 14 19 -15 17 -17 -18 -19 -20 -21 31 -23 23 -25 -26 37 -28 -29 29 36 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=0 0.024866794989955268 -0.051249600733124512 -8.6535194212394197e-05 0.033679383038733322 0.0070677462924805716 0 -0.010174944984163168 -0.0083240391922634448 -0.03453684439942703 0 0.028618939698739122 0.0065730679949120435 0.015544979323755384 0 -0.000363442511937719 -0.013263412905657499 0.01424911294413821 0.018567858710178173 0.0025198307612980218 -0.017417381343208364 -0.010037695583848767 0 0.072318354442301613 0 0.0030424589453005193 -0.021227023305540098 -0.025856281347463813 -0.0034243030670477502 0.020281865569957515 0.0029467847716870828 0 0.0073594828178396013 0 0.0064134419614140202 -0.011095567345551035 -0.0046064797481460669 -0.0087088283746585681 0 0
leaf_weight=38.87059671447787 57.672602354112314 115.6235683581217 6.0201379802310839 135.38730332819978 11.354675483147728 33.223076180831413 112.3225814243342 222.58368577536748 70.771848916203453 136.47070549030468 196.65144994545699 119.31540877161024 4.9411780622613151 12.523685861640841 98.313566030024958 113.26076948580521 48.606407473969739 197.3040189148378 85.257133940525819 17.926064164465064 34.446189661961398 36.861271237416076 24.988858350952803 1.2374643171060586 203.58199135130053 29.637802870754967 127.12796623152826 23.839596033663838 64.692729642774793 15.342340954972315 28.74507558872574 7.2516812236281103 0.40483647599466976 100.50867517164443 74.717302827204549 30.756204722361872 42.0683787533344 4.25728290376719 48.243473192575038
leaf_count=64862 99775 289222 2742 103907 11910 60718 144281 213133 109283 58433 185871 107537 1637 26264 103869 164024 36345 186919 63093 12367 60869 31170 13973 442 145958 51058 196415 50939 51822 11893 28294 9511 276 88468 183091 23569 39979 3700 67762
internal_value=0 -0.0170803 0.00458796 0.00321562 -0.0306803 -0.00530852 0.00632506 0.00104267 -0.0102937 0.00891309 0.0177854 0.0127022 0.0373862 -0.0428604 0.00540377 -0.00261094 -0.00219302 0.0124562 0.0250248 -0.000164007 0.0147525 -0.0173279 0.0482789 0.057203 -0.00147088 -0.00533289 -0.0225055 -0.0468982 0.00127525 0.0071189 0.0137823 -0.000890331 0.0710568 -0.00163078 -0.00722162 0.0015945 -0.00258326 -0.01082 -0.0138573
internal_weight=0 344.851 2388.26 2332.74 245.48 592.914 1739.83 990.989 386.676 604.312 333.122 748.838 55.5185 151.987 528.194 232.576 271.19 295.618 220.644 22.8672 99.3705 202.86 32.6513 26.6312 315.905 93.4932 165.999 139.463 390.054 150.849 93.4378 41.6979 25.3937 239.205 107.94 131.265 57.4107 82.1386 77.8813
internal_count=3105381 671010 2434371 2402934 500855 780281 1622653 893304 399522 493782 244304 729349 31437 366425 562349 271561 249478 290788 167000 14004 170155 292447 17433 14691 290239 134430 261277 340161 487834 131988 80116 70380 14249 355846 243809 112037 51872 122520 118820
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=2 294963 17162800 1 57 2 833 7172 8389638 116 513 912 451 2621984 689 8 5243082 2101760 17039360 82464 1 16 256
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=28
split_feature=3 5 2 3 4 7 6 1 2 2 2 1 1 1 2 1 4 1 2 1 3 3 8 7 8 1 2 0 3 0 2 1 7 2 7 7 0 7 1
split_gain=13.6527 11.9232 7.60593 7.24942 5.80156 6.28 5.89721 6.45244 5.24745 4.70182 4.68759 4.61437 4.43007 4.21331 4.85681 2.64404 2.27932 2.16887 1.86485 1.66961 1.62784 1.59313 1.35028 1.33075 1.3169 1.16287 1.14676 1.11587 1.0308 0.989745 0.981139 0.957198 0.903937 0.891142 0.860415 0.854592 0.836922 0.708724 0.645454
threshold=1.0000000180025095e-35 0 1 32.500000000000007 2 6.5000000000000009 3 4 5 6 7 8 9 10 11 12 13 14 15 16 10.500000000000002 7.5000000000000009 17 1.0000000180025095e-35 18 19 20 21 24.500000000000004 22 23 24 12.500000000000002 25 8.5000000000000018 5.5000000000000009 26 5.5000000000000009 27
decision_type=2 1 1 2 1 2 1 9 1 1 1 9 9 9 1 9 1 9 1 9 2 2 1 2 1 9 1 1 2 1 1 9 2 1 2 2 1 2 9
left_child=1 2 12 4 5 6 13 21 19 38 37 27 22 14 -2 -12 18 -11 25 -3 -9 -8 -1 -17 -14 -13 31 -4 35 32 -15 -7 -10 -18 -20 -19 -24 -5 -6
right_child=3 8 11 10 9 26 7 20 29 17 15 16 24 30 -16 23 33 28 34 -21 -22 -23 36 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.015989763395416742 0.01429197285258595 0.014734462067887139 0.0035435117475897367 0.065905593148031114 0.0014821846012320126 0.0096053423678224004 0.02168721334944745 -0.030528673524338579 -0.051739388209594797 0 0.018674128699269973 0.0030637219906789327 0 -0.0093952908169579116 -0.00032018425549417161 0.0015342975834537098 -0.00023104362689512325 0.035159402041604997 -0.019639324568346758 -0.0094809605514900724 0 -0.0026456204824242186 -0.012398625208771221 -0.019998788371633748 -0.029802115630482497 -0.01090809572605198 0.03219312200021026 0.021133554516994803 0 -0.00023159540673336381 0 -0.010080230787479969 0 0.014795919037094206 0 0 0.0034727803951065863 0 -0.011262743307522683
leaf_weight=10.861585262209701 440.80089869194853 16.649871834404621 148.47936199503602 15.672377469629282 11.233856320031917 7.425086959519831 25.041904856145266 105.23441072615969 69.447079269011738 20.157112859305926 13.001106961353797 160.59137060690409 20.140303500204027 139.64797402077966 364.51828279906476 7.3363411087339037 19.126236899377545 126.75988556795346 104.30288619878775 9.711574676010061 7.2503213357995255 6.9672726682765633 29.353412209129601 26.086827353305125 125.09362987292479 41.907466538385052 40.123345658270409 91.960108956031036 1.3182316962920584 17.103769562425441 423.40973140065034 11.14025954436511 0.15940905810566519 35.768895266737673 1.8766837738512538 3.6105390254815566 10.57738085274468 0.40838645730400536 25.340903418429662
leaf_count=17509 264398 38296 210258 7036 21646 6562 34397 192040 187179 30135 8317 137061 32091 160050 265463 2696 41478 182729 134577 20405 12073 9265 59274 20561 225092 57470 38018 46642 1427 38814 457520 12329 341 71672 2751 9804 9266 171 38361
internal_value=0 -0.00817879 -0.00289711 0.00655545 0.00483219 0.00244084 0.000706284 -0.016383 -0.035009 0.0203294 0.0345317 0.00250463 -0.0182934 0.00303812 0.00762088 0 -0.00395686 0.0265856 -0.00798484 0.000955252 -0.0259346 0.0110528 0.00240417 -0.0104107 -0.0261076 0 0.0284078 0.0125157 0.0309764 -0.0423974 -0.00314006 0 -0.0508127 0.00951067 -0.0165919 0.0339862 -0.0036905 0.0529414 -0.00470102
internal_weight=0 913.111 800.039 1822.49 1759.98 1571.56 1512.87 144.494 113.072 188.421 62.505 604.013 196.026 1368.38 805.319 46.4243 363.574 151.846 308.678 26.3614 112.485 32.0092 50.7924 33.4232 145.234 202.499 58.6887 240.439 131.689 86.7103 563.058 18.5653 69.6065 54.8951 106.18 130.37 39.9308 16.0808 36.5748
internal_count=3105174 1330176 1045141 1774998 1736217 1452115 1395206 247775 285035 284102 38781 701909 343232 1147431 529861 31574 445009 224095 331859 58701 204113 43662 86049 23257 257183 194531 56909 256900 193960 226334 617570 18891 187520 113150 137328 192533 68540 7207 60007
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=2 60 1 2 2098194 257 256 20 10245149 26286470 7871808 299 2622112 1 6031365 641 35064 10 12 2099266 137 1 1 554 263889 129 1 4197548
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=24
split_feature=0 4 1 2 2 3 3 1 7 1 9 7 1 7 1 3 1 1 2 1 7 2 8 7 9 2 8 7 7 1 1 1 7 2 2 7 7 3 7
split_gain=12.0568 19.6544 20.5194 9.84487 9.37725 9.09761 6.03496 6.63734 4.86083 4.51938 3.51984 3.21537 4.94604 2.90803 5.7122 2.80973 2.79275 2.63099 3.20912 2.57287 2.47255 2.34939 2.3137 2.15166 1.83879 1.80378 3.72592 1.72773 1.60847 1.57372 1.47297 1.24878 1.14909 1.0539 1.02996 0.999326 0.992134 0.947375 0.946073
threshold=0 1 2 3 4 32.500000000000007 7.5000000000000009 5 3.5000000000000004 6 7 4.5000000000000009 8 1.0000000180025095e-35 9 4.5000000000000009 10 11 12 13 2.5000000000000004 14 15 5.5000000000000009 16 17 18 3.5000000000000004 1.0000000180025095e-35 19 20 21 5.5000000000000009 22 23 9.5000000000000018 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=1 1 9 1 1 2 2 9 2 9 1 2 9 2 9 2 9 9 1 9 2 1 1 2 1 1 1 2 2 9 9 9 2 1 1 2 2 2 2
left_child=1 2 15 6 31 11 29 36 10 23 16 13 33 14 -2 35 -5 21 37 20 -6 -15 -10 24 -7 -16 -27 -20 -21 38 -22 -3 -33 -13 -30 -1 -8 -19 -4
right_child=5 4 3 8 19 9 7 -9 22 -11 -12 12 -14 17 25 -17 -18 18 27 28 30 -23 -24 -25 -26 26 -28 -29 34 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.046056852021303107 -0.0049886796719684498 0 0.0077033024970692204 -0.0052443854462137845 -0.014589049972720937 0.071655477034699822 0.0020487584014098241 0.040756145209622271 0.016885738032915754 -0.0031873018266379027 0.0055275530223718736 0.0051130873534373164 0.026709536297875425 0.019257258576784887 0 0 -0.029531093759003577 0 -0.012397072255492714 0.022316679184117932 0.019291928185246662 0 -0.008593933349492695 0 0 0.033993295398360483 0 0.0016258747899970142 0.010949032054372622 -0.0072570301407595328 -0.0040048641413932135 0.056955949301846623 0 -0.01068012669792087 -0.0044259343515059201 0 -0.016542511170070731 0.014651334470056777 -0.0013852021201428487
leaf_weight=149.79855618017791 111.19043902115664 9.4161955981398915 216.42694120141459 144.64267614876735 83.508185957034584 19.336906213808106 5.2254166705970446 41.385997450663126 37.846017597275932 10.558178379578747 21.161722557102621 30.339492030761903 122.29709957567684 64.587698185539921 68.949385731539223 26.38154504908016 198.30980790923422 27.356478817338939 311.91799529582204 54.988286499021342 12.807337551203089 201.41044942008739 16.886160301917698 1.364225025725317 11.4646709173976 98.279620532732224 36.815518005023478 62.269191898129066 28.482726862814161 158.35112569657576 6.8746779548091608 47.676608406021842 0.79844357437104818 39.387476909934776 66.681487043359084 1.174223613255889 17.756968755231355 60.553900167680695 113.64576564235904
leaf_count=369516 65214 13041 122898 279816 165481 4852 3405 30313 76223 3430 42394 24766 82459 40409 29791 55664 403457 16276 165085 76538 33720 145505 33541 570 2859 30204 12162 36597 46531 345159 14306 48456 1866 29950 116233 2124 14929 32413 87606
internal_value=0 -0.00464696 -0.010836 -0.003992 0.0162663 0.00846523 0.00431688 0.0275424 -0.0150322 0.0437445 -0.0195961 0.00599983 0.0173254 0.00320987 0.0107827 -0.0388175 -0.0222706 0 -0.00478954 0.00357726 -0.0057612 0.00695269 0.00620321 0.0504729 0.0621605 0.0195735 0.0256869 -0.00914747 0.0114346 0 0.0106885 0.0429174 0.0491014 -0.00171532 0 -0.0453018 -0.00663442 0.00847427 0.00378121
internal_weight=0 1460.23 1148.99 971.639 311.234 1278.08 552.792 64.3684 418.846 42.724 364.114 1235.35 192.024 1043.33 315.235 177.354 342.952 728.096 462.098 253.343 103.19 265.998 54.7322 32.1658 30.8016 204.045 135.095 374.187 150.153 488.424 19.682 57.8912 48.4751 69.727 95.1642 150.973 22.9824 87.9104 330.073
internal_count=3105759 2383217 1867045 1439741 516172 722542 604310 48647 835431 11711 725667 710831 137175 573656 137371 427304 683273 436285 250371 452809 213507 185914 109764 8281 7711 72157 42366 201682 239302 555663 48026 63363 50322 54716 162764 371640 18334 48689 210504
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 1 4223876 11 527 1377283 2112692 1 6912258 3736248 18091027 7885664 257 5532257 54 1 1 672 5 1606752 1048672 4784668 170 80
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=26
split_feature=3 5 1 2 4 1 3 8 1 1 0 7 7 1 1 7 2 8 2 7 1 7 1 2 5 3 8 7 2 8 3 3 2 8 1 2 2 7 7
split_gain=11.2909 12.8131 8.49975 6.23144 8.39031 8.34091 6.81691 5.80168 6.42353 5.28509 4.44741 4.32668 7.99213 6.8786 4.56579 3.90495 4.81913 3.71832 3.37301 3.21142 3.18318 2.79232 2.47799 2.06039 1.7527 1.62815 1.67208 1.28623 1.27546 1.12804 1.32443 1.06934 1.06191 1.02255 0.838681 0.795959 0.663529 0.655997 0.650557
threshold=1.5000000000000002 0 1 2 3 4 11.500000000000002 5 6 7 8 1.0000000180025095e-35 2.5000000000000004 9 10 4.5000000000000009 11 12 13 1.0000000180025095e-35 14 1.0000000180025095e-35 15 16 17 2.5000000000000004 18 9.5000000000000018 19 20 12.500000000000002 65.500000000000014 21 22 23 24 25 1.5000000000000002 7.5000000000000009
decision_type=2 1 9 1 1 9 2 1 9 9 1 2 2 9 9 2 1 1 1 2 9 2 9 1 1 2 1 2 1 1 2 2 1 1 9 1 1 2 2
left_child=1 7 -3 20 5 6 33 9 10 32 38 13 24 17 -14 18 -17 -7 22 -4 29 -20 -10 -11 -13 -6 -27 -18 -12 30 34 -8 -1 -5 37 -35 -15 -2 -9
right_child=3 2 19 4 25 11 31 8 15 23 28 12 14 36 -16 16 27 -19 21 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=0.001140045996061978 -0.0090597810571011773 0.0025323725750988971 0 -0.0047089633056409223 0 0.028163773419041249 0.052173193578184618 -0.029989659040554936 0.0055899946617940953 0 -0.0097873737758947185 -0.0056483903000533447 -0.008014843741520639 0 0.020236491915798724 -0.0078430648089730329 0.040715402629129892 -0.00012392970644696413 0.0088333186308912209 -0.046365965728143388 -0.0086933883085066038 -0.0064457446503935522 -0.017677948823003092 0.02106900775441441 -0.026698116206449247 0.049148288853071327 0 0 0.0075723170655751558 -0.00061599891399173254 -0.002791484684931643 0 -0.013656386843319483 0 0.018749520051898894 0.013727207120556259 -0.018437031794978544 0.0078948309236840306 0
leaf_weight=31.166119008375972 16.154698732425462 53.618002193412394 12.003128910946542 8.2476291291968664 19.589822529029334 134.78911247778888 51.023140351957409 128.45381056577389 21.537910064878815 48.572403656507959 39.761146419274155 212.42500119565375 45.782458350066008 15.444133840413997 126.62436665719724 17.477162118222623 33.210142349933449 44.872925757183111 249.83956210586257 106.07900827667436 250.6704526329595 163.18499140450876 152.86196954566549 197.59584944142262 62.724050689830619 44.430448276150855 10.585486996104008 3.0532072436035369 49.188677557482151 63.550760512880515 8.0459361080720537 4.0088494256924596 56.088002308544674 20.507428050419549 88.726490470653516 101.13126284442114 26.145556596347888 14.467918967289732 2.2274695843079817
leaf_count=48451 15845 122954 23161 5593 26967 110598 21664 290096 26528 54750 38082 160717 53067 23743 82299 17927 31720 35649 250346 284665 222107 171562 180264 200727 97688 47830 11307 3576 46525 64991 7628 2611 98728 21242 81494 71252 27304 17873 5667
internal_value=0 -0.0047742 -0.0281258 0.00788801 0.0123855 0.00844669 0.025245 -0.000564778 -0.00510829 0.00966765 -0.0184109 0.00209718 -0.0030583 0.0129233 0.01178 0 0.0205066 0.0209968 -0.00249215 -0.0392838 -0.00135051 0.00204556 -0.0128984 0.0169173 -0.0135831 0.0404249 0.046928 0.032362 0 0.0068262 0.011591 0.0496785 -0.00731672 0.00721635 0.0157113 0.0103997 -0.0130555 0 -0.0290934
internal_weight=0 1365.92 171.7 1369.95 928.332 853.726 184.918 1194.22 860.796 333.422 219.631 668.808 447.556 221.252 172.407 641.165 53.7405 179.662 587.424 118.082 441.616 413.025 174.4 246.168 275.149 74.6058 55.0159 36.2633 88.9498 190.946 127.395 55.032 87.2541 129.886 119.349 121.639 41.5897 30.6226 130.681
internal_count=3105198 1895729 430780 1209469 799531 713427 122362 1464949 1062293 402656 380370 591065 393771 197294 135366 681923 53223 146247 628700 307826 409938 421908 206792 255477 258405 86104 59137 35296 84607 187831 122840 24275 147179 98087 115212 92494 51047 33718 295763
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=2 22841371 896 1 6821888 6 4809632 28434481 1 1050094 1171904 263 5 184 9503712 3145732 42 2 3 672 1 306 8 65728 33 5
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=27
split_feature=0 4 1 2 2 2 9 3 1 3 6 7 7 3 7 1 3 8 1 1 1 1 2 2 1 2 7 1 8 1 7 7 1 2 1 8 3 8 7
split_gain=9.89345 16.8036 17.8634 8.17497 7.72015 7.71244 5.87081 4.84297 5.98655 4.35193 4.32739 9.5433 3.82981 3.63721 3.33571 4.71773 3.27315 2.64601 4.42822 2.66464 2.41062 2.37764 6.51312 1.80065 1.9168 1.35838 2.53905 1.23885 1.05581 1.14375 1.00821 0.990199 0.965099 0.930967 0.808508 0.788806 0.782649 0.77632 0.775669
threshold=0 1 2 3 4 5 6 3.5000000000000004 7 4.5000000000000009 8 1.5000000000000002 5.5000000000000009 22.500000000000004 4.5000000000000009 9 11.500000000000002 10 11 12 13 14 15 16 17 18 6.5000000000000009 19 20 21 1.0000000180025095e-35 11.500000000000002 22 23 24 25 58.500000000000007 26 4.5000000000000009
decision_type=1 1 9 1 1 1 1 2 9 2 1 2 2 2 2 9 2 1 9 9 9 9 1 1 9 1 2 9 1 9 2 2 9 1 9 1 2 1 2
left_child=1 2 9 6 -3 7 13 32 -9 -1 11 20 -12 16 21 31 -2 18 -6 33 -7 22 -5 28 35 26 -17 -27 -23 -30 -10 -16 -4 38 -13 -25 -26 -34 -19
right_child=3 4 5 14 17 10 -8 8 30 -11 12 34 -14 -15 15 25 -18 19 -20 -21 -22 23 -24 24 36 27 -28 -29 29 -31 -32 -33 37 -35 -36 -37 -38 -39 -40
leaf_value=-0.047170672297286449 0.024592983233678551 0.042606098545706635 -0.010780806702264528 0.025252645144590122 0.027566758110382273 0 -0.0012425917283922032 0.037179193637443778 0.0059231063297064393 0 -0.038893098999935038 0.018326172239834491 0.00094767591066961983 0.080319180404342938 0.032264635323209188 -0.022373968908834609 -0.0096751873010776489 0.025997982152711999 -0.0070591803238161848 -0.0089782511143514879 -0.019780267318126363 -0.00661365527081884 -0.0007816665260737632 0.012965012697893725 -0.014190105105049415 0.015812257458146278 0.0065273987011017151 -0.002316003710517084 0.0076498048221800997 -0.0028134535818763202 -0.011873833122981656 0 0.0078320499866493705 0 0 -0.00061665373296893641 0 -0.00091189078564518156 0
leaf_weight=121.41835121099939 42.000179154012585 41.979212536345585 39.570043744242867 105.67624208844791 60.30318784803967 66.185791499527113 15.335002824664114 44.868202111727442 15.217655801781801 21.876089915931516 68.180182123975101 74.913713483296306 11.604418158287443 4.8075412022881201 89.22494399252173 34.323646883902256 9.54855388344731 22.369272815107255 24.544057864666684 143.36742985047749 237.87222524344543 47.654350353957852 224.57538238272537 14.837488106568344 188.68755429658631 34.189730818994576 15.973443881492129 19.340342067021993 304.72737999458332 79.216764313430758 33.315019338726415 3.0865653654618646 89.648710144901997 20.951373712712666 34.432330404932145 48.374257782343193 5.4119446904805946 278.29200747723735 1.4210187241988013
leaf_count=330348 12005 39554 97472 46057 86687 127612 3235 25121 8331 46826 179360 149208 21914 164 50981 25469 490 36327 56792 257848 467190 28037 138719 7725 72971 22990 14855 19913 181385 62166 24433 2600 79335 36533 64924 29901 1297 245621 2867
internal_value=0 -0.00414678 -0.0099586 0.00771713 0.0150136 -0.00405678 0.034268 0.00413877 0.0216479 -0.0389019 -0.0126293 -0.00666371 -0.0316903 0.0484478 0.00480837 0.0160705 0.0133424 0.00442842 0.0160949 -0.00141819 -0.0159151 0.00200331 0.00856688 -0.00105652 -0.00737301 0 -0.00929253 0.00786565 0.00237908 0.00472158 -0.00207791 0.0282483 -0.000303219 0.0120698 0.0147966 0.0034538 -0.0121681 0.00104223 0.0191145
internal_weight=0 1452.33 1137.39 1286.99 314.936 994.1 71.6913 500.912 93.4009 143.294 493.189 413.404 79.7846 56.3563 1215.3 196.139 51.5487 272.956 84.8472 188.109 304.058 1019.16 330.252 688.91 257.311 103.827 50.2971 53.5301 431.598 383.944 48.5327 92.3115 407.511 44.7417 109.346 63.2117 194.099 367.941 23.7903
internal_count=3105263 2384303 1867695 720960 516608 1490521 15894 480313 57885 377174 1010208 808934 201274 12659 705066 136808 12495 477054 143479 333575 594802 568258 184776 383482 111894 83227 40324 42903 271588 243551 32764 53581 422428 75727 214132 37626 74268 324956 39194
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=1 1 4223748 5 15 3 1 11012138 2 8652508 6 11340738 529564 26544256 7624962 58 960 524996 832 3145762 4 8914480 11602050 336 1574002 12 6
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=26
split_feature=3 5 3 2 2 2 1 4 7 6 1 2 8 1 8 1 1 1 1 7 1 1 1 1 3 8 1 7 0 3 7 8 3 7 2 3 9 3 3
split_gain=9.07837 8.93364 5.79177 5.49791 4.73417 4.72078 4.18651 3.28124 4.59968 3.9122 5.2942 3.86614 3.14102 3.13718 2.94507 4.32662 4.27778 2.27312 2.26351 1.72071 2.03331 1.80743 1.51925 1.51689 1.47872 1.35689 1.3205 1.21511 0.957745 0.877117 0.831684 0.827642 0.703713 0.70159 0.656034 0.575043 0.56646 0.529569 0.494168
threshold=1.0000000180025095e-35 0 32.500000000000007 1 2 3 4 5 6.5000000000000009 6 7 8 9 10 11 12 13 14 15 1.0000000180025095e-35 16 17 18 19 7.5000000000000009 20 21 1.0000000180025095e-35 22 78.000000000000014 12.500000000000002 23 24.500000000000004 7.5000000000000009 24 18.500000000000004 25 109.50000000000001 1.5000000000000002
decision_type=2 1 2 1 1 1 9 1 2 1 9 1 1 9 1 9 9 9 9 2 9 9 9 9 2 1 9 2 1 2 2 1 2 2 1 2 1 2 2
left_child=1 3 7 13 23 29 -5 8 9 14 24 26 34 33 15 -2 -16 -13 -7 20 -14 -21 -10 -3 -11 -12 38 -20 30 -4 -6 -15 -19 36 -8 -24 -1 -29 -9
right_child=2 4 5 6 28 18 12 11 22 10 25 17 19 31 16 -17 -18 32 27 21 -22 -23 35 -25 -26 -27 -28 37 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.031770100995807925 -0.005595789056207663 0.01452841135517257 0.061492796424046973 0.010285474361368362 -0.047553289374770782 0.016233744174997549 0 0 0 0.02055797898902947 0.00079750411591024124 0 0.0038258865340479301 0.010857595431719257 0.0058016891290989846 0.0085019910834980179 -0.014712375985920132 0.034100996723224877 0.00052014465371982789 0.00075407759066063024 -0.016061686163317483 -0.020091528850196019 0.033949513017672385 -0.008351570248275526 -0.002567398028074366 -0.025988520247269459 -0.010268834230867593 -0.02265816034773975 0 0 0 -0.0047378311094020895 0 0 0.01922151285134574 0 0 0 0.013602298944259043
leaf_weight=79.807284771668492 235.0046367454961 16.751738467890391 15.011212179626456 293.1921961604603 61.511485330351206 14.089111418346873 8.9260367535462137 10.642366946733089 19.59152221428667 25.555816527892603 4.639410171264899 28.433513263167697 153.3668090508254 15.018855074118619 137.11654829459439 828.11797493042104 176.46147551823378 89.240244012282346 7.6996471404563627 26.481542981524399 27.892770168433344 116.31319694276317 41.613537772824202 9.0990991459693777 6.9372135970770605 101.79462186649835 45.755034074143623 22.853690773154089 16.557037879145355 2.8638079609081606 0.1519142633114815 39.76085812304882 0.89497612975537677 2.0953054029960176 20.380093025214592 0.73755065076693327 9.5297974176937696 3.0665538870234732 22.793035492068157
leaf_count=148042 279976 38239 6034 319517 186371 8348 8059 23936 18233 35232 6591 45718 139859 25294 98024 605498 163692 120986 2682 47093 63859 171543 39803 20773 9207 197078 62068 17794 38199 1228 332 72514 864 3038 30725 393 12734 2452 33183
internal_value=0 -0.00656984 0.00547918 -0.00204256 -0.030645 0.0300533 0.0018241 0.00392087 0.00203717 0.000506349 -0.0136281 0.0153828 -0.00476585 -0.0173613 0.00240618 0.0050238 -0.00525227 0.024159 0 -0.00862814 -0.000239861 -0.0161489 0.0238438 0.00173814 0.0103083 -0.0228733 -0.000228985 -0.0106695 -0.0382597 0.0480351 -0.0465493 0 0.0305569 -0.0262673 0.0139441 0.0286222 -0.0296862 -0.019762 0.00753467
internal_weight=0 896.836 1840.91 792.765 104.071 65.584 646.553 1775.33 1577.57 1515.63 138.927 197.759 353.36 146.212 1376.7 1063.12 313.578 118.569 47.709 324.054 181.26 142.795 61.9426 25.8508 32.493 106.434 79.1904 33.6199 78.2204 17.875 61.6634 54.7797 90.1352 91.4324 29.3061 42.3511 89.3371 25.9202 33.4354
internal_count=3105211 1326191 1779020 1042277 283914 38538 780655 1740482 1453727 1395298 248108 286755 461138 261622 1147190 885474 261716 167568 31276 422354 203718 218636 58429 59012 44439 203669 119187 22928 224902 7262 186703 97808 121850 163814 38784 40196 160776 20246 57119
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=2 56 257 20 10230941 1 2 2098194 322 4 2387512 5 17162386 4539778 6031893 2622112 2130498 32 4224256 35064 8 2638524 1 6 1 1
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=40
num_cat=26
split_feature=0 4 1 3 2 2 3 7 1 9 3 7 1 3 1 1 9 7 7 7 1 2 9 8 1 2 7 2 2 8 7 2 2 7 1 1 2 8 3
split_gain=8.1123 13.9553 15.2732 7.4914 6.71307 6.07675 4.46176 6.60137 4.1116 3.90645 3.87002 2.68227 2.78452 2.3582 2.87755 2.09035 1.98532 1.79186 1.59594 1.48713 1.47898 2.82006 1.35522 1.2952 4.18293 4.64603 1.26716 5.71878 2.93892 1.22274 1.06046 1.01609 0.968194 0.937759 0.90349 0.90028 0.747412 0.592216 0.575092
threshold=0 1 2 32.500000000000007 3 4 7.5000000000000009 1.5000000000000002 5 6 4.5000000000000009 3.5000000000000004 7 12.500000000000002 8 9 10 5.5000000000000009 6.5000000000000009 1.0000000180025095e-35 11 12 13 14 15 16 1.0000000180025095e-35 17 18 19 2.5000000000000004 20 21 1.0000000180025095e-35 22 23 24 25 1.0000000180025095e-35
decision_type=1 1 9 2 1 1 2 2 9 1 2 2 9 2 9 9 1 2 2 2 9 1 1 1 9 1 2 1 1 1 2 1 1 2 9 9 1 1 2
left_child=1 2 10 13 35 6 20 19 16 11 -1 12 -7 18 36 30 17 -5 23 -8 -4 -22 -9 24 25 -2 27 -25 -28 -13 32 33 -6 -17 -20 -3 -15 -34 -33
right_child=3 4 5 8 15 9 7 22 -10 -11 -12 29 -14 14 -16 31 -18 -19 34 -21 21 -23 -24 26 -26 -27 28 -29 -30 -31 -32 38 37 -35 -36 -37 -38 -39 -40
leaf_value=-0.044570656630048493 0.019181409394150237 0 0.0066301229025633544 0.064343116793558142 0.0022160667030853855 -0.0036737508192103644 0.010591469462084951 0.051815036047199718 -0.0033916581497553315 0.01189076781308058 0 0.0099629051759831753 -0.026113871810436801 0.016246662625250159 -0.016805300032179477 0.010720310605444469 0 0 0 -0.012596791120557772 3.4144910952441054e-05 -0.017660812115992488 0 -0.0032152963047667365 -0.01553139096023726 -0.01154475195857561 0.0095112848741618801 0.024001030754121997 -0.0028968164590693554 -0.0086751410895353417 0.0062722704965742886 0 0 -0.0057163038941445976 0.022451328982389166 0.050136139267759228 0 -0.016900050823358697 0.022747320944479118
leaf_weight=114.31707373331119 92.318139718932798 2.7260036014340585 134.84555530121725 21.462308767368089 12.815360530817996 155.12508309933401 20.423544590783422 17.915644656241057 10.662029901082859 24.506989851310209 21.870473664050223 40.017911728693434 187.29026724248251 12.345071159652433 68.374235308961943 27.783450319242547 12.222138429991899 1.0854531844379369 11.000598304672165 28.072118831609259 288.44113661447773 74.144278918554846 1.8679569920350356 101.18526207955438 87.667363598127849 34.392865950678242 327.01184384108637 131.26350512445788 319.48813625653565 16.936765383776219 21.745037855958799 33.948609677172499 26.296377329505049 53.756021244000294 52.997503607737599 21.897625356970824 11.506480588228444 56.228015307715395 62.005817775643663
leaf_count=330899 48881 2743 71228 4852 15304 307489 12272 11088 3430 50269 47459 83810 393921 2307 16738 38079 2979 450 12650 25860 346649 153803 1323 49754 72233 12518 202526 54035 197283 34637 50998 61488 50044 95632 38515 14750 2821 110505 73029
internal_value=0 -0.00367424 -0.0090587 0.007056 0.0136036 -0.0036423 0.00272538 0.0223466 0.0384136 -0.0122896 -0.036437 -0.0154855 -0.0186681 0.00480751 -0.00766477 0.00484412 0.0450641 0.0609387 0.00622264 0 -0.000465309 -0.0042343 0.0480816 0.00463114 -0.0011937 0.00827301 0.00631801 0.0127893 0.00317721 3.76793e-05 -0.00328504 0.0112039 -0.00909998 0 0.0200644 0.0437869 0.00915293 -0.0127128 0.0168887
internal_weight=0 1444.98 1125.77 1294.98 319.202 989.587 565.71 68.2793 45.4319 423.877 136.188 399.37 342.415 1249.55 92.2258 294.579 34.7699 22.5478 1157.33 48.4957 497.431 362.585 19.7836 1093.33 214.378 126.711 878.949 232.449 646.5 56.9547 117.085 177.494 95.3398 81.5395 63.9981 24.6236 23.8516 82.5244 95.9544
internal_count=3105251 2383279 1870707 721972 512572 1492349 622223 50543 11711 870126 378358 819857 701410 710261 21866 495079 8281 5302 688395 38132 571680 500452 12411 637230 133632 61399 503598 103789 399809 118447 226851 268228 175853 133711 51165 17493 5128 160549 134517
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 1 4223748 7 11 2112692 1 18091154 3145806 5515873 1 558112 1 1 2 14173778 481 176 184 1 384 520 6836480 1581080 90 6
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=40
num_cat=22
split_feature=3 1 7 6 1 7 7 1 2 2 9 2 3 8 3 1 9 2 1 7 7 1 2 7 2 7 8 2 3 3 7 3 0 8 7 3 3 2 0
split_gain=7.53852 9.127 9.55219 6.75673 12.8837 4.99924 4.04034 3.86466 5.07374 3.61219 2.85823 2.70763 2.54142 3.72601 2.57708 2.08927 2.02269 3.06425 2.18975 3.3229 2.65066 1.64377 1.54882 1.54557 1.32765 1.18636 1.17119 1.03246 1.09925 0.978787 0.946287 0.933155 0.891696 0.882834 0.734093 1.01786 0.644416 0.613426 0.556853
threshold=9.5000000000000018 0 1.0000000180025095e-35 1 2 1.5000000000000002 7.5000000000000009 3 4 5 6 7 1.0000000180025095e-35 8 5.5000000000000009 9 10 11 12 3.5000000000000004 1.0000000180025095e-35 13 14 5.5000000000000009 15 2.5000000000000004 16 17 38.500000000000007 7.5000000000000009 1.5000000000000002 78.000000000000014 18 19 1.5000000000000002 2.5000000000000004 80.500000000000014 20 21
decision_type=2 9 2 1 9 2 2 9 1 1 1 1 2 1 2 9 1 1 9 2 2 9 1 2 1 2 1 1 2 2 2 2 1 1 2 2 2 1 1
left_child=3 11 10 7 15 36 30 8 33 12 37 31 21 -14 -15 24 18 23 20 -20 -11 26 25 -18 -5 -17 -9 28 -7 32 -6 -2 -10 34 -1 -36 -4 -3 -32
right_child=1 2 5 4 6 27 -8 9 29 16 -12 -13 13 14 -16 22 17 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 38 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0 0.049335149437575908 0 -0.031228707619885211 0.008136764237884668 0 0.019725327689702157 0.0012099162836865327 0.016492775305829724 -0.022311500898627282 0.013675080201225116 -4.775431305111341e-05 0.0066669585877137359 -0.0096854510770324597 0.025753260982607537 0 0 0.029014393126552764 -0.0050299724287939133 -0.0087578609958018951 0.0095804086977374792 -0.0005138086295291321 -0.0098385335031479417 0 0 -0.01005780102966641 0.040501937679018926 0 -0.004739988712980453 0 0 -0.041826052888058844 0 0 -0.0046396382594330234 0 0.019631449992966555 0 0.035490900402294932 -0.0086278880299846174
leaf_weight=99.112825899857853 65.090976088220486 7.2925741882500006 68.179631529295875 34.875685688017256 9.2501183778076648 25.721897768482453 17.415129650784365 39.754878393465333 151.42021861187823 148.16063435070828 10.90513310015376 89.963441466927179 13.10412402957445 192.97024420969683 41.354926005136804 5.521539034474702 52.836459659833054 29.379770028783241 477.88027674394471 82.108806811855175 363.01478828055406 38.732310928033257 15.164917455243993 2.503668748177005 42.238933668646496 17.676578942075139 164.50489077802922 27.965427675313549 4.9021232885133932 9.1392546148417733 105.7860464216792 0.76690728664107055 42.08861374281696 54.283362413400027 63.713575980160385 38.413853569436469 2.2841664387960909 31.922900581252179 52.04286381068232
leaf_count=103990 25956 4545 71579 55595 23516 14817 28824 26560 334163 127706 5475 72773 9306 160408 31433 13927 42668 23531 584940 70875 315284 94970 23009 1382 72054 33590 116718 14941 2628 8956 310743 540 26854 55716 66151 23111 2017 17482 86931
internal_value=0 0.0147512 -0.000440764 -0.000581368 -0.0139767 -0.0157965 -0.0283084 0.00135705 -0.00620011 0.00372727 0.0264088 0.0295205 0.0105982 0.0175429 0.0207099 0.00928204 0.00030421 0.0131038 -0.000762348 -0.00512325 0.00350964 0.00166524 0.0211968 0.0225744 0 0.0297269 0.00626058 0.00206352 0.0113978 -0.0168209 -0.0340596 0.0435894 -0.0190832 0.00234447 0.00592889 0.0110687 -0.0298147 0.0349321 -0.0356029
internal_weight=0 334.995 179.174 2404.45 299.972 129.053 184.494 2104.48 458.172 1646.31 50.1206 155.821 490.421 247.429 234.325 115.478 1155.88 84.7199 1071.16 559.989 511.175 242.992 38.363 55.3401 77.1146 23.1981 204.26 58.5894 30.624 202.648 167.079 65.8579 193.509 255.524 201.24 102.127 70.4638 39.2155 157.829
internal_count=3105664 232753 133484 2872911 648189 105982 450014 2224722 618941 1605781 27502 99269 439395 201147 191841 198175 1166386 67581 1098805 655815 442990 238248 70526 44050 127649 47517 143278 32386 17445 369973 421190 26496 361017 248968 193252 89262 73596 22027 397674
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=3684956 2 295987 18473496 962 21 1 14 8 1056 1 224 12584198 265408 705 824 10 613 1 5 144 1
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=40
num_cat=25
split_feature=3 1 7 7 6 1 7 1 2 2 8 2 7 2 3 7 2 1 2 1 0 3 8 1 7 1 3 2 3 3 2 1 9 2 7 9 2 1 7
split_gain=6.61358 8.10549 9.78675 6.57075 5.70379 12.0138 4.19189 3.27908 4.6479 3.29068 6.6195 3.26817 3.04703 2.7504 2.53129 2.37461 2.2852 2.00939 3.44876 2.18907 1.96942 1.89523 1.80679 1.3643 1.34413 1.32893 1.24744 1.50674 1.14095 1.1216 0.963496 0.827442 0.728881 0.666054 0.558812 0.494571 0.477889 0.470827 0.461442
threshold=9.5000000000000018 0 1.0000000180025095e-35 1.5000000000000002 1 2 7.5000000000000009 3 4 5 6 7 3.5000000000000004 8 78.000000000000014 1.0000000180025095e-35 9 10 11 12 13 6.5000000000000009 14 15 2.5000000000000004 16 12.500000000000002 17 16.500000000000004 7.5000000000000009 18 19 20 21 2.5000000000000004 22 23 24 31.500000000000004
decision_type=2 9 2 2 1 9 2 9 1 1 1 1 2 1 2 2 1 9 1 9 1 2 1 9 2 9 2 1 2 2 1 9 1 1 2 1 1 9 2
left_child=4 11 13 -4 7 16 29 8 -1 17 21 14 15 -3 -2 -12 23 -9 19 -19 -10 30 -20 -6 -18 -14 33 34 -13 -7 -11 -26 -15 -5 -28 38 -30 -23 -25
right_child=1 2 3 26 5 6 -8 9 20 10 12 28 25 32 -16 -17 24 18 22 -21 -22 37 -24 35 31 -27 27 -29 36 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0019992108761467476 0.048492327059597766 0 -0.029695103655783185 0 0.0041597377679829578 -0.036592886102761901 0.0023400560069830943 0.012830328327880339 -0.024226411609976684 0.025667379260803914 -0.0010831730975626975 -0.0066986826033741155 -0.0021586082220337211 0.042365298663925757 0 -0.017029472351672709 0 -0.0031419176429565276 0.0024570974832887147 0.029130651633279821 0 0.0032352806244039505 -0.010860248308906655 -0.024243185095580471 0 0.014939990387763696 0.017197505240760674 -0.012534796376562405 0.014874317797055484 0 0 0.022889995216233226 0 0.01972447600583218 0 0 0 -0.0092876143062021587 0
leaf_weight=221.26346002337959 70.987670615693787 25.047370962449349 78.805405381695891 8.8609191657160391 11.832355961159918 140.27481969139262 13.962391672717784 339.9236098114161 117.74239201930686 69.696583933771763 217.2398418561279 26.690304444746289 35.567326432581467 32.887958640378201 2.1775795093417392 238.14517808904566 23.814177771397226 6.4550584655808052 633.43697471155974 39.718164646506921 40.649012975103687 2.6141401635977672 78.76591387451117 20.145904502118359 21.674160715469043 42.519115859642625 6.5717056493740511 29.523280263427296 21.70359271390771 2.9733481202274552 13.502898775434003 59.236656280525494 7.3374342053139108 15.856535740706024 7.3861206823639804 2.0259966857120189 4.1308928052021683 9.5485297343548137 0.0087900370999695054
leaf_count=210241 35131 13627 81613 5953 15642 376693 25049 270453 238625 67848 267300 21705 35847 18432 1534 251836 51456 11303 659798 60022 25124 2504 77999 43261 26337 27786 2811 18426 14010 4133 13437 100351 3889 8339 3592 3528 4198 5354 11
internal_value=0 0.0137907 0 -0.0136436 -0.000513353 -0.0129148 -0.0290329 0.0012452 -0.00650761 0.00322085 -0.00212913 0.030192 -0.00708747 0.0261036 0.0413414 -0.0105775 0.00680344 0.00651472 0.00280714 0.0217734 -0.0179104 0.0172901 8.6244e-05 -0.00680584 0.0139558 0.00712129 0.0052549 -0.00125295 0.000260466 -0.035374 0.0235226 0.0198544 0.0339417 0.016596 0.00888457 -0.016393 0.012606 -0.000529353 -0.0222626
internal_weight=0 337.967 212.277 147.004 2402.74 295.949 157.211 2106.79 379.655 1727.13 628.834 125.69 533.471 65.2728 73.1653 455.385 138.738 1098.3 758.376 46.1732 158.391 95.3622 712.203 34.013 104.725 78.0864 68.1986 43.4811 52.5248 143.248 83.1995 80.9108 40.2254 24.7175 13.9578 22.1807 25.8345 12.1627 20.1547
internal_count=3105198 233260 156682 120734 2871938 646461 405875 2225477 473990 1751487 671912 76578 582769 35948 36665 519136 240586 1079575 809122 71325 263749 89143 737797 62442 178144 63633 39121 24829 39913 380826 81285 126688 22321 14292 6403 46800 18208 7858 43272
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=3684892 2 362043 18473488 962 405 12 79 664 70 8389772 4 4198402 1 3 263185 2097550 134 104 66569 1 389 1 304 8650824
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=40
num_cat=21
split_feature=3 2 4 0 1 2 3 2 1 1 3 6 7 3 1 7 7 8 1 1 7 9 7 7 1 8 1 3 3 7 1 2 5 2 7 3 3 7 7
split_gain=6.43346 4.83539 4.8353 7.89614 12.0513 4.35985 4.35973 3.91072 3.81598 3.75974 3.64459 2.99557 4.76978 2.11292 2.52363 2.00986 1.67376 1.56582 3.74038 3.62636 1.37776 1.36809 1.17327 1.08901 1.07828 1.04232 3.36902 1.16823 0.984007 0.802087 0.780669 0.739375 0.725287 0.566845 0.359979 0.355239 0.33158 0.254398 0.248317
threshold=32.500000000000007 0 1 2 3 4 7.5000000000000009 5 6 7 4.5000000000000009 8 1.5000000000000002 12.500000000000002 9 1.5000000000000002 5.5000000000000009 10 11 12 6.5000000000000009 13 1.0000000180025095e-35 2.5000000000000004 14 15 16 10.500000000000002 65.500000000000014 5.5000000000000009 17 18 19 20 6.5000000000000009 29.500000000000004 24.500000000000004 5.5000000000000009 9.5000000000000018
decision_type=2 1 1 1 9 1 2 1 9 9 2 1 2 2 9 2 2 1 9 9 2 1 2 2 9 1 9 2 2 2 9 1 1 1 2 2 2 2 2
left_child=2 21 3 4 10 6 24 9 33 29 -1 12 -7 20 31 -8 -13 18 32 37 25 28 -10 -21 -6 26 -5 -27 -2 36 -22 35 -9 34 -3 -15 -4 -19 -16
right_child=1 8 7 13 5 11 15 17 22 -11 -12 16 -14 14 38 -17 -18 19 -20 23 30 -23 -24 -25 -26 27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.04073748870079958 0.068193611178130692 0.027998310992996996 0.047223701044384753 0.012090343319307464 0.0054368179321109536 -0.012277372678124055 0 0.028772331894795462 0 -0.00010690554694278491 0 -0.032341265764369409 0.010393631241219224 0.020896771084137462 -0.018775844924259974 0.037064274295989623 0 0.018946168194849091 -0.0082678737847098633 -0.015303873889714485 0 0 -0.024658436202213557 0 -0.0037390497142264917 0.003855107177867963 -0.0099657980053350897 0.020570599169960558 0 0 0.020179475946137813 0 0 0 0 0 0 0 0
leaf_weight=104.98388499149951 6.6867199269327102 22.183402555048819 40.600064778525848 64.270191317671561 139.64600871426592 245.77394569486205 41.966689828390372 47.624257297662552 7.9471384008502381 22.997959502201411 21.117497566716338 52.762946547058164 100.41261514030339 12.051349915942406 67.464834189246176 19.392483189469203 10.791539644847942 33.876405599163263 23.214960821642308 104.51093646662775 10.940353488229446 1.5426304043940033 20.271224109259492 32.978320500333211 357.38772777257873 858.00616607387201 150.42869065119885 29.430599678482395 0.54351662771659892 0.71040719134907604 54.747933579245 11.772701245645296 10.868303976691093 8.4563617267995159 0.5782652026246059 0.8093843323877089 0.2850785207701837 0.63432885322254051 0.35755833308212359
leaf_count=329859 2015 11908 41493 44354 79144 483793 31276 63290 2332 20400 47267 152634 201312 2146 16569 11556 20484 59699 54494 179889 12583 353 14854 67733 493312 495487 88214 6452 267 1775 38509 2820 19061 6023 330 161 109 1625 169
internal_value=0 0.0264244 0.000215711 -0.00128185 -0.00748748 -0.00268483 0.00263972 0.0113109 0 0.0279898 -0.0325767 -0.0101975 -0.00459963 0.00392249 -0.00787 0.022863 -0.0273203 0.00242439 0.0116953 -0.00194032 0.00528027 0.0489633 -0.0153498 -0.0104688 -0.000396843 0.00380588 -0.00132357 0.00533285 0.0657128 0.039638 0.0179339 0.00776875 0.0228044 0.0176104 0.0223543 0.0150723 0.0466297 0.0153905 -0.0163774
internal_weight=0 68.2093 2672.82 2354.52 1094.24 968.134 558.393 318.301 59.4364 64.5935 126.101 409.741 346.187 1260.28 92.4558 61.3592 63.5545 253.708 81.7075 172 1167.82 8.77287 28.2184 137.489 497.034 1102.14 214.699 887.437 7.23024 41.5956 65.6883 24.6334 58.4926 31.218 22.7617 12.8607 40.8851 34.5107 67.8224
internal_count=3105751 38082 3067669 2558101 1850637 1473511 615288 509568 35447 63777 377126 858223 685105 707464 21865 42832 173118 445791 136845 308946 685599 2635 17186 247622 572456 634507 132568 501939 2282 43377 51092 5127 82351 18261 12238 2307 41602 61324 16738
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=4 1 1 4223748 11 527 2631862 3434978 2 3145806 6 11340738 529436 1 1606688 2 14172754 6836480 90 2 218
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=40
num_cat=29
split_feature=3 2 3 5 2 2 1 1 1 4 4 7 2 8 1 2 2 1 7 2 2 1 2 1 1 1 7 1 8 3 0 7 3 2 2 3 0 2 7
split_gain=6.10827 4.53896 4.23505 6.29413 4.30392 4.17967 3.43241 3.19816 2.72537 2.41423 2.31911 3.19076 2.93656 2.60443 5.53293 6.18932 3.62349 3.5984 1.84599 1.8317 1.78004 1.72704 1.4414 1.43497 1.16217 1.15742 1.10809 0.957361 0.728123 0.703777 0.680551 0.741343 0.585739 0.558139 0.54823 0.516881 0.508845 0.99917 0.438493
threshold=32.500000000000007 0 1.0000000180025095e-35 1 2 3 4 5 6 7 8 6.5000000000000009 9 10 11 12 13 14 1.0000000180025095e-35 15 16 17 18 19 20 21 1.0000000180025095e-35 22 23 78.000000000000014 24 12.500000000000002 24.500000000000004 25 26 18.500000000000004 27 28 7.5000000000000009
decision_type=2 1 2 1 1 1 9 9 9 1 1 2 1 1 9 1 1 9 2 1 1 9 1 9 9 9 2 9 1 2 1 2 2 1 1 2 1 1 2
left_child=2 29 3 5 23 7 34 28 9 18 11 13 24 17 16 -16 -15 20 -7 -19 -4 -14 27 -5 -12 -24 -8 -13 -1 -2 31 -6 -23 -11 -3 -27 -10 -38 -9
right_child=1 6 10 4 30 8 26 38 36 33 12 22 21 14 15 -17 -18 19 -20 -21 -22 32 25 -25 -26 35 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.011051283122919024 0.061432617480452249 0.021248382170708534 0.00045676488107676376 0.014789108954166739 -0.042931394742052792 0 0 -0.027279177887922276 0.0024261188848141053 0.016377601866089969 0.0066871775825464996 0.0082904574390034839 0 -0.008447540199951073 0.0015023108863718754 -0.023229775858864699 0.01573011797991054 0.0098222048205909782 -0.01581760644258539 0 -0.016282168291228496 0.028587784309764438 0 -0.0072869975195695678 -0.0098793331063463767 0.036913999552283236 -0.023748907514390558 -0.010848560723110995 -0.0028876842704311763 0 0 0 0 0 0 0 0.018470771112485209 0 0
leaf_weight=14.922581697914211 8.7876089400378969 23.324558176711434 70.381120122863649 16.622821637254674 54.101503763098663 168.75616674901175 7.9540495631808907 85.391071511723567 182.61523064748326 15.844282873047632 34.01589761726791 5.2400551668397384 28.476073325480684 51.320730865292717 144.83815212280388 186.17996508855504 127.15887628568817 500.41401898149343 121.92746853346762 354.87714961378151 84.070612217783491 94.339150486819563 12.569508824191871 8.5353897512977728 45.382031040469883 32.039131078923674 19.679366986558307 14.924926884050366 38.241549352122092 0.4448397629894324 16.369585885244305 0.15936892775061906 0.91130429784243361 34.43955199336051 8.4735468231956492 0.59987341932719473 76.304144771536812 46.079694220854435 2.5160978082276406
leaf_count=25258 2431 12429 89264 38373 185455 167134 2341 162068 279405 30239 56633 5444 45559 38277 154568 195308 84047 381465 167274 337465 120146 121805 7640 20019 61583 32110 14641 14257 72220 244 37253 361 864 67269 6040 308 42297 22574 3501
internal_value=0 0.0257956 0.000297767 -0.00513947 -0.0260776 -0.00136001 0 -0.0150138 0.00190592 -0.00350525 0.00318835 0.0015675 0.0127171 0.000247623 -0.00512911 -0.0126043 0.00713107 0.00333611 -0.00780828 0.00611173 -0.00858681 0.0202364 0.0193689 0.00281966 -0.000406708 0.0242708 -0.0146089 0 0.000869735 0.0474917 -0.0340231 -0.0418526 0.0256061 0.0108191 0.0166441 0.0306956 0.00852983 0.0139579 -0.0242332
internal_weight=0 68.664 2670.57 882.827 95.7887 787.038 59.4315 141.071 645.967 340.967 1787.74 1584.61 203.124 1519.24 509.498 331.018 178.48 1009.74 290.684 855.291 154.452 123.727 65.3735 25.1582 79.3979 45.2085 27.6334 20.165 53.1641 9.23245 70.6305 54.2609 95.2505 50.2838 31.7981 32.639 304.999 122.384 87.9072
internal_count=3105569 38126 3067443 1320700 281461 1039239 35451 263047 776192 431916 1746743 1460299 286444 1400540 472200 349876 122324 928340 334408 718930 209410 168228 59759 58392 118216 40058 16982 19701 97478 2675 223069 185816 122669 97508 18469 32418 344276 64871 165569
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=4 2 257 56 2631862 31003078 6398818 1 1 322 1 4543490 106 526 17166467 391 337 6031893 137 35064 2638524 4273680 262865 6 1 262 218 1 705
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=40
num_cat=26
split_feature=3 2 6 1 1 7 4 2 2 1 8 1 1 0 1 7 7 2 2 1 2 1 1 3 3 9 3 8 2 1 3 2 0 2 7 3 7 3 3
split_gain=5.80738 4.23916 3.7656 10.4489 3.1427 2.6477 2.62752 3.73958 2.60423 2.55118 2.1185 4.32972 2.54319 2.07079 4.17065 4.67317 5.50936 4.24298 2.94597 2.37379 1.74168 2.63295 1.53034 1.5182 1.49473 1.37722 1.27433 1.20255 1.07351 1.02283 0.947396 0.938014 0.832658 0.806543 0.739518 0.67978 0.873201 0.644822 0.60239
threshold=32.500000000000007 0 1 2 3 5.5000000000000009 4 5 6 7 8 9 10 11 12 1.5000000000000002 1.0000000180025095e-35 13 14 15 16 17 18 1.5000000000000002 18.500000000000004 19 12.500000000000002 20 21 22 65.500000000000014 23 24 25 1.5000000000000002 8.5000000000000018 1.5000000000000002 5.5000000000000009 8.5000000000000018
decision_type=2 1 1 9 9 2 1 1 1 9 1 9 9 1 9 2 2 1 1 9 1 9 9 2 2 1 2 1 1 9 2 1 1 1 2 2 2 2 2
left_child=2 25 6 8 33 24 13 9 29 -8 11 -9 23 14 18 16 -16 -17 -1 27 21 -21 -7 -12 34 30 -22 28 -15 -4 -2 -6 -10 -3 -5 36 -34 -24 -31
right_child=1 4 3 5 31 22 7 10 32 -11 12 -13 -14 19 15 17 -18 -19 -20 20 26 -23 37 -25 -26 -27 -28 -29 -30 38 -32 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=0.0010776185008264203 0.064063244207312436 0.021605903090180706 0.0043245363070443807 0 0 0.012110837564413472 0.039635641884118701 0.024700180333831038 0 0 0 -0.0094842191266012593 -0.0112828044051549 0 0.0014275258822445951 0.02610452906517538 -0.01777758397095856 -5.492387227115206e-05 -0.024169076512380733 0.021225724869465237 0.00022235353059316045 -0.0060852999487836408 -0.016338523922228062 0.0215079819079586 0 0 -0.01227694595202763 0 0.019594967390968662 -0.019514976192867323 0 -0.019909646364211761 0 0 -0.031737171290529539 0 0.032058104899955774 0 0
leaf_weight=41.121777101023326 7.5613840493315365 23.133134188348777 6.9615120166927227 9.2335551216328877 6.0110527483848273 14.398671355902477 26.564106491437997 57.791870681307046 36.359734507772373 18.031817590759601 27.812403743853793 20.750130110973259 119.95789790386334 36.521154211455723 469.86422205496274 76.217494634060131 172.63120648354015 95.947177691527031 101.09092250754475 55.959976792422822 782.3132852808194 16.352690213127062 26.156155216231131 21.008484120073263 2.8759003517625379 1.6273554184444936 56.90479660598794 45.646587949449895 123.54271477356087 20.924439605158121 0.56576812962885004 22.166344761353688 1.2212671435554501 8.1556304358964571 138.39727037972807 2.7764620875241226 41.144388967688428 3.9837419457762726 1.4253972334845446
leaf_count=102617 2102 11843 9218 23879 3840 21949 21367 73339 97006 12489 58293 45079 196678 23500 612905 85495 259016 169499 223106 9744 369406 6179 48882 24672 5140 361 11670 29004 66381 41217 270 13951 1888 5685 366164 1347 45167 3309 1506
internal_value=0 0.0250391 0.000246682 -0.0095392 0 -0.0221827 0.00174052 0.0101809 0.0113393 0.0287068 0.00191045 0.0129853 -0.00330683 0.0002818 -0.00292338 0 -0.00384943 0.0134857 -0.0165884 0.00329307 0.000533448 0.0124109 0 0.00916876 -0.028564 0.0458507 -0.000666848 0.0120888 0.0157228 -0.00481191 0.0616013 -0.0138212 0.0192889 0.0160671 -0.0302201 0.0276834 0.0298281 -0.010219 -0.0134179
internal_weight=0 69.2207 2671.89 305.858 59.4662 195.045 2366.03 291.917 110.813 44.5959 247.321 78.542 168.779 2074.11 956.873 814.66 642.495 172.165 142.213 1117.24 911.531 72.3127 44.5386 48.8209 150.507 9.75451 839.218 205.71 160.064 29.3113 8.12715 28.1774 81.5019 31.2888 147.631 45.1421 42.3657 30.1399 22.3498
internal_count=3105163 38052 3067111 666672 35319 469323 2400439 431917 197349 33856 398061 118418 279643 1968522 1452638 1126915 871921 254994 325723 515884 396999 15923 74140 82965 395183 2733 381076 118885 89881 51941 2372 17791 145408 17528 390043 48402 47055 52191 42723
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=4 2 2392115 2631734 1 15 74 3434978 6 11340738 530076 1 4322068 62 580 13652300 9 2622482 8391360 1 5 128 262161 288 1 218
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=40
num_cat=26
split_feature=3 2 4 0 1 2 3 2 3 1 1 1 7 3 1 1 8 1 1 2 7 7 1 2 1 2 2 1 1 2 3 5 2 7 7 7 2 7 3
split_gain=5.45993 4.02884 3.49816 5.65395 9.85843 3.51465 3.36394 3.34457 3.89652 3.05148 2.87256 2.75682 2.38441 1.62552 2.19649 1.56448 1.35336 3.5445 2.23406 1.30752 1.06418 0.979669 3.89587 1.34795 1.60638 1.16058 1.01298 0.771048 0.748867 0.695206 0.636368 0.562366 0.514943 0.484739 0.463406 0.403626 0.734552 0.365158 0.338953
threshold=32.500000000000007 0 1 2 3 4 4.5000000000000009 5 7.5000000000000009 6 7 8 3.5000000000000004 12.500000000000002 9 10 11 12 13 14 1.0000000180025095e-35 4.5000000000000009 15 16 17 18 19 20 21 22 78.000000000000014 23 24 4.5000000000000009 1.5000000000000002 2.5000000000000004 25 1.5000000000000002 29.500000000000004
decision_type=2 1 1 1 9 1 2 1 2 9 9 9 2 2 9 9 1 9 9 1 2 2 9 1 9 1 1 9 9 1 2 1 1 2 2 2 1 2 2
left_child=2 30 3 4 6 9 34 8 27 -4 32 31 -13 21 29 -10 17 37 19 33 -12 23 26 28 -25 -24 -23 -6 -5 38 -2 -9 -3 -18 -1 36 -20 -7 -15
right_child=1 10 5 13 7 16 -8 11 15 -11 20 12 -14 14 -16 -17 18 -19 35 -21 -22 22 25 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0080847453358905089 0.057298265591946021 0.019453966743562666 0.044918572679454746 0 0.0046396263115626316 0.028387821417482102 0 0.0056661365297727556 0.026300560546120788 0 0 -0.018434744587666543 0.0016766831343462873 0.020014088559182346 -0.015102303153658412 0 0.028008141587591007 -0.0076130405760134485 0.00062914626283826192 0 -0.022590013715565776 0 0.0049838611279566271 0.0094046684600341754 -0.00054288120068942541 -0.010224427983076949 0.027070938744108698 -0.0031316939010132072 0.018094624859467525 0 0 -0.0047767476464354759 0 0 -0.046063084128192711 0 -0.012192826546304479 0 0
leaf_weight=42.890702339271229 9.7476446774526249 24.259959752991563 13.109932604085769 3.7083708131976891 138.13113599499775 42.4020896153379 20.665387801134784 107.18990376065631 45.00622471969109 13.892442984622905 7.841775216744284 226.14933827519053 36.869123144530022 12.352621890982842 66.242603239312302 17.242821391439065 16.858803132679899 27.094126663345378 9.6769041763909627 26.389101647713687 18.947656964090129 23.217632280604448 52.293157105639693 152.54532658844255 769.74732202912855 51.228076702449471 72.33514996797021 357.99611292327972 50.21784286230104 11.754288318043111 0.43809119134675789 31.956367021437472 8.5005876439827244 0.79243873051018354 55.280728091895071 35.25931865038001 112.51177879850729 25.405794810983934 0.81092689960496578
leaf_count=118544 2573 13123 10007 1805 72635 46848 46670 223364 28590 7474 2337 488739 81393 2146 16738 14413 22313 63229 10245 43402 14371 11272 41527 96555 440111 39836 41130 502085 11561 2820 237 64247 6091 1444 213003 72542 191667 37981 161
internal_value=0 0.0243445 0.000344022 -0.00092599 -0.0062537 0.00970192 -0.0294925 -0.00195217 0.00263266 0.0311957 0 -0.00865863 -0.0142233 0.00342297 -0.00686481 0.0216291 0.00308689 0.011135 -0.000678006 0.0118083 -0.0135098 0.00462084 0.0110789 0.00271471 0.0011132 -0.00120385 0.0222103 -0.000227968 0.0144833 0.0072825 0.0445037 0.00101251 0.0150751 0.0213895 -0.0375871 -0.00737461 -0.0100421 0.0214541 0.0143986
internal_weight=0 69.7357 2669.22 2345.83 1079.38 323.393 118.837 960.541 558.376 27.0024 59.55 402.165 263.018 1266.45 91.1604 62.249 296.39 94.902 201.488 44.0403 26.7894 1175.29 199.074 976.219 922.293 103.521 95.5528 496.127 53.9262 24.9178 10.1857 139.146 32.7605 17.6512 98.1714 157.448 122.189 67.8079 13.1635
internal_count=3105229 38732 3066497 2559345 1853683 507152 378217 1475466 617723 17481 35922 857743 570132 705662 21865 43003 489671 148058 341613 67159 16708 683797 133765 550032 536666 81363 52402 574720 13366 5127 2810 287611 19214 23757 331547 274454 201912 84829 2307
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=4 1 1 4223748 7 11 2378722 2631862 18156546 3145806 11012216 6 11094474 1586324 88 1312477 5 14176514 184 263 558112 8913682 90 2 218 512
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=40
num_cat=27
split_feature=3 2 4 0 1 3 2 2 1 1 7 3 8 8 1 2 3 1 3 3 8 1 1 1 5 2 7 2 8 7 1 3 1 2 1 7 1 7 2
split_gain=5.15578 7.06947 3.66076 6.02217 7.98874 2.99746 2.87426 2.84904 2.80367 2.55081 2.40706 1.85839 1.78606 1.62758 1.49834 2.60318 1.5084 1.31308 1.16712 1.33144 1.16436 3.02616 1.59518 1.11112 1.08971 0.924935 0.902075 0.902671 1.02856 0.913422 0.819758 0.878213 0.673751 0.407341 0.972607 0.406988 0.396765 0.37921 1.75558
threshold=16.500000000000004 0 1 2 3 4.5000000000000009 4 5 6 7 3.5000000000000004 12.500000000000002 8 9 10 11 3.5000000000000004 12 21.500000000000004 94.500000000000014 13 14 15 16 17 18 6.5000000000000009 19 20 2.5000000000000004 21 65.500000000000014 22 23 24 4.5000000000000009 25 1.5000000000000002 26
decision_type=2 1 1 1 9 2 1 1 9 9 2 2 1 1 9 1 2 9 2 2 1 9 9 9 1 1 2 1 1 2 9 2 9 1 9 2 9 2 1
left_child=2 12 3 4 5 37 9 14 -3 -4 13 26 -2 -9 16 -16 -6 -12 -10 -20 21 -8 25 -13 30 35 27 29 -29 -5 -14 -32 -28 36 -35 -22 -24 38 -1
right_child=1 8 6 11 7 -7 20 10 18 -11 17 23 24 -15 15 -17 -18 -19 19 -21 22 -23 33 -25 -26 -27 32 28 -30 -31 31 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.0046526971340610504 -0.00024837516766874158 0.013223538679320544 0.042091767234364641 0.027780344924781226 0 0 0.020208346722782496 0.00064689508016643055 0 0 0.013564496240854774 0.0015208917010947978 0 -0.016831171600470145 0.0018027382966108859 -0.014453625233863517 0.017240546959922564 -0.004977186945440225 -0.024473549661949527 0 0.024185809255955662 -0.0066135981452082482 0.0055535926460388027 -0.017334717198631021 0 0 0 -0.0031764712585940595 0.003657683775494731 0 0.051854380198308826 0 0.016821894315330762 0 -0.014555257707212908 0 -0.0052102381418675011 -0.044214472771531156 -0.018086626811687045
leaf_weight=20.198080730406218 6.0879561224137433 26.10132940908079 12.762379500127279 5.9677035608328879 167.28743631201723 18.515818921172468 68.092297382245306 32.525789816554607 18.917054731049575 13.581520595165786 28.679334498518074 10.11364827112993 6.6216361162369139 228.09037115288993 282.70289059788774 92.063483408146567 65.854658720651059 25.243483686783293 42.457174473398481 5.5650248771999022 16.690944240370303 26.376916780602187 33.872481262500514 28.579559015051927 5.9498923139908575 25.940215595153859 11.046855298744047 211.32715961705253 888.86558123634313 4.3066226835071575 53.310190665783011 1.4648094790172752 57.459722202664125 32.32290966619621 65.278197521649417 0.78731919199344602 22.226663513356471 52.455082953660167 22.259424876963749
leaf_count=55282 2499 17049 10093 1142 178847 41434 84042 74386 16111 7399 63800 1845 3838 509745 320100 197062 36285 53839 38084 3473 21971 62688 56717 7655 10272 42940 12347 131739 499991 860 11742 527 38582 56527 120499 1431 38143 211876 62768
internal_value=0 0.0169764 4.26241e-05 -0.00129856 -0.00689648 -0.0283101 0.00970366 -0.00281285 -0.00121711 0.0294976 -0.0100369 0.00327448 0.0334762 -0.0143329 0.000850847 -0.00247621 0.00687671 0.00365659 -0.0124932 -0.0196363 0.00337535 0.0107488 -0.000110287 -0.0118293 0.0382761 0.0102455 0.00429956 0.00303842 0.00201647 0.0172267 0.0449079 0.0450703 0.0145455 -0.0060961 -0.00920674 0.018276 0 -0.0359586 -0.00753517
internal_weight=0 166.475 2571.47 2253.54 1035.88 113.428 317.932 922.447 93.0406 26.3439 314.539 1217.67 73.4345 260.616 607.908 374.766 233.142 53.9228 66.9393 48.0222 291.588 94.4692 197.119 38.6932 67.3465 43.4185 1178.97 1110.47 1100.19 10.2743 61.3966 54.775 68.5066 153.7 97.6011 17.4783 56.0991 94.9126 42.4575
internal_count=3105630 103595 3002035 2499585 1805424 371360 502450 1434064 74717 17492 701770 694161 28878 584131 732294 517162 215132 117639 57668 41557 484958 146730 338228 9500 26379 66342 684661 633732 631730 2002 16107 12269 50929 271886 177026 23402 94860 329926 118050
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=22 1 1 4223748 7 15 2097332 2378722 8 12 2722976 1 527472 6 11094474 1586324 3408320 2 88 1 2 262580 6836480 784 770 10487912 614
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=40
num_cat=20
split_feature=3 2 1 4 0 1 3 2 1 1 2 3 6 7 7 7 1 2 2 3 3 3 8 7 7 1 3 7 1 1 3 3 3 2 7 3 1 1 7
split_gain=4.78897 3.81093 3.79219 2.98562 4.06584 8.72787 3.31305 3.06823 2.77572 2.55385 2.39522 3.01694 2.67369 3.44541 1.80149 1.50127 1.32199 5.25702 3.11836 2.29569 2.13731 2.22115 1.943 1.33421 1.15155 1.08688 1.00813 0.840633 1.50812 0.987894 1.1465 0.838347 0.774472 0.695629 0.769128 0.606542 0.604071 0.596284 0.547268
threshold=32.500000000000007 0 1 2 3 4 4.5000000000000009 5 6 7 8 7.5000000000000009 9 1.5000000000000002 1.5000000000000002 5.5000000000000009 10 11 12 2.5000000000000004 8.5000000000000018 5.5000000000000009 13 5.5000000000000009 6.5000000000000009 14 1.5000000000000002 2.5000000000000004 15 16 3.5000000000000004 78.000000000000014 29.500000000000004 17 1.0000000180025095e-35 94.500000000000014 18 19 3.5000000000000004
decision_type=2 1 9 1 1 9 2 1 9 9 1 2 1 2 2 2 9 1 1 2 2 2 1 2 2 9 2 2 9 9 2 2 2 1 2 2 9 9 2
left_child=3 9 -3 4 5 6 -1 8 -5 31 11 37 13 -12 -13 -14 18 23 19 22 21 -20 -6 38 -22 27 -25 29 -29 -9 -31 -2 -19 34 -27 -4 -21 -7 -18
right_child=1 2 35 7 16 10 -8 25 -10 -11 12 14 15 -15 -16 -17 17 32 20 36 24 -23 -24 26 -26 33 -28 28 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.035661270741072677 0.062753939588827287 0.016028363516036464 -0.025115588083227249 0.04171402111632308 0.024697005007918351 -0.0063671164427525854 0 0.0012896869509890026 0 -0.0011451304739016602 -0.0090446876259072037 0 -0.028350274231300428 0.01045825002963629 0.031813669910595095 0 0 0.020006931912369366 -0.0035097732561360975 0.0044968116555848181 -0.018198146395064573 0.013613255497411408 -0.0030323657362046237 0.019694938717514435 0.00063740418054784105 0.0087729743911977038 0 0.01649580403758226 -0.0063572445122290714 -0.019336934652761123 0 0 0 0.01209848039287891 -0.0061331798758181497 0 -0.0085340432904351584 0.0011998521090410309 -0.0085292960334489472
leaf_weight=94.335274156577725 13.260967731977873 26.134884882252663 19.15401281062805 14.306309432431588 69.679986421411741 91.331726716787671 21.325317275761336 27.115999830406508 13.884213884011844 6.5000413407105979 234.87622800040845 42.943612274946645 48.153633137555516 100.33424148218546 21.298930539225694 10.418586898829743 278.6358225444128 190.0029314616404 388.43144515949825 15.404902230890002 93.177398941013962 62.040949222340714 7.4124753481592043 21.773802472132957 2.7712627079454242 28.816085227328585 23.464157397771487 14.073554227943532 8.0513646354811499 53.020352294392069 15.840393216232767 2.8118159531732081 1.7778218179009844 96.40460943011567 54.12664841892547 3.0532040860998668 27.71451889166201 403.62540278753659 91.150101062259637
leaf_count=333502 4006 14957 12584 10445 40276 207153 48518 50357 7461 4218 472722 31158 150749 204768 12069 20703 177881 99364 230684 4108 21157 18352 4260 21929 867 38050 13158 34890 17132 105922 19097 1327 246 130000 95246 1778 13691 369140 61483
internal_value=0 0.022767 0 0.000393488 -0.000776253 -0.00534619 -0.0274113 0.0090059 0.0288996 0.038013 -0.00131592 0.00247601 -0.0071241 -0.00200612 0.0189675 -0.0232314 0.00286336 0.00607956 0 0.0120856 -0.003643 0 0.0211499 0 -0.01525 0.00276242 0.0115295 -0.00264476 0.00549665 -0.00797491 -0.0127797 0.0487194 0.0182091 0.00752376 0 -0.0183433 -0.000392963 -7.46636e-06 -0.00289078
internal_weight=0 70.9149 48.3421 2667.72 2342.08 1068.64 115.661 325.64 28.1905 22.5728 952.982 559.2 393.783 335.21 64.2425 58.5722 1273.44 606.805 666.633 120.212 546.421 450.472 77.0925 415.024 95.9487 297.449 45.238 118.102 22.1249 95.9767 68.8607 16.0728 191.781 179.347 82.9427 22.2072 43.1194 494.957 369.786
internal_count=3105408 38870 29319 3066538 2557938 1850482 382020 508600 17906 9551 1468462 619520 848942 677490 43227 171452 707456 374061 333395 62335 271060 249036 44536 274451 22024 490694 35087 227398 52022 175376 125019 5333 99610 263296 133296 14362 17799 576293 239364
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=36 2631734 1 1 4289285 7 2378722 10755264 11 2 8989856 960 257 3 5532257 1048672 27136 384 1152 10750082
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=40
num_cat=24
split_feature=3 2 4 0 1 3 2 1 1 2 3 1 7 7 2 7 3 1 8 1 2 3 1 3 1 7 7 1 2 1 2 3 1 8 3 7 7 2 2
split_gain=4.4248 3.47721 2.7921 3.4816 7.73232 2.93049 2.81084 2.6473 2.2914 2.06289 2.75922 2.5497 2.47584 1.5962 1.44282 1.41947 1.17996 1.72145 1.03965 0.91439 0.981907 0.806869 2.60068 0.970298 0.811252 0.719557 0.7191 1.44366 1.1424 0.817431 0.566506 0.564485 0.559573 0.549493 0.529826 0.518131 0.494074 0.479951 0.476367
threshold=32.500000000000007 0 1 2 3 4.5000000000000009 4 5 6 7 7.5000000000000009 8 3.5000000000000004 1.5000000000000002 9 1.0000000180025095e-35 12.500000000000002 10 11 12 13 9.5000000000000018 14 8.5000000000000018 15 1.0000000180025095e-35 2.5000000000000004 16 17 18 19 78.000000000000014 20 21 109.50000000000001 5.5000000000000009 4.5000000000000009 22 23
decision_type=2 1 1 1 9 2 1 9 9 1 2 9 2 2 1 2 2 9 1 9 1 2 9 2 9 2 2 9 1 9 1 2 9 1 2 2 2 1 1
left_child=2 31 3 4 5 -1 7 -4 38 10 32 12 -11 -12 -13 -10 21 18 30 20 35 23 -23 36 -25 -22 28 -28 -21 -30 -18 -2 -6 -19 -17 -8 -5 -24 -3
right_child=1 8 6 16 9 -7 19 -9 15 11 13 14 -14 -15 -16 34 17 33 -20 26 25 22 37 24 -26 -27 27 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.033924019264020853 0.051484633158313933 0.018036892359636104 0.0401138172637844 0.0017605982725874285 0.0039432462280386948 0 0.017989336482752652 0 0.00056955820335900147 -0.020456262223038785 0 0.0062355859743149743 0.0043666210666172805 0.030008136402933785 -0.0074229257160613338 -0.024967827570427897 0.01927032953799886 0 -0.0035927190024905259 0.0003052722271162088 0.007961015383957994 -0.0078337062684061595 0 0.0012474242718244384 -0.014636834285817092 -0.0062259335314925274 0.015123237359893274 -0.0063780866151361849 0 -0.018354966861009979 0 0 -0.0026520395436085641 -0.017303996551228325 0 0 0.0080639537306991995 0.023951916843698615 0
leaf_weight=91.066725830263749 11.159694139612837 22.471538267505821 14.924035934498532 905.75602819096821 142.19768869820837 21.535615463588329 60.63240225649497 13.888706289755648 8.6530188722827024 139.64143739243082 42.981964853752288 139.75471546664085 16.942552996933955 21.99267906366731 95.006902466457177 19.171511341155568 14.336241102486381 9.1543673691339791 9.6925546750717348 67.61894514557207 32.033081137793488 8.7071152493590471 7.1811683150008321 6.3877172961074393 19.587778029352197 54.20694312620617 23.400641820684541 8.0620961514214304 9.5336135374091082 40.801404406665824 5.8150762087316279 0.44272099113732188 352.95489368861126 51.123478186258581 2.1208159954257999 1.3958838656835713 191.63682846759912 46.819369656441268 7.5718595070648034
leaf_count=333614 2574 11102 10484 531865 80142 48833 75444 7463 2767 303001 31225 302431 39922 12214 202367 15713 2643 2885 2277 114960 42051 2536 444 2210 5507 93146 53426 17157 19990 72092 1490 242 495750 12570 1358 3323 132292 11316 5081
internal_value=0 0.02188 0.000427396 -0.000702016 -0.00495332 -0.0259564 0.00874215 0.027729 0 -0.00116826 0.00231321 -0.00659916 -0.0150839 0.0180249 0 -0.0117003 0.00264534 -0.0060602 0.00536327 0.00269023 0.00775671 0.00368669 0.0136219 0.0025321 -0.00918815 0 -0.00132983 0.00573158 -0.00611116 -0.0136937 0.014183 0.0402038 -4.50946e-05 -0.0139867 -0.0222333 0.0146113 0.00331274 0.0206851 0.0137998
internal_weight=0 71.5912 2666.77 2340.27 1064.08 112.602 326.498 28.8127 59.9887 951.473 560.127 391.346 156.584 64.9746 234.762 29.9453 1276.2 90.1217 29.8439 297.685 148.268 1186.08 62.7077 1123.37 25.9755 86.24 149.417 31.4627 117.954 50.335 20.1513 11.6024 495.153 60.2778 21.2923 62.0283 1097.39 54.0005 30.0434
internal_count=3105907 38837 3067070 2557534 1849499 382447 509536 17947 36021 1467052 619331 847721 342923 43439 504798 19838 708035 21865 6410 491589 213964 686170 14296 671874 7717 135197 277625 70583 207042 92082 4133 2816 575892 15455 17071 78767 664157 11760 16183
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=4 1 1 4289285 7 2378722 2631732 11 11010120 340 7405902 1 11080862 600 15229060 2375702 1048928 904 4196864 122 1606688 2 6 218
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=40
num_cat=21
split_feature=3 2 1 7 1 1 2 2 7 3 5 3 3 1 2 2 4 5 2 3 1 1 2 1 1 3 7 3 8 3 3 3 1 3 3 8 7 3 3
split_gain=4.12877 3.2697 3.3135 2.85874 7.4597 5.60215 8.47375 7.56301 4.37152 4.13393 3.2029 3.17294 2.85227 2.52622 2.12428 2.11711 2.08049 1.90034 3.66093 1.70376 1.62848 1.49493 1.45284 1.40142 1.38614 1.17778 0.946259 0.865826 1.71186 0.704886 0.712045 0.696994 0.559587 0.528567 0.502505 0.463804 0.413675 1.64288 0.753302
threshold=32.500000000000007 0 1 1.0000000180025095e-35 2 3 4 5 6.5000000000000009 1.0000000180025095e-35 6 7.5000000000000009 2.5000000000000004 7 8 9 10 11 12 15.500000000000002 13 14 15 16 17 20.500000000000004 4.5000000000000009 3.5000000000000004 18 21.500000000000004 1.5000000000000002 78.000000000000014 19 1.5000000000000002 1.0000000180025095e-35 20 2.5000000000000004 6.5000000000000009 1.5000000000000002
decision_type=2 1 9 2 9 9 1 1 2 2 1 2 2 9 1 1 1 1 1 2 9 9 1 9 9 2 2 2 1 2 2 2 9 2 2 1 2 2 2
left_child=3 13 -3 4 10 6 11 8 16 21 14 12 -5 31 -1 20 19 18 -11 -7 -6 -9 36 29 -19 -13 -24 28 -25 30 -17 -2 -10 -18 -12 -14 38 -38 -8
right_child=1 2 -4 5 15 7 22 9 32 17 34 25 35 -15 -16 23 33 24 -20 -21 -22 -23 26 27 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0 0.05814157884389777 0.014569151447865825 -0.017604756201327884 0.016287749871254264 0 -0.026187526417134274 -0.010325128454417241 0.001228563820118021 0 0.018927073679208786 0 0.042161614267012988 0 -0.0013560721362280606 -0.020743076344727489 0 -0.0063000666493990484 0.004446256456639615 0 0 0.014814040850796076 -0.014264020732952118 -0.014606228790199247 0.0032055995067484036 -0.013258306849719716 0 0 0.0015579751428501571 -0.0164077238432454 -0.0019410919575582773 0.015285584969586742 0 0.014228160009690793 0.0087531771077061903 0.019417386229220457 -0.010785129498594559 0.010424502944142388 -0.0095786624731061289 0.0014089471453144849
leaf_weight=62.392265612699703 14.438401102044738 27.832144931511721 20.455861400027061 139.26023998974779 62.17614440680336 264.15656637844404 48.020406412084412 40.981795931424131 6.5039230520051206 139.48230645687363 2.2754370231559724 39.92737646115711 57.97869208989141 6.5978933275037006 130.14461816971379 60.929546474453673 18.008939756895415 26.051587088652013 249.17148290324985 19.847848988960322 462.95008267106095 175.42273582487724 118.45520077371657 26.829777815361012 52.202509544182249 7.7297763126553027 28.060247392873862 42.633403465930314 68.769864886460709 3.6058599756070171 75.423619502078509 2.8047282535990226 11.618080535939955 14.116875872059607 5.167953208230756 12.64591939053207 110.24031066027237 17.495057396925404 64.561788698429154
leaf_count=64326 4102 15813 13390 189943 93522 383495 77352 78355 12888 104674 5466 19348 46318 4311 196897 64377 30062 54467 186934 14896 419521 242647 145378 35621 107377 3351 29753 37804 103107 1438 58500 1334 10653 16570 8042 11203 134098 12193 65908
internal_value=0 0.0211715 0 0.000482799 0.00470927 -0.00192964 0.00494026 -0.00656775 -0.0180316 0 -0.0106066 0.017901 0.00863006 0.0350602 -0.0152813 0.00914419 -0.0217596 0.00498252 0.0081323 -0.0242524 0.0127886 -0.0108492 -0.00385468 0.000579148 -0.00580825 0.0380657 -0.0106155 -0.00480986 -0.010115 0.00745478 0.01026 0.045446 0.010043 0 0.0148297 -0.00384247 0.000123639 0.00448217 -0.00261139
internal_weight=0 72.129 48.288 2665.24 1003.3 1661.94 644.375 1017.56 334.252 683.312 199.98 257.542 209.885 23.841 192.537 803.318 316.13 466.908 388.654 284.004 525.126 216.405 386.833 278.192 78.2541 47.6572 146.515 138.233 95.5996 139.959 136.353 17.2431 18.122 32.1258 7.44339 70.6246 240.318 127.735 112.582
internal_count=3105434 38950 29203 3066484 1088621 1977863 734845 1243018 468564 774454 274731 270163 247464 9747 261223 813890 445023 453452 291608 398391 513043 321002 464682 300847 161844 22699 175131 176532 138728 124315 122877 5436 23541 46632 13508 57521 289551 146291 143260
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=36 2632246 17310256 7899313 271 78 2 10755264 578 199 1 2 560 1311104 262156 192 1313922 25432328 6 29440 5
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=40
num_cat=24
split_feature=3 2 4 0 1 3 2 1 1 3 2 2 7 1 3 1 1 7 7 1 2 1 1 2 2 7 1 1 7 2 0 7 3 2 7 3 7 2 3
split_gain=3.71321 3.13556 2.54225 3.03285 6.09752 2.76527 2.52621 2.50432 1.91682 1.56685 3.50809 3.25067 3.94692 2.04805 1.06015 1.55033 1.01138 0.984285 0.844484 0.783561 0.724633 0.82499 0.745197 0.674007 0.649132 1.01152 3.48427 1.10078 0.932729 0.639687 0.526553 0.580361 0.508547 0.503113 0.62142 0.373038 0.360996 0.310067 1.12366
threshold=32.500000000000007 0 1 2 3 1.5000000000000002 4 5 6 11.500000000000002 7 8 3.5000000000000004 9 12.500000000000002 10 11 1.0000000180025095e-35 3.5000000000000004 12 13 14 15 16 17 4.5000000000000009 18 19 2.5000000000000004 20 21 5.5000000000000009 78.000000000000014 22 1.0000000180025095e-35 11.500000000000002 2.5000000000000004 23 20.500000000000004
decision_type=2 1 1 1 9 2 1 9 9 2 1 1 2 9 2 9 9 2 2 9 1 9 9 1 1 2 9 9 2 1 1 2 2 1 2 2 2 1 2
left_child=2 32 3 4 5 -1 7 -4 30 11 16 13 -13 -6 24 29 -11 -10 -12 20 22 -22 -8 -7 28 27 -27 -26 -5 -16 -3 -32 -2 34 -21 -25 -23 -17 -39
right_child=1 8 6 14 9 23 19 -9 17 10 18 12 -14 -15 15 37 -18 -19 -20 33 21 36 -24 35 25 26 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.03514362708352297 0.047378652187196973 0 0.038213078218604375 0.026710037427056119 -0.0027648391716370698 0.0064755244857342539 0.01168736278299125 0 0 0 -0.015397150969533594 -0.016165149977282616 0.0097692686846581264 0.008382966692947684 0.014036394693398284 0 0.028300963101393975 -0.020684549192045404 0.00098616337198223969 0.0079146110842139693 0 -0.018842989007634117 -0.0021542640606555166 -0.012965196502868171 -0.0028678372984797321 0.019280287817049668 -0.002389348822615385 0.0035920987950566318 0 0 0.020434684735672021 0 0 0.010436644787768713 -0.005471207944849607 0 0 -0.024535940621665125 0
leaf_weight=64.050694009185463 12.211194780262302 8.8890191968530416 15.675840425305067 6.268199610960437 374.96349460859346 16.349133319850807 21.765454673775821 13.904578560788652 7.6650200885196709 14.216437709714226 26.685372055551856 249.75120618950859 37.354175665084767 217.98916127950724 8.9700051227118802 29.027142460370669 30.473103045405878 17.787732660181064 1.6834404077817442 29.283110148011474 36.649042186269071 30.359018894276232 18.237797340931138 22.849907983818415 374.88690187472093 98.862789957827772 105.25656273859204 598.59428909109556 4.4526523408421781 7.8274788971466505 24.654794885020241 1.3958827422466118 0.44070575709338378 98.452899077179609 53.538216066328459 3.5376211389811933 9.8053855291218479 29.155670040956466 14.70931719089276
leaf_count=282404 2661 13104 10562 1142 508214 37471 42490 7471 2339 20025 41707 449120 70655 353227 1651 6817 22732 13804 2756 38050 56907 72870 26211 50861 146801 53394 81682 401873 883 2068 6346 521 240 130518 95303 10188 28797 7451 3878
internal_value=0 0.0200155 0.000467172 -0.000607755 -0.00459636 -0.0237041 0.00838315 0.0263119 0 -0.00123865 0.00988453 -0.00280071 -0.0108962 0.00113027 0.00250034 -0.00572066 0.0219653 -0.0117152 -0.00792098 0.00256623 -0.00184619 -0.00758413 0.00370505 0 0.00349266 0.00257417 0.00867184 0.000801276 0.016184 0.00686761 0.011658 0.0174251 0.0371426 0.00658518 0 -0.00812 -0.013949 -0.0121777 -0.0159999
internal_weight=0 73.0444 2665.59 2337.91 1059.9 106.787 327.671 29.5804 60.3924 953.116 73.0584 880.058 287.105 592.953 1278.01 89.6896 44.6895 25.4528 28.3688 298.091 116.817 76.8134 40.0033 42.7367 1188.32 1177.6 204.119 973.481 10.7209 16.7975 34.9397 26.0507 12.6519 181.274 82.8213 26.3875 40.1644 72.8921 43.865
internal_count=3105194 39015 3066179 2557000 1849360 380924 509179 18033 36114 1468436 87220 1381216 519775 861441 707640 21865 42757 16143 44463 491146 227275 158574 68701 98520 685775 683750 135076 548674 2025 3719 19971 6867 2901 263871 133353 61049 101667 18146 11329
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=4 1 1 4223749 7 2378722 2631862 99 397 19400786 3145742 25494530 5532257 776 576 1075232 961 1 1312477 74904 90 1 384 296
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=40
num_cat=29
split_feature=3 2 8 1 6 1 1 2 7 8 1 1 4 2 3 0 7 2 2 8 7 1 1 2 8 1 7 1 1 1 1 7 8 7 7 5 1 1 3
split_gain=3.50121 4.5063 4.48536 3.88965 2.34607 7.1309 2.34791 3.42869 2.98515 2.09826 2.2455 2.01087 1.97163 1.78841 2.46512 2.36865 1.842 1.71395 1.62701 1.55968 2.18333 1.99204 1.48206 1.38415 1.30298 1.30037 1.1042 1.63344 1.25933 1.01608 0.966905 0.917058 0.836352 0.660533 0.651423 0.500354 3.19639 1.26672 0.99444
threshold=9.5000000000000018 0 1 2 3 4 5 6 3.5000000000000004 7 8 9 10 11 1.5000000000000002 12 5.5000000000000009 13 14 15 3.5000000000000004 16 17 18 19 20 1.0000000180025095e-35 21 22 23 24 2.5000000000000004 25 6.5000000000000009 7.5000000000000009 26 27 28 75.500000000000014
decision_type=2 1 1 9 1 9 9 1 2 1 9 9 1 1 2 1 2 1 1 1 2 9 9 1 1 9 2 9 9 9 9 2 1 2 2 1 9 9 2
left_child=4 3 35 -2 6 18 7 12 9 10 -9 -10 24 -7 15 16 -15 19 31 20 21 -8 -4 -11 -1 -14 27 -19 32 -26 33 -6 -28 -16 -32 36 -3 -37 -38
right_child=1 2 22 -5 5 13 17 8 11 23 -12 -13 25 14 30 -17 -18 26 -20 -21 -22 -23 -24 -25 29 -27 28 -29 -30 -31 34 -33 -34 -35 -36 37 38 -39 -40
leaf_value=-0.0077263482944017114 0.0098615586741049172 -0.0008795300956257945 0.0059096431420966287 -0.019862440300519021 0 0 0.0027854120843507574 0.019886226834707036 -0.0050976766870769585 -0.0011430435498061891 -0.0028924736731863929 0.016767967480881746 0 -0.042132228628866779 0.012050797958880439 -0.0016519653112036651 0 0.013082656923249315 0 0 0.00040139083361806981 -0.029208283169240946 -0.014161125996680617 -0.013436259347190706 0.0026072578221103338 0.025451745934098987 0.0053915623724620923 -0.0013723788934477765 -0.0091146594975321099 0.012532403149339767 -0.015557622684742412 0.035980341848627667 -0.006554118221631617 -0.00081956034535004868 0 0.013744306759687189 0.03213432724490152 -0.0078406721211376814 0
leaf_weight=20.629254933599441 38.148079125152435 26.455686233210145 18.360932231465995 50.744853181487997 5.4403218205334296 40.519153740413458 4.7482496189222729 28.3618978408158 18.964011772935919 274.01599225169412 55.596099101836444 89.064099974242708 13.317316658838534 58.126296060341701 28.874401548342576 49.278800746556954 9.5941135317480057 84.614406198743382 15.755638292212096 45.828231939900434 12.800283737560674 63.022860761582706 33.019960746416473 200.86128001448742 469.01365880724188 59.554985598006169 143.71430868558309 119.00747748833237 178.71186442172984 192.56905769371224 35.114546683169465 19.259017722179124 34.841235104751831 12.324690897265098 4.9114642861823077 8.344496316596631 152.31661674045608 17.496618443306946 3.9261887477041446
leaf_count=15768 28911 22005 12561 43267 14502 75853 6890 31170 23423 289053 47760 64159 29533 251912 37989 86142 31165 146028 23321 60692 12010 105242 23502 243536 263889 60415 132969 155727 228538 273869 76043 34855 35146 9786 7055 12587 57036 29631 1235
internal_value=0 0.0102878 0.016434 -0.00567721 0 -0.00820079 0.00111639 0.00350633 -0.00134212 -0.00477597 0.00631626 0.0113279 0.00801773 -0.0153792 -0.0190294 -0.0279146 -0.0375812 -0.00335197 0.0180372 -0.0123583 -0.0188046 -0.026434 -0.00425858 -0.00756531 0.00529805 0.0223718 -0.00013551 0.00476012 -0.0038565 0.00647362 -0.00116751 0.0267107 0.000915048 0.00461576 -0.0100549 0.0226043 0.0254088 0 0.029366
internal_weight=0 348.813 259.92 88.8929 2388.44 279.198 2109.24 1421.95 666.863 558.835 83.958 108.028 755.084 238.743 198.224 116.999 67.7204 687.289 40.455 126.4 80.5714 67.7711 51.3809 474.877 682.212 72.8723 560.889 203.622 357.267 661.583 81.2251 24.6993 178.556 41.1991 40.026 208.54 182.698 25.8411 156.243
internal_count=3105175 230735 158557 72178 2874440 648623 2225817 1342575 699101 611519 78930 87582 643474 575945 500092 369219 283077 883242 72678 184834 124142 112132 36063 532589 553526 89948 698408 301755 396653 537758 130873 49357 168115 47775 83098 122494 80276 42218 58271
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=400 5 1059436 2 294931 14704100 151 12 8393152 2113668 1 257 1 52 705 1 262144 11798808 320 8 4200484 98314 18350608 1344 2102824 5 2 280616 1853496
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=40
num_cat=18
split_feature=7 1 1 2 2 7 2 3 2 8 1 4 1 3 3 3 3 7 7 1 5 1 7 3 3 3 3 3 8 2 4 1 3 3 3 8 3 3 3
split_gain=3.21998 6.63866 6.36032 7.69609 5.55812 3.65134 3.48306 3.40372 3.07208 3.04177 4.16377 3.00667 2.95457 2.72352 2.93355 3.02397 2.51109 2.10493 1.86685 1.94782 1.37219 1.35572 1.34824 1.32873 1.31617 1.27527 1.08932 1.04108 0.937018 0.884867 0.859566 0.8453 0.782194 1.16204 0.792016 0.678111 0.718127 0.663884 0.619765
threshold=1.0000000180025095e-35 0 1 2 3 6.5000000000000009 4 7.5000000000000009 5 6 7 8 9 1.0000000180025095e-35 12.500000000000002 4.5000000000000009 4.5000000000000009 2.5000000000000004 2.5000000000000004 10 11 12 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 14.500000000000002 1.5000000000000002 78.000000000000014 13 14 15 16 7.5000000000000009 4.5000000000000009 95.500000000000014 17 3.5000000000000004 1.0000000180025095e-35 109.50000000000001
decision_type=2 9 9 1 1 2 1 2 1 1 9 1 9 2 2 2 2 2 2 9 1 9 2 2 2 2 2 2 1 1 1 9 2 2 2 1 2 2 2
left_child=1 8 3 7 5 11 12 16 -1 10 24 38 35 21 15 22 28 -17 23 -20 25 -6 -15 29 -8 -14 -13 -9 -2 -5 -12 -11 33 -21 -34 36 -3 -30 -4
right_child=2 6 4 18 13 -7 9 27 -10 31 30 26 20 14 -16 17 -18 -19 19 32 -22 -23 -24 -25 -26 -27 -28 -29 37 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.015977602116958391 -0.010265820658896195 -0.023102905111596669 0 0.0015756561879720745 0.0090091215848636091 0.0042151599813571522 0.039197611679252696 0.022155609984427234 0.00029383559460918252 -0.012139722610606295 -0.0057364512451140715 -0.019662864788462322 0.0098621984771278277 -0.014501414738279312 0 -0.0090620540106702927 0.02931384407238033 0.014669627008822335 -0.0028155074654814356 0.0016995067772143492 -0.012921487746574143 -0.003034146099459914 0 0.021981101554786563 0 0.014540296251929628 0 0.0074947629131100549 -0.02152501843201534 0.0028555502466307749 -0.012628451370567513 -0.018082477276896509 0.01439216050405649 0 0.013439583832129147 0.0068714921081866349 -0.0092565177743006346 0
leaf_weight=102.49955179294193 133.09541207225993 20.127832666192266 287.94314815107828 40.452156752759038 40.705146150899964 18.575157122730161 146.3600308996356 56.749995554433553 231.45669865715172 26.697430583699315 69.74318833086727 17.721569667133735 173.83142674939154 83.593876022230688 42.316158371628262 63.936655404817429 27.05705529107945 52.548009679230745 61.944894562577247 112.89116522190307 6.3777471373177823 170.95948350835351 234.48114708076173 129.50777362502413 142.50955970814175 11.576861725960041 14.50536485572229 1.1369812233169785 10.923005891185314 45.344271526853845 4.0191459682100676 66.304189107060665 19.946372845835871 20.653553613825352 1.5442051642748982 19.037581043645332 10.206531400443053 20.653293628449319 0.72562049639236548
leaf_count=93254 146362 31010 397143 67509 79091 23812 170832 23107 197034 33651 81430 29316 227229 79084 41409 60840 19881 36152 77603 153584 10427 238114 243506 129401 135029 7663 16645 772 16142 81329 4155 69179 11497 15643 764 22514 10294 22288 470
internal_value=0 0.00561144 -0.00130081 0.00577696 -0.00630489 -0.0160942 0 0.018551 0.0163353 0.0048398 0.00924324 -0.0195069 -0.00908794 -0.000448051 0.00329928 0.00650295 0.00805683 0.0184538 -0.00191042 0.00349866 -0.014713 -0.00951214 5.11697e-05 -0.00842366 0.0147029 -0.0175113 0.00117905 0.0373914 0.0133737 -0.0162808 -0.00715273 -0.00769058 -0.00169915 0.000163276 -0.0127809 0.0062113 0 0 -0.0226513
internal_weight=0 1030.75 1709.91 681.9 1028.01 339.471 696.792 249.616 333.956 455.634 362.632 320.896 241.158 688.54 476.876 434.56 191.729 116.485 432.284 216.98 191.786 211.665 318.075 215.304 288.87 185.408 32.2269 57.887 164.672 85.7964 73.7623 93.0016 155.035 133.545 21.4906 49.3719 30.3344 31.5763 288.669
internal_count=3105165 1093701 2011464 765882 1245582 467386 803413 228552 290288 494276 391446 443574 309137 778196 460991 419582 204673 96992 537330 259091 245319 317205 322590 278239 305861 234892 45961 23879 184792 148838 85585 102830 181488 169227 12261 63818 41304 38430 397613
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=8444934 7903409 270 78 432 296 5 2098040 1 18153856 5804048 2 262156 5 160 1 23921280 1
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=40
num_cat=25
split_feature=3 2 4 0 1 3 2 1 1 3 2 1 2 2 1 2 2 3 8 3 3 7 7 3 1 8 1 1 2 2 2 3 1 2 7 7 3 7 2
split_gain=3.231 2.95129 2.21396 2.64239 4.88827 2.27239 2.04754 2.50944 1.6239 1.20309 3.29423 2.03077 2.27237 1.54215 1.0705 4.12543 2.28375 1.92622 1.74451 1.70677 1.83569 1.04382 1.00542 0.994802 0.946452 0.900611 2.59848 1.75659 0.841523 0.808502 0.724149 0.678168 0.606207 0.595782 0.545475 0.530365 0.641703 0.519875 0.509626
threshold=32.500000000000007 0 1 2 3 1.5000000000000002 4 5 6 1.0000000180025095e-35 7 8 9 10 11 12 13 2.5000000000000004 14 8.5000000000000018 5.5000000000000009 6.5000000000000009 5.5000000000000009 1.5000000000000002 15 16 17 18 19 20 21 29.500000000000004 22 23 4.5000000000000009 1.5000000000000002 1.5000000000000002 3.5000000000000004 24
decision_type=2 1 1 1 9 2 1 9 9 2 1 9 1 1 9 1 1 2 1 2 2 2 2 2 9 1 9 9 1 1 1 2 9 1 2 2 2 2 1
left_child=2 -2 3 4 5 -1 7 -4 30 10 -6 12 -11 -13 16 22 17 18 -5 20 -18 -21 37 -24 -12 26 38 28 34 -10 -3 -17 -19 -7 -27 -29 -37 -16 -8
right_child=1 8 6 14 9 33 25 -9 29 11 24 13 -14 -15 15 31 19 32 -20 21 -22 -23 23 -25 -26 27 -28 35 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.032527268235550431 0.034932163193947284 0.015938393494570654 0.035573210583741049 0.021729647794525166 -0.018138586703599413 0.0059368042058745921 0 -0.00056172559800708526 0 -0.0034039401025869952 0.010273979174208324 0.0003585082223135957 0.01356020644341443 -0.012530334877925587 0 0.017421903822683136 -0.003386500894371812 0.0039355670975819174 -0.0031723445893109339 -0.016892437064415903 0.012057217032830534 0.00050524736389493514 0.017974325745833422 0 -0.0020575342777928887 0.024021569358531818 -0.0066707038993602044 -0.010048491720184332 0 -0.017051738655862347 0 0 -0.0088218238632039123 -0.0077408610255907534 0 -0.0060375134080303938 0.008563154165495827 -0.008259966094203975 0.021904627386727479
leaf_weight=60.404025552522398 13.425035607768223 26.142825141083449 16.754054137796629 72.340721336484421 99.203196522859798 16.635627130983266 21.071931560421945 14.237549105702785 5.9708231901022373 71.633207913571823 37.068481549315038 213.75925577402086 173.69881397442441 84.55844542637351 278.4491401106352 194.75480288569815 387.89490545193257 15.699285549519118 7.4806932130159103 91.274302904435899 63.304443439905299 2.8123645702144122 22.526970161372446 24.047133672240307 274.06687959425835 19.976970713047198 26.416991997961304 105.52993762446567 14.379655980112146 20.055247664407947 8.6362041402753658 1.8119177792104881 27.926486892320099 26.114726552603315 1.0782290496863414 34.903928021631145 25.247638355373056 90.793672350322595 50.194038923931657
leaf_count=281304 3372 13188 10584 40345 203940 38573 24834 7464 3865 121102 67142 209328 299545 186137 177324 100072 230639 4108 4255 21157 18352 867 22456 13159 385123 28588 61332 167107 25228 13106 5770 246 13691 61295 2117 77332 39588 61137 60847
internal_value=0 0.0185017 0.000366028 -0.00063221 -0.00436693 -0.0217677 0.00774005 0.0237839 0 -0.00133938 -0.00540346 0.00130397 0.00777272 -0.00345765 0.00225017 0.00515343 -0.000157715 0.00985316 0.0181249 -0.00345515 0 -0.0139583 -0.00015108 0.00957626 0 0.00235049 0.00888455 -0.000526333 0.0113174 -0.0109776 0.0105242 0.0157709 -0.00108695 0 0.0178959 -0.0062263 0 -0.00276062 0.0176721
internal_weight=0 74.2301 2668.05 2338.26 1057.14 103.154 329.791 30.9916 60.8051 953.988 410.339 543.65 245.332 298.318 1281.12 612.384 668.733 123.447 79.8214 545.286 451.199 94.0867 415.817 46.5741 311.135 298.799 97.683 201.116 35.4349 26.0261 34.779 196.567 43.6258 42.7504 21.0552 165.682 60.1516 369.243 71.266
internal_count=3105619 39301 3066318 2561297 1853489 381172 505021 18048 35929 1472317 656205 816112 420647 395465 707808 374394 333414 62399 44600 271015 248991 22024 274076 35615 452265 486973 147013 339960 55933 16971 18958 100318 17799 99868 30705 284027 116920 238461 85681
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=4 1 1 4223749 7 2378722 2631734 226 11537464 786 395 8989856 960 257 3 9732224 6 11094474 1586196 344 288 218 1152 961 80
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=40
num_cat=27
split_feature=3 2 1 1 4 0 1 3 2 1 7 2 6 2 2 1 1 3 3 1 2 1 2 3 7 8 3 2 1 7 2 7 1 1 3 2 2 2 3
split_gain=3.00782 2.86834 2.4353 2.13691 2.06529 2.30356 4.36106 2.08818 1.87769 2.378 1.09 3.05421 2.67178 2.62642 2.60101 1.51095 1.39507 0.982198 0.908697 1.32024 0.682369 0.65499 1.85676 1.7038 2.41308 1.56359 1.11549 0.887924 0.62835 0.640655 0.642465 0.578221 1.33257 0.875578 0.990894 0.669413 0.563773 0.534315 0.496303
threshold=32.500000000000007 0 1 2 3 4 5 1.5000000000000002 6 7 1.5000000000000002 8 9 10 11 12 13 78.000000000000014 12.500000000000002 14 15 16 17 9.5000000000000018 1.5000000000000002 18 8.5000000000000018 19 20 1.0000000180025095e-35 21 2.5000000000000004 22 23 3.5000000000000004 24 25 26 1.5000000000000002
decision_type=2 1 9 9 1 1 9 2 1 9 2 1 1 1 1 9 9 2 2 9 1 9 1 2 2 1 2 1 9 2 1 2 9 9 2 1 1 1 2
left_child=4 2 -2 -3 5 6 7 20 9 -6 11 16 14 -14 -12 -13 -8 -4 21 37 -1 22 26 24 -23 -24 -7 -25 29 -10 38 33 -33 35 -35 -30 -9 -20 -31
right_child=1 3 17 -5 8 18 10 36 28 -11 12 15 13 -15 -16 -17 -18 -19 19 -21 -22 23 25 27 -26 -27 -28 -29 31 30 -32 32 -34 34 -36 -37 -38 -39 -40
leaf_value=0 -0.001440753582793297 0.011778214617385489 0.047696041515739536 -0.014734425992457237 0.034180438707611262 0.018800407820156045 0.00067971506558202929 0.0058535419020520636 0.01359647767222523 -0.00052865556132889531 0.024655273821717574 0.0064819855226478113 0.0062640491930345699 -0.018793125721964836 0 -0.0036575495399393727 -0.019805454503595096 0 0.012638512693518379 -0.011461477584568626 -0.034499315159760201 0.0088267144402273262 0 0 -0.0015723624670338156 -0.012987884233690385 0 0.022709045004858854 0.0086754649590475956 0 -0.0057431166647428098 0.013805441769046382 -0.0062036159957100838 -0.017044660785041625 0 -0.0037492337455937055 -0.0074867491432834988 0 0.014472250877027918
leaf_weight=20.71279793850681 8.6567718801234133 13.465237413998691 23.454410012243901 24.285440091902274 17.340060105561861 43.081822667634697 14.622646970063213 16.680153473831524 50.936955466269865 14.219593878035086 39.394312687221827 187.75884110711559 30.574826973233939 48.657864287059056 154.49724826133024 374.11744739945789 103.37564366440529 4.921303654453367 8.6768976498278771 73.106313815398607 37.859947956238102 336.3112109828362 211.78197914885823 11.726091990247367 462.34606777444424 86.237772236490855 8.6600445611402375 33.872149936592905 35.426172482300899 14.365804668428611 41.660729230556171 32.037852494322578 7.9726552404026725 50.728541793461773 15.647081785864428 35.820685487502487 25.933179213823678 7.6342957196757224 14.535109462856779
leaf_count=100425 5769 5841 7191 18296 10660 22251 30186 38799 55334 7454 77167 297795 78935 152322 216818 378510 241555 2183 1572 18295 181457 149511 149169 2526 285179 68858 1341 7224 52627 24580 69055 68130 17134 99246 19058 65514 61089 1998 14622
internal_value=0 0.0178167 0.0283566 -0.000224873 0.000355631 -0.000605937 -0.00410643 -0.020677 0.00746963 0.0227956 -0.00124152 -0.00357925 0.00332533 -0.00845969 0.00996939 0 -0.0158387 0.0373594 0.00206901 -0.00553315 -0.0311321 0.00300507 0 0.00446178 0.00260563 -0.0040305 0.0119388 0.0196589 0.00224982 0.00704962 0 -0.000347002 0.0056693 -0.00460815 -0.0107404 0.000630019 0 0.00595991 0.00735888
internal_weight=0 74.7832 37.0325 37.7507 2668.31 2337.62 1054.18 101.186 330.691 31.5597 952.999 679.875 273.124 79.2327 193.892 561.876 117.998 28.3757 1283.43 89.4175 58.5727 1194.02 349.762 844.256 798.657 298.02 51.7419 45.5982 299.132 121.499 70.5616 177.633 40.0105 137.622 66.3756 71.2469 42.6133 16.3112 28.9009
internal_count=3105676 39280 15143 24137 3066396 2562982 1855058 381770 503414 18114 1473288 948046 525242 231257 293985 676305 271741 9374 707924 21865 281882 686059 241619 444440 434690 218027 23592 9750 485300 163591 108257 321709 85264 236445 118304 118141 99888 3570 39202
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=52 1573666 2621984 1 1 4223749 7 2378722 568 2 523 60 10554408 1048704 2097166 70 2173088 28 9 135 11080846 600 1048944 27408 616 961 90
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=40
num_cat=23
split_feature=7 1 1 2 2 3 2 3 7 3 2 1 7 1 8 5 2 1 4 0 3 1 5 7 2 7 6 3 1 8 7 3 3 2 7 4 3 7 1
split_gain=2.68426 5.34576 5.04316 6.3283 4.74893 4.44955 2.57031 2.31612 2.26146 2.12227 1.87738 1.87356 1.64616 1.34871 1.55324 1.34227 1.33127 1.39036 1.26968 2.73428 1.21433 1.14594 1.87749 1.57563 1.51097 0.966124 0.919681 0.918944 0.813121 0.870595 0.807818 0.805182 0.793632 1.65034 0.791145 0.698471 0.695366 0.647859 0.640744
threshold=1.0000000180025095e-35 0 1 2 3 7.5000000000000009 4 8.5000000000000018 4.5000000000000009 2.5000000000000004 5 6 6.5000000000000009 7 8 9 10 11 12 13 38.500000000000007 14 15 1.5000000000000002 16 2.5000000000000004 17 27.500000000000004 18 19 10.500000000000002 75.500000000000014 6.5000000000000009 20 3.5000000000000004 21 21.500000000000004 9.5000000000000018 22
decision_type=2 9 9 1 1 2 1 2 2 2 1 9 2 9 1 1 1 9 1 1 2 9 1 2 1 2 1 2 9 1 2 2 2 1 2 1 2 2 9
left_child=1 6 3 5 8 9 35 10 21 13 -3 30 18 14 -2 -8 -9 -18 19 -6 -7 26 23 -23 -24 -5 34 -21 -12 -30 -10 -19 33 -27 -4 -1 37 -34 -14
right_child=2 7 4 25 12 20 15 16 11 -11 28 -13 38 -15 -16 -17 17 31 -20 27 -22 22 24 -25 -26 32 -28 -29 29 -31 -32 -33 36 -35 -36 -37 -38 -39 -40
leaf_value=0 0.022039848028788986 -0.0025688243004174335 0.014387064172735917 -0.0071934883963481328 -0.027475058866412612 0.038740834203401936 -0.015759441039386129 0 0.022501999903636064 -0.0045404307630986266 0 -0.0030867263168489405 0.010766702907012236 0 -0.0017570178119927695 0.0028240988030351992 0 0.042949213437177981 0 -0.0091581104752456004 0 0.006823993420179259 0.0011270162994832221 -0.0066709975417495225 -0.021815976197963428 0.010720189644456594 -0.0044915773983327132 0.0041996600420843308 0.018687223493308407 0.0052182825383920214 0 0 -0.01670119808780365 -0.0055300336141908407 0 0.012815691009728767 0.00058033231395020278 0 -0.0029128941020067113
leaf_weight=124.37111730240213 82.856043549138121 117.75716833385741 66.966270885950507 199.12614716305688 133.89572654298809 57.045833309428417 159.63079267129433 17.241905351998867 69.403573023420904 71.35793189326796 92.754681178681494 21.888611978232802 13.222067840550151 53.199586365342839 8.8514176225726242 6.9520210196096732 18.501621524235816 38.680216144246515 51.669376239224221 261.4689209460048 5.4460094070382175 116.58657548464544 12.407144194090506 170.7780282271342 53.344753533281619 127.83676955327974 9.7842449486761307 10.85006804083241 123.14915048453622 310.81994536459933 3.5085283087537382 1.6051233546604624 28.692519168078437 43.568075719675107 10.502165491714548 24.034339745834586 7.7429960395529625 0.87137997565150627 14.568365484221433
leaf_count=140681 122890 149787 91716 245447 370426 24471 222437 8373 54964 58809 148287 44883 11124 61604 13361 11930 14802 15680 81004 137330 3330 95233 27429 128681 131472 158569 34526 2640 94495 249727 3436 407 19213 56164 10945 33637 3634 556 22713
internal_value=0 0.00512619 -0.00116954 0.00507105 -0.00567152 0.0158159 -0.00479859 0.0098163 0.000421207 0.00580999 0.00665605 0.0127744 -0.012477 0.0125267 0.0176292 -0.0125089 0.0252385 0.0286084 -0.0142922 -0.016049 0.0357937 -0.00223652 -0.00512934 -0.000123151 -0.0175176 -0.00235983 0.0052214 -0.00726963 0.00916607 0.0109279 0.0184683 0.0359673 0.00122069 0.00514937 0.0106369 0.00308206 -0.00662212 -0.0128873 0.00197393
internal_weight=0 1035.5 1707.44 686.595 1020.84 278.757 314.988 720.51 535.17 216.265 644.481 94.8007 485.675 144.907 91.7075 166.583 76.0289 58.787 457.884 406.215 62.4918 440.369 353.117 287.365 65.7519 407.838 87.2527 272.319 526.724 433.969 72.9121 40.2853 208.712 171.405 77.4684 148.405 37.3069 29.5639 27.7904
internal_count=3106813 1090243 2016570 768048 1248522 284465 408685 681558 623285 256664 642296 103283 625237 197855 136251 234367 39262 30889 591400 510396 27801 520002 382815 223914 158901 483583 137187 139970 492509 344222 58400 16087 238136 214733 102661 174318 23403 19769 33837
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=19407664 7903409 271 689 590 42 8652354 1050801 3 2 776 4538560 1 1 8667392 2 1 2 1050760 6 208 1 8651852
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=40
num_cat=25
split_feature=3 2 4 0 1 2 7 1 2 2 2 1 1 3 3 7 3 2 1 3 1 8 1 3 2 1 7 2 1 2 3 8 3 2 3 7 7 1 1
split_gain=2.64202 2.68213 1.84685 1.94069 3.80179 2.63971 1.94866 3.26791 3.13452 2.73497 1.68787 2.27352 1.42389 1.07192 1.044 0.973749 0.885552 0.876166 3.14528 1.40721 1.31832 1.4694 1.55435 1.28813 1.18882 0.819326 0.815061 0.554465 0.531582 0.481883 0.436464 0.253327 0.251733 0.422058 0.279433 0.247513 0.236271 1.70984 1.05627
threshold=32.500000000000007 0 1 2 3 4 2.5000000000000004 5 6 7 8 9 10 11.500000000000002 2.5000000000000004 10.500000000000002 13.500000000000002 11 12 21.500000000000004 13 14 15 1.5000000000000002 16 17 1.0000000180025095e-35 18 19 20 78.000000000000014 21 1.0000000180025095e-35 22 1.5000000000000002 6.5000000000000009 2.5000000000000004 23 24
decision_type=2 1 1 1 9 1 2 9 1 1 1 9 9 2 2 2 2 1 9 2 9 1 9 2 1 9 2 1 9 1 2 1 2 1 2 2 2 9 9
left_child=2 30 3 4 5 -1 9 27 -9 16 11 -4 29 15 -11 -7 -6 18 19 31 23 25 -23 -19 -25 -22 -14 -8 32 35 -2 -5 -12 -34 -35 -3 38 -38 -30
right_child=1 12 10 17 6 13 7 8 -10 14 28 -13 26 -15 -16 -17 -18 20 -20 -21 21 22 -24 24 -26 -27 -28 -29 36 -31 -32 -33 33 34 -36 -37 37 -39 -40
leaf_value=0 0.040776942131197369 0.017359764215346948 0.033065835001212823 0 -0.020850299595878842 -0.033678945090814004 0.00092645081980390325 -0.0035897467177405337 0.026243101079717404 -0.003042529779071961 0 -0.00011619450259104821 0 0 0.0050448865615843547 0 0 0.016198361869866153 -0.0077945893279712884 0 0.0052647607084034855 0.0047280774048067652 -0.0094467101296567824 -0.0097453663387074476 0.0073322546675762927 -0.00078443297263018944 -0.019112914841125719 -0.0099296958506195111 0.0021298751558051702 0 0 0.02416350825363741 0 0 0.016673831519491918 0 0.013887917747517194 -0.008764945825394636 -0.010328180222858731
leaf_weight=50.874746672648143 13.978553661378099 26.799829246971061 16.316409735343768 5.0895434635312995 79.904026167492702 67.99966208495789 8.5489945503577456 23.255897248694964 68.969180725147453 496.24351018906054 32.94444428110728 15.992638750918557 7.9261406227306024 3.8606335140211732 190.72451353566066 0.62088580563431506 7.4539918260779805 73.188931353419321 27.123284032801166 3.6355716247344381 325.98808900664153 48.694395534519572 259.19174578069942 33.040310816824785 52.098842260718811 392.1333592266019 16.868075447251613 52.136461026839243 92.108697126765037 9.0028438437293499 0.45206384584889825 65.721190483716782 10.813068954346818 15.715597766640711 36.811515487512224 0.68265312422590696 32.86309905150847 11.507989457371876 67.001586646976648
leaf_count=169089 3130 13434 9759 1361 198946 255031 18702 47696 102697 669886 59071 8373 2374 10204 248275 1500 16604 62124 13246 251 232222 33397 143184 21041 30189 155697 13719 116770 139513 5938 249 15196 16175 22214 36519 359 70264 21973 119075
internal_value=0 0.0166505 0.000340728 -0.000564308 -0.00379326 -0.017978 -0.000891365 0.00799685 0.0176413 -0.00326344 0.00705631 0.0215138 0 -0.027105 -0.000258033 -0.0320686 -0.0167817 0.00187212 0.00951985 0.0189689 0.000666333 -0.000487017 -0.00605665 0.00824381 0 0.00169875 -0.0108203 -0.00566029 0.00205809 0.00932645 0.0321121 0.0242319 0.00706297 0.0102749 0.0123336 0.013595 0 0.00350206 -0.00276958
internal_weight=0 75.7102 2668.57 2336.5 1050.59 123.356 927.237 152.911 92.2251 774.326 332.075 32.309 61.2795 72.4812 686.968 68.6205 87.358 1285.91 101.57 74.4463 1184.34 1026.01 307.886 158.328 85.1392 718.121 24.7942 60.6855 299.766 36.4853 14.4306 70.8107 96.2846 63.3402 52.5271 27.4825 203.481 44.3711 159.11
internal_count=3105447 39203 3066244 2563308 1855400 435824 1419576 285865 150393 1133711 502936 18132 35824 266735 918161 256531 215550 707908 30054 16808 677854 564500 176581 113354 51230 387919 16093 135472 484804 19731 3379 16557 133979 74908 58733 13793 350825 92237 258588
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=4 1 1 4289413 836 2359338 388 560 7 2378720 2893878 9 3671382 5526029 9 80 322 8391136 528 8979598 218 8 256 1053040 2124560
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=40
num_cat=24
split_feature=7 1 1 2 2 8 2 3 1 8 3 5 1 3 1 2 8 3 5 8 3 2 1 1 3 8 7 2 3 1 2 3 1 7 3 3 1 3 3
split_gain=2.54959 4.49923 4.17567 4.77431 3.29767 3.12925 3.05951 3.05526 2.42465 2.40582 2.27393 2.1513 2.75987 1.79496 1.88469 1.7015 2.1203 2.69545 1.63497 1.93738 2.73445 1.61274 2.36961 2.07571 1.83512 1.49162 1.36141 1.10088 1.03562 1.01668 0.910866 0.903521 0.882241 0.871975 0.837558 0.793893 0.748714 0.715653 0.665617
threshold=1.0000000180025095e-35 0 1 2 3 4 5 11.500000000000002 6 7 1.0000000180025095e-35 8 9 15.500000000000002 10 11 12 10.500000000000002 13 14 3.5000000000000004 15 16 17 12.500000000000002 18 1.5000000000000002 19 4.5000000000000009 20 21 12.500000000000002 22 8.5000000000000018 51.500000000000007 4.5000000000000009 23 3.5000000000000004 5.5000000000000009
decision_type=2 9 9 1 1 1 1 2 9 1 2 1 9 2 9 1 1 2 1 1 2 1 9 9 2 1 2 1 2 9 1 2 9 2 2 2 9 2 2
left_child=1 15 3 25 18 8 13 9 37 28 -11 21 30 14 -4 -1 17 38 19 29 32 23 24 -8 -23 26 -2 -14 -5 35 -13 -25 -21 -24 -18 -3 -7 -6 -17
right_child=2 4 6 7 5 36 11 -9 -10 10 -12 12 27 -15 -16 16 34 -19 -20 20 -22 22 33 31 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.00579818727695654 0.018298417060785926 0 0.0138965147067355 0.0073867601810278793 0.00052951375178870205 -0.0014437398255459782 0.032802334826467411 -0.0037004910843310571 0.0077490664063205169 -0.01827177483329601 0.010361716920487608 0 0 -0.023012255540511777 0.0022135831494001271 0.030591435872049568 0.025756273958317328 0.00769927140069 0 0 0.0054884302102179913 -0.01176127563212296 0.017988274599806627 -0.015183842088624711 -0.0099067363990280009 0.014822918921471976 -0.024308903495619393 0 -0.0056134261468432801 -0.0043073026562751452 0 -0.027691136241894385 0.0020208807584701604 0 0 -0.012080693258951062 0.024699249804696448 -0.011225672308515032
leaf_weight=77.147699258668581 13.498866879599516 20.700239473691912 30.691375109482578 205.00950191461743 237.8242565566361 15.666788783957598 97.467018953764637 41.359258295109612 66.5872687595147 19.17450446238945 43.30383288180019 38.809100478725668 35.287069966132549 28.70300835686794 137.16907559502397 144.68186807699749 102.86807076706464 20.358629149530316 8.9919970501505286 17.291086163175351 48.75410490041395 312.22653172480386 216.68162721221233 110.52579435660846 14.712883495885761 162.75551806405565 35.270997090476158 72.262913144280901 52.55461919370282 39.400224367702322 25.826815695847472 9.8356779864407127 84.364289255277981 4.3005209800176081 1.1938296111184161 5.1550471248629028 74.652771293815022 55.445625266220304 16.027902321337024
leaf_count=72406 15727 22514 61805 248646 267321 18294 49725 15872 76859 31879 47362 70888 91253 14581 210176 141835 83150 7424 14842 20550 40544 242821 235057 129676 9400 200917 46382 193921 35756 55493 48663 9673 130560 5017 338 3990 81471 40747 12004
internal_value=0 0.0049547 -0.00117861 0.0053233 0 0.00477126 -0.00477697 0.012098 0.00923923 0.00632894 -0.00642413 -0.00175483 -0.0110081 -0.0151944 -0.0194661 0.0133028 0.0166394 0.00527904 -0.00907955 -0.0122247 -0.0171627 0.000263353 -0.00226663 0.00714492 0.00245101 -0.00514204 0.0046783 -0.018697 0.0106657 0 0.00222736 0.014596 -0.0256383 -0.00970171 0.0273698 0.0107884 -0.00810015 0.0131689 0
internal_weight=0 1037.11 1707.43 572.927 674.834 450.177 1134.5 361.402 359.857 320.042 62.4783 937.936 172.186 196.563 167.86 362.278 285.13 181.068 224.657 215.665 150.409 765.75 547.922 217.828 326.939 211.525 48.7699 107.55 257.564 65.2555 64.6359 120.361 101.655 220.982 104.062 25.8553 90.3196 293.27 160.71
internal_count=3105539 1090342 2015197 642541 773185 484692 1372656 379515 384927 363643 79241 1086094 404725 286562 271981 317157 244751 161263 288493 273651 191654 681369 492295 189074 252221 263026 62109 285174 284402 81997 119551 139349 151110 240074 83488 26504 99765 308068 153839
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=8445062 7901361 624 432 5 14 2098040 5 2 17041418 75790 264 1 2 6 560 16781068 68616 10 641 262464 368 19136512 4981248
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=40
num_cat=28
split_feature=4 0 2 3 6 3 1 2 7 7 1 1 1 3 2 1 3 1 2 2 5 1 7 1 7 1 1 2 7 2 2 3 1 3 1 2 2 1 1
split_gain=2.44363 3.76379 4.21218 3.96361 3.29122 3.52698 2.82506 2.69909 2.33409 3.61011 7.52307 3.827 3.23651 2.47443 2.13733 1.75243 1.52285 1.30811 1.30801 1.15812 1.07856 3.35172 2.08238 1.01836 0.986174 2.88094 1.56551 2.91834 1.24598 1.21824 0.840903 1.00331 0.761002 0.718351 1.93604 1.68378 1.42588 1.00466 0.992966
threshold=0 1 2 21.500000000000004 3 1.5000000000000002 4 5 1.5000000000000002 1.0000000180025095e-35 6 7 8 1.5000000000000002 9 10 11.500000000000002 11 12 13 14 15 1.0000000180025095e-35 16 4.5000000000000009 17 18 19 7.5000000000000009 20 21 5.5000000000000009 22 2.5000000000000004 23 24 25 26 27
decision_type=1 1 1 2 1 2 9 1 2 2 9 9 9 2 1 9 2 9 1 1 1 9 2 9 2 9 9 1 2 1 1 2 9 2 9 1 1 9 9
left_child=1 4 3 16 8 6 -6 17 9 11 13 18 14 -11 32 -7 23 -2 -1 -13 24 -22 -23 -3 26 28 27 -4 -26 -28 -14 -32 -10 36 -35 -36 37 -9 -38
right_child=7 2 20 -5 5 15 -8 33 12 10 -12 19 30 -15 -16 -17 -18 -19 -20 -21 21 22 -24 -25 25 -27 29 -29 -30 -31 31 -33 -34 34 35 -37 38 -39 -40
leaf_value=0.01497899128244751 0.035864449365857184 0.01542894823638174 0.016368391716080972 0.048348122058074185 0 0.015983714208629388 -0.035253883163980725 0.0099539572683509554 0.0073076722724696331 -0.0042988339709857651 -0.025201889600443141 0.0033393927245832563 0 0.023453939384846741 0.019447745796099192 -0.0080652871010371604 -0.010272297871888561 0 0.00048223232407277076 -0.012542707589583405 0.023097460718683845 0.015360148038615323 -0.011933275026591838 -0.0018372733969029974 0.024063202944567142 -0.0021753896729299967 -0.013498225216438696 -0.0024745281083623028 0 -0.0013357280860515743 -0.024630619559942599 0 -0.0068121907935283568 0.018516961164789091 0.0077356401290247234 -0.014236396866530179 0.0001344652069737475 -0.0019187291200797709 -0.017138946141871569
leaf_weight=80.793875054107048 16.621371524932329 49.71454223060573 89.997891717212042 12.280418599140829 23.740408521811332 12.591633197247573 52.666549380258402 91.812072909786366 22.42588762750529 22.244236641034149 150.45695993443405 11.286085420793825 14.389657368672486 31.549497842810524 104.97264722226828 23.084946160099207 13.00498426723061 16.768630698745255 247.95471688583712 192.7833839432642 45.254631941192201 4.668954290857072 65.326248757235589 7.854499345572548 60.837545539485291 121.22342135032522 78.141843327932293 150.31376420112792 12.452272949129108 630.70397266151849 23.068571994612288 4.1926215876883353 52.150821823815932 43.487693256916828 22.159833138153772 26.432060161765548 13.916935733970602 68.037719957326772 36.003421359717322
leaf_count=153699 9005 10678 28849 316 62235 33597 255004 143045 48813 53111 220647 25187 43887 62302 133078 55392 664 9262 222113 357266 58699 5087 106347 4216 20980 76598 18197 76558 5873 306282 75057 11278 68483 52414 21554 34374 22075 145810 67192
internal_value=0 -7.93169e-05 0.00329106 0.0211527 -0.00455154 -0.0190688 -0.0285806 0.00858768 -0.00202266 -0.00492932 -0.0152866 0 0.00590046 0.00979798 0.0120603 0.000484365 0.00253067 0.0265178 0.00609692 -0.0100319 0.00124403 0.00939162 -0.00277316 0.0113771 0 0.0061708 -0.0011578 0.00484075 0.0179729 -0.00372651 -0.0106016 -0.0167482 0 0.00260471 0.00885514 -0.00186142 0 0.00402681 -0.0110694
internal_weight=0 2412.13 1341.77 82.8544 1070.35 112.084 76.407 335.24 958.269 737.069 204.251 532.818 221.2 53.7937 179.549 35.6766 70.574 33.39 328.749 204.069 1258.92 115.25 69.9952 57.569 1143.67 194.513 949.157 240.312 73.2898 708.846 41.6509 27.2612 74.5767 301.85 92.0796 48.5919 209.77 159.85 49.9204
internal_count=3105224 2600493 719344 15874 1881149 406228 317239 504731 1474921 1094325 336060 758265 380596 115413 250374 88989 15558 18267 375812 382453 703470 170133 111434 14894 533337 103451 429886 105407 26853 324479 130222 86335 117296 486464 108342 55928 378122 288855 89267
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=1 1 5 2 625688 7 10570416 1098860 3935350 385 13394 2382304 214 128 2 6556435 2370797 1050140 16273478 58 10 388 1837058 9008360 104 960 3670742 525704
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=40
num_cat=28
split_feature=4 0 2 3 6 1 2 7 2 1 1 7 2 1 1 3 2 3 1 2 3 5 1 7 1 1 2 7 2 7 7 2 2 3 2 1 2 1 1
split_gain=2.19844 3.24465 3.76631 3.85522 2.88636 3.35734 2.52815 1.90646 3.09033 2.91702 2.19019 2.64465 2.07236 1.62755 1.52964 1.36868 1.29438 1.23538 1.2251 1.20558 1.0847 1.06286 2.95717 0.821386 2.46415 1.34343 2.50769 1.09568 1.07542 0.807549 0.732848 0.728553 0.712374 0.645361 1.7852 1.63194 1.21116 0.936555 0.859624
threshold=0 1 2 21.500000000000004 3 4 5 1.5000000000000002 6 7 8 1.0000000180025095e-35 9 10 11 1.0000000180025095e-35 12 15.500000000000002 13 14 1.5000000000000002 15 16 4.5000000000000009 17 18 19 7.5000000000000009 20 3.5000000000000004 1.0000000180025095e-35 21 22 2.5000000000000004 23 24 25 26 27
decision_type=1 1 1 2 1 9 1 2 1 9 9 2 1 9 9 2 1 2 9 1 2 1 9 2 9 9 1 2 1 2 2 1 1 2 1 9 1 9 9
left_child=1 4 3 14 7 16 18 8 10 19 15 -12 -11 -10 17 -1 -6 -3 -2 -9 -16 23 31 25 27 26 -4 -25 -27 -18 -24 -23 -26 36 -35 -36 38 -38 -8
right_child=6 2 21 -5 5 -7 33 9 13 12 11 -13 -14 -15 20 -17 29 -19 -20 -21 -22 22 30 24 32 28 -28 -29 -30 -31 -32 -33 -34 34 35 -37 37 -39 -40
leaf_value=0 0.034441977913432009 0.026348805233150335 0.015056752557507323 0.046375437783318124 0.010499645582274519 -0.028465454626424219 0.0094028742786940872 0.019706956722181167 0 0.0039543406573246979 0.00027523127457143896 -0.014929694398151172 -0.018511637868231134 -0.019415968599262007 0.0035948817502098628 0.019593144388096242 -0.017985790494312977 0 0 0 -0.013624242383402513 0 0.0030053845767235303 0.022075805269575869 -0.0080928638102559965 -0.012721867244004179 -0.0022837598540416159 0 -0.0012117147807674843 0 -0.01139932706580896 0.022391472553331061 0.0027622861538363435 0.016401077529063109 0.0069014622578233015 -0.015481914612432646 0.00016294744962125265 -0.016318195016506339 -0.0013856720016674658
leaf_weight=41.290199003364251 17.216529506840743 12.623795888255698 91.459384720423259 12.773081044550052 34.204326681301609 56.451087574271696 86.081575444637565 74.591231325121043 31.226852097599476 35.983722039978602 362.77591161619785 116.32843354949728 34.842434110454633 131.21970878422144 22.031006579170935 50.263858563794201 12.674741489176087 2.3293669307604441 16.764873108986649 77.141233625938185 34.203399984398857 6.991122550185537 3.0042227566300417 62.30421811240376 68.657542673434364 77.115047301980667 149.94421134432196 12.452272949129108 629.86805893047131 6.6392837316889191 43.333283373794984 62.075880436721491 52.303682803525589 55.291977861474152 17.046921975314035 20.322294454541407 13.901602011144858 35.258919513762521 74.546513006600435
leaf_count=112549 9005 3760 28849 316 97638 236813 134251 78526 74198 88920 340052 133036 97698 317265 7178 117568 54063 109 9258 116561 4508 6470 3240 20980 44388 18197 76558 5873 306282 17694 77116 83161 32210 55033 23922 29463 22074 65821 154901
internal_value=0 0 0.00315428 0.019976 -0.00414027 -0.0178464 0.00823256 -0.00176356 -0.00443137 0.00531888 -5.5222e-05 -0.00342231 -0.00708308 -0.0150552 0.00190353 0.0109675 0 0.0160189 0.0254993 0.0126651 -0.00402847 0.00119744 0.00927421 0 0.00559821 -0.00107938 0.00442626 0.0164522 -0.00348282 -0.00896146 -0.00505875 0.0191192 -0.00201528 0.00242427 0.00833755 -0.00310456 0 -0.0103107 0.00362265
internal_weight=0 2409.1 1343.47 83.9607 1065.63 109.969 336.431 955.664 733.105 222.559 570.658 479.104 70.8262 162.447 71.1876 91.5541 53.5184 14.9532 33.9814 151.732 56.2344 1259.51 115.405 1144.1 195.718 948.387 241.404 74.7565 706.983 19.314 46.3375 69.067 120.961 302.45 92.6612 37.3692 209.789 49.1605 160.628
internal_count=3105504 2601776 719195 15871 1882581 406208 503728 1476373 1094668 381705 703205 473088 186618 391463 15555 230117 169395 3869 18263 195087 11686 703324 169987 533337 103451 429886 105407 26853 324479 71757 80356 89631 76598 485465 108418 53385 377047 87895 289152
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=1 1 5 2 4299864 7 199 1838182 8476968 868 22020256 2367725 331 2382304 122 2 6556467 1050140 16273478 58 10 18 896 120 10556520 960 525704 3670614
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=40
num_cat=19
split_feature=7 1 1 2 3 2 2 8 1 8 3 1 3 3 7 7 1 1 2 3 1 5 8 7 1 1 3 3 1 7 3 7 7 7 7 8 3 7 7
split_gain=2.02733 4.16903 3.16109 4.05037 2.51146 2.36643 2.13269 3.39683 2.18695 2.00613 2.1432 1.93516 1.67592 2.54584 3.13993 2.43163 2.95421 1.71484 1.61349 1.44264 1.72259 1.41004 1.3021 1.21864 1.20301 1.19148 0.924073 0.858923 0.792231 0.639763 0.537975 0.521327 0.492025 0.451613 0.359973 0.352964 0.337278 0.337177 0.298029
threshold=1.0000000180025095e-35 0 1 2 11.500000000000002 3 4 5 6 7 1.0000000180025095e-35 8 12.500000000000002 4.5000000000000009 2.5000000000000004 1.5000000000000002 9 10 11 15.500000000000002 12 13 14 1.5000000000000002 15 16 4.5000000000000009 37.500000000000007 17 12.500000000000002 3.5000000000000004 2.5000000000000004 1.5000000000000002 2.5000000000000004 6.5000000000000009 18 119.50000000000001 5.5000000000000009 7.5000000000000009
decision_type=2 9 9 1 2 1 1 1 9 1 2 9 2 2 2 2 9 9 1 2 9 1 1 2 9 9 2 2 9 2 2 2 2 2 2 1 2 2 2
left_child=1 18 3 22 9 19 11 8 30 26 -11 -3 13 15 25 16 -7 -17 -1 20 33 27 23 -2 -14 -15 31 35 -16 -12 -8 -5 -21 -4 -22 -13 -26 -35 -6
right_child=2 6 5 4 38 12 7 -9 -10 10 29 21 24 14 28 17 -18 -19 -20 32 34 -23 -24 -25 36 -27 -28 -29 -30 -31 -32 -33 -34 37 -36 -37 -38 -39 -40
leaf_value=0 -0.0056515768478066393 0.0014679792438689868 -0.0030422613302785741 0.0020670717930577789 0.030188563698947891 0.018329024584608746 0.0065324312812471063 -0.01007107198426082 -0.0053111225106054673 0.0075842696050078097 -0.020025812666553511 0 0.00040049798256768638 0.006815079464694597 0.022759709242316541 0 -0.0025899554361699106 -0.01090322903638772 0.015298004150711978 -0.0039931664168463112 -0.023019064416022712 0.002471575563011255 -0.0094545842699671305 0.013733737680933389 -0.021605400930015829 -0.0093652198116537765 0 0 0 0 0.022066483460852687 0.017408790548923816 0.0099288171349900967 0.013869297376047279 0 -0.022014918916242361 0 0 0
leaf_weight=79.55910171245705 13.43117037230695 85.957522848093504 19.472043769892483 99.169500632488052 42.670045788865536 64.600447969718516 239.9633260567316 86.496690590251092 47.289618187540327 19.249471106890269 42.41311446884356 41.308727072810143 16.706778874860902 36.694067193246156 73.74903417970927 206.04612089731563 121.04479834713857 301.50638175157292 305.32322734022637 16.447537007727082 127.76790737507872 5.1284530856828487 161.74288954894655 35.893827031264664 51.392876433354104 55.744250461444608 52.838900643444504 2.9226475651812498 6.1979809292242853 0.33238570403773238 57.248228417185601 108.67179589342413 12.397725851144058 8.6261251383248219 4.718809145189879 90.634833103340497 1.3357157501450263 2.2790465770158326 0.43327737710205738
leaf_count=77605 15829 102461 37049 127408 15705 48316 266669 94327 42877 32031 46817 54871 13166 40404 46609 298259 173320 353780 276525 10784 201157 8108 199991 46745 54055 49173 35906 1284 7987 418 40968 124140 3795 20564 8228 122770 933 3907 303
internal_value=0 0.00447643 -0.000973248 0.00462308 0.0108424 -0.00414744 -0.000118027 0.00350578 0.00838794 0.00552734 -0.00597957 -0.00764602 -0.00146252 0 0.00985243 -0.00283506 0.00556528 -0.00660482 0.0121922 -0.0134347 -0.0173616 -0.0139914 -0.00497029 0.00402479 -0.0137744 -0.000604303 0.00950925 -0.0176216 0.0215374 -0.0176424 0.0118287 0.012534 0 0 -0.0209022 -0.0192136 -0.0182509 0.00996048 0.0294139
internal_weight=0 1041.83 1703.57 576.846 365.778 1126.73 656.95 430.998 344.501 322.675 61.995 225.952 935.018 865.583 172.385 693.198 185.645 507.553 384.882 191.709 162.864 139.995 211.068 49.325 69.4354 92.4383 260.68 134.866 79.947 42.7455 297.212 207.841 28.8453 30.3772 132.487 131.944 52.7286 10.9052 43.1033
internal_count=3105244 1088465 2016779 645293 382728 1371486 734335 444841 350514 366720 79266 289494 1086002 1017848 144173 873675 221636 652039 354130 285484 270905 187033 262565 62574 68154 89577 287454 178925 54596 47235 307637 251548 14579 61520 209385 177641 54988 24471 16008
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=12901382 7901361 624 14 432 5 2098040 5 19989376 1540 17055818 552 75790 2 10 10252 8405824 266050 6
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=40
num_cat=29
split_feature=4 0 2 3 6 3 1 2 7 1 7 1 1 3 2 1 3 2 8 1 2 2 1 5 1 7 1 8 7 1 2 1 1 7 3 1 2 2 1
split_gain=1.99948 3.01729 3.5833 3.33354 2.53549 3.22467 2.58181 2.36494 1.66514 2.50591 2.4404 6.62806 3.11397 2.14104 1.97774 1.59088 1.37814 1.37034 1.36782 1.14512 1.04522 0.945744 0.930486 0.925741 2.6158 1.86519 0.727033 1.62547 2.76841 1.6021 1.04938 1.10062 0.886484 0.658306 0.562374 1.78075 1.44555 1.02739 0.8964
threshold=0 1 2 21.500000000000004 3 1.5000000000000002 4 5 1.5000000000000002 6 1.0000000180025095e-35 7 8 1.5000000000000002 9 10 11.500000000000002 11 12 13 14 15 16 17 18 1.0000000180025095e-35 19 20 2.5000000000000004 21 22 23 24 2.5000000000000004 2.5000000000000004 25 26 27 28
decision_type=1 1 1 2 1 2 9 1 2 9 2 9 9 2 1 9 2 1 1 9 1 1 9 1 9 2 9 1 2 9 1 9 9 2 2 9 1 1 9
left_child=1 4 3 16 8 6 -6 19 10 17 12 13 18 -12 -11 -7 22 -10 -1 -2 -14 -13 33 26 -25 -26 30 29 -29 -28 31 -4 -32 -3 37 -36 -37 -9 -39
right_child=7 2 23 -5 5 15 -8 34 9 14 11 21 20 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 25 -27 27 28 -30 -31 32 -33 -34 -35 35 36 -38 38 -40
leaf_value=0.013900300691039133 0 0.020203619108561013 0 0.043963686298889124 0 0.015185835399040988 -0.033040890036400219 0.0032508400547962011 0.018116100338505553 0.0044624578748281157 -0.0030921621003038862 0 0.0030701271326671895 0.022495806732615579 -0.018574789210177054 -0.0074824887907915709 -0.0099921553887674999 0 0 0.029995073137480843 -0.011730943812861428 -0.028174346926181915 -0.0016461483512277024 0.020500371649990308 0.014856490688096217 -0.011024302684330904 0.0066950137457787474 -0.013895716007836206 0.0032861640401038042 -0.0031553883808345439 -0.0054077025812991186 0.015139468649312406 0.0065520311282434539 0 0.01910432443337319 0.0073962501435155068 -0.011998623443978992 0.00027250526145221218 -0.015594100943554418
leaf_weight=85.387103056869819 4.7161037249898072 38.739910400108784 38.38987734974944 13.383688909118062 23.65872173796015 14.692071343357382 49.604224079011146 161.349341674264 81.977287596197129 25.092208164294789 21.593786314328099 45.686897461397166 11.420027230418782 32.030275486802566 32.453664822671271 20.526074684181367 12.875381682184523 84.229642203310505 246.29207577646775 29.893513607021305 190.65566821345783 98.691913825619849 7.7620829033839973 47.088230789013323 4.8206437542976337 64.353529113315744 279.53470474376809 194.24810400474234 105.19208241484012 265.00601363828173 121.41397946895449 83.898162654892076 56.54453096803627 11.663297095336018 28.818050942951231 30.723600362383877 33.823594409986981 13.842769183829658 34.614220163806749
leaf_count=103093 3760 7508 20751 316 65052 39230 254437 289483 75601 65585 52686 51144 25255 65589 97483 49638 664 144934 273223 14537 354553 164731 4218 59517 5087 105679 79380 82999 54457 163422 64189 38287 29852 3190 36632 29268 42462 22080 65258
internal_value=0 0 0.00303215 0.0194038 -0.00400321 -0.0169633 -0.026406 0.00783246 -0.00175582 0.00479804 -0.00426368 -0.0129526 0 0.0099962 -0.00774344 0.00119076 0.0020487 0.0110222 0.00525529 0.0244327 -0.00928611 -0.0227201 0.0106098 0.00111854 0.00863155 -0.00204141 0 -0.00135178 -0.00698746 0.00150011 0.00407681 0.0100281 0 0.0145354 0.00220798 0.00771717 -0.000599653 0 -0.00959641
internal_weight=0 2408.91 1344.91 84.4244 1063.99 108.481 73.2629 337.781 955.511 223.753 731.758 198.003 533.755 53.6241 57.5459 35.2181 71.0407 166.207 331.679 34.6096 202.076 144.379 58.1653 1260.49 116.262 69.1742 1144.23 843.981 299.44 544.541 300.247 122.288 177.959 50.4032 303.172 93.3652 64.5472 209.806 48.457
internal_count=3105230 2601750 719516 15896 1882234 408357 319489 503480 1473877 383603 1090274 334150 756124 118275 163068 88868 15580 220535 376316 18297 379808 215875 14916 703620 170283 110766 533337 380258 137456 242802 153079 59038 94041 10698 485183 108362 71730 376821 87338
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=1 1 5 2 625688 7 3935334 10570416 1098860 836 8402002 62 6 1646622 128 513 2370797 2 6556435 13652558 1 2098432 106 16904 9437250 8484008 104 960 525704
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=40
num_cat=19
split_feature=3 2 1 1 7 2 6 1 3 2 3 7 1 2 3 1 7 2 1 1 2 2 1 7 1 3 7 3 7 3 4 3 7 3 3 2 7 3 7
split_gain=1.89433 2.14288 2.06324 1.72725 1.37575 1.94744 1.93404 5.18614 2.12847 1.73317 1.58463 1.53159 1.06888 1.63845 1.00267 0.863324 0.829118 1.68917 3.10482 1.39182 2.30901 1.78143 1.24818 0.817485 0.803406 0.737276 0.482361 0.45782 0.399813 0.31776 0.301675 0.242033 0.233143 0.198073 0.196733 0.163674 0.114708 0.100009 0.0971586
threshold=32.500000000000007 0 1 2 7.5000000000000009 3 4 5 7.5000000000000009 6 1.5000000000000002 3.5000000000000004 7 8 4.5000000000000009 9 1.0000000180025095e-35 10 11 12 13 14 15 1.5000000000000002 16 78.000000000000014 5.5000000000000009 11.500000000000002 5.5000000000000009 13.500000000000002 17 18.500000000000004 3.5000000000000004 34.500000000000007 21.500000000000004 18 6.5000000000000009 2.5000000000000004 1.0000000180025095e-35
decision_type=2 1 9 9 2 1 1 9 2 1 2 2 9 1 2 9 2 1 9 9 1 1 9 2 9 2 2 2 2 2 1 2 2 2 2 1 2 2 2
left_child=4 2 38 36 6 15 12 9 11 14 -11 23 13 27 -8 -6 17 22 -19 21 -21 -18 -14 -9 37 28 30 32 -4 -12 -15 -17 -1 -5 -29 -10 -3 -7 -2
right_child=1 3 25 33 5 24 7 8 35 10 29 -13 16 26 -16 31 19 18 -20 20 -22 -23 -24 -25 -26 -27 -28 34 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 0.012628724309124673 0.040667549901503605 0 0 0.0075927792819989216 0.019437693773267949 0 0.006064842096387333 -0.016817311295653475 0.0091734137227386988 -0.0022669045279490483 -0.0010564251111030204 -0.016035963210172418 0 0.032004364653438991 0.013137237782120011 0.0090751283049441116 -0.0068739334337935502 -0.012553119127715487 1.9851996995268905e-05 0 0.010154667458357063 -0.036618913105750904 -0.011369646922081089 0 0 0.011632007681354951 0 0 0 0 -0.0059540759324552082 -0.018210375733970937 0 0 0 0 -0.0056464527862971998
leaf_weight=195.83751618342649 3.7454246530251094 15.907570485214819 25.71103586490063 1.5531864926015284 4.3862453785113757 8.0997658576161466 55.373030318620295 7.0871272750118797 5.2465652125538327 26.488991838319635 24.928467738227486 50.810230900239731 67.944876673980616 91.289735507420119 9.0896739008167042 26.773253855892115 119.53243782448226 161.42823762600165 266.00500631240357 135.15198281021731 623.02031834156514 221.54593052576638 398.89415709472269 55.181135319578971 16.379699592944238 4.9929071780643417 4.4984929653437566 17.884459555905782 0.41073629475431417 2.1633161014469797 18.369759704204625 0.32874210618319821 37.916795439115958 19.937137173343217 6.3669001686794209 5.4024098531372129 0.44496047309076026 4.621919803263153 4.9484656265121885
leaf_count=214631 1513 7315 7143 1025 5368 11096 107045 21790 7933 70059 30754 146336 98866 111019 11471 29521 126504 193909 280377 142395 546942 253885 343382 208126 21548 2313 3477 4960 138 3010 29180 188 28923 14786 1328 8279 261 4601 4156
internal_value=0 0.0140823 0.0231482 -0.000403977 0.000347298 0.0124683 0 -0.0080639 -0.02002 0.00497512 -0.00387684 -0.0252398 0.000834441 -0.00359516 0.0138718 0.0216041 0.00185926 0.00407598 0 0 -0.00236232 0.00498343 0.00797647 -0.033902 -0.00166334 0.0312414 -0.0119012 0.000177445 0.0396296 0.00503042 -0.0142031 0.0265852 -0.000537825 -0.0140904 0.00911928 0.000822951 0.00949343 0.00428814 -0.00152578
internal_weight=0 77.6514 39.8086 37.8429 2668.05 60.5896 2607.46 241.771 123.727 118.043 53.5808 113.078 2365.69 372.164 64.4627 31.4882 1993.52 894.272 427.433 1099.25 758.172 341.078 466.839 62.2683 29.1014 31.1147 114.158 258.006 26.1218 27.0918 109.659 27.102 233.754 21.4903 24.2514 10.649 16.3525 12.7217 8.69389
internal_count=3105553 38650 15263 23387 3066903 72322 2994581 614803 392464 222339 103823 376252 2379778 393518 118516 35077 1986260 916534 474286 1069726 689337 380389 442248 229916 37245 9594 143676 249842 7281 33764 140199 29709 243554 15811 6288 16212 7576 15697 5669
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=52 1573666 2621986 118 2 2098234 905 17670160 395 15741452 71 9440134 7344548 14 142 11535232 33521 1 398
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=40
num_cat=26
split_feature=4 0 2 3 1 2 2 7 2 1 7 8 1 1 1 5 1 1 3 3 3 2 5 1 7 2 7 3 1 1 8 7 1 8 2 2 3 3 3
split_gain=1.77265 2.81261 3.03615 3.04601 2.2189 2.32767 2.09169 2.00758 3.53803 3.53108 1.90508 2.70345 2.61483 1.73797 1.65632 1.46017 1.32756 1.25102 1.15322 1.02582 0.986967 0.941561 0.931867 2.20373 1.98297 1.11611 1.00566 1.61463 0.775674 0.67441 2.16864 1.14976 1.14886 0.937124 4.23773 2.76668 0.614524 0.612892 0.589694
threshold=0 1 2 21.500000000000004 3 4 5 2.5000000000000004 6 7 1.0000000180025095e-35 8 9 10 11 12 13 14 15.500000000000002 8.5000000000000018 1.5000000000000002 15 16 17 1.0000000180025095e-35 18 1.5000000000000002 1.0000000180025095e-35 19 20 21 2.5000000000000004 22 23 24 25 1.0000000180025095e-35 27.500000000000004 4.5000000000000009
decision_type=1 1 1 2 9 1 1 2 1 9 2 1 9 9 9 1 9 9 2 2 2 1 1 9 2 1 2 2 9 9 1 2 9 1 1 1 2 2 2
left_child=1 4 3 16 5 19 17 10 28 -10 11 14 -12 -13 -6 36 18 -2 -3 -1 -18 -14 29 26 -25 -26 38 -28 -9 33 32 -32 -31 34 -4 -35 -7 -38 -24
right_child=6 2 22 -5 7 15 -8 8 9 -11 12 13 21 -15 -16 -17 20 -19 -20 -21 -22 -23 23 24 25 -27 27 -29 -30 30 31 -33 -34 35 -36 -37 37 -39 -40
leaf_value=-0.032852938083381057 0.03149163610918998 0.024632723131051023 -0.018723442293307902 0.040981417693367411 0.020146777411370945 -0.0012288147173888818 0.0019956232203138051 0.00024193559939181958 0.026157330973851096 -0.0028855724349513292 -0.017131133721341747 9.232076263510766e-06 0.0067691114840790342 -0.012568372517118225 0 -0.015959390805593866 0.0031392983459579008 0 0 0 -0.013108154517752999 -0.0065300311737482245 0.0093814285313175705 0.017270148359926612 0.00022889055475288982 -0.015863011168605768 0 0.03604371959621127 -0.014240577077703537 0.0060809626609314819 -0.012916113031144059 0 -0.0025897374606430033 0.021876865323375981 0.0064278936878469145 -0.00052111118389738559 0.012792599786344311 0 -0.0081447391990029649
leaf_weight=44.456249905877485 18.490143513976363 13.19887865099008 52.039289400185226 14.139537186478263 53.097645700334397 27.707763239712222 303.88402176631644 11.872945154809711 72.873430277384614 36.192771005313261 151.92684363977605 231.35907570227209 79.869874293564862 116.35150270504528 67.763144590713637 19.974506965796536 22.257344254670897 17.068043538063648 2.3601633058860907 5.1580960164865237 33.832489609834738 52.001562783359986 7.4767408039479077 5.8079541703045825 30.816899298515636 40.781506120198173 2.9483382955659208 19.229700417228742 33.440269596081635 281.36159352661343 173.42442035849672 92.142188312689541 203.84026508653187 49.281461025762837 204.72210187793826 87.487066740432056 55.955861605141763 2.5929394690174368 9.1724011706537549
leaf_count=182247 9016 3783 24230 316 77902 97911 485169 26782 102147 86725 180814 218147 197710 209286 82067 94580 7176 9251 109 9003 4508 122709 9389 5842 51943 68699 6736 19920 70874 79380 70879 47013 127022 21555 111192 52066 124271 1544 5764
internal_value=0 0 0.00290856 0.0179191 -0.00388406 -0.0137484 0.00734429 -0.00132151 0.00758938 0.016319 -0.0037712 0 -0.00980657 -0.0042882 0.0111239 -0.000205794 0.00142766 0.0228569 0.0147194 -0.0263626 -0.0038784 0 0.00111423 0.00865167 -0.000398785 -0.00950043 0.0204496 0.0302704 -0.00859517 0 -0.00158402 -0.00842795 0.00194726 0.00331354 0 0.0089765 0.00402101 0.00946801 0
internal_weight=0 2408.91 1346.32 85.7884 1062.59 155.845 339.442 906.749 154.379 109.066 752.37 468.571 283.798 347.711 120.861 106.231 71.6489 35.5582 15.559 49.6143 56.0898 131.871 1260.53 116.234 77.4064 71.5984 38.8272 22.178 45.3132 1144.3 750.768 265.567 485.202 393.53 256.761 136.769 86.2566 58.5488 16.6491
internal_count=3105677 2602241 717522 15892 1884719 509556 503436 1375163 286528 188872 1088635 587402 501233 427433 159969 318306 15576 18267 3892 191250 11684 320419 701630 168293 126484 120642 41809 26656 97656 533337 324294 117892 206402 209043 135422 73621 223726 125815 15153
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 1 5 6386437 25 7 388 822352 6 558144 9471176 789538 2 2367725 2382304 333 2 6556179 896 9439264 13652574 1 2098432 1 48 56
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=40
num_cat=23
split_feature=3 0 8 1 7 7 1 6 1 3 2 3 7 2 1 3 1 2 7 7 1 2 8 1 2 2 1 7 3 3 3 3 4 7 2 2 3 8 2
split_gain=1.62324 1.88099 2.13169 2.09466 1.34451 1.15054 1.88118 1.71868 4.55328 1.95349 1.54478 1.47693 1.33143 1.08082 0.986266 0.930335 0.876732 1.44492 0.749312 0.657823 1.58048 2.37443 1.48044 1.11626 1.98147 1.48674 0.447596 0.444632 0.415595 0.354319 0.345064 0.299707 0.2452 0.235933 0.193387 0.187384 0.176416 0.166691 0.165747
threshold=32.500000000000007 0 1 2 5.5000000000000009 7.5000000000000009 3 4 5 7.5000000000000009 6 1.5000000000000002 3.5000000000000004 7 8 4.5000000000000009 9 10 1.5000000000000002 1.0000000180025095e-35 11 12 13 14 15 16 17 5.5000000000000009 11.500000000000002 4.5000000000000009 155.50000000000003 13.500000000000002 18 3.5000000000000004 19 20 18.500000000000004 21 22
decision_type=2 1 1 9 2 2 9 1 9 2 1 2 2 1 9 2 9 1 2 2 9 1 1 9 1 1 9 2 2 2 2 2 1 2 1 1 2 1 1
left_child=5 14 3 -3 30 7 13 16 10 12 15 -12 18 -7 38 -9 17 28 -10 20 21 -18 -22 25 -25 -21 -4 32 33 35 -5 -13 -19 -1 -30 -8 -15 -16 -2
right_child=1 2 26 4 -6 6 29 8 9 -11 11 31 -14 36 37 -17 19 27 -20 23 22 -23 -24 24 -26 -27 -28 -29 34 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=2.3228333741263187e-05 0.0093762002691444649 -0.0014574375440172529 0.0023645319707797864 0.045096996626807828 0 0 0 0.018203230564535211 0 0.00056277844976990253 -0.016350075478154629 0.008764252892802981 -0.0020994747177418261 0.034878193897622339 0 0 0.0060416661955251388 -0.015001347819297276 -0.035022077545586644 -0.0012339941963729528 0.0013100408628377547 -0.0064981550378702584 0.015731529509208593 -0.011582564486827811 9.6663615685104007e-05 0.0099531395659836711 -0.0092643286852423876 0 0 0.00081140386942834229 0 0 0 -0.005939851107713055 0.0098184800039646403 -0.0099813988238598838 0 -0.014740205320885231 0
leaf_weight=195.41327842588726 6.4325604941623169 6.5952028656320181 8.7777418725599983 28.715336724446395 1.288056667021009 12.687524481400031 7.8663836581108626 56.263411070591246 7.0769690868091848 10.753758395818293 26.173871294791752 25.13457822004057 50.671949175129157 17.427938545992227 2.8992251798190409 9.1269056037126557 273.25307314670135 89.819974451533199 53.088784187399142 155.1656853971981 237.13596743650669 251.52681733719874 135.73810454771228 133.24964534416722 622.50968601712157 187.6335526225248 9.4075617122580315 4.5039088861522023 1.4359212462877622 6.6693003370164652 0.31461458950070564 2.1652070535928933 18.417008526681457 37.903388916834956 23.003266794068626 16.628332334992599 0.2167515862674908 12.711487972337638 1.3268994730315169
leaf_count=214525 3145 2072 2052 4842 474 16083 8593 109389 21843 15671 69800 30978 146508 22842 4168 11445 265178 110729 206489 180310 220327 320269 112226 142541 545501 201776 2114 3511 1526 3982 157 3042 29213 28463 4794 20596 133 15389 3139
internal_value=0 0.0130071 0.0208743 0.0275475 0.0353633 0.000322608 0.0113498 0 -0.00761732 -0.0189626 0.00443181 -0.00376698 -0.0240499 0.0207848 -0.00122758 0.012868 0.000789539 -0.00320533 -0.03236 0.00172284 0.00369305 0 0.00830202 0 -0.00206424 0.00450585 -0.000728558 -0.0110802 0.000257355 -0.00173379 0.044322 0.00464807 -0.0133162 -0.000372555 0.00872035 -0.00831525 0.0283189 -0.0120137 0.00633534
internal_weight=0 78.4687 55.0985 36.9132 30.318 2668.66 61.4962 2607.16 240.455 121.591 118.864 53.4737 110.838 30.3322 23.3702 65.3903 2366.71 370.497 60.1658 1996.21 897.654 524.78 372.874 1098.56 755.759 342.799 18.1853 112.741 257.756 31.164 29.03 27.2998 108.237 233.317 24.4392 24.4947 17.6447 15.6107 7.75946
internal_count=3105835 37552 11711 7545 5473 3068283 72229 2996054 615165 390511 224654 103820 374840 39058 25841 120834 2380889 392761 228332 1988128 918000 585447 332553 1070128 688042 382086 4166 143453 249308 33171 4999 34020 139942 242988 6320 29189 22975 19557 6284
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 3 10224074 821715 2 2098234 905 392 8917312 17670160 395 2102120 15 1 7344548 14 833 264354 1 128 292 10 102
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=40
num_cat=21
split_feature=4 0 2 3 1 2 2 7 2 1 3 3 2 5 3 1 3 5 1 7 2 7 3 1 1 1 8 7 2 2 7 7 7 2 3 7 3 3 3
split_gain=1.62732 2.48466 2.83809 2.52788 2.03782 2.09941 1.92927 1.69896 2.94762 3.08468 1.52922 1.98325 2.59253 1.28156 1.19943 1.15397 0.932348 0.908758 1.97825 1.87149 1.01394 0.912662 1.50173 0.831637 0.685945 0.628568 1.85632 1.01549 1.00236 0.8657 1.98647 1.07235 0.576396 0.576169 0.573658 0.563445 0.551121 0.577981 0.504471
threshold=0 1 2 21.500000000000004 3 4 5 2.5000000000000004 6 7 20.500000000000004 12.500000000000002 8 9 11.500000000000002 10 8.5000000000000018 11 12 1.0000000180025095e-35 13 1.5000000000000002 1.0000000180025095e-35 14 15 16 17 2.5000000000000004 18 19 4.5000000000000009 2.5000000000000004 1.0000000180025095e-35 20 4.5000000000000009 2.5000000000000004 1.0000000180025095e-35 27.500000000000004 2.5000000000000004
decision_type=1 1 1 2 9 1 1 2 1 9 2 2 1 1 2 9 2 1 9 2 1 2 2 9 9 9 1 2 1 1 2 2 2 1 2 2 2 2 2
left_child=1 4 3 14 5 16 15 10 24 -10 11 12 -6 36 23 -2 -1 25 21 -20 -21 34 -23 35 -9 29 28 -28 -27 31 -31 -4 -15 -13 -19 -3 -7 -38 -8
right_child=6 2 17 -5 7 13 38 8 9 -11 -12 33 -14 32 -16 -17 -18 18 19 20 -22 22 -24 -25 -26 26 27 -29 -30 30 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.031599500046395439 0.030062181664114764 0.018676672603642513 0.0036199990087440268 0.038247398876831526 0.00020471833493865578 -0.0011315607462851316 0 2.2334296405280149e-05 0.023952367127929235 -0.0027614598244131523 -0.018783573188305987 0.017857281306227695 -0.012067748181142948 0 -0.0095086386824923957 0 0 0.0092193113966444907 0.016927572112390484 0 -0.015218074641959288 0 0.034284464546296793 -0.0014177306185592271 -0.013200549438417622 -0.0023651016165941296 -0.012233383940435135 0 0.0056768292206831571 0.00013791576595848981 0.020773653073368026 -0.010148940784433659 -0.019060041007994692 0 -0.008066175006667212 0 0.012142236375402396 0 0.0071041896688456112
leaf_weight=43.092222754681643 19.127909018163336 39.609242850725423 77.871935204253532 14.834123843582345 491.01725708705817 27.650992263364969 210.29700373434753 11.986818268807836 74.851876699553031 36.095520178630977 34.690105594578199 20.82392944858293 193.77797385094345 2.5256495772118823 12.656876139400991 17.043475981190568 5.2267539633321567 7.5322545290109728 5.9125900066574095 31.01235485203506 40.16775907594274 2.9242846282140844 19.873121778800851 7.6520704013237255 32.561264898824447 219.37850850366522 171.85452501376858 92.255509993439773 267.67478330963058 206.05962933789124 46.076337823003996 64.428788181918208 16.947327772190874 9.7571753492811713 9.1389088186551799 11.610834244915166 56.45269813959203 2.6020574586436842 94.069035176144098
leaf_count=182302 9015 7506 39363 316 651000 97953 377036 27113 104525 85528 42236 23191 355569 6123 664 9245 9256 9389 5842 51631 67078 6736 19920 4214 70232 107162 70879 47013 99240 109880 24023 35777 88321 16231 5764 3190 125521 1568 107910
internal_value=0 0 0.00272327 0.0171906 -0.00366265 -0.0131514 0.00702476 -0.00119992 0.00692282 0.0148452 -0.00348528 -0.00161481 -0.00337504 -0.000171027 0.001551 0.021859 -0.0252823 0.000984389 0.00840723 -0.000131972 -0.00912596 0.0194747 0.0287383 0.00971149 -0.00776703 0 -0.00163737 -0.00798588 0.00158079 0.00309616 0.00654811 -0.00146931 -0.0151073 0.0150018 0 0.0134909 0.0036194 0.00884445 0.0018524
internal_weight=0 2408.58 1348.52 86.3631 1060.06 154.498 340.537 905.562 155.495 110.947 750.066 715.376 684.795 106.179 71.529 36.1714 48.319 1262.16 116.561 77.0927 71.1801 39.4686 22.7974 58.8721 44.5481 1145.6 751.163 264.11 487.053 394.437 252.136 142.301 19.473 30.5811 16.6712 51.2201 86.7057 59.0548 304.366
internal_count=3105462 2602256 715587 15890 1886669 511044 503206 1375625 287398 190053 1088227 1045991 1006569 319486 15574 18260 191558 699697 166360 124551 118709 41809 26656 14910 97345 533337 324294 117892 206402 209043 133903 75140 94444 39422 15153 10696 225042 127089 484946
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=1 1 5 6386437 25 7 388 822352 397 2 2382304 2 6556179 896 2370797 9439264 13652574 1 704 784 227
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=40
num_cat=27
split_feature=4 0 2 3 1 2 2 7 2 1 3 3 2 1 5 1 3 3 3 5 1 2 3 1 1 1 8 1 1 8 2 2 7 3 3 3 1 2 2
split_gain=1.45496 2.28939 2.46803 2.48586 1.95123 1.80425 1.6781 1.45624 2.56394 2.79173 1.45156 1.82365 2.24637 1.17841 1.14449 1.07154 1.06354 0.896994 0.867368 0.865316 1.82257 0.723609 1.52819 0.676687 0.609682 0.55631 1.55216 0.990049 0.940304 0.828309 3.76084 2.47346 0.537019 0.466698 0.526535 0.437638 1.62735 1.33846 0.872988
threshold=0 1 2 21.500000000000004 3 4 5 2.5000000000000004 6 7 20.500000000000004 12.500000000000002 8 9 10 11 15.500000000000002 1.5000000000000002 8.5000000000000018 12 13 14 1.0000000180025095e-35 15 16 17 18 19 20 21 22 23 1.0000000180025095e-35 1.0000000180025095e-35 8.5000000000000018 2.5000000000000004 24 25 26
decision_type=1 1 1 2 9 1 1 2 1 9 2 2 1 9 1 9 2 2 2 1 9 1 2 9 9 9 1 9 9 1 1 1 2 2 2 2 9 1 1
left_child=1 4 3 13 6 15 18 10 23 -10 11 12 -6 16 33 -2 -3 -15 -1 25 21 -21 -23 -9 -13 29 28 -28 -27 30 -4 -31 -16 -8 -35 38 -37 -38 -7
right_child=5 2 19 -5 7 35 14 8 9 -11 -12 24 -14 17 32 -17 -18 -19 -20 20 -22 22 -24 -25 -26 26 27 -29 -30 31 -32 -33 -34 34 -36 36 37 -39 -40
leaf_value=-0.030185998752456762 0.02875380289207365 0.023111071641313527 -0.017889244167536334 0.036602786680337278 0.00016396485801686581 0.002729937495079346 -0.0012502357085833532 0.00026346690470331727 -0.0048830608340800115 0.021134618394890878 -0.018139411401695879 0 -0.011259905748497478 0.0025793345090125894 0 0 0 -0.012676987904512597 0 0 -0.0046580419261532712 0 0.026726227626144267 -0.012749328064964255 0.018399180239008418 0.0051867870410895718 0 -0.010648151783808698 -0.0026561924441959603 0.020388465570495101 0.0058606496844047723 -0.00056659293141192088 -0.018489657367616076 0.012064090131640368 0 0.01756911638639309 0.0065807220764069439 -0.011888178651549038 -0.0090621749812412455
leaf_weight=41.612780735535125 19.724140665886807 13.722703649022153 51.111865427228622 15.275533304549752 491.23292262788345 162.36875526504446 27.720273584764072 11.861801583054328 24.127524388470192 88.228866468190972 34.201007969772036 15.115982690404051 191.66126210021503 22.539313499888522 2.5913264483606353 17.026712918639532 2.3477988166268906 33.530718326568604 5.2284021049126741 32.081639757190715 30.256055662481231 6.3733312792610368 48.072548804499093 32.186517244794231 15.728106507893246 284.03911562584108 65.934582280518953 196.1058593429334 204.00245701277163 50.377772964333417 206.02592297722003 87.54474644063157 16.61884351450135 44.05458349278706 15.835862078907665 29.714648285866133 31.263062210229691 33.731182671122951 47.93772741912835
leaf_count=177914 9120 3784 24230 316 651999 290909 98237 27183 58494 132919 41559 9663 354576 7178 6206 9232 109 4508 9358 42661 52305 16234 54850 70188 30002 79380 48845 69047 127022 21555 111192 52066 88282 107912 21174 36646 29215 42207 87040
internal_value=0 0 0.00265196 0.016111 -0.00348224 0.00666897 -0.0127771 -0.00107404 0.00638537 0.0137633 -0.00321944 -0.00139828 -0.003116 0.000935882 -0.000608493 0.0209313 0.0136516 -0.00384992 -0.0240105 0.00100248 0.00824225 0.0145192 0.0195772 -0.00721806 0.0144866 0 -0.00150239 -0.00734874 0.0013874 0.00294752 0 0.00826426 -0.0146539 0.00282103 0.00783116 0.00166023 0.00655332 -0.0010245 0
internal_weight=0 2407.35 1349.34 87.4161 1058.01 341.766 153.662 904.344 156.405 112.356 747.939 713.738 682.894 72.1405 106.821 36.7509 16.0705 56.07 46.8412 1261.93 116.784 86.5275 54.4459 44.0483 30.8441 1145.14 750.082 262.04 488.042 395.06 257.138 137.923 19.2102 87.6107 59.8904 305.015 94.7089 64.9942 210.306
internal_count=3105317 2600948 715282 15895 1885666 504369 509083 1376583 288784 191413 1087799 1046240 1006575 15579 321811 18352 3893 11686 187272 699387 166050 113745 71084 97371 39665 533337 324294 117892 206402 209043 135422 73621 94488 227323 129086 486017 108068 71422 377949
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=1 1 5 6386437 7 25 388 9437352 397 2367725 2 2382304 2 6557491 146 9439264 9176064 13652574 1 794656 2098432 1 48 56 8484008 104 960
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=40
num_cat=26
split_feature=4 0 2 3 6 1 2 7 1 2 1 3 1 3 2 1 3 3 2 3 2 1 1 5 7 1 7 2 7 1 7 1 2 3 1 2 1 1 7
split_gain=1.34963 2.07219 2.35917 2.21749 1.85946 2.83883 1.64945 1.14385 1.93759 1.7771 2.88629 2.97034 1.29158 1.19401 1.0861 1.06058 1.01443 0.824776 0.787639 1.07924 0.760317 1.73498 0.978163 0.716819 1.78761 2.02212 2.40748 0.687319 0.671313 0.66286 0.808741 0.849689 0.723466 0.554887 0.542082 0.53213 0.732468 0.567355 0.492513
threshold=0 1 2 21.500000000000004 3 4 5 1.5000000000000002 6 7 8 5.5000000000000009 9 1.0000000180025095e-35 10 11 15.500000000000002 1.5000000000000002 12 5.5000000000000009 13 14 15 16 1.0000000180025095e-35 17 1.5000000000000002 18 3.5000000000000004 19 1.0000000180025095e-35 20 21 13.500000000000002 22 23 24 25 2.5000000000000004
decision_type=1 1 1 2 1 9 1 2 9 1 9 2 9 2 1 9 2 2 1 2 1 9 9 1 2 9 2 1 2 9 2 9 1 2 9 1 9 9 2
left_child=1 4 3 15 7 14 34 9 20 12 11 -11 13 -1 -6 16 -3 -17 -10 -20 21 -9 -22 -4 33 26 -26 -27 -16 32 31 -31 -8 -25 -2 37 -37 -32 -36
right_child=6 2 23 -5 5 -7 29 8 18 10 -12 -13 -14 -15 28 17 -18 -19 19 -21 22 -23 -24 24 25 27 -28 -29 -30 30 35 -33 -34 -35 38 36 -38 -39 -40
leaf_value=0 0 0.022220822140750503 0 0.035017277341321533 0.01015479100729217 -0.024924423751435797 0.0022550823922239632 0.024511456494421619 0 0.012962424661184106 -0.017803449510789632 -0.016409856835522537 -0.0029319028506055392 0.014183777409177402 -0.015931181768028789 0.0024639087567915911 0 -0.012089970258449254 -0.023953148707301718 0 -0.0046292419796042103 -0.00078203670586164177 0.0081740193489196079 0.028225731842077356 -0.0038941643797874952 0 0.025843509473916278 -0.013984797864124042 0 0 0.01210083044758206 0.016226830349182309 -0.0091132452350154713 0 0.026539175867356435 0.00081262874566874585 -0.011556583154176079 0 0
leaf_weight=47.916338481971252 10.261335705581585 14.034695422902589 1145.287886593258 15.706352843204511 34.436119132642489 51.902350222083442 35.282803594600409 36.289282189118239 12.098445933954279 70.026707571916631 138.71659109969005 19.039873439673102 371.08841402684993 78.95870749297319 11.631854281222333 22.59796911952435 2.3477988166268906 33.121038577199215 19.966438719369766 2.7368767855296019 63.602806017253897 15.428324497879656 75.584306327313243 9.7628999045700731 12.641353477389201 29.105568004757515 26.391451464238344 39.019741348267416 6.6813685957276894 35.38745090237353 17.077432208578102 44.272714523496688 63.384706877783174 0.91147231630748216 41.776525414054049 26.443332914692292 39.11430539668072 22.563586898642825 7.0600848836766081
leaf_count=104007 9629 3786 533337 316 101276 237789 74229 82282 39439 175437 298845 44602 356125 110006 53867 7179 109 4508 72024 7564 77314 32781 74102 9375 11605 48579 30745 65382 17803 44990 23980 48628 130708 394 24344 43917 65090 32555 6550
internal_value=0 0 0.00252385 0.0156519 -0.00331364 -0.014602 0.00642141 -0.00135795 0.00395443 -0.00349845 -0.0100451 0.00148645 0 0.00749814 0.000263328 0.000978701 0.0130087 -0.00348452 -0.00909907 -0.0154798 0.00862607 0.0166447 0.000921863 0.000909213 0.00747207 0 0.0125429 -0.0084866 -0.007399 0.00100471 0.00488063 0.0111744 -0.00340672 0.0253459 0.0178381 0 -0.00530797 0.0054289 0.0213498
internal_weight=0 2407.03 1350.93 87.8079 1056.1 104.652 342.624 951.453 225.706 725.747 227.783 89.0666 497.963 126.875 52.7493 72.1015 16.3825 55.719 34.8018 22.7033 190.905 51.7176 139.187 1263.12 117.832 107.158 39.0328 68.1253 18.3132 283.526 184.859 79.6602 98.6675 10.6744 59.0979 105.199 65.5576 39.641 48.8366
internal_count=3105198 2600578 715315 15898 1885263 410735 504620 1474528 385506 1089022 518884 220039 570138 214013 172946 15582 3895 11687 119027 79588 266479 115063 151416 699417 166080 156311 42350 113961 71670 464097 259160 93618 204937 9769 40523 165542 109007 56535 30894
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 1 5 2 40024 15 12323958 195 21316320 12081420 331 2367725 292 632 525426 2098288 2 6556307 384 5531705 524612 288 13173270 592 594244 8914304
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=40
num_cat=25
split_feature=7 5 3 1 5 1 7 1 2 3 3 2 8 2 1 1 2 2 1 3 8 3 3 2 4 2 1 1 3 3 3 2 2 1 1 1 3 7 7
split_gain=1.25245 3.37656 4.23889 3.46918 2.00417 5.85461 3.17233 2.54114 2.61765 2.10746 1.56872 1.50752 1.4243 2.85229 2.18245 1.82888 1.34721 1.28238 1.20493 1.56297 1.14679 1.09436 1.0564 1.42168 1.60988 0.936723 2.18198 1.48846 1.35471 1.4246 1.2021 1.20119 1.16872 0.80832 0.800182 0.795166 0.778181 0.768089 0.7322
threshold=1.0000000180025095e-35 0 1.0000000180025095e-35 1 2 3 2.5000000000000004 4 5 6.5000000000000009 3.5000000000000004 6 7 8 9 10 11 12 13 13.500000000000002 14 69.500000000000014 51.500000000000007 15 16 17 18 19 24.500000000000004 1.5000000000000002 17.500000000000004 20 21 22 23 24 2.5000000000000004 9.5000000000000018 2.5000000000000004
decision_type=2 1 2 9 1 9 2 9 1 2 2 1 1 1 9 9 1 1 9 2 1 2 2 1 1 1 9 9 2 2 2 1 1 9 9 9 2 2 2
left_child=1 3 -3 22 7 6 -6 8 10 20 -2 34 13 -13 -15 -14 -7 -8 -4 -20 38 -18 23 24 -1 26 30 31 29 -28 -9 -27 -29 -19 -5 -12 -22 -33 -10
right_child=4 2 18 11 5 16 17 25 9 -11 35 12 15 14 -16 -17 21 33 19 -21 36 -23 -24 -25 -26 27 28 32 -30 -31 -32 37 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0041874335203140522 0 -0.0040922731508476612 0 0 -0.0028028251499569706 0 0 -0.018604549198526263 6.475403451038779e-05 -0.0099781899352969824 0 0.018159581315333902 0.0025227894619325839 0.010350149504411288 -0.014313139282508254 -0.01182958803228111 -0.024125597562756791 0.034559666024782977 0.05340677369858652 0 0.002336332142221214 0 0.0079755281756112746 -0.012177633829168075 0.01800318482807596 0.0046013379626158261 0 0.0048236114635675205 -0.0064474863057482658 0.018323025177932255 0.0012554315697829383 -0.012983570979000754 -0.00464610766172837 0 0.018210107682274289 0.033263208798547744 -0.010754827757193598 0 0.013249402458540338
leaf_weight=105.2618549474937 25.126541838382764 10.6608007204195 6.2454083000629907 32.444916524556902 61.531300093340178 28.504843539736612 7.7597222529002465 32.584414798293437 117.75824642474981 70.756335080135614 2.4412594755849568 99.358105524635903 324.38150864678755 14.347702231105357 44.92827891095294 74.419705958243867 146.51811704887314 18.697470001116017 16.923403138647707 1.2054474960896175 72.538742788481613 1.8788634630909644 5.0886548658745587 200.64439180651971 12.352355214941779 8.7470251410359197 62.024401368718827 200.75942332104751 6.3023280919442177 95.508316222578287 6.4960270202282109 257.93097951520576 241.91153889969428 11.895629440849008 102.71763370808185 27.537905107485134 33.802298800932476 3.0940645500668316 156.10677858847339
leaf_count=154892 50012 24886 9992 47577 133697 64822 14125 36183 149613 50249 2390 68001 226921 16447 38650 102816 387008 34775 23920 1317 106033 1584 1380 274041 16236 15872 67474 122275 3439 60461 2427 338543 126482 25567 82269 11790 30934 4134 176070
internal_value=0 0.00354412 0.0260451 0.00175658 -0.000707274 -0.00812591 0.00790292 0.000668718 0.00624197 0.00208445 0.0219246 0.00585838 0.00241586 0.00945256 -0.00355658 -0.000306016 -0.0179731 0.0243156 0.039729 0.0410333 0.00567703 -0.0214801 -0.00592973 -0.00785164 0 -0.00223785 0.00261178 -0.00408322 0.00859998 0.0121954 -0.0103507 -0.00943896 0 0.0274617 0.0145494 0.0333662 -0.00100189 -0.011455 0.00884256
internal_weight=0 1050.98 35.0351 1015.95 1698.21 276.786 99.8841 1421.43 506.068 450.962 55.1057 692.598 557.435 158.634 59.276 398.801 176.902 38.3528 24.3743 18.1289 380.206 148.397 323.347 318.259 117.614 915.359 202.915 712.443 163.835 157.533 39.0804 269.772 442.671 30.5931 135.163 29.9792 106.341 261.025 273.865
internal_count=3105304 1089345 60115 1029230 2015959 661578 208164 1354381 577091 512899 64192 582681 452835 123098 55097 329737 453414 74467 35229 25237 462650 388592 446549 445169 171128 777290 169984 607306 131374 127935 38610 358549 248757 60342 129846 14180 136967 342677 325683
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=2 19473080 2 33327129 2109876 14 68 6 657 262406 9487426 769 644 9449538 9 547 1 560 1640457 12894274 2 388 5015568 9455616 256
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=40
num_cat=28
split_feature=4 0 2 3 6 3 1 2 8 1 7 1 5 2 2 3 2 2 1 3 5 1 1 1 2 3 7 1 3 8 1 1 2 7 2 7 2 3 1
split_gain=1.21434 1.78375 2.04189 2.04612 1.63436 2.88792 1.57625 1.40627 1.39133 1.2722 1.11309 1.78836 1.62384 2.0509 1.14981 1.06974 2.03805 1.31266 1.05701 0.987029 0.78012 1.56605 0.706011 0.6922 0.668642 1.37573 0.918028 0.59874 0.577852 0.567327 2.24304 1.54267 0.867923 0.668499 1.23401 0.557642 0.552031 1.34659 0.506608
threshold=0 1 2 21.500000000000004 3 1.5000000000000002 4 5 6 7 1.5000000000000002 8 9 10 11 5.5000000000000009 12 13 14 11.500000000000002 15 16 17 18 19 8.5000000000000018 5.5000000000000009 20 1.5000000000000002 21 22 23 24 1.5000000000000002 25 4.5000000000000009 26 1.0000000180025095e-35 27
decision_type=1 1 1 2 1 2 9 1 1 9 2 9 1 1 1 2 1 1 9 2 1 9 9 9 1 2 2 9 2 1 9 9 1 2 1 2 1 2 9
left_child=1 4 3 19 10 6 -6 18 9 -7 12 24 15 27 28 17 -17 -1 -2 22 38 -22 -3 -15 25 -12 -26 -14 -13 30 -9 32 35 34 -32 -31 -23 -38 -4
right_child=7 2 20 -5 5 8 -8 29 -10 -11 11 14 13 23 -16 16 -18 -19 -20 -21 21 36 -24 -25 26 -27 -28 -29 -30 31 33 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.0085490663093040278 0.026321489387008602 0.011983696498403518 0.0075564026739612994 0.032993285053396396 0 -0.0018152382737661569 -0.027149524829464845 -0.0073816818672707164 -0.0072568087404290263 0.021436419443676639 -0.0042336927781926777 0.011451035234389019 0.011192818372968202 0 -0.014824227467612253 0.0072661492813469912 -0.014600853845704581 -0.0017542500475085628 0 -0.0092320951795220683 -0.0061482695258153726 0 -0.0011783054469786363 -0.026518338854766829 0.021038148626970926 0.015002932669300957 0 -0.0023084105087205157 -0.0018421656315893581 0.023131483820833968 0 -0.0058627031758293037 0 0 0.025266758561291531 0 0 0.022117525470072997 -0.00050789081125187968
leaf_weight=121.08519403852188 20.86365037674841 52.427020857241587 43.565075080667157 16.254492310341448 15.560201166616023 4.8124590997686045 53.337250950587077 24.7674262729779 11.754046142938021 17.641095424469313 80.35087862290311 14.861800989725454 10.362023438985487 2.7270154036887106 29.253564303791791 15.931068384161335 94.907430157618364 433.55159883095985 17.264302849507658 12.530746535456272 15.394526244301231 28.472790647705551 7.5374262847035416 40.284410543703416 56.721854417901341 22.343217737143277 4.88625424010388 5.0392414058078421 16.851025329902768 21.147790647068181 15.065559846771064 167.00292763117614 14.643050348808172 27.264595540560549 34.208742608941975 1.1547443715098769 9.4459203825535933 64.10298407170194 1101.9873378574266
leaf_count=215501 9126 10702 23505 316 40773 12703 282376 56033 30935 45815 86251 37620 21345 7459 82045 45489 102017 591614 9249 664 26018 42447 4215 94191 123992 7180 11117 10935 38486 28560 15075 282086 25251 41190 35053 2135 21067 75096 509832
internal_value=0 0 0.0024481 0.0146412 -0.00297156 -0.0136097 -0.0231576 0.00620197 0.00278322 0.0136785 -0.001128 0.00413096 -0.00326175 -0.0163102 -0.00593488 -0.00103089 -0.00897028 0.000421458 0.0187794 0.000575206 0.000919086 0.00777454 0.00835445 -0.0229096 0.00956293 0.000126915 0.0160973 0.00288304 0.00177662 0.00158871 0.00679264 -0.000456382 0.0104264 0.0149129 0.0210226 0.0171354 0.0125803 0.0161728 0
internal_weight=0 2403.98 1351.72 88.7497 1052.26 103.105 68.8975 343.383 34.2076 22.4536 949.157 225.269 723.888 58.4127 60.9664 665.475 110.838 554.637 38.128 72.4952 1262.97 117.416 59.9644 43.0114 164.302 102.694 61.6081 15.4013 31.7128 305.255 101.306 203.949 36.9456 76.5389 49.2743 22.3025 102.022 73.5489 1145.55
internal_count=3105464 2601706 713862 15897 1887844 412602 323149 503758 89453 58518 1475242 386691 1088551 133930 158151 954621 147506 807115 18375 15581 697965 164628 14917 101650 228540 93431 135109 32280 76106 485383 147351 338032 55946 91318 50128 30695 138610 96163 533337
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=1 1 5 2 625672 7 1 7094913 1838438 2 192 868 448 22 2382304 2 10055880 2370797 540800 579 8392238 6 5256757 1586196 344 80 130 5263372
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=40
num_cat=24
split_feature=4 0 3 8 1 1 2 7 2 2 1 3 1 1 2 3 1 3 7 7 1 8 2 1 2 2 3 1 1 6 5 3 3 1 3 7 3 3 7
split_gain=1.14771 1.57845 1.89982 3.33409 2.78669 1.59238 1.57453 1.27449 1.2655 1.06442 2.67961 1.47358 1.87153 1.3865 1.62453 1.04963 1.00192 0.962409 0.931435 2.02577 4.22753 2.07267 1.85374 1.50858 1.31334 1.22352 2.75704 1.76117 1.18699 1.11945 0.924561 0.841661 0.773943 0.633258 0.470913 0.463287 0.425741 0.500103 0.40174
threshold=0 1 27.500000000000004 2 3 4 5 5.5000000000000009 6 7 8 12.500000000000002 9 10 11 21.500000000000004 12 10.500000000000002 1.5000000000000002 1.0000000180025095e-35 13 14 15 16 17 18 3.5000000000000004 19 20 21 22 8.5000000000000018 35.500000000000007 23 149.50000000000003 1.0000000180025095e-35 1.0000000180025095e-35 27.500000000000004 3.5000000000000004
decision_type=1 1 2 1 9 9 1 2 1 1 9 2 9 9 1 2 9 2 2 2 9 1 1 9 1 1 2 9 9 1 1 2 2 9 2 2 2 2 2
left_child=1 5 9 4 7 6 31 34 16 10 15 13 -13 14 -11 -3 38 -15 19 21 24 23 -22 -7 -21 29 27 -27 -23 -20 36 -1 -28 -5 -4 -32 -8 -38 -2
right_child=8 2 3 33 -6 18 30 -9 -10 11 -12 12 -14 17 -16 -17 -18 -19 25 20 22 28 -24 -25 -26 26 32 -29 -30 -31 35 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.028121666580119623 0.032929838789752024 0.022237997648936889 0.045030706823287976 0.00044390874485371497 -0.0013770086419202237 0.01855038136821462 -0.00062837387098040704 0 0.0015656157068848011 0 -0.0067735161266756208 0.0032915672596083622 -0.019300009667059581 -0.0017347911649742049 0.014616987588919009 0 0 0.011434212934401073 0.0014674555942748007 0.012751284526860925 0 -0.010370967125223608 -0.03138582682524773 0 -0.0045842030551149233 0.010289928134538136 0.024598888267551314 -0.008956228150379008 0 -0.014631296581715181 0 0 0 -0.012967838759079493 0 -0.016747839490337719 0.010858730084769582 0 0
leaf_weight=39.556532205491749 17.309616315542375 72.406908874894725 30.97016523976345 9.701476908521725 13.581530807277884 54.343977964275837 27.359095870835517 1.2254333489690896 305.33200820689672 137.78180513312691 26.394346689106897 20.698724862246308 44.871514831815148 848.34926597635786 107.2222028686956 2.2251657085726029 20.815235711095738 26.243995737720979 65.565830022216687 43.124675166112866 45.297355667724332 112.53534812194266 51.731218406326661 68.120553885368281 30.204696532200614 41.551612371164083 54.329710476667969 71.910682026451468 231.59575848642635 27.395332876207249 2.635792798711921 5.0821461747400454 2.3110828737262628 11.43454901315272 0.43134314336930302 15.643566142576672 57.452519807126009 2.5637825675075865 0.53600682600517657
leaf_count=173955 6308 16366 4649 2345 3798 78551 98393 445 484227 94171 13019 5034 13377 476036 75496 150 11387 5658 137034 64557 44946 208376 102571 82603 72777 76151 53758 145861 226292 91030 6283 8856 2710 2499 190 88206 127577 1541 695
internal_value=0 0 0.00230287 0.0160254 0.0255765 -0.0027963 -0.0112325 0.0355061 0.00602671 0.00100754 0.00921689 0 -0.0119098 0.00101299 0.00717594 0.0178794 0.0179669 -0.000634869 -0.000620641 -0.00293482 -0.0113918 5.04392e-05 -0.0220432 0.0100195 0.00386585 0.00366464 0.00844112 0 -0.00339145 -0.00300486 0 -0.0220324 0.0223526 -0.00564204 0.0440094 -0.0130084 0.00302761 0.00768094 0.026002
internal_weight=0 2403.85 1353.54 67.3445 46.2085 1050.31 150.293 32.6269 343.993 1286.19 101.026 1185.17 65.5702 1119.6 245.004 74.6321 38.6609 874.593 900.018 636.954 170.358 466.596 97.0286 122.465 73.3294 263.064 170.103 113.462 344.131 92.9612 105.655 44.6387 56.6408 21.136 31.4015 18.2794 87.3754 60.0163 17.8456
internal_count=3107878 2605261 713233 13926 9082 1892028 504811 5284 502617 699307 29535 669772 18411 651361 169667 16516 18390 481694 1387217 880673 284851 595822 147517 161154 137334 506544 278480 222012 434668 228064 322000 182811 56468 4844 4839 94489 227511 129118 7003
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 1 3 2111028 6386437 25 7 9 3671382 3147914 13914701 400 2365920 8915128 6 641 789538 962 452 295954 788530 2 2 264354
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=40
num_cat=24
split_feature=4 0 2 3 1 2 2 1 1 3 5 7 2 1 3 3 2 3 3 1 1 5 7 1 7 2 3 7 1 3 3 1 2 2 1 1 2 7 7
split_gain=1.05547 1.4268 1.68771 1.91858 1.5159 1.25652 1.16086 0.958706 0.929729 0.923185 0.821061 0.820407 2.04751 2.31203 1.3237 1.68385 1.87681 0.818555 0.754977 0.657546 0.602391 0.593292 1.51823 1.59548 2.11567 0.693459 0.508759 0.447372 0.437481 0.85071 0.387148 1.50946 1.21941 0.807697 0.83106 0.733129 0.817945 0.472026 0.382537
threshold=0 1 2 21.500000000000004 3 4 5 6 7 15.500000000000002 8 2.5000000000000004 9 10 20.500000000000004 12.500000000000002 11 8.5000000000000018 1.5000000000000002 12 13 14 1.0000000180025095e-35 15 1.5000000000000002 16 13.500000000000002 1.0000000180025095e-35 17 1.5000000000000002 2.5000000000000004 18 19 20 21 22 23 1.5000000000000002 3.5000000000000004
decision_type=1 1 1 2 9 1 1 9 9 2 1 2 1 9 2 2 1 2 2 9 9 1 2 9 2 1 2 2 9 2 2 9 1 1 9 9 1 2 2
left_child=1 4 3 7 5 17 8 9 38 -3 -7 14 19 -14 15 16 -6 -1 -9 -13 -17 28 26 24 -24 -25 -23 -12 29 -4 33 -32 -33 35 -35 37 -37 -8 -2
right_child=6 2 21 -5 11 10 30 18 -10 -11 27 12 13 -15 -16 20 -18 -19 -20 -21 -22 22 23 25 -26 -27 -28 -29 -30 -31 31 32 -34 34 -36 36 -38 -39 -40
leaf_value=-0.026991757849301936 0.031307663725582136 0.020586173906294254 0.016028074673537562 0.030439163332966559 0.00060064096059327674 0.0022943698725339861 0.012788457832632747 0.0013273069690228807 0 0 0 0.00026083768712708151 0.019391569671514525 -0.0027822530902230002 -0.016477654888295164 0 -0.0099066312032501051 0 -0.012105261831519712 -0.01246870994801599 0.018635050345680953 0.025738263143786327 -0.0039784979650328862 0 0.023335900605313254 -0.013383440238752842 0 -0.01630479749638572 -0.00056696839507533556 0 0.016676732250225864 0.0060136523764742758 -0.011518855358360738 0.00025031192006124504 -0.014729782202652072 0.004166076742007239 -0.00926192816085597 0 0
leaf_weight=38.480348197685089 17.888377746407063 14.618372911907501 20.820076535776025 16.927510128589347 488.92650923844849 88.215603828763051 53.301230516983196 23.181382761584246 20.825685190662625 2.3398473785491651 2.6379341177962514 11.863115843909325 79.155323227132612 36.111614403209387 32.938436713258852 15.055810586578444 188.18104744260017 5.0187880821613353 33.134175426326692 31.954611985318479 15.617211713120925 10.547473130922295 12.678504360534133 28.800933309874381 27.534948019907461 38.471892559464322 0.9302670562174179 15.401976255171574 1102.6222576399741 23.252242649963591 30.246102474236977 31.642570424126461 33.423896299587796 13.854372353700454 33.858380938414484 28.1433120163274 47.037105396622792 34.395465895497182 0.54103921752539363
leaf_count=173784 6473 3788 14507 316 660601 227855 73859 7179 11397 109 6298 28072 107754 87315 40322 9452 351681 8808 4508 69752 30152 9375 11606 48140 30735 64046 394 88303 509832 8998 36637 29154 42156 21779 64971 54845 100494 60633 699
internal_value=0 0 0.00211592 0.0131248 -0.00273297 -0.0109809 0.00569533 0 0.0170729 0.011835 -0.000224659 -0.000603028 0.00484013 0.0115855 -0.00231202 -0.000602948 -0.00232328 -0.0209681 -0.00408727 -0.00696336 0.0148001 0.000707305 0.00665181 0 0.0108814 -0.00775849 0.0229116 -0.0125747 0 0.00690416 0.00139788 0.0060373 -0.00109384 0 -0.00882925 0.00247154 -0.0019295 0.00801634 0.0247303
internal_weight=0 2405.42 1355.86 90.2013 1049.56 149.755 345.158 73.2738 39.2551 16.9582 106.256 899.804 159.085 115.267 740.719 707.781 677.108 43.4991 56.3156 43.8177 30.673 1265.66 118.964 107.486 40.2135 67.2728 11.4777 18.0399 1146.69 44.0723 305.902 95.3126 65.0665 210.59 47.7128 162.877 75.1804 87.6967 18.4294
internal_count=3106779 2603682 713533 15900 1890149 505048 503097 15584 18569 3897 322456 1385101 292893 195069 1092208 1051886 1012282 182592 11687 97824 39604 697633 164296 154527 42341 112186 9769 94601 533337 23505 484528 107947 71310 376581 86750 289831 155339 134492 7172
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 1 5 6386437 25 7 2367725 2365920 2 388 822352 397 9439264 9176064 2 6556307 384 5263372 8484008 104 960 525704 3670614 768
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=40
num_cat=21
split_feature=7 5 3 1 2 1 2 3 7 3 2 7 2 1 7 2 2 7 8 3 2 1 3 1 1 1 3 1 3 1 3 3 3 2 1 3 3 5 7
split_gain=0.974922 2.94964 3.82171 2.91937 1.84903 1.68411 2.73448 1.75448 4.14793 4.15558 2.92496 2.41871 4.77192 3.2677 2.42621 3.96295 2.79687 1.90985 1.54603 1.51916 1.98695 1.50295 1.46151 1.39651 1.28832 1.27783 1.24634 1.60318 1.20394 1.19515 1.44554 0.989348 0.825172 0.777286 0.660212 0.652104 0.626888 1.50204 1.50819
threshold=1.0000000180025095e-35 0 1.0000000180025095e-35 1 2 3 4 2.5000000000000004 1.5000000000000002 7.5000000000000009 5 1.5000000000000002 6 7 4.5000000000000009 8 9 2.5000000000000004 10 9.5000000000000018 11 12 58.500000000000007 13 14 15 4.5000000000000009 16 9.5000000000000018 17 13.500000000000002 24.500000000000004 119.50000000000001 18 19 7.5000000000000009 6.5000000000000009 20 1.5000000000000002
decision_type=2 1 2 9 1 9 1 2 2 2 1 2 1 9 2 1 1 2 1 2 1 9 2 9 9 9 2 9 2 9 2 2 2 1 9 2 2 1 2
left_child=1 3 -3 4 -1 6 18 11 9 23 17 12 -7 -13 16 -16 -15 28 -2 26 -21 -12 -6 -9 -14 -11 27 -5 -10 -4 -31 -23 -27 -29 -28 -36 37 38 -8
right_child=5 2 29 19 22 7 36 8 10 25 21 13 24 14 15 -17 -18 -19 -20 20 -22 31 -24 -25 -26 32 34 33 -30 30 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.0027240580640786457 0.017299929254090702 -0.0039713666494262286 0 0 -0.016252825965560467 0.022782216327744714 -0.0049907208527843767 0.013006495209402344 -0.0088149387569756224 0 -0.010196821408051192 -0.021954388402436385 0.00038029343130692011 0.0014729415013158727 0.021718775467552923 -0.0086488275819945528 -0.016466372966130179 0.025878199521523176 0 0.023405927400758003 0 0.0086175437676426613 0.0042779907300287646 -0.0041154221622426651 -0.013945331309382839 -0.027464628342012444 0 0 0.011834445319622383 0.0500182983995896 0 -0.007300099715398297 0 0.011512515177142446 -0.017052097455747778 0 -0.0083694517858250526 -0.010284008654633282 0.0098957778146602383
leaf_weight=66.789227758337802 134.74662971316138 10.609578171410247 6.2805014971963828 336.21318121859804 152.43548307254605 40.570846163462193 50.98029931318888 44.789830247162172 27.945766058022855 21.317098852407071 60.05813323505572 125.09589061948191 73.389596969911508 117.43839138124167 49.465198792921001 36.541234597985749 130.92528501916422 81.119905808838666 50.688921783472324 49.374262432407704 39.641688312200131 143.46594148630538 3.5405968467675839 43.336763651757792 63.353753457624407 84.248042673229065 30.021695752380765 58.073600547821115 23.813526461366564 17.98123736770868 1.2071958016313136 5.5754919865139518 0.52764482458587636 230.16079896360316 37.262009078200208 14.745906405791173 64.669960468607314 52.453764488574961 168.15007602620972
leaf_count=90424 165033 24871 9935 325797 238625 51295 66002 31321 19042 25238 57777 298340 80535 142759 46845 36689 174455 39992 68719 20385 14980 107489 991 41701 102523 76825 24218 49379 10446 24469 1285 5282 408 229872 29856 10484 48621 119512 194190
internal_value=0 0.00320059 0.0240495 0.00150856 -0.00734764 -0.00052767 0.00379851 -0.00275655 0.000962699 -0.00923845 0.00784055 -0.00628201 0.00210985 -0.0100643 -0.00267527 0.00845714 -0.00820014 0.0173627 0.0124966 0.00456265 0.0156348 0 -0.0128669 0.00389288 -0.00621342 -0.0208041 0.00224212 0.00412721 0 0.0369654 0.0385032 0.00494678 -0.0239683 0.00909976 -0.00669262 -0.0112381 -0.0010195 0.000360575 0.00504434
internal_weight=0 1054.34 36.0785 1018.26 222.765 1694.67 521.69 1172.98 536.198 194.219 341.979 636.78 177.314 459.466 334.37 86.0064 248.364 132.879 185.436 795.493 89.016 209.1 155.976 88.1266 136.743 106.093 706.477 624.448 51.7593 25.4689 19.1884 149.041 84.7757 288.234 82.0296 52.0079 336.254 271.584 219.13
internal_count=3106610 1095571 60560 1035011 330040 2011039 662077 1348962 415521 175493 240028 933441 234353 699088 400748 83534 317214 69480 233752 704971 35365 170548 239616 73022 183058 102471 669606 605048 29488 35689 25754 112771 77233 279251 64558 40340 428325 379704 260192
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=2 17375416 515 7344309 271 46 534 8938240 728 297 1 229 92232 8734464 20224 8415232 3146560 30453826 160 14680128 2
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=40
num_cat=23
split_feature=4 0 3 1 1 7 3 8 2 2 8 1 8 3 1 7 1 7 1 2 7 1 2 3 3 7 7 7 7 7 1 8 2 2 2 1 2 3 7
split_gain=1.02213 1.26119 1.55124 1.62354 1.36017 1.11945 1.34356 1.07123 1.24284 1.06017 1.29048 1.56152 1.04793 2.78563 1.59759 0.981537 0.75766 1.28023 0.736633 0.692368 0.843036 0.818498 1.3077 0.862216 1.3952 0.83412 0.762475 0.725266 0.658872 1.67818 3.70248 1.84924 1.75653 1.53851 1.24203 1.04483 0.883763 2.13534 1.56692
threshold=0 1 32.500000000000007 2 3 1.5000000000000002 4.5000000000000009 4 5 6 7 8 9 2.5000000000000004 10 5.5000000000000009 11 1.0000000180025095e-35 12 13 2.5000000000000004 14 15 8.5000000000000018 5.5000000000000009 5.5000000000000009 5.5000000000000009 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 16 17 18 19 20 21 22 3.5000000000000004 3.5000000000000004
decision_type=1 1 2 9 9 2 2 1 1 1 1 9 1 2 9 2 9 2 9 1 2 9 1 2 2 2 2 2 2 2 9 1 1 1 1 9 1 2 2
left_child=1 4 19 -4 5 -1 -7 8 -5 12 11 -11 13 14 -2 -10 -12 -18 -14 20 -3 22 27 24 -23 -25 -24 -21 29 31 34 33 -32 -6 -31 -33 -30 38 -38
right_child=9 2 3 7 28 6 -8 -9 15 10 16 -13 18 -15 -16 -17 17 -19 -20 21 -22 23 26 25 -26 -27 -28 -29 36 30 32 35 -34 -35 -36 -37 37 -39 -40
leaf_value=0 0.011773487662358596 0.021905128234661959 -0.0031186978012153893 0 0 -0.024736748161694893 0 0 0.040076118561598012 0.021986237133186717 0.0039036895336512717 -0.001782491642950473 0.0056098965857626559 0.033658846534559125 -0.011127399973315346 0 0.0010140924803687874 -0.012536690416605959 -0.010962963682382108 0.0029210794680836882 0 -0.0015787931693257878 0.011709889027202127 -0.010437906455390061 0.0096526221387718131 0.0029053369378771021 0 -0.007757989021838373 -0.0025000852770928907 0.012323761749508137 0 -0.0097238906108285342 -0.029661243994464171 0.019469457668362083 -0.0044763840979098876 0 -0.0084973726009005112 0.019101400673236398 0.010937411083269146
leaf_weight=91.721567492199028 19.01849682937609 7.6792792186897714 9.4562752076308225 5.6155398859991692 81.259531978172163 45.730323683162169 11.155602084421842 14.413085032632805 27.992375392379476 20.646299584870576 61.015637651391444 12.932708805776199 5.43745098861109 28.233462245567353 22.95555364334723 1.0512747587345064 67.941366062266752 97.978296677814797 9.3929433975717966 77.684087142726639 4.819609115133062 681.14501851210662 175.448643374737 136.29128542542458 100.71845305671741 7.8279961422376791 27.130057948146714 80.410410052500083 92.272457890576334 43.449377320976055 44.92726102069355 111.45208899354111 49.491555957214587 41.971748333813593 30.125981243349088 231.67611281762947 78.060824980326288 58.922230791271431 35.759283192835937
leaf_count=237774 21585 1143 3032 1749 88728 244869 21453 3048 3532 29368 121881 19706 4814 14059 24202 350 88727 168679 8362 48592 884 402928 108654 29395 29732 1998 19860 58049 228118 66120 44819 208558 99977 72805 73160 224248 158166 58331 63786
internal_value=0 0 0.0019652 0.0150174 -0.00259384 -0.0104404 -0.0194604 0.0200254 0.0261233 0.00558128 0.000426811 0.0127622 0.0133384 0.0177338 0 0.0321257 -0.00191346 -0.0058523 0 0.000825786 0.012198 0.000118504 0.00410314 -0.0012286 0 -0.00761449 0.00901162 -0.00122168 -0.000560967 -0.00255256 -0.0103246 9.75275e-05 -0.0205233 0.00949821 0.00364955 -0.00313732 0.00294511 0.00704863 0
internal_weight=0 2405.66 1357.68 58.5286 1047.98 148.607 56.8859 49.0723 34.6592 345.552 260.514 33.579 85.0379 70.2075 41.9741 29.0437 226.935 165.92 14.8304 1299.15 12.4989 1286.66 360.673 925.983 781.863 144.119 202.579 158.094 899.368 634.354 167.994 466.359 94.4188 123.231 73.5754 343.128 265.015 172.742 113.82
internal_count=3105241 2603858 712946 11711 1890912 504096 266322 8679 5631 501383 428361 49074 73022 59846 45787 3882 379287 257406 13176 701235 2027 699208 235155 464053 432660 31393 128514 106641 1386816 878415 284076 594339 144796 161533 139280 432806 508401 280283 221952
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 1 9962314 6386437 3 386 31 12 490 3 2359784 2692644 8932392 1 5526287 832 8915128 6 641 297 962 788530 452
is_linear=0
shrinkage=0.1


Tree=73
num_leaves=40
num_cat=28
split_feature=4 0 2 3 6 3 1 1 3 1 1 2 2 1 1 3 1 3 3 2 8 8 8 5 1 7 3 8 1 1 2 2 7 3 7 1 8 1 8
split_gain=0.97817 1.08318 1.40821 1.68572 1.26383 2.38486 1.55553 1.34178 0.956073 1.09293 1.05979 2.7363 0.874956 0.890662 0.863594 0.868355 0.777779 0.729586 0.706255 0.695308 3.88846 0.751211 0.637008 0.549064 1.33874 0.542053 0.622027 0.476187 2.05716 1.33254 0.836146 0.59613 1.28348 0.451654 0.439531 0.41989 1.13147 0.942704 0.774909
threshold=0 1 2 21.500000000000004 3 1.5000000000000002 4 5 27.500000000000004 6 7 8 9 10 11 15.500000000000002 12 8.5000000000000018 1.5000000000000002 13 14 15 16 17 18 1.0000000180025095e-35 3.5000000000000004 19 20 21 22 23 1.5000000000000002 13.500000000000002 1.5000000000000002 24 25 26 27
decision_type=1 1 1 2 1 2 9 9 2 9 9 1 1 9 9 2 9 2 2 1 1 1 1 1 9 2 2 1 9 9 1 1 2 2 2 9 1 9 1
left_child=1 4 3 14 8 6 -6 22 10 -10 11 17 13 -2 15 -3 -13 -1 -16 21 -21 -12 -7 35 -25 33 -27 28 -14 30 -29 -30 -33 -26 -31 38 -37 -38 -4
right_child=12 2 23 -5 5 7 -8 -9 9 -11 19 16 27 -15 18 -17 -18 -19 -20 20 -22 -23 -24 24 25 26 -28 29 31 34 -32 32 -34 -35 -36 36 37 -39 -40
leaf_value=-0.0063769280219232033 0 0.019511956612218617 -0.00013429711372640545 0.027820110374283183 0 0.020167951163577016 -0.025095196661609039 -0.0059794180948656885 0.0011312677920796042 -0.019197260709418334 0.0023954469716847946 0 -0.0071687842130250222 0.020259185148890427 0.00089283602760258346 0 0.013926130065555231 0.0050591275635590051 -0.011867699742044222 0.013751505385095609 -0.015258815151247407 -0.0065321449818678927 0 -0.0060901760702842169 0.026461073961085914 0.0093623328789273971 -0.0015508322750281229 0.017377978878536149 0 -0.0088991017191985666 0 0.027083552213168827 0 0 0 0.0008301729859637449 1.9703774196294141e-05 -0.010037273713329268 0.0075110087562490942
leaf_weight=181.00220646039452 4.8146578595624305 15.009973173830078 258.64560317230644 17.61869179434143 15.203003616930799 10.76042150028479 50.777561994344978 18.49503528565765 7.1722265236239764 16.837192732709813 276.79544299650115 29.713755720509653 24.618946413029335 35.493868384655798 23.407241747918306 2.3497573247877872 167.10964815745319 22.172085312078707 32.970074495227891 19.774911756132497 131.0534948806544 93.452863021986559 5.1413682146558122 15.360168969127697 9.5248519624292349 47.697200588539999 46.108346780820284 15.36127828010649 22.69258119717415 106.00820700262557 22.096912713925121 35.276731781690614 19.43377063961816 0.79334370733704496 60.038330193165166 490.86089545188588 73.836265603807988 185.65184423216851 139.15818850166397
leaf_count=265875 3750 3789 135422 316 39792 30194 282774 45436 1993 22115 241512 56500 54929 14815 7179 109 371226 22820 4508 49719 347984 97985 15091 25920 7631 86438 43616 19108 26329 164350 36942 35087 29644 305 116487 206402 53899 63993 73621
internal_value=0 0 0.00185741 0.0118596 -0.00236981 -0.0118024 -0.0208222 0.00248073 -0.000728004 -0.0136597 0 0.00370192 0.00549899 0.0155142 0 0.0110304 0.011445 -0.00321416 -0.00414647 -0.00285334 -0.00779799 0 0.0144811 0.000552215 0.00627843 0.0109328 0.00249905 0.00150725 0.00625224 -0.00027581 0.00969356 0.0140643 0.0181926 0.0239664 -0.00542599 0 -0.00154613 -0.00655347 0.00229681
internal_weight=0 2404.45 1358.99 91.3557 1045.46 100.377 65.9806 34.3968 945.084 24.0094 921.074 399.998 345.835 40.3085 73.737 17.3597 196.823 203.174 56.3773 521.077 150.828 370.248 15.9018 1267.64 119.484 104.124 93.8055 305.527 102.022 203.505 37.4582 77.4031 54.7105 10.3182 166.047 1148.15 750.349 259.488 397.804
internal_count=3105605 2604164 713148 15901 1891016 413287 322566 90721 1477729 24108 1453621 716421 501441 18565 15585 3898 427726 288695 11687 737200 397703 339497 45285 697247 163910 137990 130054 482876 145989 336887 56050 91060 64731 7936 280837 533337 324294 117892 209043
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=1 1 5 2 560136 8402006 8912896 11799714 547 7 1646622 2367725 2097152 579 12 1 1 2 10055880 6 5256757 1586196 88 80 13652574 1 794784 1
is_linear=0
shrinkage=0.1


Tree=74
num_leaves=40
num_cat=25
split_feature=4 0 2 1 8 3 1 2 2 1 5 7 7 1 2 8 1 2 1 2 1 3 6 1 1 5 1 7 3 3 3 3 7 1 3 3 2 3 3
split_gain=0.89266 1.00569 1.32331 1.52821 1.73795 1.39936 1.14629 1.30949 0.763458 0.899462 0.610808 0.607349 1.55091 3.43774 1.68885 1.65883 1.28302 1.08686 0.910169 0.858278 1.71093 0.604584 0.570344 0.593803 0.5494 0.489915 1.25282 0.534403 0.559263 0.455603 0.435862 0.380283 0.375471 0.364702 0.796983 0.345624 0.341229 0.329682 0.463758
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6 7 8 9 1.5000000000000002 1.0000000180025095e-35 10 11 12 13 14 15 16 17 8.5000000000000018 18 19 20 21 22 1.0000000180025095e-35 3.5000000000000004 25.500000000000004 13.500000000000002 1.0000000180025095e-35 1.0000000180025095e-35 23 1.5000000000000002 65.500000000000014 24 1.0000000180025095e-35 27.500000000000004
decision_type=1 1 1 9 1 2 9 1 1 9 1 2 2 9 1 1 9 1 9 1 9 2 1 9 9 1 9 2 2 2 2 2 2 9 2 2 1 2 2
left_child=1 6 3 -3 5 -5 7 21 9 -2 37 12 15 17 -15 16 -8 -14 -17 20 -13 -1 31 -24 -10 33 36 30 -29 -22 -28 -21 -12 34 -4 -7 -27 -9 -39
right_child=8 2 25 4 -6 35 11 10 24 -11 32 19 13 14 -16 18 -18 -19 -20 22 29 -23 23 -25 -26 26 27 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.023993771731516799 0.0170810248979987 -0.0041940932247903819 0.015061624651852228 0 -0.0021545951686190385 0.029803212231761717 0.017744905338551536 0 0.0049188015211384176 0 0 -0.0017559456427816346 0.011589155366704764 0 -0.028768690688121597 -0.0090347276839543352 0 -0.0039729894590474768 0 0.0083626134787460633 0.019115570272070486 0 0 -0.01374718397302541 -0.0027217221187010618 0 0.025649765495227968 0.008798320669447671 -0.0014583162371447998 0 0 -0.00022673700552410986 -0.014101473063445672 -0.00060864741117130623 0 0 -0.010805227470019621 0.010278702287683536 0
leaf_weight=41.041717489428265 58.012963362634764 8.9811856488668109 21.245719933969667 14.634128461053477 11.816931932989972 55.742905441715266 46.49127370302449 25.708137092759898 143.8423981382366 28.566578498255694 2.6223335880422409 47.500566218202948 43.992338254753122 44.781905313782772 48.375046865308832 110.30973771730351 77.357552614212182 29.758593378297519 231.65844390472921 26.277132184797665 68.95536800255104 5.2559947293630094 8.3784875839537563 21.444858527931501 116.161320324587 5.9247527239494957 9.7793505137669818 48.099493091089244 46.037118086329428 1.1293232594907738 0.79334370733704496 91.122320171089086 14.237484568136095 1103.0814887004381 23.404450140486006 0.4588342325296243 9.3222419507073919 55.190265057919532 2.5509321971330783
leaf_count=183069 43210 3903 14507 4391 1926 5661 59050 94954 243181 29905 6665 117232 66524 44793 98292 207941 105544 72637 219935 41944 134791 9214 38968 62958 184870 10431 7631 86921 43616 2657 305 112815 86950 509832 8998 20 15465 122201 1481
internal_value=0 0 0.00182381 0.0115171 0.0164812 0.0219524 -0.00224954 -0.00947983 0.00528683 0.0119425 0 -0.000370458 -0.0023127 -0.00983137 -0.0197671 0.000208126 0.00908553 0.00348349 -0.00284176 0.00300319 0.00840702 -0.0188963 -0.00074488 -0.009739 0.000597514 0.000548923 0.00594293 0.0104831 0.00222544 0.0161555 0.0231866 0.000971245 -0.0103729 0 0.00617098 0.0290415 -0.00589755 0.00306547 0.00705159
internal_weight=0 2403.46 1359.32 91.634 82.6528 70.8359 1044.14 146.607 346.583 86.5795 100.309 897.533 632.725 166.908 93.157 465.817 123.849 73.7509 341.968 264.808 117.585 46.2977 147.223 29.8233 260.004 1267.69 119.956 104.709 94.1366 70.0847 10.5727 117.399 16.8598 1147.73 44.6502 56.2017 15.247 83.4493 57.7412
internal_count=3105388 2604222 713607 15901 11998 10072 1890615 504534 501166 73115 312251 1386081 874716 282246 143085 592470 164594 139161 427876 511365 254680 192283 256685 101926 428051 697706 164369 138473 130537 137448 7936 154759 93615 533337 23505 5681 25896 218636 123682
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 1 5 9978138 3 6386437 537 31 10763496 2 8915128 641 6 789536 962 788530 569 2248 2 64 2692006 2 10055880 5263372 896
is_linear=0
shrinkage=0.1


Tree=75
num_leaves=40
num_cat=22
split_feature=3 1 2 8 2 3 7 1 2 3 1 1 3 8 3 8 3 2 1 1 7 4 3 1 8 3 7 1 3 7 7 1 3 8 7 7 1 2 1
split_gain=0.819228 3.34754 2.6285 1.79369 2.35497 3.0394 2.01331 0.929989 0.961165 2.04042 1.42039 1.35895 3.16049 2.06367 1.30332 0.989863 1.04261 0.730716 1.46938 1.35926 0.860394 0.763045 0.729121 0.851443 0.697897 1.3027 1.01076 0.965259 0.72016 0.833581 0.645612 0.608514 0.837336 0.630071 0.60204 0.58281 0.566849 0.522174 0.446967
threshold=11.500000000000002 0 1 2 3 15.500000000000002 1.5000000000000002 4 5 6.5000000000000009 6 7 1.5000000000000002 8 6.5000000000000009 9 10.500000000000002 10 11 12 3.5000000000000004 13 12.500000000000002 14 15 1.5000000000000002 4.5000000000000009 16 3.5000000000000004 2.5000000000000004 4.5000000000000009 17 10.500000000000002 18 2.5000000000000004 9.5000000000000018 19 20 21
decision_type=2 9 1 1 1 2 2 9 1 2 9 9 2 1 2 1 2 1 9 9 2 1 2 9 1 2 2 9 2 2 2 9 2 1 2 2 9 1 9
left_child=7 2 -2 4 5 -3 -5 17 9 11 24 12 -9 -13 -12 -16 -17 19 -19 37 21 -21 -6 -24 25 27 -27 -10 38 -30 -14 -11 33 -33 36 -20 -7 -1 -26
right_child=1 3 -4 6 22 34 -8 8 10 31 14 13 30 -15 15 16 -18 18 35 20 -22 -23 23 -25 28 26 -28 -29 29 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0074159038538982773 -0.0029064078237677217 -0.004688696668687254 0.022471972060016096 -0.02416029010420986 0 0 0.0008157906200458436 0.014458461178990309 0.0012004251276081681 0 0.0089063539273830216 0.005262362861285081 -0.0140451047341912 -0.010337176883043166 0.0057717153035295177 -0.018048245358996927 0.00021617520176981376 0.00015892869145979501 -0.0118635128794106 -0.015166703391762241 0.00090281962541952576 0 0 -0.018514427581327663 0.0053303221692828848 0.0122457653163251 -0.0015614956897955572 -0.010014776386073336 -0.019389837390454169 0 0 0 0 0.020111583029988781 0 0 0.028845211019625006 0 -0.0040304853937335279
leaf_weight=161.6930635247254 26.630706344920327 19.073348938909476 98.077685509138973 39.197039430575387 5.2217301122436757 2.1041573093243642 18.298337488362449 84.388036362321145 192.87993579496288 17.952923637232743 455.33596213728015 57.719331511478231 47.865359876366711 339.42968416553958 9.0910244671540568 34.304956030566245 4.854135614441474 167.47996513971702 221.32893675015202 77.149179614885725 21.506037665829354 18.34699023597932 10.40067930598161 24.706450403900817 38.761947761882766 131.86476870828665 18.719467951981642 58.858531242156459 25.745806084436481 10.296492569323162 11.982122149187488 3.2570248547708616 7.7100750425888682 46.29551282315515 7.909141292970161 2.568989286577561 35.233049229718745 100.27764060903792 97.389083150006627
leaf_count=224302 23931 12631 52718 23367 3695 1725 9966 125031 188959 17697 429813 62334 57099 396014 4520 15535 1912 290781 316911 137482 41909 29153 8176 17531 54606 148162 20875 101884 28713 11047 11373 1496 4601 26906 3614 3778 15149 74635 109296
internal_value=0 0.0054737 0.0158415 -0.00284386 0.00316319 0.0136803 -0.0136665 0 0.00137179 -0.00140397 0.00322108 -0.00411028 0.00249381 -0.0071097 0.00690389 -0.00344687 -0.0107765 -0.00272911 -0.0055772 0 -0.00710089 -0.0116446 -0.00833537 -0.0144879 0 0.00202475 0.00889381 -0.00145699 -0.00493396 -0.013825 -0.00995495 0.0107085 0.0136606 0.018962 0.0260107 -0.0103785 0.0290763 0.00433553 0
internal_weight=0 286.852 124.708 162.144 104.649 64.3197 57.4954 2465.05 1694.7 616.6 1078.1 541.385 144.236 397.149 503.586 48.2501 39.1591 770.351 391.378 378.973 117.002 95.4962 40.3289 35.1071 574.516 402.323 150.584 251.738 172.193 36.0423 59.8475 75.2155 57.2626 49.5525 45.2463 223.898 37.3372 261.971 136.151
internal_count=3109327 172503 76649 95854 62521 33119 33333 2936824 1817873 702551 1115322 651851 193503 458348 451780 21967 17447 1118951 611470 507481 208544 166635 29402 25707 663542 459880 169037 290843 203662 39760 68472 50700 33003 28402 20488 320689 16874 298937 163902
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=3700750 904 1 108 20540168 170 8388694 22 12 2 682 18440 3736320 1 592 1 80 4194501 8 262160 168 8388610
is_linear=0
shrinkage=0.1


Tree=76
num_leaves=40
num_cat=26
split_feature=4 0 3 1 6 1 8 2 7 3 1 1 2 2 1 8 2 7 2 1 1 2 7 2 1 1 1 3 3 3 3 3 7 1 1 8 2 3 3
split_gain=0.778265 0.925396 1.05172 1.39598 1.04926 2.28391 0.906853 1.40782 0.957413 0.878525 1.01342 0.78671 1.81346 0.859088 1.81298 0.817152 0.73251 0.880293 0.699447 2.27288 1.15899 1.42709 0.852754 0.691574 1.16136 0.685974 0.653699 0.558848 0.525075 0.455356 0.433633 1.46082 0.396011 0.383865 0.366625 0.297789 0.782204 0.477927 0.364262
threshold=0 1 32.500000000000007 2 3 4 5 6 5.5000000000000009 27.500000000000004 7 8 9 10 11 12 13 3.5000000000000004 14 15 16 17 1.0000000180025095e-35 18 19 20 21 11.500000000000002 4.5000000000000009 21.500000000000004 12.500000000000002 10.500000000000002 3.5000000000000004 22 23 24 25 5.5000000000000009 1.5000000000000002
decision_type=1 1 2 9 1 9 1 1 2 2 9 9 1 1 9 1 1 2 1 9 9 1 2 1 9 9 9 2 2 2 2 2 2 9 9 1 1 2 2
left_child=1 4 18 -4 9 16 -5 -8 -9 11 -11 12 15 25 -15 -1 -6 -18 19 29 21 -20 28 24 32 -13 -14 -23 -21 -3 31 -22 -2 35 -32 36 38 -38 -25
right_child=23 2 3 6 5 -7 7 8 -10 10 -12 13 26 14 -16 -17 17 -19 20 22 30 27 -24 33 -26 -27 -28 -29 -30 -31 34 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.0067341836878023684 0.027566573651531423 0.023908602845777577 -0.0031777037186714314 0 0.0089692413692391611 -0.021184381348776829 -0.00043243710774028011 0.034038846461747825 0 0.00083480306148569746 -0.018543546120051574 0.0098073996582951507 0 0 -0.014756465535370617 0.003758914804478162 -0.015759793347680365 0.001899645248163429 -0.0043548949583651067 0.011951771662995223 -0.0017294061158407488 0.014136946628908751 -0.0089721396569552719 0 0 -0.00033420440692699389 0.012134107966922993 0 0 0 0 0.014246114772449282 0 -0.00070148956528221938 -0.010885481471041852 0.0089861628528015384 -0.0098725734152255752 0 0.015078694831840845
leaf_weight=137.48596976509361 20.837370732551793 39.055022600892698 9.4820745330362097 6.5224052556441166 35.245558606351551 45.004147739822656 6.1368917621439323 36.75118978577666 1.2446373079146713 7.2965505511238007 16.385770411579873 41.957479166712801 29.806312929940759 279.91386788597993 94.835828143959588 57.167795852641575 11.547178313167025 7.2907734879072441 28.951015224840376 19.028606919280719 923.45111452498531 118.7376602042641 56.334028629615204 12.647643606236672 20.095112693175906 122.1386181387752 157.93424856172714 7.5611682001908767 13.290014162426813 2.6247751697665072 17.334972260869108 29.208692388463533 0.65067286700650484 171.34598198685853 45.494861758372281 52.618332481986727 52.062283669758472 6.2192412469303227 11.696072523292967
leaf_count=187173 8098 11322 3032 1850 111256 216836 1949 4472 408 1901 21779 108594 56747 365962 209671 74277 61084 25135 20448 5256 528386 89592 19123 23544 9614 100793 350026 3248 1253 217 5763 6263 865 295973 11571 62323 84548 6708 10984
internal_value=0 0 0.00166294 0.0123536 -0.0022437 -0.0109213 0.0173267 0.0217114 0.0275219 -0.000717957 -0.0131535 0 0.00328755 -0.00238835 -0.00514067 -0.00225855 0.000966799 -0.00482572 0.000676134 0.00668103 0 0.0068735 -0.00112011 0.00484129 0.0136875 0.0022029 0.00974188 0.0116797 0.00530333 0.0193695 -0.00149699 -0.000514329 0.0217296 0.00119499 -0.00834485 0.00492132 0 -0.00542418 0.00875365
internal_weight=0 2405.22 1361.21 60.1372 1044.01 99.0877 50.6551 44.1327 37.9958 944.922 23.6823 921.24 382.394 538.846 374.75 194.654 54.0835 18.838 1301.07 130.332 1170.74 155.25 88.6526 348.173 41.5832 164.096 187.741 126.299 32.3186 41.6798 1015.49 952.66 21.488 306.59 62.8298 135.244 82.6252 58.2815 24.3437
internal_count=3108044 2605387 714153 11711 1891234 414311 8679 6829 4880 1476923 23680 1453243 668223 785020 575633 261450 197475 86219 702442 37171 665271 113288 25632 502657 18577 209387 406773 92840 6509 11539 551983 534649 8963 484080 17334 188107 125784 91256 34528
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 1 9962314 2 48216 8 386 8912896 3411106 547 706 21057608 1 331 11 2623582 13914629 256 7 10755040 8405780 2097152 8983950 2314 1 80
is_linear=0
shrinkage=0.1


Tree=77
num_leaves=40
num_cat=23
split_feature=7 1 2 7 5 3 1 5 1 1 3 2 3 3 3 2 3 1 1 3 3 2 8 1 2 3 2 1 1 1 2 1 3 3 8 3 3 2 3
split_gain=0.760726 1.80596 1.16969 1.07541 2.50126 3.26904 2.21202 2.01299 3.19339 2.3562 2.13435 1.91011 2.36276 2.32562 1.21894 1.21224 1.16611 1.10832 1.08816 1.28553 0.976528 1.36281 0.995234 2.1648 1.98258 0.975672 0.927347 0.919401 0.873588 0.844519 0.814256 1.90463 0.898382 0.823894 0.788805 0.775303 0.7391 0.83942 0.676182
threshold=7.5000000000000009 0 1 1.0000000180025095e-35 2 1.0000000180025095e-35 3 4 5 6 5.5000000000000009 7 3.5000000000000004 2.5000000000000004 41.500000000000007 8 65.500000000000014 9 10 13.500000000000002 9.5000000000000018 11 12 13 14 1.5000000000000002 15 16 17 18 19 20 4.5000000000000009 11.500000000000002 21 58.500000000000007 69.500000000000014 22 1.0000000180025095e-35
decision_type=2 9 1 2 1 2 9 1 9 9 2 1 2 2 2 1 2 9 9 2 2 1 1 9 1 2 1 9 9 9 1 9 2 2 1 2 2 1 2
left_child=3 2 -2 4 6 -6 15 9 10 11 26 12 28 25 -12 -1 -14 -15 -7 -20 22 29 23 -8 -24 -13 -9 -17 -5 -22 31 38 -33 34 -32 -29 37 -10 -11
right_child=1 -3 -4 7 5 18 20 8 36 30 14 13 16 17 -16 27 -18 -19 19 -21 21 -23 24 -25 -26 -27 -28 35 -30 -31 33 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 -0.0026194587494211821 0.02678842780413862 0.0084521471865667813 -0.0036223895833678655 0 0.015188630664298139 0.002298456780467458 0 0 0.025536067718681735 0.0012156414719683498 0.026416699159698853 0.00058527210334974051 0 0 0 -0.011387769838192403 0.045867377268380194 0 0 0 0.0037188623328651815 -0.0015915785582353657 -0.0085732672278711064 0.015915418764029656 -0.012095407115570521 -0.01821691654944611 -0.0070949955380881771 0.024836827314158327 0 0 0.01199435547798056 0 -0.01093538864407982 0 0 -0.020158531405383089 -0.013540599070059015
leaf_weight=107.85103348361008 13.904234798057587 30.780599413883465 18.336916587708401 25.442377978901277 10.462423430311899 7.078934461598692 108.95088746539841 39.167378685750009 25.259744486014824 24.559511854226002 21.758777450420897 214.81516642954739 71.568595099932281 69.199225952164852 3.312421547365374 32.081881713420444 2.0260155625001053 119.84004937722784 18.658979409356114 1.1915277244697779 15.656219902521114 39.296977707243059 321.55320904184009 94.96124191330091 161.9038842271184 61.373755865453859 29.378198507460183 103.11067845201251 40.668222498774412 34.82030787646363 41.47925473595933 236.84626559341996 69.604089379674406 64.765399287512992 243.90062044676779 1.9143075346364629 2.0792042089160523 137.76805118802531 87.755698421140551
leaf_count=150116 18447 31929 23495 55675 24507 11395 85138 96654 57512 32037 32647 295544 44788 62080 4557 42591 910 94313 24481 1242 8416 14328 284584 91356 169840 62923 68389 169390 64536 11273 38348 184631 37193 21148 233261 634 1570 376182 80102
internal_value=0 0.00951236 0.0189679 0.000132471 0.00266937 0.0216256 0.00109387 -0.00135192 -0.00895773 2.7531e-05 0.0032369 0.00473406 0.0136758 0.00058498 0.0197871 -0.00615757 0.0239088 -0.00664863 0.0334442 0.035295 0.00392283 0.012894 0.00189742 0.00716471 -0.000165074 0.00670128 -0.00362467 -0.0114748 0 0.019254 -0.00335576 0 0.00387098 -0.00667166 -0.0090904 -0.0152911 -0.0161809 -0.0181866 -0.0095374
internal_weight=0 63.0218 32.2412 2692.06 1059.49 37.3919 1022.1 1632.57 258.724 1373.84 93.6168 604.933 139.705 465.228 25.0712 244.958 73.5946 189.039 26.9294 19.8505 777.143 89.7735 687.369 203.912 483.457 276.189 68.5456 137.107 66.1106 50.4765 768.911 418.766 306.45 350.145 285.38 105.025 165.107 163.028 112.315
internal_count=3108162 73871 41942 3034291 1089291 61625 1027666 1945000 637511 1307489 202247 680769 165909 514860 37204 362731 45698 156393 37118 25723 664935 34017 630918 176494 454424 358467 165043 212615 120211 19689 626720 333963 221824 292757 271609 170024 435264 433694 112139
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=838099 904 2 17375928 2 31201305 2175476 46 579 8464 30453954 229 6 4459782 271 155 16777856 4420 10766336 944 9177089 12 257
is_linear=0
shrinkage=0.1


Tree=78
num_leaves=40
num_cat=25
split_feature=4 0 3 1 3 1 8 1 2 1 2 3 2 1 2 1 3 3 7 2 1 1 7 1 1 7 5 1 2 3 8 7 3 7 1 3 2 1 7
split_gain=0.784793 0.843211 0.972833 2.1331 1.48898 2.72391 2.31304 1.99706 0.921451 0.863807 0.807409 1.4726 0.805327 1.16644 0.795187 0.736075 0.800848 0.737976 0.561491 0.550932 1.3387 0.559678 0.824645 0.951525 0.834389 0.796796 0.472598 1.17492 0.475996 1.1017 0.410179 0.393858 1.10643 0.347943 0.335433 0.759054 0.330337 0.327278 0.279894
threshold=0 1 1.0000000180025095e-35 2 27.500000000000004 3 4 5 6 7 8 21.500000000000004 9 10 11 12 15.500000000000002 1.5000000000000002 1.0000000180025095e-35 13 14 15 2.5000000000000004 16 17 1.0000000180025095e-35 18 19 20 1.0000000180025095e-35 21 1.0000000180025095e-35 1.0000000180025095e-35 5.5000000000000009 22 1.5000000000000002 23 24 1.5000000000000002
decision_type=1 1 2 9 2 9 1 9 1 9 1 2 1 9 1 9 2 2 2 1 9 9 2 9 9 2 1 9 1 2 1 2 2 2 9 2 1 9 2
left_child=1 2 3 -1 5 14 8 -8 -7 -6 11 15 13 18 -4 16 -3 38 -5 21 -21 25 24 -24 -23 -2 34 36 -29 -30 -16 32 -26 37 35 -12 -28 -14 -17
right_child=19 10 4 12 9 6 7 -9 -10 -11 26 -13 33 -15 30 17 -18 -19 -20 20 -22 22 23 -25 31 -27 27 28 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.017706936783525019 0.0012298300978746991 0.017628042837174257 0 0 0 0.0017230270566073909 0.0061040855797148096 -0.014652337040667058 0.01489252901482707 -0.019397467522610925 0.014561924115431691 0.023456761060062632 0 -0.0018644890238131231 0 0.008120477218676014 0 -0.01246930167084492 0.016782375637914949 0.015530906418783443 -0.0011380747261278193 -0.0077383841668053821 0.018414417834423855 0 0 -0.011834048234696373 0 0 0 0.0187396424692601 -0.015319992594814877 0 0.018327572397232966 0 -0.00060797094695697995 0 -0.010482724252000281 -0.012968845196903736 -0.00048100508626218127
leaf_weight=74.220907639493817 30.226512906738208 15.70848847513844 66.984670789373922 39.400015677043484 8.0297974488203163 180.59219216888232 35.32823817829194 56.020766678277141 173.18117488108783 16.984968498043603 21.468623439257499 18.778646178077906 11.76342019475851 216.35085952978989 2.0330795498230145 12.480068521981595 2.4752795068779951 33.379555037856335 33.344641584377314 79.193796610008576 30.750154923385708 46.676708330174733 23.327193332530442 15.572402882360619 16.779419703467283 42.560661932104267 5.9182682724349434 28.791039299103431 9.5078504650155065 66.77050583428354 73.296045993507505 38.098584811537876 24.907919342629611 3.5143154667330228 1103.0055069809314 23.415070269693388 9.1446755644428759 51.9160887858161 11.149098464768029
leaf_count=272373 36917 3789 14208 65432 4558 231559 64037 107491 408974 23343 14507 316 21774 227176 5316 3120 109 4508 72075 61832 36052 88082 52085 25763 30415 80884 10408 42661 20642 75136 175234 62357 27531 8847 509832 8998 15261 188698 4058
internal_value=0 0 -0.00214719 -0.00564509 0 0.00183831 0.0059939 -0.00492671 0.00978962 -0.0152553 0.00158235 0.0091469 -0.000699288 0.0010417 -0.00807802 0 0.00939034 -0.00479476 0.0099409 0.00486024 0.00980812 0.00024072 0.00414669 0.0131743 0 -0.00429675 0.000517729 0.00581653 0.0102065 0.013436 -0.0133451 0.00513087 0.0101458 -0.00858203 0 0.00587704 -0.00558279 -0.0114057 0.00046925
internal_weight=0 2404.95 1042.96 430.51 612.451 587.436 445.122 91.349 353.773 25.0148 1361.99 93.9711 356.289 289.096 142.314 75.1925 18.1838 57.0087 72.7447 348.093 109.944 238.149 165.362 38.8996 126.463 72.7872 1268.02 120.132 105.069 76.2784 75.3291 79.7859 41.6873 67.1938 1147.89 44.8837 15.0629 63.6795 23.6292
internal_count=3106358 2604440 1891095 856375 1034720 1006819 812061 171528 640533 27901 713345 15900 584002 364683 194758 15584 3898 11686 137507 501918 97884 404034 286233 77848 208385 117801 697445 164108 138439 95778 180550 120303 57946 219319 533337 23505 25669 210472 7178
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 1 10500896 5038213 5 68904 547 8912896 5 775 1884304 2 2367725 480 10763490 13904898 528748 4192 2 10055880 130 8 5263372 896 2
is_linear=0
shrinkage=0.1


Tree=79
num_leaves=40
num_cat=25
split_feature=4 0 6 3 1 8 1 3 1 2 3 1 2 3 1 3 3 1 2 1 1 2 1 1 3 2 3 3 5 1 7 3 3 2 3 1 2 7 1
split_gain=0.679082 0.765682 0.877358 2.07424 1.40763 1.25259 1.1555 0.761111 0.960577 0.757703 1.33444 0.68562 1.25216 1.09524 0.654245 0.761219 0.674323 0.638538 0.617455 1.31701 0.626876 0.519681 0.988505 0.474806 0.445624 0.443843 0.832481 0.736055 0.370492 1.05671 0.444971 0.578641 0.400084 0.333285 0.708996 0.412191 0.317574 0.306763 2.02987
threshold=0 1 2 1.5000000000000002 3 4 5 27.500000000000004 6 7 21.500000000000004 8 9 2.5000000000000004 10 15.500000000000002 1.5000000000000002 11 12 13 14 15 16 17 19.500000000000004 18 2.5000000000000004 8.5000000000000018 19 20 1.0000000180025095e-35 3.5000000000000004 13.500000000000002 21 1.0000000180025095e-35 22 23 4.5000000000000009 24
decision_type=1 1 1 2 9 1 9 2 9 1 2 9 1 2 9 2 2 9 1 9 9 1 9 9 2 1 2 2 1 9 2 2 2 1 2 9 1 2 9
left_child=1 2 7 4 -4 6 -5 11 -9 10 14 12 13 -1 15 -3 -16 -14 20 -20 -13 22 -2 25 -8 27 -27 -23 37 36 32 -32 -31 34 -25 -35 -30 -11 -39
right_child=21 9 3 5 -6 -7 24 8 -10 28 -12 18 17 -15 16 -17 -18 -19 19 -21 -22 23 -24 33 -26 26 -28 -29 29 30 31 -33 -34 35 -36 -37 -38 38 -40
leaf_value=-0.0057853800282990286 0.019670968759501591 0.016918384240245696 0 -0.0014726520273576774 -0.023104357744834724 -0.0066683394290601578 0.026679929422597989 0.00081750768918478723 -0.017737143270730071 -0.00090554068169804213 0.022407208212712033 0.0055396814867002342 0 0.007123408097826728 0.00028733778037649582 0 -0.011891808690894179 0.012133774135451976 0 -0.013078499170640018 -0.0047083039544211268 0.014920608971679655 0 0 0 -0.005727355239644967 0.0089970903675357441 0 0 0.023287600630470542 0.0086185795410628745 -0.0021058381484825943 0 0.0046943760626196613 -0.013600984633494965 -0.0044661546355757474 -0.01025337829326632 0.012033191397083698 -0.0043449057927301936
leaf_weight=179.80229784019684 22.538228029385209 15.978992890362862 15.177244317494113 4.6566381836455566 48.427427319523304 11.427730209339641 17.361211079267381 7.3043530425638892 15.838366551528454 946.47643507926841 19.081769699463621 122.60568609127768 77.632079919632815 54.65044412973657 23.725351244676858 2.4752795068779951 32.978423860025941 116.91495402304645 244.75264759084166 91.087078399916209 33.445508858647372 52.619119745781063 7.9730596108129275 19.465013837878359 0.76920118273119342 65.420390243387374 34.174504704307765 3.5515004517510524 5.9520943257666659 10.539014089968983 48.228230937100307 46.536839425287326 0.81408346962416622 91.736485900670232 30.111521407001419 21.740554235118907 9.019251909980083 97.068849541479722 103.99328034356586
leaf_count=284155 7824 3792 39857 12695 282612 31127 45648 1914 21207 429886 316 128128 166087 75971 7179 109 4508 267131 264769 203817 63818 80781 5395 28571 1857 120721 36490 2819 10425 7631 86767 43616 305 140492 37628 40638 15052 43287 60164
internal_value=0 0 -0.00204584 -0.0100375 -0.0188124 0.00277103 0.013074 -0.000626114 -0.012264 0.00150875 0.00882599 0 0.00282873 -0.00113239 0 0.00887025 -0.00448266 0.00826043 -0.00241551 -0.00489508 0.00130058 0.00451576 0.0131989 0.00134411 0.0204135 0.00513831 0 0.0101385 0.000471247 0.00514389 0.00941305 0.00170755 0.020854 -0.00110124 -0.00632185 0.000278072 -0.0054252 0 0.00313222
internal_weight=0 2404.72 1041.85 97.8195 63.6047 34.2148 22.7871 944.033 23.1427 1362.87 94.2398 920.891 429 234.453 75.158 18.4543 56.7038 194.547 491.891 335.84 156.051 349.33 30.5113 318.819 18.1304 155.766 99.5949 56.1706 1268.63 121.09 106.118 94.7651 11.3531 163.054 49.5765 113.477 14.9713 1147.54 201.062
internal_count=3105189 2603830 1890793 413796 322469 91327 60200 1476997 23121 713037 15904 1453876 793344 360126 15588 3901 11687 433218 660532 468586 191946 501359 13219 488140 47505 240811 157211 83600 697133 163796 138319 130383 7936 247329 66199 181130 25477 533337 103451
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 1 2 560136 1 7094913 8912896 5 3411118 771 2367725 2359298 706 16863296 8930064 5 10756032 11096238 786 2 10055880 770 1872 896 9439004
is_linear=0
shrinkage=0.1


Tree=80
num_leaves=40
num_cat=22
split_feature=7 1 2 7 5 3 1 5 1 1 2 3 2 3 3 1 3 3 3 1 2 3 4 3 3 2 2 1 3 1 3 2 1 3 3 1 1 3 1
split_gain=0.677143 1.70201 1.10131 0.938034 1.97926 2.88582 1.87615 1.84549 2.75654 1.97213 1.88077 1.60485 1.47065 2.05374 1.89848 1.06574 1.1436 1.04687 1.02499 0.973983 0.936866 1.73483 0.974096 0.911589 1.94428 1.50997 1.01388 0.901033 0.830329 0.826214 0.811474 0.711221 1.5402 0.794858 0.705111 0.717908 0.638154 0.613652 0.58485
threshold=7.5000000000000009 0 1 1.0000000180025095e-35 2 1.0000000180025095e-35 3 4 5 6 7 5.5000000000000009 8 2.5000000000000004 3.5000000000000004 9 13.500000000000002 14.500000000000002 65.500000000000014 10 11 3.5000000000000004 12 9.5000000000000018 4.5000000000000009 13 14 15 69.500000000000014 16 1.5000000000000002 17 18 4.5000000000000009 11.500000000000002 19 20 1.0000000180025095e-35 21
decision_type=2 9 1 2 1 2 9 1 9 9 1 2 1 2 2 9 2 2 2 9 1 2 1 2 2 1 1 9 2 9 2 1 9 2 2 9 9 2 9
left_child=3 2 -2 4 6 -6 20 9 11 12 -10 -9 14 30 29 -7 -17 -13 -16 -15 22 38 36 24 26 -25 -8 -23 -12 -5 -14 32 37 -34 35 -33 -1 -11 -22
right_child=1 -3 -4 7 5 15 23 8 10 31 28 17 13 19 18 16 -18 -19 -20 -21 21 27 -24 25 -26 -27 -28 -29 -30 -31 -32 34 33 -35 -36 -37 -38 -39 -40
leaf_value=0.00096097747795098197 0 -0.0025894500774042307 0.025545778125967811 0.008160930958479206 -0.0036309171563405985 0 -0.0020904794317377594 -0.0023694796932044303 0 0 -0.024378641706797072 0.025564432365143087 0.0011839027931904817 0.00042134273519360966 0.023632442841875399 0.042103774446843913 0 0 0 -0.010655189737652389 0 0.0088579667686108608 0.013685706623076641 -0.00070538347621126223 -0.010215968726418645 0.019429323096570146 0.0065685092493672319 -0.0067485027307528011 0 -0.0069513234510046431 0.014807444336054749 0 0 0.011140967811181511 0 -0.01033039091638888 -0.0091688164651108819 -0.012423445349517157 -0.016860972732310752
leaf_weight=79.36862255493179 12.994543099754083 30.758158141121385 19.708346301231359 25.617863306993968 10.465977781161198 7.1382442310932674 105.79493945526337 52.945680749638086 74.562694086278498 24.422312939397671 106.13121727777525 12.993825964971622 214.89128458159939 69.376795927200874 73.732987935945857 19.945175482745988 1.1731269588635758 9.3693917500568187 2.019622233012341 118.53934189411666 13.45152355517348 43.008102181200229 17.46563402134052 24.0833752072067 68.683283069869503 50.471353917848319 455.24061304863244 15.705039072578073 1.4105159902683215 40.54350167872326 62.253210795599443 49.943069455410296 237.15443375104587 70.358344965192373 64.828030797216343 233.00167485994552 44.718144874768768 86.260106074070791 104.21694995768485
leaf_count=104921 16997 31782 25169 55847 24737 11308 106292 130768 174824 31898 297960 17180 295593 62046 45564 25442 1225 15209 891 93805 21825 32613 21111 9918 54108 20422 401619 12483 998 65142 63042 79067 184863 37899 20956 191174 72872 78699 168046
internal_value=0 0.00899471 0.0182095 0.000145385 0.00251637 0.019265 0.00106561 -0.0012344 -0.00854312 7.54553e-05 -0.0144962 0.00402625 0.00438039 0.000619292 0.0122103 0.0303977 0.0324828 0.0183488 0.0212345 -0.00616375 -0.00455787 -0.00886841 0 0.00410153 0.00203127 0.0135106 0.00448063 0.000669094 -0.0214179 0 0.00636821 -0.0030127 0 0.0035495 -0.00611907 -0.0083759 -0.00234968 -0.00855328 -0.0154286
internal_weight=0 63.461 32.7029 2691.29 1060.93 38.7225 1022.21 1630.36 257.413 1372.94 182.104 75.3089 606.975 465.061 141.914 28.2565 21.1183 22.3632 75.7526 187.916 317.934 176.382 141.552 704.274 629.719 74.5547 561.036 58.7131 107.542 66.1614 277.144 765.968 418.195 307.513 347.773 282.945 124.087 110.682 117.668
internal_count=3106315 73948 42166 3032367 1088942 62712 1026230 1943425 636939 1306486 473782 163157 681930 514486 167444 37975 26667 32389 46455 155851 433871 234967 198904 592359 562019 30340 507911 45096 298958 120989 358635 624556 333359 222762 291197 270241 177793 110597 189871
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=838099 392 2 19473080 2 31201289 2175476 897 46 32550978 8464 555 1 536 290 2097320 4420 944 9177089 8652808 2621448 8704
is_linear=0
shrinkage=0.1


Tree=81
num_leaves=40
num_cat=27
split_feature=4 0 3 3 1 8 1 1 1 2 1 2 1 8 3 2 7 2 1 2 3 2 3 8 1 8 1 5 1 2 3 2 3 1 3 8 3 3 7
split_gain=0.592259 0.706829 0.809133 1.21909 2.18292 1.94324 1.90063 1.80842 0.816278 0.80541 1.05075 0.670064 1.19833 1.48031 1.02281 0.664835 0.660573 0.653068 0.48517 1.53938 0.742803 0.562026 0.632212 0.408793 0.405395 0.38353 0.35368 0.352916 0.989889 0.463346 0.980877 0.313951 0.30863 0.28993 0.714122 0.289438 0.269521 0.985305 0.222271
threshold=0 1 27.500000000000004 1.0000000180025095e-35 2 3 4 5 6 7 8 9 10 11 1.0000000180025095e-35 12 5.5000000000000009 13 14 15 4.5000000000000009 16 1.5000000000000002 17 18 19 20 21 22 23 1.0000000180025095e-35 24 65.500000000000014 25 1.5000000000000002 26 93.500000000000014 21.500000000000004 3.5000000000000004
decision_type=1 1 2 2 9 1 9 9 9 1 9 1 9 1 2 1 2 1 9 1 2 1 2 1 9 1 9 1 9 1 2 1 2 9 2 1 2 2 2
left_child=1 2 3 6 17 15 -1 -7 -4 10 -8 12 -3 14 -14 -6 -11 38 19 20 -2 22 26 -19 25 -23 -20 33 31 -30 -31 -29 -16 34 -13 -21 37 -35 -5
right_child=18 11 8 4 5 7 9 -9 -10 16 -12 27 13 -15 32 -17 -18 23 21 35 -22 24 -24 -25 -26 -27 -28 28 29 30 -32 -33 -34 36 -36 -37 -38 -39 -40
leaf_value=-0.014672128738206112 -0.0092493458037174684 -0.0042479917184229899 0 0.0031036466047418905 0.0015609760982086564 0.0057224840187195033 0.010062876842285538 -0.013957833281544646 -0.01851591284557158 -0.013345961639581946 -0.0010186209199817143 0.013951753828451669 0 -0.0025299309107134544 0.02483770281839652 0.013231551403031458 0 0 0.0058873702808814217 0 0.0051903060981324444 0 -0.012092229179829134 -0.014417652967699418 -7.8282248045409862e-05 0.010797057250872509 -0.0041719299918876167 0 0 0 0.017297004708572608 -0.01000592532371394 0 0 0 0.014569079660637019 0.0066836659080679976 -0.012023234547933784 -0.0056927130918851274
leaf_weight=101.79694147416376 45.991303369293746 9.0031698117963952 8.046856743465467 59.191067132747776 180.9363247884321 35.598973678010225 72.619207528393417 55.246820641543309 16.372982775472341 50.776094299420947 200.01841590142794 21.743377459584735 14.656133613490963 11.987088420661165 58.438837049587164 176.304902624237 2.2577356899455472 1.9771320116924471 32.699315235004178 2.5365576428594068 15.601272376254199 16.641303188051097 33.671090931762592 67.432226872713727 13.02868387881608 60.118685469395132 18.428917179990094 5.9080911043420201 29.023765848309267 9.467307956540024 67.956684023185517 8.8846349600062222 0.49746346776373584 1045.2225957063783 23.433788615744561 111.60021960886661 10.240684192453044 46.551050820504315 12.076459260177215
leaf_count=337621 75478 3902 4571 20537 231609 64932 137224 106463 21803 188134 186351 14507 4389 1926 5661 416366 6887 5207 60456 2768 12812 19665 49153 161600 20814 79630 40211 10391 42636 20294 75234 14847 20 499674 8998 136608 2369 7789 5626
internal_value=0 0 -0.0019374 -0.000950862 0.00161723 0.00534761 -0.00501785 -0.00456129 -0.014323 0 0.00188328 0.0014796 0.00837658 0.0130237 0.0181969 0.0088282 -0.00864019 -0.00724728 0.00424151 0.00736245 -0.0016358 0 -0.00469297 -0.0123089 0.00470381 0.00783362 0 0.000484364 0.00503786 0.00916563 0.0123252 -0.00511668 0.0240574 0 0.00551068 0.013329 -0.000523248 -0.00103988 0
internal_weight=0 2403.67 1040.65 1016.23 588.764 448.087 427.468 90.8458 24.4198 325.671 272.638 1363.01 94.5827 85.5795 73.5924 357.241 53.0338 140.677 350.317 175.729 61.5926 174.588 84.7993 69.4094 89.7887 76.76 51.1282 1268.43 121.24 106.448 77.424 14.7927 58.9363 1147.19 45.1772 114.137 1102.01 1091.77 71.2675
internal_count=3105163 2607568 1894931 1868557 1012340 819370 856217 171395 26374 518596 323575 712637 15898 11996 10070 647975 195021 192970 497595 227666 88290 269929 149820 166807 120109 99295 100667 696739 163402 138164 95528 25238 5681 533337 23505 139376 509832 507463 26163
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=1 1 21815429 5 14760738 68904 8912896 775 1884304 5 9978138 3 547 258 11080932 104 400 8 19218 2 1310986 2 10055880 130 896 5263372 8
is_linear=0
shrinkage=0.1


Tree=82
num_leaves=40
num_cat=22
split_feature=7 1 2 7 1 2 8 5 1 3 1 2 3 3 7 2 1 3 3 2 7 2 1 1 4 3 3 2 3 1 3 2 2 1 3 3 3 3 1
split_gain=0.567915 1.60313 1.09184 0.788328 1.8166 1.63081 2.60552 1.62762 2.49842 1.70645 1.68669 1.72918 1.71832 1.62011 1.18886 1.06009 1.5003 1.64774 1.10996 0.895846 0.800291 0.790906 0.747335 0.723898 0.781963 0.656381 0.656017 0.633213 0.49536 0.477438 0.456644 0.445132 0.441344 0.683545 0.583485 0.377717 0.325797 0.319484 0.310186
threshold=7.5000000000000009 0 1 1.0000000180025095e-35 2 3 4 5 6 5.5000000000000009 7 8 3.5000000000000004 2.5000000000000004 1.5000000000000002 9 10 4.5000000000000009 1.0000000180025095e-35 11 1.5000000000000002 12 13 14 15 69.500000000000014 14.500000000000002 16 41.500000000000007 17 65.500000000000014 18 19 20 4.5000000000000009 18.500000000000004 5.5000000000000009 2.5000000000000004 21
decision_type=2 9 1 2 9 1 1 1 9 2 9 1 2 2 2 1 9 2 2 1 2 1 9 9 1 2 2 1 2 9 2 1 1 9 2 2 2 2 9
left_child=3 2 -2 4 5 26 32 10 9 19 11 12 -5 20 -11 16 17 -12 -18 -9 -13 -6 -15 -17 -25 27 29 37 -16 -1 -14 -8 33 -7 -34 -4 -3 -10 -21
right_child=1 36 35 7 21 6 31 8 25 14 15 13 30 22 28 23 18 -19 -20 38 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 -0.008361056289220797 0.031090636485979834 0 0 0.014285464402287333 0 0.0022576847801562346 0.0060232274769828429 0 0 0 0.026694758884004601 0 0.027953445797718315 0 0.0014343909463065191 0.014287304208043299 -0.012627823809633809 0 0.0095488188677361335 0.0089717760969276004 -0.01261197815595857 -0.011594155442966811 0 0 0 -0.018382662000310725 0 -0.014872335602261269 0 -0.012483468725105314 0.0040795566746817278 0 -0.0061115931106436767 0 0 -0.0060483888386007427 -0.014971229464872868
leaf_weight=33.778583160790731 13.98820037436235 25.606516281499356 18.792529682650642 28.072985122409591 118.01905204256764 87.466270202079613 12.178790653713804 39.198698602293007 16.212118102659591 11.590846024046188 269.6102037194787 78.032425152756332 44.398355163808446 151.31423658521089 12.970979005825937 134.54236688906167 32.077127092994488 82.430018514110998 96.814711752078438 4.5297038621501997 182.50832824381723 350.23010298259032 39.882612195578986 211.66459695816229 21.404274385102326 2.1034589774062615 12.734968848439165 131.45400671814605 1.6996108689636447 87.915542469792854 0.74650362376996682 81.860873167395766 209.77414647146725 40.320545887494518 29.298540418123594 0.53801928993197989 5.2768320531613417 11.502740989541051 24.6692293158867
leaf_count=39803 18512 29336 23767 51914 111279 117971 11475 96577 41519 16956 234331 98972 24010 124794 19009 110942 41740 48737 88290 14699 233362 361733 30455 200935 21123 1525 7928 368150 2387 135036 352 80302 158077 46670 15250 303 2715 20581 53768
internal_value=0 0.00813498 0.0172136 7.06995e-05 0.00225354 -0.00103493 0.00142216 -0.0011883 -0.00806941 0.00243495 2.52176e-05 0.00449316 0.0158675 0.000898752 0.0172468 -0.00247939 0.000115494 0.00401111 -0.00717827 -0.0034802 0.0062567 0.0067328 -0.00486388 -0.00628836 -0.0093285 -0.0145832 -0.00957339 -0.0165168 0.0253135 -0.0124515 0.0253922 -0.0100188 0.00578892 0.0103674 0.00113147 0.0246581 -0.0027615 0 -0.0118679
internal_weight=0 64.2021 33.3187 2693.01 1063.58 595.328 460.899 1629.43 255.931 94.6591 1373.5 524.955 73.2178 451.738 26.2614 848.543 480.932 352.04 128.892 68.3976 260.541 468.249 191.197 367.611 233.069 161.272 134.429 159.169 14.6706 121.694 45.1449 94.0397 366.86 127.787 239.073 19.3305 30.8833 27.7149 29.1989
internal_count=3105285 74633 42582 3030652 1085524 612512 429745 1945128 635171 203396 1309957 563859 76276 487583 38352 746098 413098 283068 130030 165044 332334 473012 155249 333000 222058 431775 182767 430250 21396 174839 24362 91777 337968 164641 173327 24070 32051 62100 68467
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=838099 904 20456304 304 5 2 31201305 2175220 14 944 5261058 155 554 12400 25954313 1 769 18874624 514 76 880 5246984
is_linear=0
shrinkage=0.1


Tree=83
num_leaves=40
num_cat=23
split_feature=7 1 2 1 2 3 8 8 3 1 8 2 7 7 1 1 2 3 4 1 3 8 2 6 2 1 7 3 7 3 3 7 7 2 1 1 2 3 7
split_gain=0.529275 1.3829 1.50208 0.754114 1.34433 1.09154 1.37908 1.34911 1.62979 0.958563 0.718345 1.92995 1.83955 1.3831 5.34359 1.98739 0.956063 1.26515 1.32231 0.693653 0.54173 0.496324 1.6408 1.72847 1.35677 1.28625 1.5834 2.49117 1.53473 0.89563 0.848654 0.629434 0.53674 2.75908 1.251 1.09194 0.752993 1.17556 0.500274
threshold=7.5000000000000009 0 1 2 3 3.5000000000000004 4 5 1.5000000000000002 6 7 8 1.0000000180025095e-35 2.5000000000000004 9 10 11 2.5000000000000004 12 13 1.0000000180025095e-35 14 15 16 17 18 2.5000000000000004 3.5000000000000004 5.5000000000000009 15.500000000000002 1.0000000180025095e-35 1.5000000000000002 4.5000000000000009 19 20 21 22 5.5000000000000009 5.5000000000000009
decision_type=2 9 1 9 1 2 1 1 2 9 1 1 2 2 9 9 1 2 1 9 2 1 1 1 1 9 2 2 2 2 2 2 2 1 9 9 1 2 2
left_child=3 2 -2 4 5 7 -7 8 9 -1 11 13 -13 15 -15 -6 -12 20 -19 -9 -18 22 23 38 25 26 27 -23 -28 31 -24 -27 36 35 -35 -34 -26 -38 -5
right_child=1 -3 -4 21 10 6 -8 19 -10 -11 16 12 -14 14 -16 -17 17 18 -20 -21 -22 24 30 -25 32 29 28 -29 -30 -31 -32 -33 33 34 -36 -37 37 -39 -40
leaf_value=0.022159258374002823 -0.00095467095167307684 -0.003955548025460478 0.022290443872776872 0.021327480980906078 0.0093672835390348763 0.017543741452194075 -0.00035689672129432656 0.0034290340973037944 -0.0024405697155630997 0 0.0040319257016141188 0.0035823862210175323 -0.013500231689508188 -0.0028440112123804366 0.027322745869245036 -0.0055201775094205095 -0.0059655207124369534 -0.018841766710041806 0.00028353176709528796 -0.0072328766234811357 0.0047380309743785109 0.0054322095151830311 0.002944280213969256 -0.0041944787443934581 -0.0026934012322780173 -0.0041145079409961975 0.021699244607777442 -0.018841671396654599 -0.0021895825209829588 0 -0.010414612855889922 -0.020219166696410489 0.014943934173127438 0 -0.023061250355374721 -0.0026443242776817586 0.00050980242151364144 0.013128699907147656 0
leaf_weight=38.472519322003791 13.490800515988667 18.247590331695392 32.728508657368366 57.88868250043015 114.93938885085299 101.37731982960395 25.121011203838862 27.637665584879869 12.977663859768652 5.7285789866073165 41.558432040983462 60.38372510472982 104.73522858935758 87.232985529080906 68.302035935059394 166.06332699727136 60.280858923752021 82.873540651511576 9.8675326974043838 118.00708478527031 68.197831552290154 48.677322812889543 30.192627280053784 5.482039801307109 284.03032024703862 137.60266370772115 28.272858165871185 43.692836966845789 5.7670536545047062 23.467769948096247 59.179859805954038 83.857321764747212 27.816194312552398 13.36944504794519 42.945730066327087 13.39327112448518 521.40257959037535 71.46644179733994 1.0982233807371802
leaf_count=39484 17190 16920 39883 61618 87804 40289 10295 48900 10858 10262 43129 56103 103587 69491 80486 209044 85402 61322 10904 126296 77179 82938 38819 19152 295497 228669 40207 43895 6042 14694 63008 200265 26825 21387 43680 18266 581684 73141 987
internal_value=0 0.00783008 0.0147309 5.48862e-05 0.00199622 0.00705837 0.0137832 0.000643259 0.0109147 0.0197513 0 0.00173916 -0.0058267 0.00547934 0.0123818 4.45496e-05 -0.00416114 -0.00723047 -0.0147908 -0.00329077 0 -0.00130773 0.00290848 0.0125907 -0.00207623 -0.00690018 0 -0.0054025 0.0138377 -0.0107514 -0.00349031 -0.0130904 0 -0.0061113 -0.0171478 0.00704661 0.000816502 0.0030231 0.019825
internal_weight=0 64.4669 46.2193 2693.36 1193.76 329.322 126.498 202.824 57.1788 44.2011 864.435 601.657 165.119 436.538 155.535 281.003 262.778 221.22 92.7411 145.645 128.479 1499.6 153.841 64.4689 1345.76 371.338 126.41 92.3702 34.0399 244.928 89.3725 221.46 974.424 97.5246 56.3152 41.2095 876.899 592.869 58.9869
internal_count=3105602 73993 57073 3031609 1170835 286384 50584 235800 60604 49746 884451 606515 159690 446825 149977 296848 277936 234807 72226 175196 162581 1860774 183584 81757 1677190 616710 173082 126833 46249 443628 101827 428934 1060480 110158 65067 45091 950322 654825 62605
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=838131 648 15733932 13 5 6 1196 9 464 2098308 8389636 32 1 3149856 4 62 2 60 337922 640 2304 524882 130
is_linear=0
shrinkage=0.1


Tree=84
num_leaves=40
num_cat=26
split_feature=4 0 3 3 1 1 3 2 8 3 1 1 1 3 1 8 2 3 1 7 2 2 7 3 3 1 3 2 1 3 2 8 8 1 2 1 1 3 1
split_gain=0.480211 0.630584 0.722787 1.10549 1.85704 1.7944 1.49118 1.75088 1.29887 1.85456 1.46736 0.825847 0.791607 0.580822 1.18372 0.81201 0.878827 0.759077 0.848207 0.730895 0.689673 0.613988 1.65127 0.916397 0.747615 2.27307 0.836198 0.554386 0.741859 0.548144 2.85383 2.84503 1.75762 1.43182 1.35488 1.87225 1.3274 1.19593 0.999322
threshold=0 1 27.500000000000004 1.0000000180025095e-35 2 3 5.5000000000000009 4 5 5.5000000000000009 6 7 8 32.500000000000007 9 10 11 12.500000000000002 12 5.5000000000000009 13 14 1.5000000000000002 4.5000000000000009 9.5000000000000018 15 8.5000000000000018 16 17 2.5000000000000004 18 19 20 21 22 23 24 3.5000000000000004 25
decision_type=1 1 2 2 9 9 2 1 1 2 9 9 9 2 9 1 1 2 9 2 1 1 2 2 2 9 2 1 9 2 1 1 1 9 1 9 9 2 9
left_child=1 2 3 5 6 -1 11 -8 9 -6 -10 -5 -4 17 15 -15 -17 21 20 -18 -19 22 23 -3 26 -26 -23 -7 -29 31 32 38 -31 -32 35 -33 -36 -35 -2
right_child=29 13 12 4 8 27 7 -9 10 -11 -12 -13 -14 14 -16 16 19 18 -20 -21 -22 24 -24 -25 25 -27 -28 28 -30 30 33 34 -34 37 36 -37 -38 -39 -40
leaf_value=-0.016011262165043397 0 0.027865067850736815 0 0.0062006619972321585 0.0014963349386271027 -0.0077819092893799515 0 -0.022134077006070549 0.0055350984510653964 0.020662504283166391 -0.013539433229872826 -0.0047382017346315223 -0.017997519222082186 0 -0.0029266545318669744 0 0.029108571887655751 0.010696825824223837 -0.011261210322605021 0 -0.0040082615206874011 0.00042431934560645588 -0.00096003778931372903 0 -0.007340029586765948 0.01744617786235347 -0.012119129534276811 0.0079890781627741971 -0.001238461038756645 0.027566146185251651 0.0065701263175231258 0.01316912550266203 -0.00081117019446538406 0 0.0014760218731917748 -0.0085569443589101797 -0.014695172680147153 -0.021278701921670709 0.023703905259006584
leaf_weight=71.915158673897167 4.8052555724425474 15.283807998130216 8.0438416036704421 101.99241338674892 176.70582670221847 48.915214459211711 43.722444521015859 35.662253950766171 35.731863512712152 80.830881194793619 30.541586869461753 84.679227114760579 16.018978763022464 5.638336188509129 13.422859222220721 5.4090648003621027 36.351905297371559 15.730327119526917 68.208952179615153 1.1345404891180795 6.5939260731393032 1086.8865113913635 15.359965070572796 3.3317592590465201 15.878326082194688 50.575405634735944 25.564124388387427 72.928398276118969 232.94774996440265 39.819232394860592 21.893087362361257 49.203964902480948 10.381192185566759 13.778983157535547 28.960976485526771 21.189489389958908 107.60521383922605 28.348390506536816 26.263197211243099
leaf_count=274290 7805 3643 4571 142467 367262 145916 20647 57760 64977 150983 71117 140878 21219 1627 3739 1771 4195 2950 17073 379 1842 646942 5283 390 4107 10069 7664 124730 310010 26828 27300 78245 7457 17012 52208 23775 186326 32695 37173
internal_value=0 0 -0.00193614 -0.000983451 0.00143647 -0.00486018 -0.00383267 -0.0133721 0.00649634 0.00974449 -0.00221984 0 -0.0137553 0.00128175 0.00920488 0.0147153 0.0189386 0.000481515 -0.00671339 0.0234471 0.00175497 0.00140902 0.0105531 0.0231247 0.000550145 0.00902035 0 -0.000323643 0.000763738 0.00371071 0.00863147 0 0.0206145 -0.00302444 -0.00451958 0.00318083 -0.0100093 -0.0124349 0.0181477
internal_weight=0 2406.01 1040.64 1016.57 589.866 426.707 266.056 79.3847 323.81 257.537 66.2735 186.672 24.0628 1365.37 61.9567 48.5338 42.8955 1303.41 90.5332 37.4864 22.3243 1212.88 33.9755 18.6156 1178.9 66.4537 1112.45 354.791 305.876 352.249 114.221 238.028 50.2004 64.0205 206.96 70.3935 136.566 42.1274 31.0685
internal_count=3105325 2608501 1896827 1871037 1016091 854946 361752 78407 654339 518245 136094 283345 25790 711674 11711 7972 6345 699963 21865 4574 4792 678098 9316 4033 668782 14176 654606 580656 434740 496824 111292 385532 34285 77007 340554 102020 238534 49707 44978
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 1 21815493 10566432 10 5 68904 68 8912896 2374820 8 386 2097422 122 3 15231108 240 1867920 61 12 3 14766248 771 2362342 3670544 3420676
is_linear=0
shrinkage=0.1


Tree=85
num_leaves=40
num_cat=27
split_feature=4 0 9 1 3 1 7 2 3 1 3 2 2 7 1 3 3 1 9 1 2 2 1 7 2 3 1 7 7 3 8 2 9 1 2 1 1 1 1
split_gain=0.484525 0.578206 1.0368 4.39779 2.12143 1.48978 1.45536 1.38917 1.10192 1.34117 0.947638 2.50234 1.01025 0.769764 0.69617 0.572916 0.547935 0.535376 1.17859 4.99841 2.27581 1.90761 1.5501 1.05286 0.99233 0.837389 1.55224 0.492384 0.489191 0.4474 2.46948 2.45523 1.88148 1.31589 1.11823 1.68338 1.18754 0.973655 0.866814
threshold=0 1 2 3 10.500000000000002 4 3.5000000000000004 5 5.5000000000000009 6 8.5000000000000018 7 8 8.5000000000000018 9 35.500000000000007 27.500000000000004 10 11 12 13 14 15 3.5000000000000004 16 27.500000000000004 17 4.5000000000000009 2.5000000000000004 2.5000000000000004 18 19 20 21 22 23 24 25 26
decision_type=1 1 1 9 2 9 2 1 2 9 2 1 1 2 9 2 2 9 1 9 1 1 9 2 1 2 9 2 2 2 1 1 1 9 1 9 9 9 9
left_child=1 2 5 28 6 7 -5 8 9 -1 11 -7 16 -13 -9 -16 -12 24 20 21 25 -20 27 -24 -3 26 -19 -22 -4 30 37 32 38 -33 35 -32 -36 -2 -31
right_child=29 17 3 4 -6 10 -8 14 -10 -11 12 13 -14 -15 15 -17 -18 18 19 -21 22 -23 23 -25 -26 -27 -28 -29 -30 31 34 33 -34 -35 36 -37 -38 -39 -40
leaf_value=0.0026049171440241177 0 0.015130255038388425 -0.014629076425195765 0.03652893391249825 0 0 0 -0.0028096620868080088 -0.01516182311131755 -0.0085174270670849636 0.019259728827171883 -0.021354543749058028 -0.0059770427424441011 0 0.0085101534277259687 -0.0011117431683689528 0 -0.0017506071133049112 0.015040024355845264 -0.020821913447696822 0.0012320012743693624 -0.0058257709577077647 0 -0.0092564091277661867 0 0.025522282238497319 0.014547802107900659 0.011438718168844172 0 0 0.012289081975331337 0.0071824549852469418 0 -0.011259868087722898 0.0013854858972383647 -0.0082554597839061498 -0.013652311055089725 0.022457218936239969 0.032447723539511121
leaf_weight=249.0317958429132 4.8453903794870712 37.173908850716543 35.444526914601738 31.489047746676079 6.7216571100434512 99.169711262864439 4.3706053691166735 29.962111574768642 48.731894185308192 121.4002002210309 11.079072919812459 126.37761617447177 21.616294864768861 2.3856392678208058 239.4666911623799 6.2687801866413784 1.4672227333066974 95.291083323289058 64.971272513605072 80.222471298431628 297.54213206077111 24.319056279156939 410.96955857108696 178.94545457417553 43.351968798029702 20.774357615184272 44.941551892581629 68.429359365225537 5.4268636735396276 16.37287428433774 49.901923058991088 16.895780620485311 13.074443023317142 46.651182602872723 29.02249357070832 20.989270397723885 105.82541412806313 26.936609100434001 21.846744505688548
leaf_count=261448 7855 30749 42697 64442 8899 290799 10259 66652 67440 167765 20259 448576 29741 6066 393394 6498 2772 21665 32298 25743 131071 6256 259541 126403 36949 597 11235 29191 9726 10466 78345 23783 8325 53166 52254 23738 185152 37544 15499
internal_value=0 -5.69753e-05 -0.00191603 0.00642651 0.0221938 -0.00312074 0.032013 -8.05841e-05 -0.00395399 -0.000803658 -0.00900649 -0.0116189 0 -0.0188309 0.004613 0.00683458 0.0122625 0.001154 0.000291711 -0.00651186 0.00173174 0.0069925 -8.65768e-06 -0.0033942 0.00767585 0.0114163 0.00410539 0.00450632 -0.00993784 0.00367815 0 0.00816108 0.0191588 -0.00257883 -0.00404456 0.00271724 -0.0091235 0.0169713 0.0287652
internal_weight=0 2407.34 1040.41 83.4527 42.5813 956.957 35.8597 694.861 419.164 370.432 262.096 227.933 34.1626 128.763 275.698 245.735 12.5463 1366.93 1286.41 169.513 1116.89 89.2903 955.887 589.915 80.5259 161.007 140.233 365.971 40.8714 352.362 237.521 114.841 51.2941 63.547 205.739 70.8912 134.848 31.782 38.2196
internal_count=3105258 2609131 1897433 136023 83600 1761410 74701 963197 496653 429213 798213 745441 52772 454642 466544 399892 23031 711698 644000 64297 579703 38554 546206 385944 67698 33497 32900 160262 52423 496127 384888 111239 34290 76949 339489 102083 237406 45399 25965
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=1 1 1 4995156 25988178 293 294992 133 104 17039376 4476933 1 3148640 15 242 8389784 116 8390544 12 61 1 8474792 771 2362342 3670544 3420676 592324
is_linear=0
shrinkage=0.1


Tree=86
num_leaves=40
num_cat=24
split_feature=4 0 9 1 3 1 2 3 7 2 7 3 2 2 7 8 2 3 2 7 1 2 9 1 2 1 2 3 7 3 3 1 2 3 7 2 3 8 9
split_gain=0.492578 0.524209 0.913826 3.81559 1.81422 1.18772 1.12173 1.62301 1.03961 1.5576 1.02005 0.796235 2.21971 0.932548 0.74232 0.642605 0.552338 0.52014 0.519435 0.721408 0.628604 2.94778 1.47525 3.89587 1.12764 0.752263 1.3197 1.27868 0.434309 0.417064 0.573428 0.401042 1.48883 1.0884 0.693329 0.483578 1.09803 0.819702 1.05763
threshold=0 1 2 3 10.500000000000002 4 5 3.5000000000000004 2.5000000000000004 6 3.5000000000000004 8.5000000000000018 7 8 8.5000000000000018 9 10 27.500000000000004 11 2.5000000000000004 12 13 14 15 16 17 18 6.5000000000000009 16.500000000000004 4.5000000000000009 13.500000000000002 19 20 1.0000000180025095e-35 2.5000000000000004 21 1.5000000000000002 22 23
decision_type=1 1 1 9 2 9 1 2 2 1 2 2 1 1 2 1 1 2 1 2 9 1 1 9 1 9 1 2 2 2 2 9 1 2 2 1 2 1 1
left_child=1 2 5 4 10 6 7 -1 15 -10 -4 12 -7 17 -14 -8 -5 -13 19 -3 21 -20 25 24 -24 27 -27 -22 -25 -23 -31 32 33 -2 -34 37 -37 -33 -39
right_child=31 18 3 16 -6 11 8 -9 9 -11 -12 13 14 -15 -16 -17 -18 -19 20 -21 22 29 23 28 -26 26 -28 -29 -30 30 -32 35 34 -35 -36 36 -38 38 -40
leaf_value=0 0 0.020068571935345388 0.033540138207071017 0 0 0 0.007062614826444419 -0.021777217454933297 -0.0035552315356822124 0.014588439050978994 0 0.018427225736286967 -0.020068636103354923 -0.0059147598554542607 0 -0.0022059097377224758 -0.012704392376725816 0 0.012916157603240691 0 0 0 0.012166647826355029 -0.023453311129377846 -0.0043521778164110738 0.0039227317359399353 -0.0063032028813874751 0.011304350960740627 0 -0.017805929197050489 0 -0.0030977308606273605 -0.0055075841118165346 0.022139596628324709 0.0081884121521885855 0.001105366736872793 -0.013890147638764555 0.016650715836151436 -0.0003639701369097042
leaf_weight=43.078559032705016 22.647962999195443 8.2462926162115746 31.364865267340065 2.1368289429956349 6.4776050817454225 99.029392100412224 41.094267316737387 28.737251376187487 26.354944434027857 80.613836723950953 3.969479004488675 11.367530592542606 123.86267784341635 21.576327250906616 2.3077974749758132 475.66487361549935 40.002093801616866 1.4664906729594793 148.88066134518886 4.714961087447592 436.59548957142397 69.814150352787692 50.781517608222202 77.425353206752334 16.261995383290923 151.05045671845437 257.10488426503434 124.36911035663798 0.063414616801309331 17.353320343259842 4.4263526092981911 15.70577626224258 86.240570075409778 47.621747266421153 20.817429597111186 60.954474761616439 38.476007664896315 50.53226210505818 9.1287536725722003
leaf_count=117869 31614 1143 61318 6099 8135 291201 55503 49625 59428 114122 8403 20560 446393 29795 6026 567155 53016 2785 74638 884 205025 46215 26650 25516 4687 97082 193924 27137 35 7806 1251 20380 110610 47786 36380 111968 53765 73698 9845
internal_value=0 -1.7114e-05 -0.00179776 0.00596117 0.020894 -0.00294499 -0.000175507 -0.00973012 0.000992708 0.00893386 0.0300078 -0.00825132 -0.0106721 0 -0.017564 -0.000484258 -0.00888855 0.0116504 0.00113114 0.0111998 0.000492884 0.00481853 -0.000315806 -0.00897367 0.0052282 0.000902659 -0.00183703 0.00336981 -0.0206474 -0.00598918 -0.0133867 0.00374163 0.0065627 0.0149665 0 0 -0.00394895 0.00480309 0.0103017
internal_weight=0 2406.19 1039.1 83.9509 41.8119 955.154 695.544 71.8158 623.728 106.969 35.3343 259.61 225.2 34.4103 126.17 516.759 42.1389 12.834 1367.09 12.9613 1354.13 240.474 1113.65 144.532 67.0435 969.12 408.155 560.965 77.4888 91.5938 21.7797 352.125 177.328 70.2697 107.058 174.797 99.4305 75.3668 59.661
internal_count=3105472 2609426 1897433 136971 77856 1760462 963702 167494 796208 173550 69721 796760 743620 53140 452419 622658 59115 23345 711993 2027 709966 129910 580056 56888 31337 523168 291006 232162 25551 55272 9057 496046 226390 79400 146990 269656 165733 103923 83543
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 1 1 11650730 25988178 36 384 133 104 4 288 1 7623173 188 1 2400 242 8397978 790 11080932 149 109 2 1
is_linear=0
shrinkage=0.1


Tree=87
num_leaves=40
num_cat=19
split_feature=7 1 2 1 2 8 3 3 7 3 2 3 1 2 1 7 8 7 1 1 3 1 7 8 7 7 3 2 2 3 7 3 2 3 2 1 3 3 3
split_gain=0.451623 1.34987 0.981726 0.678508 1.09596 2.09993 1.37301 0.615919 2.42595 1.55305 1.82077 2.42327 2.4653 1.71056 1.84045 1.08152 1.07908 1.07194 1.175 0.931053 0.773387 0.63212 0.613025 0.593452 0.878214 0.770339 2.63134 2.15969 1.06879 0.869209 0.569722 0.697024 0.513537 0.439142 0.389076 0.371166 0.348989 0.339765 0.332087
threshold=7.5000000000000009 0 1 2 3 4 1.0000000180025095e-35 9.5000000000000018 2.5000000000000004 3.5000000000000004 5 2.5000000000000004 6 7 8 1.5000000000000002 9 4.5000000000000009 10 11 34.500000000000007 12 4.5000000000000009 13 1.5000000000000002 1.0000000180025095e-35 3.5000000000000004 14 15 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 16 177.50000000000003 17 18 18.500000000000004 3.5000000000000004 10.500000000000002
decision_type=2 9 1 9 1 1 2 2 2 2 1 2 9 1 9 2 1 2 9 9 2 9 2 1 2 2 2 1 1 2 2 2 1 2 1 9 2 2 2
left_child=3 2 -2 4 5 30 -7 9 16 10 21 15 -13 14 -11 -12 19 18 20 38 -10 -5 -16 24 -6 26 28 37 -25 -29 31 -1 -21 -33 -28 -15 -4 -27 -9
right_child=1 -3 36 7 23 6 -8 8 17 13 11 12 -14 35 22 -17 -18 -19 -20 32 -22 -23 -24 25 -26 27 34 29 -30 -31 -32 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 -0.0024533925359353712 0.028393745230630981 0.0088008895215821482 0 0 0.012167944204720643 0 0.035141782957923126 0.011842622476733155 -0.0013597152329433823 0.021537611640584747 -0.0021179357386667355 0 -0.013118711938238601 -0.01064972551544008 -0.012622956976503076 0 0 0.013054408679319354 0 0 0 0.0071606013126831042 0.019528343658743924 0.0030865554541217376 0.019506997296435961 -0.0006855904055490978 -0.0073229486672982185 -0.019261764094960471 0 -0.023583749556956291 0 0 0 -0.014737152893691416 0 -0.0026158089816516877 -0.0099223242809511961
leaf_weight=3.5078103117812196 14.00412015197071 30.659621138183866 19.813906694369511 200.60950268475608 12.029758343393043 126.05957087532624 268.42726628155287 3.0787555283168322 22.157068187036206 50.020342661067843 449.85194298571696 36.465581814300094 51.811357398182736 23.59961741175357 43.562244441141956 228.26306092827326 30.78487472825509 12.0802399515087 5.8018450640520305 35.905128723112284 4.3594680473033796 76.642231327894478 5.520000123709905 17.804915638436796 8.4690259107373986 238.17904885679309 39.326930788265599 85.662076147273183 140.91228106761628 73.580773632238561 1.1685334520370805 15.714154151341059 49.05210030960734 0.027801670657937261 30.859560732409591 164.76525428181776 0.55169997755729028 105.07661848978023 32.392437570131733
leaf_count=4971 18553 31113 24497 289838 10078 176009 170097 1823 9084 33193 540510 39779 50730 22110 41963 437376 26390 6281 4162 32745 1235 122986 4708 17169 8525 273939 27909 120596 158217 59405 822 10110 47351 27 13328 172785 305 79806 15043
internal_value=0 0.00718879 0.0155507 2.50906e-05 0.00190872 0.00581659 0.00827528 -0.00123514 0.00312934 -0.00216084 -4.86903e-06 -0.00279077 0.00974353 -0.00830293 0.000341261 -0.00522923 -0.00207711 0.0185812 0.0241702 0.00135334 0.0269068 0.0061315 -0.00806678 -5.37216e-05 0.00901338 -0.00115094 0.00275079 -0.00356814 -0.00323708 -0.0119173 -0.0107501 -0.0168988 0.00757809 -0.0214441 0.0162006 -0.0130641 0.0225131 0.000455088 -0.00569519
internal_weight=0 65.0293 34.3697 2693.53 1166.81 414.905 394.487 1526.72 195.612 1331.11 1043.64 766.392 88.2769 287.467 99.1026 678.115 151.213 44.3986 32.3184 120.428 26.5165 277.252 49.0822 751.901 20.4988 731.402 228.904 502.499 158.717 159.243 20.4183 19.2498 84.9572 15.742 70.1865 188.365 20.3656 343.256 35.4712
internal_count=3105568 74468 43355 3031100 1131008 362036 346106 1900092 144114 1755978 1481219 1068395 90509 274759 79864 977886 123352 20762 14481 96962 10319 412824 46671 768972 18603 750369 216623 533746 175386 180001 15930 15108 80096 10137 41237 194895 24802 353745 16866
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=838099 904 14685356 29 8 644 264706 290 1835266 5 527122 851984 92242 8 416 2 595 448 16892417
is_linear=0
shrinkage=0.1


Tree=88
num_leaves=40
num_cat=25
split_feature=4 0 3 3 1 8 1 1 1 7 2 7 1 2 7 7 6 2 2 3 2 8 1 2 1 3 1 1 7 2 2 3 1 7 3 8 7 7 8
split_gain=0.418775 0.44879 0.669815 0.901797 1.70375 1.37913 1.53167 1.37257 0.758349 0.660412 0.485748 0.694428 0.523504 0.891084 0.47901 0.584894 0.451783 0.566331 0.544112 0.403715 1.83725 0.740443 2.14841 1.51356 1.11488 1.17934 1.0722 0.508102 0.611244 0.487054 0.474796 0.37937 0.34682 0.343182 0.305172 0.304835 0.29133 0.280175 0.25426
threshold=0 1 27.500000000000004 1.0000000180025095e-35 2 3 4 5 6 1.5000000000000002 7 2.5000000000000004 8 9 1.5000000000000002 7.5000000000000009 10 11 12 5.5000000000000009 13 14 15 16 17 3.5000000000000004 18 19 3.5000000000000004 20 21 2.5000000000000004 22 5.5000000000000009 1.0000000180025095e-35 23 2.5000000000000004 1.5000000000000002 24
decision_type=1 1 2 2 9 1 9 9 9 2 1 2 9 1 2 2 1 1 1 2 1 1 9 1 9 2 9 9 2 1 1 2 9 2 2 1 2 2 1
left_child=1 2 3 7 14 9 -7 36 -4 -6 11 -3 13 -12 35 -16 17 -9 -18 21 27 23 29 24 25 -2 -25 -21 -29 -23 -24 -26 -22 -31 -32 -5 -1 -15 -34
right_child=19 10 8 4 5 6 -8 16 -10 -11 12 -13 -14 37 15 -17 18 -19 -20 20 32 22 30 26 31 -27 -28 28 -30 33 34 -33 38 -35 -36 -37 -38 -39 -40
leaf_value=-0.015984092459931688 0.021887253878548216 0.019416522329972079 0 0.0056623840503602354 0.0026316695470181865 0.0055803168890551863 -0.012505217240426497 -0.001007380892841629 -0.017317142466318197 0.014084406213702489 0.013809578529302861 0 0 0.002687602215342024 -0.014144732602223729 0 0 0.0067449195409052271 -0.013263607005579737 0 0.00081359656796728451 0 0 6.8636778491518345e-06 -0.0096223684220889533 0 -0.013373292170784638 0.03253027322954373 0 0.023565193776693971 0 0 0 0 -0.015935222935232082 -0.0036106975650498164 0 -0.0064937029695229277 -0.010984679585697306
leaf_weight=74.736227646571933 32.305318048747722 8.4515573975222633 8.0408411796015553 13.913441170490842 247.17029435712539 35.696954698923946 53.668686113360309 219.17872098519001 15.561923271743582 114.47532238720487 38.061556745182315 4.7264412209915472 1273.2948188203882 14.765292869953553 62.023766226460793 1.8386371006636171 8.4656844486962655 83.614621493843515 15.339569782315266 4.6736193672113586 3.6322637670964468 26.787267715320922 11.195969629057798 44.947936990829476 15.355261420467288 3.7100876374752252 90.348307929220027 17.432841031753931 0.83954102997085911 44.415454136353219 10.653251523384826 5.0592561735247719 4.4560428016411606 1.5673786712140998 16.362006121111335 61.229985723042773 22.688353820600241 28.774197048129281 19.472752439483891
leaf_count=235965 43259 1143 4546 23289 400396 65307 104927 227757 20877 254907 31246 884 641664 10567 83625 4023 11007 175436 102775 3009 3354 35035 14935 80185 30126 3155 143401 8308 672 57815 17784 5765 4892 4192 20273 81557 100355 26542 20251
internal_value=0 -8.5498e-06 -0.00166679 -0.000748954 0.00140192 0.00471544 -0.00347027 -0.00429748 -0.0130142 0.00762929 0.00104337 0.0107382 0.000421303 0.00671578 -0.0064027 -0.0115689 0 0.000819364 -0.00893386 0.00344401 0.0102567 0.000583269 0.00654363 -0.00213143 0.00672711 0.0143618 -0.00822951 0.0204957 0.0250332 0.0152067 -0.00545827 -0.00236734 -0.00243312 0.0197343 -0.0105222 0 -0.0126844 0 -0.00781937
internal_weight=0 2405.72 1037.64 1014.04 590.017 451.011 89.3656 424.023 23.6028 361.646 1368.07 13.178 1354.9 81.601 139.006 63.8624 326.599 302.793 23.8053 353.215 50.5071 302.707 110.981 191.726 56.4299 36.0154 135.296 22.946 18.2724 72.7701 38.2112 20.4145 27.5611 45.9828 27.0153 75.1434 97.4246 43.5395 23.9288
internal_count=3105206 2608795 1896749 1871326 1018031 825537 170234 853295 25423 655303 712046 2027 710019 68355 192494 87648 516975 403193 113782 496411 40486 455925 150034 305891 82305 46414 223586 11989 8980 97042 52992 35891 28497 62007 38057 104846 336320 37109 25143
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 1 5038213 5 68904 14760752 8912896 1 4476933 116 2 193 1 556 1 11094442 83 11278164 1054820 8734988 149 129 8912904 10 2
is_linear=0
shrinkage=0.1


Tree=89
num_leaves=40
num_cat=26
split_feature=4 0 9 1 3 7 1 2 3 3 8 7 2 3 7 8 2 7 2 7 1 9 1 2 3 1 3 2 7 3 8 8 2 1 1 1 2 1 2
split_gain=0.377795 0.402651 0.728265 3.28514 1.58245 1.11463 1.03818 1.01897 1.96569 1.63747 0.984766 0.826512 0.944854 0.888095 0.656573 0.621573 0.485778 0.480944 0.455918 0.67083 0.49634 0.800281 4.09248 1.58772 1.22877 1.52323 1.17415 0.793122 0.409782 0.391114 2.2935 2.1026 2.09469 1.09391 1.04227 0.922858 0.908303 0.832236 0.737031
threshold=0 1 2 3 10.500000000000002 3.5000000000000004 4 5 7.5000000000000009 5.5000000000000009 6 1.0000000180025095e-35 7 1.0000000180025095e-35 3.5000000000000004 8 9 8.5000000000000018 10 2.5000000000000004 11 12 13 14 16.500000000000004 15 13.500000000000002 16 16.500000000000004 2.5000000000000004 17 18 19 20 21 22 23 24 25
decision_type=1 1 1 9 2 2 9 1 2 2 1 2 1 2 2 1 1 2 1 2 9 1 9 1 2 9 2 1 2 2 1 1 1 9 9 9 1 9 1
left_child=1 2 6 4 5 -4 7 8 14 -9 -10 12 13 -8 -1 -14 -13 -18 19 -3 27 24 23 -23 26 -26 -22 -20 -24 31 32 35 33 -31 38 -2 -36 -34 -33
right_child=29 18 3 -5 -6 -7 11 9 10 -11 -12 16 15 -15 -16 -17 17 -19 20 -21 21 22 28 -25 25 -27 -28 -29 -30 30 -32 34 37 -35 36 -37 -38 -39 -40
leaf_value=-0.0018384158511295626 0 0.018905792794228424 0.03138073328535898 -0.0083676213056529166 0 0 -0.00036672298793842496 0 0.019363604873755227 -0.020231107706593688 -0.00036248131224582056 0 0.0023519827998719068 0.013549770448577482 0.010313095318945172 -0.0083379889377905008 -0.014189686296298097 0 0.013153855922844357 0 0.00047271810060857687 0.01324923454001539 -0.02216963564211755 -0.0055052164763302646 0.01686913742500442 -0.0023665434758870525 -0.015450629271094422 0 0 0.0056420203963972945 -0.0087560678025892773 0 0 -0.013700321436673841 -0.0067415106807586257 0.020805690959194465 0.0073060078368664171 0.026566586353272532 -0.014317538473484721
leaf_weight=316.70116970858453 4.8722538617730606 8.6140016283607093 32.370074168520659 41.677683093977976 6.4065061464061719 4.2624920734742764 24.19620857366499 93.604849826413556 49.346479684289079 26.374573225672066 5.1291464920504941 79.581854356628355 10.771409387525637 44.821602175165026 20.71424232199206 122.17840073648767 153.83688729756977 4.5445157023423226 38.510343418638513 4.7264412209915472 1007.1654439506819 66.619105227771797 75.685471472475911 24.097702951810788 58.273205185279949 23.248249428463168 18.214139531599358 43.303186687422567 0.063389732007634758 5.4316178411827423 19.135799438809045 32.378167121394654 29.298113364100573 14.386831954529045 22.173329658384318 27.849847833495005 81.076626804031548 47.553499537549214 69.636370370426448
leaf_count=339176 7869 1143 63696 56830 8037 10108 68756 236579 35388 55936 7634 255585 18232 89829 32849 215740 392176 10227 31327 884 556205 32336 25529 6235 10225 6387 4747 36991 35 7827 17339 50938 32327 14836 35734 38096 131053 38878 121536
internal_value=0 0 -0.00156082 0.00525434 0.019102 0.0274677 -0.00261499 0 0.00300852 -0.00626565 0.0167351 -0.00596831 0 0.00636539 0 -0.00539364 -0.00979795 -0.0124161 0.00101059 0.0103949 0.000400572 0 -0.00605508 0.00581218 0.000838642 0.0108329 0 0.00652663 -0.0194331 0.00328578 0.00743254 0 0.0139131 -0.00315607 -0.00385967 0.0154559 0.00115494 0.0204558 -0.00994324
internal_weight=0 2405.04 1036.52 84.7168 43.0391 36.6326 951.801 511.87 391.891 119.979 54.4756 439.931 201.968 69.0178 337.415 132.95 237.963 158.381 1368.52 13.3404 1355.18 1273.37 166.466 90.7168 1106.9 81.5215 1025.38 81.8135 75.7489 353.792 115.806 237.987 96.6701 19.8184 205.264 32.7221 103.25 76.8516 102.015
internal_count=3105255 2608822 1896778 138671 81841 73804 1758107 707562 415047 292515 43022 1050545 392557 158585 372025 233972 657988 402403 712044 2027 710017 641699 64135 38571 577564 16612 560952 68318 25564 496433 111207 385226 93868 22663 339261 45965 166787 71205 172474
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 1 1 3262378 9177168 587 5 212 4 780 1 4476933 1 3148640 242 2108954 116 3 12 770 16568 8420522 3420676 552 6029749 769
is_linear=0
shrinkage=0.1


Tree=90
num_leaves=40
num_cat=18
split_feature=7 1 2 1 2 3 8 7 3 2 1 7 3 3 3 1 2 3 8 3 7 3 2 8 2 7 7 3 3 3 2 2 8 8 3 7 3 3 2
split_gain=0.359714 1.17564 1.25419 0.582916 0.965381 0.876344 3.03695 1.46526 0.68076 0.647219 2.9642 2.26009 1.37597 1.05151 0.958957 0.880672 0.919487 0.881444 1.21846 0.756608 0.611116 1.15019 1.73365 1.67758 1.63857 0.985733 0.761075 0.513281 1.39958 0.655488 2.4835 2.26256 0.541794 0.494713 0.471161 0.426567 0.416226 0.38119 0.310133
threshold=7.5000000000000009 0 1 2 3 3.5000000000000004 4 3.5000000000000004 142.50000000000003 5 6 1.5000000000000002 14.500000000000002 5.5000000000000009 18.500000000000004 7 8 6.5000000000000009 9 13.500000000000002 1.0000000180025095e-35 2.5000000000000004 10 11 12 2.5000000000000004 6.5000000000000009 9.5000000000000018 20.500000000000004 4.5000000000000009 13 14 15 16 9.5000000000000018 5.5000000000000009 18.500000000000004 7.5000000000000009 17
decision_type=2 9 1 9 1 2 1 2 2 1 9 2 2 2 2 9 1 2 1 2 2 2 1 1 1 2 2 2 2 2 1 1 1 1 2 2 2 2 1
left_child=3 2 -2 4 20 -6 35 8 -8 10 12 13 -5 -12 -15 27 -17 18 -18 -19 33 22 25 -24 -23 -22 -26 29 32 31 -31 -11 -29 -1 -13 -7 -4 -35 -30
right_child=1 -3 36 9 5 6 7 -9 -10 15 11 34 -14 14 -16 16 17 19 -20 -21 21 24 23 -25 26 -27 -28 28 38 30 -32 -33 -34 37 -36 -37 -38 -39 -40
leaf_value=-0.0029982395207103197 -0.00064843046860720607 -0.0038794433596255097 0.024457116040009653 -0.022353917443128563 0.0005669066289374227 0.014181006195758159 -0.019314904552950478 0.005437462884664148 0 0.009007344283680694 0.018188440435647449 -0.014531005664745961 0 -0.010724249280584084 0.010055874233908737 0.00026090845244199914 0 0.010054694432500157 -0.017210816243575216 -0.0073252228746571255 0 0 0.0064967501989217765 -0.01484336623107662 -0.022271341043178395 0.016809276507227772 0 0 0 0.0050344816144902186 -0.015943562531413248 -0.0017318637957385277 0.014871885267885103 0.0092616362470410649 0 0 0 0 -0.0077582926982687987
leaf_weight=24.856555980652047 13.326195633919269 18.201687292988936 33.424821535321826 78.004500235976593 495.67453371719057 227.5223918706688 41.350069817795884 5.9866791244130573 0.11722242143878148 233.12448254860647 54.536314704442702 23.785390866639322 13.878159377942209 19.15404636395397 8.9276764631504175 98.540054918157693 30.505660804490617 20.820855449652299 91.535802887501632 15.253484711982308 35.360622969492397 48.873568434340996 9.7508493602581421 62.040439204007271 62.213209380221087 44.386042765840102 1.3449020658881625 10.824569776741555 11.690232880733674 61.731426402300713 67.85348636755225 580.72476946635561 73.118102303029445 79.61947641838924 7.4766962044959646 8.8678329101385298 0.78295858194178336 20.311380895451293 23.845125866348098
leaf_count=24442 17259 16181 40574 131640 594937 130280 24014 3103 68 321275 87906 74227 8714 21984 3661 140573 48807 16165 164317 11844 39196 31810 12408 84634 47605 41916 1009 10275 1714 61013 58759 658554 52128 85647 3873 4431 471 6988 20787
internal_value=0 0.00639533 0.0130013 1.12992e-05 0.00176378 0.00385814 0.00816906 -0.00793793 -0.0166493 -0.00115014 -0.00589976 0.00301438 -0.0167861 0.0124482 0 -3.70811e-05 -0.0050635 -0.00927873 -0.0132711 0 -0.00170421 -0.00472346 0 -0.00797383 -0.0112606 0.00924221 -0.0182381 0.00104424 0.00651594 0 -0.00568603 0.00128591 0.0131157 0.00231196 -0.010415 0.0128732 0.0198447 0.006091 -0.00336388
internal_weight=0 65.7357 47.534 2693.61 1168.28 779.519 283.844 47.454 41.4673 1525.33 205.763 113.88 91.8827 82.618 28.0817 1319.57 256.656 158.116 122.041 36.0743 388.757 263.97 151.538 71.7913 112.432 79.7467 63.5581 1062.91 119.478 943.434 129.585 813.849 83.9427 124.787 31.2621 236.39 34.2078 99.9309 35.5354
internal_count=3105189 74485 58304 3030704 1132488 756833 161896 27185 24082 1898216 332005 191651 140354 113551 25645 1566211 381706 241133 213124 28009 375655 258578 178154 97042 80424 81112 48614 1184505 84904 1099601 119772 979829 62403 117077 78100 134711 41045 92635 22501
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=838131 648 14685356 802 3 20 1573650 1573714 771 10 256 12 32 352 648 2 2 2
is_linear=0
shrinkage=0.1


Tree=91
num_leaves=40
num_cat=25
split_feature=4 2 1 1 3 2 7 0 3 3 1 1 8 1 1 2 2 7 1 2 6 2 2 7 7 8 7 7 8 3 1 3 1 8 1 7 3 3 2
split_gain=0.319388 0.345345 0.957726 0.324646 1.09857 0.788932 0.310405 0.303174 0.679527 0.749429 1.54707 1.29173 1.15978 1.31609 0.725062 0.559714 0.447675 0.647838 0.441522 0.728005 0.431311 0.534378 0.504784 0.403099 0.542172 0.288545 0.257047 0.240366 0.22183 0.205398 0.692927 0.680153 1.39077 0.635033 0.212332 0.192499 0.182427 0.15708 1.14463
threshold=0 1 2 3 1.5000000000000002 4 3.5000000000000004 5 27.500000000000004 1.0000000180025095e-35 6 7 8 9 10 11 12 2.5000000000000004 13 14 15 16 17 1.5000000000000002 7.5000000000000009 18 1.5000000000000002 2.5000000000000004 19 32.500000000000007 20 8.5000000000000018 21 22 23 5.5000000000000009 70.500000000000014 1.5000000000000002 24
decision_type=1 1 9 9 2 1 2 1 2 2 9 9 1 9 9 1 1 2 9 1 1 1 1 2 2 1 2 2 1 2 9 2 9 1 9 2 2 2 1
left_child=7 2 6 4 -3 -6 -2 8 9 11 23 27 15 -14 -10 -12 17 -9 19 36 22 -22 -13 25 -25 -11 -21 28 -1 31 33 34 -33 -31 -20 -7 -18 -5 -39
right_child=1 3 -4 37 5 35 -8 16 14 10 12 20 13 -15 -16 -17 18 -19 29 26 21 -23 -24 24 -26 -27 -28 -29 -30 30 -32 32 -34 -35 -36 -37 -38 38 -40
leaf_value=0 0.021038567316619322 -0.0013906660059645097 0 7.6468811564296845e-05 0 0.023444522729467624 0 0.018378168537549144 0 0.0054700620327422277 0.012661660019889304 -0.00054364371049184636 0.0052705247068591272 -0.011455832236685422 -0.016929382787357672 0.0019669036284417343 0.015173375803228027 0 0.0022035445566144715 0.0027360770082811747 0 -0.012937270097326129 0.006605617010026878 -0.013318106903426231 0 -0.0035425053359444941 -0.0061776655410025819 0 -0.015091470428826909 0.013935691240066465 -0.0034981321169890675 0.0032446618485706667 -0.011029033895632818 0 -0.00057433335911480951 0 0 0.003432713372035991 -0.010982894321008473
leaf_weight=1.6332645373731793 23.530118100476106 27.786654149385868 20.804352341991034 139.78131297214713 9.347798833056002 21.814167881981128 0.69269852006982446 8.7831448591896315 8.0899057784336019 14.011801889768321 124.18038795806024 217.97460564969879 35.918916399852606 52.560350197931257 15.305121140641861 238.83185400599177 38.447290013486054 4.7308700929279448 352.69342027361563 14.744153113802893 8.427118836894806 15.13215477148151 83.775787389215111 61.132808863867467 1.853456924240162 61.14728991481752 28.576974881711067 22.706263146657875 71.879631271107428 38.277945041103521 9.6363261806254723 52.54040242935298 126.09635752849863 14.088471569266401 681.43775283698051 0.37504828312375948 0.5769254480546796 50.807408168358961 59.917145931511186
leaf_count=4701 8098 50142 9569 259819 9758 18850 838 1143 4369 23377 300221 227588 65661 102660 20345 356687 31131 884 273387 10566 11047 103365 175927 82653 4026 82036 26749 100411 231027 5146 3055 12016 28099 2831 317537 646 269 53886 84682
internal_value=0 0.00299708 0.00900067 0.000251969 0.00564646 0.0152947 0.0164522 0 -0.00138486 -0.000476991 0.00146002 -0.00376788 0.00461251 -0.00280375 -0.0126911 0.00726338 0.000840764 0.0100301 0.000243965 0.00605888 0 -0.00851558 0.00113751 -0.00596327 -0.0107485 0 0 -0.0119116 -0.014991 -7.63844e-05 0.00413271 -0.000628153 -0.00590318 0.00924421 0.000141873 0.0189297 0.0124104 -0.000594414 -0.00345116
internal_weight=0 354.857 45.0272 309.83 59.3237 31.537 24.2228 2405.19 1034.56 1011.17 589.637 421.529 451.492 88.4793 23.395 363.012 1370.63 13.514 1357.12 82.3453 325.31 23.5593 301.75 138.145 62.9863 75.1591 43.3211 96.2192 73.5129 1274.77 62.0027 1212.77 178.637 52.3664 1034.13 22.1892 39.0242 250.506 110.725
internal_count=3105202 496288 18505 477783 79396 29254 8936 2608914 1896101 1871387 1017321 854066 825229 168321 24714 656908 712813 2027 710786 68715 517927 114412 403515 192092 86679 105413 37315 336139 235728 642071 11032 631039 40115 7977 590924 19496 31400 398387 138568
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 7 10755040 8983692 288 1 21815429 14760752 5 68904 8912896 456 1 4476933 116 2 1 193 10 8 2108592 602 3 9962408 104
is_linear=0
shrinkage=0.1


Tree=92
num_leaves=40
num_cat=16
split_feature=7 1 2 1 2 3 8 7 3 2 1 7 3 3 3 1 2 3 8 3 7 3 2 8 2 7 7 3 3 3 7 3 2 2 8 7 3 3 3
split_gain=0.286575 1.13821 0.882007 0.448176 0.765421 0.702374 2.46198 1.34413 0.645089 0.580131 2.49755 1.96235 1.27349 0.87138 0.904805 0.691262 0.861597 0.796741 1.07624 0.712483 0.472287 0.979814 1.54131 1.53217 1.45513 0.836445 0.712877 0.438317 0.42318 1.19011 0.578622 0.577944 2.2301 1.81948 0.422031 0.365357 0.334291 0.310772 0.310761
threshold=7.5000000000000009 0 1 2 3 3.5000000000000004 4 3.5000000000000004 142.50000000000003 5 6 1.5000000000000002 14.500000000000002 5.5000000000000009 18.500000000000004 7 8 6.5000000000000009 9 13.500000000000002 1.0000000180025095e-35 2.5000000000000004 10 11 12 2.5000000000000004 6.5000000000000009 9.5000000000000018 9.5000000000000018 20.500000000000004 1.5000000000000002 4.5000000000000009 13 14 15 5.5000000000000009 7.5000000000000009 5.5000000000000009 18.500000000000004
decision_type=2 9 1 9 1 2 1 2 2 1 9 2 2 2 2 9 1 2 1 2 2 2 1 1 1 2 2 2 2 2 2 2 1 1 1 2 2 2 2
left_child=3 2 -2 4 20 -6 35 8 -8 10 12 13 -5 -12 -15 28 -17 18 -18 -19 34 22 25 -24 -23 -22 -26 -13 31 30 -30 33 -33 -11 -1 -7 -36 -3 -4
right_child=1 37 38 9 5 6 7 -9 -10 15 11 27 -14 14 -16 16 17 19 -20 -21 21 24 23 -25 26 -27 -28 -29 29 -31 -32 32 -34 -35 36 -37 -38 -39 -40
leaf_value=-0.0028486593475756925 0 -0.008120934388277011 0.025151125110284514 -0.021068877521858383 0.0004017472518036008 0.012668964361253586 -0.018382544353241128 0.0053126220318773501 0 0.0081109855095213707 0.016494288580301115 -0.013955646231267053 0 -0.010384036192960407 0.0098285062217218881 0.0005895316112669301 0 0.0097841545997729429 -0.016213237065893119 -0.0070579527570255292 0 0 0.0060639005036749842 -0.014163454030110038 -0.020967898851173599 0.015650768392406041 0 0 0 -0.0029412802865583006 0.018532749006760316 0.003758369982704084 -0.016103517056138796 -0.0014642592113759544 0.008451562389098468 0 0 0 0
leaf_weight=24.757571586203994 13.173460142374097 25.461611458886185 21.898261157228266 76.253817450115093 496.53332270399187 230.77243882007315 40.556615800407599 6.0291399259731397 0.11599747068248589 235.38446047615435 55.761720588780008 23.426441994998644 13.830715315983978 18.968896529899215 9.0045956536341674 98.087775211983171 30.669974970664043 20.945302478605299 89.973516181329614 15.124185738823142 35.160529120945284 48.896789538870507 9.9536416646442358 61.235683055012487 60.711543321245699 45.127950268148197 1.3381109386391461 7.5137959459098047 49.830104492488317 35.255899432086153 35.216788603138411 71.625680192475556 57.384781780703634 579.04447947948756 80.434178307594266 8.8714308124181098 20.306620700925123 5.292832164472201 0.56365091589395788
leaf_count=24281 17181 27824 26673 130529 595058 131558 23816 3133 67 322299 88120 74118 8662 22030 3669 140297 49004 16261 163975 11710 39279 31908 12653 84187 46605 41923 996 3915 43998 22487 18956 71437 48147 658252 85853 4445 7014 2732 309
internal_value=0 0.00567048 0.0136096 0 0.00153433 0.00340726 0.00724597 -0.0071191 -0.0156871 -0.00102153 -0.00551453 0.0024803 -0.0156312 0.0113372 0 0 -0.00446498 -0.00863027 -0.0124643 0 -0.00150961 -0.00421444 0 -0.00747314 -0.0103134 0.00874706 -0.0170147 -0.00994087 0.000968575 0.00592514 0.0120169 0 -0.00533743 0.00121644 0.00184186 0.011477 0.00547729 -0.00258342 0.0199916
internal_weight=0 66.3898 35.6354 2694.1 1170.8 782.879 286.346 46.7018 40.6726 1523.3 204.76 114.675 90.0845 83.7352 27.9735 1318.54 254.801 156.713 120.643 36.0695 387.923 262.424 151.478 71.1893 110.946 80.2885 62.0497 30.9402 1063.74 120.303 85.0469 943.439 129.01 814.429 125.498 239.644 100.741 30.7544 22.4619
internal_count=3105361 74719 44163 3030642 1132776 758077 163019 27016 23883 1897866 331043 191852 139191 113819 25699 1566823 381247 240950 212979 27971 374699 257551 178042 96840 79509 81202 47601 78033 1185576 85441 62954 1100135 119584 980551 117148 136003 92867 30556 26982
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=838099 392 14685356 802 3 20 1573650 1573714 771 10 256 12 32 353 648 2
is_linear=0
shrinkage=0.1


Tree=93
num_leaves=40
num_cat=21
split_feature=1 2 1 7 2 8 8 3 2 2 1 3 2 1 1 3 1 8 3 3 2 8 8 2 7 1 3 2 3 3 7 7 7 3 7 1 3 7 7
split_gain=0.273216 1.64611 1.82108 2.37502 1.47344 1.95507 1.757 2.67079 1.71253 1.41218 1.3437 1.13138 1.05844 1.03022 1.01305 1.00599 1.38526 0.975811 0.87936 1.10022 1.6014 0.870803 0.843181 0.840167 0.825536 0.767443 0.638908 0.633108 0.615607 1.44263 1.36953 0.985868 0.581354 0.739925 0.579615 0.560951 0.446576 0.534 0.525309
threshold=0 1 2 3.5000000000000004 3 4 5 2.5000000000000004 6 7 8 11.500000000000002 9 10 11 1.0000000180025095e-35 12 13 6.5000000000000009 3.5000000000000004 14 15 16 17 5.5000000000000009 18 35.500000000000007 19 3.5000000000000004 11.500000000000002 1.0000000180025095e-35 4.5000000000000009 1.0000000180025095e-35 1.5000000000000002 8.5000000000000018 20 3.5000000000000004 1.5000000000000002 5.5000000000000009
decision_type=9 1 9 2 1 1 1 2 1 1 9 2 1 9 9 2 9 1 2 2 1 1 1 1 2 9 2 1 2 2 2 2 2 2 2 9 2 2 2
left_child=1 2 11 17 6 13 7 25 -7 24 -9 -1 -12 26 18 -11 -17 -4 19 20 21 -3 -22 -21 -8 -2 36 -20 31 30 -30 -15 33 -16 -27 -33 37 -6 -38
right_child=4 14 3 -5 5 8 9 10 -10 15 12 -13 -14 28 32 16 -18 -19 27 23 22 -23 -24 -25 -26 34 -28 -29 29 -31 -32 35 -34 -35 -36 -37 38 -39 -40
leaf_value=0 0 0.011482472906382631 0 0.0049541455484158007 0.0081404760243189156 0.0033983393779106665 0.017443941456094399 0.006088255917614924 -0.012045564598989842 0.005303752887195548 0.0017018808475631681 0.017020354154993839 -0.016730507115071399 0 0.001525499627611913 0.0052943872187747806 -0.013703512395311422 -0.015329765720926793 0 0 0.00052705045617012787 -0.0017693227684683133 -0.013867059857617686 0.017088209522390169 0 -0.019422605511198555 -0.00013875660759689033 -0.013873569748706649 0 0.0060803420787074007 -0.019131005838989603 0.01715917590206012 0.0023975563799863899 0.016345933842337172 0 0 0.017531766505453968 0 0
leaf_weight=151.79756008433469 5.3684059665974928 62.185212124943064 23.444121084896324 52.665967598288262 78.099560534570628 62.443305650172988 47.409654510904147 110.37281608181002 132.51426059327059 30.755254130058347 8.1617790768214036 17.516707955481252 29.555321784973785 348.94902477409505 125.22084264549994 8.4252819264966075 77.940100780957437 185.45873851409851 36.421159182369593 13.527068217743363 12.708923662932646 24.109540640942214 69.039739178209857 29.952033926834702 4.3112569914228507 167.13513423579207 4.907180477763176 32.919273215971771 27.503310978441732 27.357747484573338 48.997254415429779 23.990927015525813 384.78139283297969 101.82814636550029 2.7286756060784674 11.651902261226494 95.464612400355691 78.81709800734734 5.0924998037080504
leaf_count=203407 18287 84575 15762 35206 104731 76071 62689 103986 177806 64419 11317 7323 33592 468724 112192 16308 87165 139167 14551 13313 20128 35977 118997 26576 4807 314562 2469 20296 24208 27953 53748 32490 318221 48533 4322 32647 67761 97959 3101
internal_value=0 0.00133614 -0.00319603 -0.00830312 -0.000562921 0.00151426 -0.00493216 -0.00909745 -0.00608576 0.00182239 0 0.00333951 -0.0100587 0.004075 0.00388862 -0.002785 -0.00910762 -0.0134511 -0.000184561 0.00213485 -0.000628003 0.00601694 -0.00972726 0.0127925 0.012191 -0.016757 0.00881128 -0.0088064 0.000488742 -0.00466384 -0.0119534 0.00285237 0.00611525 0.0104713 -0.01764 0.0141976 0.0103286 0.00312338 0.015973
internal_weight=0 1323.58 430.883 261.569 1437.95 945.789 492.164 323.322 194.958 168.842 148.09 169.314 37.7171 750.831 892.693 117.121 86.3654 208.903 280.863 211.523 168.043 86.2948 81.7487 43.4791 51.7209 175.232 262.381 69.3404 488.45 103.858 76.5006 384.592 611.83 227.049 169.864 35.6428 257.474 156.917 100.557
internal_count=3105346 1214224 400865 190135 1891122 1169668 721454 486066 253877 235388 148895 210730 44909 915791 813359 167892 103473 154929 334413 299566 259677 120552 139125 39889 67496 337171 276021 34847 639770 105909 77956 533861 478946 160725 318884 65137 273552 202690 70862
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=6593700 650 2097188 308 5 1 640 32 850 16 9962000 2097184 90112 4 273 1 12 257 1056769 68 74
is_linear=0
shrinkage=0.1


Tree=94
num_leaves=40
num_cat=25
split_feature=4 2 1 7 1 7 1 3 1 2 2 1 1 2 3 0 3 1 3 1 1 8 1 7 2 1 2 2 7 7 7 1 2 8 7 8 7 7 3
split_gain=0.294485 0.294781 0.863821 0.292167 0.270105 0.359236 0.99161 0.584814 0.950189 0.893327 0.323787 0.372789 0.276419 0.264846 0.245736 0.236 0.628393 0.691116 0.588734 1.36716 1.22461 0.946165 1.14926 0.562055 0.455976 0.604251 0.413283 0.409166 0.623455 0.401843 0.5098 0.390025 0.596656 0.287608 0.233479 0.214879 0.209866 0.191568 0.263927
threshold=0 1 2 3.5000000000000004 3 2.5000000000000004 4 3.5000000000000004 5 6 7 8 9 10 8.5000000000000018 11 27.500000000000004 12 1.0000000180025095e-35 13 14 15 16 1.5000000000000002 17 18 19 20 2.5000000000000004 1.5000000000000002 7.5000000000000009 21 22 23 1.5000000000000002 24 5.5000000000000009 4.5000000000000009 8.5000000000000018
decision_type=1 1 9 2 9 2 9 2 9 1 1 9 9 1 2 1 2 9 2 9 9 1 9 2 1 9 1 1 2 2 2 9 1 1 2 1 2 2 2
left_child=15 2 3 -2 10 7 13 8 -6 -9 12 -12 35 -7 -15 16 18 -18 20 29 26 23 -23 -21 -22 -26 -1 28 -17 33 -31 32 -29 -20 -34 -3 -13 38 -14
right_child=1 4 -4 -5 5 6 -8 9 -10 -11 11 36 37 14 -16 27 17 -19 19 21 24 22 -24 -25 25 -27 -28 31 -30 30 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.019953128233203624 0.007949241647454381 0 0 0 0 -0.0045286303000217068 0.011420970689905002 -0.014679858704312232 -0.0056635023604366787 0 0.011579531380873568 -0.011131846586908961 0.021040708919785354 0 0.017762732093100232 0 -0.016282813371025131 0.0056776330664979734 0.002100700092420792 -0.00718077996041521 0.0050727731525410241 -0.010554667992427198 0.012609794927310222 0.0075131426455990226 -0.00045999432704966597 -0.016314600789063338 0.011356278638817467 0 -0.01283925090481222 0 -6.0602320198351408e-05 0.0029104444232153108 -0.0033581465626530598 -0.0057910459737368818 0 0 0 0
leaf_weight=21.491574562265669 24.005201233841948 4.4602254666242516 20.673090096286614 0.69170695038337626 43.780653602065286 1.5076578839943977 16.549153361876961 15.618924425725707 47.865671699306404 12.984462712367533 29.459338884291355 66.71815697789134 27.363304990445616 13.781232301109409 0.54924790837685655 8.9820510130375606 8.097914093094003 14.880536135489821 13.906323826027801 248.60492547336253 37.566601947026356 36.06013640765741 51.629833760187466 116.36448127719905 76.217125220686285 237.85336044149881 46.033420754150939 39.765412506851135 4.7450797809578953 60.611720393575524 1.9026566244938283 1274.325746825838 14.668551831637158 60.946144787438243 28.337411714019254 21.592242839324175 1.8477579551254155 2.8232941000896963 2.7958475318009723
leaf_count=96854 8096 5020 9549 831 74383 2289 30496 15259 84142 14230 44073 81122 43829 33661 707 1143 4555 19851 23317 400753 109948 65820 100522 257192 132956 338031 178422 31591 884 82828 4089 641929 10568 81775 26849 34730 4431 5192 3496
internal_value=0 0.0029375 0.00855033 0.0155816 0.000289379 -0.00143732 0.00255156 -0.00489895 -0.00880594 0.0005997 0.00344096 0.00642391 0 0.0128098 0.0159431 0 -0.0011656 -0.0120082 -0.000290501 0.00139124 -0.00326049 0.00436327 -0.00220289 0.00674345 0 0.00125779 -0.0125817 0.000809047 0.00958501 -0.00556475 -0.0103127 0.000227871 0.00568544 0 0 0.0029134 0.00953414 -0.00549479 -0.00861903
internal_weight=0 355.067 45.37 24.6969 309.697 152.637 32.3873 120.25 91.6463 28.6034 157.06 98.0253 59.0349 15.8381 14.3305 2402.99 1032.17 22.9785 1009.19 590.026 419.162 452.659 87.69 364.969 351.637 314.07 67.525 1370.82 13.7271 137.367 62.5144 1357.1 82.7714 74.8525 43.006 26.0525 68.5659 32.9824 30.1592
internal_count=3105413 495536 18476 8927 477060 255167 67153 188014 158525 29489 221893 129626 92267 36657 34368 2609877 1896913 24406 1872507 1016296 856211 824287 166342 657945 580935 470987 275276 712964 2027 192009 86917 710937 69008 105092 37417 39750 85553 52517 47325
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 7 10755040 8985998 1048672 6554128 680 160 69896 70024 520 1 8912896 5038213 14760736 5 68904 224 1867920 148 1 4476933 116 10 12
is_linear=0
shrinkage=0.1


Tree=95
num_leaves=40
num_cat=24
split_feature=4 3 2 1 8 2 2 3 3 8 3 2 3 1 3 3 0 3 1 6 1 2 7 2 1 1 8 3 2 7 1 2 7 7 7 3 8 1 2
split_gain=0.268295 0.276291 0.644349 0.250764 1.30699 1.19514 0.779391 1.45583 0.775175 0.988063 0.575182 0.407358 0.424504 0.367994 0.265146 0.295537 0.234616 0.603537 0.673081 0.546988 1.71478 0.640988 0.707567 0.628072 2.72634 1.05281 0.625039 0.429344 0.381041 0.601579 0.367429 0.526813 0.347837 0.319189 0.289477 0.164477 0.159341 1.79358 1.55596
threshold=0 14.500000000000002 1 2 3 4 5 4.5000000000000009 3.5000000000000004 6 4.5000000000000009 7 5.5000000000000009 8 1.5000000000000002 3.5000000000000004 9 27.500000000000004 10 11 12 13 3.5000000000000004 14 15 16 17 1.5000000000000002 18 2.5000000000000004 19 20 1.0000000180025095e-35 5.5000000000000009 2.5000000000000004 70.500000000000014 21 22 23
decision_type=1 2 1 9 1 1 1 2 2 1 2 1 2 9 2 2 1 2 9 1 9 1 2 1 9 9 1 2 1 2 9 1 2 2 2 2 1 9 1
left_child=16 3 -3 5 11 8 10 -8 9 -2 -6 14 -13 -7 -5 -16 17 19 -19 23 21 -21 -23 25 33 27 -27 -1 29 -18 31 35 -26 -25 -33 -30 -32 38 -38
right_child=1 2 -4 4 6 13 7 -9 -10 -11 -12 12 -14 -15 15 -17 28 18 -20 20 -22 22 -24 24 32 26 -28 -29 30 -31 36 34 -34 -35 -36 -37 37 -39 -40
leaf_value=0.0038393834064324762 -0.00089819682844245036 0.015909740808955471 0 0 -0.0068362037882340092 0 0.027295215581458938 0 -0.002725748957422368 0.014865082079292213 0.0093608515117611021 -0.011192054019073484 0 -0.011736797405302729 0.011273118444436184 0 0.017280012183696368 0 -0.016068647024953791 0.009213532487539049 -0.016621579454729578 -0.013703859574742511 0.0019940623429574754 0.012489260952686876 0 -0.010359018598350003 0 -0.0020579832391826479 0.01166079933688214 0 0.00049806390527220429 0.0013509885882424884 -0.0082551220647584158 0 -0.0082496614331428134 0 0.013896363489926004 -0.0058632062521382601 -0.0034740581765728795
leaf_weight=243.08761779249107 16.485285199567443 7.3663164399331436 6.5637276091438235 32.957065948532545 27.936871048805187 22.910844822094077 28.104077404495911 5.3399920193332937 15.208312535702133 52.227457755347132 4.7411564810026894 43.139258719354984 7.0553868666029294 59.552187181223417 14.919867923294079 11.112663088148109 9.1396475886576791 8.1326822529881593 14.742577137803893 35.07677184572367 40.352934848987388 10.557459224435663 7.256222075677214 183.30171764148145 88.769302519154735 130.18113099178299 56.303861469412368 132.75081324057101 58.480450571965775 4.7450797809578953 841.22044525812089 12.396744271987702 76.774932674949014 5.0129233924089922 11.397612815388127 0.69190159207209845 73.96972363977693 322.47931002105179 36.546463326783851
leaf_count=240414 22933 2825 6253 64182 43599 28501 36080 3759 16340 82090 5047 72660 5076 73995 20211 11613 1143 4486 19747 110031 213090 61089 25985 429983 217079 194171 77421 93322 49934 884 412878 8139 199080 11816 10267 351 42584 165797 20602
internal_value=0 0.00278722 0.0112358 0.000756597 0.00346706 -0.000800737 0.0120545 0.0183829 0.00481764 0.0103354 0 -0.00156031 -0.0069618 -0.00867418 0.000961145 0.00700967 0 -0.00117602 -0.0118332 -0.000311329 -0.0066971 0.00226309 -0.00313944 0.000213246 0.00355654 -0.00149256 -0.00711992 0.000994496 0.000791161 0.00925829 0.000221581 0.00551481 -0.00419272 0.0112238 0 0.00970409 -5.21596e-05 -0.00170711 0.00676231
internal_weight=0 355.62 13.93 341.69 175.306 166.384 66.1221 33.4441 83.9211 68.7127 32.678 109.184 50.1946 82.463 58.9896 26.0325 2403.37 1032.3 22.8753 1009.43 93.2434 52.8905 17.8137 916.182 353.859 562.323 186.485 375.838 1371.07 13.8847 1357.18 82.9667 165.544 188.315 23.7944 59.1724 1274.22 432.995 110.516
internal_count=3105457 495164 9078 486086 262227 223859 88485 39839 121363 105023 48646 173742 77736 102496 96006 31824 2610293 1897714 24233 1873481 410195 197105 87074 1463286 857958 605328 271592 333736 712579 2027 710552 68691 416159 441799 18406 50285 641861 228983 63186
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 44 5514835 1 209 209 2 850 8194 1 8912896 2 48216 331 547 9768354 20467932 1 1 4476933 244 1 1581714 232
is_linear=0
shrinkage=0.1


Tree=96
num_leaves=40
num_cat=26
split_feature=4 2 1 7 0 3 1 3 1 3 2 1 3 2 2 1 2 1 2 2 3 7 3 1 8 3 7 3 1 1 1 8 1 3 8 8 7 2 2
split_gain=0.24685 0.277926 0.808566 0.274307 0.247012 0.534541 0.656333 0.562705 1.16305 1.35486 1.11747 1.0367 0.703848 3.52628 1.45902 0.623739 0.445535 0.543248 0.412298 0.359105 0.823083 1.58058 0.434183 0.92392 0.828103 0.64487 0.617369 0.510958 1.34351 0.407056 0.402645 0.463006 0.214984 0.426821 0.340381 0.282411 0.142459 0.137583 0.129537
threshold=0 1 2 3.5000000000000004 3 27.500000000000004 4 1.0000000180025095e-35 5 5.5000000000000009 6 7 5.5000000000000009 8 9 10 11 12 13 14 4.5000000000000009 1.5000000000000002 32.500000000000007 15 16 12.500000000000002 5.5000000000000009 10.500000000000002 17 18 19 20 21 1.5000000000000002 22 23 11.500000000000002 24 25
decision_type=1 1 9 2 1 2 9 2 9 2 1 9 2 1 1 9 1 9 1 1 2 2 2 9 1 2 2 2 9 9 9 1 9 2 1 1 2 1 1
left_child=4 2 3 -2 5 7 -7 11 12 15 -11 18 14 -14 -9 -10 -13 -18 -1 20 21 -6 25 24 26 27 -24 29 -29 -21 38 -32 33 34 -3 -35 -36 -26 -27
right_child=1 32 -4 -5 19 6 -8 8 9 10 -12 16 13 -15 -16 -17 17 -19 -20 22 -22 -23 23 -25 37 30 -28 28 -30 -31 31 -33 -34 35 36 -37 -38 -39 -40
leaf_value=0 0.018966939030037443 0.0041411964685563532 0 0 0.02505271301504185 0 -0.0156743320684005 0.0089888262539694879 0.0062064133708983728 0 -0.018685810998529121 -0.0072615409683051361 -0.0063199376950518749 0.022481473165445097 -0.0051761781228163318 -0.0024968933357958556 0.007779330586017633 -0.00028312551999545236 -0.015665392641784567 0.0032033863694828271 0 0 0.021972160082769816 -0.0032352882948637994 0.00034682412627456467 0.0051919773801084104 0 0.015519487771397111 -0.0046712941206697193 -0.0011504848319004435 0 -0.012534019376521047 -0.00072761141252161471 0.011290627632247857 -0.0083283196354702431 0 0 -0.0053235966659762575 -0.00064070107288087237
leaf_weight=21.385387107546194 24.44444873365865 17.600742856026045 20.687355689602555 0.6869173879531435 16.285376149957305 8.1232459301900217 14.488591223940604 91.188992755247455 102.92686855902866 49.910008590741199 36.15110227742116 37.634141532364083 32.535584107004979 59.396522227099922 110.53972024042559 108.48573279981429 55.519789160294749 259.42060869504985 45.371222357150145 234.72064119621064 9.7814692774263658 13.627031406183958 37.185173232253874 10.532771850208517 5.7873845833528321 7.3229957255825866 1.3348529037612014 33.197525343915913 8.0814636039431189 905.48515408360981 9.8830363999004476 61.893937137268949 216.67333717362635 32.737365000080899 31.069135712765277 12.240930566695168 0.05937672921572712 8.3517326780129206 7.9902732798655052
leaf_count=96439 8093 25494 9541 825 3643 4347 19411 219984 145104 36430 61359 110229 58885 107142 198448 191067 87505 383033 178286 175827 964 4975 4850 3429 1080 1078 461 6834 1489 485660 3407 15700 346846 32661 59620 11558 196 1842 1456
internal_value=0 0.00263232 0.00797071 0.0147952 0 -0.001247 -0.0113885 -0.000409895 0.00121544 -0.00243344 -0.0115244 -0.00329698 0.005623 0.0121064 0.000431602 0.000896019 0 0.00100948 -0.0119524 0.000763538 0.00741754 0.0148684 0.000130442 0.00682917 0.0118705 -0.000121277 0.017084 0.000333191 0.00857736 0 -0.00735453 -0.00962717 9.29425e-05 0.00388403 0 0.00927376 -0.00582808 0 0
internal_weight=0 356.2 45.8187 25.1314 2404.54 1033.08 22.6118 1010.47 591.135 297.474 86.0611 419.331 293.661 91.9321 201.729 211.413 352.575 314.94 66.7566 1371.46 39.6939 29.9124 1331.77 63.1919 52.6591 1268.58 38.52 1181.48 41.279 1140.21 87.0902 71.777 310.381 93.7076 48.7293 44.9783 31.1285 14.1391 15.3133
internal_count=3105198 494834 18459 8918 2610364 1897669 23758 1873911 1018419 433960 97789 855492 584459 166027 418432 336171 580767 470538 274725 712695 9582 8618 703113 11662 8233 691451 5311 669810 8323 661487 21641 19107 476375 129529 85310 44219 59816 2922 2534
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 7 10755040 1 8912896 11542314 74 14760736 564 244 65604 224 1867904 148 3 2112692 3 1314422 13914885 2097420 2 8983948 6 5 144 88
is_linear=0
shrinkage=0.1


Tree=97
num_leaves=40
num_cat=17
split_feature=7 2 1 1 1 2 8 7 3 3 8 2 2 3 2 3 7 3 2 2 3 3 3 2 1 7 3 3 3 1 2 3 8 3 3 3 3 3 7
split_gain=0.254758 0.977984 0.814176 0.709576 0.379615 0.571867 1.28947 0.890564 2.01521 2.472 1.62958 2.04602 1.07136 1.0316 1.00725 0.716101 0.978446 0.630209 0.503832 0.470418 0.45421 0.556791 1.442 0.3697 2.06832 1.74193 1.18386 0.739266 0.830095 0.569211 0.73169 0.696024 1.01386 0.627941 0.41551 0.340923 0.319088 1.04898 0.566455
threshold=7.5000000000000009 0 1 2 3 4 5 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 6 7 8 3.5000000000000004 9 95.500000000000014 4.5000000000000009 1.0000000180025095e-35 10 11 3.5000000000000004 9.5000000000000018 27.500000000000004 12 13 1.5000000000000002 14.500000000000002 5.5000000000000009 18.500000000000004 14 15 6.5000000000000009 16 13.500000000000002 9.5000000000000018 18.500000000000004 9.5000000000000018 20.500000000000004 1.5000000000000002
decision_type=2 1 9 9 9 1 1 2 2 2 1 1 1 2 1 2 2 2 1 1 2 2 2 1 9 2 2 2 2 9 1 2 1 2 2 2 2 2 2
left_child=4 2 35 -3 5 6 15 13 9 14 -10 -12 -11 19 -9 16 17 -1 -15 -7 -8 -22 -23 24 26 27 -6 -26 -29 36 -31 32 -32 -33 -27 -2 -25 38 -38
right_child=1 3 -4 -5 23 7 20 8 10 12 11 -13 -14 18 -16 -17 -18 -19 -20 -21 21 22 -24 29 25 34 -28 28 -30 30 31 33 -34 -35 -36 -37 37 -39 -40
leaf_value=0 0.023520219772619935 0.0031665961357542198 0 -0.011140555564215421 -0.019421264463988536 0.00434023054076865 0.001641265762658127 0.0015342605916131707 0.0060912182569905935 0 0 -0.020274791491809198 0.020802302791445796 0.016270418988508003 -0.010545291745071473 0 0 -0.025162188336486809 0 -0.0051415536789427702 0.013056760753582886 -0.0058982392190360822 0.013144891786637213 0 0.015420028681886511 -0.013264460303041568 0 -0.0098616550988079778 0.0095503485852116935 0.00030588855766981835 0 0.0091394160224951577 -0.015368104315071688 -0.0066696977439783317 0 0 0 -0.0031007245412955158 0.01710114233635272
leaf_weight=4.1154076960447226 23.37705762926635 13.293214091158005 13.189681316318454 16.233166614860242 74.089738440861765 41.365047483814124 384.05835471092814 88.837968537118286 7.1107844250363996 8.8926057089847745 44.93818546726834 111.1879529511134 38.572956540730956 31.232295442838222 67.210613648385333 0.36928143001568869 1.5213537581148546 16.684691725917219 30.914797448567697 79.969466639347957 115.22070960154088 66.250071814152761 34.075893813380389 944.7999171941301 56.555960223355214 23.001162853170175 13.63773684982152 18.68509764526971 9.0993441901373426 98.477503938129303 30.576984956591332 21.244307173736161 88.678738134642117 14.937311444838995 7.4735452127060844 0.66981788743578263 50.257396059969324 35.356976000635768 35.990337676383206
leaf_count=5894 23733 16349 13950 21544 129483 50850 447253 111337 4593 9728 29619 93946 37514 20744 101819 170 1097 11766 12957 85688 74490 26711 7400 1100073 88330 73981 8448 21369 3626 140649 48811 16452 164308 11451 3824 338 43863 22231 18799
internal_value=0 0.00526028 0.0125162 -0.00226836 0 0.00136082 0.00343297 -0.000548265 -0.00375134 0.00175678 -0.0113777 -0.0142028 0.0173384 0.00405068 -0.00340178 -0.00919782 -0.0160459 -0.021396 0.012246 0 0.00492532 0.00884018 0 -0.000996117 -0.00465051 0.00238236 -0.0140672 0.0107398 0 -9.47175e-05 -0.00417686 -0.00803327 -0.0116486 0 -0.0092463 0.0185509 0.000721975 0.0049886 0.0108299
internal_weight=0 66.7629 37.2366 29.5264 2695.39 1172.53 622.296 550.233 366.751 203.514 163.237 156.126 47.4656 183.482 156.049 22.6907 22.3215 20.8001 62.1471 121.335 599.605 215.547 100.326 1522.86 202.543 114.815 87.7275 84.3404 27.7844 1320.32 253.915 155.437 119.256 36.1816 30.4747 24.0469 1066.4 121.605 86.2477
internal_count=3105188 75914 38021 37893 3029274 1133576 574781 558795 388556 260398 128158 123565 47242 170239 213156 18927 18757 17660 33701 136538 555854 108601 34111 1895698 329061 191130 137931 113325 24995 1566637 381671 241022 213119 27903 77805 24071 1184966 84893 62662
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=118 2903490 33521 14685356 157 8 8 32 32 288 832 34 20 1573650 1573714 771 10
is_linear=0
shrinkage=0.1


Tree=98
num_leaves=40
num_cat=24
split_feature=4 3 2 0 3 1 3 1 3 1 2 2 3 2 2 2 1 1 2 7 1 2 1 8 2 3 8 2 3 3 2 3 1 3 3 7 7 1 3
split_gain=0.23829 0.262262 0.629671 0.25938 0.473671 0.642374 0.480415 1.00565 1.28047 0.978856 0.976201 0.724622 0.690487 3.03073 1.2298 0.649875 0.562274 0.505206 0.318044 0.557462 0.302187 0.486283 0.23169 1.09657 1.06152 0.695303 0.908303 0.68904 1.33851 0.561823 0.363979 0.382538 0.354406 0.222086 0.279007 0.202526 0.189159 0.15832 0.1495
threshold=0 14.500000000000002 1 2 27.500000000000004 3 1.0000000180025095e-35 4 5.5000000000000009 5 6 7 5.5000000000000009 8 9 10 11 12 13 2.5000000000000004 14 15 16 17 18 3.5000000000000004 19 20 4.5000000000000009 4.5000000000000009 21 5.5000000000000009 22 1.5000000000000002 3.5000000000000004 1.5000000000000002 4.5000000000000009 23 70.500000000000014
decision_type=1 2 1 1 2 9 2 9 2 9 1 1 2 1 1 1 9 9 1 2 9 1 9 1 1 2 1 1 2 2 1 2 9 2 2 2 2 9 2
left_child=3 22 -3 4 6 -6 9 12 17 11 -10 -1 14 -14 -8 36 -17 -9 19 -5 21 38 24 30 25 26 -2 29 -29 -25 33 -32 -26 -24 -35 -23 -11 -28 -20
right_child=1 2 -4 18 5 -7 7 8 10 15 -12 -13 13 -15 -16 16 -18 -19 20 -21 -22 35 23 27 32 -27 37 28 -30 -31 31 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0 -0.00082319018107184817 0.015458547619510871 0 0.016255858726598651 0 -0.015281629931566888 0.0080506320555343951 0.0056434551233755974 0 -0.010586414119638333 -0.017955900419715735 -0.017697661792013455 -0.0056248551646797809 0.020904693663925795 -0.0049780895989740672 0.0069990010093711171 -0.00045209654053656806 -0.0020884119637795927 0.012472048823942056 0 0 0.0026590007794488266 0 -0.0068061033900205375 0 -0.0025977680263254608 0.016906891004239234 0.025421469954310168 0 0.0091844331553761743 -0.010547372648664635 0 -0.011346203944742944 0.010649662198416947 0 -0.0054225266534671593 0 0 0
leaf_weight=16.20769165733418 16.442560135314125 7.5457824149198132 6.5851072804944106 9.4777304949238879 8.1016334134110348 14.23759196525498 92.327696612050204 103.68602951715729 50.175396529812133 46.047044226830621 35.476960068393964 34.115060077511771 32.002365641863435 60.684634751582053 110.22705984060485 86.119144753723958 230.80015447603455 107.86746213990955 40.073409768010606 4.7527086269983565 1273.1362232858664 14.777534362787263 32.606954549148213 27.918404445503256 22.88632180399145 15.148890018841483 36.939581277496472 28.970146488616592 5.3605849461600874 4.7971196110302108 42.612254460385884 7.1253098246816071 59.114038922634791 15.172424190823223 11.161394050766829 28.110556904939585 5.2930880922394854 15.985994105853022 0.58587739837821473
leaf_count=87232 22849 2825 6253 1143 4351 19169 221739 146177 36655 146245 60303 151585 57974 108595 197752 149130 307570 190991 31400 884 641761 10565 63997 43651 28517 16316 54372 36526 3761 5044 72156 5078 73781 20336 11617 26515 12486 27719 269
internal_value=0 0.00258362 0.0107133 0 -0.00127624 -0.0109209 -0.000466385 0.000997852 -0.00236101 -0.00313573 -0.0112252 -0.0125382 0.00512244 0.0114093 7.51558e-05 0 0.00128959 0.000836574 0.000784331 0.00854719 0.000240042 0.00501152 0.000605659 0.00326434 -0.000865523 0.00431425 0.00960554 0.0110846 0.016967 0 -0.00122656 -0.00648904 -0.00832738 0.00101018 0.0064356 0 -0.00804055 0.0139999 0.0101067
internal_weight=0 356.373 14.1309 2404.28 1033.37 22.3392 1011.03 592.448 297.206 418.582 85.6524 50.3228 295.242 92.687 202.555 368.259 316.919 211.553 1370.91 14.2304 1356.68 83.5474 342.242 175.725 166.517 84.517 69.3681 67.0463 34.3307 32.7155 108.678 49.7376 82.0004 58.9408 26.3338 42.8881 51.3401 52.9256 40.6593
internal_count=3105289 494798 9078 2610491 1897954 23520 1874434 1020186 434126 854248 96958 238817 586060 166569 419491 615431 456700 337168 712537 2027 710510 68749 485720 262166 223554 121256 104940 88982 40287 48695 173184 77234 102298 95950 31953 37080 158731 82091 31669
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 44 1 8912896 11542314 12663584 74 84 564 244 240 3965072 65604 1 4476933 116 5514835 1 209 2 209 850 8194 1050192
is_linear=0
shrinkage=0.1


Tree=99
num_leaves=40
num_cat=21
split_feature=1 2 2 1 7 1 3 3 3 3 3 2 1 7 7 1 8 7 2 3 1 2 1 2 3 1 1 7 7 3 2 1 2 3 1 3 7 3 2
split_gain=0.218972 1.40025 1.21482 1.17469 0.748624 0.598571 0.598252 0.781949 0.556448 2.07237 0.54491 1.18791 0.652479 0.670924 0.478417 1.15404 1.12703 0.776072 1.44469 1.42488 1.49891 1.02979 0.90938 0.744875 1.11405 0.661318 0.628176 0.45411 0.432785 0.993941 0.982314 1.72934 0.647726 0.605577 0.487369 0.651718 0.421691 0.407178 0.365314
threshold=0 1 2 3 4.5000000000000009 4 13.500000000000002 1.0000000180025095e-35 6.5000000000000009 4.5000000000000009 1.0000000180025095e-35 5 6 1.5000000000000002 2.5000000000000004 7 8 1.0000000180025095e-35 9 2.5000000000000004 10 11 12 13 3.5000000000000004 14 15 6.5000000000000009 1.5000000000000002 13.500000000000002 16 17 18 21.500000000000004 19 26.500000000000004 7.5000000000000009 43.500000000000007 20
decision_type=9 1 1 9 2 9 2 2 2 2 2 1 9 2 2 9 1 2 1 2 9 1 9 1 2 9 9 2 2 2 1 9 1 2 9 2 2 2 1
left_child=1 3 5 27 -5 8 7 -7 9 -2 11 12 13 -3 17 16 -16 18 19 20 -4 25 -23 24 -18 -19 -21 -1 30 -30 31 -12 33 -31 -32 -36 -13 -25 -17
right_child=2 10 14 4 -6 6 -8 -9 -10 -11 28 36 -14 -15 15 38 23 21 -20 26 -22 22 -24 37 -26 -27 -28 -29 29 32 34 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.0035027750955732061 -0.0016815119182739049 0.0032595615567585696 0.021230454602578691 -0.01208881355378294 0 0 0 -0.014552507125593417 -0.0085733347025442937 0.022270299106516598 -0.0056389056294706731 -0.010192357453513353 0.0082464246926589272 -0.0095743128595841206 -0.0018247389685597023 0 0.0078156062386302745 0.0087676295510812959 -0.0016080414276082623 0.0048600408638458138 0 0 -0.013280319646794964 0.017486377799241528 -0.011433394904663951 -0.0021398688539276934 -0.0080118614242707005 -0.0074551643360759728 0.0094349142235464409 -0.0011528675122041685 0.0021903368626496711 0.011415091809562653 -0.010255046261670234 0.012828640927911878 -0.008229932476695118 0.0015605562702980199 0 0 -0.0081174042017299573
leaf_weight=176.43527347590862 112.24987826962388 58.859156554546644 62.230700440213695 144.39391805647392 23.698432864126517 46.866025439598161 16.786397935982677 123.05746320645994 29.86652468565444 13.32073833913091 34.136404734112148 96.809240262808089 110.5207007980498 32.906115501282329 37.339435234120174 19.292288422840102 53.411933160066837 47.272214208976948 259.98438611700112 34.248989757288655 39.435745701037376 94.001984357895708 101.65231072453844 110.46727438704693 16.245785397273721 54.293203736706346 30.540656971716089 7.8080838921669047 300.50193156749083 7.2560260375466923 64.486589491210907 150.36685239616781 18.829023731508642 10.429678841188432 150.34970126984263 25.914362684590742 3.8899548316912833 1.0961481630365586 40.479097134898439
leaf_count=224432 225325 33671 84030 103192 14003 82368 12524 143889 26572 17226 52304 175038 213378 21266 44909 33380 61815 57410 198313 34124 63401 162891 159885 113174 13936 49532 26771 9123 254451 2341 75433 106085 8514 2463 84981 4587 5278 441 102805
internal_value=0 0.00115063 -0.000539225 -0.00368828 -0.00907421 -0.00548482 -0.00885856 -0.0110914 0 0.00273555 0.0030981 0 0.00383273 -9.59353e-05 0.00100735 0.00435647 0.00784374 0 0.0022709 0.0088102 0.0153663 -0.00406493 -0.00803516 0.0111617 0 0.00186059 0 0.000629811 0.00451554 0.00733119 0.00128908 0.00648101 -0.00191819 0.00304593 -0.00202367 -0.00507254 -0.00768981 0.0154789 -0.00385726
internal_weight=0 1417.59 1344.14 352.336 168.092 342.147 186.71 169.923 155.437 125.571 1065.26 302.985 202.286 91.7653 1001.99 278.332 218.561 723.66 426.44 166.456 101.666 297.22 195.654 181.221 69.6577 101.565 64.7896 184.243 762.271 337.017 425.254 184.503 36.5147 17.6857 240.751 176.264 100.699 111.563 59.7714
internal_count=3105261 1390540 1714721 350750 117195 507904 238781 226257 269123 242551 1039790 448631 268315 54937 1206817 370460 234275 836357 406639 208326 147431 429718 322776 189366 75751 106942 60895 233555 591159 267769 323390 158389 13318 4804 165001 89568 180316 113615 136185
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=6593708 642 276 2099236 16867649 269 4201472 1573458 2 712 8913682 515 9462032 640 8405570 10043456 81 295048 37 266408 576
is_linear=0
shrinkage=0.1


Tree=100
num_leaves=40
num_cat=24
split_feature=4 0 6 1 8 3 2 7 2 1 1 3 3 1 2 1 2 2 3 3 2 3 7 3 1 8 7 3 1 8 3 1 3 3 2 1 7 2 1
split_gain=0.229793 0.275446 0.456043 1.53507 0.517748 0.790748 0.555178 0.471685 1.38882 3.69918 2.16766 2.12127 0.883339 2.35036 1.61291 1.3053 1.13575 0.89441 0.6716 0.660616 0.32413 0.747189 1.43947 0.308452 0.737096 0.485267 0.536729 0.475006 0.447109 0.633546 0.430957 1.24356 0.381507 0.271862 1.54204 0.545234 0.545663 0.525593 1.10083
threshold=0 1 2 3 4 1.5000000000000002 5 1.5000000000000002 6 7 8 2.5000000000000004 5.5000000000000009 9 10 11 12 13 3.5000000000000004 8.5000000000000018 14 4.5000000000000009 1.5000000000000002 34.500000000000007 15 16 5.5000000000000009 12.500000000000002 17 18 10.500000000000002 19 8.5000000000000018 5.5000000000000009 20 21 3.5000000000000004 22 23
decision_type=1 1 1 9 1 2 1 2 1 9 9 2 2 9 1 9 1 1 2 2 1 2 2 2 9 1 2 2 9 1 2 9 2 2 1 9 2 1 9
left_child=1 2 7 4 5 -4 -6 12 10 11 18 -10 15 14 -14 16 -1 -17 -9 -11 21 22 -3 27 25 -25 -27 30 -29 -30 32 -32 -22 37 35 -35 -37 -2 -39
right_child=33 20 3 -5 6 -7 -8 8 9 19 -12 -13 13 -15 -16 17 -18 -19 -20 -21 23 -23 -24 24 -26 26 -28 28 29 -31 31 -33 -34 34 -36 36 -38 38 -40
leaf_value=0.010895746943753819 0.0044872970860758586 0.023742699322212086 0 -0.016463701901557905 0.0017152652144071313 0.017769290938313118 -0.010881330563340619 0 0.033728491401155393 -0.01504755596990732 -0.012243008869697477 0 0.016433082634704766 -0.016103825029715812 -0.0051761557594501182 0.0034417111597365435 0 -0.0079575673924570413 0.014163562253256609 0 0.00031682954399811074 0 0 0 -0.00220886370975316 0.018637114546851796 0 0 0 -0.012765851048539213 0.014668038775273713 -0.0045461861744376499 -0.006717781508781745 0 -0.0027776977225631057 0.028783242202117854 0 0.0057480027399201212 -0.0079124699527796764
leaf_weight=103.27164902015102 148.36456648453895 16.767627617664406 23.518962406384162 40.200768942513605 6.2062583227016148 12.453256786599011 11.615602026373383 31.360891653268482 36.547648155146817 22.968227540151933 73.72031327811419 27.737263253635319 21.758991846683784 86.820666230276402 21.05858785554301 30.563608113701775 237.69166663731812 211.65584346216929 32.935329977815854 2.4949125944549442 1088.0372405800736 9.6760228062339575 13.546818741669993 5.1188202477060258 12.044440256751839 39.363219358347123 1.4026633850589849 21.776155772531638 9.9880523640022147 60.388321003149031 33.730866657715524 8.0216227826313098 52.050982104381546 4.812639769850648 27.79792934822035 18.784434209665058 0.8637290775513965 35.613015041031758 120.55717204590474
leaf_count=197726 225796 3643 98964 214162 13198 31850 55591 35371 80965 80287 119958 55360 36662 130572 28320 62534 270494 362369 17654 6631 647976 964 4980 1525 3452 5409 514 3980 3317 15106 6834 1489 13517 3009 28411 8310 672 50402 177434
internal_value=0 -7.64363e-05 -0.00139172 -0.00726309 0.00127743 0.00792666 -0.00315435 -0.000289531 0.00300368 0.0109447 -0.00194256 0.0217354 -0.00182447 -0.00841563 0.00481591 0 0.00380065 -0.00517225 0.00715722 -0.00835015 0.000710004 0.00701367 0.014087 9.79191e-05 0.00592994 0.0109027 0.0142528 -6.67774e-05 -0.00616668 -0.00908806 0.000302184 0.00784881 0 0.00247151 0.00785932 0.0176048 0.0220872 2.83014e-05 -0.0027312
internal_weight=0 2406.49 1034.58 93.9948 53.7941 35.9722 17.8219 940.586 227.765 89.7481 138.017 64.2849 712.821 129.638 42.8176 583.183 340.963 242.219 64.2962 25.4631 1371.91 39.9905 30.3144 1331.92 57.9291 45.8847 40.7659 1273.99 92.1525 70.3764 1181.84 41.7525 1140.09 356.793 52.2587 24.4608 19.6482 304.535 156.17
internal_count=3105408 2611374 1898668 413765 199603 130814 68789 1484903 396226 223243 172983 136325 1088677 195554 64982 893123 468220 424903 53025 86918 712706 9587 8623 703119 10900 7448 5923 692219 22403 18423 669816 8323 661493 494034 40402 11991 8982 453632 227836
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 1 2 113752 1 1 195 3671514 9177636 30678152 362 2704356 278 132 3 2374820 8 2097436 2 1314422 556 8734988 339 72064
is_linear=0
shrinkage=0.1


Tree=101
num_leaves=40
num_cat=22
split_feature=4 3 2 1 0 3 1 3 1 1 2 6 7 2 3 2 2 7 2 1 1 2 3 3 3 1 7 1 7 8 3 3 7 2 8 2 3 3 7
split_gain=0.204499 0.243546 0.594029 0.255311 0.2182 0.442859 0.624479 0.446018 1.89115 0.845932 1.54771 1.21959 0.739343 1.4697 1.17316 0.628846 0.484258 0.346235 0.297855 2.73256 0.694733 0.826802 1.20894 0.774091 0.559021 0.549882 0.463601 1.60441 1.22193 0.786144 2.98685 1.82457 0.397442 0.380964 0.305945 0.249274 0.242106 0.217535 0.206659
threshold=0 14.500000000000002 1 2 3 27.500000000000004 4 11.500000000000002 5 6 7 8 1.5000000000000002 9 2.5000000000000004 10 11 2.5000000000000004 12 13 14 15 4.5000000000000009 1.0000000180025095e-35 13.500000000000002 16 3.5000000000000004 17 9.5000000000000018 18 2.5000000000000004 5.5000000000000009 1.5000000000000002 19 20 21 120.50000000000001 54.500000000000007 8.5000000000000018
decision_type=1 2 1 9 1 2 9 2 9 9 1 1 2 1 2 1 1 2 1 9 9 1 2 2 2 9 2 9 2 1 2 2 2 1 1 1 2 2 2
left_child=4 -2 3 -3 5 7 -7 9 15 10 11 -1 13 -11 -14 -9 -10 -12 19 34 21 22 35 -23 25 32 29 33 -29 31 -31 -22 -21 -28 37 -20 -24 38 -6
right_child=1 2 -4 -5 18 6 -8 8 16 12 17 -13 14 -15 -16 -17 -18 -19 20 24 26 23 36 -25 -26 -27 27 28 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.01340185667670821 0.00043811395887733291 0 0 0.018006352585219362 0.027394465038181173 0 -0.014946469048087579 0 0 0.0056740947606675283 -0.003296361292579709 -0.0028953929954774601 -0.016647275445776266 -0.0091364799353671252 0 0.021333522900720721 -0.010898349345283805 0.0020053919224230048 0.0077864975747421713 0.0097659522915676134 -0.0010027568101603208 0 -0.016437201047737129 0.013845572898892086 -0.012641047790135577 -0.007602419372303282 0.0041281273083783416 -0.016638777598785497 0.0018621741026886443 0.0074906294635430186 -0.017172796557596712 0.0098974910287854337 0 -0.0031977175228607006 0 0 0 0 0
leaf_weight=117.23789430422585 342.85942867350241 1.4718922397587446 4.7001932082348494 8.2075371751707262 32.310781965366914 8.1048246107166033 14.026119635222132 5.9448274743772345 34.481936026088079 108.3765620950453 419.9120770440386 15.310817658196354 76.699034770909748 78.83751865782142 42.220519452690496 25.890443144824534 13.842665845455484 71.868314235702201 27.687945024459623 39.792090129994904 456.53341251517122 26.618130066068261 17.806240587247888 90.824008495663293 15.391235066374064 12.985609863550051 132.4579089210747 97.786898165970342 5.3307395342126247 47.112387711604242 76.711185977022978 175.048034831736 29.450544289604295 51.616795539390296 9.6641654143750184 26.546113918870105 0.24263520643580605 0.36151363782118906 0.3354193169507188
leaf_count=267090 484982 975 5101 2999 7523 4179 18844 10840 16033 198903 504153 61849 307150 225506 58752 44444 23073 157485 24047 8050 272321 25617 10120 54753 1399 7271 72004 65796 4269 32111 24159 43916 10105 25257 3155 20588 111 52 184
internal_value=0 0.00235118 0.0100748 0.0144998 -3.51064e-05 -0.00122287 -0.0105701 -0.000431068 0.00510033 -0.00136437 0.000396312 0.008937 -0.00541326 0 -0.0109446 0.016852 -0.00394809 -0.00184058 0.000651722 0.00445254 0 0.00507626 -0.000371732 0.00957738 -0.00334766 0 -0.00097431 -0.00422918 -0.0123006 0 -0.00582889 0.00184875 0.00472259 0.00053091 0.0189116 0.00437344 -0.0147794 0.0224193 0.0267105
internal_weight=0 357.239 14.3796 9.67943 2405.37 1032.75 22.1309 1010.62 80.1599 930.463 624.329 132.549 306.134 187.214 118.92 31.8353 48.3246 491.78 1372.61 140.291 1232.32 189.725 72.2829 117.442 97.6195 82.2282 1042.6 287.192 103.118 755.405 123.824 631.581 69.2426 184.075 42.6719 54.2341 18.0489 33.0077 32.6462
internal_count=3105166 494057 9075 3974 2611109 1898301 23023 1875278 94390 1780888 990577 328939 790311 424409 365902 55284 39106 661638 712808 37739 675069 135236 54866 80370 26825 25426 539833 167326 70065 372507 56270 316237 18155 97261 10914 44635 10231 7759 7707
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 60 289048 1 8912896 3164458 8684786 284 2 707 776 67 11 2621790 13922949 320 1068032 68664 3 448 5 64
is_linear=0
shrinkage=0.1


Tree=102
num_leaves=40
num_cat=24
split_feature=4 2 1 7 1 3 0 3 1 3 1 3 2 1 2 7 3 2 1 2 1 2 7 1 2 1 8 2 8 3 7 3 2 8 7 3 7 7 1
split_gain=0.192747 0.247201 0.711046 0.255619 0.208256 0.834953 0.185385 0.394382 0.60862 0.386206 0.916916 1.05803 1.04142 0.868306 0.66636 1.10486 0.544077 0.415218 0.408117 0.324297 0.72355 0.278764 0.49601 0.23458 2.784 1.574 1.29297 1.17995 1.75731 1.28999 1.10495 2.78794 0.927327 0.867501 1.64221 0.841711 0.563263 0.366647 0.230019
threshold=0 1 2 3.5000000000000004 3 1.5000000000000002 4 27.500000000000004 5 1.0000000180025095e-35 6 5.5000000000000009 7 8 9 1.0000000180025095e-35 5.5000000000000009 10 11 12 13 14 2.5000000000000004 15 16 17 18 19 20 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 21 22 1.5000000000000002 6.5000000000000009 5.5000000000000009 1.5000000000000002 23
decision_type=1 1 9 2 9 2 1 2 9 2 9 2 1 9 1 2 2 1 9 1 9 1 2 9 1 9 1 1 1 2 2 2 1 1 2 2 2 2 9
left_child=6 2 3 -2 5 -3 7 9 -9 13 11 18 -13 17 16 -16 -12 -1 -11 20 -15 22 -8 27 25 37 -27 33 29 -29 31 -26 -32 34 -23 -35 -30 -25 -21
right_child=1 4 -4 -5 -6 -7 21 8 -10 10 14 12 -14 19 15 -17 -18 -19 -20 38 -22 23 -24 24 30 26 -28 28 36 -31 32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=0 0.017512317412663514 -0.0011503702585712611 0 0 -0.00064040132399293521 0.012897930647449169 0.014951015391572604 0 -0.014487974564177242 0.0047323710201853985 -0.006354688841620478 0 -0.01798355886528373 0.0082665610933175919 0.014527230676190665 0 0.0049983769829081946 -0.014477137039307461 -0.0026713390715726853 0 -0.00081181607749209741 -0.00087527740273802873 0 0.0020768835410857889 0.008083636625215317 0 0.023292079706515222 -0.009874136823068487 -0.021812613946478172 0.0055245553571044151 0.0076676120461451353 -0.015427198368439692 -0.0027664179007168611 0.0010828307950245533 0.015587761458986311 -0.0080887339589287496 0 -0.008789061915535662 -0.0068179735531316652
leaf_weight=21.15306729439726 25.101133100324663 27.646199947135756 20.62269442086108 0.70007179137610265 250.63649768847245 32.838479669488152 9.9163543760369048 8.071162261789139 13.738123220959098 103.98013553516921 67.141567404549278 44.471848010798567 31.850914807568188 72.664133684873377 92.92057676692275 139.87400553903717 30.814563640306005 44.185187091462467 82.038811260155853 5.9637136961500801 201.55449573126407 62.607067631077371 4.7323231116170072 15.982262916018955 34.717789876507595 9.8964481959992554 75.850057589661446 57.438741136342287 50.842565087878029 113.33698599744821 107.42625378166849 119.71254274406238 118.11860804085154 404.16100864524196 78.829757602929021 92.256855672458187 2.9367076636117408 14.896295399332301 71.559184447627558
leaf_count=96203 8099 50052 9394 833 396267 29453 1143 4159 18626 147270 143591 20562 52621 152543 162056 303962 50782 178832 140618 25029 247281 37176 884 6394 26319 3279 20939 28914 16331 14575 68843 58668 77049 255873 57463 28433 1402 8904 154467
internal_value=0 0.00226922 0.00718987 0.0135956 0 0.00442029 -5.07287e-05 -0.00115063 -0.0100121 -0.000387649 0.00088703 -0.00268662 -0.010982 -0.00280917 0.00449083 0.00725201 -9.66272e-05 -0.0107668 0.000256276 0 0.00138517 0.00056879 0.0076968 5.55867e-05 0.00188444 0.0134378 0.0191162 -0.000701927 -0.00653929 0 -0.00188941 -0.0080599 0.00153783 0.00117514 0.00724966 -0.000407854 -0.0176851 0 -0.00473966
internal_weight=0 357.545 46.4239 25.8012 311.121 60.4847 2405.64 1031.98 21.8093 1010.17 593.092 262.342 76.3228 417.08 330.751 232.795 97.9561 65.3383 186.019 351.742 274.219 1373.66 14.6487 1359.01 496.6 116.625 85.7465 862.41 224.555 170.776 379.975 154.43 225.545 637.855 141.437 496.418 53.7793 30.8786 77.5229
internal_count=3105289 494098 18326 8932 475772 79505 2611191 1898602 22785 1875817 1021462 361071 73183 854355 660391 466018 194373 275035 287888 579320 399824 712589 2027 710562 270395 39516 24218 440167 61222 43489 230879 84987 145892 378945 94639 284306 17733 15298 179496
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 7 10755040 8983692 1 8912896 21815493 10 14760736 778 148 68 781 1867922 1 8979952 30 1327616 8 992 5 160 10 16793732
is_linear=0
shrinkage=0.1


Tree=103
num_leaves=40
num_cat=20
split_feature=7 1 2 3 3 6 1 2 2 1 1 1 3 2 2 3 5 7 7 7 1 2 3 3 8 7 2 1 1 3 7 7 7 7 3 8 3 3 8
split_gain=0.180168 0.937928 0.759063 0.302447 0.267554 0.256845 2.81349 1.14373 0.777779 1.52816 1.24039 0.563889 0.545981 0.951468 0.478458 0.456096 0.434494 0.399059 0.382416 0.368502 0.3111 2.15845 0.827759 1.16701 0.503066 1.57175 1.05448 1.00443 1.00424 0.666108 0.608424 0.396588 0.957373 0.396415 0.277547 0.259633 0.251416 0.249136 0.210152
threshold=7.5000000000000009 0 1 5.5000000000000009 18.500000000000004 2 3 4 5 6 7 8 1.5000000000000002 9 10 7.5000000000000009 11 3.5000000000000004 5.5000000000000009 5.5000000000000009 12 13 5.5000000000000009 18.500000000000004 14 1.5000000000000002 15 16 17 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 1.5000000000000002 4.5000000000000009 2.5000000000000004 18 12.500000000000002 18.500000000000004 19
decision_type=2 9 1 2 2 1 9 1 1 9 9 9 2 1 1 2 1 2 2 2 9 1 2 2 1 2 1 9 9 2 2 2 2 2 2 1 2 2 1
left_child=5 2 -2 -3 -4 11 8 38 9 36 -10 12 14 34 17 35 -15 -1 -16 -12 21 31 33 -24 25 29 28 -27 -26 -22 -28 32 -13 -23 -14 -9 -7 -36 -8
right_child=1 3 4 -5 -6 6 7 15 10 -11 19 20 13 16 18 -17 -18 -19 -20 -21 24 22 23 -25 26 27 30 -29 -30 -31 -32 -33 -34 -35 37 -37 -38 -39 -40
leaf_value=0.0093397900699377489 0 -0.0080428483089707691 0.022483298834156611 0 0 0.012742649926338296 0.0057361791510441504 0 -0.0021764743430588681 -0.014051558534410752 0.017617265604816426 0 -0.0014234627485741058 -0.015610770900616517 -0.007736877943134348 0 0 0 0.00025518924285941033 0 0 0.013833715239345904 -0.0075793304406768644 0.011988931831741788 0.015737949219592092 0.01482238164207008 0.0019628357656319684 -0.0038635328677771117 0 -0.020551475980305961 -0.0018811789827874927 0.0010642643406179552 -0.014167324943386857 0 0.0097577252397348015 -0.023023301206971599 0 0 -0.0023255656942100362
leaf_weight=52.274269714656839 14.080454129929421 25.41384241676133 22.208192225851239 5.3558098224166306 0.5502307360584372 10.789328265513175 15.791842273632028 2.5773677885954385 23.349328510068517 22.810143363662064 66.874068512384838 117.81230624600721 10.568533921425113 72.874807380809216 68.594198624974524 10.060215808945939 8.0959045339113782 17.037112792291737 0.91984577127732237 14.873698743631392 9.0171621880654111 164.84615913589732 48.826539703717572 19.687397019231867 49.397692146667396 7.8827409650548361 735.30227962989557 6.7825658050278417 65.180948367320525 31.551955115450255 856.09489952828881 29.314840027831451 50.288859241663886 13.579434119856158 24.612722692079846 57.40249907557336 1.049237257320782 1.4238746111077478 9.1388488963275449
leaf_count=78835 18918 27128 25892 2731 299 17429 48063 6389 50817 63777 148180 171447 12360 62739 115469 12439 9963 15832 997 20323 10238 241692 50878 11476 59600 6329 639509 3559 49754 23101 701657 36152 69007 16881 25547 216622 1480 947 30901
internal_value=0 0.00434299 0.0118222 -0.00260695 0.0178234 0 -0.00299325 -0.0141033 0.00451285 -0.00224992 0.00881562 0.000280954 -0.00363392 -0.00802778 0 -0.0191683 -0.0125364 0.00514612 -0.004154 0.0141029 0.000925035 0.00321761 0.00917855 0 0.000121452 -0.00671127 0.000663185 0.0051268 0.00855645 -0.0165531 0 -0.00326525 -0.0057463 0.0126445 0.000415568 -0.023344 0.00799842 0.00695229 0
internal_weight=0 67.6085 36.8389 30.7697 22.7584 2696.68 234.717 94.9708 139.746 34.6487 105.097 2461.97 256.401 117.576 138.825 70.0401 80.9707 69.3114 69.514 81.7478 2205.57 444.356 246.94 68.5139 1761.21 55.2344 1705.98 14.6653 114.579 40.5691 1591.4 197.416 168.101 178.426 36.6051 59.9799 11.8386 26.0366 24.9307
internal_count=3105357 74968 45109 29859 26191 3030389 616420 314414 302006 82686 219320 2413969 322689 111556 211133 235450 72702 94667 116466 168503 2091280 597533 320927 62354 1493747 43227 1450520 9888 109354 33339 1341166 276606 240454 258573 38854 223011 18909 26494 78964
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=838099 904 2 2110526 67 74 5136 1028 17080336 265 932 2 12605828 329 8 8 2097258 3670050 8 1
is_linear=0
shrinkage=0.1


Tree=104
num_leaves=40
num_cat=21
split_feature=7 1 2 3 3 6 1 2 2 1 1 1 2 3 3 2 2 7 3 1 8 3 8 7 7 2 8 3 1 3 1 1 3 7 7 3 3 2 3
split_gain=0.155993 0.847976 1.00054 0.432021 0.310862 0.25543 2.4048 1.02285 0.664465 1.43234 1.13296 0.516356 0.959602 0.660591 0.432798 1.88376 0.976333 0.969723 0.83138 0.423811 0.411922 0.444262 0.35833 0.338019 0.330724 0.278986 1.05163 2.59611 1.17381 1.1226 1.03425 0.984358 0.729634 0.598093 0.547481 0.540609 1.43527 0.814517 0.240426
threshold=7.5000000000000009 0 1 5.5000000000000009 18.500000000000004 2 3 4 5 6 7 8 9 13.500000000000002 1.5000000000000002 10 11 4.5000000000000009 7.5000000000000009 12 13 153.50000000000003 14 5.5000000000000009 1.5000000000000002 15 16 2.5000000000000004 17 2.5000000000000004 18 19 1.0000000180025095e-35 6.5000000000000009 5.5000000000000009 30.500000000000004 8.5000000000000018 20 12.500000000000002
decision_type=2 9 1 2 2 1 9 1 1 9 9 9 1 2 2 1 1 2 2 9 1 2 1 2 2 1 1 2 9 2 9 9 2 2 2 2 2 1 2
left_child=5 2 -2 -3 -4 11 8 -8 9 38 -10 12 13 -1 16 18 19 -17 -16 -14 -9 24 -18 -12 -22 26 28 31 29 -13 35 -28 -32 -30 -34 36 -27 -37 -7
right_child=1 3 4 -5 -6 6 7 20 10 -11 23 25 14 -15 15 17 22 -19 -20 -21 21 -23 -24 -25 -26 30 27 -29 33 -31 32 -33 34 -35 -36 37 -38 -39 -40
leaf_value=-0.013558194883622003 -0.00075304027976177989 -0.0098632481039768599 0.021149497427388874 0.00037629120933358021 0 0.012209176323152169 0 0 -0.0022750129476021156 -0.013698497381022343 0.016279014786399076 0 0.012586836523404017 0 -0.018361686644463148 0.008254085298826418 0.0042190327388752389 -0.0070032935758608294 0 0 0 0 -0.0042132981561501187 0 -0.024885959773553155 0.00062827008511610828 0.011810678508286635 -0.023675109239437383 -0.0089631043480828346 0.011934911994998097 0 -0.0043883660562815119 0.0084283852540875445 0.0026950189083728131 -1.9569763890648011e-05 0.01399774667685497 -0.0095689418021811246 -0.00082739865074928163 0
leaf_weight=79.777329644188285 10.362731534325576 20.994113225286132 31.024668287558601 4.8382202703796784 0.68655627955740683 10.98294794425601 25.060883673524586 3.2992429301011725 23.413320623478285 22.553673903690651 67.987201472031302 148.51898422191334 68.300213588652696 10.83474372353521 56.849576998167322 107.40762375993654 10.846102428564336 14.047269157163099 24.240811551426305 10.752005490394366 4.9078219385592083 0.038668821114696494 119.64419252428706 14.95641753386735 60.468787442702705 853.42622236407988 21.692511024790292 35.313315965191578 96.153075801210434 110.0633468468659 111.02845971622992 32.093537269516673 371.5112349683659 1.157394631198257 10.968315286620053 26.825963860435877 127.54018293440458 13.312216861522755 1.0551065151666978
leaf_count=117812 11863 26299 34003 2564 404 17617 79113 6791 50794 63578 149337 175980 87217 8161 56347 122423 14528 12358 22559 18255 15302 22 179006 20416 212003 677307 28594 25956 116759 72304 205094 37126 370888 892 7889 4339 46530 5316 1485
internal_value=0 0.00402385 0.0107686 -0.00288397 0.017037 0 -0.00299636 -0.013335 0.00381705 -0.00217515 0.00787758 0.000266915 -0.00230543 -0.00979634 0 -0.00301235 0.00304278 0.00325601 -0.0126039 0.00997026 -0.0181818 -0.0203602 -0.000927368 0.0129914 -0.023511 0.00110841 -0.000606244 -0.00878426 0.00136405 0.00531435 0.00180779 0.00133981 0.00538243 -0.00543843 0.00747501 0 -0.000645385 0.00843054 0.00758374
internal_weight=0 67.9063 42.074 25.8323 31.7112 2697.03 234.724 93.7754 140.949 34.5917 106.357 2462.3 502.7 90.6121 412.088 202.545 209.543 121.455 81.0904 79.0522 68.7145 65.4153 130.49 82.9436 65.3766 1959.6 444.992 89.0994 355.893 258.582 1514.61 53.786 493.508 97.3105 382.48 1021.1 980.966 40.1382 12.0381
internal_count=3105231 75133 46270 28863 34407 3030098 616458 313231 303227 82680 220547 2413640 638666 125973 512693 213687 299006 134781 78906 105472 234118 227327 193534 169753 227305 1774974 457611 91676 365935 248284 1317363 65720 583871 117651 378777 733492 723837 9655 19102
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=837875 136 2 2110526 67 74 5136 1028 18194450 534 160 168 1048594 8 4 776 5 2641224 525416 8913868 70
is_linear=0
shrinkage=0.1


Tree=105
num_leaves=40
num_cat=25
split_feature=1 2 3 1 2 3 1 2 3 1 2 8 2 3 2 1 3 3 1 7 3 8 2 7 8 1 2 7 1 1 2 7 2 1 4 3 3 1 3
split_gain=0.152302 1.77801 1.44994 2.77009 1.43041 1.16524 1.43659 1.31302 1.06754 1.04348 0.812019 0.704096 2.28256 2.33491 1.66175 1.13061 1.08883 0.812345 0.763413 0.806957 0.863963 0.677468 0.630907 0.613475 0.61275 0.611405 0.607834 0.604675 3.33353 0.691166 0.600173 0.517913 0.481939 0.479795 0.749294 0.44298 0.417533 0.414515 0.405239
threshold=0 1 2.5000000000000004 2 3 3.5000000000000004 4 5 1.5000000000000002 6 7 8 9 12.500000000000002 10 11 1.5000000000000002 11.500000000000002 12 3.5000000000000004 10.500000000000002 13 14 1.0000000180025095e-35 15 16 17 2.5000000000000004 18 19 20 9.5000000000000018 21 22 23 3.5000000000000004 70.500000000000014 24 48.500000000000007
decision_type=9 1 2 9 1 2 9 1 2 9 1 1 1 2 1 9 2 2 9 2 2 1 1 2 1 9 1 2 9 9 1 2 1 9 1 2 2 9 2
left_child=1 2 37 -4 31 6 7 -6 21 30 23 14 13 -13 16 22 27 -17 19 20 -14 -8 -16 -10 -12 -15 -19 29 -29 -3 -7 33 -23 -2 -35 -24 -18 -1 -20
right_child=4 11 3 -5 5 9 8 -9 10 -11 24 12 18 25 15 17 36 26 38 -21 -22 32 35 -25 -26 -27 -28 28 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.0029662765823281908 0 0.00075094240571743165 0.0034547003122613858 -0.019517690152603268 0.0028430097791716665 -0.0076468291313961309 0.0064939332831766804 -0.017085585445547027 -0.0042780378740865039 0.011143032108648365 0 0.016318414834155314 0.017599807498416716 0.001575977542856599 -0.0022765544422378198 -0.0091735658568745573 0.012057580345357349 0.01028319203114101 -0.0093360469892844328 -0.0028973493942679772 0 0.0040651367337033537 0.011883200303993896 0.0089897941814996371 -0.014475750170650002 -0.011338964610696438 -0.003046758468632151 0.022211489246172243 -0.0091759481871563631 -0.010716148518260237 0.0040545732013476032 0.0035697038953499067 -0.0063679765196312079 -0.0091708970657252004 0 0 0 -0.0045213468257243516 0
leaf_weight=163.58510624639894 73.10876145722159 30.357533802060061 44.983494466032425 91.069618713649106 8.6103186616001022 37.846577462172718 295.71992870405666 55.211935708249257 26.33631321919529 157.47015598179132 6.4515286068344722 207.54447551618432 28.633827327554172 7.1913357984376489 59.842010621621739 239.42835019804988 166.23962078276054 13.442501495577744 98.635381422554929 9.1164372350758622 3.6037319946190101 11.881036295747434 53.8403980558287 33.257497730010073 53.357057189263287 17.837446160949188 16.639994906508946 22.168302430687618 25.986157103150617 47.319335554955614 48.185264120285865 5.7155316991702412 62.428892463121883 327.64140741535448 87.673275065753842 46.404748493790976 1.6941318819299329 75.144205534350476 4.7143782422062932
leaf_count=155476 134601 20536 40139 74817 17381 32000 343984 142820 15777 97092 6733 223182 35045 4690 15562 403455 119434 10736 85919 10329 3658 22818 36282 35551 55954 9517 14606 32068 23241 81525 41654 6921 72924 438611 105360 13262 641 119695 1207
internal_value=0 0.000819251 -0.00453563 -0.0118311 -0.000619522 0.00172348 -0.000378155 -0.011448 0.00126171 0.00717615 -0.00515915 0.00300078 0.00640893 0.0120881 0.000587549 -0.00285258 0.00625613 -0.00676754 -0.00173579 0.00438213 0.0123693 0.00434663 0.00227433 0.000277758 -0.0110056 -0.00511449 0.00128142 0 0.00608238 -0.00541335 0 -0.00480521 -0.00123665 -0.00577548 -0.00696542 0.00700459 0.0110926 0 -0.00681627
internal_weight=0 1475.42 374.782 136.053 1290.9 796.757 553.255 63.8223 489.432 243.502 119.402 1100.64 377.277 232.573 723.363 429.598 293.765 269.511 144.704 41.354 32.2376 370.03 160.087 59.5938 59.8086 25.0288 30.0825 125.831 48.1545 77.6769 86.0318 494.139 74.3099 488.423 415.315 100.245 167.934 238.729 103.35
internal_count=3105203 1535022 390127 114956 1570181 884688 713942 160201 553741 170746 114015 1144895 373547 237389 771348 493903 277445 428797 136158 49032 38703 439726 65106 51328 62687 14207 25342 157370 55309 102061 73654 685493 95742 678572 543971 49544 120075 275171 87126
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=4496558 642 266280 340 8413697 514 16842833 129 1 101 276 4199424 4198538 5 1 4 264328 64 2220 263168 129 544 90624 1 3206
is_linear=0
shrinkage=0.1


Tree=106
num_leaves=40
num_cat=20
split_feature=4 3 2 0 3 8 3 2 1 1 2 1 2 1 7 7 2 3 7 1 3 2 3 7 3 7 7 7 1 8 2 2 3 8 3 1 3 3 7
split_gain=0.138903 0.252014 0.58269 0.190982 0.377579 0.605082 0.403417 1.60574 0.970649 0.64625 1.30859 1.44213 0.558595 0.402603 0.396111 0.29829 0.270281 0.651454 1.29161 0.292744 0.828867 0.933694 0.994572 0.670031 0.311958 0.260761 0.23553 0.217836 0.157244 0.725271 0.857636 0.696734 0.989779 1.0406 0.424739 0.390164 0.250012 0.191073 0.186226
threshold=0 14.500000000000002 1 2 27.500000000000004 3 11.500000000000002 4 5 6 7 8 9 10 5.5000000000000009 3.5000000000000004 11 4.5000000000000009 1.5000000000000002 12 1.5000000000000002 13 4.5000000000000009 1.5000000000000002 14.500000000000002 5.5000000000000009 7.5000000000000009 6.5000000000000009 14 15 16 17 4.5000000000000009 18 5.5000000000000009 19 6.5000000000000009 8.5000000000000018 8.5000000000000018
decision_type=1 2 1 1 2 1 2 1 9 9 1 9 1 9 2 2 1 2 2 9 2 1 2 2 2 2 2 2 9 1 1 1 2 1 2 9 2 2 2
left_child=3 28 -3 4 6 -6 9 8 14 10 11 -1 -11 -9 -8 -12 17 18 -5 20 23 22 -22 -18 -23 -7 -14 -15 29 30 37 32 33 -30 -32 -33 -31 -2 -37
right_child=1 2 -4 16 5 25 7 13 -10 12 15 -13 26 27 -16 -17 19 -19 -20 -21 21 24 -24 -25 -26 -27 -28 -29 31 36 34 35 -34 -35 -36 38 -38 -39 -40
leaf_value=0.019214804734617265 0.0085348653710503597 0.01420089443991597 0 0.021965311633373293 0 -0.018220997158090887 0.022105631447520018 0 0 0 -0.0025646917516712886 0 -0.0077825636733200769 -0.014406204745110528 0 0.0033066441275574031 0.017838441660175917 0 0 -0.00044970825370252329 -0.0014716722500954359 -0.012908060248192738 0.014887868807851506 0 0 0 0 0 -0.0015212407532346512 0.01250693026962495 -0.012183362724646513 0 -0.0072356948950769986 0.013885640079654499 0 -0.011528384742878888 0 0 0
leaf_weight=35.480476851505955 30.779611574442242 8.054181337807675 6.6311372015334191 17.43887924087176 2.9528002778970404 18.563689667505976 42.058967662895157 3.5019296732352814 12.631731122470226 119.1257414142101 442.14119193758415 40.555577374649147 248.04400166403957 21.347511567393674 0.81318535716854867 40.621334717261561 25.975211856813985 9.6445972686487931 13.559544363524763 1175.7260944074369 24.747952116231318 37.625067805216531 25.513105432881275 41.52595938531158 2.8335091624467159 0.26713654224295069 4.5895409611184723 0.21403118841408186 19.884539908714942 48.164709312397463 47.378087116449024 44.904282946328749 9.8697790223231987 61.791293052738183 8.4090799262194178 67.048340875961003 4.7770015286660046 1.2289433502883174 0.16982463802560133
leaf_count=86100 48663 2825 6251 3643 3031 19288 37885 9757 16467 350751 541352 117153 590269 29320 787 85877 19258 964 4977 594447 16001 22684 10757 38398 1085 351 10166 316 27005 66786 82059 57477 11272 94231 6098 86583 3600 865 472
internal_value=0 0.00185853 0.00929895 -0.000139604 -0.0012389 -0.00998955 -0.000479815 0.0047146 0.012908 -0.00137506 0.000361908 0.0102907 -0.00446265 -0.00632438 0.0182098 -0.00129576 0.000481676 0.00612835 0.0127859 0 0.00367807 -9.76625e-05 0.00494012 0.0106754 -0.00941715 -0.013809 -0.00691436 -0.0107401 2.03291e-05 0.00279539 -0.000727402 -0.000811023 0.00329812 0.00915452 -0.00822656 -0.00612318 0.00966402 0.00548602 -0.00966068
internal_weight=0 359.091 14.6853 2407.5 1032.91 21.7836 1011.13 80.5674 55.5039 930.558 558.799 76.0361 371.759 25.0635 42.8722 482.763 1374.59 40.643 30.9984 1333.95 158.221 90.7196 50.2611 67.5012 40.4586 18.8308 252.634 21.5615 344.405 140.737 87.7957 203.668 91.5456 81.6758 55.7872 112.122 52.9417 32.0086 67.2182
internal_count=3105271 494187 9076 2611084 1898870 22670 1876200 94532 55139 1781668 830482 203253 951186 39393 38672 627229 712214 9584 8620 702630 108183 50527 26758 57656 23769 19639 600435 29636 485111 208071 137685 277040 132508 121236 88157 144532 70386 49528 87055
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=1 44 1 12 115 3672554 8684784 28 8389792 992 18688 3 5526021 180 11094188 1 786 193 2 8450
is_linear=0
shrinkage=0.1


Tree=107
num_leaves=40
num_cat=20
split_feature=7 2 1 1 3 6 1 2 2 1 1 1 7 1 2 3 8 7 2 3 1 8 2 2 2 7 7 7 3 3 3 7 3 3 3 3 3 2 3
split_gain=0.122746 0.808257 0.449592 0.284898 0.24837 0.202764 2.01606 1.11544 0.691604 2.06574 1.80997 0.404901 0.424704 1.1385 0.602971 0.382794 0.382032 0.571457 0.316534 0.316519 0.300942 1.33767 2.73722 1.11164 1.05721 1.84714 0.799362 0.295534 0.27997 0.266294 0.238968 0.237238 0.219853 0.213939 0.176982 0.142342 0.129789 0.0832412 0.0623573
threshold=7.5000000000000009 0 1 2 18.500000000000004 3 4 5 6 7 8 9 5.5000000000000009 10 11 153.50000000000003 12 4.5000000000000009 13 12.500000000000002 14 15 16 17 18 1.5000000000000002 1.5000000000000002 6.5000000000000009 93.500000000000014 1.5000000000000002 9.5000000000000018 1.5000000000000002 96.500000000000014 1.0000000180025095e-35 5.5000000000000009 2.5000000000000004 17.500000000000004 19 41.500000000000007
decision_type=2 1 9 9 2 1 9 1 1 9 9 9 2 9 1 2 1 2 1 2 9 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 1 2
left_child=5 2 -2 -3 -4 11 8 33 9 -7 29 16 20 30 -15 31 18 32 36 -16 21 23 -23 -13 25 -22 -26 -12 -11 -10 37 -9 -18 -8 -5 -20 -1 -14 -35
right_child=1 3 4 34 -6 6 7 15 10 28 27 12 13 14 19 -17 17 -19 35 -21 24 22 -24 -25 26 -27 -28 -29 -30 -31 -32 -33 -34 38 -36 -37 -38 -39 -40
leaf_value=0.0050179584652076947 0 0.00051724131030961035 0.020178375956557502 -0.0099438826294354597 0 -0.0061954523022348116 -0.0015240200768155538 0 0 0.018077879937494309 -0.018072748560886361 -0.006418557185122447 0.0098725342092953194 0 -0.020641301199491729 0 -0.01590491082597045 0 -0.0075275408280917784 0 0 -0.0030783289872283758 0.014816051003341433 0.0027572311887912294 0 -0.016378276009004347 0.005125209291687481 0 0 0.014107792981065704 0 -0.021664817365704456 0 0.0076648746129621735 0 0 0 0 0
leaf_weight=73.703963829302666 5.8114185335653019 12.701298090600174 20.71508519650525 24.371342946455119 0.57838329790683829 21.814776072098539 8.5868241444868563 4.9572275963582788 7.6101318093642503 71.579786662805418 28.55457033156927 161.42319344802854 9.1310331006388861 15.325796250843268 32.79583540258318 0.047389735409523293 32.977684594003222 2.9588663315516888 33.773238941026648 2.3872563552140482 155.47312197362226 90.906228490232024 169.35839696728181 330.69828185755978 878.40396200279247 70.025150467994536 371.3104866455069 2.3371272572840089 0.7270060810551503 11.152199012180061 1.491615163598907 60.579384983248019 0.30457418660807789 15.503454163335842 4.168951250409008 23.491952465483337 2.4550284781871587 4.6773842994807628 0.41863641564850773
leaf_count=88843 4421 14037 23039 31173 309 56236 39834 15479 27858 129085 74274 216666 8277 11033 24720 25 43087 2304 52358 584 147578 112185 186806 391815 778227 54391 267094 3376 382 14867 775 216294 199 38412 2690 20223 1645 4257 371
internal_value=0 0.00355561 0.011652 -0.00162752 0.0157487 0 -0.00268194 -0.0124148 0.00330514 0.00805623 -0.00193087 0.000228076 0.000711914 -0.00533528 -0.0119056 -0.0176455 -0.00378018 -0.00955897 0 -0.0164934 0.00109512 0.00268574 0.00798926 0 2.91739e-05 -0.00550478 0.00140009 -0.0139971 0.0157024 0.00883508 0.00481723 -0.0204982 -0.0147312 0 -0.00670381 -0.00449476 0.00321454 0.00950304 0.006681
internal_weight=0 68.3465 27.1049 41.2416 21.2935 2696.94 233.869 90.0929 143.776 94.1216 49.654 2463.07 2293.41 65.8089 50.5089 65.584 169.665 36.2411 133.424 35.1831 2227.6 752.386 260.265 492.121 1475.21 225.498 1249.71 30.8917 72.3068 18.7623 15.3 65.5366 33.2823 24.5089 28.5403 57.2652 76.159 13.8084 15.9221
internal_count=3105229 75669 27769 47900 23348 3029560 616493 310415 306078 185703 120375 2413067 2204408 49646 36337 231798 208659 45590 163069 25304 2154762 907472 298991 608481 1247290 201969 1045321 77650 129467 42725 13309 231773 43286 78617 33863 72581 90488 12534 38783
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=86 13645324 297680 2 2372670 67 929 13316 13328 16818192 9437544 640 5 201 13130118 1 833 164 530 880
is_linear=0
shrinkage=0.1


Tree=108
num_leaves=40
num_cat=19
split_feature=7 1 2 3 2 3 9 6 1 7 3 2 3 3 1 7 1 2 8 7 2 1 2 1 3 3 1 3 7 3 1 1 3 7 2 3 3 3 7
split_gain=0.113907 0.783819 0.69301 0.510882 0.351777 0.299854 0.223469 0.196101 1.67816 1.04325 1.26988 0.469676 0.677341 0.543147 0.416464 0.376879 0.34927 0.640089 0.645842 0.435263 1.22393 0.463193 0.30241 1.46058 1.55135 0.887623 0.856033 1.16029 0.883229 0.282995 0.272282 0.207666 0.282513 0.205927 0.1917 0.180103 0.48375 0.666702 0.382857
threshold=7.5000000000000009 0 1 5.5000000000000009 2 1.0000000180025095e-35 3 4 5 3.5000000000000004 6.5000000000000009 6 4.5000000000000009 1.5000000000000002 7 1.5000000000000002 8 9 10 5.5000000000000009 11 12 13 14 1.0000000180025095e-35 24.500000000000004 15 8.5000000000000018 3.5000000000000004 96.500000000000014 16 17 12.500000000000002 1.5000000000000002 18 1.5000000000000002 8.5000000000000018 22.500000000000004 5.5000000000000009
decision_type=2 9 1 2 1 2 1 1 9 2 2 1 2 2 9 2 9 1 1 2 1 9 1 9 2 2 9 2 2 2 9 9 2 2 1 2 2 2 2
left_child=7 2 -2 4 -3 -6 -4 16 11 10 15 12 14 -13 -9 -10 17 35 -19 22 21 -21 26 24 -24 -25 28 -28 -18 -20 -15 -22 -33 -14 -32 -1 38 -38 -37
right_child=1 3 6 -5 5 -7 -8 8 9 -11 -12 13 33 30 -16 -17 19 18 29 20 31 -23 23 25 -26 -27 27 -29 -30 -31 34 32 -34 -35 -36 36 37 -39 -40
leaf_value=0.0047297518088685649 0 0 0.021870599883455452 0.003059636043125433 0 -0.016547157304225454 0 0.013454145844866703 0 0 0 -0.0093788863392365827 0 0 0 -0.026450666605103947 -0.0069256190315098113 0 -0.019830006816087195 -0.00132019274517834 0 0.0090978681106926671 -0.001723715906479428 -0.0012497717272906561 0.0097424734511211194 0.010040047240135578 0.0041382443506350177 -0.0079698507586105638 0.0034196906684426059 0 0.010678710742111804 -0.021560867973702484 0 -0.0070089565145646134 0 -0.010570042284118765 0.012915605612908422 -0.0022126396864198127 0
leaf_weight=48.255677135897713 10.280332218033434 5.020071377097338 17.551792381673295 6.8360125742765367 8.6283500262361539 17.893698684943956 2.2819734949735055 56.922924616363161 6.0164375820386331 40.723177648897945 9.0126091050187807 27.370172891856782 1.0336289847764408 13.574735099013196 15.33491725733438 35.251693606918707 273.14001868429295 64.41147688849378 26.082642112411126 13.686292367390706 2.7669418841105653 21.340425169029913 102.21272378263529 867.38321946249016 344.81174452177584 44.212211844700505 466.27238878134631 53.040168517807615 49.164792299154215 0.28701019917207204 10.561046814465952 24.649131540936658 2.52628318715142 11.918490464740897 6.14955397940503 41.496402177937853 13.344486906338718 3.7296779845491974 1.965777904173591
leaf_count=70038 11548 6231 18973 3774 14549 18484 1895 108896 19689 111596 13317 93856 1801 17479 45774 166042 305768 86427 35661 13745 2227 13320 202509 681562 349432 13649 481830 38716 39889 171 15437 19404 628 13794 8720 45430 9546 2054 1376
internal_value=0 0.00340091 0.0111421 -0.00186604 -0.00908259 -0.0113666 0.0168967 -4.78626e-06 -0.0026824 -0.0114986 -0.0190666 0.00272634 0.00696767 -0.000756409 0.0114387 -0.0242424 0.000158228 -0.00329425 -0.00834798 0.000643742 -0.00554363 0.00249499 0.00103596 0.00196427 0.00641384 -8.03178e-05 -0.000155209 0.00195218 -0.00421941 -0.0156844 0.00272373 -0.0144928 -0.0169143 0 0.00747655 1.7093e-05 -0.000746514 0.00393398 -0.00752462
internal_weight=0 68.4922 30.1141 38.3781 31.5421 26.522 19.8338 2698.65 233.869 91.0039 50.2807 142.865 85.21 57.6555 72.2578 41.2681 2464.78 199.573 90.7811 2265.21 64.9691 35.0267 2200.24 1358.62 447.024 911.595 841.617 519.313 322.305 26.3697 30.2853 29.9424 27.1754 12.9521 16.7106 108.792 60.5363 17.0742 43.4622
internal_count=3105237 75454 32416 43038 39264 33033 20868 3029783 616401 310644 199048 305757 170265 135492 154670 185731 2413382 250703 122259 2162679 49324 27065 2113355 1247152 551941 695211 866203 520546 345657 35832 41636 22259 20032 15595 24157 128444 58406 11600 46806
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=837843 392 260 1 2 2110526 913 2097210 17932304 424 1 896 792582 904 6314658 6298272 2105376 8388648 76
is_linear=0
shrinkage=0.1


Tree=109
num_leaves=30
num_cat=16
split_feature=3 3 3 1 7 1 3 2 3 2 3 1 8 1 1 8 1 1 7 1 7 3 7 2 7 2 8 2 3
split_gain=0.111015 0.650493 1.04268 1.13005 0.73927 0.826335 0.50633 0.851363 0.556101 1.08078 0.933131 1.18113 0.52799 0.471524 0.442603 0.464756 0.333232 0.259177 0.217813 0.146406 0.122492 0.105102 0.0975988 0.0907365 0.0815257 0.0571354 0.0308098 0.0195869 0.0173228
threshold=119.50000000000001 39.500000000000007 32.500000000000007 0 1.0000000180025095e-35 1 21.500000000000004 2 16.500000000000004 3 13.500000000000002 4 5 6 7 8 9 10 5.5000000000000009 11 3.5000000000000004 75.500000000000014 3.5000000000000004 12 5.5000000000000009 13 14 15 242.50000000000003
decision_type=2 2 2 9 2 9 2 1 2 1 2 9 1 9 9 1 9 9 2 9 2 2 2 1 2 1 1 1 2
left_child=1 2 6 18 19 25 8 14 10 13 12 -12 -1 -10 15 -8 -11 24 -4 21 -7 27 -16 -21 28 -6 -5 -3 -2
right_child=17 4 3 26 5 20 7 -9 9 16 11 -13 -14 -15 22 -17 -18 -19 -20 23 -22 -23 -24 -25 -26 -27 -28 -29 -30
leaf_value=0.0036538789860292562 0.012704731714187288 0.0083490940468278294 0.022988596404303202 0 0.0034416406867244019 -0.023525299516912422 0.014027114858156312 -0.014408058651747336 0.0014683149531813722 0 0.0025101446389616711 -0.016290772046468883 -0.00028555659058828153 -0.010053022261631411 -0.0058895566888525729 0 0.017412664149807303 0 0 0 0 0 0 -0.0044953465418980055 0 0 -0.0034712811017614622 0 0
leaf_weight=348.83856845788978 5.4577719629014609 4.0683933193940902 22.745266487530902 0.34459034325846005 8.2363018236937915 19.560782933214799 8.9043030214670562 25.216188229271211 2.3630506602785317 8.745753393697667 9.7184912270167825 38.14306549099274 2180.8094996857662 10.817009858626987 13.040607681716212 2.2956629843101828 31.262399487459334 2.0599046008137512 0.42493098117119998 2.2165559343120549 4.0293994116946115 1.5651405428652649 1.8816265551140521 6.5593470851308648 0.31985694538161613 2.2052202509221397 4.4110152628563837 1.4530657412688013 0.064596304946462513
leaf_count=381759 1774 231 5313 282 2971 10483 3665 22482 1847 3179 10190 21924 2598347 4054 4509 813 21124 1108 116 750 1640 201 247 1897 179 1653 2034 348 77
internal_value=0 0 0.000168459 0.0134664 -0.00896918 -0.0146911 -6.81422e-06 -0.00785976 0.000120577 0.00820342 -2.36271e-05 -0.0108938 0.000190105 -0.00279545 5.12117e-06 0.00884237 0.0141372 0.00541202 0.0185037 0 -0.0186353 0.00552513 -0.00277466 -0.00073906 0.0089863 0 -0.00198482 0.0089981 0.0124996
internal_weight=0 2759.86 2709.96 27.9258 49.8942 34.0317 2682.04 51.3384 2630.7 53.1882 2577.51 47.8616 2529.65 13.1801 26.1222 11.2 40.0082 7.90213 23.1702 15.8625 23.5902 7.0866 14.9222 8.7759 5.84223 10.4415 4.75561 5.52146 5.52237
internal_count=3105197 3102059 3081885 7745 20174 16747 3074140 31716 3042424 30204 3012220 32114 2980106 5901 9234 4478 24303 3138 5429 3427 12123 780 4756 2647 2030 4624 2316 579 1851
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=11277426 2196 534 773 5505802 12 1591312 3148614 3 815360 3156770 525388 24 116 2 38
is_linear=0
shrinkage=0.1


Tree=110
num_leaves=40
num_cat=20
split_feature=7 1 2 3 3 6 1 3 2 2 1 3 1 1 2 3 3 2 7 3 2 1 7 3 8 2 1 3 3 2 1 1 3 3 3 7 7 7 1
split_gain=0.108209 0.695815 0.615627 0.260422 0.192998 0.164667 1.62617 1.39487 3.16969 1.75398 0.545792 0.374155 0.365737 0.338694 0.822372 0.594851 0.393721 1.6177 0.860943 0.712045 0.68052 0.378644 0.328514 0.314381 0.267921 4.25126 2.6774 1.2303 0.868686 0.762232 2.74688 2.54555 1.82591 1.01335 0.698427 0.476029 0.338717 0.249792 0.181075
threshold=7.5000000000000009 0 1 5.5000000000000009 18.500000000000004 2 3 1.5000000000000002 4 5 6 19.500000000000004 7 8 9 13.500000000000002 1.5000000000000002 10 4.5000000000000009 7.5000000000000009 11 12 1.5000000000000002 153.50000000000003 13 14 15 95.500000000000014 18.500000000000004 16 17 18 1.0000000180025095e-35 13.500000000000002 37.500000000000007 4.5000000000000009 6.5000000000000009 2.5000000000000004 19
decision_type=2 9 1 2 2 1 9 2 1 1 9 2 9 9 1 2 2 1 2 2 1 9 2 2 1 1 9 2 2 1 9 9 2 2 2 2 2 2 9
left_child=5 2 4 -3 -2 13 7 8 37 12 -11 -12 -9 14 15 38 20 19 -19 -18 21 -16 -8 -24 25 26 -15 35 -28 31 32 36 -31 -33 -32 -27 -26 -7 -1
right_child=1 3 -4 -5 -6 6 22 9 -10 10 11 -13 -14 24 16 -17 17 18 -20 -21 -22 -23 23 -25 29 27 28 -29 -30 30 34 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.020616351576836091 -0.0073618669011760026 0 0 0 0 0 0 -0.015277322403446543 0 0.024421358970710495 0 -0.0095662922767265658 -0.0053915353604069051 0.01111985662435778 0 -0.017163322399612609 0.0076743197111343326 -0.0066229546750003771 0 -0.00011335240463793807 0 -0.017016135890816568 0 0.012725872849025949 -0.028435569131574318 0.034638975563005305 0 0 -0.0050500990296700691 -0.0096231079598797648 0.0013342643098949415 0.0065381332180292837 -0.01033730705612409 0.0012939913185711666 0 0 0.016430895692966147 -0.013267976433933635
leaf_weight=10.304021899741201 17.220244352356534 25.008435855394058 20.498095115770411 5.4268962498026658 0.43543425673851643 9.1477771340214549 6.3872455829277888 4.2746736032131594 63.837188624945156 6.7023568524818984 47.916156966724884 4.2797032955713794 13.046183893373383 13.864169220942129 69.727228306313918 10.854600271501111 55.597717094802647 108.14241450108966 13.869114699016789 24.337321623053867 129.10205209713604 10.794202773220603 57.916195101556696 0.049618904595262303 217.75728944729053 36.929966745476122 16.023451798708269 0.61852763009664968 2.844154476581024 140.35691377056173 295.48037229116744 754.79474746815322 424.56768384049428 51.755620263080345 8.0447699198193714 1.3164311810251081 1.2649338566043287 19.807475036886899 68.277808341244963
leaf_count=12408 20491 27091 25093 2756 225 25602 19668 6335 221540 14339 72701 4229 18135 10433 87374 8118 56178 122672 12344 22928 193261 18284 193924 26 201019 28008 14077 235 1266 191453 355526 636496 307794 25404 2067 752 1415 38778 104717
internal_value=0 0.00329785 0.00993032 -0.00214324 0.0161264 -6.00861e-05 -0.00249658 0.00182939 -0.0039329 0.0109707 0.0172228 0.0203268 -0.0041522 7.74953e-05 -0.0020001 -0.00897609 0 -0.00276273 0.0028986 -0.0117598 0.0030071 0.00862702 -0.0128398 -0.0159263 0.000785565 -0.00340379 0.012616 -0.0202553 0.0256167 0.00116617 -0.000738839 0.00302804 0.00299493 0 -0.00810102 -0.026893 0.011677 0.0116514 -0.0126044
internal_weight=0 68.5891 38.1538 30.4353 17.6557 2699.99 233.365 169.012 92.7924 76.2191 58.8982 52.1959 17.3209 2466.63 501.006 89.4364 411.57 201.947 122.012 79.935 209.623 80.5214 64.3531 57.9658 1965.62 71.5967 32.7318 38.8649 18.8676 1894.02 868.45 1025.57 564.925 806.55 303.525 38.2464 219.022 28.9553 78.5818
internal_count=3105162 75656 45809 29847 20716 3029506 615277 401659 285920 115739 91269 76930 24470 2414229 638284 125243 513041 214122 135016 79106 298919 105658 213618 193950 1775945 54771 25776 28995 15343 1721174 856840 864334 499247 661900 357593 28760 202434 64380 117125
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=838099 87 2 2176126 769 268 2097164 5132 18194450 534 160 168 1048594 8 356 525860 155 4202280 11026436 327680
is_linear=0
shrinkage=0.1


Tree=111
num_leaves=40
num_cat=23
split_feature=4 2 1 7 3 3 3 2 3 1 1 1 2 7 3 1 1 3 2 7 7 8 2 3 2 8 8 2 1 1 7 7 7 8 1 3 8 3 1
split_gain=0.130257 0.249143 0.654775 0.252685 0.209932 1.3171 1.38314 2.16789 1.38586 1.03301 1.00851 0.844136 0.510798 0.364195 0.354981 1.24757 0.508688 1.94932 2.45904 1.54432 1.43045 1.05252 0.854148 0.638819 1.63086 1.69271 1.24504 0.935697 3.33836 2.69662 0.547818 0.34011 0.545627 0.295492 0.159294 0.716141 0.247652 0.166144 0.548029
threshold=0 1 2 3.5000000000000004 13.500000000000002 16.500000000000004 19.500000000000004 3 92.500000000000014 4 5 6 7 5.5000000000000009 11.500000000000002 8 9 3.5000000000000004 10 2.5000000000000004 2.5000000000000004 11 12 3.5000000000000004 13 14 15 16 17 18 6.5000000000000009 1.0000000180025095e-35 6.5000000000000009 19 20 1.5000000000000002 21 1.5000000000000002 22
decision_type=1 1 9 2 2 2 2 1 2 9 9 9 1 2 2 9 9 2 1 2 2 1 1 2 1 1 1 1 9 9 2 2 2 1 9 2 1 2 9
left_child=4 2 -2 -4 14 11 12 10 9 -9 -8 -6 -7 -13 16 -16 17 18 30 21 -20 -19 -21 24 26 -26 -18 29 -29 -25 -1 -17 -33 -12 35 -3 -37 -36 -39
right_child=1 34 3 -5 5 6 7 8 -10 -11 33 13 -14 -15 15 31 23 19 20 22 -22 -23 -24 27 25 -27 -28 28 -30 -31 -32 32 -34 -35 37 36 -38 38 -40
leaf_value=0.011350393392775979 0 -0.001184397131795551 0.016172003361705673 0 0 0 0.014555596585855372 0 0 -0.022338246329332043 0.0010143200048671713 -0.021737907342894269 0.015896410830889426 0 0.014707279136171673 0 0.0026837686773836505 0 0 -0.0066251410981862649 -0.013010248100531863 -0.019285861771680648 0.0088660060088938328 -0.0037933546148601286 0.003355845964515769 -0.0083405498577425498 -0.010587766140321491 0.011985971877046175 -0.010238295723127171 0.016009952191786074 0 -0.014160851171226813 0 -0.0072252052531859975 0 0.013094040123453186 0 0.0012584690924146795 -0.0079481437610439045
leaf_weight=159.30179751077776 18.793737610860262 27.665679484751308 27.441064912971346 0.75794887008669221 6.0338671822537435 5.8579700645350385 26.364967825909844 8.1375665808736795 12.973058622708775 52.162012973800302 29.598026051156921 35.743298353700084 27.729994316578086 1.2560269503010193 31.036715692825965 7.369577492412648 41.722483826939424 17.694200654121232 183.02215865305516 28.454101722963969 95.119108938699355 94.33681774881552 30.438010665784532 66.88566226259718 788.35698319212497 97.22303775535056 200.02592581514182 75.938676804966235 119.57810756930849 125.58416483676774 8.1507807960333576 17.607407257382878 0.69483855973521613 15.464027279318541 140.35510357530438 24.50872223074839 9.0454513536824361 36.000732449858333 75.049995054709143
leaf_count=315174 8449 49893 8861 908 7201 1835 6645 5305 5118 36022 8960 21039 17428 778 19431 2744 55776 20087 280304 23533 113590 85463 17700 57106 806045 102593 335140 74657 82253 79759 11283 17306 279 4065 255281 21474 7865 41688 96141
internal_value=0 0.00171902 0.00647104 0.0125044 -0.000248967 -0.00299247 4.40866e-05 -0.00323187 -0.0132463 -0.0198719 0.00570631 -0.0145311 0.0137414 -0.0176041 0 0.00632992 -0.000186986 -0.00261823 0.000371985 -0.0109287 -0.00457466 -0.016664 0 0.000652394 -0.000334124 0.00144269 -0.00717667 0.00407039 0 0.008369 0.00931443 -0.002983 -0.0092024 -0.00035438 0 0.0036584 0.0116216 -0.000904153 -0.00367803
internal_weight=0 359.618 46.9928 28.199 2409.86 221.321 178.288 144.7 73.2726 60.2996 71.427 43.0332 33.588 36.9993 2188.54 56.7085 2131.83 616.517 445.594 170.923 278.141 112.031 58.8921 1515.32 1127.33 885.58 241.748 387.987 195.517 192.47 167.453 25.6718 18.3022 45.0621 312.626 61.2199 33.5542 251.406 111.051
internal_count=3105179 490560 18218 9769 2614619 114396 85378 66115 46445 41327 19670 29018 19263 21817 2500223 39760 2460463 867134 720351 146783 393894 105550 41233 1593329 1299554 908638 390916 293775 156910 136865 326457 20329 17585 13025 472342 79232 29339 393110 137829
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 7 1664028 22 10747904 1587732 262410 4 2902504 19490827 156 2 449 58 3 12 314 8389168 8389172 1 8983692 5 27200
is_linear=0
shrinkage=0.1


Tree=112
num_leaves=40
num_cat=18
split_feature=4 3 2 2 1 1 3 3 7 3 7 7 8 7 3 3 3 2 1 7 3 1 2 1 7 7 3 1 8 1 3 2 7 7 8 2 7 3 2
split_gain=0.112222 0.248953 0.568031 0.156486 1.53783 1.29325 0.457441 0.454442 0.432731 0.519852 0.396595 0.333441 0.31415 0.231395 0.155951 1.20565 1.21296 1.93021 1.14541 1.18464 1.10942 0.800447 0.489036 0.46496 0.415193 0.347045 0.326763 1.08743 0.482897 0.448866 1.57974 1.85335 1.44751 1.18443 0.996399 0.821987 0.662985 0.507076 1.534
threshold=0 14.500000000000002 1 2 3 4 1.0000000180025095e-35 1.0000000180025095e-35 5.5000000000000009 6.5000000000000009 4.5000000000000009 2.5000000000000004 5 3.5000000000000004 13.500000000000002 16.500000000000004 19.500000000000004 6 7 1.0000000180025095e-35 92.500000000000014 8 9 10 1.0000000180025095e-35 5.5000000000000009 11.500000000000002 11 12 13 3.5000000000000004 14 2.5000000000000004 2.5000000000000004 15 16 6.5000000000000009 3.5000000000000004 17
decision_type=1 2 1 1 9 9 2 2 2 2 2 2 1 2 2 2 2 1 9 2 2 9 1 9 2 2 2 9 1 9 2 1 2 2 1 1 2 2 1
left_child=14 3 -3 4 7 8 -7 -2 9 -5 -9 -8 -6 -14 26 21 22 20 24 -20 23 -16 -17 -18 -19 -23 29 28 -28 30 31 36 34 -33 -32 -34 -1 38 -31
right_child=1 2 -4 5 12 6 11 10 -10 -11 -12 -13 13 -15 15 16 17 18 19 -21 -22 25 -24 -25 -26 -27 27 -29 -30 37 32 33 35 -35 -36 -37 -38 -39 -40
leaf_value=0.010377291093820303 0 0.013808594150947784 0 0.013543996417265912 0 0 -0.011877644151011637 0.011634072055887519 0 0 0 0 -0.017369940136913398 0 0 0 0 0 0.0052372967360606992 -0.012497924910645983 0 -0.020907562307191901 0.015182966713533086 -0.024430544541964572 0.016611313852275898 0 0.016256517800711991 -0.0040230818796723414 0 -0.0069160814047420013 0 0 -0.0061762463791364833 -0.011884289169802404 -0.018266906976565835 0.0089363090941903377 -0.00052229926611306664 0.0036421695100289997 0.0014578803181601681
leaf_weight=160.96638895534124 29.160016799258301 8.2138525939808442 6.6486929222301105 93.181326840858674 19.369180007721297 31.442827841616236 41.418492628217791 55.857254907590686 2.858109619919559 6.6303763809119109 2.7504703929735106 13.050630911195183 42.546516511050868 6.8621633722650577 6.0639976076054154 5.8546944944537245 3.0128767307760427 10.416887943880281 27.097361868974986 41.41249641784816 3.846576247146003 35.08145539596444 28.136081326563726 24.509643959274406 33.56111225955101 1.2578580056288036 35.088011571788229 14.129612559001542 7.6925178772944482 240.96623193436426 17.638771301804809 183.09475111557003 28.128085831136559 92.392627286964853 92.687963086529635 30.388475141349772 7.1832012877166553 389.69626680123474 888.38733090057485
leaf_count=315770 50481 2825 6245 130701 27482 54744 45318 53337 6994 5841 5291 19918 66570 15054 7279 1834 659 4003 6238 17208 2208 20911 17643 17488 17993 780 17158 18014 4651 391319 20039 280173 23376 112003 84642 17453 10436 294316 910796
internal_value=0 0.00161996 0.00884903 0 -0.00142921 0.00225602 -0.0039802 0.00473707 0.00922998 0.0115769 0.00929471 -0.00893346 -0.0109043 -0.0139444 -0.000201257 -0.0025742 0.000249347 -0.00276166 0.00263419 -0.00270457 -0.0165592 -0.0137566 0.0130013 -0.0242594 0.0118502 -0.0168624 0 0.00607061 0.0126282 -0.000173121 -0.00247226 0.000153966 -0.0099879 -0.00408691 -0.0156368 0 0.00798605 0.000602224 -0.000249887
internal_weight=0 359.99 14.8625 345.127 156.546 188.582 85.912 87.7677 102.67 99.8117 58.6077 54.4691 68.7779 49.4087 2408.69 220.251 177.848 143.857 112.488 68.5099 31.3691 42.4033 33.9908 27.5225 43.978 36.3393 2188.44 56.9101 42.7805 2131.53 612.48 443.637 168.843 275.487 110.327 58.5166 168.15 1519.05 1129.35
internal_count=3105191 490801 9070 481731 218215 263516 119980 109109 143536 136542 58628 65236 109106 81624 2614390 114244 85274 65797 45442 23446 20355 28970 19477 18147 21996 21691 2500146 39823 21809 2460323 863892 718382 145510 392176 104681 40829 326206 1596431 1302115
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=1 44 172 3224024 11030054 10 393 9975830 262410 4 2097152 2903528 5 19490826 156 2 449 58
is_linear=0
shrinkage=0.1


Tree=113
num_leaves=40
num_cat=17
split_feature=7 2 1 1 3 3 1 2 8 2 2 3 7 3 3 3 7 3 2 1 7 1 3 7 7 2 8 3 3 6 1 3 3 3 7 1 3 3 2
split_gain=0.10829 0.642235 0.422403 0.246417 0.417963 0.201971 0.183175 1.02891 0.48351 2.13934 1.00841 0.68161 0.520738 0.474433 0.561682 0.447572 0.420788 0.284007 0.267943 1.589 1.48428 1.00731 0.9286 1.14046 0.901565 1.18037 1.90318 0.757078 1.46628 0.752664 0.716002 0.602998 0.565197 0.553184 0.473477 0.471654 1.28186 0.774734 0.44814
threshold=7.5000000000000009 0 1 2 5.5000000000000009 18.500000000000004 3 4 5 6 7 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 61.500000000000007 19.500000000000004 6.5000000000000009 43.500000000000007 8 9 1.0000000180025095e-35 10 6.5000000000000009 3.5000000000000004 1.5000000000000002 11 12 6.5000000000000009 1.5000000000000002 13 14 78.000000000000014 13.500000000000002 8.5000000000000018 1.0000000180025095e-35 15 1.0000000180025095e-35 2.5000000000000004 16
decision_type=2 1 9 9 2 2 9 1 1 1 1 2 2 2 2 2 2 2 1 9 2 9 2 2 2 1 1 2 2 1 9 2 2 2 2 9 2 2 1
left_child=6 2 5 -3 -5 -2 7 13 10 17 11 -9 -11 -1 -15 -13 -12 -10 19 29 30 24 23 34 35 32 -27 28 -22 31 -21 38 -26 -24 -23 36 -20 -37 -8
right_child=1 3 -4 4 -6 -7 18 8 9 12 16 15 -14 14 -16 -17 -18 -19 21 20 27 22 33 -25 25 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=0 0.018759759270206053 0.0001014929055106543 0 -0.012456492371229849 0 0 0 0 0.014389884874889486 -0.012891107340445788 -0.0081891645285827024 0.01356826973657789 0 -0.012326880902257748 0 0 0 0 0.010298046675691256 0.0082253495199082864 -0.0071205129328104138 0 0.011312615185943675 0 0.014443170067481557 0.00532839471116291 -0.010033683159407029 -0.011465374793130874 0.0055611084736296324 0 0 0 0 -0.0014958266041867219 -0.017490905042523413 -0.010334184505564442 -0.0032296237095981537 0 0.014488667156794865
leaf_weight=38.216723668813756 19.635195223527266 20.900785661964619 7.6993340452900183 16.804334646298233 3.0740611651272038 0.50828550061851174 10.555363373234286 107.88477890551803 98.179750648998379 29.649397296925599 166.23666996013708 42.982541577795928 7.9364090208910048 121.38287156467777 1.6419836921122613 2.6520259550889014 3.2725292118047937 0.94778468050935671 68.679000583968445 144.69735817466062 166.71439860190094 57.765503924805671 13.086071550576888 36.008836775919917 97.142729651779518 205.33921011341045 79.853297587123961 98.767475306252891 126.8390626241162 17.436937165293784 309.55830512777175 2.1872171564027658 10.265309960566809 31.807900774088921 87.440039865217841 105.96878786086199 195.65952915552043 77.740872034912172 136.80355384276845
leaf_count=115825 20718 23383 7120 22138 1936 267 25800 214170 111398 51258 154347 46511 19847 157928 782 1864 3952 631 66181 78416 244785 76722 11293 40814 114187 204244 90379 58504 117187 44124 280904 1223 4012 27041 131719 174581 131078 74015 153917
internal_value=0 0.00326132 0.0104297 -0.00106393 -0.00654868 0.0146339 -0.000111474 -0.00163164 0.000352952 0.00501112 -0.00112704 0.00324146 -0.00726833 -0.00772641 -0.0106591 0.0108843 -0.00637887 0.0125744 0.000223562 0.00146276 -0.000109869 -0.000693087 -0.00619856 -0.00967951 0.000661342 0.00425497 0 -0.00474728 -0.000706246 0.00936554 0.00331946 0.0121725 0.0114882 0.00126796 -0.0133432 -0.00191558 0 -0.00537816 0.0135645
internal_weight=0 68.622 27.8428 40.7792 19.8784 20.1435 2701.3 620.983 459.742 136.713 323.029 153.519 37.5858 161.242 123.025 45.6346 169.509 99.1275 2080.32 1013.56 846.577 1066.76 226.108 181.214 840.649 392.601 285.193 392.321 293.553 166.983 454.256 149.546 107.408 44.894 145.206 448.048 264.339 183.71 147.359
internal_count=3105201 75562 28105 47457 24074 20985 3029639 878513 603978 183134 420844 262545 71105 274535 158710 48375 158299 112029 2151126 1004860 779796 1146266 287589 249255 858677 412822 294623 420476 361972 225064 359320 180940 118199 38334 208441 445855 197259 248596 179717
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=86 2902451 1346288 18735377 84 1 418 777 597 12589696 2098286 40 9 2 1060 2098182 1
is_linear=0
shrinkage=0.1


Tree=114
num_leaves=40
num_cat=21
split_feature=4 3 1 0 3 8 3 1 2 1 2 6 2 3 2 7 2 3 7 1 2 3 7 7 3 7 3 2 1 7 7 1 7 3 3 1 2 2 1
split_gain=0.0998937 0.254912 0.162059 0.138401 0.359049 0.560667 0.338651 1.5941 0.577907 0.52128 0.962034 1.17585 0.714261 0.588803 0.384737 0.343277 0.26353 0.632085 1.17334 0.278596 0.826974 0.823645 0.624702 0.598474 0.321728 0.252666 0.243267 0.192222 0.4944 0.870839 0.487988 0.421413 1.63315 0.798851 0.128634 0.0960041 1.17772 1.07303 1.10468
threshold=0 33.500000000000007 1 2 27.500000000000004 3 11.500000000000002 4 5 6 7 8 9 7.5000000000000009 10 1.5000000000000002 11 4.5000000000000009 1.5000000000000002 12 13 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 14.500000000000002 5.5000000000000009 3.5000000000000004 14 15 4.5000000000000009 3.5000000000000004 16 2.5000000000000004 5.5000000000000009 17.500000000000004 17 18 19 20
decision_type=1 2 9 1 2 1 2 9 1 9 1 1 1 2 1 2 1 2 2 9 1 2 2 2 2 2 2 1 9 2 2 9 2 2 2 9 1 1 9
left_child=3 35 -3 4 6 -6 9 8 -8 10 11 -1 15 -14 34 -11 17 18 -5 20 21 22 -18 -22 -23 -7 -12 31 30 -30 -29 33 -33 -21 -9 36 -2 38 -37
right_child=1 2 -4 16 5 25 7 14 -10 12 26 -13 13 -15 -16 -17 19 -19 -20 27 23 24 -24 -25 -26 -27 -28 28 29 -31 -32 32 -34 -35 -36 37 -38 -39 -40
leaf_value=0.010496386452885425 0.010185679102112526 0.011049088765185761 0 0.021053710751265154 0 -0.017691238954133152 0 -0.00071005308115970904 0.019415399147323962 0.0047869374198319485 -0.00012487527008066547 -0.0052637220679926724 -0.011763321834815833 0 -0.0099029798604977851 -0.0037042037449385272 0.012409490192514746 0 0 0 0 -0.012920371255959646 -0.00088301989673432609 0.013019276214495329 0 0 -0.0065324080570519881 0.0054958736112643396 -0.0060189521212137267 0.0029154187533158727 -0.0033140539400355351 -0.0090495555531534769 0.0049548085833270514 0.010291801687933345 0.0053474345798841015 0.011337490355058098 -0.0034995373070645236 -0.0075308029973278545 -0.0027475838567115485
leaf_weight=139.19809825065749 68.722801231480844 1.4032375641108954 1.2116216790309402 17.790229130740048 3.0586828527302714 18.234153735938897 5.93053484185657 20.704436655098107 26.943552305398043 67.170275681237399 447.77535461702428 16.44336798196673 120.6944457391819 8.7084950968855974 13.25038828817196 57.903208171753249 16.238436989777259 9.679279369505819 13.396696363925001 230.65544615664112 20.452797254314646 35.344376144086709 14.375035149321773 71.491721860133111 2.7819365171890231 0.26615437721193203 71.415400316567684 121.98023084072338 378.84301578302984 77.514206786247087 39.986238161218353 141.79252698336495 108.81074829137651 76.177009554143297 14.090774189913644 63.199494084969047 75.977194291495834 103.57793596775446 46.33061327195901
leaf_count=313016 92361 781 783 3643 3057 18476 10613 9594 45499 101837 602280 69266 438722 15747 22700 124785 12894 964 4978 112198 10370 21658 13238 50949 1076 336 120603 55224 174738 38462 28513 86409 78074 17297 6204 80944 123158 123402 70542
internal_value=0 0.00150549 0.0102611 -0.000216231 -0.00114462 -0.0096631 -0.000400997 0.00431345 0.0151771 -0.00124629 0 0.0062947 -0.00477094 -0.00911711 -0.00372043 0 0.00027566 0.0058233 0.0124276 0 0.00339028 -0.00174031 0.00387061 0.00886447 -0.0106252 -0.0133468 -0.00182791 -0.000627876 -0.0018897 -0.00372183 0.00150186 0.000302434 -0.00195065 0.00302033 0 0 0.00217406 -0.000586447 0.00423208
internal_weight=0 360.423 2.61486 2409.1 1031.79 21.559 1010.23 80.9197 32.8741 929.309 674.832 155.641 254.476 129.403 48.0456 125.073 1377.31 40.8662 31.1869 1336.44 160.684 68.7398 30.6135 91.9445 38.1263 18.5003 519.191 1175.76 618.324 456.357 161.966 557.436 250.603 306.832 34.7952 357.808 144.7 213.108 109.53
internal_count=3105391 491971 1564 2613420 1902735 21869 1880866 94610 56112 1786256 1105165 382282 681091 454469 38498 226622 710685 9585 8621 701100 110185 48866 26132 61319 22734 18812 722883 590915 296937 213200 83737 293978 164483 129495 15798 490407 215519 274888 151486
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=1 10491202 1 12 3164458 776 27624690 284 2 962 67 3 5534213 328 840 2099584 1114 2706092 806 209 8393808
is_linear=0
shrinkage=0.1


Tree=115
num_leaves=40
num_cat=23
split_feature=3 3 1 7 1 7 1 3 2 1 3 2 3 1 8 2 1 1 2 1 1 1 1 7 7 7 7 7 8 2 7 3 4 2 7 3 2 4 8
split_gain=0.107802 0.905278 1.09942 0.656655 1.10262 0.525954 0.430611 0.378651 0.723699 0.60108 0.365139 0.893072 0.540463 0.987306 0.51044 5.9222 3.65918 2.97508 2.24278 2.07748 0.732519 0.457599 0.378579 0.416121 0.300611 0.264701 0.209017 0.208677 0.191767 0.1602 0.22869 0.130795 0.0919434 0.0715297 0.062893 0.0434325 0.0406696 0.0405191 0.0302138
threshold=32.500000000000007 39.500000000000007 0 1.0000000180025095e-35 1 4.5000000000000009 2 21.500000000000004 3 4 16.500000000000004 5 13.500000000000002 6 7 8 9 10 11 12 13 14 15 2.5000000000000004 5.5000000000000009 2.5000000000000004 5.5000000000000009 2.5000000000000004 16 17 3.5000000000000004 58.500000000000007 18 19 5.5000000000000009 40.500000000000007 20 21 22
decision_type=2 2 9 2 9 2 9 2 1 9 2 1 2 9 1 1 9 9 1 9 9 9 9 2 2 2 2 2 1 1 2 2 1 1 2 2 1 1 1
left_child=7 2 26 6 29 -6 31 10 9 28 12 21 14 27 15 17 -17 -1 19 -16 -20 -12 -13 37 32 -10 -2 33 34 30 35 -3 -15 -14 -9 -5 -8 -24 -4
right_child=1 3 38 4 5 -7 36 8 25 -11 11 22 13 24 18 16 -18 -19 20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.025213306832390016 0.022499773751773179 0 0 0 -0.021275887226290646 0 0 0.018863925109488172 -0.01629579244933017 -0.0031183550483475896 0.0014108336908550522 0 0 -0.018481309717981249 0.0047782142912555746 0.0065873363146836672 -0.016629825132842439 0 -0.002384312746157349 -0.011414514683031051 0.0020173654105762173 -0.0098850122611446392 0.021737316259763877 0 0 0 0 0 0 0 0 0.014326912934644172 0 0.0083351249180195694 0 0.011821012235017626 -0.0029883495783651578 0 -0.0034194584901112491
leaf_weight=94.002825871197274 22.902355577243728 4.4264166640787135 0.34797651693224907 0.17691719577123688 24.376859246040116 2.9447818261251077 0.69374123320449144 4.449422980484087 27.959640986169688 11.199216046661606 2.3865402250521583 9.9018993525678507 1.7670722635957643 31.955602077883668 55.144117926966828 69.490121717692091 118.10142632140924 67.900938885694814 423.14672984997924 272.7061105978546 1432.8631819299562 10.732032190586322 23.166804410444456 5.466830271849175 1.2044617810897751 5.4295181397901606 0.41758904403832176 1.7997593780601162 1.2871799127460688 1.8442825948586694 1.1232411505188791 7.9414987808995647 2.9897901547519714 6.1349121968160016 0.15338876166788384 7.4731304083688883 5.8331723492738119 2.7812751144520069 4.3842670402518733
leaf_count=112487 5219 897 280 111 12259 1348 167 2525 22046 3323 1879 3999 1814 18692 76593 54709 142576 72802 589176 386825 1546293 4075 16307 2680 760 2724 117 1278 618 1885 451 1330 1755 7124 53 2862 1656 1705 1993
internal_value=0 0.00303415 0.0131023 -0.00129024 -0.00921779 -0.0156459 0.00438108 -8.66457e-05 -0.00687762 0.000793611 6.88259e-06 0.00655706 -9.01863e-05 -0.00845427 4.13346e-05 0.00347554 -0.00706507 0.0161545 -0.000426175 -0.00765194 0.000826481 -0.00266736 0.0122402 0.015733 -0.0140221 -0.0122471 0.0181207 0.00254539 0.0110038 0.00251013 0.00640272 0.0100055 -0.0176544 0.00810512 0.0142226 0.0112935 -0.000209661 0.0210185 -0.00194003
internal_weight=0 84.8862 28.0522 56.834 37.9392 27.3216 18.8948 2684.12 50.4784 17.0892 2633.64 54.4354 2579.21 45.8516 2533.36 349.495 187.592 161.904 2183.86 327.85 1856.01 13.1186 41.3168 31.4149 36.1499 33.3892 23.3199 9.70174 5.88999 10.6176 8.77329 12.3679 34.9454 7.90198 4.60281 7.65005 6.52691 25.9481 4.73224
internal_count=3105393 30575 7609 22966 18916 13607 4050 3074818 31289 6519 3043529 30645 3012884 31423 2981461 382574 197285 185289 2598887 463418 2135469 5954 24691 20692 21207 24770 5336 10216 3196 5309 3424 2227 20447 8938 2578 2973 1823 18012 2273
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=11277426 10884 533860 18 3148102 773 1311499 12 108 578712 334826 36 2367621 18985347 1591312 5075712 3 372 1 272 8 1 2
is_linear=0
shrinkage=0.1


Tree=116
num_leaves=30
num_cat=14
split_feature=3 3 3 1 2 3 2 1 8 3 2 3 1 1 8 1 3 1 3 1 7 7 7 3 7 8 7 3 1
split_gain=0.102775 0.421087 0.856268 1.03687 0.610107 0.336118 0.684897 0.421121 0.714637 0.310517 0.80316 0.464501 0.918705 0.442418 0.43242 0.386628 0.273536 0.257874 0.207095 0.220919 0.197365 0.0810554 0.0565387 0.054068 0.0386145 0.0301608 0.0162677 0.0160828 0.0146056
threshold=119.50000000000001 39.500000000000007 32.500000000000007 0 1 21.500000000000004 2 3 4 16.500000000000004 5 13.500000000000002 6 7 8 9 44.500000000000007 10 47.500000000000007 11 5.5000000000000009 5.5000000000000009 3.5000000000000004 113.50000000000001 5.5000000000000009 12 3.5000000000000004 242.50000000000003 13
decision_type=2 2 2 9 1 2 1 9 1 2 1 2 9 9 1 9 2 9 2 9 2 2 2 2 2 1 2 2 9
left_child=1 2 5 20 18 9 7 8 -7 11 13 14 -13 -11 -1 -12 -6 21 28 23 -4 27 -9 24 -20 -5 -8 -2 -3
right_child=17 4 3 25 16 6 26 22 -10 10 15 12 -14 -15 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30
leaf_value=0.0031975917903505494 0.012535174094978964 0 0.0213137170872051 0 0 0.01466692943633122 -0.015396698014543573 -0.0058011206860300278 -0.0007316912408697866 0.0014226820843726909 0 0.0024087405692285505 -0.013389795348122789 -0.0096604138235868563 -0.00038766504396669528 0.014909196388030102 -0.016978146229597615 0 0.011824954914321915 0 0 0 0 0 0 -0.0034079528547608659 0 0 -0.002282851175436011
leaf_weight=350.53610773363562 5.509690198028693 2.2927534634945914 23.329992346443763 0.34712851137737744 4.4040333085722549 13.663104508668765 21.827944795026273 7.9398420764482598 3.2546520822070333 2.3815469034889247 9.0679453436750901 9.7677415383805037 35.613886090606684 10.611722932997507 2183.0060698005173 32.784564986024634 21.6036406972853 2.0852160483627804 13.498219737812173 2.6934241955168572 0.41882932891894498 0.3225552091753342 1.3803137145296203 0.2281610345089583 0.15585781996196679 4.3798326727992416 2.0961736553290384 0.060803520609624573 3.6537130292417741
leaf_count=381918 1762 547 5366 280 2000 5021 20263 3036 1053 1869 3278 10229 21068 4036 2599280 21867 11587 1151 2662 1243 118 182 211 76 59 2006 1394 73 1541
internal_value=0 -2.89558e-05 7.05439e-05 0.0120986 -0.00731281 -7.88578e-05 -0.00649155 0 0.00800144 2.38793e-06 0.00603382 -7.88001e-05 -0.00786103 -0.00242738 3.39348e-05 0.0114911 -0.0124921 0.00519613 0 0.00653573 0.0171556 0.00886191 -0.0033911 0.00882744 0.011423 -0.00192661 -0.0126486 0.0123426 -0.0015052
internal_weight=0 2760.94 2712.41 28.4758 48.5298 2683.93 50.162 26.2379 16.9178 2633.77 54.8458 2578.92 45.3816 12.9933 2533.54 41.8525 26.0077 7.97826 22.5221 16.5757 23.7488 5.89305 9.32016 13.8822 13.6541 4.72696 23.9241 5.57049 5.94647
internal_count=3105176 3102008 3082293 7770 19715 3074523 30978 9321 6074 3043545 31050 3012495 31297 5905 2981198 25145 13587 3168 6128 4040 5484 2017 3247 2797 2721 2286 21657 1835 2088
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=11277426 540 534 3149638 3 773 1311499 1591312 12 880896 2108194 2624724 2 1088
is_linear=0
shrinkage=0.1


Tree=117
num_leaves=31
num_cat=16
split_feature=3 3 3 1 7 1 3 2 1 3 2 1 3 1 8 1 1 7 8 7 7 1 3 2 7 2 8 7 3 2
split_gain=0.0942457 0.388416 0.749548 0.96513 0.592757 0.689164 0.318008 0.649663 0.572336 0.27307 0.73752 0.427473 0.399481 0.874847 0.379993 0.362083 0.252006 0.242846 0.189392 0.185235 0.143539 0.140385 0.101616 0.0834556 0.0797724 0.0436588 0.0300804 0.0280339 0.0164229 0.0146637
threshold=119.50000000000001 39.500000000000007 32.500000000000007 0 1.0000000180025095e-35 1 21.500000000000004 2 3 16.500000000000004 4 5 13.500000000000002 6 7 8 9 2.5000000000000004 10 5.5000000000000009 3.5000000000000004 11 75.500000000000014 12 5.5000000000000009 13 14 3.5000000000000004 242.50000000000003 15
decision_type=2 2 2 9 2 9 2 1 9 2 1 9 2 9 1 9 9 2 1 2 2 9 2 1 2 1 1 2 2 1
left_child=1 2 6 19 21 25 9 8 18 12 11 -11 14 -14 -1 -12 24 -9 -8 -4 -7 22 29 -23 28 -6 -5 -10 -2 -3
right_child=16 4 3 26 5 20 7 17 27 10 15 -13 13 -15 -16 -17 -18 -19 -20 -21 -22 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0029821669068215199 0.012293733991927944 0.0081523287716723323 0.020222947297026211 0 0.0030023438452458791 -0.021063109510117122 0.013872078874532174 -0.015424232472848074 -0.0047434247403591572 0.0013999177842944971 0 -0.0094583688151615927 0.0024094923146003363 -0.012880218085463699 -0.00037928873641030858 0.014218619689965682 0 0 0 0 0 0 0 -0.0042764366241748878 0 0 -0.0033176405672089002 0 0 0
leaf_weight=351.34707294593682 5.5851624281494878 4.0911814587889239 23.725811120006259 0.33254000783199444 8.4340532444475667 18.129070565657461 4.7370133519434603 27.376355861561024 9.5783236289571523 2.3910179985396098 9.0438445898471382 10.504352721254689 9.7672421493480197 35.186527867714176 2182.8241438751465 33.215313258471724 2.0903327450650959 5.429808244778541 1.2811368028342256 0.41652654275821888 3.8863323227124047 2.2021388922148617 1.5554671975842209 6.4498135399044241 0.32468359115591727 2.0999992561992267 4.3392250074393841 1.6129425668477768 0.063413065014174097 1.4218209406972162
leaf_count=381852 1770 234 5424 263 2986 10021 2553 21746 3160 1878 3256 4015 10227 20840 2599521 22082 1153 2723 614 116 1597 741 203 1860 182 1637 1970 191 76 347
internal_value=0 -4.96832e-05 4.11389e-05 0.0112752 -0.00704656 -0.012526 -9.22126e-05 -0.00632706 0.000581347 0 0.00564275 -0.00223734 -8.60576e-05 -0.00731791 9.3481e-06 0.0109271 0.00495773 -0.0115309 0.010687 0.0162718 -0.0164128 0 0.0054382 -0.000493489 0.00866984 0 -0.00180359 -0.00309695 0.0120938 0.00885352
internal_weight=0 2761.38 2713.11 28.8141 48.2699 32.5495 2684.3 50.0156 17.2094 2634.28 55.1545 12.8954 2579.12 44.9538 2534.17 42.2592 8.06359 32.8062 6.01815 24.1423 22.0154 15.7204 7.06847 8.65195 5.97326 10.5341 4.67177 11.1913 5.64858 5.513
internal_count=3105238 3102057 3082431 7773 19626 16241 3074658 30987 6518 3043671 31231 5893 3012440 31067 2981373 25338 3181 24469 3167 5540 11618 3385 784 2601 2028 4623 2233 3351 1846 581
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=11277426 2196 18 3148102 773 1591312 1311498 12 880896 2108194 3 525388 24 116 2 38
is_linear=0
shrinkage=0.1


Tree=118
num_leaves=30
num_cat=13
split_feature=3 3 3 1 2 3 2 1 8 3 1 2 1 3 3 1 3 1 3 1 7 7 7 3 7 8 3 1 7
split_gain=0.0871641 0.341264 0.627816 0.910716 0.554002 0.262679 0.603946 0.393518 0.69485 0.261925 0.246644 0.233354 3.39404 2.4624 1.17121 1.68929 0.766789 0.589563 0.198415 0.211448 0.174477 0.0787564 0.053972 0.0531725 0.0384182 0.0297337 0.0163172 0.0149624 0.011301
threshold=119.50000000000001 39.500000000000007 32.500000000000007 0 1 21.500000000000004 2 3 4 44.500000000000007 5 6 7 8.5000000000000018 9.5000000000000018 8 15.500000000000002 9 47.500000000000007 10 5.5000000000000009 5.5000000000000009 3.5000000000000004 113.50000000000001 5.5000000000000009 11 242.50000000000003 12 3.5000000000000004
decision_type=2 2 2 9 1 2 1 9 1 2 9 1 9 2 2 9 2 9 2 9 2 2 2 2 2 1 2 9 2
left_child=1 2 5 20 18 11 7 8 -7 -6 21 12 16 -14 17 -16 -1 -13 27 23 -4 26 -9 24 -20 -5 -2 -3 -8
right_child=10 4 3 25 9 6 28 22 -10 -11 -12 14 13 -15 15 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30
leaf_value=-0.013956886247000212 0.012093347073176938 0 0.019110385667720928 0 0 0.014347902772441712 -0.014269823704138627 -0.0055910144268832233 -0.00069791116769714291 -0.016066865945646224 0 -0.0049813189091047899 0.012014743428826235 -0.0094558813842047403 0.014366649423785455 -0.00082584740971909036 0 0.00034240069598775324 0.011603188466050483 0 0 0 0 0 0 -0.0033262156803276072 0 -0.0022282660650627738 0
leaf_weight=161.9183779132909 5.6478969371382846 2.268553285030066 24.141092234094689 0.34164710936602205 4.3692293505155275 13.807389288253033 21.156720572580529 7.861404790644885 3.2411348745954482 21.050365483621135 2.0893850933498452 189.02545229542193 154.46938522772871 34.595294299724628 100.86833029594709 83.546685529676324 9.5325608716666448 1899.8492168978537 13.561504080571462 2.6559792037878678 0.41769083782855787 0.32658234921109386 1.3814051471126729 0.22931907181919164 0.15829651233798436 4.3439733989944243 0.064122657669940852 3.6325861268996986 2.098153360275318
leaf_count=181553 1775 543 5546 276 1996 5022 20011 3035 1064 11413 1155 291278 274080 21911 62389 59680 3985 2149107 2679 1229 117 183 213 80 61 1992 77 1542 1395
internal_value=0 -2.11966e-05 5.68665e-05 0.0102943 -0.00661028 -5.67263e-05 -0.00575603 0 0.00774507 -0.0116933 0.00477787 1.48352e-06 -0.00210024 0.00569947 0.000495023 0.00756372 -0.0115711 -8.33665e-05 0 0.00641371 0.0153621 0.00851346 -0.00322786 0.00864465 0.0111964 -0.00183228 0.0118919 -0.0013663 -0.0117108
internal_weight=0 2760.52 2712.6 29.2444 47.9258 2683.35 49.5462 26.2913 17.0485 25.4196 8.12799 2633.81 360.516 189.065 2273.29 184.415 171.451 2088.87 22.5062 16.6051 24.5588 6.0386 9.24281 13.9491 13.7198 4.68562 5.71202 5.90114 23.2549
internal_count=3105387 3102197 3082654 7931 19543 3074723 30740 9334 6086 13409 3190 3043983 481529 295991 2562454 122069 185538 2440385 6134 4049 5663 2035 3248 2820 2740 2268 1852 2085 21406
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13
cat_threshold=11277426 540 534 3149638 3 2108194 20 1574686 1064792 2191489 2624724 2 1088
is_linear=0
shrinkage=0.1


Tree=119
num_leaves=40
num_cat=21
split_feature=4 3 2 0 3 1 3 1 2 1 2 3 7 2 3 2 1 2 7 1 2 3 3 1 3 2 1 1 3 3 3 3 7 7 2 1 1 7 3
split_gain=0.0845444 0.261752 0.564035 0.141624 0.334089 0.467027 0.323503 1.3837 0.583997 0.441937 1.33524 1.78924 0.489521 1.41539 0.97735 0.362789 0.266274 0.217433 0.426498 0.226056 0.502307 0.389572 0.696947 0.906024 0.474649 0.608787 0.524139 0.320487 0.295017 0.6559 0.121781 0.116329 0.185919 0.173183 0.100732 1.3131 1.02883 0.435946 1.034
threshold=0 14.500000000000002 1 2 27.500000000000004 3 11.500000000000002 4 5 6 7 5.5000000000000009 1.5000000000000002 8 2.5000000000000004 9 10 11 2.5000000000000004 12 13 8.5000000000000018 27.500000000000004 14 5.5000000000000009 15 16 17 3.5000000000000004 8.5000000000000018 17.500000000000004 1.5000000000000002 1.0000000180025095e-35 6.5000000000000009 18 19 20 1.5000000000000002 3.5000000000000004
decision_type=1 2 1 1 2 9 2 9 1 9 1 2 2 1 2 1 9 1 2 9 1 2 2 9 2 1 9 9 2 2 2 2 2 2 1 9 9 2 2
left_child=3 34 -3 4 6 -6 9 8 -8 10 11 -1 13 -11 -14 30 -12 18 -5 20 31 24 23 -23 25 -21 -26 -24 -22 -30 -9 32 -19 -33 35 -2 37 38 -36
right_child=1 2 -4 17 5 -7 7 15 -10 12 16 -13 14 -15 -16 -17 -18 19 -20 21 28 22 27 -25 26 -27 -28 -29 29 -31 -32 33 -34 -35 36 -37 -38 -39 -40
leaf_value=0.016225378843508966 -0.010159018004615362 0.013652320932800022 0 0.013207379182730725 0 -0.013338229489068468 0 -0.00034106257777423806 0.01847415895286161 0.0058910896592759441 0 -0.0056392233658652396 -0.01415577714852607 -0.0087680992553491963 0 -0.009377546324680134 -0.0042345899801467576 0.0064848595505094045 0 0.0024165315936480196 0.0092818946996136228 0 0.0059124492635780875 -0.012191029915654301 -0.00055468883811550724 -0.0029941511919037087 0.0085870818419486877 -0.0020852281524570745 -0.0063028559142630745 0.0080683084454043277 0.0052402604520627553 -0.0055503496422471205 -0.00021387162490557477 0 0.017390631114451674 0.004261129854344718 -0.0036718240642538897 0 0
leaf_weight=80.115510794128568 67.877877417580748 8.2772901354910555 6.6657250137795918 10.517052007402524 9.5167034176774887 11.876027231963237 6.0122200756159145 20.53370970171818 27.472421760547149 108.07185734849918 324.05293317255837 13.441318481091001 73.607522956347566 77.262727937002637 41.652060823340435 12.943026144872418 211.11998446422876 14.114344708475981 4.7593225694145085 269.68523964865017 87.893382310736342 47.941096695372835 45.415620647530886 96.878240332196583 20.174373626228771 470.8837380806217 91.124916264234344 23.020761599444086 37.08862738533935 29.815317525179125 14.134003509272587 65.121070941968355 58.104674253860139 4.158733974560163 51.712020292150555 88.347098918435222 85.509943724202458 39.994208798656473 12.53299172350671
leaf_count=215263 108882 2825 6248 1143 5456 16172 10543 9619 45594 197191 396417 31820 304397 223297 57524 22354 361775 8487 884 151290 64825 10529 6347 21568 5420 300986 27273 5112 16171 8069 5979 35983 44683 1891 69489 109299 119889 63421 11135
internal_value=0 0.00137617 0.0086437 -0.000207615 -0.0011483 -0.00941846 -0.000418328 0.00415999 0.0142151 -0.00124816 0 0.0092971 -0.00416695 0 -0.00869735 -0.00322377 -0.00177311 0.0002936 0.00644433 0 0.00230844 -0.000651087 -0.00423766 -0.00803365 1.28175e-05 -0.000624602 0.00560939 0.00074772 0.00592427 0 0 -0.000428177 0 -0.00347448 0 -0.0012691 0.0017346 0.00803786 0.0123492
internal_weight=0 360.917 14.943 2408.51 1031.81 21.3927 1010.42 81.0954 33.4846 929.324 628.73 93.5568 300.594 185.335 115.26 47.6107 535.173 1376.7 15.2764 1361.42 296.296 1065.12 213.256 144.819 851.868 740.569 111.299 68.4364 154.797 66.9039 34.6677 141.499 72.219 69.2798 345.974 156.225 189.749 104.239 64.245
internal_count=3105250 491188 9073 2614062 1903401 21628 1881773 94089 56137 1787684 1005275 247083 782409 420488 361921 37952 758192 710661 2027 708634 180109 528525 43556 32097 484969 452276 32693 11459 89065 24240 15598 91044 53170 37874 482115 218181 263934 144045 80624
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=1 44 1 8978496 3164458 776 25527538 28 707 67 17072208 1 5534223 896 2128 786 2163072 2098336 172 9195046 11030054
is_linear=0
shrinkage=0.1


Tree=120
num_leaves=40
num_cat=18
split_feature=7 1 2 3 3 1 2 3 3 7 2 3 1 7 1 3 3 1 2 7 3 7 2 7 7 3 3 1 1 7 3 2 1 1 4 1 3 3 1
split_gain=0.100463 0.593018 0.815267 0.236845 0.172331 0.142414 1.05614 2.26711 1.73458 0.827085 0.551693 0.873896 1.51122 1.88934 1.45213 0.535019 0.749622 1.63302 0.570749 0.464117 0.442455 0.406509 0.400321 1.07237 0.379688 1.91306 1.59489 1.50034 1.05872 1.93678 1.45159 0.886517 1.68495 0.475834 0.371954 0.367625 0.345117 0.336458 0.319182
threshold=7.5000000000000009 0 1 18.500000000000004 4.5000000000000009 2 3 30.500000000000004 1.5000000000000002 2.5000000000000004 4 3.5000000000000004 5 1.5000000000000002 6 23.500000000000004 2.5000000000000004 7 8 4.5000000000000009 49.500000000000007 5.5000000000000009 9 1.5000000000000002 1.5000000000000002 10.500000000000002 4.5000000000000009 10 11 3.5000000000000004 1.0000000180025095e-35 12 13 14 15 16 20.500000000000004 69.500000000000014 17
decision_type=2 9 1 2 2 9 1 2 2 2 1 2 9 2 9 2 2 9 1 2 2 2 1 2 2 2 2 9 9 2 2 1 9 9 1 9 2 2 9
left_child=5 2 -2 -4 -3 6 7 8 9 -1 11 12 13 -7 -13 16 22 -18 -19 -16 -9 -14 23 -8 26 28 31 36 29 -26 -30 32 -12 -27 -29 -33 -28 -17 -24
right_child=1 4 3 -5 -6 10 15 20 -10 -11 24 14 21 -15 19 37 17 18 -20 -21 -22 -23 38 -25 25 33 27 34 30 -31 -32 35 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0070514450168652695 0 -0.0072164732622667762 0.018598031321927777 0 0 0.013299158480780003 0.01142171018646731 0.016525736206216425 -0.019983449655534224 -0.0099104131729642834 -0.0045303384366306041 -0.010319015466432798 -0.012930162628372264 -0.0089062489382805352 0.0074954982535418678 -0.009936520632555854 -0.0085952647368975916 0 0.013062220297080943 -0.00035085907489197486 0 0 0.0021606043242411821 -0.00089569031646495861 0.010857050831639486 0.017856350474148422 0.0078491643308154814 -0.015929461854173696 0.0043275622632410679 -0.0039234288184223851 -0.010144283194706366 0.00071079171349728307 0.013329591508578237 0 0 -0.0044239327360260294 -0.00039583062151679453 0 -0.003459076752805513
leaf_weight=46.498002582357003 21.6322424638347 13.084879405829271 28.967529598114201 0.60170162720896669 4.4320677701034574 49.383912229322959 79.303584161847539 10.505582812766077 68.908192543472978 15.48277342613437 31.163870547594342 40.134864584528259 182.2629782123995 34.729735109756803 164.25742821607855 19.70604683367856 10.315360201013391 94.258612788551545 171.02752706319734 13.091526429954682 4.9334694735880467 7.8438096267527717 60.786764007121747 86.860276558087207 156.50074265495459 44.762485113060393 33.909192539271316 112.01423795618757 54.299534895410943 108.23951089495677 156.43346451974867 317.89107109759425 103.64842648039848 9.4068777127249614 16.843506547113066 146.07473392661996 7.115277680932194 4.9016516919509732 236.70354611692255
leaf_count=44761 25937 13152 33844 344 2136 80362 72575 1005 39684 19041 48456 33593 372728 74062 130110 14999 20148 77923 108036 9399 1228 14864 143440 100836 235660 15299 37769 78188 105349 141450 155632 288571 135534 7312 9040 211759 4963 1721 194516
internal_value=0 0.00315845 0.00843247 0.0148958 -0.00273409 -8.52429e-05 0.00077253 -0.00557444 -0.0117339 0 -0.000692227 -0.00345426 -0.00706944 0.00144416 5.66674e-05 0.00257846 0.0034618 0.00739076 0.0097977 0.00524933 0.0120862 -0.0114291 0.000211453 0.00409268 0.000201644 0.00236776 -0.000945633 -0.00889935 0 0.00388027 -0.00489135 0.00115078 0.00739295 0.0162654 -0.0134182 -0.000533362 0.00230723 -0.00531585 -0.0013019
internal_weight=0 68.7184 51.2015 29.5692 17.5169 2700.2 910.191 146.328 130.889 61.9808 1790.01 491.704 274.22 84.1136 217.484 763.863 739.256 275.602 265.286 177.349 15.4391 190.107 463.654 166.164 1298.3 529.643 768.66 169.882 475.473 264.74 210.733 598.778 134.812 54.1694 128.858 463.966 41.0245 24.6077 297.49
internal_count=3105426 75413 60125 34188 15288 3030013 839913 105719 103486 63802 2190100 715118 542016 154424 173102 734194 717474 206107 185959 139509 2233 387592 511367 173411 1474982 660702 814280 129960 638091 377110 260981 684320 183990 22611 87228 500330 42732 16720 337956
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=838131 680 12588046 518 88 17304321 852736 4 192 192 1114912 3408336 518 3211648 2624224 1 17138000 4108
is_linear=0
shrinkage=0.1


Tree=121
num_leaves=33
num_cat=15
split_feature=3 3 7 1 3 1 1 3 2 2 1 3 3 1 1 3 3 1 1 7 1 3 7 3 1 7 7 2 2 7 3 2
split_gain=0.0779099 0.333988 0.557315 0.664477 0.532682 0.77282 0.23497 0.182974 0.782001 0.228299 2.72724 2.05301 0.946478 4.24887 0.750843 0.711356 0.227804 0.327734 0.174034 0.138961 0.126678 0.133721 0.116237 0.115045 0.0846349 0.0741518 0.0735478 0.0419798 0.0270626 0.0331815 0.0158569 0.0129451
threshold=119.50000000000001 39.500000000000007 1.0000000180025095e-35 0 34.500000000000007 1 2 21.500000000000004 3 4 5 8.5000000000000018 5.5000000000000009 6 7 15.500000000000002 23.500000000000004 8 9 3.5000000000000004 10 75.500000000000014 3.5000000000000004 47.500000000000007 11 5.5000000000000009 5.5000000000000009 12 13 4.5000000000000009 242.50000000000003 14
decision_type=2 2 2 9 2 9 9 2 1 1 9 2 2 9 9 2 2 9 9 2 9 2 2 2 9 2 2 1 1 2 2 1
left_child=1 4 20 27 7 26 25 9 16 10 15 -12 14 -14 -11 -1 18 -18 -9 -5 21 23 24 -3 -10 30 -6 -4 -7 -30 -2 -22
right_child=6 2 3 19 5 28 -8 8 22 12 11 -13 13 -15 -16 -17 17 -19 -20 -21 31 -23 -24 -25 -26 -27 -28 -29 29 -31 -32 -33
leaf_value=-0.013015555988725308 0.011687702993253751 0 0.0029433108676085737 -0.020444843680160349 0.021950237986730473 0 0 0 0 0.0018242616025900028 0.010556049929011092 -0.0089540389241166765 0.015117595424911819 -0.0034257598043664298 -0.0020947417125191342 0 0.0092528616210988939 0 -0.0061986878387188136 0 0 0 0 0.010809658577151177 -0.015783174227698375 0 0 0 -0.0041873456326152253 0 0 -0.0017449197586896167
leaf_weight=159.88281676904444 5.7756685848871712 2.9595541675225814 8.4583370819891552 17.762386910661011 6.089450974643114 5.1067483115475625 2.0689151097903942 2.3748418221512111 3.1347628654475557 765.0119824207095 156.89354594605447 34.253282981037046 175.17422166295 223.88124032218911 1109.5337204228663 9.4918865662766603 25.174853311458719 6.1772525476990294 5.675591793478814 3.8670903196325517 1.3611640840244945 1.7849653804587431 1.7622607088997018 4.8145679661392933 14.506687547036568 0.31897130825382181 0.14801660618104495 2.0669959296792504 8.3316862747451523 0.51662770948314651 0.064618736942065769 4.7343576074490548
leaf_count=181351 1785 262 2985 9942 1893 771 1127 1566 2193 939503 275471 21697 120053 171132 1330862 3969 8280 5315 2213 1586 443 214 1046 436 12691 176 39 1621 2489 102 77 2007
internal_value=0 -4.47304e-05 -0.00655452 -0.011977 3.10462e-05 0.0102982 0.00449824 -4.83782e-05 -0.00454703 0 -0.00209084 0.0047482 0.000479555 0.00477543 -0.000335736 -0.0106744 0.000657631 0.0061263 -0.000621373 -0.0158899 0 0.00504523 -0.0127268 0.00878851 -0.0163475 0.00822568 0.0168008 0 0 -0.00235375 0.0114862 -0.000338725
internal_weight=0 2760.93 47.8094 32.1548 2713.12 20.1925 8.22817 2692.93 58.8063 2634.12 360.522 191.147 2273.6 399.055 1874.55 169.375 39.4025 31.3521 8.05043 21.6295 15.6546 9.55909 19.4037 7.77412 17.6415 6.15926 6.23747 10.5253 13.9551 8.84831 5.84029 6.09552
internal_count=3105297 3102132 19496 16134 3082636 5294 3165 3077342 33304 3044038 482488 297168 2561550 291185 2270365 185320 17374 13595 3779 11528 3362 912 15930 698 14884 2038 1932 4606 3362 2591 1862 2450
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=2196 10752082 2108194 86 20 1574686 9465368 6062406 12062532 2146 2622532 2621696 116 132 16
is_linear=0
shrinkage=0.1


Tree=122
num_leaves=40
num_cat=15
split_feature=1 2 3 2 1 3 1 1 7 7 2 3 2 7 7 1 3 3 7 2 3 7 3 7 7 3 7 3 7 2 3 2 3 7 4 2 7 2 7
split_gain=0.0871831 0.949463 0.955607 0.905728 0.82812 0.789296 0.583758 0.505658 0.467724 0.392043 2.16792 0.942122 0.584098 0.47197 0.905669 0.46614 0.3361 0.611279 0.314813 0.311851 0.993512 0.869133 0.75754 1.38537 0.735395 0.620055 0.369336 0.27693 0.395611 1.02886 0.751142 0.694028 0.546769 0.393057 0.591862 0.84665 0.569829 0.392682 0.282447
threshold=0 1 1.0000000180025095e-35 2 3 2.5000000000000004 4 5 1.5000000000000002 1.5000000000000002 6 13.500000000000002 7 4.5000000000000009 6.5000000000000009 8 4.5000000000000009 2.5000000000000004 7.5000000000000009 9 2.5000000000000004 1.0000000180025095e-35 3.5000000000000004 1.5000000000000002 2.5000000000000004 21.500000000000004 3.5000000000000004 4.5000000000000009 1.5000000000000002 10 8.5000000000000018 11 37.500000000000007 1.5000000000000002 12 13 3.5000000000000004 14 10.500000000000002
decision_type=9 1 2 1 9 2 9 9 2 2 1 2 1 2 2 9 2 2 2 1 2 2 2 2 2 2 2 2 2 1 2 1 2 2 1 1 2 1 2
left_child=1 2 6 16 8 -6 -1 9 -4 12 11 -11 -3 -12 -15 -14 17 -2 -19 20 26 -21 24 -24 -23 -22 -9 33 31 30 38 -29 -33 37 35 -35 -37 -5 -30
right_child=3 7 4 27 5 -7 -8 19 -10 10 13 -13 15 14 -16 -17 -18 18 -20 21 25 22 23 -25 -26 -27 -28 28 29 -31 -32 32 -34 34 -36 36 -38 -39 -40
leaf_value=0.0063268629281350219 0.00013783014709766161 8.7469765204584645e-05 0.0085135519424976627 -0.0063729605837221301 0 -0.014664341396194106 -0.0035892854091575722 -0.011644961177794535 -0.002661842409952249 0.016276313059265461 0 0 0 -0.016185411033648772 0 -0.0095933615309046916 0 0.01455637014316997 0 0.0097231978135147185 0.010236019882599166 0.0094804449557971595 -0.01601717599489463 0.0012989608337477803 0 -0.00113606003385181 0 0.0017380910065932149 0.020890023783964169 -0.0030240078561682778 0 -0.012571604218178406 0 0 0 -0.019237724115011439 0 0 0
leaf_weight=99.006544566938828 175.47028859539932 197.12637229640313 27.106192460138118 64.593517426146718 105.62836573088134 113.34455107308167 31.547476131025178 43.456876292511879 45.951795794018835 91.790676490119949 119.25649077555499 16.164038413626258 31.942821162554537 31.981393265945371 17.490470805401856 100.57715676028783 88.193354243827343 47.555213633931999 1.0668025704217132 206.5634339563876 63.697221017653646 103.0937508521165 35.090578881921829 63.421021922593354 97.036562587300068 9.2623076223535445 7.5559918713988727 57.043866961743333 25.367342574769285 30.960072103873244 26.16348141040362 60.032934939736151 3.7038927440225953 57.944107344582335 27.669015679042786 62.788739541188988 46.034147359561757 336.42439222870235 0.63319969561416556
leaf_count=104193 231651 263078 33763 97015 98647 89796 56796 54009 46966 108650 145669 5085 32146 35784 18730 122478 51896 38333 1180 176399 23441 116066 21627 31439 95270 2629 10113 52408 24538 26152 20154 64635 1998 106974 51324 177903 100410 365480 490
internal_value=0 0.000450361 -0.00320543 -0.000676733 -0.00653805 -0.00922667 0.00200974 0.00199727 0 0 0.00253 0.0119983 -0.00233292 -0.00335027 -0.00950535 -0.00672251 0.00324374 0.00531429 0.0129989 0.00390129 0 0.00496832 0.000330451 -0.00483394 0.00447493 0.00596819 -0.00879589 -0.00264735 0 0.00487297 0.0115645 -0.00290207 -0.00873602 -0.00373449 -0.00741266 -0.00963086 -0.0133987 -0.000863268 0.0195198
internal_weight=0 1658.09 422.585 1111.64 292.031 218.973 130.554 1235.51 73.058 606.329 276.683 107.955 329.646 168.728 49.4719 132.52 312.286 224.092 48.622 629.178 123.972 505.205 298.642 98.5116 200.13 72.9595 51.0129 799.359 203.905 83.1241 52.164 120.781 63.7368 595.454 194.436 166.767 108.823 401.018 26.0005
internal_count=3105315 1692774 430161 1412541 269172 188443 160989 1262613 80729 731620 313918 113735 417702 200183 54514 154624 323060 271164 39513 530993 90192 440801 264402 53066 211336 26070 64122 1089481 190375 71334 45182 119041 66633 899106 436611 385287 278313 462495 25028
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=6593710 642 642 262176 2100238 2099234 60 329 2048 24 113 281 1 260 272
is_linear=0
shrinkage=0.1


Tree=123
num_leaves=30
num_cat=15
split_feature=3 3 3 1 2 1 1 3 2 8 1 3 1 2 2 3 1 3 1 7 3 1 1 7 7 2 7 3 3
split_gain=0.0714551 0.278473 0.527414 0.733043 0.503992 0.317502 0.230781 0.160945 0.733074 0.326153 0.799032 0.205946 0.675196 0.617008 0.417221 0.349372 0.798232 0.342005 0.159611 0.112707 0.0858861 0.139315 0.0856559 0.0737461 0.0718497 0.0234985 0.0312961 0.019331 0.0159817
threshold=119.50000000000001 39.500000000000007 34.500000000000007 0 1 2 3 21.500000000000004 4 5 6 16.500000000000004 7 8 9 13.500000000000002 10 11.500000000000002 11 3.5000000000000004 45.500000000000007 12 13 5.5000000000000009 5.5000000000000009 14 4.5000000000000009 113.50000000000001 242.50000000000003
decision_type=2 2 2 9 1 9 9 2 1 1 9 2 9 1 1 2 9 2 9 2 2 9 9 2 2 1 2 2 2
left_child=1 2 7 24 20 -6 23 11 9 10 -9 15 13 -13 -14 17 -17 -1 -11 22 -3 27 -10 28 -4 -5 -27 -22 -2
right_child=6 4 3 25 5 -7 -8 8 19 18 -12 12 14 -15 -16 16 -18 -19 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30
leaf_value=-0.00014122943763705253 0.011489274024475487 0 0.021513905550887173 0 0 -0.014002051482359111 0 0.013517722469224206 0 0 -0.0014756229295055687 0 0.0024657496012846099 0.016424990200824264 -0.0082273400880327457 0.0021069243842225761 -0.012294165895296475 0.0060342605661752218 -0.0065653454247128692 0 0.0087837482116519747 0 -0.01533134856489443 0 0 -0.0039884420629500992 0 0 0
leaf_weight=2472.7746037341276 5.8385143724881345 3.446210464084289 6.201819309972052 5.0911117308278335 10.736243066567111 22.520358068955829 2.0847879028297012 22.115280628386245 3.1403759834647644 1.0937525169283617 10.316309898858888 9.1010794265457644 7.7114789020779426 20.588867356782433 18.388972955261128 9.9141373477905272 34.701414944909629 62.554797124277684 5.9246011413633815 1.756907689734361 9.13262435981596 1.4317381612345332 14.219595364760613 0.32369371896493238 0.14782918496348418 8.2553005938389106 0.51670541895146094 0.10624659496534228 0.066339742959826142
leaf_count=2938074 1794 988 1949 768 4369 11643 1153 10534 2210 35 3680 8631 5004 10505 7355 10305 20764 43640 3088 1039 1658 742 12594 181 39 2437 102 36 80
internal_value=0 -8.04889e-05 0 0.0102222 -0.00601868 -0.0103469 0.00426358 -9.9958e-05 -0.00429878 0.000582416 0.0064255 0 0.00485608 0.0111831 -0.000949182 -0.000118084 -0.00687827 0 -0.00253383 -0.0122977 0 0.00459538 -0.0158433 0.00806148 0.0164729 0 -0.002195 0.00676288 0.0112831
internal_weight=0 2761.89 2714.51 20.2128 47.3734 33.2566 8.31334 2694.3 58.5668 39.4499 32.4316 2635.74 55.7904 29.6899 26.1005 2579.94 44.6156 2535.33 7.01835 19.1169 14.1168 10.6706 17.36 6.22855 6.34965 13.8631 8.77201 9.23887 5.90485
internal_count=3105397 3102189 3082753 5295 19436 16012 3208 3077458 33180 17337 14214 3044278 31495 19136 12359 3012783 31069 2981714 3123 15843 3424 2436 14804 2055 1988 3307 2539 1694 1874
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=10752082 12 2196 2108194 86 3 11538022 9980156 708 194 5505803 524288 2624704 2621696 132
is_linear=0
shrinkage=0.1


Tree=124
num_leaves=40
num_cat=26
split_feature=4 3 1 0 3 8 3 1 1 2 1 3 2 2 3 1 1 2 1 7 2 3 7 1 2 3 7 7 3 3 2 1 1 2 1 1 1 1 2
split_gain=0.0747965 0.261112 0.160282 0.154634 0.273291 0.505174 0.365656 0.828659 0.756244 1.08737 1.59935 0.731308 0.884609 0.557257 0.53366 0.508503 0.502092 0.403363 0.324471 0.239595 0.199286 0.558499 1.07106 0.209465 0.730177 0.721536 0.564642 0.559959 0.313266 0.133892 3.26345 1.19328 1.11368 0.967357 1.4059 1.26855 0.0794553 0.0763698 0.62602
threshold=0 33.500000000000007 1 2 27.500000000000004 3 1.0000000180025095e-35 4 5 6 7 5.5000000000000009 8 9 2.5000000000000004 10 11 12 13 5.5000000000000009 14 4.5000000000000009 1.5000000000000002 15 16 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 14.500000000000002 1.0000000180025095e-35 17 18 19 20 21 22 23 24 25
decision_type=1 2 9 1 2 1 2 9 9 1 9 2 1 1 2 9 9 1 9 2 1 2 2 9 1 2 2 2 2 2 1 9 9 1 9 9 9 9 1
left_child=3 37 -3 4 6 -6 7 17 9 10 -8 14 -13 15 -10 -9 -11 -1 -15 -7 21 22 36 24 25 27 -26 -22 -27 30 31 -25 -32 35 -35 -31 -5 38 -2
right_child=1 2 -4 20 5 19 8 13 11 16 -12 12 -14 18 -16 -17 -18 -19 -20 -21 23 -23 -24 29 26 28 -28 -29 -30 33 32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0 0.0088348133338268884 0.010806517389132346 0 0.018609325864949535 0 -0.016724905625429172 -0.0011536345851511167 0.0011074003507357661 -0.0023439872736243273 0.0050655964002800829 0.018315068639657536 0 -0.015279278792652824 0 0.0067981134811450463 -0.0073913165093125932 -0.0033165271974739865 0.00908295136963389 -0.011398594496728733 0 0.011561847940513334 0 0 0.021040310290339658 0 -0.012421450383637645 0.012227822646170996 -0.0008559551419637456 0 0.0047892654577302522 0 0 -0.013443463996570031 0.0014475048011552648 -0.0093255326653293343 -0.004142167237884564 0 -0.00058046930099388131 -0.0011996612705007399
leaf_weight=9.7638216280356556 47.217378504872613 1.4897157949308164 1.2108113273570773 16.362766305479454 3.1432901020889403 17.666830801856129 28.781524772479315 195.12864068608178 131.53827381841893 76.099253802723979 63.072447755672329 46.0199908563809 36.646248129341984 13.692948032642562 66.270275396313082 48.377476401718013 145.62712831805766 37.909410809260407 112.32140023517968 0.25922127169906062 16.58876434816921 9.6523190844018227 13.417144242339416 46.688160713776597 20.556518815079471 34.973215941412491 72.181035307294223 14.362777365342479 2.7475525376794385 360.86594000791956 75.412412425735965 47.94650101895968 70.80931260275247 130.2725549893803 240.10613165382529 201.32174912584014 1.9657941685000029 235.19385965524998 76.207313407561742
leaf_count=49038 73627 781 783 3023 3053 18151 72305 266292 216945 191565 132477 23543 67878 45904 105983 83678 217441 89813 319705 308 12884 964 4975 36186 10370 21640 51160 13189 1076 143721 51183 32555 69514 64059 82689 110952 620 308973 106229
internal_value=0 0.00127011 0.00995761 -0.000218761 -0.00119838 -0.00884749 -0.000500577 -0.00283617 0.00071643 0.00418831 0.0114402 -0.00228977 -0.00896121 -0.00488261 0 -0.000327486 0 0.00491837 -0.00967797 -0.0124989 0.00031261 0.00511578 0.0113923 0 0.00300266 -0.00167944 0.00819116 0.00329245 -0.0100883 -0.000479288 0.000974065 0.0134841 -0.00672102 -0.00118995 -0.00503357 0.00103001 0.0196834 0 0.00202625
internal_weight=0 361.319 2.70053 2408.55 1032.32 21.0693 1011.25 417.194 594.055 313.58 91.854 280.475 82.6662 369.52 197.809 243.506 221.726 47.6732 126.014 17.9261 1376.23 41.398 31.7457 1334.83 161.41 68.6723 92.7376 30.9515 37.7208 1173.42 240.856 94.6347 146.222 932.566 370.379 562.188 18.3286 358.619 123.425
internal_count=3105232 490393 1564 2614839 1904079 21512 1882567 854430 1028137 613788 204782 414349 91421 715579 322928 349970 409006 138851 365609 18459 710760 9582 8618 701178 110319 48789 61530 26073 22716 590859 189438 68741 120697 401421 146748 254673 3643 488829 179856
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 10491202 1 12 1360000 3219258 100 1048834 10 537 2621562 1052962 232 9220 3 5534213 328 648 10488090 590888 368 10485936 3522 527944 2704044 802
is_linear=0
shrinkage=0.1


Tree=125
num_leaves=40
num_cat=20
split_feature=3 3 1 3 1 7 1 7 3 2 1 7 3 1 2 2 3 1 3 1 2 2 1 2 2 7 7 7 7 4 2 3 2 2 3 2 3 7 3
split_gain=0.073582 0.43257 0.830986 0.466193 0.321474 0.416861 0.29571 0.304253 0.204267 0.520792 0.526975 0.199773 0.191927 0.628019 0.574887 0.393893 0.296276 0.752786 0.300145 1.43987 0.531394 0.435952 0.265519 0.928549 0.400622 0.261009 0.188161 0.164754 0.162857 0.0957563 0.0953347 0.0846843 0.0741009 0.0709387 0.0635363 0.0625158 0.0520437 0.0506938 0.0275474
threshold=32.500000000000007 39.500000000000007 0 61.500000000000007 1 1.5000000000000002 2 4.5000000000000009 21.500000000000004 3 4 2.5000000000000004 16.500000000000004 5 6 7 13.500000000000002 8 11.500000000000002 9 10 11 12 13 14 5.5000000000000009 2.5000000000000004 6.5000000000000009 5.5000000000000009 15 16 18.500000000000004 17 18 64.500000000000014 19 17.500000000000004 5.5000000000000009 38.500000000000007
decision_type=2 2 9 2 9 2 9 2 2 1 9 2 2 9 1 1 2 9 2 9 1 1 9 1 1 2 2 2 2 1 1 2 1 1 2 1 2 2 2
left_child=8 2 28 6 32 -6 -3 30 12 10 37 -11 16 14 -14 31 18 26 22 21 -21 -20 23 -1 -24 29 33 -16 -2 -19 -8 -15 -5 -18 -34 -7 -17 -10 -4
right_child=1 3 38 4 5 35 7 -9 9 11 -12 -13 13 15 27 36 17 25 19 20 -22 -23 24 -25 -26 -27 -28 -29 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0062602856441756798 0.017769244864263914 0 -0.0036455841567563556 0 0.014558862044639668 0.00084780870830820974 0 0 0.013580439283621577 -0.013637348574346479 -0.0030149547523417009 0 0 0.0059242636615135999 0.019836629607553075 0 0 -0.016031495276287683 0 0.001537764765909872 -0.0097210646190878415 0.019881898375266046 -0.0017301290650546812 0.00040924696788895067 0.0014478632581640121 0 0 0 0 0 -0.014574036801797051 0 0 0.0078563962470846304 -0.0065870265575242656 -0.0036495704617306515 -0.010742990466234809 0 0
leaf_weight=257.00551547579744 24.581640811986293 5.1558985863084672 4.1170078462018891 2.8996216288360301 11.952860291799885 3.1471950719860615 2.0285339867987204 0.96299602871294965 6.0387710131617496 26.19984188130184 11.14783699407417 5.4315282051102249 9.0352079400036001 3.9365834156997153 20.515123578734354 4.8900349022296785 1.7712056608143028 30.214063005550997 2.8018923404451925 16.970723447637283 21.796414069322054 21.321561135366213 472.57617311894319 463.77734866245191 1279.1868136742223 1.1698128454590904 1.818931688016163 0.37912879505893116 0.42230847361497481 2.8950690295459927 17.711853752072795 3.8110311414056923 0.46315544474054871 6.3388595274591335 6.3597105478838785 4.6076138389762482 13.35364329520962 0.17710460345551826 0.53564264492888458
leaf_count=394086 5533 2145 1995 1170 2938 879 735 408 3162 20991 3364 2696 8573 2805 10377 2240 1824 18111 2005 13266 17872 10679 559899 615341 1369386 749 1273 168 118 1756 8328 2210 178 7214 3268 2235 5105 56 258
internal_value=0 0.00248047 0.00918505 0 0.00347547 0.00811567 -0.00840282 -0.0106624 -0.000102618 -0.00512055 0.000302176 -0.010077 0 0.00468992 0.0107827 -0.000773886 -0.000106154 -0.00634992 0 0.00564298 -0.00270569 0.0161766 -0.000131862 -0.00177865 0.000403613 -0.0117784 0.0020764 0.0158179 0.0142526 -0.0151673 -0.0150757 0.00238734 0 0.0075124 -0.00397817 0 -0.00798473 0.010203 -0.00175862
internal_weight=0 84.946 29.6566 55.2894 29.4302 19.7077 25.8593 20.7034 2684.56 48.9951 17.3637 31.6314 2635.57 55.9208 29.9295 25.9913 2579.64 44.2079 2535.44 62.8906 38.7671 24.1235 2472.55 720.783 1751.76 34.2789 9.929 20.8943 25.0039 33.1091 19.7404 7.74761 9.72249 8.11007 6.82287 7.75481 18.2437 6.21588 4.65265
internal_count=3105396 30188 7904 22284 10668 6052 11616 9471 3075208 30269 6582 23687 3044939 31478 19118 12360 3013461 30927 2982534 43822 31138 12684 2938712 1009427 1929285 20616 10311 10545 5651 19867 9063 5015 4616 9038 3446 3114 7345 3218 2253
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=11277426 9705560 2176 18 3148102 9980156 708 194 1311499 2910248 329 272 20473881 116 138 1 8 36 272 140
is_linear=0
shrinkage=0.1


Tree=126
num_leaves=40
num_cat=21
split_feature=7 2 1 1 3 1 2 8 7 7 8 0 1 7 3 3 7 1 1 3 7 8 3 7 2 3 1 1 2 2 3 1 1 7 2 7 2 7 3
split_gain=0.068176 1.05385 0.824325 0.625492 0.160442 0.148376 0.347382 1.29027 2.35558 2.85169 1.9842 1.96344 1.47907 1.15611 2.30634 1.17756 0.929952 0.796846 0.6716 0.488663 0.444523 0.319617 2.3164 1.43104 1.40422 1.00836 1.51912 1.13182 0.861743 0.566767 0.431315 0.416927 0.332621 0.312609 0.674465 0.397236 0.935042 0.892015 1.52307
threshold=8.5000000000000018 0 1 2 16.500000000000004 3 4 5 1.5000000000000002 3.5000000000000004 6 7 8 1.5000000000000002 1.5000000000000002 1.5000000000000002 4.5000000000000009 9 10 191.50000000000003 6.5000000000000009 11 1.0000000180025095e-35 1.0000000180025095e-35 12 1.0000000180025095e-35 13 14 15 16 4.5000000000000009 17 18 5.5000000000000009 19 1.5000000000000002 20 1.0000000180025095e-35 2.5000000000000004
decision_type=2 1 9 9 2 9 1 1 2 2 1 1 9 2 2 2 2 9 9 2 2 1 2 2 1 2 9 9 1 1 2 9 9 2 1 2 1 2 2
left_child=5 2 -2 4 -3 6 7 8 11 10 -10 17 -11 14 18 20 -17 -1 -9 -16 -15 22 32 31 -25 26 -23 30 -28 -29 -27 -24 -8 35 -35 36 -7 38 -38
right_child=1 3 -4 -5 -6 33 21 13 9 12 -12 -13 -14 15 19 16 -18 -19 -20 -21 -22 25 23 24 -26 27 28 29 -30 -31 -32 -33 -34 34 -36 -37 37 -39 -40
leaf_value=0.0053810992247265163 0.003231638148797223 0.022678032864611734 -0.013038208337895013 0 0 -0.0075662861603690013 0 -0.0043362651593934166 0.0031445547288152377 -0.0065014736151999056 -0.020305547113493992 0.013706268007078776 0.012412832680294991 -0.014076062018897132 -0.025743932081348876 0.017021570843788057 0 -0.007054122635073593 0.010355921978411689 0 0 0.002954612842429271 0.0072123097850798987 0 -0.023959548214930182 0.010514734642475427 0 -0.0043225608286690366 -0.015237636966269785 0.0027720411252844289 0 -0.0042173778184489644 0.012263889029513376 5.2995913884644802e-05 -0.012186745466629269 0.0017069074896482691 0.013273044813737672 -0.0046650163356643905 -0.0026294161466723161
leaf_weight=36.839687060491997 3.585145857243333 15.619540200917978 15.168460371751282 8.9838814624381502 0.32349967742629893 171.143519876754 5.6944850502259214 17.460619199626308 16.169961250783672 18.793282993443427 92.441040946901921 151.65015764592681 55.826830026507196 17.696699718180756 51.865157683270809 25.464427533173875 7.8647916797708595 77.214966287960124 12.548356613489888 0.032415126828708618 1.2334787731779204 230.47050793873041 22.313899661057803 19.61725508019299 37.23866252200969 245.58324345792789 116.87539624493002 126.49638844012588 59.056899365466961 292.72946174610479 109.64651345276798 12.167459183299796 34.7523031537321 19.880501173272933 35.06073495511373 364.26274092480071 89.100870113161363 93.640101648099517 56.088111832141294
leaf_count=87888 4235 16605 18104 9412 200 234175 8285 24532 22492 35479 136494 51366 62950 47944 39553 22390 6203 158006 20435 26 2295 290644 13528 14483 37999 281792 78675 95904 147005 202011 101549 13876 44029 16814 36395 417861 123342 126055 54239
internal_value=0 0.00302722 -0.00473922 0.0123446 0.0179128 -4.8747e-05 0.000322457 -0.00142012 0.000758709 -0.00659106 -0.0159631 0.0070218 0.00484839 -0.00893307 -0.0153321 0 0.0103396 -0.000786971 0 -0.0245524 -0.010114 0.00133743 -0.00201402 -0.0114786 -0.0186768 0.00201092 -0.00142492 0.00419773 -0.00796997 0 0.00803137 0 0.0106009 -0.00121781 -0.00719995 -0.000182677 -0.00254535 0.00063726 0.00601904
internal_weight=0 43.6805 18.7536 24.9269 15.943 2724.92 1895.74 583.102 448.936 183.231 108.611 265.705 74.6201 134.166 81.9065 52.2594 33.3292 114.055 30.009 51.8976 18.9302 1312.64 131.784 91.3373 56.8559 1180.86 406.403 774.456 175.932 419.226 355.23 34.4814 40.4468 829.177 54.9412 774.235 409.973 238.829 145.189
internal_count=3105270 48556 22339 26217 16805 3056714 2047833 718053 554675 257415 158986 297260 98429 163378 84546 78832 28593 245894 44967 39579 50239 1329780 132200 79886 52482 1197580 516324 681256 225680 297915 383341 27404 52314 1008881 53209 955672 537811 303636 177581
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=673 33283 2883835 14703980 600 5 4 1 16424 8412160 2102560 4 33 2100268 8393056 3 130 17728 10491904 642 23
is_linear=0
shrinkage=0.1


Tree=127
num_leaves=40
num_cat=25
split_feature=4 3 2 0 3 1 3 1 2 1 2 3 3 2 1 1 2 2 3 7 1 2 3 1 1 2 3 3 7 1 3 1 1 7 1 3 1 2 1
split_gain=0.0680512 0.267731 0.550527 0.12097 0.235023 0.460296 0.305571 1.26475 0.55746 0.375257 2.1273 0.857756 0.851098 0.658958 0.798475 0.408641 0.321297 0.175028 0.513554 1.01469 0.187825 1.69764 0.815783 1.40917 0.94643 0.766718 2.146 1.24864 0.95993 0.831473 0.443149 1.59841 1.34656 0.292145 0.280928 0.106476 0.095444 0.0860089 1.14944
threshold=0 14.500000000000002 1 2 27.500000000000004 3 11.500000000000002 4 5 6 7 5.5000000000000009 7.5000000000000009 8 9 10 11 12 4.5000000000000009 1.5000000000000002 13 14 2.5000000000000004 15 16 17 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 18 1.5000000000000002 19 20 11.500000000000002 21 17.500000000000004 22 23 24
decision_type=1 2 1 1 2 9 2 9 1 9 1 2 2 1 9 9 1 1 2 2 9 1 2 9 9 1 2 2 2 9 2 9 9 2 9 2 9 1 9
left_child=3 37 36 4 6 -6 9 8 -8 10 12 -12 -1 14 -11 -15 35 18 19 -5 25 22 24 -24 -22 26 33 29 -28 -27 32 -32 -23 -19 -29 -9 -3 38 -2
right_child=1 2 -4 17 5 -7 7 16 -10 13 11 -13 -14 15 -16 -17 -18 20 -20 -21 21 30 23 -25 -26 27 28 34 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.018470620300584589 -0.0096832794051184244 0 0 0.018890222833940384 0 -0.01249734901671066 0 -0.00025138279529797589 0.017742003275512706 0 -0.006869377720041191 0.0066686267903881937 0 0.0029577816943791272 -0.0098718313706486586 -0.002626028365885485 -0.0088094699265594024 0.010349308155659667 0 0 0 0 0.0093833300889813419 -0.0083629805687170083 -0.013024882612460357 0.00063119032780549445 0.0021990718575781035 0.0027096727779505371 -0.010452719879410703 -0.011200183554302164 0.010096599643919596 -0.0047108730723386576 0.0165980866504063 0 -0.0028817267940318635 0.0048976306121153255 0.015907660211593858 0.0015024437867766783 0.0037258137029567186
leaf_weight=57.771162085679862 67.310828306850453 1.0226499227865131 6.6437434919062062 18.645578806637786 9.3397848437380144 11.380373551568484 5.9927941986534279 20.472415498588816 27.890888322261162 76.249488424258743 163.88941449698541 14.911556258040944 4.1693271276890291 195.98359392078146 162.99539854293289 253.19957383370183 12.61435071370215 170.75418585057196 9.6162191325420263 13.436376843106698 37.097763000667328 40.728352452511899 61.294292851409409 34.074488866957836 92.059176341208513 23.564962812466547 39.215211344882846 189.82179879456817 96.921311492013047 181.2493621314934 86.830080493964488 111.6335114770045 73.972713041410316 1.3942062828864425 95.091662304243073 14.256610272539545 7.3387453409522987 190.27162023825804 89.006749560248863
leaf_count=143353 108778 631 6243 3643 5281 15879 10557 9587 45810 50772 233665 22251 9112 504591 524956 299658 22117 115897 964 4976 29107 26309 24756 17343 72935 21493 10374 48615 46298 117420 22195 53528 63454 1334 29998 5918 2194 263657 109516
internal_value=0 0.00119858 0.00848462 -0.000219933 -0.00108787 -0.00821369 -0.000420756 0.00400175 0.0135963 -0.00123321 0.00132284 -0.00334734 0.0137706 -0.00254553 -0.00638247 0 -0.00297034 0.000225978 0.00472265 0.010778 0 0.00133821 -0.00417371 0.000247225 -0.00901657 -0.0010034 0.00219247 -0.00359518 -0.00526352 -0.00910469 0.00616462 0.00116529 0.0111326 0.00958736 0 0 0.0134473 0 -0.00131657
internal_weight=0 361.594 15.0051 2408.52 1031.12 20.7202 1010.4 81.2271 33.8837 929.17 240.741 178.801 61.9405 688.428 239.245 449.183 47.3434 1377.4 41.6982 32.082 1335.7 537.69 224.526 95.3688 129.157 798.013 308.285 489.728 136.137 204.814 313.165 198.464 114.701 172.148 284.913 34.729 8.3614 346.589 156.318
internal_count=3105165 491019 9068 2614146 1903507 21160 1882347 93989 56367 1788358 408381 255916 152465 1379977 575728 804249 37622 710639 9583 8619 701056 309627 144141 42099 102042 391429 173903 217526 56672 138913 165486 75723 89763 117231 78613 15505 2825 481951 218294
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 44 1 8912960 3164458 776 8684704 156 30 589828 3150618 67 3 8981736 832 5243154 4461061 832 2048 6566401 6554113 8913952 2328 172 9195046
is_linear=0
shrinkage=0.1


Tree=128
num_leaves=40
num_cat=22
split_feature=4 3 1 0 3 1 1 3 1 2 7 1 2 3 1 1 3 3 2 3 2 7 1 2 1 1 3 2 1 7 7 3 7 3 3 3 1 1 2
split_gain=0.0712791 0.253089 0.16053 0.107086 0.221969 0.442007 0.274157 1.29681 1.40699 0.928016 0.920619 0.822314 0.507656 1.32765 1.27454 0.885775 0.737114 0.404889 0.243964 0.226881 0.157154 0.365113 0.148131 1.68672 1.3545 0.584714 0.925934 0.517571 0.540391 0.917584 0.517731 0.437635 0.31783 0.233042 0.457717 0.345247 0.0728024 0.0658185 0.544907
threshold=0 33.500000000000007 1 2 27.500000000000004 3 4 8.5000000000000018 5 6 3.5000000000000004 7 8 1.5000000000000002 9 10 5.5000000000000009 25.500000000000004 11 25.500000000000004 12 2.5000000000000004 13 14 15 16 2.5000000000000004 17 18 3.5000000000000004 1.5000000000000002 2.5000000000000004 1.5000000000000002 22.500000000000004 5.5000000000000009 92.500000000000014 19 20 21
decision_type=1 2 9 1 2 9 9 2 9 1 2 9 1 2 9 9 2 2 1 2 1 2 9 1 9 9 2 1 9 2 2 2 2 2 2 2 9 9 1
left_child=3 37 -3 4 6 -6 7 9 17 10 -1 -11 16 15 -15 -14 36 -9 -10 -18 21 -5 27 24 32 26 -25 33 30 -30 -29 -27 -24 34 -22 -35 -8 -2 -39
right_child=1 2 -4 20 5 -7 12 8 18 11 -12 -13 13 14 -16 -17 19 -19 -20 -21 22 -23 23 25 -26 31 -28 28 29 -31 -32 -33 -34 35 -36 -37 -38 38 -40
leaf_value=0.0060897530653147049 0.0018957423606921235 0.01070183349199896 0 0.011728572955282672 0 -0.012184191712074709 0.00091216848878223819 0.027100607613169042 0.0019149355414196359 0 -0.0076508611275203703 -0.010880773434366595 0 0.014574801670436436 0 -0.010957924338900998 -0.018308760929983844 0 -0.0062608845266191098 0 0 0 0.0014810829871660571 0 0.017664412879005685 -0.0018662094789754947 -0.015659724235886855 0.0071139486938337111 -0.010865587473042186 0.0014259636158846709 -0.0045976931741522689 0.0058416461369508975 -0.0083008593729878722 -0.0097466605337780867 0.0058056071747922258 0 -0.0034641607333951371 0.0056907499995122552 -0.0035939088399687177
leaf_weight=195.81336985239795 123.63195967501815 1.5271366610832044 1.2154363203881069 11.039935901644638 9.3671818251677887 11.198281342149132 58.092878775332792 20.338835123540779 10.899743533984292 62.334251581982244 18.698199018814194 95.755850389036823 211.18953707376386 52.506780088891901 142.31403034622963 86.827110595030717 22.615787995207942 0.68117890020948735 17.476173696762999 0.3921187364612696 560.42650009738281 4.7612952507624877 16.250325778790288 55.802400354601559 62.49062239236082 113.49394118502096 37.359545889295987 47.034046869943268 145.53338077881199 24.952538221114082 30.493323234855779 84.985426160419593 14.655004302097948 20.813169807326634 137.52529977139784 9.8627414440270496 13.865282080730138 34.656961132059223 200.32631494571979
leaf_count=317847 179894 781 783 1143 5320 15632 164220 38985 6555 145262 41327 290531 213374 142026 138418 234278 49642 1157 11490 761 377887 884 6394 39275 16258 79089 21695 11633 35141 8541 13629 31718 8892 7921 48334 2517 87216 32960 275820
internal_value=0 0.00125854 0.00980962 -0.000195222 -0.00101778 -0.00793093 -0.000363715 0.00112805 0.0130189 -0.000527784 0.00276044 -0.00613383 -0.00191039 0 0.00554212 -0.00440718 -0.00740707 0.0212394 0 -0.0170273 0.000215492 0.00541614 0 0.00156843 0.0113067 -0.00163315 -0.00710064 -0.000654673 -0.00437142 -0.00726373 0 0.000435738 -3.06654e-05 0.000381795 0.00121198 -0.00475979 0 0 -0.000504964
internal_weight=0 361.358 2.74257 2407.85 1030.37 20.5655 1009.8 421.998 49.3959 372.602 214.512 158.09 587.804 492.837 194.821 298.017 94.9661 21.02 28.3759 23.0079 1377.48 15.8012 1361.68 385.037 93.396 291.641 93.1619 976.641 248.013 170.486 77.5274 198.479 30.9053 728.628 697.952 30.6759 71.9582 358.615 234.983
internal_count=3105230 490238 1564 2614992 1904041 20952 1883089 853154 58187 794967 359174 435793 1029935 728096 280444 447652 301839 40142 18045 50403 710951 2027 708924 203321 31544 171777 60970 505603 68944 43682 25262 110807 15286 436659 426221 10438 251436 488674 308780
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 10491202 1 8912960 3460264 1067048 261 1056 44 8401666 80 98 1 8982000 30 1327616 2105356 992 526784 589910 2704044 25
is_linear=0
shrinkage=0.1


Tree=129
num_leaves=40
num_cat=22
split_feature=3 2 1 1 3 3 3 2 1 3 4 7 2 1 3 1 8 2 1 1 2 1 1 7 2 3 7 7 8 7 1 7 3 3 3 1 2 2 7
split_gain=0.0749068 0.393729 0.930901 0.870001 0.661828 0.4652 0.195068 0.997578 0.523103 0.230093 0.409276 0.329799 0.272585 0.653917 0.267382 0.679775 0.317378 4.86066 3.18816 2.39792 1.77901 1.65243 0.606949 0.217265 0.170258 0.148092 0.141332 0.109314 0.0959795 0.0901354 0.0721691 0.0686605 0.0697009 0.0436803 0.0747157 0.0390079 0.0376808 0.0316376 0.0269135
threshold=32.500000000000007 0 1 2 36.500000000000007 78.000000000000014 19.500000000000004 3 4 16.500000000000004 5 2.5000000000000004 6 7 13.500000000000002 8 9 10 11 12 13 14 15 9.5000000000000018 16 34.500000000000007 5.5000000000000009 2.5000000000000004 17 5.5000000000000009 18 6.5000000000000009 149.50000000000003 191.50000000000003 39.500000000000007 19 20 21 3.5000000000000004
decision_type=2 1 9 9 2 2 2 1 9 2 1 2 1 9 2 9 1 1 9 9 1 9 9 2 1 2 2 2 1 2 9 2 2 2 2 9 1 1 2
left_child=6 3 31 4 -2 26 9 8 28 14 11 12 -11 -14 16 27 17 19 -19 -1 21 -18 -22 24 -17 -4 -6 37 -8 -30 -9 32 -3 34 -5 36 -13 -16 -10
right_child=1 2 25 33 5 -7 7 30 38 10 -12 35 13 -15 15 23 20 18 -20 -21 22 -23 -24 -25 -26 -27 -28 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.022106901290098617 0 0.0084701873238783205 0 0 0.024380376449139856 0 0 0 -0.00255821180800504 0 0 0.0030607014261926028 0 0.019383362207526636 0 0 0.0039307862331011819 0.0057531478579845871 -0.015822302637803636 0 0.0049600326288602196 -0.010276754300947337 0 0 -0.014362622500614887 -0.015080415191597335 0 0 0.017943017145991853 0 -0.013057780387372327 0 0 0 -0.0056167853321371849 -0.0029058453054045079 0 0.0060271635268519877 0
leaf_weight=97.39692580641622 7.5059167355793788 18.346503652748659 1.5744761124369713 5.2269595265533981 18.461759973208252 5.4081514952122225 0.96561034816841129 4.3391944763425272 12.691477961387138 6.1456568272551539 3.4626264211256048 2.5514689184346935 5.0763305230211699 16.779697263766142 1.5128532383969284 5.0210958579555154 55.908467462740191 70.3437718776986 116.58790719418903 68.050737276726068 247.72147600124572 268.78943801436799 1610.060523097367 0.20037332597712421 30.713759262842359 16.870533309338498 0.26084887179604166 1.2599865894881075 7.233330745919373 0.23337498838372983 38.532030862756073 0.46825702664500468 0.41678881729603645 0.077540044119815188 10.149973504085208 4.2061690787959369 1.0261514073354194 5.2556591657630616 2.0051361617224748
leaf_count=113519 1057 6432 820 1587 4319 1725 436 4574 4054 3252 1809 543 2456 11991 1575 3547 77013 54924 140836 72572 328946 385698 1808838 134 19172 9699 98 882 3618 72 26697 256 178 52 3566 1679 570 5772 247
internal_value=0 0.00251908 -0.000597767 0.00729743 0.0139154 0.0204964 -8.74971e-05 -0.00453166 0.00357641 0 0.00574503 0.00984664 0.0129162 0.0141598 -7.67646e-05 -0.00602978 0 0.0027064 -0.00679833 0.0141384 -0.000367254 -0.006845 0.000727239 -0.0110675 -0.0140003 -0.0114093 0.023711 0.0019661 0.011298 0.0135775 -0.0115941 0.00540901 0.00753904 -0.00110564 -0.00338359 0 0.000620991 0.00600894 -0.000391458
internal_weight=0 84.7677 37.6766 47.0912 31.6367 24.1308 2684.07 66.0002 23.1289 2618.07 39.2481 35.7855 28.0017 21.856 2578.82 43.9637 2534.86 352.379 186.932 165.448 2182.48 324.698 1857.78 35.9352 35.7349 18.445 18.7226 8.0285 8.43232 7.46671 42.8712 19.2315 18.7633 15.4545 15.3769 7.78379 3.57762 6.76851 14.6966
internal_count=3105215 29789 17385 12404 7199 6142 3075426 39698 8427 3035728 22300 20491 17699 14447 3013428 31082 2982346 381851 195760 186091 2600495 462711 2137784 22853 22719 10519 4417 8229 4126 3690 31271 6866 6610 5205 5153 2792 1113 7347 4301
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=52 2622242 8666324 18 3148102 1 261 803088 1311242 12 108 578712 334826 36 2367621 14174208 32 4 9437312 526610 331 272
is_linear=0
shrinkage=0.1


Tree=130
num_leaves=40
num_cat=23
split_feature=4 3 1 0 3 1 3 2 1 7 1 1 2 6 2 3 7 1 7 2 7 1 2 1 7 3 1 3 2 7 2 1 7 3 3 7 1 2 2
split_gain=0.070332 0.245741 0.160253 0.0923809 0.214746 0.437431 0.237846 1.07443 0.68472 0.336832 0.332467 0.32317 0.766599 1.07336 0.56086 1.0777 0.656085 0.238789 0.189431 0.141488 0.350165 0.114237 1.14405 1.52232 1.18615 2.77169 0.716288 0.668215 0.825109 0.829566 0.483157 0.688028 0.524204 0.399195 0.115532 0.0606256 0.0503706 0.532826 0.473688
threshold=0 33.500000000000007 1 2 27.500000000000004 3 11.500000000000002 4 5 5.5000000000000009 6 7 8 9 10 7.5000000000000009 1.5000000000000002 11 6.5000000000000009 12 2.5000000000000004 13 14 15 1.5000000000000002 1.0000000180025095e-35 16 8.5000000000000018 17 6.5000000000000009 18 19 1.5000000000000002 9.5000000000000018 7.5000000000000009 18.500000000000004 20 21 22
decision_type=1 2 9 1 2 9 2 1 9 2 9 9 1 1 1 2 2 9 2 1 2 9 1 9 2 2 9 2 1 2 1 9 2 2 2 2 9 1 1
left_child=3 36 -3 4 6 -6 11 8 9 -8 -9 14 13 -13 16 -16 -1 -14 -12 20 -5 27 23 34 25 -24 -26 30 33 -30 32 -32 -21 -29 -23 -25 37 -2 -38
right_child=1 2 -4 19 5 -7 7 10 -10 -11 18 12 17 -15 15 -17 -18 -19 -20 21 -22 22 24 35 26 -27 -28 28 29 -31 31 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=0.0056478911409356064 0.0080464071603605618 0.010645049319599972 0 0.011356358717604025 0 -0.01199241667888204 0.018153465470973025 0 0 0 -0.012689238889896193 0.0093082578590008517 0 -0.0056139532442629047 -0.012898798387729752 0.0040465796320386278 -0.005871987598160662 -0.0044195963043116831 0 0.0065954024591966245 0 -0.0045756105910095121 0.0077539315379519073 0.018349321026579681 -0.001814583782162457 -0.01609685579847716 0.0067937126684134335 -0.0065872403449789346 -0.014356512256533017 3.058496787175654e-05 0.0031222097358919471 -0.0052289885136299593 0 0.0048632711097179177 0 0 0.0061846842807208677 -0.0011090400723046837 -0.0030801458585180651
leaf_weight=79.623075101824725 47.851771553308936 1.5476189635955959 1.2160884144541335 11.173846145014975 9.3355001392337709 11.087752833016568 44.37645305760816 3.5686923933535581 12.314027272732345 0.86061763283214432 20.342073923602591 148.35179622240685 347.9786478298156 16.615668056343566 96.260021103415056 4.5959542429918647 58.863033281483695 174.98912741322056 0.21540948626352374 174.85135216003982 4.7637279912596577 29.657683759302017 34.913828523436678 63.374981085085892 104.35448388441 103.10683905691258 138.54740048589883 7.4136751696350975 90.117968580161687 2.9703502175107124 81.041040259457077 219.48504596963176 228.26069389203622 70.142095125178457 12.964017155580221 0.15166942393989202 22.090153421988362 76.100353250832995 212.44237389908085
leaf_count=135851 73792 782 783 1143 5255 15306 39187 9853 15956 778 28531 335769 460661 69791 357277 10681 147799 270298 310 88093 884 18585 26003 16333 68199 54192 80077 2339 19638 934 58754 100348 157750 15544 2274 65 22306 106317 286731
internal_value=0 0.00128706 0.00973578 -0.000150523 -0.000926193 -0.00767863 -0.000282983 0.00357866 0.0104258 0.0147967 -0.00494953 -0.00103801 0 0.00535913 -0.00390657 -0.00843846 0 -0.00177779 -0.00925395 0.000223419 0.00515264 0 0.00119045 0.00900223 -0.000922278 -0.00797083 0.00238568 -0.000657635 -0.00589552 -0.0106957 0.000383891 -0.00199376 0.0028448 0 -0.000998331 0.016403 0 0.00169642 -0.000340766
internal_weight=0 361.248 2.76371 2406.67 1029.38 20.4233 1008.95 81.6773 57.5511 45.2371 24.1262 927.277 687.935 164.967 239.342 100.856 138.486 522.968 20.5575 1377.29 15.9376 1361.35 487.071 106.148 380.923 138.021 242.902 874.282 170.644 93.0883 703.638 300.526 403.112 77.5558 42.6217 63.5267 358.485 123.952 234.533
internal_count=3105169 490711 1565 2614458 1903303 20561 1882742 94615 55921 39965 38694 1788127 1136519 405560 651608 367958 283650 730959 28841 711155 2027 709128 265728 37257 228471 80195 148276 443400 38455 20572 404945 159102 245843 17883 20859 16398 489146 180109 309037
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 10491202 1 8912960 115 3672554 18688 4750093 284 2 710 27557968 1 8981984 30 1327632 2105350 676 866 8915328 2704044 802 17
is_linear=0
shrinkage=0.1


Tree=131
num_leaves=40
num_cat=24
split_feature=4 3 2 1 7 2 1 1 8 7 2 2 1 8 1 2 8 7 3 7 0 9 1 3 7 1 7 3 2 3 8 8 2 2 7 7 8 7 3
split_gain=0.0747989 0.240934 1.27902 0.542827 0.495908 0.3456 2.06487 0.684914 0.587506 0.676467 0.516807 0.323145 0.323013 0.249309 0.231923 0.224511 0.214846 0.297272 0.203708 0.191386 0.091638 0.563175 2.86635 1.56728 0.971916 0.776814 1.59303 1.15289 0.928944 1.35581 1.31511 0.710982 0.959491 0.53634 0.363641 0.319794 0.306405 0.285055 0.246015
threshold=0 5.5000000000000009 1 2 3.5000000000000004 3 4 5 6 3.5000000000000004 7 8 9 10 11 12 13 2.5000000000000004 3.5000000000000004 5.5000000000000009 14 15 16 10.500000000000002 3.5000000000000004 17 3.5000000000000004 3.5000000000000004 18 2.5000000000000004 19 20 21 22 1.5000000000000002 10.500000000000002 23 1.0000000180025095e-35 75.500000000000014
decision_type=1 2 1 9 2 1 9 9 1 2 1 1 9 1 9 1 1 2 2 2 1 1 9 2 2 9 2 2 1 2 1 1 1 1 2 2 1 2 2
left_child=20 5 3 -3 -5 6 16 10 11 15 -7 -9 -4 -14 -11 -10 -2 -18 -13 -15 21 25 23 24 -23 26 28 35 29 -1 -30 32 -27 37 38 -28 -35 -33 -24
right_child=1 2 12 4 -6 7 -8 8 9 14 -12 18 13 19 -16 -17 17 -19 -20 -21 -22 22 34 -25 -26 31 27 -29 30 -31 -32 33 -34 36 -36 -37 -38 -39 -40
leaf_value=-0.0017945356067620975 0 0 8.5348666599601361e-05 0.025752802065217534 0 0.01328926763859712 -0.014470162509075941 0 0 0.0070736658904708627 0 0.014085562828767217 0 -0.01458660566940519 0 -0.0097184758181299638 0.016061823914986222 0 0 0 0.00023463725806602905 0.029778572999797734 -0.01367658768076677 0 0 0 0.024966455279684323 0 -0.014101594199984333 0.011017352193872234 0.0019133136182758665 0.0063043317043839156 -0.017949223684077361 0 0 0 -0.0058472647511905868 0 0
leaf_weight=230.18172673168283 19.672174967068713 4.9045993518666364 3.9480877950118156 19.929248973116053 0.89238196467340358 38.490441942863981 53.42399941857002 2.1999431773292599 1.4009724042116432 9.4947818542859732 42.541053103414015 15.566977406575466 4.4763532761717215 19.094991869293164 11.597282610498953 97.270367607925436 11.337927110347662 2.809087828747578 1.6650789820268972 0.33245647625881147 1377.0347490528366 33.135139117206563 31.292413137805855 6.5768327213590956 4.1493050976132499 42.127456178559441 18.790997042155144 15.080439960249349 74.059707355590945 79.474036861131026 34.566877987708722 58.389201846599462 48.944460005297515 25.402565921278438 9.6662797284807294 0.58871865281253022 219.71473622574194 97.032224638329353 0.049325895030050471
leaf_count=193941 25363 3009 3354 8310 672 45522 68583 3467 1087 21204 54406 23423 4871 19477 22245 170435 8353 3804 2168 652 711187 64235 37875 7744 9953 83403 36351 14410 200705 49411 93646 127728 139276 54427 18240 1319 494930 275985 135
internal_value=0 0.00133882 0.00610032 0.015279 0.019667 0 -0.00423534 0.00212357 -0.00072477 -0.00491227 0.00811759 0.00597195 -0.00286474 -0.00779498 0.00175477 -0.00912756 0.00694863 0.0107619 0.0100494 -0.0109276 -0.000138979 -0.000914569 0.00510002 0.0179252 0.0262227 -0.00190338 0.000566201 0.0155993 -0.00095151 0.00125612 -0.00784351 -0.00457771 -0.01159 -0.00139475 -0.00762144 0.0234762 -0.00443647 0.00179342 -0.0121158
internal_weight=0 361.048 53.5781 25.7262 20.8216 307.47 87.2432 220.227 139.195 119.763 81.0315 19.432 27.8519 23.9038 21.0921 98.6713 33.8192 14.147 17.2321 19.4274 2406.26 1029.22 84.8693 43.8613 37.2844 944.353 452.743 34.4602 418.282 309.656 108.627 491.611 91.0719 400.539 41.008 19.3797 245.117 155.421 31.3417
internal_count=3105306 490405 40345 11991 8982 450060 106103 343957 244029 214971 99928 29058 28354 25000 43449 171522 37520 12157 25591 20129 2614901 1903714 138182 81932 74188 1765532 589783 52080 537703 243352 294351 1175749 222679 953070 56250 37670 549357 403713 38010
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 556 8734988 556 2442 11359300 12 145 16 8912904 2 1050920 2 1 1 1 3262378 9177152 11 1 2 533 452 4
is_linear=0
shrinkage=0.1


Tree=132
num_leaves=40
num_cat=23
split_feature=4 3 1 1 2 9 2 3 3 3 1 1 1 1 2 3 3 1 7 9 1 8 7 2 3 1 1 3 2 3 7 8 1 1 7 8 3 7 7
split_gain=0.0908691 0.211792 0.162046 0.0800504 0.685133 0.595016 2.7837 1.78677 1.15259 1.72587 2.38534 0.671301 0.665419 0.629698 0.548222 1.05438 1.07587 1.48227 0.862268 0.906648 0.822225 0.868523 0.755902 0.617771 0.671454 0.557289 0.492926 0.479616 0.473739 0.449261 0.347009 0.331546 0.314961 0.2735 0.255607 0.240893 0.198334 0.192146 0.243419
threshold=0 33.500000000000007 1 2 3 4 5 6.5000000000000009 7.5000000000000009 3.5000000000000004 6 7 8 9 10 8.5000000000000018 4.5000000000000009 11 4.5000000000000009 12 13 14 1.5000000000000002 15 61.500000000000007 16 17 9.5000000000000018 18 1.5000000000000002 16.500000000000004 19 20 21 1.5000000000000002 22 3.5000000000000004 1.0000000180025095e-35 5.5000000000000009
decision_type=1 2 9 9 1 1 1 2 2 2 9 9 9 9 1 2 2 9 2 1 9 1 2 1 2 9 9 2 1 2 2 1 9 9 2 1 2 2 2
left_child=3 -2 -3 4 32 8 31 26 9 13 -11 -9 28 -6 18 16 17 22 20 33 21 -5 -16 -17 30 35 -8 29 -10 -22 -25 -7 -1 -20 -19 -18 -23 -34 -39
right_child=1 2 -4 14 5 6 7 11 12 10 -12 -13 -14 -15 15 23 25 34 19 -21 27 36 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 37 -35 -36 -37 -38 38 -40
leaf_value=0 0 0.010550969220736905 0 0.0081553518225971153 -0.0031736717989113055 0 0 0.0066853780214103792 0.013830603200921186 0 -0.019546708946044197 -0.0083067042840482327 0 0.0027085115578216069 -0.0007964695007368172 0 0 -0.00043863918358026129 0 -0.00020556141466137519 0 -0.0085104023838431762 0.008718929207826737 -0.018869646917947999 0 0 0.023195922321051221 0.00085124577599323802 0 -0.01148417680222304 0 -0.0111907475153144 0 0.017440389482945459 -0.012440004788428211 0.013848555693667504 0 -0.013857381422253817 0
leaf_weight=9.9839736635531136 357.56998010796815 1.581281093007419 1.2278205326583695 133.35201723748105 199.42028916549134 6.1309506186080398 6.475583982297394 16.141651604310027 78.559197384827712 104.17729915640666 70.436481963457481 20.923488399945199 68.143896351706644 532.90881542464922 252.68103664771115 28.506103892774263 3.3286067784356419 89.441507653613371 10.735867498558944 3.0467351449842672 82.117083811499469 14.77764227043008 71.993665494898778 65.565523327721166 4.8232720190280807 30.721232434381818 62.916811985902314 20.418038427902502 35.989509794482728 76.028765913986717 0.060960431554120897 33.762614026691153 28.422816833852266 31.329377204994671 108.0443176487006 47.663733698631404 8.6936197576214891 42.979186312244565 4.3373188395053139
leaf_count=15313 488517 783 783 83050 304243 5895 11355 6471 40931 58784 79298 9543 53370 618269 204839 20260 1967 144316 22204 2452 152641 15364 147152 43539 1633 35371 49714 16518 28058 87066 29 25786 20524 25744 186020 44139 5473 43118 4719
internal_value=0 0.0015104 0.00957585 -9.03048e-05 0.000276817 0.00116559 0.00660649 0.0143961 1.98419e-05 -0.00122244 -0.00946781 0 0.00689997 0.000645245 -0.000798377 -0.00258445 -0.000324552 -0.00254552 0.00171931 0.0114782 0 0.00433997 0.000998503 -0.0109656 -0.0140116 0.00805461 0.0225286 -0.00454507 0.01042 -0.00710251 -0.0178759 -0.00805272 -0.00644537 0.0162207 -0.00871489 0.01187 -0.0040891 -0.00873149 -0.0122381
internal_weight=0 360.379 2.8091 2405.04 1321.71 1235.99 146.351 106.458 1089.64 906.943 174.614 37.0651 182.693 732.329 1083.33 702.83 603.874 522.161 380.499 45.112 335.387 156.823 324.675 98.9559 70.4498 81.7136 69.3924 178.564 114.549 158.146 65.6265 39.8936 85.7233 42.0652 197.486 50.9923 23.4713 75.7393 47.3165
internal_count=3105251 490083 1566 2615168 1375391 1291717 108764 77083 1182953 1060594 138082 16014 122359 922512 1239777 829265 763804 682327 410512 50400 360112 103887 351991 65461 45201 81477 61069 256225 68989 239707 43568 31681 83674 47948 330336 46106 20837 68361 47837
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 10491202 5561390 514 1 268 5276704 1312776 21518 1347616 650 2105536 1 11010048 5 33 2163600 4194312 108 2 18436 74112 8
is_linear=0
shrinkage=0.1


Tree=133
num_leaves=40
num_cat=23
split_feature=4 3 1 0 9 1 3 7 1 7 3 2 3 8 8 1 1 2 7 7 5 1 2 2 3 7 3 1 2 3 3 2 8 3 1 1 7 8 7
split_gain=0.094505 0.206811 0.161682 0.0878839 0.445561 2.41055 1.37926 0.88531 0.684767 1.3695 1.08653 0.821207 1.39251 1.03631 0.656661 1.77192 0.86564 0.485594 0.344056 0.296037 0.252419 1.22891 1.04242 0.88203 0.790142 0.666466 0.644741 0.61143 0.794935 0.587063 0.584168 0.433169 1.88453 1.42579 0.805643 0.666481 0.715221 0.491802 0.428395
threshold=0 33.500000000000007 1 2 3 4 10.500000000000002 3.5000000000000004 5 3.5000000000000004 3.5000000000000004 6 2.5000000000000004 7 8 9 10 11 1.5000000000000002 10.500000000000002 12 13 14 15 15.500000000000002 1.0000000180025095e-35 13.500000000000002 16 17 13.500000000000002 1.0000000180025095e-35 18 19 48.500000000000007 20 21 1.5000000000000002 22 7.5000000000000009
decision_type=1 2 9 1 1 9 2 2 9 2 2 1 2 1 1 9 9 1 2 2 1 9 1 1 2 2 2 9 1 2 2 1 1 2 9 9 2 1 2
left_child=3 -2 -3 4 8 6 7 -6 9 11 19 12 -1 -13 15 -10 17 -16 -7 -11 27 23 -23 26 25 -24 30 28 -5 38 -22 32 34 -34 -29 37 -37 -33 -30
right_child=1 2 -4 20 5 18 -8 -9 14 10 -12 13 -14 -15 16 -17 -18 -19 -20 -21 21 22 24 -25 -26 -27 -28 31 29 -31 -32 35 33 -35 -36 36 -38 -39 -40
leaf_value=-0.0021279972147705988 0 0.010506159202205451 0 -0.0011889301646991494 0.027245458594778629 -0.011529259820598221 0 0 0.0037891529528640022 0.023514721997201241 0 -0.013572398323001082 0.010650911115707457 0.00088442236189818649 -0.0017982101640166355 -0.017423197971076554 -0.0083663009273480561 0.0048247065036919039 0 0 0 0.0038739158538694594 0 0 0 -0.022290345345967282 0 -0.00046133313066662224 0.014395603758160614 0 0.026534899124210861 -0.0052871797352388224 -0.0170624161001246 0.0043882457568415398 0.0082528926780050995 -0.010032904762880566 0 0.0023225069511152597 0
leaf_weight=238.2211041307437 357.50069930310565 1.5975644426653159 1.2278205326583695 44.801642219361383 34.387195454026369 30.936960134669789 6.5608496434724648 4.192595987704407 17.806585820338114 19.362882142611856 15.191672765155088 64.10752411104113 85.211361736834078 30.371675386904826 160.09815540935051 72.482088046956051 90.938764906002689 148.80568441281412 9.6320546527749666 0.58281858719419588 3.6963468497124294 25.444659817570937 2.6464364424755393 32.261520543368533 2.8489663082582402 24.023888178926427 6.7113758636696721 81.390251909848303 86.011749965313356 10.599919070606118 26.864496501264512 69.919196696515428 55.34140751149971 4.4375521635811301 218.51899025292369 161.63299452560022 215.28021470145904 302.1018974751205 2.3989543914503875
leaf_count=210660 488640 784 783 22240 65979 37845 7717 10059 60228 36908 14401 176470 63283 84301 240746 161058 333883 380788 18130 1351 8026 37088 2151 39872 2102 41975 4944 54917 43941 1678 28144 23513 24982 783 79933 83635 119201 90547 1549
internal_value=0 0.00152402 0.00951955 -0.000125662 -0.00088923 0.00433216 0.0161461 0.0238294 -0.0017909 0.000491329 0.0143799 -0.000880572 0.000980463 -0.00781348 -0.00431048 -0.0110582 -0.00123762 0.000719721 -0.00711712 0.022073 0.000238466 0.00410559 -0.00317242 0.0112803 -0.0122958 -0.0188694 0.0176815 0 0.00510123 0.0096287 0.0237627 -0.00107648 0.00118222 -0.0100724 0.00522942 -0.00254646 -0.0053305 0 0.0129173
internal_weight=0 360.326 2.82538 2405.82 1028.89 85.7097 45.1406 38.5798 943.18 453.049 35.1374 417.912 323.432 94.4792 490.131 90.2887 399.843 308.904 40.569 19.9457 1376.93 124.498 54.964 69.5337 29.5193 26.6703 37.2722 1252.43 143.812 99.0106 30.5608 1108.62 359.688 59.779 299.909 748.934 376.913 372.021 88.4107
internal_count=3105235 490207 1567 2615028 1903807 139730 83755 76038 1764077 587374 52660 534714 273943 260771 1176703 221286 955417 621534 55975 38259 711221 164302 83316 80986 46228 44126 41114 546919 69408 47168 36170 477511 160615 25765 134850 316896 202836 114060 45490
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 10491202 1 1 3262378 9177152 267 1 2 16777608 19977266 291 2 6557459 896 620 5271628 136 145 3 8716577 8389891 2
is_linear=0
shrinkage=0.1


Tree=134
num_leaves=40
num_cat=19
split_feature=4 3 1 7 1 3 3 7 7 2 6 1 2 3 3 2 9 1 7 2 2 3 3 3 3 2 1 3 1 2 3 3 3 3 2 2 2 7 3
split_gain=0.0854301 0.211915 0.161366 0.0746999 0.804925 0.826138 0.712955 0.69676 0.499759 0.361237 0.261156 1.43268 0.998039 0.768149 1.08473 0.750407 0.471505 0.396759 0.524851 1.21859 0.728663 1.50336 0.674256 0.317524 0.299302 0.246949 1.59318 1.05307 0.670307 0.48719 0.375635 0.24607 0.20811 0.228887 0.14813 0.133189 0.127577 0.122705 0.116582
threshold=0 33.500000000000007 1 6.5000000000000009 2 3.5000000000000004 2.5000000000000004 11.500000000000002 10.500000000000002 3 4 5 6 7.5000000000000009 1.5000000000000002 7 8 9 1.0000000180025095e-35 10 11 1.5000000000000002 1.5000000000000002 153.50000000000003 38.500000000000007 12 13 2.5000000000000004 14 15 3.5000000000000004 20.500000000000004 7.5000000000000009 16.500000000000004 16 17 18 5.5000000000000009 18.500000000000004
decision_type=1 2 9 2 9 2 2 2 2 1 1 9 1 2 2 1 1 9 2 1 1 2 2 2 2 1 9 2 9 1 2 2 2 2 1 1 1 2 2
left_child=3 -2 -3 10 6 8 7 -5 9 -6 17 12 -12 14 -14 -13 23 18 19 31 24 -22 -21 -17 -20 26 27 -19 30 -30 -27 -1 35 -34 -7 -8 -10 -28 -36
right_child=1 2 -4 4 5 34 32 -9 36 -11 11 15 13 -15 -16 16 -18 25 20 22 21 -23 -24 -25 -26 28 37 -29 29 -31 -32 -33 33 -35 38 -37 -38 -39 -40
leaf_value=0.0077884939463687165 0 0.010467680314062923 0 0.020751611622249387 0 0 0 0 0.005095602621588086 -0.016126932137857146 -0.0035963546856116833 0 0 0 0.026709977742452456 -0.01772993902853463 0 0.0019873620035292384 -0.0070199709907556628 0 -0.0042138185804738229 0.011830145276803719 -0.017430629268463924 0 0 0 0.0083505259659985981 -0.0083199806237199657 0.0048793007438043406 0 -0.0084702932156359607 0 0.009120340617263396 0 0.010318435889891384 -0.0072206828805834872 -0.0017845169979922252 0 0
leaf_weight=26.512776624829716 357.75245253252069 1.6114675068529321 1.2278205326583695 22.976255036079241 5.4721997646593081 9.3518760359729622 2.7248855055950116 3.5276161104411576 3.7646790574690385 25.511252216863799 21.134110246719501 34.294819363196439 24.846195255369821 6.0545629324333268 14.179908361586056 76.899483113177666 9.2314354256377538 163.71130267845729 113.78019659729398 54.553725578432932 53.453968002639158 92.924174383486388 62.019254249040387 0.089689593223737485 2.6248379414464571 170.77337316159173 254.68754419218021 129.50445363897597 218.44120247254432 658.48599097407168 100.63864514140732 2.9749381201836504 4.7950980804162091 1.6697387387248452 7.125026942871048 13.848762147252279 3.7772222847706862 8.3917040292944858 0.58341463033866592
leaf_count=38704 489151 782 783 26932 6350 5204 2013 4672 4160 32256 43103 91855 77825 6565 20623 265328 17468 142485 106820 87131 65123 70399 59343 50 917 249013 287397 77212 160382 527199 106670 1481 2421 870 4640 11032 4556 6209 247
internal_value=0 0.0014548 0.00947121 -0.000106583 0.00190146 -0.00288433 0.00929885 0.0167461 -0.0110902 -0.0148375 -0.000350401 -0.00365649 0.00440351 0.0116075 0.0173054 -0.00971987 -0.013696 0 -0.00266243 -0.00694938 0 0.00430604 -0.0112625 -0.0168644 -0.00494903 0.00067119 0.00233817 -0.00192698 0 0.00117549 -0.00417806 0.0034523 0 0.00407462 0.00391535 -0.00562895 0 0.00770867 0.00679491
internal_weight=0 360.592 2.83929 2405.34 105.128 55.5857 49.5424 26.5039 38.5254 30.9835 2300.21 186.73 66.2148 45.0807 39.0261 120.515 86.2206 2113.48 408.844 146.061 262.783 146.378 116.573 76.9892 116.405 1704.63 556.295 293.216 1148.34 876.927 271.412 29.4877 23.0385 6.46484 17.0603 16.5736 7.5419 263.079 7.70844
internal_count=3105371 490716 1565 2614655 105353 57413 47940 31604 47322 38606 2509302 522817 148116 105013 98448 374701 282846 1986485 429918 186659 243259 135522 146474 265378 107737 1556567 513303 219697 1043264 687581 355683 40185 16336 3291 10091 13045 8716 293606 4887
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1 10491202 1870068 544 2 2111000 390 642 1 20030096 48 177 208 787784 12584998 800 353 32 204
is_linear=0
shrinkage=0.1


Tree=135
num_leaves=40
num_cat=19
split_feature=4 3 1 7 1 3 3 7 7 2 6 1 2 3 3 2 9 1 7 2 2 3 3 7 3 3 2 1 3 7 1 0 3 3 2 7 2 2 3
split_gain=0.0837299 0.209573 0.160971 0.066512 0.732658 0.772871 0.631858 0.666621 0.47113 0.350875 0.192574 1.21462 0.915911 0.725366 1.04261 0.655878 0.430105 0.34819 0.407663 1.09119 0.599544 1.30933 0.477452 0.30282 0.302061 0.281164 0.195435 1.29609 0.822508 0.621524 0.812092 0.556348 0.190933 0.225201 0.140609 0.138 0.129584 0.121809 0.112671
threshold=0 33.500000000000007 1 6.5000000000000009 2 3.5000000000000004 2.5000000000000004 11.500000000000002 10.500000000000002 3 4 5 6 7.5000000000000009 1.5000000000000002 7 8 9 1.0000000180025095e-35 10 11 1.5000000000000002 1.5000000000000002 5.5000000000000009 6.5000000000000009 38.500000000000007 12 13 2.5000000000000004 4.5000000000000009 14 15 7.5000000000000009 16.500000000000004 16 5.5000000000000009 17 18 18.500000000000004
decision_type=1 2 9 2 9 2 2 2 2 1 1 9 1 2 2 1 1 9 2 1 1 2 2 2 2 2 1 9 2 2 9 1 2 2 1 2 1 1 2
left_child=3 -2 -3 10 6 8 7 -5 9 -6 17 12 38 14 -14 -13 23 18 19 24 25 -22 -21 -17 -1 -20 27 28 -19 31 -31 -28 36 -34 -7 -29 -8 -10 -12
right_child=1 2 -4 4 5 34 32 -9 37 -11 11 15 13 -15 -16 16 -18 26 20 22 21 -23 -24 -25 -26 -27 29 35 -30 30 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.010813914114441412 0 0.010420197992028831 0 0.019801618572252655 0 0 0 0 0.0049724033065946822 -0.015831270271231102 -0.0063145437325588657 0 0 0 0.025686234511926753 -0.017241483915847899 0 0.0010372203488563461 -0.0066945365443963865 0 -0.0040749955134600545 0.010803053697990381 -0.014893625893780094 0 0 0 -0.0010797947508783029 0.0069278874900121253 -0.0084020691137164372 0 -0.013695838142440917 0.0032406973925725897 0.0090064555004757598 0 0.0065624285734098694 0 -0.0069993256141841643 -0.0017547335790867404 0
leaf_weight=9.6942837090136873 357.77569528365711 1.6287645488191627 1.2278205326583695 23.39527975024976 6.5671195070244721 9.3357571836240805 2.7223474566999357 3.5545855236414345 3.8159894852105936 24.097056566821269 20.143982205975593 34.341730549404019 24.952854504928837 6.0592576392373294 14.538911525709407 67.819951082459738 9.2038179851115256 141.8031949875367 113.28332072468766 58.691412945478078 53.333736512853648 94.022058651396947 70.981965796134318 7.7083276265384475 5.5527140949707254 2.6434111738490165 637.01188034277584 299.53956605135863 106.79846286463726 25.867412379673624 35.058406609990925 450.16871676516894 4.8309297441155641 1.6724627608200533 7.8116714757197796 9.6803698499716102 13.721203032328054 3.7639682348017223 0.90261238095990748
leaf_count=16140 489149 783 783 27131 9104 5187 2010 4739 4233 29380 42188 91658 77986 6572 20953 246069 17431 110105 107011 97040 65347 70767 69370 18294 3503 937 823692 338941 57437 11053 36863 171181 2424 874 4990 7314 10956 4583 981
internal_value=0 0.0014441 0.00941157 -9.70658e-05 0.00178029 -0.00268594 0.00886648 0.0158296 -0.0107214 -0.0143866 -0.000333597 -0.00318296 0.00402793 0.0109927 0.0165177 -0.00890053 -0.0126645 0 -0.00252631 -0.0063271 0 0.00373745 -0.00988714 -0.0157117 0.00490245 -0.00465471 0.000596564 0.00207713 -0.00232567 0 -0.00809497 0.000479641 0 0.00396314 0.00372143 0.00633683 -0.00536338 0 -0.00345745
internal_weight=0 360.632 2.85659 2405.09 105.288 55.3916 49.8968 26.9499 38.2441 30.6642 2299.8 185.671 66.5976 45.551 39.4918 119.074 84.7321 2114.13 408.203 144.92 263.283 147.356 129.673 75.5283 15.247 115.927 1705.93 557.822 248.602 1148.11 60.9258 1087.18 22.9469 6.50339 17.1474 309.22 16.4436 7.57996 21.0466
internal_count=3105159 490715 1566 2614444 105611 57477 48134 31870 47300 38484 2508833 522132 148680 105511 98939 373452 281794 1986701 430115 186053 244062 136114 166410 264363 19643 107948 1556586 513797 167542 1042789 47916 994873 16264 3298 10177 346255 12966 8816 43169
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1 10491202 1870068 548 2 2111000 390 642 1 20030096 32 177 208 787528 3328 1 353 32 204
is_linear=0
shrinkage=0.1


Tree=136
num_leaves=40
num_cat=18
split_feature=4 3 1 7 1 3 2 7 3 2 1 3 6 1 2 3 3 2 9 7 1 7 2 2 3 3 3 3 1 2 7 3 7 2 7 2 3 7 3
split_gain=0.0850581 0.204819 0.160571 0.0634674 0.619481 0.691714 0.601359 0.457042 0.453452 0.331691 0.14938 0.149352 0.137614 1.04283 0.852255 0.693529 0.975659 0.594258 0.775511 0.795008 0.267155 0.396725 1.02949 0.46556 1.11231 0.449189 0.319702 0.22584 0.16001 0.626371 0.657965 0.2024 1.74041 0.689313 0.192924 0.118338 0.110256 0.100334 0.0949006
threshold=0 33.500000000000007 1 6.5000000000000009 2 3.5000000000000004 3 10.500000000000002 16.500000000000004 4 5 18.500000000000004 6 7 8 7.5000000000000009 1.5000000000000002 9 10 5.5000000000000009 11 1.0000000180025095e-35 12 13 1.5000000000000002 1.5000000000000002 5.5000000000000009 20.500000000000004 14 15 3.5000000000000004 4.5000000000000009 2.5000000000000004 16 1.5000000000000002 17 18.500000000000004 22.500000000000004 7.5000000000000009
decision_type=1 2 9 2 9 2 1 2 2 1 9 2 1 9 1 2 2 1 1 2 9 2 1 1 2 2 2 2 9 1 2 2 2 1 2 1 2 2 2
left_child=3 -2 -3 12 6 7 -5 9 37 -6 11 -7 20 14 36 16 -16 38 19 -19 21 22 27 26 -25 -24 -23 -1 29 30 -22 33 -33 -30 -31 -9 -14 -8 -15
right_child=1 2 -4 4 5 10 8 35 -10 -11 -12 -13 13 17 15 -17 -18 18 -20 -21 28 23 25 24 -26 -27 -28 -29 31 34 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0073560116825532847 0 0.010372575651828607 0 0 0 0.0098894582527671443 0.017929665436065046 0.0049535093317977048 0 -0.015211508765575713 0 0 -0.006185336089162774 -0.0015373948625440009 0 0 0.024721494147467361 -0.020901850037735131 0 0 0.014397160067699522 0 0 -0.0035801150616979523 0.0099759840393722418 -0.015458068752918547 -0.0097494086966323987 0 -0.00085841303116028674 0.00059649319899783223 0 -0.0055896367864066224 0.0072938803599715205 0.0038122502021281793 -0.0055185345565407148 -0.0015728580342729182 0 0 0.0046425449512567827
leaf_weight=26.7401620242963 357.715930249753 1.6461203549697527 1.2278205326583695 15.364505496749187 6.5962799245935457 11.787813021262988 33.525831448881945 3.8238283355240128 1.2733113144349761 23.630395111409602 4.6187187627510893 0.80274504993576634 20.075214614937071 49.193839900847706 24.975200373512052 6.0671310309699029 14.882556731796283 49.608008198205425 8.2217835306873877 5.4635626836516158 46.84251111512458 84.032916757725616 54.738816723376658 52.906564081251418 94.915939437792986 59.934526548015128 30.748404937883606 2.9454743096139273 671.25847240461007 53.283092951154686 9.0793376074143435 334.78204837861631 105.45383060070162 454.97395084974778 32.375774627260398 3.683121717600442 0.89698950639285513 0.25999049968959198 5.3462077283038516
leaf_count=38645 489185 784 783 14876 9212 6248 32626 4219 612 29187 3597 356 42310 150025 77694 6583 21100 188705 14416 13214 65535 86482 87559 64974 71025 58577 20720 1476 600930 99760 8247 222343 43566 453551 64106 4453 976 261 6249
internal_value=0 0.00145494 0.00935178 -9.92931e-05 0.00172119 -0.00222514 0.00823073 -0.0100462 0.0131102 -0.013762 0.00358415 0.00631949 -0.000332561 -0.00275837 0.00373573 0.0105085 0.0159057 -0.0081836 -0.0129146 -0.0177589 0 -0.00225868 -0.00601086 0 0.00345722 -0.0101386 -0.00394648 0.00315888 0.000473139 0.00331354 0.00934322 0 -0.0015971 0.000844476 0 0 -0.0033392 0.017448 0
internal_weight=0 360.59 2.87394 2405.11 105.367 54.9429 50.4236 37.7336 35.0591 30.2267 17.2093 12.5906 2299.74 184.73 66.8971 45.9249 39.8578 117.833 63.2934 55.0716 2115.01 406.963 144.359 262.604 147.823 114.673 114.781 29.6856 1708.05 141.581 55.9218 1566.47 440.236 1126.23 85.6589 7.50695 20.9722 33.7858 54.54
internal_count=3105167 490752 1567 2614415 105647 57272 48375 47071 33499 38399 10201 6604 2508768 521272 148663 105377 98794 372609 216335 201919 1987496 429458 186257 243201 135999 146136 107202 40121 1558038 237648 73782 1320390 265909 1054481 163866 8672 43286 32887 156274
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=1 10491202 1870068 652 548 10503682 2 2111000 390 902 1 20030096 48 177 4215044 178 353 204
is_linear=0
shrinkage=0.1


Tree=137
num_leaves=40
num_cat=20
split_feature=4 3 1 1 9 2 3 3 1 7 3 2 3 9 2 1 2 3 3 7 1 3 3 2 1 1 0 3 7 3 7 7 3 1 2 2 3 1 7
split_gain=0.083708 0.204306 0.16023 0.0613509 1.67601 0.811998 0.77118 0.730516 0.66111 1.28887 0.653608 0.598737 0.613806 0.520479 2.97702 2.37325 0.686409 2.02361 1.99742 1.31538 1.12843 1.1297 0.832676 1.00992 0.821989 0.687114 0.503592 0.607478 0.491909 0.475973 0.313901 0.254683 0.24452 0.294205 0.19761 0.192679 0.184507 0.159428 0.111034
threshold=0 33.500000000000007 1 2 3 4 6.5000000000000009 3.5000000000000004 5 3.5000000000000004 10.500000000000002 6 64.500000000000014 7 8 9 10 5.5000000000000009 27.500000000000004 5.5000000000000009 11 10.500000000000002 1.0000000180025095e-35 12 13 14 15 7.5000000000000009 3.5000000000000004 9.5000000000000018 5.5000000000000009 2.5000000000000004 1.0000000180025095e-35 16 17 18 14.500000000000002 19 6.5000000000000009
decision_type=1 2 9 9 1 1 2 2 9 2 2 1 2 1 1 9 1 2 2 2 9 2 2 1 9 9 1 2 2 2 2 2 2 9 1 1 2 9 2
left_child=3 -2 -3 4 5 7 8 32 -7 -10 -9 -6 30 16 26 29 17 24 19 -19 22 35 23 -18 -5 -20 27 38 -24 34 -13 -23 37 -34 -16 -22 -12 -1 -15
right_child=1 2 -4 13 11 6 -8 10 9 -11 36 12 -14 14 15 -17 20 18 25 -21 21 31 28 -25 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.0031728920914586103 0 0.010332581961867947 0 0 0 0 0 -0.011838716964493061 -0.019426021149694744 0 0.007285387762564214 0.021522137229724694 0 0.02471733077801283 0.013164801823419192 -0.016986277947463164 -0.011140680160978701 -0.014940695387353667 0.013539375210972791 0.0040753061112240368 -0.0023454230408129504 0.0086611700018664368 0.0042431920440670397 0 0.012301140532713528 -0.00071015996061356572 0 0 -0.00072229713603607498 0 0 0 0 0.011686774820149265 0 -0.012078763501568435 0 -0.0030868789746048026 0
leaf_weight=62.706759984812379 357.78465807201428 1.6606018538441274 1.2278205326583695 113.33511038246252 6.2338819390352 18.756645018194831 31.945858906226931 28.919283747163718 70.420140181881834 21.948875675312593 5.4009660133306161 43.934284776507411 2.3755413835606296 4.4772156756662298 12.998264311961973 135.4735061435531 67.883958005029854 106.88914418437344 25.653206433809828 5.4931585567974244 188.05085795678679 23.202792737749409 530.70660723337278 295.66406649285909 164.59128491897627 4.2670165519230094 48.25109991786303 1.255875555303646 156.35442339408655 5.1969776834303039 2.4860666653548824 7.5898135697061653 17.940512391433003 45.01595342240762 3.2007415783518871 119.01256462132733 8.9806905406003334 18.801592894615169 0.20319959380140051
leaf_count=126515 489293 782 783 201229 6308 45048 26561 36001 97068 21954 5125 40520 706 11639 12850 105123 95407 74138 3074 3045 206291 14016 407999 273423 318772 3465 23103 3308 122620 2797 1763 4224 24989 70782 4235 175103 7634 37054 534
internal_value=0 0.00143316 0.00930156 -0.000119289 0.000756509 -0.00152536 -0.00673914 0.00168304 -0.010815 -0.0132154 -0.00489403 0.0137902 0.0157966 -0.000443119 -0.00482468 -0.0118141 0 0.00348301 -0.0043128 -0.0112414 -0.000946942 -0.00571446 0.000464484 -0.00289167 0.00859324 0.00930348 0.00916058 0.019652 0.00271188 0.00577903 0.0201757 0.00487407 0.00597298 0.00965733 0.0124918 -0.00817517 0.000874053 0 0.0239865
internal_weight=0 360.673 2.88842 2405.62 385.867 330.837 143.072 187.766 111.126 92.369 43.3009 55.0298 48.7959 2019.75 211.057 156.869 1808.69 420.229 142.303 112.382 1388.47 337.856 1050.61 363.548 277.926 29.9202 54.1874 5.93629 687.061 21.396 46.4204 30.7926 144.465 62.9565 16.199 307.063 14.3817 81.5084 4.68042
internal_count=3105281 490858 1565 2614423 548028 498731 190631 308100 164070 119022 48760 49297 42989 2066395 163589 125005 1902806 603723 83722 77183 1299083 399634 899449 368830 520001 6539 38584 15481 530619 19882 42283 18240 259340 95771 17085 381394 12759 163569 12173
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=1 10491202 5543948 1 327 5242884 262 1 416 66080 540 8930642 288 16860929 2107088 1 1343488 86 385 1343496
is_linear=0
shrinkage=0.1


Tree=138
num_leaves=40
num_cat=22
split_feature=4 3 1 1 2 2 3 8 3 3 3 3 8 2 8 7 3 3 2 9 3 1 1 3 3 1 1 7 3 7 7 7 1 2 9 1 2 2 2
split_gain=0.0873203 0.193099 0.159839 0.055724 0.869686 0.861224 0.315381 1.26184 0.200394 0.182678 0.169785 0.248454 0.162461 0.222222 0.129973 0.171592 0.103549 0.0490729 1.55479 1.85928 0.995137 0.985934 0.941694 0.597581 0.641206 0.599548 0.417912 0.428941 0.368412 0.333405 0.324711 0.256798 0.244905 0.350218 0.176236 3.32079 1.96049 1.66421 0.896234
threshold=0 33.500000000000007 1 2 3 4 4.5000000000000009 5 1.5000000000000002 5.5000000000000009 4.5000000000000009 6.5000000000000009 6 7 8 2.5000000000000004 26.500000000000004 19.500000000000004 9 10 92.500000000000014 11 12 16.500000000000004 13.500000000000002 13 14 4.5000000000000009 191.50000000000003 5.5000000000000009 2.5000000000000004 6.5000000000000009 15 16 17 18 19 20 21
decision_type=1 2 9 9 1 1 2 1 2 2 2 2 1 1 1 2 2 2 1 1 2 9 9 2 2 9 9 2 2 2 2 2 9 1 1 9 1 1 1
left_child=17 3 -3 4 10 6 7 -5 14 -10 -2 -12 -8 -14 -7 -16 -6 23 19 21 26 -19 -21 24 34 -26 -20 -28 -24 -27 32 -23 -25 -34 38 37 -37 -36 -1
right_child=1 2 -4 5 16 8 12 -9 9 -11 11 -13 13 -15 15 -17 -18 18 20 22 -22 31 28 30 25 29 27 -29 -30 -31 -32 -33 33 -35 35 36 -38 -39 -40
leaf_value=-0.0032019563523104158 -0.0061417748413357823 0.010287103088160433 0 -0.0039589338594495189 0.0093483813077574803 0.0024959102153152609 0.0010999508452308115 0.012512299865051868 -0.013129260759649207 0 0.0077610944675394408 -0.0033918898268610422 0 -0.0091660205291420275 0 -0.0084272408431002831 0 0 0 0.0011649218850474713 0 0.018172399419933365 -0.021571626627362946 0 0 -0.017271559293211846 -0.028481556573747749 0 0 0 0 0 0 0.017613156029077329 0.023337521186369121 0.0051845134600498029 -0.012702377493749768 -0.00013578536113301198 0.0011583431434682621
leaf_weight=667.14478575765224 53.062582811020548 1.6771568865951847 1.2278205326583695 22.441041008743923 81.360041151237965 18.51573614650988 3.5146282825007802 71.018880182047724 30.933419529974344 16.073632202518638 4.3299320746300491 6.2182663999410579 3.3370034844556358 9.5254396178206679 27.329894288559444 9.3063912537036213 0.53454545393469644 24.279636693361681 3.0617804692592472 10.254961894592268 3.8061348484043256 59.434404609004559 16.569310155158753 6.9387648155534407 8.2586502599151554 29.917625935748223 21.412395901366846 1.4081982084753679 0.11752033120137539 1.0607059252070019 7.8131494120752896 0.65866379589715407 5.3111200535495309 15.933150252385534 52.3245115947866 55.813803110602748 93.442322974933631 19.034160055904067 1299.6707260334624
leaf_count=823758 97914 782 783 29591 103993 22957 3651 104913 31920 9806 5180 6632 2618 10788 40759 17943 190 9229 639 2840 2147 25614 5417 3890 9383 17834 15884 879 82 670 2787 304 2458 11350 41066 44868 85827 25001 1482937
internal_value=0 0.00150228 0.00924448 0 0.00172444 -0.000149142 0.00401436 0.00681923 -0.00660586 -0.0106149 -0.00353788 0 0 -0.00545314 0 -0.00349331 0.00809269 -4.19633e-05 -0.0017014 0.00281601 -0.0145942 0.0112258 -0.0097963 0 -0.000192656 -0.00968608 -0.022095 -0.0223784 -0.0161653 -0.013266 0.00944874 0.0155723 0.012533 0.0137555 0 0.00258693 -0.00474641 0.0165825 -0.000206553
internal_weight=0 360.406 2.90498 357.501 145.505 211.996 109.837 93.4599 102.159 47.0071 63.6108 10.5482 16.3771 12.8624 55.152 36.6363 81.8946 2403.67 141.003 111.314 29.6885 84.3727 26.9418 2262.66 2226.67 39.237 25.8824 22.8206 16.6868 30.9783 35.9962 60.0931 28.183 21.2443 2187.43 220.615 149.256 71.3587 1966.82
internal_count=3105284 490420 1565 488855 213909 274946 151561 134504 123385 41726 109726 11812 17057 13406 81659 58702 104183 2614864 63035 43486 19549 35147 8339 2551829 2531344 27887 17402 16763 5499 18504 20485 25918 17698 13808 2503457 196762 130695 66067 2306695
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 10491202 2706092 209 209 2 2 16 6 118 1 2442152 1313152 262426 2097152 5060864 261 1 367138 289 242 114
is_linear=0
shrinkage=0.1


Tree=139
num_leaves=34
num_cat=13
split_feature=3 1 3 7 1 3 2 7 1 3 2 3 1 3 1 3 3 1 8 1 3 8 7 7 7 3 7 7 2 3 3 3 2
split_gain=0.069235 0.222635 0.222417 0.466028 0.596859 0.426245 0.589861 0.136873 0.117206 0.132362 0.0928349 0.805696 2.00911 1.14726 0.79914 3.39478 0.962163 0.701566 1.32924 0.770266 0.579446 0.53076 0.871111 0.47894 0.32424 0.0840616 0.0720801 0.0576006 0.036166 0.0802494 0.0286681 0.0148135 0.00964847
threshold=119.50000000000001 0 39.500000000000007 1.0000000180025095e-35 1 36.500000000000007 2 3.5000000000000004 3 75.500000000000014 4 8.5000000000000018 5 9.5000000000000018 6 3.5000000000000004 3.5000000000000004 7 8 9 7.5000000000000009 10 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 47.500000000000007 5.5000000000000009 5.5000000000000009 11 99.500000000000014 40.500000000000007 242.50000000000003 12
decision_type=2 9 2 2 9 2 1 2 9 2 1 2 9 2 9 2 2 9 1 9 2 1 2 2 2 2 2 2 1 2 2 2 1
left_child=2 26 5 8 28 10 27 -6 9 25 17 14 13 -13 15 -12 -16 21 19 -19 -20 22 -1 -23 -14 -4 31 -7 29 30 -5 -2 -10
right_child=1 -3 3 4 7 6 -8 -9 32 -11 11 12 24 -15 16 -17 -18 18 20 -21 -22 23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34
leaf_value=0.0023213076272280988 0.011317425648201693 0 0 0 -0.01889358574661798 0.019524148933558527 0 0 0 0 -0.00088243762617196088 -0.006352605233411671 0 0.012402922003142412 0.00056868172911671592 0.021833693141995521 -0.0058855664389838597 0 -0.00072747153020770168 0.016070065922737766 0.0059026836701200555 -0.013624440620506745 -0.0080310114938343686 0 -0.016279710885469836 0.01020701438703522 0 0 0 0 0.0064202222646708544 0 -0.0014724340027053931
leaf_weight=286.96897825398264 5.8918856245436473 2.0360420757351658 2.841409183572976 0.22685715268016604 16.807444768128342 5.7463356190783088 5.3814099923911254 3.7881828750250852 1.3568892955081537 1.7995754114817826 175.63240688579481 7.3109824179264242 43.569700611376902 50.655429323087446 871.27421211613364 56.891620408532617 258.97903071428664 9.5992761871966632 516.3815187931923 68.950448905430676 130.67907899671991 40.502284505146235 78.58044751993566 14.779479554961652 87.856833334088151 4.8685822231927887 0.3211939036118564 0.1307856115308822 1.9709803494042706 0.84741761023178686 7.4741123631683877 0.062443114889901952 4.6116244677396017
leaf_count=272906 1763 1128 260 109 9595 1160 1608 1546 442 208 315679 3634 30608 20717 1105249 55217 211193 15766 606843 58410 66574 39370 175445 27711 75296 426 175 21 1552 310 2332 74 1936
internal_value=0 0.00426296 0 -0.00533452 -0.0105791 0.000127527 0.0102172 -0.0145388 0 0.00486514 0 -0.000524424 -0.00620992 0.00472959 0.0001633 0.0051948 -0.000759038 0.000642959 0.0026649 0.0125628 0.000365267 -0.00212103 0 -0.00882866 -0.0124004 0.00860473 0.00794708 0.0149149 0 0.00272937 0.00577643 0.0111239 -6.33834e-05
internal_weight=0 8.31156 2756.46 46.5931 31.115 2709.87 11.2585 20.5956 15.4781 9.50957 2698.61 1552.17 189.393 57.9664 1362.78 232.524 1130.25 1146.44 725.61 78.5497 647.061 420.831 365.549 55.2818 131.427 7.70999 6.27552 5.87712 10.5194 8.54839 7.70097 5.95433 5.96851
internal_count=3105263 3140 3102123 18716 15444 3083407 2789 11141 3272 894 3080618 1817593 130255 24351 1687338 370896 1316442 1263025 747593 74176 673417 515432 448351 67081 105904 686 2012 1181 4303 2751 2441 1837 2378
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13
cat_threshold=2108194 2196 52 2622528 75 1054220 8733056 18179009 4 12587024 3 116 16
is_linear=0
shrinkage=0.1


Tree=140
num_leaves=29
num_cat=16
split_feature=3 3 3 2 1 7 9 1 7 2 3 2 8 1 1 7 3 2 1 3 1 3 2 3 7 2 1 8
split_gain=0.069121 0.340006 0.40078 0.579866 0.290948 0.377264 0.485483 0.255671 0.286135 0.107092 0.0930164 1.00379 0.310963 0.965967 0.285956 0.237373 0.160002 0.302574 0.347898 0.166684 0.596633 0.264842 0.0611322 0.0581946 0.056924 0.0509432 0.0211188 0.00185972
threshold=61.500000000000007 39.500000000000007 36.500000000000007 0 1 1.5000000000000002 2 3 4.5000000000000009 4 19.500000000000004 5 6 7 8 4.5000000000000009 16.500000000000004 9 10 13.500000000000002 11 11.500000000000002 12 64.500000000000014 5.5000000000000009 13 14 15
decision_type=2 2 2 1 9 2 1 9 2 1 2 1 1 9 9 2 2 1 9 2 9 2 1 2 2 1 9 1
left_child=1 2 10 24 22 6 -6 27 9 -9 16 12 13 -12 -14 -13 19 26 -19 21 -21 -1 -2 -24 -4 -7 -18 -3
right_child=4 7 3 -5 5 25 -8 8 -10 -11 11 15 14 -15 -16 -17 17 18 -20 20 -22 -23 23 -25 -26 -27 -28 -29
leaf_value=0 0 0.00066021982264365966 0.019154838577324782 0 0.01804104163311334 0.00064311185959285829 0 0 0 -0.013892126339138725 -0.0025863822060752922 -0.016221482494514595 0.00062865025114207732 0.013433097090428781 -0.0077963105492893205 0 0 0.012194748132165716 0 0.0018056051127451605 -0.010107566799684784 0.0053541164982802564 0 -0.0061308849481265222 0 -0.0033251726152155577 -0.0021470552231648617 0
leaf_weight=2468.8709418632534 2.9046664572670124 2.6649485300004017 5.8284665778992348 5.3912711971352092 9.799649622262228 3.1891164254193427 2.3270659063418853 1.9964744850731222 0.95629683622973871 17.187454211714805 12.741051112010609 25.781874610096569 2.5540151759923901 34.153192225996463 7.566176686450488 1.3268102420115599 0.49611289724998642 19.536648655943281 13.974446223553967 10.061029823962597 32.919159809112898 63.096257492084987 0.4655734359403122 6.1838811799389077 0.13204017300449766 4.4586772283364544 5.8124390236625914 2.6151442596310517
leaf_count=2940600 1169 731 1168 1609 1932 883 970 753 406 8146 3516 20111 648 15305 3545 830 567 13968 6480 10463 20138 43411 171 3108 22 2114 1281 1401
internal_value=0 0 0.000110864 0.00988605 0.00341821 0.00776346 0.0138657 -0.00779376 -0.00992412 -0.0142345 0 -0.00282729 0.00222245 0.00644115 -0.000879667 -0.0124912 8.2294e-05 0.00481383 0.00794793 0 -0.00474985 8.90695e-05 0 -0.00362003 0.0146321 0 0 0
internal_weight=0 2735.66 2710.24 11.3518 29.3286 19.7745 12.1267 25.4203 20.1402 19.1839 2698.89 84.1231 57.0144 46.8942 10.1202 27.1087 2614.77 39.8196 33.5111 2574.95 42.9802 2531.97 9.55412 6.64945 5.96051 7.64779 6.30855 5.28009
internal_count=3105446 3095099 3083662 2799 10347 5899 2902 11437 9305 8899 3080863 43955 23014 18821 4193 20941 3036908 22296 20448 3014612 30601 2984011 4448 3279 1190 2997 1848 2132
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=52 9705560 1 2176 8 86 3 811400 524290 4 3148542 1311499 36 140 540672 6
is_linear=0
shrinkage=0.1


Tree=141
num_leaves=40
num_cat=24
split_feature=4 3 1 3 2 9 1 1 1 3 3 1 7 3 7 0 7 2 1 9 1 2 2 2 1 1 7 9 7 3 2 3 3 1 1 2 7 2 3
split_gain=0.061441 0.216885 0.158869 0.0590334 1.28001 1.51351 0.980051 0.898748 0.858356 0.509484 0.519071 0.565046 0.392401 0.354379 0.302197 0.291264 0.438761 0.233274 0.678202 0.155811 2.84909 1.75535 1.48174 0.889843 1.79456 1.7571 0.126596 0.120768 0.110067 0.0962747 0.0611371 0.123773 0.0458247 0.0381521 0.0372688 0.440751 0.41991 0.398644 0.901247
threshold=0 33.500000000000007 1 19.500000000000004 2 3 4 5 6 16.500000000000004 13.500000000000002 7 4.5000000000000009 191.50000000000003 2.5000000000000004 8 5.5000000000000009 9 10 11 12 13 14 15 16 17 1.0000000180025095e-35 18 5.5000000000000009 34.500000000000007 19 62.500000000000007 78.000000000000014 20 21 22 1.0000000180025095e-35 23 3.5000000000000004
decision_type=1 2 9 2 1 1 9 9 9 2 2 9 2 2 2 1 2 1 9 1 9 1 1 1 9 9 2 1 2 2 1 2 2 9 9 1 2 1 2
left_child=3 34 -3 9 5 8 29 26 30 10 19 -12 -8 -9 17 -10 -17 -11 -19 23 22 -22 -21 24 -1 -25 -7 28 -13 -6 -5 -32 -28 -16 35 -2 -37 -36 -39
right_child=1 2 -4 4 6 7 12 13 15 14 11 27 -14 -15 33 16 -18 18 -20 20 21 -23 -24 25 -26 -27 32 -29 -30 -31 31 -33 -34 -35 37 36 -38 38 -40
leaf_value=-0.005757194837934812 0.0072910899161353643 0.010237211954726488 0 0 0 0 -0.025950690128239275 -0.020876353405984774 0 0 0 -0.01693946274208185 0 0 0.00045002442998600707 0.021258128184443385 0 0.018580624855950443 0 0.021644219633197681 0.0048914492023462803 -0.011973774485140204 -6.4158479401068586e-06 0.0015598802088944315 0.010073079631405975 -0.0045564992931630896 0.0070637624015288565 0 0 0.0052459257906293504 -0.0065979807915930782 0 0 -0.0029036232441361771 0.00489270678417391 -0.00772358296305621 0.0018461361926221124 0 -0.01263591229984771
leaf_weight=52.176252287631542 48.467611419589957 1.6946559747593708 1.2251128376810805 1.7918570218171226 2.8598610009357799 2.6177310983039188 19.67791242287786 16.175829581552541 25.777167128915607 6.0692082216992285 10.341382572849396 22.560064239849456 1.3791799035097927 0.12131578190019254 3.638344568098546 34.545480889064493 0.97128002042882045 15.469482341621186 7.050474570409281 53.604835990208812 56.078841911647032 92.350373035158555 18.957629340384301 936.65961022331339 175.22323355902972 802.39350199245109 6.3256302512891125 4.9239285127550856 0.72318385077232861 4.9838841195887653 15.149561913101939 7.3698321154806754 1.3004701921163357 4.2037518160650498 35.220460395881673 38.157161417591851 37.665316376413102 158.12755277450924 40.812649097584654
leaf_count=114555 73860 782 783 538 1781 874 14966 5368 20321 3246 12070 13080 810 85 1112 5615 298 10366 4034 41576 45326 85537 25050 900152 302249 989527 1548 2076 450 1688 6935 1689 398 1672 33036 44489 61491 235457 40600
internal_value=0 0.00125058 0.00919108 -4.41139e-05 -0.0018652 0.00208737 -0.0135938 -0.00913547 0.00981023 0 -0.000162532 -0.00875172 -0.0201109 -0.0155629 0.00870611 0.0139491 0.0194484 0.0117269 0.0128913 0 0.00243377 -0.004324 0.0153304 -0.00018914 0.00500107 -0.00113257 0.00118663 -0.0126419 -0.0161986 0 0 -0.00312712 0.00599943 0 0 0.0014823 -0.000876325 -0.000206649 -0.00303292
internal_weight=0 361.371 2.91977 2403.47 141.047 112.146 28.9008 26.541 85.6052 2262.42 2225.99 38.5486 21.0571 16.2971 36.4313 61.2939 35.5168 28.5892 22.52 2187.44 220.992 148.429 72.5625 1966.45 227.399 1739.05 10.2438 28.2072 23.2832 7.84375 24.3113 22.5194 7.6261 7.8421 358.451 124.29 75.8225 234.161 198.94
internal_count=3105490 490498 1565 2614992 62914 43669 19245 8273 35396 2552078 2531648 27676 15776 5453 20430 26234 5913 17646 14400 2503972 197489 130863 66626 2306483 416804 1889679 2820 15606 13530 3469 9162 8624 1946 2784 488933 179840 105980 309093 276057
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 10491202 118 1 2097696 1313152 2442152 4522299 1 261 11536110 1 367138 289 242 12 29430360 12584280 1 2 526610 2704044 802 25
is_linear=0
shrinkage=0.1


Tree=142
num_leaves=40
num_cat=24
split_feature=4 3 8 2 8 1 1 1 1 2 2 2 7 1 7 1 7 1 7 2 7 1 3 3 7 7 2 3 3 1 3 2 2 2 6 1 2 3 3
split_gain=0.0649757 0.227924 2.00096 1.60048 1.34795 1.04286 0.988308 0.924805 0.795694 0.648697 0.60918 0.441411 0.40312 0.321477 0.233021 0.194489 0.191452 0.114459 0.0902919 0.0615821 0.0557414 0.559757 0.626697 0.581837 0.61358 0.414002 0.335648 0.19489 0.216104 0.145631 0.145631 0.125045 0.120807 0.11493 0.0972389 0.875097 0.789679 0.661597 0.878467
threshold=0 2.5000000000000004 1 2 3 4 5 6 7 8 9 10 3.5000000000000004 11 6.5000000000000009 12 4.5000000000000009 13 8.5000000000000018 14 6.5000000000000009 15 3.5000000000000004 2.5000000000000004 11.500000000000002 10.500000000000002 16 7.5000000000000009 16.500000000000004 17 18.500000000000004 18 19 20 21 22 23 7.5000000000000009 1.5000000000000002
decision_type=1 2 1 1 1 9 9 9 9 1 1 1 2 9 2 9 2 9 2 1 2 9 2 2 2 2 1 2 2 9 2 1 1 1 1 9 1 2 2
left_child=20 4 3 5 8 -3 9 -5 11 17 -8 -2 -12 -4 -13 16 -11 -6 -9 -15 34 23 25 24 -22 26 -23 31 33 30 -24 -25 -27 -29 -1 36 -36 38 -38
right_child=1 2 13 7 6 -7 10 18 -10 15 12 14 -14 19 -16 -17 -18 -19 -20 -21 21 22 29 27 -26 32 -28 28 -30 -31 -32 -33 -34 -35 35 -37 37 -39 -40
leaf_value=0 0 0.0055072582286790125 0 0 0 -0.013346258071749632 0 0.024817147831312097 -3.5674335496655265e-06 0.012679482832819187 -0.015710144536699274 0.024589010109336382 0 0 0 0 0 -0.0057100940042470807 0 -0.015580796160955496 0.018440047213838212 0 0.0097115079314582155 0 0 0.0049588702476389976 -0.014651501645561244 0.0094463391560821973 0 0 0 -0.007059902995202226 -0.001726954258855534 0 -0.0031867432328706851 -0.0073907959270876449 0 0 0.023614678540354476
leaf_weight=2113.2932081759136 3.7346299992641434 5.48943770689948 3.293219237079029 24.749987709699781 14.925096108258002 14.157514443577385 8.2724081597261829 55.506936975711142 5.9946430256095473 39.171749279266805 79.036236554347852 25.352364220685565 14.68391723569948 3.2653182319190819 0.43116239216760632 14.823832786612909 1.6926895375654556 33.15146551165526 0.1626001577678825 13.263291752402443 24.007508746704847 6.5371827806156944 11.854280645333343 2.7745259637886193 3.5646845949668196 3.8216022947817692 23.214790842739607 2.9253531009453582 1.6624039740854639 4.6175458077632383 0.79866886753006916 13.755898166033154 3.7516666607480138 1.9823220103571646 20.87160521504029 116.48309289874032 24.931440041666065 6.0690589478617758 15.283701920941892
leaf_count=1987349 4550 7825 1655 26514 26920 14676 9162 44066 8801 53488 128981 31985 30972 2858 1106 27592 3741 52976 318 12710 27328 9147 6277 2029 4710 4237 28877 1486 872 3597 355 10980 4565 941 43388 371676 78556 6555 21408
internal_value=0 0.00130591 0.0044336 0.0110788 0 -0.0028883 -0.00405921 0.0168083 0.011175 0.000786792 -0.00993499 0.0164564 -0.012582 -0.00981616 0.0200343 0.00756968 0.00998841 -0.00353348 0.0220108 -0.0133906 0 0.00179352 -0.00186599 0.00793096 0.0145741 -0.00949805 -0.0130742 0 0.00377096 0.00344705 0.00619082 -0.0055415 0 0.00876383 -0.00022925 -0.00226362 0.00348032 0.0100473 0.0153145
internal_weight=0 361.159 119.888 100.066 241.27 19.647 205.757 80.4195 35.5128 103.765 101.993 29.5182 93.7202 19.8218 25.7835 55.6883 40.8644 48.0766 55.6695 16.5286 2402.2 105.268 54.5957 50.6727 27.5722 37.3252 29.752 23.1005 6.57008 17.2705 12.6529 16.5304 7.57327 4.90768 2296.93 183.639 67.1558 46.2842 40.2151
internal_count=3105229 490896 110622 93399 380274 22501 333832 70898 46442 164717 169115 37641 159953 17223 33091 84821 57229 79896 44384 15568 2614333 105401 57055 48346 32038 46826 38024 16308 3299 10229 6632 13009 8802 2427 2508932 521583 149907 106519 99964
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 3 770 12 16568 8127317 6029493 8916474 680 512 24 16520 2883668 5767937 32 1870068 548 10503682 32 204 466 2 2111000 390
is_linear=0
shrinkage=0.1


Tree=143
num_leaves=28
num_cat=14
split_feature=3 1 3 2 3 2 1 3 2 8 1 1 7 2 1 3 3 1 1 3 1 3 1 7 7 3 3
split_gain=0.0622316 0.213842 0.187055 0.435483 0.384882 0.555062 0.236287 0.0878167 0.828353 0.245659 0.850411 0.272584 0.221574 0.163191 1.82245 1.32078 1.21393 2.98506 1.06819 0.518296 0.102228 0.0713328 0.126323 0.0693284 0.0546167 0.018008 0.0149021
threshold=119.50000000000001 0 39.500000000000007 1 36.500000000000007 2 3 19.500000000000004 4 5 6 7 4.5000000000000009 8 9 8.5000000000000018 7.5000000000000009 10 11 15.500000000000002 12 45.500000000000007 13 5.5000000000000009 5.5000000000000009 113.50000000000001 242.50000000000003
decision_type=2 9 2 1 2 1 9 2 1 1 9 9 2 1 9 2 2 9 9 2 9 2 9 2 2 2 2
left_child=2 23 4 21 7 24 -5 13 9 10 -9 -11 20 14 15 -1 18 -18 -15 -16 -10 -4 25 26 -6 -23 -2
right_child=1 -3 3 6 5 -7 -8 8 12 11 -12 -13 -14 16 19 -17 17 -19 -20 -21 -22 22 -24 -25 -26 -27 -28
leaf_value=0.0072993002622740487 0.011014416943692042 0 0 0 0.018728722776780084 0 -0.012466095689482816 -0.002468969530949786 0 0.00066939072362167838 0.012259375217199033 -0.0075865335251837467 0 -0.0062663306353648923 -0.0063843379302046437 -0.0058987610179004847 0.018576214715190064 -0.0027808134410163216 0.00082223740757111105 0.0014507237624711376 -0.015125509817289346 0.0082503587563010957 0 0 0 0 0
leaf_weight=276.08872129684914 5.9879467698192457 2.0221326586324704 3.2697766591445552 10.938075063895665 5.9168023418169469 5.3377741865988337 21.423837501919479 12.682446401202469 5.1875094099959824 2.5367606425425038 34.832635894235864 7.4629437145777029 1.3178342301980581 206.08152747650456 425.60470957391499 51.213771584873029 81.486446172741125 86.173927293071756 1467.3510996797122 20.693290107476059 19.919617943698547 9.0915283595240872 1.3850435272324819 0.31841670979338221 0.12981413275701914 0.10565908218268383 0.064672076608985551
leaf_count=488842 1771 1129 967 4214 1172 1592 10960 3505 3466 629 15536 3503 821 305241 400926 33449 45733 87275 1667823 7779 16338 1630 726 173 21 25 77
internal_value=0 0.00403588 0 -0.00490709 0.0001136 0.00968794 -0.00924892 0 -0.00274625 0.00159693 0.00556853 -0.000632114 -0.0115714 8.44123e-05 -0.000958726 0.00396178 0.000692823 0.0081245 -1.54262e-06 -0.00521325 -0.0151727 0 0.00419253 0.00772019 0.0143142 0.00633847 0.0108151
internal_weight=0 8.39317 2756.23 46.2139 2710.02 11.3844 32.3619 2698.63 83.9397 57.5148 47.5151 9.9997 26.425 2614.69 773.6 327.302 1841.09 167.66 1673.43 446.298 25.1071 13.852 10.5822 6.37104 6.04662 9.19719 6.05262
internal_count=3105323 3150 3102173 18522 3083651 2785 15174 3080866 43798 23173 19041 4132 20625 3037068 930996 522291 2106072 133008 1973064 408705 19804 3348 2381 2021 1193 1655 1848
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=2108194 12 52 14484 86 3 811400 524290 54 6640100 3697680 2193408 2621824 2624704
is_linear=0
shrinkage=0.1


Tree=144
num_leaves=30
num_cat=20
split_feature=3 3 3 2 1 7 9 1 7 2 3 2 8 1 1 7 1 5 1 2 8 1 2 2 2 3 7 2 8
split_gain=0.0588226 0.291415 0.364405 0.542114 0.269519 0.356579 0.444263 0.241787 0.274866 0.117039 0.0856429 0.7593 0.219182 0.793301 0.265263 0.212115 0.168018 0.132234 3.65507 3.91864 2.33592 0.647704 1.11594 0.836943 0.056328 0.0569584 0.0537918 0.0499304 0.00170043
threshold=61.500000000000007 39.500000000000007 36.500000000000007 0 1 1.5000000000000002 2 3 4.5000000000000009 4 19.500000000000004 5 6 7 8 3.5000000000000004 9 10 11 12 13 14 15 16 17 64.500000000000014 5.5000000000000009 18 19
decision_type=2 2 2 1 9 2 1 9 2 1 2 1 1 9 9 2 9 1 9 1 1 9 1 1 1 2 2 1 1
left_child=1 2 10 26 24 6 -6 28 9 -9 17 12 13 -12 -14 16 -13 21 19 -19 -20 23 -23 -1 -2 -26 -4 -7 -3
right_child=4 7 3 -5 5 27 -8 8 -10 -11 11 15 14 -15 -16 -17 -18 18 20 -21 -22 22 -24 -25 25 -27 -28 -29 -30
leaf_value=0.005153038371026571 0 0.00063122590600697725 0.018369074780262486 0 0.017282897058989482 0.0006175303873165106 0 0 0 -0.013448140030426319 -0.0023625659167994429 0 0.00065972509315883666 0.011714529987353136 -0.0074787333594578467 0 -0.015175211684492368 0.0070013202388889391 0 -0.018392875043810784 0.02603515668640069 -0.0081803581856671921 0 -5.3328208690335861e-05 0 -0.0059686841720167456 0 -0.0032959818773053151 0
leaf_weight=329.67987518332484 2.924993331413134 2.6764856390509522 5.9968949992398848 5.3308290450368059 10.010568049969157 3.1873847237002337 2.2691679355630177 1.9638408186146989 0.94719908367551298 16.895900837509554 12.62793923963909 4.9525697650242364 2.540626587200677 35.149358086877328 7.4097140972153266 2.396627188238198 18.786638945486636 67.444895933907901 83.921062003448242 86.156417562034221 40.904865108070226 203.1259941968965 538.49170852135649 1265.3023585659994 0.45902486206614224 6.1218020822561812 0.13062696676934127 4.4455923590430748 2.6071447418944445
leaf_count=330317 1155 724 1186 1591 1979 879 962 737 407 8100 3486 3326 632 15808 3501 1463 15669 162804 166037 279674 80025 169590 663560 1184747 165 3128 22 2139 1373
internal_value=0 0 9.83572e-05 0.00940936 0.00314958 0.00740427 0.0133263 -0.0072399 -0.00941863 -0.0136618 0 -0.00272078 0.00132514 0.00519499 -0.000530517 -0.0111785 -0.0148543 7.15433e-05 0.00207371 -0.00655018 0.0133942 -6.35325e-05 -0.00254053 0.000939071 0 -0.00347743 0.0140392 0 0
internal_weight=0 2735.44 2710.35 11.4584 29.4185 19.9127 12.2797 25.0906 19.8069 18.8597 2698.89 83.8635 57.7276 47.7773 9.95034 26.1358 23.7392 2615.03 278.427 153.601 124.826 2336.6 741.618 1594.98 9.50582 6.58083 6.12752 7.63298 5.28363
internal_count=3105186 3094779 3083438 2799 10407 5959 2941 11341 9244 8837 3080639 43885 23427 19294 4133 20458 18995 3036754 688540 442478 246062 2348214 833150 1515064 4448 3293 1208 3018 2097
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=52 9705560 1 2176 8 86 3 811400 524290 2621824 2 8418150 897 1 12605414 50 50 36 140 6
is_linear=0
shrinkage=0.1


Tree=145
num_leaves=30
num_cat=17
split_feature=3 1 7 9 3 3 2 1 7 2 3 2 7 8 1 1 2 1 3 8 3 1 1 1 7 3 7 2 8
split_gain=0.0552549 0.260038 0.537406 0.417866 0.258593 0.336987 0.53693 0.231224 0.263233 0.118268 0.0878543 0.680656 0.202474 0.185868 0.743404 0.258316 0.120493 1.42668 1.28423 1.16099 1.0127 2.57969 0.923203 0.107503 0.0531783 0.0507024 0.15244 0.0253712 0.00154028
threshold=61.500000000000007 0 1.5000000000000002 1 39.500000000000007 36.500000000000007 2 3 4.5000000000000009 4 19.500000000000004 5 4.5000000000000009 6 7 8 9 10 8.5000000000000018 11 7.5000000000000009 12 13 14 5.5000000000000009 65.500000000000014 2.5000000000000004 15 16
decision_type=2 9 2 1 2 2 1 9 2 1 2 1 2 1 9 9 1 9 2 1 2 9 9 9 2 2 2 1 1
left_child=4 2 3 -2 5 10 24 28 9 -9 16 13 23 14 -12 -15 17 18 -1 -19 22 -22 -18 -13 -7 -3 -27 -4 -6
right_child=1 25 27 -5 7 6 -8 8 -10 -11 11 12 -14 15 -16 -17 20 19 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30
leaf_value=0.010130831708641945 0.018531660647044038 0 0 0 0.00060067546356544759 0.018026920494651055 0 0 0 -0.013058808910601884 -0.0023766809322567327 0 0 0.00066059258618483656 0.011118800135000363 -0.0073749405989818138 -0.005414362081695631 0.0036423400603552447 -0.0049955129794082807 -0.0057745479535546481 0.015592274415180211 -0.0042866849647439564 0.00082386662483662897 -0.014244774792119467 0 -0.0073500320372042365 0 -0.0024001603612536738 0
leaf_weight=153.0977330448859 8.9360253633785778 1.5862503607932037 2.5648100039106794 2.0665345652960232 2.689379028903204 6.0721327382561867 5.3620262858894403 1.9621187717129942 0.95233895852288597 16.678444444158242 12.63830793829402 5.1678624780324753 1.3270340468734492 2.5400449151202338 35.505193390374188 7.3586014387838059 240.82548860160568 105.28066222194684 29.549459659174317 484.32614145898515 102.6944083447961 66.299526411195984 1432.6516845200376 19.313707482040634 0.13187328056665126 7.6030028614040912 2.6498141765478067 4.0413542477181172 2.5978708806796931
leaf_count=258543 1793 331 835 913 737 1196 1614 734 409 8011 3515 3433 831 630 15937 3504 352809 98830 17781 556299 69631 63678 1619329 16016 23 3457 1023 1977 1360
internal_value=0 0.00305689 0.00740146 0.0149734 0 0.000103597 0.00904324 -0.00682523 -0.00903883 -0.013206 0 -0.00274856 -0.0107309 0.000951198 0.00470168 -0.000424164 8.35258e-05 -0.000789325 0.00564773 -0.003492 0.000617293 0.00738343 -4.23974e-06 -0.0141837 0.0137761 0 -0.00354908 0 0
internal_weight=0 29.4478 17.6087 11.0026 2735.02 2710.14 11.566 24.8802 19.5929 18.6406 2698.58 83.8508 25.8086 58.0421 48.1435 9.89865 2614.73 772.254 182.647 589.607 1842.47 168.994 1673.48 24.4816 6.20401 11.8391 10.2528 6.60616 5.28725
internal_count=3105179 10329 5518 2706 3094850 3083599 2833 11251 9154 8745 3080766 43866 20280 23586 19452 4134 3036900 931453 276324 655129 2105447 133309 1972138 19449 1219 4811 4480 2812 2097
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=534438 1 52 2176 8 86 3 811400 524290 54 2183332 12 3697690 18970752 2621824 140 6
is_linear=0
shrinkage=0.1


Tree=146
num_leaves=32
num_cat=14
split_feature=3 1 3 2 3 2 3 3 1 3 2 7 1 3 1 5 1 2 3 1 2 2 7 7 7 3 7 3 1 3 3
split_gain=0.0488799 0.202828 0.139997 0.415313 0.32256 0.520044 0.297669 0.16968 0.188165 0.0920643 0.623789 0.198844 0.163149 0.288042 0.158845 0.133718 3.2225 3.43606 2.20618 0.535715 0.976896 0.770106 0.0668286 0.0517456 0.0500893 0.0481046 0.0343855 0.0139491 0.0106786 0.00326996 0.0006865
threshold=119.50000000000001 0 39.500000000000007 1 36.500000000000007 2 44.500000000000007 45.500000000000007 3 19.500000000000004 4 3.5000000000000004 5 23.500000000000004 6 7 8 9 2.5000000000000004 10 11 12 5.5000000000000009 5.5000000000000009 1.0000000180025095e-35 113.50000000000001 5.5000000000000009 242.50000000000003 13 92.500000000000014 99.500000000000014
decision_type=2 9 2 1 2 1 2 2 9 2 1 2 9 2 9 1 9 1 2 9 1 1 2 2 2 2 2 2 9 2 2
left_child=2 22 4 7 9 23 -5 28 25 15 12 14 13 -11 -12 19 17 -17 -18 21 -21 -1 27 -6 -14 26 -9 -2 -4 -8 -31
right_child=1 -3 3 6 5 -7 29 8 -10 10 11 -13 24 -15 -16 16 18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 30 -32
leaf_value=0.0048833146270594388 0.010541132643197075 0 0 0 0.017675040375030988 0 -0.014680946373483911 0.010819905036735101 0 0 0 0 0 0.0088323647077214566 -0.014333416744609851 0.0064365891905202744 0 -0.017293089918339489 0.024573468117977965 -0.0098388550259447 -0.0001304905154504164 -0.0001078011456794155 0 0 -0.0036887723452761994 0 0 0 -0.0015859174016925573 0 -0.00045519241594600804
leaf_weight=330.62568675245802 6.1390096578543307 2.0399128064891539 0.41698728283517994 3.9811141822428935 6.1507959831433254 5.3325768436625349 14.404011647100562 14.39387927850475 2.5759909717307918 14.225350073873413 4.9741388742113486 2.3845777942478881 5.6728782361751637 31.160113996345899 18.217770148010466 68.014495303088552 72.464408411574368 84.480855280437936 53.426811285491567 104.96501930493469 634.9694066271004 1265.9997545428805 0.32228464575018723 0.13106044655432914 7.2561985699576326 0.22328690350696057 0.15256035546190183 0.063402862491784506 4.2262385522772119 2.1961652049503746 3.1322154810623033
leaf_count=331126 1774 1153 119 1824 1203 1605 8606 2758 1307 5263 3357 1464 2926 10295 15310 163012 172994 278115 74371 126310 706325 1184816 178 22 5083 51 60 74 1441 765 1459
internal_value=0 0.00356474 0 -0.00426666 8.93078e-05 0.00883385 -0.00931742 0 0.00597867 0 -0.0028201 -0.0104092 0.000624667 0.00442154 -0.0139641 7.4978e-05 0.00208695 -0.00601268 0.0126649 -6.13859e-05 -0.00232631 0.000836534 0.00735724 0.0135104 -0.000304584 0.00807806 0.0104379 0.0103474 -0.000358376 -0.0138485 0
internal_weight=0 8.56461 2756.15 45.7024 2710.45 11.6144 23.7135 21.9889 17.3457 2698.84 83.891 25.5765 58.3145 45.3855 23.1919 2614.95 278.387 152.495 125.891 2336.56 739.934 1596.63 6.5247 6.28186 12.9291 14.7697 14.5464 6.20241 4.64323 19.7324 5.32838
internal_count=3105166 3179 3101987 18390 3083597 2830 12654 5736 4176 3080767 43698 20131 23567 15558 18667 3037069 688492 441127 247365 2348577 832635 1515942 2026 1225 8009 2869 2818 1848 1560 10830 2224
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=2108194 540 52 2624724 86 12066310 2621824 2 25195366 897 12605414 48 50 64
is_linear=0
shrinkage=0.1


Tree=147
num_leaves=30
num_cat=15
split_feature=3 1 7 9 3 3 2 1 2 7 3 1 7 2 3 2 2 3 1 1 3 1 1 2 7 3 7 3 2
split_gain=0.0463901 0.242952 0.515589 0.40401 0.221526 0.300164 0.514384 0.224227 0.121028 0.151841 0.093614 0.512334 0.614989 0.240152 0.338885 0.13671 0.0917682 1.93255 1.72683 1.6854 0.703309 3.16442 0.740879 0.0701022 0.0502281 0.0487359 0.150602 0.0302167 0.0258556
threshold=61.500000000000007 0 1.5000000000000002 1 39.500000000000007 36.500000000000007 2 3 4 5.5000000000000009 21.500000000000004 5 1.5000000000000002 6 24.500000000000004 7 8 5.5000000000000009 9 10 5.5000000000000009 11 12 13 5.5000000000000009 65.500000000000014 2.5000000000000004 34.500000000000007 14
decision_type=2 9 2 1 2 2 1 9 1 2 2 9 2 1 2 1 1 2 9 9 2 9 9 1 2 2 2 2 1
left_child=4 2 3 -2 5 10 24 -6 -9 -10 16 13 23 14 -12 -14 17 19 -19 -1 22 -22 -18 -13 -7 -3 -27 -15 -4
right_child=1 25 28 -5 7 6 -8 8 9 -11 11 12 15 27 -16 -17 20 18 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30
leaf_value=-0.0064672450989023429 0.018024115238433794 0 0 0 0 0.017341457695301248 0 0 -0.014402610332840918 0 0 0 0.0052720431541545092 -0.0029115769947934095 0.012098132049695684 -0.0013669465169967958 0.0045811415080107406 0.0023154551792216103 -0.017202427358536238 0.0080646472933214742 0.012902891927118985 -0.0029459273377259987 -0.0011942176672058028 -0.014768564409673217 0 -0.007283497370296663 0 0 -0.0024226820347626127
leaf_weight=70.041421417619858 9.0783930003963196 1.5877108958957276 2.5548489078355487 2.0664638322778037 6.2970735845738091 6.2243260494724382 5.3611461802211107 1.9436007988551864 15.909923660816283 0.47388543124543581 5.2840878141869352 6.4117236960009905 6.1217552211164712 5.6443424415920189 14.078691019363758 5.5813496298651444 206.30978513383434 28.964016207944951 77.423849519793293 180.68421632592435 179.31942696573242 222.45948315429268 1667.8753512802896 22.476191210676919 0.12981413275701914 7.5758988628222124 2.6483237177017145 1.3632404747186226 4.0516042053932315
leaf_count=145368 1786 331 820 913 2478 1204 1629 740 7769 203 2287 5227 2272 3536 5528 3697 312124 18973 48994 268256 120382 170044 1962120 11749 21 3457 1028 226 2007
internal_value=0 0.00279077 0.00707824 0.0145038 0 3.87516e-05 0.00848847 -0.00636231 -0.00873796 -0.0108071 0 -0.00310545 -0.0085816 0.00136344 0.00654997 0 1.99982e-05 -0.00123949 -0.0114401 0.00273604 0.000365063 0.00406844 -0.000320975 -0.0148154 0.0132594 0 -0.00348081 0 0
internal_weight=0 29.5632 17.7513 11.1449 2736.38 2711.75 11.7153 24.6245 18.3274 16.3838 2700.04 66.9614 40.591 26.3704 19.3628 11.7031 2633.08 357.114 106.388 250.726 2275.96 401.779 1874.19 28.8879 6.35414 11.8119 10.2242 7.00758 6.60645
internal_count=3105169 10342 5526 2699 3094827 3083637 2854 11190 8712 7972 3080783 34522 22945 11577 7815 5969 3046261 481591 67967 413624 2564670 290426 2274244 16976 1225 4816 4485 3762 2827
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=534438 1 52 2192 8 2625798 122 149 20 2375724 1573182 9465368 5800196 66 140
is_linear=0
shrinkage=0.1


Tree=148
num_leaves=40
num_cat=22
split_feature=1 9 3 3 7 2 8 3 7 3 1 8 2 1 2 9 2 8 2 8 3 1 7 1 1 3 3 3 7 3 1 1 7 8 3 3 5 7 1
split_gain=0.0563642 0.90062 2.11548 3.19065 1.78301 0.951534 0.915615 2.35252 1.30952 0.914737 0.854034 0.839315 0.77222 0.738523 0.725157 1.35424 2.2619 2.62318 1.28568 1.14269 1.81633 1.19751 1.00152 1.16487 0.980095 0.895712 0.838779 1.51368 1.17479 0.76003 0.998722 0.68611 0.677695 0.826022 0.668211 0.540821 1.45119 0.592129 0.478065
threshold=0 1 7.5000000000000009 2.5000000000000004 1.0000000180025095e-35 2 3 2.5000000000000004 1.5000000000000002 21.500000000000004 4 5 6 7 8 9 10 11 12 13 2.5000000000000004 14 4.5000000000000009 15 16 39.500000000000007 3.5000000000000004 6.5000000000000009 3.5000000000000004 6.5000000000000009 17 18 6.5000000000000009 19 11.500000000000002 1.5000000000000002 20 5.5000000000000009 21
decision_type=9 1 2 2 2 1 1 2 2 2 9 1 1 9 1 1 1 1 1 1 2 9 2 9 9 2 2 2 2 2 9 9 2 1 2 2 1 2 9
left_child=14 5 3 12 -5 11 7 -7 9 -9 -10 -2 -3 -4 19 18 17 -17 22 20 -1 -21 29 -24 26 -22 28 -28 -20 30 -16 -19 33 -6 -26 38 37 -37 -13
right_child=1 2 13 4 32 6 -8 8 10 -11 -12 35 -14 -15 15 16 -18 31 24 21 25 -23 23 -25 34 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0 0.0061468323673357318 0.00020965915631639449 0 0 0 -0.011452969705906736 0.0029195631961945671 0.014626568558021301 0.0027417221870931997 0 -0.010074370256478025 0.0076945333279413719 -0.014934570229345332 -0.023047596926703186 0.0099527772100950901 -0.002942837341867325 -0.0036101540550592228 0 0 0.0046583587773425129 0.017818198601516292 -0.013417933225058921 0.0019378888788142937 -0.016136534863619711 -0.0092580586419342466 0 -0.018295901920310758 0.0013101532773449817 0.013790374640857115 -0.0042633755626687014 0 0.029737934051605765 0 0.030495393438114349 0 -0.015443388094768116 0.0070032124814195101 0 -0.0020025729846214514
leaf_weight=101.77487658049358 365.54131713170227 6.8877281956229126 6.9626931985694682 13.640000565967055 6.8383615585480584 221.08560264410335 152.45983184819488 71.436782464195858 36.692130417286535 13.476134066600933 54.090736066726095 47.175878113022918 45.669626685703406 30.701881880711881 183.5827535815697 18.676472547052981 47.962587695565162 3.1653031374262355 138.53286186969035 18.167384595926706 113.78106886030582 28.009992590159527 18.829202886277926 24.335040280668181 344.18113279110548 6.9538151080632806 31.122575492860051 37.003294936468592 47.28345640947191 49.731639941208414 276.24005226136069 45.469907031409093 1.9565183121158032 17.40623305863847 32.314995194596122 68.28956888015091 11.110896824535301 5.2685069419676429 21.209956087073806
leaf_count=199543 428480 8040 4397 10259 3643 240022 134136 41999 10660 5774 32918 58416 50416 11888 319926 17194 48200 3783 205777 14750 94411 34522 20125 31245 476782 1947 32486 38803 60038 40611 228999 36025 1083 10486 22676 49891 19089 3812 52030
internal_value=0 -0.000379476 -0.0075053 0 0.0171404 0.000393107 -0.00212195 -0.00483592 0.00225302 0.010452 -0.00362333 0.00354801 -0.0117447 -0.0211161 0.000489759 -0.000324495 0.00849731 0.0172581 -0.00162283 0.00492866 0.00823971 -0.00396379 0.00147881 -0.00853067 -0.00469136 0.0156019 0 -0.0074446 0.00369682 0.0033373 0.00498258 0.0262274 0.0261218 0.0288426 -0.00771338 -0.00109237 -0.00661982 -0.0130072 0.00252272
internal_weight=0 1197.9 130.063 92.3985 39.8411 1067.84 549.241 396.781 175.696 84.9129 90.7829 518.596 52.5574 37.6646 1567.12 1298.43 115.274 67.3117 1183.16 268.687 222.51 46.1774 552.719 43.1642 630.438 120.735 253.942 68.1259 185.816 509.554 459.823 48.6352 26.2011 24.2446 376.496 153.055 84.669 73.5581 68.3858
internal_count=3105282 1177439 100212 83927 25471 1077227 465509 331373 91351 47773 43578 611718 58456 16285 1927843 1582670 105202 57002 1477468 345173 295901 49272 640906 51370 836562 96358 337104 71289 265815 589536 548925 39808 15212 14129 499458 183238 72792 53703 110446
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=6592750 1 716 1 524544 9 272 1048832 22 1 736 1 265 3 6184 34976 4198474 262190 4194316 8 2 526081
is_linear=0
shrinkage=0.1


Tree=149
num_leaves=36
num_cat=18
split_feature=1 2 8 3 3 2 7 1 1 1 7 1 2 3 7 1 7 4 3 1 2 3 1 7 1 2 2 7 8 7 3 3 7 3 3
split_gain=0.0596347 0.235907 0.201016 0.0566058 0.216358 1.01274 0.600201 0.816676 0.746001 0.367772 0.225682 0.18087 0.144224 1.85396 1.90714 1.22549 1.64304 1.05825 0.894554 2.17719 1.63641 1.05508 0.665118 0.625533 0.424263 1.22043 0.685902 0.128878 0.12132 0.0628589 0.0519193 0.0138232 0.0103654 0.00719991 0.0354041
threshold=0 1 2 119.50000000000001 21.500000000000004 3 1.5000000000000002 4 5 6 6.5000000000000009 7 8 5.5000000000000009 3.5000000000000004 9 1.5000000000000002 10 5.5000000000000009 11 12 11.500000000000002 13 1.0000000180025095e-35 14 15 16 4.5000000000000009 17 5.5000000000000009 70.500000000000014 242.50000000000003 22.500000000000004 2.5000000000000004 18.500000000000004
decision_type=9 1 1 2 2 1 2 9 9 9 2 9 1 2 2 9 2 1 2 9 1 2 9 2 9 1 1 2 1 2 2 2 2 2 2
left_child=1 33 -3 4 12 6 8 -8 28 -7 -9 29 13 15 17 16 -2 -15 24 20 -20 -21 -16 -17 26 -26 -14 -11 -6 31 32 -5 -4 -1 -35
right_child=3 2 30 11 5 9 7 10 -10 27 -12 -13 18 14 22 23 -18 -19 19 21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 34 -36
leaf_value=0 0.015324078019258594 0 0.011875220675646912 0.010139372259266971 0.0066158349821417595 0 -0.00091119680904465535 0.019506145125904095 -0.0094798646562185077 -0.019878573643939964 0 0 -0.0019830043799473475 -0.020659462777713428 0.012784440141385467 -0.0098332085297315741 -0.0016997618010320956 0 0 -0.0067645433265266092 0.016754878348677005 0.0054437432991256765 -0.0016391880979077596 9.778757604973564e-05 0.00044398174214137318 -0.007178587033227591 0.002726224642724344 0 0 0 0 0 0 -0.0034290285106742739 0
leaf_weight=13.692294674379811 92.015914342398901 4.3894493169100315 21.633398486152156 6.2686512453947216 14.588294769477216 10.589040976352406 6.6220530221180525 19.663549165779848 35.832290355901932 25.905172043734641 0.54006932784977735 1.8739302186440889 450.19020102439754 79.738839639059734 6.9258718029159354 55.304745346529671 45.152601875603068 11.138757132779572 50.35406601127761 145.02246315436787 131.31162587737344 71.057903289940441 6.6942791523033502 55.81159409666725 431.60924032951516 276.96641663676382 678.14064580447393 1.8384715325082641 7.0374769372574528 0.31634843029314641 0.2116942371649192 0.065487168598337919 0.04132991707592637 6.2332890962134107 0.26885055477032427
leaf_count=34319 108086 9795 41660 1798 4855 5876 2033 4623 12726 21982 183 1044 604601 56017 4043 99315 73948 4402 27446 113071 94090 46701 2475 126039 444595 334183 809884 1108 1840 172 116 78 73 11837 207
internal_value=0 0.00262616 0.00676532 0 -0.000132104 -0.00380656 0.000796823 0.0100571 -0.00197205 -0.0125104 0.0151816 0.00366773 0 -0.00167636 -0.0116735 0.00219779 0.00813937 -0.0173187 0.000385737 0.00457664 0.0116908 -0.00130355 0.00512103 -0.00351006 -0.000417922 -0.00235913 0.00058696 -0.0161786 0.00399845 0.0070626 0.00949776 0.00994068 0.0117857 0 -0.00140444
internal_weight=0 46.4703 26.2759 2718.58 2710.05 122.616 84.2837 26.8257 57.4581 38.3327 20.2036 8.52442 2587.44 352.783 104.498 248.285 137.169 90.8776 2234.65 397.746 181.666 216.08 13.6202 111.116 1836.91 708.576 1128.33 27.7436 21.6258 6.65049 21.8864 6.33414 21.6747 20.1944 6.50214
internal_count=3105221 98007 51644 3007214 3004122 55226 26260 6839 19421 28966 4806 3092 2948896 474325 66937 407388 182034 60419 2474571 281308 121536 159772 6518 225354 2193263 778778 1414485 23090 6695 2048 41849 1876 41733 46363 12044
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=4231172 904 2 54 2105704 10488128 2687009 2108194 20 8728257 1 9465368 546 2902376 3934562 705 704 3
is_linear=0
shrinkage=0.1


Tree=150
num_leaves=40
num_cat=23
split_feature=1 2 9 2 8 9 2 8 1 1 1 2 7 3 7 7 2 7 1 7 0 1 2 3 3 1 1 8 7 5 1 3 3 3 7 3 7 7 8
split_gain=0.0512016 1.52126 2.58463 1.81789 1.48229 1.36704 2.83976 1.21347 1.59343 1.27084 1.14373 0.918248 1.19555 0.641695 1.48378 3.39464 1.11244 3.34212 1.51921 1.08335 2.35841 1.74896 1.0154 1.16114 0.862758 0.861794 0.741971 0.739301 0.593802 0.444007 0.433073 0.419023 1.15027 0.562182 0.403884 0.38511 0.37205 0.310938 0.308185
threshold=0 1 2 3 4 5 6 7 8 9 10 11 2.5000000000000004 9.5000000000000018 1.0000000180025095e-35 1.5000000000000002 12 4.5000000000000009 13 1.5000000000000002 14 15 16 38.500000000000007 119.50000000000001 17 18 19 3.5000000000000004 20 21 2.5000000000000004 1.0000000180025095e-35 17.500000000000004 10.500000000000002 11.500000000000002 4.5000000000000009 4.5000000000000009 22
decision_type=9 1 1 1 1 1 1 1 9 9 9 1 2 2 2 2 1 2 9 2 1 9 1 2 2 9 9 1 2 1 9 2 2 2 2 2 2 2 1
left_child=1 38 7 -4 -5 13 10 9 -9 -3 31 12 -11 16 -15 24 17 18 28 20 26 37 23 -17 30 -22 -18 -19 -2 -20 -16 32 -7 -33 -23 -13 -12 -21 -1
right_child=5 2 3 4 -6 6 -8 8 -10 11 36 35 -14 14 15 22 19 27 29 21 25 34 -24 -25 -26 -27 -28 -29 -30 -31 -32 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.014599531228579786 0.010771313874114811 -0.010794844547361192 -0.0030774601476057529 0 0.026641689359107459 0.011640729256545487 -0.017305144347690943 0.0020051393579335408 -0.015107957837617113 0 -0.011611680217146611 -0.0036844886464120468 0.017223155716681746 0.014808970456794763 0 0.021963825013601154 0 0 -0.0070642842553997557 0.006165864328902676 -0.001806533329845072 -0.01028934457718644 0 0 0 0.011094186094216238 -0.0080088988826881435 0.022084547863280957 0 2.3651902601216127e-05 -0.019197630753489039 0.018649149920421996 -0.010070183132262642 0 0 0.0046135862263542325 0 0 0.0022363276835592927
leaf_weight=37.574567036459484 98.977079986874742 58.550430205243174 17.645528091888991 12.672579058737028 34.946554489626578 18.326620292751613 95.630682889295713 33.478383313246013 135.26634172537706 75.893366194291957 19.753435590271696 197.0929864494783 46.65170628262058 69.56882898999902 11.72041091264691 48.596563234939822 325.68130591030422 5.2220931668780395 199.60676425990096 85.76248651527294 13.954588041742682 308.78239363644752 29.280056004310609 4.1910204536252413 0.38509746763156627 181.46137781334983 150.87093672461378 58.974629025218746 16.415105381285684 18.97879560727597 51.139097707804467 29.698082561750198 18.852651518129278 3.3493456736032376 6.2703411309048525 22.447573662488139 2.1570402515135347 25.820497114584214 194.0441124311219
leaf_count=57466 142224 71642 15230 11140 27901 15157 74808 39308 206345 109701 29409 274859 64903 23000 6648 17864 370260 5850 178870 170061 12356 336116 19210 1921 314 62922 210774 60520 21774 50958 60682 14940 12741 1796 6635 14072 2251 35623 266945
internal_value=0 0.000692613 -0.00152415 0.0131047 0.0196968 -0.000199603 -0.00777575 -0.0042989 -0.010542 -0.000172697 0.00267753 0.00179996 0.00789006 0.000577721 0.00534585 0 -1.90303e-06 0.00407838 0 -0.00183554 0.000279763 -0.00566389 0.0109003 0.015904 -0.0148747 0.00913628 -0.00308572 0.0208322 0.00737209 -0.00510798 -0.0177506 0.00950429 0 0.0154967 -0.00933375 -0.00113566 -0.00636122 0.00282118 0.00720109
internal_weight=0 866.264 634.645 65.2647 47.6191 1899.43 187.768 569.381 168.745 400.636 92.1372 342.086 122.545 1711.66 214.881 145.312 1496.78 398.174 333.978 1098.6 671.968 426.636 82.0676 52.7876 63.2446 195.416 476.552 64.1967 115.392 218.586 62.8595 70.2267 37.1793 33.0474 315.053 219.541 21.9105 111.583 231.619
internal_count=3105196 1159512 835101 54271 39041 1945684 151102 780830 245653 535177 76294 463535 174604 1794582 129639 106639 1664943 460196 393826 1204747 656312 548435 38995 19785 67644 75278 581034 66370 163998 229828 67330 44634 27898 16736 342751 288931 31660 205684 324411
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=6609060 23 1 264 1 1 353 1 4456576 262272 1050434 264 648 10027266 1 1056848 614 1638416 17302104 4 2 598040 2
is_linear=0
shrinkage=0.1


Tree=151
num_leaves=40
num_cat=23
split_feature=4 3 1 3 1 2 2 3 1 3 3 3 7 1 2 2 3 9 2 1 1 3 2 1 3 3 7 1 2 3 3 9 2 7 3 1 1 2 1
split_gain=0.065073 0.20503 0.155995 0.0751081 0.823211 1.73211 1.72225 0.534901 0.424159 0.331201 0.182038 0.164007 0.120108 0.661437 0.757279 0.644355 1.13558 0.348694 1.933 2.99548 1.35244 1.16535 0.93007 1.30683 0.666187 0.518824 0.358441 0.342219 0.586349 0.401914 0.263379 0.233061 0.153801 0.0977781 0.074941 0.0621548 0.0505406 0.745859 1.18865
threshold=0 33.500000000000007 1 13.500000000000002 2 3 4 24.500000000000004 5 16.500000000000004 78.000000000000014 15.500000000000002 6.5000000000000009 6 7 8 5.5000000000000009 9 10 11 12 10.500000000000002 13 14 5.5000000000000009 11.500000000000002 1.5000000000000002 15 16 9.5000000000000018 1.5000000000000002 17 18 8.5000000000000018 12.500000000000002 19 20 21 22
decision_type=1 2 9 2 9 1 1 2 9 2 2 2 2 9 1 1 2 1 1 9 9 2 1 9 2 2 2 9 1 2 2 1 1 2 2 9 9 1 9
left_child=3 36 -3 12 6 7 8 -6 -5 -8 -9 -10 17 14 -14 30 -17 22 20 24 32 -21 23 26 -20 -25 -1 28 -24 -29 -15 34 -19 -11 -16 -32 -2 38 -38
right_child=1 2 -4 4 5 -7 9 10 11 33 -12 -13 13 15 31 16 -18 18 19 21 -22 -23 27 25 -26 -27 -28 29 -30 -31 35 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.0027023292048203433 0.0015951876906955887 0.010100148022668952 0 0 -0.002536330525374868 -0.015817127373649386 0 0.010121008087974224 0 0.017735262857371398 0 -0.014891416270469693 0 0 0.021120704892406465 -0.014536381423936951 0.0035046613595547046 0.006794057209262433 -0.011016468633314166 0.024904611833100603 -0.01323727732918753 0 0.0065222410772497897 -0.010438316811250702 0.0018468944815791238 0 -0.0030673038096113319 -0.0012532994937248072 0 0.0070565766238230403 0.011048058273976645 0 0 0 0 0 0.013993903819180529 -0.0051107810853760795 -0.00244630034218833
leaf_weight=209.62458648916072 145.72531621903909 1.7413540318812009 1.2161469485581613 6.3943455622793408 36.592962391572655 60.313763851474505 9.2109254068927822 37.400235474633519 2.5741746440908235 39.978987404530926 3.7642532742465837 19.841936813594657 7.8087541028216947 7.1068745402626501 21.138036113952698 45.953580423189123 9.5503119153581775 20.736366633936996 35.064824471995962 73.92302825648585 53.10577727287091 5.7694187736051381 196.0803692018535 231.92845000458874 15.070494976986081 10.841171661653787 164.98949267525677 716.98846081752799 313.9143692555499 28.446706824572175 5.0116745288687525 2.342523406900006 8.3279244513469184 0.25584260425239236 0.16147155610087693 2.6745944495487493 33.615212839089509 143.08043506389367 35.827352483232971
leaf_count=203567 213728 782 783 3516 12245 42872 8588 8772 2080 23186 1256 7975 8023 9976 21040 51812 4490 17004 30539 62359 66669 2674 294406 354951 7061 10954 208501 600716 522184 15365 4686 1736 3900 163 81 1911 37469 178977 58319
internal_value=0 0.00128693 0.00904818 -4.774e-05 -0.00175248 -0.00648108 0.00357199 0.00112589 -0.00674511 0.0132655 0.00845202 -0.0112536 7.00984e-06 0.00301552 0.0104421 -0.000442508 -0.00696809 -3.86562e-05 0.003364 0.0104409 -0.00539466 0.0201073 -0.000628455 -0.0037639 -0.00370048 -0.00892522 0 0.000755344 0.00273141 -0.000284895 0.00577942 0.0161656 0.00395864 0.0173053 0.0207382 0.0113707 0 -0.000360428 0.00497674
internal_weight=0 361.206 2.9575 2402.89 216.327 138.071 78.2562 77.7575 28.8105 49.4458 41.1645 22.4161 2186.56 101.748 31.4508 70.297 55.5039 2084.81 211.998 129.828 82.1701 79.6924 1872.81 617.384 50.1353 242.77 374.614 1255.43 509.995 745.435 14.7931 23.642 29.0643 40.2348 21.2995 7.68627 358.248 212.523 69.4426
internal_count=3105316 490058 1565 2615258 110653 65145 45508 22273 13571 31937 10028 10055 2504605 103755 30880 72875 56302 2400850 190206 102633 87573 65033 2210644 777973 37600 365905 412068 1432671 816590 616081 16573 22857 20904 23349 21121 6597 488493 274765 95788
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 10491202 3158078 38 292 1052696 1870036 780 772 1 525 12657757 8457224 114 21517793 12337438 136 1 5 2114337 2706092 145 8655936
is_linear=0
shrinkage=0.1


Tree=152
num_leaves=40
num_cat=27
split_feature=4 3 1 3 2 1 1 3 3 1 7 1 2 8 3 3 9 7 7 1 2 2 9 2 2 8 7 3 9 3 8 2 1 1 1 1 2 1 1
split_gain=0.0665861 0.198271 0.155583 0.0704146 0.778334 1.06777 0.951945 0.391269 0.481049 0.540283 0.277702 0.232073 0.301995 0.213001 0.203048 0.149453 0.138635 0.133147 0.12181 0.554298 0.707729 0.565764 0.261572 1.63806 0.768217 0.120628 0.104046 0.0470004 0.20955 0.455494 1.17724 1.16912 1.2316 0.900115 0.777766 0.631779 0.420656 0.652556 0.498268
threshold=0 33.500000000000007 1 19.500000000000004 2 3 4 16.500000000000004 13.500000000000002 5 2.5000000000000004 6 7 8 191.50000000000003 109.50000000000001 9 6.5000000000000009 6.5000000000000009 10 11 12 13 14 15 16 5.5000000000000009 16.500000000000004 17 2.5000000000000004 18 19 20 21 22 23 24 25 26
decision_type=1 2 9 2 1 9 9 2 2 9 2 9 1 1 2 2 1 2 2 9 1 1 1 1 1 1 2 2 1 2 1 1 9 9 9 9 1 9 9
left_child=3 27 -3 7 6 -6 17 8 18 -10 11 -9 -13 -8 -15 -7 26 25 22 20 -20 -21 24 -24 -1 -5 -11 28 29 30 35 34 -33 -32 -31 -2 38 -38 -30
right_child=1 2 -4 4 5 15 13 10 9 16 -12 12 -14 14 -16 -17 -18 -19 19 21 -22 -23 23 -25 -26 -27 -28 -29 36 31 33 32 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.0033991723412028539 0.016214468668147224 0.010053302202392976 0 0 0.0009143711333929824 -0.020460254007438398 0 0 0 -0.016592950336953148 0 0 0.015540344323180322 -0.011710263822592834 0 0 0 0 0 0.005677264008762721 0.015259806993128367 -0.0064013542056255181 0.011104132523682262 -0.0032255694428026563 0.0007081671901974974 0.012544711406994822 0 -0.0023118912191695375 0.01040422616424797 0.0030544766475724692 -0.011303532505102005 0 0.01945196752494122 0 -0.012521615180614357 0 0 -0.015125351523628551 -0.0023361700592550499
leaf_weight=614.91155332882681 22.787153210971155 1.7583770649944197 1.2161469485581613 4.7839806229894748 15.179509814479387 28.794239971772189 34.072404484075378 6.9950019561802037 10.36844367047888 22.347356350350314 7.9218561449088147 5.2531207193242162 16.908449419541292 16.654401118095851 0.052956787578294917 2.9001682801172128 4.8417657887912382 0.52056475637073063 7.7928568374263705 14.845788872236879 24.13991449325113 54.927805674189585 96.519691139597853 116.50342462576009 1256.0301060701258 37.73826095800905 0.73433596032555115 9.7943715100263926 4.3753472769021755 7.5406244834885001 55.75392019298306 30.07156744072563 42.751413573161699 140.59660748526221 12.53228280102485 4.5328749057953273 8.3097768861189234 12.986908020277047 6.0676107585168193
leaf_count=775753 29633 783 783 1882 7953 22529 10797 4065 12148 13084 2790 2498 11474 5237 45 1592 2039 227 7993 16737 23055 56343 76361 114306 1434175 11674 443 5878 5678 10598 97408 36047 32286 224458 13057 5844 5668 14798 7129
internal_value=0 0.00132051 0.00898939 -1.85233e-06 -0.00202994 -0.00971297 0.00147434 1.83323e-05 -7.52102e-05 -0.00839972 0.00762572 0.0106246 0.0120316 -0.00379222 -0.00796448 -0.0166576 -0.0122671 0.010134 4.69887e-05 0.00304725 0.00969843 0 0 0.00292614 -0.000530448 0.0123311 -0.0158719 0 0.000824719 0.00229027 0 0.00720106 0.0123872 -0.00361958 -0.00353866 0.0113523 -0.00294357 -0.00874117 0.00107189
internal_weight=0 361.075 2.97452 2401.74 140.696 46.8739 93.8226 2261.04 2223.96 38.2919 37.0784 29.1566 22.1616 50.7798 16.7074 31.6944 27.9235 43.0428 2185.67 101.706 31.9328 69.7736 2083.96 213.023 1870.94 42.5222 23.0817 358.1 348.306 316.566 223.671 92.8959 72.823 196.351 20.0729 27.32 31.7396 21.2967 10.443
internal_count=3105248 490048 1566 2615200 61936 32074 29862 2553264 2532437 27714 20827 18037 13972 16079 5282 24121 15566 13783 2504723 104128 31048 73080 2400595 190667 2209928 13556 13527 488482 482604 449331 357343 91988 68333 321866 23655 35477 33273 20466 12807
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=1 10491202 54 10485792 1849812 4522299 5060864 261 1 1 1870036 780 772 1 226 114 8 1 12 770 4983221 8414376 2232 4090 593 6375808 8913970
is_linear=0
shrinkage=0.1


Tree=153
num_leaves=40
num_cat=23
split_feature=4 3 1 3 2 1 1 7 1 1 3 3 3 1 7 8 7 7 1 2 2 2 8 7 1 2 3 1 8 8 3 7 3 3 2 7 1 2 2
split_gain=0.0563032 0.204232 0.155145 0.0562197 0.749425 0.828555 0.825421 0.470119 0.599546 0.570674 0.366258 0.355248 0.428435 0.528959 0.344637 0.302982 0.285707 0.262172 0.225939 0.296888 0.225924 0.171825 0.142295 0.117409 0.51741 0.561235 0.247603 0.170276 1.09853 0.437978 0.0897573 0.0611439 0.0506066 0.0495524 0.0493956 0.136494 0.0485159 0.687618 0.625344
threshold=0 33.500000000000007 1 19.500000000000004 2 3 4 1.0000000180025095e-35 5 6 22.500000000000004 16.500000000000004 13.500000000000002 7 4.5000000000000009 8 5.5000000000000009 2.5000000000000004 9 10 11 12 13 6.5000000000000009 14 15 2.5000000000000004 16 17 18 27.500000000000004 5.5000000000000009 155.50000000000003 26.500000000000004 19 3.5000000000000004 20 21 22
decision_type=1 2 9 2 1 9 9 2 9 9 2 2 2 9 2 1 2 2 9 1 1 1 1 2 9 1 2 9 1 1 2 2 2 2 1 2 9 1 1
left_child=3 36 -3 11 6 30 15 8 10 21 -8 12 23 31 -7 -5 32 18 -13 -20 -11 -9 -21 27 26 -26 -25 28 -1 -29 -6 -14 -17 -10 35 -15 37 -2 -38
right_child=1 2 -4 4 5 14 7 9 33 20 -12 17 13 34 -16 16 -18 -19 19 22 -22 -23 -24 24 25 -27 -28 29 -30 -31 -32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=0.0049025805026228289 0.0084134890088752943 0.010004106695060865 0 0 0 -0.022757065051840768 0 0.0054249457004849717 0 0 0.014344717523899065 0 -0.015243880561131804 0.0072095736326702412 0 0.017606512239507568 0 0 0 0.017824329437897253 -0.016419129071906582 -0.0017323603821372683 0 0.012341171025922781 -0.0094794865741381091 0.0025703399122440785 0 0.0013929830534939809 -0.0046651677203535169 -0.0023318536939830824 0.0049937646119491905 0 0 -0.0064517010102819981 0 0 0.0043290463101526002 -0.0018321722346913141 -0.0048157687377034424
leaf_weight=109.51513067432825 57.689273986929038 1.7762964683934113 1.2161469485581613 4.518935374377179 1.8436528505990279 17.671676872138057 2.2541910420113735 13.292847060787606 4.5908260959113267 10.063015331863426 18.155082785742707 6.9994558879698161 21.65514815266943 8.1247974981088174 1.3477955654816458 25.721832242503307 0.79601892935170226 7.9175268379913168 5.2568166100390963 14.123885944929498 17.295384813565761 9.9299595671618608 2.9996180374437325 32.269642816325359 18.504973995521141 27.172105934379942 23.824202577176038 1261.5722096705358 368.54016857218448 343.92240199658499 5.9926297619094839 0.85415311007818573 0.13266305942670342 6.714878051658161 5.2111104860377955 2.1141933941689777 70.119219940912444 88.124811490124557 142.51474930360564
leaf_count=152464 87519 784 783 1865 1247 13955 858 1891 1278 1780 2955 4065 13891 6713 816 16978 340 2790 2504 9659 10492 3424 1965 36220 20979 30354 16485 1320341 546353 382461 2155 498 102 1298 5544 885 96000 125803 178906
internal_value=0 0.00122488 0.00892768 0 -0.00181118 -0.01091 0.000787886 -0.00255516 0.000884718 -0.00827844 0.0092889 3.89839e-05 -4.41983e-05 -0.00793586 -0.0172897 0.010305 0.0133187 0.00726458 0.0101962 0.0116268 -0.0129115 0 0.0150923 6.30723e-05 0.00299616 -0.000956405 0.00808323 0 -0.00168495 0.00037546 0 -0.0123729 0.0173261 -0.00402559 0 0.00313562 0 0.00154542 -0.000404687
internal_weight=0 361.44 2.99244 2400.9 140.321 26.8558 113.466 82.2962 31.715 50.5812 20.4093 2260.58 2223.28 37.9594 19.0195 31.1694 26.6505 37.2973 29.3798 22.3803 27.3584 23.2228 17.1235 2185.32 101.771 45.6771 56.0938 2083.55 478.055 1605.49 7.83628 22.5093 25.8545 11.3057 15.4501 10.239 358.448 145.814 212.634
internal_count=3105400 489795 1567 2615605 61434 18173 43261 23976 6389 17587 3813 2554171 2533188 27531 14771 19285 17420 20983 18193 14128 12272 5315 11624 2505657 104038 51333 52705 2401619 698817 1702802 3402 14389 17080 2576 13142 7598 488228 213322 274906
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 10491202 118 2097696 9451542 1120 2883968 11554500 8 5060864 261 4 34 3 1870581 387 18194583 10 5 355 2706092 802 145
is_linear=0
shrinkage=0.1


Tree=154
num_leaves=40
num_cat=20
split_feature=4 3 1 3 2 1 1 7 1 1 3 7 3 3 1 7 2 1 2 7 2 7 3 3 1 7 1 2 3 7 3 3 3 9 3 1 2 1 1
split_gain=0.0624537 0.194991 0.154719 0.059596 0.616208 0.791791 0.727802 0.447021 0.550241 0.536143 0.347925 0.331582 0.317018 0.392052 0.49039 0.243716 0.220989 0.220771 0.28712 0.215713 0.164607 0.117587 0.416075 0.104062 1.00083 0.382114 0.205319 0.576581 0.541506 0.116545 0.0897425 0.0487014 0.043376 0.183711 0.410938 1.08971 0.401534 0.631091 0.492271
threshold=0 33.500000000000007 1 19.500000000000004 2 3 4 1.0000000180025095e-35 5 6 22.500000000000004 4.5000000000000009 16.500000000000004 13.500000000000002 7 2.5000000000000004 8 9 10 5.5000000000000009 11 1.0000000180025095e-35 20.500000000000004 11.500000000000002 12 1.0000000180025095e-35 13 14 6.5000000000000009 8.5000000000000018 27.500000000000004 26.500000000000004 16.500000000000004 15 5.5000000000000009 16 17 18 19
decision_type=1 2 9 2 1 9 9 2 9 9 2 2 2 2 9 2 1 9 1 2 1 2 2 2 9 2 9 1 2 2 2 2 2 1 2 9 1 9 9
left_child=3 32 -3 12 5 30 19 8 10 20 -8 -7 13 23 -15 17 -11 -14 -19 21 -9 -6 -23 26 29 -26 27 -1 -28 -25 -5 -10 33 34 -2 -36 38 -38 -35
right_child=1 2 -4 4 6 11 7 9 31 16 -12 -13 15 14 -16 -17 -18 18 -20 -21 -22 22 -24 24 25 -27 28 -29 -30 -31 -32 -33 -34 36 35 -37 37 -39 -40
leaf_value=0.0045020910155918288 0 0.0099568316011397692 0 0 0 -0.02182637773163168 0 0.0052694994858731511 0 0 0.013737812336656314 0 0 0 -0.011448783632246606 0 -0.016135578834549857 0 0.01456198943465121 0 -0.0018130839906190127 0 0.016840532014620095 0.015443049982537005 0 -0.0092923181858669025 0 -0.00067661638582192736 -0.0058377659948540472 0 0.0049934619412711186 -0.006359398336786436 -0.0022308572197910974 0.010366449856762217 -0.0028788364009935583 0.015536809393124525 0 -0.014781761052192087 -0.002246062239186399
leaf_weight=295.73812825599816 282.17018840565288 1.7934918554674366 1.2161469485581613 1.8091001974389653 6.8945701503107619 17.114265066295054 2.2548998152487938 13.363738639047368 4.5894137934810733 10.066003312298562 18.364058148741606 1.3359261894220242 7.0143147379276343 10.409464714291969 27.313258833106374 7.9079972786712451 17.105659794760868 5.2493426545261181 17.381020258180804 0.86056659887253673 9.9754853323684092 1.2414413571968932 22.710055969953828 26.04138461708499 9.0791934714507061 23.551981064825668 1300.3306630180132 376.74714080946706 153.72270214101445 0.35737613815581326 5.9910470360628096 6.685457515908638 9.7623188948346051 4.3903769845928764 7.3335540089028655 27.41110836394364 8.3303571627911861 12.774443197704391 6.025199315932694
leaf_count=242590 420724 784 783 1196 3556 13691 864 1904 1278 1786 2972 794 4079 12176 15334 2776 10530 2489 11657 374 3480 1208 14406 18920 2962 18250 1814234 289553 118689 198 2137 1300 5878 5655 6791 21618 5690 14786 7096
internal_value=0 0.00128527 0.00886838 0 -0.00186775 -0.0100865 0.000324705 -0.00268135 0.000515269 -0.00819891 0.00882084 -0.0164705 2.6883e-05 -4.48116e-05 -0.00760728 0.00684737 -0.0126644 0.00969352 0.0111685 0.00945868 0 0.0125688 0.0141406 5.15498e-05 0.00342848 -0.00308752 0 0.00130465 -0.000750021 0.0124925 0 -0.00395551 0 0.000789485 0.00218637 0.00943843 -0.00259615 -0.00845288 0.00112654
internal_weight=0 361.207 3.00964 2401.21 140.362 26.2503 114.111 82.4047 31.8938 50.5109 20.619 18.4502 2260.84 2223.29 37.7227 37.5527 27.1717 29.6447 22.6304 31.7066 23.3392 30.8461 23.9515 2185.57 59.0299 32.6312 2126.54 672.485 1454.05 26.3988 7.80015 11.2749 358.198 348.435 316.915 34.7447 31.5204 21.1048 10.4156
internal_count=3105188 489805 1567 2615383 61476 17818 43658 24114 6414 17700 3836 14485 2553907 2532906 27510 21001 12316 18225 14146 19544 5384 19170 15614 2505396 40330 21212 2465066 532143 1932923 19118 3333 2578 488238 482360 449133 28409 33227 20476 12751
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=1 10491202 393 2097696 9451542 1120 2883968 4522299 4 5060864 261 34 2378216 13932036 736 1 793860 593 6375808 8913970
is_linear=0
shrinkage=0.1


Tree=155
num_leaves=40
num_cat=21
split_feature=4 3 1 3 2 1 1 7 3 3 3 1 7 7 2 1 3 7 3 7 3 1 1 6 1 5 1 7 3 2 7 3 1 2 3 8 2 1 1
split_gain=0.0526809 0.203353 0.15432 0.0592814 0.562783 0.931776 0.803151 0.326474 0.495412 0.285004 0.34366 0.478665 0.231732 0.222926 0.212824 0.791777 0.1563 0.213693 0.139052 0.0929675 0.470054 0.779017 0.71091 0.143326 0.754851 0.366927 0.0708447 0.0606308 0.0604237 0.0474337 0.132576 0.0396736 1.07506 1.14014 0.707703 0.65617 0.649827 1.51987 0.819163
threshold=0 33.500000000000007 1 19.500000000000004 2 3 4 1.5000000000000002 58.500000000000007 16.500000000000004 13.500000000000002 5 2.5000000000000004 5.5000000000000009 6 7 35.500000000000007 4.5000000000000009 109.50000000000001 6.5000000000000009 7.5000000000000009 8 9 10 11 12 13 5.5000000000000009 155.50000000000003 14 3.5000000000000004 3.5000000000000004 15 16 8.5000000000000018 17 18 19 20
decision_type=1 2 9 2 1 9 9 2 2 2 2 9 2 2 1 9 2 2 2 2 2 9 9 1 9 1 9 2 2 1 2 2 9 1 2 1 1 9 9
left_child=3 31 -3 9 6 -6 13 8 -8 10 19 27 14 28 15 -11 17 -9 -7 23 22 -22 -21 25 -25 -1 -16 -12 -5 30 -13 36 34 -34 35 -33 37 -2 -38
right_child=1 2 -4 4 5 18 7 16 -10 12 11 29 -14 -15 26 -17 -18 -19 -20 20 21 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 32 33 -35 -36 -37 38 -39 -40
leaf_value=-0.00012890955209377683 0.004961615615109191 0.0099129825001633004 0 0.013946394261982143 0.00080084042096265876 -0.018774183694619844 -0.01179843083166052 0.0094732653037651673 0 0 -0.01428489217518164 0.0070885476315356065 0 0 0.0015341617277390639 0.017675008443971008 -0.00013994972503175799 0 0 0.0057202827395386726 0.017062952881859252 -0.00037645534524820458 -0.0070266379562739945 0.0024847458053114256 -0.0075695830943471312 0.0049168777542859324 -0.0035771848589006478 0 0 0 0 0 0.0013281945225004442 -0.018138998951089749 -0.00089280330786512029 0.015244346532980447 -8.554750789616573e-05 -0.011697046142450464 0.010392365199740947
leaf_weight=1791.5597383985296 54.275939283448679 1.809388586800196 1.2161469485581613 28.199780657130766 15.235581369153804 27.601280137219877 35.895119558364968 11.219770907191561 7.5363933507032916 6.6124931075028144 21.090160416759321 8.168589736291322 7.9208509103627867 0.8164206431247284 2.3422813607539865 13.332615221166636 8.5647310773056216 2.1643464272201518 2.8668127917917436 45.999097925370734 6.0746463652321836 3.1471321685239655 46.991215639856819 66.29369896208118 104.90919423131527 121.46095673732998 7.575454629564776 0.83665489044506003 0.2047607774293273 5.2005109479214289 2.1034374978771657 3.8009241418621968 10.302556101567459 25.886560264931177 17.235269163909834 27.610247736956811 66.025265099058743 64.086550224652456 89.419593894912396
leaf_count=1659250 101128 783 783 11769 7933 22010 11681 2166 1356 4026 13721 6747 2789 381 2988 6958 2047 322 1547 57424 2264 1997 42501 157215 349901 234732 4348 491 133 5556 883 2972 7445 29620 8904 23495 108260 85492 121280
internal_value=0 0.0011652 0.0088134 -1.37416e-05 -0.00186644 -0.00846113 0.000797067 -0.0028624 -0.00757961 0 -6.84474e-05 -0.00715123 0.00647227 0.0102415 0.00928136 0.011024 0 0.0060008 -0.0151755 1.25062e-05 0.00265187 0.0119813 0 -1.08271e-05 -0.00264802 0.000108027 0 -0.0115306 0.0135453 0 0.00307171 0 -0.00105244 -0.0108717 0.00459631 0.0122066 0.000941917 -0.00283997 0.00530024
internal_weight=0 361.668 3.02554 2401.92 140.305 45.7037 94.6013 65.3804 43.4315 2261.62 2223.84 37.3994 37.7837 29.221 29.8628 19.9451 21.9488 13.3841 30.4681 2186.44 102.212 9.22178 92.9903 2084.22 171.203 1913.02 9.91774 21.9268 28.4045 15.4725 10.272 358.643 84.8356 36.1891 48.6464 31.4112 273.807 118.362 155.445
internal_count=3105298 490162 1566 2615136 61345 31490 29855 17572 13037 2553791 2532682 27398 21109 12283 18320 10984 4535 2488 23557 2505284 104186 4261 99925 2401098 507116 1893982 7336 14212 11902 13186 7630 488596 72436 37065 35371 26467 416160 186620 229540
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=1 10491202 54 10485792 1325524 11554500 186 803090 2885232 9472471 2 10495512 2 540722 355 10514664 41 4 172 1378744 5317097
is_linear=0
shrinkage=0.1


Tree=156
num_leaves=40
num_cat=20
split_feature=4 3 1 3 2 1 1 7 1 1 3 7 3 3 1 2 7 1 2 7 2 7 3 7 3 1 1 1 3 2 3 7 3 2 7 1 3 1 2
split_gain=0.0457683 0.205714 0.153859 0.0504408 0.562923 0.73195 0.623462 0.407597 0.512158 0.491506 0.33332 0.322557 0.254 0.296285 0.454765 0.220122 0.216526 0.206357 0.265894 0.199615 0.150543 0.112241 0.390349 0.0888559 0.446583 0.768128 0.646246 0.131589 0.593512 0.191017 0.0831608 0.0556569 0.0499755 0.0466858 0.131886 0.0383474 0.034093 0.965221 0.961113
threshold=0 33.500000000000007 1 19.500000000000004 2 3 4 1.0000000180025095e-35 5 6 22.500000000000004 4.5000000000000009 16.500000000000004 13.500000000000002 7 8 2.5000000000000004 9 10 5.5000000000000009 11 1.0000000180025095e-35 20.500000000000004 6.5000000000000009 7.5000000000000009 12 13 14 5.5000000000000009 15 34.500000000000007 5.5000000000000009 26.500000000000004 16 3.5000000000000004 17 3.5000000000000004 18 19
decision_type=1 2 9 2 1 9 9 2 9 9 2 2 2 2 9 1 2 9 1 2 1 2 2 2 2 9 9 9 2 1 2 2 2 1 2 9 2 9 1
left_child=3 36 -3 12 6 30 19 8 10 20 -8 -7 13 23 31 -11 17 -14 -19 21 -9 -5 -23 27 26 -26 -25 28 -1 -29 -6 -15 -10 34 -16 -18 -2 -38 -39
right_child=1 2 -4 4 5 11 7 9 32 15 -12 -13 16 14 33 -17 35 18 -20 -21 -22 22 -24 24 25 -27 -28 29 -30 -31 -32 -33 -34 -35 -36 -37 37 38 -40
leaf_value=0 0.00085170495434535708 0.0098628256305291085 0 0 0 -0.021098114799671018 0 0.0050447613503036308 0 0 0.013353239645321945 0 0 -0.01369557469371944 0.0070575495524844191 -0.015513489398004674 0.00030685595523148709 0 0.013602586634726561 0 -0.0017025121817362881 0 0.015927957358383892 0.0054257558559659066 0.016800512453130519 -0.00038722550077244613 -0.0067267471054398235 -0.00094996153126013661 -0.0081704007837992976 0.0011794447383615481 0.0048675729676978825 0 -0.0061059716720453221 0 0 -0.0029291302543567686 0.0040099441988098658 0.00052947637351979406 -0.01732055275827326
leaf_weight=400.58892595459747 274.07799242642068 1.8276884093502301 1.2161469485581613 6.928942144499163 2.8129813497653231 16.69522496720311 2.2416503378335646 13.466258741333148 4.5480352968443203 10.050649810669711 18.508101585932309 1.3231997608672816 7.0174361702374881 20.747912620005085 8.178031150629975 16.689491109689698 3.6975729584810324 5.2238263579347413 17.85216437832424 0.85883373794786066 9.9333275727694872 1.240897324358232 23.107603671778634 46.238470898082596 6.1763286774366861 3.1518079405650479 46.713319786700595 506.39397861153975 76.446767869172618 1100.0158441765598 5.0989034530502977 0.84388181965914455 6.6009405549848452 5.1634202328423262 2.1043363365024552 4.2153754009923423 51.064690486280597 9.7081063056539261 24.029594824693049
leaf_count=617247 416015 784 783 3560 1733 13546 856 1953 1277 1774 2961 802 4067 13556 6701 10420 1110 2468 11816 373 3456 1206 14458 57607 2269 2002 42508 581186 81690 1121042 1703 498 1289 5525 884 1671 38034 6800 27572
internal_value=0 0.00109866 0.00875052 0 -0.00171844 -0.0096343 0.000278106 -0.00237843 0.000497187 -0.0077494 0.00855017 -0.015827 3.01381e-05 -2.07155e-05 -0.00664422 -0.0120729 0.00611276 0.00884973 0.01036 0.00877695 0 0.0117412 0.0132697 4.45657e-05 0.00259818 0.011673 0 0 -0.00149018 0.000319199 0 -0.0110401 -0.00368815 0 0.00304709 0 0 -0.00102388 -0.0106148
internal_weight=0 361.924 3.04384 2400.87 140.105 25.9303 114.175 82.0385 31.8987 50.1397 20.7498 18.0184 2260.77 2222.76 37.0376 26.7401 38.0064 30.0934 23.076 32.1363 23.3996 31.2774 24.3485 2185.73 102.28 9.32814 92.9518 2083.45 477.036 1606.41 7.91188 21.5918 11.149 15.4458 10.2824 7.91295 358.88 84.8024 33.7377
internal_count=3105202 489988 1567 2615214 61367 17784 43583 23986 6383 17603 3817 14348 2553847 2532715 27164 12194 21132 18351 14284 19597 5409 19224 15664 2505551 104386 4271 100115 2401165 698937 1702228 3436 14054 2566 13110 7585 2781 488421 72406 34372
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=1 10491202 118 2163232 9451542 1120 2883968 11554500 4 5060864 261 34 2885232 9472471 18194583 804 355 526610 10515176 41
is_linear=0
shrinkage=0.1


Tree=157
num_leaves=40
num_cat=20
split_feature=4 3 1 3 2 1 1 3 8 1 7 7 8 7 3 3 1 7 1 2 8 7 1 3 2 1 3 2 3 7 3 2 7 7 1 3 2 3 9
split_gain=0.0424646 0.205704 0.15342 0.0490491 0.464419 0.699563 0.56044 0.386905 0.378294 0.492481 0.310918 0.308601 0.295164 0.237318 0.22346 0.284638 0.423271 0.202065 0.198416 0.264051 0.192293 0.0979062 0.442194 0.527677 0.252242 0.121628 0.762375 0.245809 0.0840862 0.0542787 0.0440919 0.0414854 0.125557 0.0389819 0.038009 0.037254 0.0302572 0.0277579 0.148861
threshold=0 33.500000000000007 1 19.500000000000004 2 3 4 24.500000000000004 5 6 2.5000000000000004 4.5000000000000009 7 5.5000000000000009 16.500000000000004 13.500000000000002 8 2.5000000000000004 9 10 11 6.5000000000000009 12 4.5000000000000009 13 14 2.5000000000000004 15 27.500000000000004 5.5000000000000009 155.50000000000003 16 3.5000000000000004 5.5000000000000009 17 144.50000000000003 18 16.500000000000004 19
decision_type=1 2 9 2 1 9 9 2 1 9 2 2 1 2 2 2 9 2 9 1 1 2 9 2 1 9 2 1 2 2 2 1 2 2 9 2 1 2 1
left_child=3 37 -3 14 5 28 12 -8 10 -10 -9 -7 -6 30 15 21 29 18 -16 -20 -21 25 23 -23 -24 26 -1 -27 -5 -17 -14 32 -18 35 36 -30 -19 38 -2
right_child=1 2 -4 4 6 11 7 8 9 -11 -12 -13 13 -15 17 16 31 34 19 20 -22 22 24 -25 -26 27 -28 -29 33 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0009169385460338444 0.0018896976637086376 0.0098156884698026737 0 0 0 -0.020221630583811309 -0.0099597528675451682 0.009380181584385295 0.00059164447211344101 -0.010652940044631543 0 0 0.015044224048279634 0 0 -0.013337164686500314 0.006807254653647319 0.0026838222736888487 0 0.016000313520558123 0 -0.008400745218449324 0 0.0044326946527356633 0.010265047767286026 0.0012745658823328076 -0.0084297287843423715 -0.00093955845982529292 0.0067292458783816487 0 0 0 0 0 -0.0029174156637340656 0 0 -0.002026029770630483 -0.0024241830110233848
leaf_weight=146.28317957517993 317.91955340415734 1.8448442955850621 1.2161469485581613 1.8253570364904588 4.6716142327495618 16.19040491684428 17.213521265148302 36.892722789794789 3.5189530037896475 17.357117768959146 7.1286014379147664 1.316255471043404 26.923064296010132 0.78943029206129622 7.0189675651054131 20.544168010455909 8.2658626575139333 2.6911626860965043 5.2432822791597582 14.950520303245867 3.1227312197152139 34.336908614659478 16.988898102030362 10.146413586204288 40.633303683131089 1063.1799366869836 92.090046741221158 781.77560558787263 5.4046841496165143 0.84183276150724751 0.13703575164254189 5.1934353535907567 2.1013928534375728 0.35329626800375979 4.2104977546987348 0.28556228723027732 1.0115313569840512 9.6802730250346922 31.412212704919511
leaf_count=271895 449479 784 783 1213 1883 13232 6289 9136 1040 5842 1743 793 17361 340 4063 13550 6757 544 2501 9851 2009 44289 15180 5705 39357 1159052 111908 858238 1844 497 104 5541 882 187 1682 125 569 5752 33246
internal_value=0 0.00105986 0.00869143 0 -0.00169344 -0.0088598 0 -0.00247447 0 -0.00468615 0.00539564 -0.0150666 0.0081835 0.0112487 3.58925e-05 -3.80115e-06 -0.00651215 0.00572579 0.00840088 0.0099292 0.0131575 5.75081e-05 0.00273252 -0.000740042 0.00741125 0 -0.00203879 0.000177176 0 -0.0107332 0.0147668 0 0.00286994 0.00483002 0 0.00587216 0.000294883 0 0.000549884
internal_weight=0 362.073 3.06099 2400.64 140.008 25.3756 114.632 82.1109 64.8974 20.8761 44.0213 17.5067 32.5211 27.8495 2260.63 2222.38 36.9467 38.2487 30.3355 23.3165 18.0733 2185.43 102.106 44.4833 57.6222 2083.33 238.373 1844.96 7.8689 21.386 27.0601 15.5607 10.3673 6.04354 7.91319 5.69025 3.70269 359.012 349.332
internal_count=3105246 490044 1567 2615202 61132 17394 43738 24050 17761 6882 10879 14025 19688 17805 2554070 2532851 27227 21219 18424 14361 11860 2505624 104531 49994 54537 2401093 383803 2017290 3369 14047 17465 13180 7639 2156 2795 1969 1113 488477 482725
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=1 10491202 393 2097696 9451542 1 786560 8 11554500 5060864 261 3 6386954 60 17932437 185 355 526610 331 1
is_linear=0
shrinkage=0.1


Tree=158
num_leaves=40
num_cat=22
split_feature=1 2 5 7 3 7 3 1 2 1 2 7 7 1 3 8 1 1 3 2 1 1 3 7 2 2 3 3 3 1 3 7 3 8 1 2 2 3 9
split_gain=0.0378709 0.217194 0.303908 0.106345 0.106129 0.0605597 1.14067 2.98785 1.65056 1.60213 1.54158 2.74434 1.53789 1.20351 1.14348 1.07186 1.67863 1.06279 0.94318 0.906131 2.13627 1.95498 1.0802 0.853448 1.79431 0.880786 0.681064 0.64916 0.938129 0.624947 0.895336 0.522093 0.538025 0.519556 1.01763 0.551702 0.42937 0.39437 0.427985
threshold=0 1 2 7.5000000000000009 38.500000000000007 1.5000000000000002 4.5000000000000009 3 4 5 6 3.5000000000000004 5.5000000000000009 7 43.500000000000007 8 9 10 10.500000000000002 11 12 13 1.0000000180025095e-35 3.5000000000000004 14 15 3.5000000000000004 7.5000000000000009 15.500000000000002 16 1.0000000180025095e-35 9.5000000000000018 10.500000000000002 17 18 19 20 191.50000000000003 21
decision_type=9 1 1 2 2 2 2 9 1 9 1 2 2 9 2 1 9 9 2 1 9 9 2 2 1 1 2 2 2 9 2 2 2 1 9 1 1 2 1
left_child=1 2 3 4 -1 15 7 23 9 12 11 -9 14 18 -8 16 26 -13 -10 20 27 22 -21 24 -7 -25 -2 -17 -29 36 -31 32 -15 35 -35 -12 -23 38 -18
right_child=5 -3 -4 -5 -6 6 8 10 13 -11 33 17 -14 31 -16 19 37 -19 -20 21 -22 29 -24 25 -26 -27 -28 28 -30 30 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.014213614354563229 0.014495609998924042 0 0 0 0 0.0011656934154417691 0.024700911759257212 0.019891689325461537 0.012612219794779759 0 0.012071204619083398 0.0064637107060958009 0 -0.015450792416388519 0 0.0091892060366554253 0 -0.0093639145814853539 -0.0025853301481247714 0 -0.0084290144293845178 0.0031007116136164098 -0.012950373310475927 0.0048778099885349799 -0.017182065130624698 -0.0074065706967278988 -0.00068352086301865422 -0.013386089598875793 0.0053608141956252861 0 0.010389784314850175 0 0 0.0028723771777204826 -0.006979367583183918 0 -0.0017627889407576419 0 -0.024610406631029369
leaf_weight=10.937769234242293 6.6731606291941707 25.168274934447254 10.046922138684749 0.3937704544587185 0.33992393990047354 37.015633228256775 91.222182572622842 94.169226303216419 48.767792389982787 61.353561914002057 20.648822241768357 30.404605438157887 17.939571351831546 56.09276378674258 6.9124671830504658 97.850203745701947 11.352386034930536 48.187156634739949 17.051430474981316 66.679972850668491 283.76465140187611 416.22399652034437 92.73584966679482 64.714090325728648 139.48021908368719 75.345491424832289 9.2316279202932474 14.752680995647095 18.290697447533603 76.548400928077172 237.59003560986457 1.6092636699468119 24.342185027475352 110.54789515094853 191.88281810154876 23.33407090446417 187.973515185 0.061781770084052279 36.194082220314151
leaf_count=12438 7099 56440 28843 456 51 39490 50671 151375 30784 31896 28867 37527 9482 46022 2219 77852 13483 60370 9460 120346 376710 317876 115761 84879 211192 103642 4634 6030 4587 144830 246507 1114 14129 170656 257894 32030 168280 48 29281
internal_value=0 0.0020961 0.00649468 0.0121442 0.0132156 0 0.000505185 -0.00118825 0.00543326 0.011105 0.00305611 0.00986663 0.0168147 -0.000980209 0.0220903 -0.000436113 -0.0103163 -0.000651081 0.00540349 4.97453e-05 -0.00350672 0.001763 -0.00682604 -0.0085193 -0.0130466 -0.000256023 0.00366309 0.00488407 -0.000637433 0.00378971 0.00739559 -0.0086521 -0.0117213 -0.000233777 -0.00258728 0.00590157 0.00110642 -0.017951 -0.0214899
internal_weight=0 46.8867 21.7184 11.6715 11.2777 2716.94 1161.02 835.73 325.291 177.428 519.175 172.761 116.074 147.863 98.1346 1555.92 63.513 78.5918 65.8192 1492.41 414.658 1077.75 159.416 316.555 176.496 140.06 15.9048 130.894 33.0434 918.336 314.138 82.0442 80.4349 346.414 302.431 43.9829 604.198 47.6083 47.5465
internal_count=3105251 98228 41788 12945 12489 3007023 1373699 1177922 195777 94268 738719 249272 62372 101509 52890 1633324 54545 97897 40244 1578779 465179 1113600 236107 439203 250682 188521 11733 88469 10617 877493 391337 61265 60151 489447 428550 60897 486156 42812 42764
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=4231172 118 2 8482560 103 2117426 284 9717016 8 84608 524457 292 263936 17105296 128 329 1049674 12 1310801 96 593 1
is_linear=0
shrinkage=0.1


Tree=159
num_leaves=40
num_cat=18
split_feature=4 3 1 3 1 2 2 3 3 3 7 3 1 3 3 3 7 3 1 1 2 2 3 1 3 0 7 1 2 5 7 2 3 1 1 7 3 3 3
split_gain=0.0453414 0.202195 0.152313 0.0695385 0.574835 0.789731 0.46739 0.482387 0.324931 0.220214 0.182172 0.159952 0.158368 0.168544 0.151701 0.107366 0.0853776 0.411515 0.757024 0.581199 0.802442 0.555196 0.252353 0.101671 0.60044 1.08242 1.09521 0.667924 0.382231 0.696901 0.558594 0.361823 1.24827 1.66404 0.9683 0.615672 2.5433 1.58745 0.0572894
threshold=0 33.500000000000007 1 13.500000000000002 2 3 4 92.500000000000014 16.500000000000004 15.500000000000002 9.5000000000000018 24.500000000000004 5 56.500000000000007 78.000000000000014 142.50000000000003 6.5000000000000009 7.5000000000000009 6 7 8 9 5.5000000000000009 10 5.5000000000000009 11 2.5000000000000004 12 13 14 2.5000000000000004 15 5.5000000000000009 16 17 1.5000000000000002 6.5000000000000009 9.5000000000000018 19.500000000000004
decision_type=1 2 9 2 9 1 1 2 2 2 2 2 9 2 2 2 2 2 9 9 1 1 2 9 2 1 2 9 1 1 2 1 2 9 9 2 2 2 2
left_child=3 -2 -3 16 5 9 11 10 -7 -5 -8 38 -11 -14 -13 -10 23 19 -19 20 -18 -21 -22 31 28 26 -26 -27 30 -30 -25 32 34 -34 -1 36 -33 -37 -6
right_child=1 2 -4 4 6 8 7 -9 15 12 -12 14 13 -15 -16 -17 17 18 -20 21 22 -23 -24 24 25 27 -28 -29 29 -31 -32 35 33 -35 -36 37 -38 -39 -40
leaf_value=-0.0071161634844717535 0 0.0097730391706803751 0 0 0 0 -0.013985169935465861 0 0.014768244317444357 0 0 0.0059162714231373479 -0.01329012723595251 0 0 0 -0.0023399526636588004 0.016449866869196774 -0.00043634384961416104 0.00016261346300376866 0.015458956426798244 -0.01109103017271521 0 5.3095733251441294e-05 -0.018786623728101012 0.0067362377671072379 0 -0.0065603421920916345 0.0057659581897671862 -0.0050426551600630211 -0.0063123754854718999 0.0064065835099710745 0.01725009257650259 -0.0014249676587299565 0.0023319792775029604 -0.0077563334313434668 -0.013384581328278886 0.010735237848867958 -0.0054565144429377819
leaf_weight=104.13030498840089 358.94107778325269 1.8603997814352622 1.212479313660878 2.2733469903323593 26.133894673432223 8.6479973292298364 62.39738367942482 9.4519012199598347 33.055649880006968 1.5083222615794509 0.35391821214579877 39.764736598386662 11.900166804785842 2.7147530843212726 5.4355156524834447 0.34492327191401173 13.221129559689869 6.3127469705359545 3.1730130996584176 8.8971884581442264 30.584381413274969 37.500804864663223 2.6610250414523753 384.122180226007 50.879470275074709 52.45692326000426 16.574487602600129 17.712331305257976 229.58217796998724 23.699560176357409 133.12987127529777 254.06466429482862 68.582893381077156 36.781677227903856 398.43542073762546 246.70731654290284 50.211201225742116 16.743736766315124 11.899818100995615
leaf_count=189954 488131 783 783 1944 10037 7329 45780 3456 18409 301 262 9788 5861 525 1788 198 16882 2273 2019 8359 39119 34060 1895 388345 78752 14697 18796 10098 323026 97246 176070 287674 41314 29507 419152 290723 29737 6429 3867
internal_value=0 0.0010751 0.0086508 -2.5469e-05 -0.00168215 0.00316119 -0.00527606 -0.00963104 0.0100458 -0.00353995 -0.0132362 0 -0.00817856 -0.00924587 0.00350704 0.0141414 2.33151e-05 0.00254165 0.0112192 0 0.0051465 -0.00638455 0.0118715 0 -0.000893313 -0.00635475 -0.0134361 0 0 0.00315721 -0.00127007 0.000462534 0.00225398 0.0108127 0 -0.000984222 0.0013351 -0.00458144 -0.00314895
internal_weight=0 362.014 3.07288 2402.05 215.882 60.4452 155.437 72.2032 42.0486 18.3966 62.7513 83.234 16.1232 14.6149 45.2003 33.4006 2186.16 102.35 9.48576 92.8645 46.4665 46.398 33.2454 2083.81 908.157 137.623 67.454 70.1693 770.534 253.282 517.252 1175.66 607.93 105.365 502.566 567.727 304.276 263.451 38.0337
internal_count=3105369 489697 1566 2615672 109545 34567 74978 49498 25936 8631 46042 25480 6687 6386 11576 18607 2506127 104607 4292 100315 57896 42419 41014 2401520 1107030 122343 97548 24795 984687 420272 564415 1294490 679927 70821 609106 614563 317411 297152 13904
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=1 10491202 3158046 388 38 1052672 2885232 9472471 282 260 14704424 1 82 449 2 201 8408584 8407552
is_linear=0
shrinkage=0.1


Tree=160
num_leaves=40
num_cat=20
split_feature=1 9 2 1 7 2 7 1 8 3 2 3 8 1 1 3 1 3 3 3 1 2 1 7 3 3 3 3 3 1 3 1 8 3 3 2 3 7 8
split_gain=0.0476407 0.667584 2.20164 0.733934 0.629686 0.962339 0.672348 0.588438 0.641603 0.83373 0.575635 0.794004 1.0576 1.41227 1.04702 0.577593 1.17551 0.859464 0.665559 0.588184 0.564708 0.563333 1.50973 1.05399 1.09689 0.724103 1.10801 0.676047 0.559904 1.95414 1.4187 1.24765 1.32812 0.500646 0.771654 0.484243 0.541021 0.473806 0.440157
threshold=0 1 2 3 5.5000000000000009 4 12.500000000000002 5 6 1.0000000180025095e-35 7 1.5000000000000002 8 9 10 6.5000000000000009 11 7.5000000000000009 58.500000000000007 78.000000000000014 12 13 14 1.5000000000000002 4.5000000000000009 1.5000000000000002 17.500000000000004 7.5000000000000009 2.5000000000000004 15 16.500000000000004 16 17 12.500000000000002 8.5000000000000018 18 1.0000000180025095e-35 5.5000000000000009 19
decision_type=9 1 1 9 2 1 2 9 1 2 1 2 1 9 9 2 9 2 2 2 9 1 9 2 2 2 2 2 2 9 2 9 1 2 2 1 2 2 1
left_child=10 4 3 37 21 -6 -7 -4 -9 -10 11 12 13 -1 -14 20 17 -17 -18 -19 -13 -2 23 24 -23 38 -27 -25 31 30 -30 32 -12 34 -31 -16 -37 -3 -24
right_child=1 2 7 -5 5 6 -8 8 9 -11 28 15 14 -15 35 16 18 19 -20 -21 -22 22 25 27 -26 26 -28 -29 29 33 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.0036890243000921165 0.0012803603467272649 0.021980546248480171 0 0 -0.00040649502817681216 0.018288375291849936 0 0 0 -0.022210436017811145 -0.0031315703698956139 0 0.0021354662791019528 0.018325250158408222 0 -0.0028215329545692716 -0.014940090105908086 0.014006925889961892 0 0 0.011832034305621913 0.011401777694901437 -0.0053666146077884095 -0.0083608713013921896 -0.00068501195506112179 -0.017724655987218816 0 0.0015202256539952287 -0.017647311040607756 0 0.00068250110065829601 -0.002051508787226387 0.012283395333226461 -0.0049823105191410038 0.015362812580208773 -0.021020512288667893 0 0 0.0051727327773091756
leaf_weight=8.7888821752785571 828.76542432568476 12.599269518941581 11.939320426725315 16.461155527358645 36.201952455394348 44.206387797463321 3.689618563570547 19.729366958086757 18.834544250123145 74.365423287494195 30.168492554766999 6.6984632618987234 38.294853298017188 17.454394683423747 26.271299940304743 6.9990361878008107 30.887358232823317 74.033569396742678 5.6003585497091981 3.0712171862396636 139.43225105476449 113.25415021871959 51.894758095773796 107.09004767103397 65.546396621357417 92.506599759404708 9.2396865436021454 43.322641583858058 100.50628326606966 135.66960387347717 16.287908830665401 319.0744395248912 122.85305819220503 23.582766070539947 20.211180715661612 38.342060551731265 23.716724832735053 1.0446562167999207 25.588171444141608
leaf_count=11867 748765 10231 14358 10520 38723 48330 3562 14702 19680 42619 45430 7081 76719 31280 61271 5377 26664 41289 1383 1038 160137 89593 127043 90415 30307 109157 6318 15004 95421 136840 8212 563010 174218 24534 19606 89476 41133 853 62995
internal_value=0 -0.000221929 -0.0059814 0.00823913 0.000308482 0.00750487 0.0135076 -0.0120339 -0.0143066 -0.0173091 0.000568863 0.00351698 -0.000544727 0.00864816 -0.00583644 0.00679418 0 0.0067931 -0.00887764 0.011647 0.0105147 -7.94237e-05 -0.00277317 0.000631549 0.00607231 -0.00936964 -0.0144232 -0.00407247 -0.000764319 -0.00417414 -0.0125738 0.000884306 0.00767091 0.00141093 0.004716 -0.0112187 -0.0148013 0.0155013 0
internal_weight=0 1576.28 154.974 30.1051 1421.31 84.098 47.896 124.869 112.929 93.2 1187.94 419.59 152.868 26.2433 126.625 266.722 120.592 84.1038 36.4877 77.1048 146.131 1337.21 508.442 329.213 178.801 179.229 101.746 150.413 768.354 296.258 116.794 472.096 153.022 179.464 155.881 88.3301 62.0588 13.6439 77.4829
internal_count=3105161 1483175 112963 21604 1370212 90615 51892 91359 77001 62299 1621986 554715 311746 43147 268599 242969 75751 47704 28047 42327 167218 1279597 530832 225319 119900 305513 115475 105419 1067271 284613 103633 782658 219648 180980 156446 191880 130609 11084 190038
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=6347438 1 288 1311040 388 8716288 2 86 12 6293632 4201088 2103310 4104 397 25691153 6293636 2132100 2 18 1
is_linear=0
shrinkage=0.1


Tree=161
num_leaves=40
num_cat=25
split_feature=4 3 1 7 1 5 2 2 1 7 1 2 2 1 2 1 2 1 3 3 7 2 7 3 1 1 1 3 1 7 2 3 3 2 3 1 1 1 3
split_gain=0.0472325 0.197709 0.150546 0.0728054 1.34572 1.92016 1.72368 1.55667 1.32874 0.881986 3.11087 2.79055 1.3538 1.76459 1.26646 0.783341 0.742172 2.17979 0.747738 1.10243 0.726264 0.742715 0.717556 0.695103 1.32827 0.809931 0.583529 0.565342 0.442278 0.599002 0.392482 0.354798 0.245599 0.220255 0.213449 0.344434 0.214533 0.201885 0.58482
threshold=0 33.500000000000007 1 1.5000000000000002 2 3 4 5 6 2.5000000000000004 7 8 9 10 11 12 13 14 1.5000000000000002 4.5000000000000009 1.0000000180025095e-35 15 5.5000000000000009 4.5000000000000009 16 17 18 37.500000000000007 19 5.5000000000000009 20 6.5000000000000009 25.500000000000004 21 1.5000000000000002 22 23 24 13.500000000000002
decision_type=1 2 9 2 9 1 1 1 9 2 9 1 1 9 1 9 1 9 2 2 2 1 2 2 9 9 9 2 9 2 1 2 2 1 2 9 9 9 2
left_child=3 -2 -3 8 5 9 -7 22 20 10 11 -5 15 -14 -12 -11 17 37 -19 -20 -1 31 -6 25 27 -9 34 -25 -8 -30 -26 -22 -33 -27 36 -36 -18 -10 -39
right_child=1 2 -4 4 7 6 28 23 16 12 14 -13 13 -15 -16 -17 26 18 19 -21 21 -23 -24 24 30 33 -28 -29 29 -31 -32 32 -34 -35 35 -37 -38 38 -40
leaf_value=0 0 0.0097144610584231836 0 0.029702079480216144 -0.016226234384561469 0.02321228028167973 0.0053427242395177772 -0.011433881205206112 0.0073409676564276383 0.0079185707448973502 0.0048255945773287793 0 0.0024563084017084867 -0.013749991381711721 -0.012720538626802903 -0.0025326338495488005 0.0040605283422047748 -0.014212805110131191 0.0094540139202537801 -0.0089677286626166225 0.025719233802004905 0 0 0.015595983534677999 0.00017062131070955721 0.0023466328895630733 -0.0088484692335815841 0 -0.013304070760048373 0 -0.0085956557631813764 -0.0054725373352594768 0.006677277442159818 -0.0029201607620288495 0.00020279540267436507 -0.0054541596245579428 -0.0012104717478607417 0.002941838814028788 -0.007143616323147888
leaf_weight=87.1373981324341 358.84647363643307 1.8817520474112823 1.2060582205303938 36.595061979161983 80.550337189650236 44.383668471691635 7.4559513202293601 36.72059457990872 110.66913805387594 117.14195954450406 18.163498079185956 38.176259327490698 59.408933926089958 116.79590942457435 49.786672968300991 50.160751475177676 91.376687369807769 86.510500236076041 29.342075613374618 41.131549263853231 18.49865609175686 34.113552288574283 12.437980537495603 71.70685605952167 12.872321555973031 160.87540455556064 191.95995477005181 3.3650088617723659 24.189955979595656 3.337166513903866 26.667847229138715 5.9561350070580366 0.93226912355748925 88.573699316150851 52.703591215373308 150.11778728047284 34.885385301582573 381.13567065732423 26.377503625975805
leaf_count=136800 488164 784 783 40159 93921 109508 12523 109741 174898 81424 18027 39496 53228 117218 41555 52707 71339 154776 43386 42489 28696 65188 13320 30593 10660 173713 259010 1059 73382 5141 23305 8625 976 131192 55826 85132 66349 182599 7573
internal_value=0 0.00109491 0.00859961 -3.57177e-05 0.000428635 0.00386151 0.0160662 -0.00294429 -0.000621928 0.000545119 0.00681545 0.0177626 -0.00159506 -0.0074548 -0.00520112 0.00345386 -0.00198009 0 -0.00879669 0 0.00693318 0.013677 -0.0123495 0 0.00589204 -0.00247111 -0.00468379 0.0123062 0 -0.00674063 -0.00331949 0.0192258 0 0 -0.000745958 -0.00308448 0.000913927 0.00342686 0.00113238
internal_weight=0 361.934 3.08781 2402.21 1059.37 565.596 79.3667 493.77 1342.85 486.229 142.721 74.7713 343.508 176.205 67.9502 167.303 1196.21 675.166 156.984 70.4736 146.638 59.5006 92.9883 400.782 114.612 286.17 521.043 75.0719 34.9831 27.5271 39.5402 25.3871 6.8884 249.449 329.083 202.821 126.262 518.182 407.513
internal_count=3105265 489731 1567 2615534 1231872 644368 200554 587504 1383662 443814 139237 79655 304577 170446 59582 134131 1143377 605721 240651 85875 240285 103485 107241 480263 65617 414646 537656 31652 91046 78523 33965 38297 9601 304905 278646 140958 137688 365070 190172
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 10491202 8161498 2 299 531 8409860 6553794 310 666 1050640 320 2621466 595 4729960 818 22272 29184 20251682 7602178 132 392 1376288 2098178 4196392
is_linear=0
shrinkage=0.1


Tree=162
num_leaves=40
num_cat=19
split_feature=1 2 9 1 3 3 1 1 3 7 3 8 3 9 2 3 1 2 2 7 2 8 1 7 3 3 7 2 3 3 8 3 3 3 3 1 8 7 3
split_gain=0.0606333 0.595378 0.689672 1.16818 1.01909 0.605065 1.70495 1.34049 1.22948 1.01306 1.20117 0.963151 0.615938 0.561289 1.69147 1.10083 1.0373 0.864235 0.705723 1.55511 1.82245 0.864942 0.82468 0.714458 1.28669 0.670976 0.90016 0.557279 0.425693 0.401989 0.401361 0.389101 0.371893 0.339038 0.333381 0.314339 0.609149 0.471695 0.311455
threshold=0 1 2 3 5.5000000000000009 6.5000000000000009 4 5 7.5000000000000009 4.5000000000000009 58.500000000000007 6 70.500000000000014 7 8 24.500000000000004 9 10 11 4.5000000000000009 12 13 14 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 15 10.500000000000002 5.5000000000000009 16 14.500000000000002 6.5000000000000009 2.5000000000000004 7.5000000000000009 17 18 1.5000000000000002 12.500000000000002
decision_type=9 1 1 9 2 2 9 9 2 2 2 1 2 1 1 2 9 1 1 2 1 1 9 2 2 2 2 1 2 2 1 2 2 2 2 9 1 2 2
left_child=1 2 3 38 27 7 8 -3 -7 10 -8 12 -10 15 -15 18 -16 -17 21 35 28 23 -22 24 -2 -23 -27 -4 -21 -25 -18 -6 -5 -29 -34 36 -20 -37 -1
right_child=13 5 4 32 31 6 9 -9 11 -11 -12 -13 -14 14 16 17 30 -19 19 20 22 25 -24 29 -26 26 -28 33 -30 -31 -32 -33 34 -35 -36 37 -38 -39 -40
leaf_value=0.0051520566751044848 0.020184392688860214 -0.00049108121024684975 0 -0.0095918365029915142 -0.0096375217493936058 -0.0059405198210281092 -0.023792205032659143 0.0091491204674578556 0.022588734940613444 0 0 0 0 0.0039580229906018439 0 0.015705090465057622 0 0 0.0075521693295970763 -0.0081874143201470517 0 -0.010415866894684806 0.022788582699198021 -0.0098183885352925906 0 -0.0059517437712419468 0.0026294168333136358 0.024193550972917862 0.0028772952671496663 0.0014027881434784673 -0.018529942045027475 0.00048323281643278542 0.0078862228488748038 0 -0.0040601426768412212 5.4861659323435179e-05 -0.0017704329416236876 -0.0048425219544274336 -0.001977180936150175
leaf_weight=113.42459805583167 24.868655518923333 178.84934745760074 7.9111828091372445 195.42770156948609 14.200423928326929 6.1288296594284466 36.646684798732167 253.83633760698467 37.288079299243691 5.3431722724490092 5.6857041250914326 11.862674281670477 2.190691342635545 65.553964849255863 26.107863422806986 40.233196480156039 14.190491211436893 21.272195399549673 104.92678192754738 33.076807541139715 13.5175546851533 137.18856375824225 51.023564262755826 12.103695528996466 17.634005961059302 203.41137875014829 178.65075216277546 12.661826769843179 2.0608270634693318 2.5199072710965984 74.48769936111421 7.784852465541916 7.0588998884195453 8.7657760106521874 32.422846962421318 544.39826353959324 40.381488107264886 207.69706638667958 9.740951855783349
leaf_count=181334 30525 256311 10717 303963 8375 6097 33088 418672 33282 3600 1412 9634 999 51804 18231 6623 12635 14569 163080 38238 28006 218838 38921 15161 11270 162794 136411 14559 1056 1347 54158 3846 5927 7214 27894 442118 64794 256294 11468
internal_value=0 0.000770605 -0.00157936 -0.00377015 0.00557445 0.00306409 -0.00155642 0.00492963 0.00605204 -0.012549 -0.018855 0.0135788 0.0176036 -0.000137696 -0.00510729 0.000311599 -0.0115776 0.0110372 -0.000119219 0.00128171 0.0115406 -0.00295338 0.0183733 0.00475249 0.0114391 -0.00461687 -0.00131188 0.0145109 -0.0016528 -0.00151875 -0.0159055 -0.0020722 -0.0077242 0.0171502 0 0 0.00351955 -0.00103465 0.00220853
internal_weight=0 947.231 409.399 358.075 51.3241 537.832 105.146 432.686 57.4703 47.6756 42.3324 51.3414 39.4788 1815.3 180.34 1634.96 114.786 61.5054 1573.46 997.082 99.6788 576.377 64.5411 57.1263 42.5027 519.251 382.062 29.3388 35.1376 14.6236 88.6782 21.9853 234.909 21.4276 39.4817 897.404 145.308 752.095 123.166
internal_count=3105265 1338392 575297 530586 44711 763095 88112 674983 50012 38100 34500 43915 34281 1766873 136828 1630045 85024 21192 1608853 1032507 106221 576346 66927 58303 41795 518043 299205 32490 39294 16508 66793 12221 337784 21773 33821 926286 227874 698412 192802
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=5560486 680 1 1064962 6150 1050626 5 1 289 2163200 14 294 65 12 8462593 8 2 8912912 9
is_linear=0
shrinkage=0.1


Tree=163
num_leaves=40
num_cat=22
split_feature=1 9 2 2 8 8 7 7 3 9 2 8 1 5 2 3 1 1 1 7 7 8 3 3 3 2 7 7 2 1 1 1 3 8 3 7 3 3 3
split_gain=0.0449766 0.757731 1.95614 1.30118 1.24226 0.616687 0.592065 0.446521 0.489192 0.399765 1.88561 1.18241 0.980893 1.44869 0.83986 0.824611 1.14267 0.813653 0.676869 1.21592 0.649792 0.553707 0.545964 0.48649 1.51509 1.2108 1.18708 1.21923 0.830166 0.812223 0.450673 0.437151 0.40384 0.368747 0.356533 0.347891 0.313946 0.279419 0.269038
threshold=0 1 2 3 4 5 4.5000000000000009 1.5000000000000002 3.5000000000000004 6 7 8 9 10 11 4.5000000000000009 12 13 14 2.5000000000000004 1.0000000180025095e-35 15 14.500000000000002 11.500000000000002 3.5000000000000004 16 1.5000000000000002 1.0000000180025095e-35 17 18 19 20 17.500000000000004 21 1.0000000180025095e-35 1.5000000000000002 3.5000000000000004 5.5000000000000009 4.5000000000000009
decision_type=9 1 1 1 1 1 2 2 2 1 1 1 9 1 1 2 9 9 9 2 2 1 2 2 2 1 2 2 1 9 9 9 2 1 2 2 2 2 2
left_child=1 3 4 5 -3 6 37 -5 -9 14 17 15 -13 -14 18 30 -17 20 35 33 22 31 -11 24 29 -26 27 -25 -28 -23 -12 -16 -18 -20 -35 -2 -4 -1 -19
right_child=9 2 36 7 -6 -7 -8 8 -10 10 11 12 13 -15 21 16 32 38 19 -21 -22 23 -24 26 25 -27 28 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.012802465833036309 0.00077212722631354121 0 0 0 0.025027156675890422 -0.0017437554085807485 0 -0.0099437614715544159 0 0.023683417170382623 0 0 -0.026766144381711984 0 0 -0.0032400088401950532 0.023190122810610812 -0.0064189941592960017 0.0042322214082195705 0.019374377922701375 0 -0.0040716168489307097 0 0.0055562376879370219 -0.012378251798902846 0 -0.00018512179855465898 -0.011109440938610578 0.015589089610331187 0.0016781048959792592 -0.011476986985036547 0.01390157171280737 0 0 -0.0096156923178261564 -0.0085296737357256069 -0.0093249045264545815 0 0.0012470149795092472
leaf_weight=109.97366351739583 29.455221549069392 10.605840774900571 16.053698796044046 167.85258362200693 28.73357820563615 12.90948587706225 18.854607749995921 126.4290282575912 64.548680969433917 13.590542260149958 10.58627341740066 17.946582031581784 60.795776535436744 3.5309743109464753 4.1067485033854609 5.4299628297012532 13.733940178906783 35.126700247499684 124.83454699959748 45.08025609404649 28.504882995352091 288.92709306222969 1.1031699693994585 49.430900662569911 161.1117327605607 172.07915156619129 8.0652831865154422 50.347825414566614 52.204968294739956 907.87810969181783 16.4311451158319 11.777304698232909 6.9270366336422731 6.6220997038653904 19.661059190595552 18.055429813450246 17.294504037490697 13.965675367566289 11.446113294077803
leaf_count=175586 56335 10539 24309 244614 25633 19407 20559 217875 50263 6958 12626 12454 42073 7221 5912 3395 6186 42597 149555 53181 15343 380432 359 14439 139403 123482 7409 49881 19134 1004039 17459 13254 1048 14132 19246 65903 11641 12725 8609
internal_value=0 0.000866261 0.00885271 -0.000120701 0.0183683 0.00600737 0.00857755 -0.00386478 -0.00691794 -7.8117e-07 -0.00384142 -0.0106627 -0.0164207 -0.020933 0.000342699 0 0.00973858 0.00454568 0.00545597 0.00809447 0.0114937 -0.00032618 0.0206132 -0.000796486 -0.00150973 -0.00717678 0.00356335 -0.0011657 0.0125013 0 -0.00716418 0.00909864 0.0163769 0.000868295 -0.00362615 -0.000731227 -0.00338478 0.0114404 -0.000766568
internal_weight=0 587.221 72.6876 514.534 39.3394 155.703 142.794 358.83 190.978 2174.79 225.153 135.382 82.2733 64.3268 1949.64 53.1084 26.0909 89.7714 243.709 196.198 43.1986 1705.93 14.6937 1690.05 1530 333.191 160.049 99.7787 60.2703 1196.81 27.0174 15.8841 20.661 151.118 26.2832 47.5107 33.3482 123.939 46.5728
internal_count=3105216 813151 72122 741029 36172 228277 208870 512752 268138 2292065 176328 102462 61748 49294 2115737 40714 10629 73866 358352 236114 22660 1757385 7317 1738219 1647356 262885 90863 64320 26543 1384471 30085 19166 7234 182933 33378 122238 35950 188311 51206
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=5542564 1 738 261 1 3 1 417 6 2162690 2 24 8912914 2100480 84225 8 196 896 27795458 8996866 598274 5
is_linear=0
shrinkage=0.1


Tree=164
num_leaves=40
num_cat=21
split_feature=4 3 1 3 9 1 2 1 1 0 7 7 9 1 2 3 3 7 1 1 2 3 2 2 7 1 3 1 1 1 7 3 3 7 7 3 7 2 3
split_gain=0.049548 0.188481 0.147423 0.0777836 0.603987 0.735153 0.618688 0.662127 0.632999 0.423682 0.379068 0.378478 0.294011 2.12306 0.835388 0.516633 1.3328 0.730126 0.761299 0.422297 0.827312 0.377966 0.36417 0.362583 0.784515 1.64818 0.558701 1.93399 0.995249 0.421081 0.305999 0.285068 0.215345 0.215053 0.210501 0.175423 0.12881 0.104618 0.0537343
threshold=0 33.500000000000007 1 19.500000000000004 2 3 4 5 6 7 2.5000000000000004 5.5000000000000009 8 9 10 4.5000000000000009 7.5000000000000009 2.5000000000000004 11 12 13 5.5000000000000009 14 15 5.5000000000000009 16 6.5000000000000009 17 18 19 7.5000000000000009 3.5000000000000004 1.5000000000000002 2.5000000000000004 12.500000000000002 10.500000000000002 1.5000000000000002 20 48.500000000000007
decision_type=1 2 9 2 1 9 1 9 9 1 2 2 1 9 1 2 2 2 9 9 1 2 1 1 2 9 2 9 9 9 2 2 2 2 2 2 2 1 2
left_child=3 -2 -3 12 6 37 7 -5 -8 -9 -10 -11 19 14 -14 17 33 18 -15 20 32 31 -18 26 29 -26 28 -28 -21 -25 -23 -22 36 -17 -16 -34 -1 38 -6
right_child=1 2 -4 4 5 -7 8 9 10 11 -12 -13 13 15 34 16 22 -19 -20 23 21 30 -24 24 25 -27 27 -29 -30 -31 -32 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=-0.0040248546019393764 0 0.0096257594505487713 0 -0.0011897419942497316 0 -0.016140017907099301 0.0011848119516368223 0 -0.016758266987512899 0.017751502532914572 0 0 0 0.0066771505802931674 0.018570838274676874 0 0 -0.017332447154376072 -0.0078638337664937961 0.0011661492158388464 -0.0046669132730307403 -0.016743162141020385 -0.010836541225644016 0.002797328117692224 -0.0033621373031943302 0.016879290678535438 -0.0075449408946092356 0.012512434754459213 -0.0053331106271919324 -0.001438820984616608 0 0.0022761779315585355 0.0073440866192730552 0.018620866534028408 0 0 0.00033682350002118975 0 0.0073434651146435789
leaf_weight=49.145597006085154 358.58704546710214 1.9137380089960059 1.1938735341536806 15.148268931690836 4.1697418499534233 14.330919704458211 9.1346765812122594 24.886931727996853 20.186249010890609 34.077026682207361 6.1723369525134322 1.0304470119299356 29.219507816309488 32.987442350942729 76.890116428348847 12.554142871260412 9.8775379402213712 19.534101179488061 30.486836875559675 338.95904359940596 100.95559002151276 40.279584457079181 15.892693191388391 393.06982617289214 22.048787632280437 53.066805349328206 31.231411141503486 74.033002599491738 426.62152464760766 401.67049768976449 1.1262721480889002 19.798542917000304 44.363000213976193 6.2169935525889732 0.52652489489992049 6.1127272128505856 22.792109412503123 6.8286789679405056 4.3950016029411927
leaf_count=77850 488329 784 783 4770 1180 4695 5435 17856 14875 4802 3154 353 25215 25918 75819 8824 3902 20835 32369 396881 161527 24604 7835 548261 35700 45610 27959 54761 485724 390512 455 19370 42402 2961 448 2970 35453 3209 815
internal_value=0 0.00115716 0.00853064 0 -0.00211465 -0.0106717 0 0.00591375 -0.00534907 0.010466 -0.0114836 0.0158744 8.36686e-05 0.00330478 0.0122057 -0.00368085 0.000117653 -0.00818962 0 -0.000185629 -0.00358172 -0.00785471 -0.00723811 0.000270125 0.00180055 0.0101059 -0.000941135 0.00435735 -0.0021954 0.000334595 -0.0152662 -0.00131212 0.000771965 0.0146078 0.0164565 0.00529533 -7.53301e-06 0 0.00464133
internal_weight=0 361.695 3.10761 2399.82 140.36 29.7243 110.636 75.1427 35.4933 59.9944 26.3586 35.1075 2259.46 234.186 106.636 127.55 44.5414 83.0084 63.4743 2025.27 284.573 162.16 25.7702 1740.7 869.856 75.1156 870.845 105.264 765.581 794.74 41.4059 120.754 122.413 18.7711 77.4166 50.4757 71.9377 15.3934 8.56474
internal_count=3105205 489896 1567 2615309 61144 9899 51245 27781 23464 23011 18029 5155 2554165 204126 101482 102644 23522 79122 58287 2350039 364631 205956 11737 1985408 1020083 81310 965325 82720 882605 938773 25059 180897 158675 11785 76267 45372 113303 5204 1995
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=1 10491202 1 1313184 86 3490184 11534912 1 1 3513132 788 17538 20296192 645 24 165 12599555 4194769 16725 4735442 148
is_linear=0
shrinkage=0.1


Tree=165
num_leaves=40
num_cat=19
split_feature=4 3 1 3 9 1 2 1 1 3 7 9 1 2 3 7 3 7 1 7 7 2 1 1 1 3 2 2 2 7 7 1 7 7 3 3 3 7 7
split_gain=0.0522928 0.183521 0.146949 0.0784329 0.562998 0.702658 0.515017 0.61199 0.597066 0.413887 0.35444 0.241324 1.86664 1.0596 0.758921 0.838697 0.759412 0.647313 0.807339 0.516374 0.355516 0.542122 1.14827 1.07461 0.476642 0.670603 1.25352 0.759386 0.395453 2.07983 0.544269 0.324264 0.272594 0.265195 0.20984 0.185547 0.168508 0.154293 0.130753
threshold=0 33.500000000000007 1 19.500000000000004 2 3 4 5 6 24.500000000000004 2.5000000000000004 7 8 9 4.5000000000000009 2.5000000000000004 8.5000000000000018 2.5000000000000004 10 1.5000000000000002 6.5000000000000009 11 12 13 14 3.5000000000000004 15 16 17 4.5000000000000009 4.5000000000000009 18 9.5000000000000018 6.5000000000000009 1.0000000180025095e-35 18.500000000000004 26.500000000000004 6.5000000000000009 11.500000000000002
decision_type=1 2 9 2 1 9 1 9 9 2 2 1 9 1 2 2 2 2 9 2 2 1 9 9 9 2 1 1 1 2 2 9 2 2 2 2 2 2 2
left_child=3 -2 -3 11 6 -6 7 36 -8 -9 -10 20 13 33 17 31 -17 18 -14 34 24 22 -22 -23 25 26 -1 -27 29 -26 -30 -16 -21 35 -15 -13 -5 -11 -25
right_child=1 2 -4 4 5 -7 8 9 10 37 -12 12 14 19 15 16 -18 -19 -20 32 21 23 -24 38 28 27 -28 -29 30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0071122333492269728 0 0.0095741980390043058 0 0 0 -0.015758692840483739 0.0011743162047287152 0 -0.016126089391957345 0.015099476978425924 0 0.022120060615748678 0.0064146886356210402 0 0 0.020615355036034698 0 -0.017422111304235467 -0.0081538175566256872 -0.0113702764393676 0.006910755401943117 -0.00098988947404290788 -0.012051705178160304 0.019644528001165132 0 0 -0.0053124671194455086 -0.014574372197125433 0.00018379466231269463 -0.016670935035037075 0.0079754708330384127 -0.0082679077717565646 0 0 0.0086928040561488167 0 -0.0062232332880656008 0 0
leaf_weight=92.434674731088307 358.50503413448314 1.932602929882705 1.1938735341536806 6.5195246133371283 15.439264836153598 14.099675616962486 9.1391860819276172 11.533894193315062 19.816547301845279 42.759662820062658 6.1885774456459322 50.95283227471009 33.165720843848248 5.2828353724326034 20.838734899429255 8.0905936757335422 5.6507102876639683 20.799811956188933 36.1491311431746 17.235875763155494 20.76434010045341 17.529950793144963 19.077584261394804 32.562474670543452 501.72446550685345 68.705089501760085 166.79257276150202 54.238005682105722 909.40056556570744 52.504108241098947 84.581424410436739 11.174825310707091 0.65088827535509963 3.2790128868764432 21.36348364555306 0.38088365715520822 14.310479430278063 0.4821787442342601 4.8679276291259148
leaf_count=126548 487973 785 783 3834 5217 4664 5440 5529 14629 13506 3169 41026 25933 9095 9313 3690 2036 24044 43940 15330 20692 20332 20819 32203 560716 55499 268517 44318 1044039 55379 95491 9548 554 2150 18461 157 4720 220 4922
internal_value=0 0.00117323 0.008466 0 -0.00213795 -0.0103746 0 0.0053794 -0.00490077 0.0101459 -0.0109987 5.1037e-05 0.00297888 0.0117778 -0.00312382 0.00247147 0.014017 -0.00863018 0 0 -0.00018128 0.00474263 0 0.00930861 -0.000645004 -0.00363623 0 -0.00901273 0 -0.0018778 0.00134093 -0.00203013 -0.00840245 0.0182154 0.00561016 0.0215451 -0.000652582 0.0143327 0.016026
internal_weight=0 361.632 3.12648 2400.49 140.289 29.5389 110.75 75.6057 35.1443 54.7757 26.0051 2260.2 235.015 99.1458 135.87 45.7549 13.7413 90.1147 69.3149 44.5331 2025.18 94.8023 39.8419 54.9604 1930.38 382.17 259.227 122.943 1548.21 554.229 993.982 32.0136 17.8868 54.6127 26.6463 51.3337 20.83 43.2418 37.4304
internal_count=3105221 489541 1568 2615680 60928 9881 51047 27809 23238 19255 17798 2554752 205277 86773 118504 24587 5726 93917 69873 43440 2349475 98968 41511 57457 2250507 494882 395065 99817 1755625 616095 1139530 18861 15884 43333 27556 41183 8554 13726 37125
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1 10491202 1 1313184 86 3492232 11534912 1 3513124 226 17538 385 295665 4223537 20298241 788 228 294 17480
is_linear=0
shrinkage=0.1


Tree=166
num_leaves=40
num_cat=23
split_feature=4 3 1 3 9 3 1 0 2 7 2 2 3 3 3 1 7 1 2 7 2 1 3 3 1 7 9 9 1 1 2 7 3 1 3 9 3 1 2
split_gain=0.0538972 0.178825 0.146525 0.0783803 0.518371 0.701404 0.44739 0.780348 1.09617 0.473497 0.430716 0.275453 0.248795 0.191392 0.236171 0.395706 0.213779 0.210698 0.245343 0.18362 0.155117 0.131011 0.116392 0.0874782 0.932852 0.400842 0.314955 0.201483 1.61605 0.52266 0.0790958 0.0642848 0.0433884 0.0402717 0.0334787 0.128727 0.42889 1.00934 0.355629
threshold=0 33.500000000000007 1 19.500000000000004 2 37.500000000000007 3 4 5 5.5000000000000009 6 7 147.50000000000003 16.500000000000004 13.500000000000002 8 2.5000000000000004 9 10 4.5000000000000009 11 12 23.500000000000004 11.500000000000002 13 1.0000000180025095e-35 14 15 16 17 18 4.5000000000000009 69.500000000000014 19 16.500000000000004 20 5.5000000000000009 21 22
decision_type=1 2 9 2 1 2 9 1 1 2 1 1 2 2 2 9 2 9 1 2 1 9 2 2 9 2 1 1 9 9 1 2 2 9 2 1 2 9 1
left_child=3 34 -3 13 6 31 7 10 9 -9 22 -8 -13 14 23 -16 17 18 -15 -12 -17 30 -5 27 26 -26 -25 29 -29 -1 -7 -6 -10 -18 35 36 -2 -38 -37
right_child=1 2 -4 4 5 21 11 8 32 -11 19 12 -14 16 15 20 33 -19 -20 -21 -22 -23 -24 24 25 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 38 37 -39 -40
leaf_value=0.00079248974877393354 0 0.0095286855451766506 0 0 -0.017734786301610756 0 0 0.021194010974052456 -0.0036793629026548313 0 -0.013489137660111764 -0.011739240912483871 0 0.013699389186985864 0 0 2.0640481043338506e-05 0 0 0 -0.011803157561570736 -0.0017949285449595899 0.0062071036421346721 0.01677114709096807 0 -0.0094273256288798755 0 0.011553829552287809 -0.0028384086763230875 -0.0024053303628957506 0.006798691378929099 0 0 -0.0030166582563703691 -0.0019440948442783421 0.0012998708730006217 -0.0025150510991152355 0.015071987079477787 -0.0077608875383512925
leaf_weight=1120.5287735678839 282.95697574113001 1.9491587835509561 1.1938735341536806 2.2956591035035654 13.300528966748971 1.8678983890858942 16.988456893639523 36.652749597633374 9.2584887138218601 1.0469376884866495 9.2580808934362722 25.345089367285258 0.87168580302386445 12.545172846221247 8.3688542644813406 3.9680317715974525 3.8125549706601305 10.882975640430233 7.0130990723409949 0.28387988702161315 24.20784008559713 4.7183527884917558 5.739832342362206 21.180375724215992 8.9372973391873511 23.619804302623379 5.5215691211051334 83.528022816874 130.2568204001509 791.63679871511431 8.5763731523766165 0.85768505414307661 3.1349845971417372 4.2514213180256757 9.6453893599536951 10.32943832647288 7.1585326906642877 27.679860173040652 20.649099468340868
leaf_count=1102798 420564 784 783 2742 4805 765 3498 4338 3178 255 10833 17375 454 5410 10069 4250 1116 9616 3347 322 12681 1975 7494 16909 2943 17768 2253 82658 113189 1168082 2081 238 596 1672 5749 12822 6840 21542 20438
internal_value=0 0.00119087 0.00840894 0 -0.00213859 -0.0100253 0 0.00532992 0.0117607 0.0168118 -0.00143079 -0.00412412 -0.00811728 4.85531e-05 0 -0.00594554 0.00529313 0.00819298 0.0101733 -0.00924663 -0.00962006 0 0.00187409 6.51122e-05 0.00314733 -0.00299923 0.0119718 0 0.00264152 -0.00040195 0.00480785 -0.0171422 -0.00122763 0 0 0.000698769 0.00192626 0.00927635 -0.00172633
internal_weight=0 361.562 3.14303 2400.46 140.197 29.3208 110.876 67.6706 50.0932 37.6997 17.5775 43.2052 26.2168 2260.26 2221.75 36.5447 38.5052 30.4412 19.5583 9.54196 28.1759 15.1626 8.03549 2185.21 59.259 32.5571 26.7019 2125.95 213.785 1912.17 10.4443 14.1582 12.3935 8.06398 358.419 348.774 317.795 34.8384 30.9785
internal_count=3105232 489522 1567 2615710 60949 9864 51085 29758 8367 4593 21391 21327 17829 2554761 2533600 27000 21161 18373 8757 11155 16931 4821 10236 2506600 39873 20711 19162 2466727 195847 2270880 2846 5043 3774 2788 487955 482206 448946 28382 33260
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 10491202 1 10499670 1 348 98 6 4456747 3163900 186 320 2361568 2378216 1 1 367146 14157269 72 526610 1 859396 593
is_linear=0
shrinkage=0.1


Tree=167
num_leaves=40
num_cat=17
split_feature=1 9 2 8 8 2 6 7 2 2 3 3 7 7 3 7 9 2 8 2 3 3 8 3 3 8 7 7 3 3 2 3 3 7 3 7 7 7 2
split_gain=0.0601058 0.68094 1.31964 0.475436 0.432326 0.882588 0.817955 0.438473 1.28372 0.693797 0.953112 0.511895 0.776055 0.435876 0.400674 0.383576 0.333057 2.69614 1.36247 0.864428 0.390057 0.449119 0.416668 0.394643 0.324632 0.311553 1.09689 0.941694 0.657823 0.615965 0.445496 1.25804 0.757091 0.700396 1.74445 0.472888 0.292156 0.287754 0.318197
threshold=0 1 2 3 4 5 6 4.5000000000000009 7 8 25.500000000000004 5.5000000000000009 7.5000000000000009 3.5000000000000004 35.500000000000007 3.5000000000000004 9 10 11 12 1.5000000000000002 1.0000000180025095e-35 13 16.500000000000004 14.500000000000002 14 9.5000000000000018 3.5000000000000004 3.5000000000000004 3.5000000000000004 15 11.500000000000002 28.500000000000004 2.5000000000000004 2.5000000000000004 1.5000000000000002 1.5000000000000002 5.5000000000000009 16
decision_type=9 1 1 1 1 1 1 2 1 1 2 2 2 2 2 2 1 1 1 1 2 2 1 2 2 1 2 2 2 2 1 2 2 2 2 2 2 2 1
left_child=1 4 -3 -4 5 6 14 9 11 10 13 12 -9 -6 -1 36 19 24 -19 20 21 -2 -22 -24 -18 30 27 28 -27 -29 33 -32 -33 35 -35 -21 -11 38 -10
right_child=16 2 3 -5 7 -7 -8 8 37 15 -12 -13 -14 -15 -16 -17 17 18 -20 25 22 -23 23 -25 -26 26 -28 29 -30 -31 31 32 -34 34 -36 -37 -38 -39 -40
leaf_value=0.020152137245192325 0.0047806819843496419 0.0020741186369493082 0 -0.015533236602447249 -0.0010652516489261961 0 0 0.021885040269699882 0 -0.0035458299519661313 0.014265997742110481 0 0 0.008500431302625568 0 -0.010670503067387732 -0.013120232993852536 0 0.017502726027864599 0.0013809860014560335 0 -0.0071441543345123594 0.013944725881771945 0 0 0.0012097007192484539 0.010858716167307754 -0.019157671406096796 -0.0085368745799346245 0 -0.0051911124373039573 0.01493160598726426 0 0.014768622014219485 -0.0028012787528868097 -0.0077758775096791622 0.00026688862960936254 0 -0.010297822703267298
leaf_weight=37.896494324228115 46.323655667503772 51.857917740151606 13.580278277004254 68.149881890134566 471.29839403385358 88.571019235208041 3.2043375900429956 33.907383676170866 11.194650440396799 315.37497127840106 20.42991522817465 7.8206760098546502 6.3103573640692039 22.450193955980467 0.90539461679872957 57.870004739897922 36.528511858712591 34.535911464361561 86.565140404774866 123.71309877005115 17.726442690138356 23.818132405533106 75.680980134842684 20.942853946355172 7.7995698898885157 159.55281208122688 4.2706373272885676 44.157827612376423 59.49149950890569 16.568487174386973 324.97141476342767 27.305292910641583 14.317151255760107 90.142066561817046 48.072262389177922 43.668511277439393 180.07266576614984 45.155469120103589 19.971535255732306
leaf_count=29262 149857 33365 11771 49467 404202 85472 11817 36003 9486 289840 6937 4231 9251 27496 186 53466 40573 36461 76316 156419 19348 54225 92021 7109 2126 245894 4666 61579 64430 13533 520265 23943 5931 108026 42722 53690 195369 48018 20466
internal_value=0 -0.000243035 -0.00644062 -0.0126849 0.000288385 0.00508474 0.0128356 -0.000143945 0.0045193 -0.00107054 0.00113912 0.0133606 0.0180386 0 0.0185075 -0.00354986 0.000623789 0.00444328 0.0121 0 0.0055821 0 0.00881704 0.0106129 -0.00926122 -0.00128662 -0.00384129 -0.00618804 -0.000942304 -0.0152348 0 -0.00229246 0.00852522 0.00258993 0.00746447 -0.000306825 -0.00165302 -0.00153583 -0.00720779
internal_weight=0 1456.02 133.588 81.7302 1322.43 130.577 42.0062 1191.86 124.36 1067.5 514.179 48.0384 40.2177 493.749 38.8019 553.318 1306.15 165.429 121.101 1140.72 184.492 70.1418 114.35 96.6238 44.3281 956.231 284.041 279.771 219.044 60.7263 672.19 366.594 41.6224 305.596 138.214 167.382 495.448 76.3217 31.1662
internal_count=3105239 1326105 94603 61238 1231502 126737 41265 1104765 127455 977310 438635 49485 45254 431698 29448 538675 1779134 155476 112777 1623658 322560 204082 118478 99130 42699 1301098 390102 385436 310324 75112 910996 550139 29874 360857 150748 210109 485209 77970 29952
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=25765201 1 289 2 12 46 2 649 85 1 268 1 14 2 1 384 256
is_linear=0
shrinkage=0.1


Tree=168
num_leaves=40
num_cat=23
split_feature=4 3 1 3 2 1 1 7 3 7 3 3 1 7 1 2 3 8 3 7 5 1 2 2 1 2 2 7 2 7 1 2 3 3 9 3 1 8 1
split_gain=0.0496282 0.177617 0.146127 0.10895 0.34345 0.780168 0.734 0.271632 0.497719 0.192328 0.165958 0.211214 0.381224 0.198097 0.209088 0.238689 0.134838 0.110358 0.0863151 0.17693 0.072774 2.74093 4.28724 2.22475 0.354084 0.865516 0.679233 0.046113 0.0402531 0.128459 0.0394294 0.035405 0.0325647 0.0324273 0.115155 0.370866 1.03194 0.993395 0.844749
threshold=0 33.500000000000007 1 19.500000000000004 2 3 4 1.5000000000000002 58.500000000000007 5.5000000000000009 16.500000000000004 13.500000000000002 5 2.5000000000000004 6 7 109.50000000000001 8 35.500000000000007 4.5000000000000009 9 10 11 12 13 14 15 5.5000000000000009 16 3.5000000000000004 17 18 155.50000000000003 16.500000000000004 19 2.5000000000000004 20 21 22
decision_type=1 2 9 2 1 9 9 2 2 2 2 2 9 2 9 1 2 1 2 2 1 9 1 1 9 1 1 2 1 2 9 1 2 2 1 2 9 1 9
left_child=3 33 -3 10 6 -6 9 8 -8 17 11 20 27 14 15 -12 -7 -5 19 -9 24 22 -22 -23 26 -26 -1 31 29 -14 -15 -13 -19 34 35 37 -37 -2 -39
right_child=1 2 -4 4 5 16 7 18 -10 -11 13 12 28 30 -16 -17 -18 32 -20 -21 21 23 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 38 -40
leaf_value=0.003944133557860793 0.010172773255348572 0.0094778482706933901 0 0 0.00050623904874163845 -0.017048249441784489 -0.012109420022811554 0.0078878925799644763 0 0 0.013289926576354819 0 0.006834202387647665 2.546957582161033e-05 0 0 0 0.014618264560523659 -0.0009859834795729759 0 0.0058773682012534245 -0.0010758781899749502 -0.02390088127531545 0.020142786213984645 -0.0056471631063720494 0.00047115563881432388 -0.00058881310944548576 0 0 0 -0.0029853717313440492 -0.011681866702530318 0 -0.0019441972109158394 -0.0014547129369264149 -0.00075006188999374548 0.013249805118704376 -0.0099664241127900861 0.00014917386220471014
leaf_weight=462.28910902789085 28.038763586213463 1.9674281336774582 1.1943012602569063 4.748493983031949 15.363501373794859 26.426713032429692 35.756620079875574 11.704680161506987 7.5025115356547749 0.81048631768498935 12.729515396582427 2.3891492273105541 8.2558172141143569 3.8114628185576294 10.922973860491767 7.0119585820939418 2.8094511535746269 24.322094758492323 8.7062441625894262 2.232522909747785 65.754150169614149 47.912343479303672 42.761836446728012 68.983673332728358 299.79981461387433 487.36987595909522 708.64144710404071 0.85346501591266033 5.1251859792682799 2.1317078736028625 4.23765974503476 17.543820882012376 0.10420243754924641 9.6459900301269936 30.812027440988459 47.49068639226607 46.445066667118226 75.422063058416825 120.63792614623526
leaf_count=477949 35660 784 783 1849 7849 21384 11648 2208 1362 376 5441 2620 6717 1116 9657 3344 1518 9992 2043 327 178809 102837 175874 134383 290438 627830 518926 498 5465 878 1668 10782 95 5752 33374 46144 45837 133476 187757
internal_value=0 0.00116599 0.00834372 0 -0.00248642 -0.00728394 0 -0.0040823 -0.00798005 0.00892532 0.000124544 0 -0.00558443 0.00496677 0.00778437 0.00982504 -0.0136381 0.0119341 0 0.00433459 0.000141847 0.00173887 -0.00711388 0.0114767 0 -0.00165677 0.00102424 -0.00983511 0 0.00282643 0 -0.0122546 0.0121632 0 0.000678516 0.00185475 0.00629162 0 -0.00350073
internal_weight=0 361.654 3.16173 2399.01 140.488 44.5997 95.8879 65.9026 43.2591 29.9853 2258.52 2219.81 36.2991 38.7136 30.6644 19.7415 29.2362 29.1748 22.6434 13.9372 2183.51 225.412 108.516 116.896 1958.1 787.17 1170.93 20.7864 15.5127 10.3875 8.04912 19.933 24.4263 358.493 348.847 318.035 93.9358 224.099 196.06
internal_count=3105450 489567 1567 2615883 60651 30751 29900 17588 13010 12312 2555232 2534006 26960 21226 18442 8785 22902 11936 4578 2535 2507046 591903 354683 237220 1915143 918268 996875 13900 13060 7595 2784 13402 10087 488000 482248 448874 91981 356893 321233
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 10491202 54 10485792 1325524 11554500 3163900 186 8 2 16871916 929 293 4216804 114 118 355 526610 64 1 7080277 12 8418488
is_linear=0
shrinkage=0.1


Tree=169
num_leaves=40
num_cat=22
split_feature=4 3 1 3 2 1 1 7 3 7 3 3 1 7 1 2 8 3 3 3 1 7 2 1 2 2 8 3 2 1 1 2 1 8 1 7 7 3 7
split_gain=0.0522862 0.172295 0.145604 0.0850353 0.306335 0.73803 0.643867 0.23872 0.461445 0.181696 0.14915 0.191529 0.365282 0.186206 0.202471 0.23768 0.110388 0.0782665 0.117947 0.0623822 0.836149 0.360689 0.168959 0.130538 0.405783 0.326447 0.0428528 0.0416437 0.86754 0.682845 0.550118 0.507159 1.38302 0.795888 0.719263 2.20997 0.729629 0.457832 0.442123
threshold=0 33.500000000000007 1 19.500000000000004 2 3 4 1.5000000000000002 58.500000000000007 5.5000000000000009 16.500000000000004 13.500000000000002 5 2.5000000000000004 6 7 8 35.500000000000007 28.500000000000004 11.500000000000002 9 1.0000000180025095e-35 10 11 12 13 14 3.5000000000000004 15 16 17 18 19 20 21 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 3.5000000000000004
decision_type=1 2 9 2 1 9 9 2 2 2 2 2 9 2 9 1 1 2 2 2 9 2 1 9 1 1 1 2 1 9 9 1 9 1 9 2 2 2 2
left_child=3 27 -3 10 6 -6 9 8 -8 16 11 19 26 14 15 -12 -5 18 -9 23 22 -22 -21 24 -1 -25 -13 31 29 -29 -30 32 33 37 35 -33 -36 -2 -34
right_child=1 2 -4 4 5 -7 7 17 -10 -11 13 12 -14 -15 -16 -17 -18 -19 -20 20 21 -23 -24 25 -26 -27 -28 28 30 -31 -32 34 38 -35 36 -37 -38 -39 -40
leaf_value=0.0034666206922519503 0 0.0094229135473081309 0 0 0.00037361229716728443 -0.013196437446829563 -0.011489343085810233 0 0 0 0.012935842695641912 0.0030021765781538304 -0.0091905773204743468 0 0 0 0.01159700334180306 -0.00091283328347984229 0.0073571156343434502 0 0 -0.0097246869033908567 0.012906175379683405 -0.0031506812102304986 -0.0005804806966071593 5.7145842978520791e-05 0 0.01106911762261961 0 -0.0016594730060939462 -0.01404075020136657 0.018701320357265013 -0.01442687968734775 -0.00030911480426404093 -0.007843870778043981 -0.0049768979455726229 0.0071103117584772196 0.020448472500417793 0
leaf_weight=353.77050697497089 8.4885034458275204 1.9876010034204226 1.1943012602569063 4.7563656223646831 16.430254025908653 27.741930465585028 35.391328695041011 8.3559401023958362 7.5182835493469602 0.81339493564155319 12.888909937144488 7.5452001505036588 25.6714783503121 8.0459625004732498 10.932934228490923 7.0308486319554531 24.73678181346623 8.6798827848106139 5.6550406660680883 6.719837785436539 7.4790064910776008 18.565741581856855 26.899686606222531 338.35534091946511 405.34364484326943 1027.3596152565569 2.9218537879205542 27.330105891640414 7.6499395905702841 18.928154818029725 30.856229206896387 66.793628729938064 56.380137714630109 34.2033729852119 50.23830612495658 22.589208379125921 16.670975179615198 11.499653583261532 6.7716055318887802
leaf_count=304834 14715 786 783 1859 8769 21799 11575 1822 1386 380 5483 8682 14838 2786 9678 3371 10094 2017 710 4197 2636 17194 16136 514665 290370 1357112 3373 14106 8998 21066 28071 83889 72463 68902 79344 35588 30737 17264 12710
internal_value=0 0.00118422 0.0082749 0 -0.00221646 -0.00680592 0 -0.00373854 -0.00742314 0.0084016 8.04186e-05 0 -0.00535168 0.00467575 0.00743994 0.00948709 0.0113044 0 0.00412929 9.75032e-05 0.00268181 -0.00355924 0.0105343 0 0.00100929 -0.000591217 0 0 -0.000994531 0.00402854 -0.00970156 0.000998829 -0.00220933 0.00505529 0.00484433 0.00964917 0 0.013321 -0.0108945
internal_weight=0 361.582 3.1819 2399.61 140.079 44.1722 95.907 65.6005 42.9096 30.3065 2259.53 2220.63 36.1385 38.8987 30.8527 19.9198 29.4931 22.6909 14.011 2184.49 59.6643 26.0447 33.6195 2124.83 759.114 1365.71 10.4671 358.4 84.7644 46.2583 38.5062 273.635 117.343 54.1915 156.292 89.3828 66.9093 19.9882 63.1517
internal_count=3105188 489422 1569 2615766 60411 30568 29843 17510 12961 12333 2555355 2534037 26893 21318 18532 8854 11953 4549 2532 2507144 40163 19830 20333 2466981 595204 1871777 12055 487853 72241 35172 37069 415612 186054 100881 229558 119477 110081 31979 85173
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 10491202 54 14680608 1325524 4522299 3163900 186 8 2902504 776 14456324 744 98 9 173 11563720 8912928 172 1378744 6 11292182
is_linear=0
shrinkage=0.1


Tree=170
num_leaves=40
num_cat=18
split_feature=1 2 8 3 3 3 3 7 8 2 1 3 3 1 7 3 1 3 1 3 7 3 2 1 1 7 1 1 1 2 2 3 3 3 3 7 3 3 6
split_gain=0.0536949 0.434416 0.663886 0.466091 0.435858 0.384037 0.238541 0.446836 0.20434 3.41153 1.73937 1.08456 1.15092 1.15964 1.02231 0.91128 0.811752 0.771934 0.689994 0.623889 0.544089 0.449206 1.68606 3.55279 1.32012 2.04276 1.57312 0.960412 0.4884 1.86197 1.51818 0.841297 1.09436 0.794241 1.13113 0.578377 0.567682 0.47983 0.696461
threshold=0 1 2 2.5000000000000004 2.5000000000000004 12.500000000000002 2.5000000000000004 5.5000000000000009 3 4 5 1.0000000180025095e-35 8.5000000000000018 6 2.5000000000000004 19.500000000000004 7 14.500000000000002 8 48.500000000000007 4.5000000000000009 1.0000000180025095e-35 9 10 11 2.5000000000000004 12 13 14 15 16 14.500000000000002 6.5000000000000009 1.5000000000000002 30.500000000000004 1.5000000000000002 38.500000000000007 6.5000000000000009 17
decision_type=9 1 1 2 2 2 2 2 1 1 9 2 2 9 2 2 9 2 9 2 2 2 1 9 9 2 9 9 9 1 1 2 2 2 2 2 2 2 1
left_child=1 3 4 -1 -3 -5 -4 -8 21 10 15 16 13 -13 -12 -10 20 18 -14 -19 -11 22 23 -2 -24 27 -27 -26 30 36 33 32 -31 -23 -35 -33 -30 -32 -39
right_child=8 2 6 5 -6 -7 7 -9 9 11 14 12 17 -15 -16 -17 -18 19 -20 -21 -22 28 24 -25 25 26 -28 -29 29 31 37 35 -34 34 -36 -37 -38 38 -40
leaf_value=0 0.0049151926856364761 0.016503955506526943 -0.0014600605349729537 -0.012775117108545835 0 0 0.0071596387749460798 -0.0019335933517459953 0.018492124359500699 0.017324983334812739 -0.012439650376843261 0 0.015468814779662788 -0.022572855688417028 0.0055218385172290324 0 -0.0056274890997229845 -0.015054120682472661 -4.7022481842269106e-05 0 0 0 -0.0058235557364904539 -0.019850011168795242 0.0035997825160075832 0.023447100207050195 0 -0.008137040636489342 0.0097003762576255287 0 0 0.013249639286239196 -0.010883561996984559 -0.012370465800624444 0.0021193341092875712 0 0 0.011762311689273743 0
leaf_weight=81.828363888474996 57.120812808455412 30.054449164374091 172.82771909153234 28.414646697929133 21.915764162033156 3.4670065965037784 92.520215231234033 7.6997434849035917 82.739564262267777 10.904421046282549 33.819135907509917 33.405971263004176 9.3153683489363157 79.928879139759374 11.653589084096891 10.361173701312508 41.489848128694575 9.9674022160179465 4.0101612098951618 6.5275593729311359 1.6890795820763731 50.875958821190579 123.04971346575439 93.43354432758224 195.23025420934391 40.972010464582127 26.228060460485722 59.01471470213437 314.85542679332139 355.60956893517596 240.26713270677283 34.020811346104892 88.347416266864457 171.32363224304572 19.333445621043211 15.69628184691828 7.6130718878921462 84.328922420085291 9.9325625846831809
leaf_count=113666 92265 47690 328289 36239 21250 6069 107101 6705 78571 20305 38866 19888 5347 85384 11874 2672 42444 6967 3770 2003 3841 43892 119884 277133 198797 55821 39508 100502 320532 443780 192298 21717 71583 80812 3065 8873 3009 31529 11351
internal_value=0 0.00107528 0.00328727 -0.00250567 0.0107834 -0.00959166 0 0.00387271 0 -0.00224675 0.00750281 -0.0104711 -0.0148145 -0.0185856 -0.00308734 0.0143026 0 0 0.0106353 -0.00778625 0.0102604 0.000268677 -0.00177114 -0.00982024 0.000958199 0.00474144 0.0172086 0 0.00137232 0.00294829 -0.000442211 -0.000464266 -0.00254711 -0.0063516 -0.00945319 0.00827242 0.008475 0.0032461 0.00844068
internal_weight=0 438.728 325.018 113.71 51.9702 31.8817 273.048 100.22 2323.07 335.812 138.573 197.239 143.155 113.335 45.4727 93.1007 54.0833 29.8205 13.3255 16.495 12.5935 1987.25 595.049 150.554 444.495 321.445 67.2001 254.245 1392.2 816.143 576.062 493.674 443.957 241.533 190.657 49.7171 322.468 334.529 94.2615
internal_count=3105292 667009 511035 155974 68940 42308 442095 113806 2438283 321932 131983 189949 123359 105272 50740 81243 66590 18087 9117 8970 24146 2116351 883910 369398 514512 394628 95329 299299 1232441 869494 362947 545953 515363 127769 83877 30590 323541 235178 42880
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=4231310 642 12 3 558 871744 17424 525088 3149392 108 9700609 8463617 1050672 2378304 17646608 135 646 2
is_linear=0
shrinkage=0.1


Tree=171
num_leaves=40
num_cat=18
split_feature=4 3 1 3 9 3 1 0 2 2 7 3 7 7 9 1 2 3 7 3 7 1 7 8 1 2 2 7 1 8 3 1 3 3 7 3 7 7 7
split_gain=0.0488811 0.171008 0.145956 0.0877735 0.487127 0.62828 0.395668 0.552964 0.971035 0.602314 0.423039 0.266138 0.206523 0.181746 0.154254 1.37813 0.888321 0.699837 0.799457 0.728535 0.655842 0.686652 0.402371 0.342774 0.296176 0.647869 0.413133 0.565476 1.46426 0.768522 0.470615 1.74615 0.915411 0.401482 0.27792 0.234225 0.204141 0.2595 0.181141
threshold=0 33.500000000000007 1 19.500000000000004 2 37.500000000000007 3 4 5 6 5.5000000000000009 24.500000000000004 1.0000000180025095e-35 4.5000000000000009 7 8 9 4.5000000000000009 2.5000000000000004 8.5000000000000018 2.5000000000000004 10 6.5000000000000009 11 12 13 14 5.5000000000000009 15 16 6.5000000000000009 17 3.5000000000000004 5.5000000000000009 7.5000000000000009 3.5000000000000004 1.5000000000000002 9.5000000000000018 1.5000000000000002
decision_type=1 2 9 2 1 2 9 1 1 1 2 2 2 2 1 9 1 2 2 2 2 9 2 1 9 1 1 2 9 1 2 9 2 2 2 2 2 2 2
left_child=3 -2 -3 14 6 -6 12 9 10 11 -9 -8 -5 -11 24 16 22 20 23 -20 21 -17 -16 -19 25 38 30 29 -29 -28 32 -32 -26 35 -35 -27 -18 -38 -1
right_child=1 2 -4 4 5 -7 7 8 -10 13 -12 -13 -14 -15 15 17 36 18 19 -21 -22 -23 -24 -25 26 33 27 28 -30 -31 31 -33 -34 34 -36 -37 37 -39 -40
leaf_value=0 0 0.0093435552288215779 0 0 -0.016557317179750661 0 0 0.019012870963199379 -0.0013516975939418625 -0.014164930158915751 0 0.0092183135013968222 -0.0091047944461721264 0 0.017923027997534442 0.006070592703197342 0.0016144785945627583 0.00091689416225157905 0.020202197578946771 0 -0.016889419363884609 -0.0074218461288380576 0 -0.0078171428410581736 -0.00024952143002388054 -0.0039585939728985489 -0.004826231685219954 -0.0032555075464338577 0.015503916671485604 0.0023260058873963117 -0.0074501336499424925 0.011545909819494937 -0.010070485767749002 -0.01549361165652857 0 0.0026593209132043357 -0.010324113841095595 0 0.0049474483605353708
leaf_weight=75.59722315747058 358.57288821290422 2.0165928609785624 1.2007199776853661 9.8635281966708153 13.869986824516674 15.348541138766448 6.4617943452321951 37.658939232249395 12.462253454825257 10.72397755732527 1.0574330361851014 14.195698266696125 18.20868552873435 0.33687337447190735 64.756541068374645 33.401804475393874 20.077082975352823 13.398047504480926 8.2195585854497022 5.6153703866439164 20.47639019498456 35.548676115784474 3.832815627603849 18.437100775263392 667.18963995298327 99.992354668149346 139.28942339380774 21.980620247242769 54.166879403506755 653.74532032232219 31.157632855625707 75.00542920036969 98.621078937925631 39.256930658695637 1.1340929993748421 19.613954631538945 12.27404892792401 0.49280439777067009 47.001933085840392
leaf_count=106199 487456 785 783 4759 5025 4846 3609 4447 3881 12527 264 7603 13354 335 51229 25961 22403 7714 3698 2032 24084 43437 2486 11038 794112 161117 182018 35849 46228 755037 27584 55332 89393 24265 452 19243 11563 437 52629
internal_value=0 0.00112799 0.00815405 0 -0.00226442 -0.00984863 0 0.00433474 0.00995404 0 0.0149774 0.00388147 -0.00491951 -0.0100031 4.71002e-05 0.00238971 0.00996056 -0.00269465 0.00258768 0.0137712 -0.00810232 0 0.0148613 -0.00174417 -0.000111531 -0.00298845 0.000244228 0.00187701 0.00902685 0.000544769 -0.00106531 0.00365524 -0.00222319 -0.00684952 -0.0140251 -0.000552433 0 -0.00668441 0.000650806
internal_weight=0 361.79 3.21731 2400.47 140.188 29.2185 110.969 82.897 51.1786 31.7183 38.7164 20.6575 28.0722 11.0609 2260.28 236.53 101.433 135.097 45.6701 13.8349 89.4269 68.9505 68.5894 31.8351 2023.75 282.596 1741.16 869.182 76.1475 793.035 871.974 106.163 765.811 159.997 40.391 119.606 32.8439 12.7669 122.599
internal_count=3105214 489024 1568 2616190 60650 9871 50779 32666 8592 24074 4711 11212 18113 12862 2555540 206082 88118 117964 24482 5730 93482 69398 53715 18752 2349458 363905 1985553 1019132 82077 937055 966421 82916 883505 205077 24717 180360 34403 12000 158828
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=1 10491202 1 1329576 1 348 98 1 3513124 234 17538 6 20296192 645 165 12599555 2 4194769
is_linear=0
shrinkage=0.1


Tree=172
num_leaves=40
num_cat=24
split_feature=4 3 1 3 9 1 2 1 7 1 3 9 1 2 3 3 2 2 8 7 7 2 1 1 1 8 2 2 8 1 8 7 7 3 7 7 3 2 3
split_gain=0.0504864 0.167456 0.145466 0.0964803 0.435588 0.625627 0.339312 0.594944 0.531868 0.465648 0.231443 0.121257 1.19491 0.750015 0.669449 0.774952 0.675668 0.608356 0.452 0.360431 0.268979 0.497158 1.05629 0.982287 0.385566 1.2403 0.755473 0.387273 1.48571 0.254976 0.227604 0.193077 0.251287 0.163619 0.104937 0.102345 0.0951138 0.093791 0.092282
threshold=0 33.500000000000007 1 19.500000000000004 2 3 4 5 4.5000000000000009 6 43.500000000000007 7 8 9 4.5000000000000009 7.5000000000000009 10 11 12 6.5000000000000009 6.5000000000000009 13 14 15 16 17 18 19 20 21 22 1.5000000000000002 9.5000000000000018 9.5000000000000018 11.500000000000002 6.5000000000000009 18.500000000000004 23 61.500000000000007
decision_type=1 2 9 2 1 9 1 9 2 9 2 1 9 1 2 2 1 1 1 2 2 1 9 9 9 1 1 1 1 9 1 2 2 2 2 2 2 1 2
left_child=3 -2 -3 11 6 -6 9 -8 -9 37 35 20 13 19 16 18 30 -17 -16 -13 24 22 34 -23 25 26 -1 28 -26 -29 -14 33 -33 -15 -22 -11 -25 -5 -12
right_child=1 2 -4 4 5 -7 7 8 -10 10 38 12 14 31 15 17 -18 -19 -20 -21 21 23 -24 36 27 -27 -28 29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.006068417671919903 0 0.0092945558988930359 0 0 0 -0.014714310409563593 0.00096351103760068581 -0.018445789095641357 0 0.011583817576786629 -0.0039932876723283266 0.016480604780810783 0.0053580214255905135 0.006224346468560682 0 0.0027173950324269119 -0.013342939220339738 -0.01050203142937867 0.015091243481475197 0 0.0090285124006257555 -0.00016710545998052434 -0.011750444233278704 0.018605159017787306 -0.0090522531515404587 -0.010872551984624428 -0.0032339737089145644 0 0.0049656547627405252 0.0025046362148931881 -0.002833605266259703 -0.010091387781269235 0 0 0 0 0 -0.0039677765549668903 0.0028718138323147848
leaf_weight=104.87379152055018 358.53816892305622 2.0345051795011386 1.2007199776853661 1.9833172154030763 15.515599491263856 13.487125127881882 5.2823164788642316 13.99282985730679 1.5036764705291705 48.177336260938318 7.4199390672583858 65.92201092058167 19.735337899513979 16.092733411984231 4.9585351354762679 11.482491908143855 39.5196151138407 14.58885919947352 14.659510262019468 3.8313419384066938 18.579286440573927 23.056988520729647 18.876368608183839 32.267013208402204 146.16805476282207 103.38204139639492 172.23244599259215 813.25937451686241 66.474498868382852 522.03120891947492 29.886224971400225 12.166581256333298 0.5000963573111229 3.9275650849449439 2.526275557363987 0.42258522614429139 0.2259865536907445 22.858639849859177 9.5412450911535398
leaf_count=116370 487489 785 783 573 5200 4646 2262 12001 906 19498 3814 51625 17891 20634 2779 4915 47238 7147 9601 2499 17823 30049 20629 27572 222790 139789 237361 675882 98771 759351 28446 11606 446 1636 3057 181 35 8490 2656
internal_value=0 0.00113207 0.00809272 -3.87356e-05 -0.00238542 -0.00949935 0 -0.00524794 -0.0119394 0.00363097 0.00783178 5.14141e-06 0.00210308 0.00917765 -0.00254633 0.00256068 -0.00788134 -0.00237903 0.0126408 0.0136347 -0.000121868 0.00412647 -7.68958e-05 0.00862538 -0.000545499 -0.00324891 0 0 -0.00339026 0.00083934 0 0 -0.0064612 0.00172914 0.00631159 0.0109746 0.0156524 -0.000821107 0
internal_weight=0 361.773 3.23523 2401.41 140.185 29.0027 111.182 20.7788 15.4965 90.4031 65.5611 2261.22 237.271 102.44 134.831 45.6894 89.1412 26.0714 19.618 69.7534 2023.95 95.5319 39.9819 55.55 1928.42 380.488 277.106 1547.93 212.643 1335.29 49.6216 32.687 12.6667 20.0203 21.1056 48.5999 32.493 24.842 16.9612
internal_count=3105226 489057 1568 2616169 60227 9846 50381 15169 12907 35212 26149 2555942 206463 88446 118017 24442 93575 12062 12380 54124 2349479 99165 41509 57656 2250314 493520 353731 1756794 321561 1435233 46337 34322 12052 22270 20880 19679 27607 9063 6470
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 10491202 1 1313184 118 2097728 2442152 1 3513124 234 291 25 8 385 295665 4289329 20298241 1 324 36 1 1252 1 2
is_linear=0
shrinkage=0.1


Tree=173
num_leaves=40
num_cat=24
split_feature=4 3 1 3 7 1 1 2 2 2 3 7 3 3 1 3 3 3 1 7 7 1 2 7 1 5 2 2 5 2 2 2 8 1 3 1 2 3 8
split_gain=0.0541444 0.161506 0.144939 0.0942439 0.268387 0.972566 0.740235 0.584743 0.290617 0.234532 0.264537 0.225282 0.191305 0.166963 0.153882 0.326809 0.127625 0.189301 0.364583 0.26203 0.173684 0.190117 0.418977 0.0975502 0.0555153 1.47046 2.60532 0.349496 0.258803 5.38938 1.18287 0.0497232 0.0436855 0.039733 0.0370544 0.811829 1.01715 0.629266 0.612934
threshold=0 33.500000000000007 1 19.500000000000004 2.5000000000000004 2 3 4 5 6 98.500000000000014 6.5000000000000009 20.500000000000004 120.50000000000001 7 75.500000000000014 16.500000000000004 13.500000000000002 8 5.5000000000000009 2.5000000000000004 9 10 3.5000000000000004 11 12 13 14 15 16 17 18 19 20 3.5000000000000004 21 22 8.5000000000000018 23
decision_type=1 2 9 2 2 9 9 1 1 1 2 2 2 2 9 2 2 2 9 2 2 9 1 2 9 1 1 1 1 1 1 1 1 9 2 9 1 2 1
left_child=3 34 -3 16 6 11 7 12 -8 -7 -11 13 -5 -6 -9 -16 17 24 23 -20 21 22 -18 31 25 27 -27 -1 30 -30 -26 -19 -14 -22 -2 37 -37 38 -36
right_child=1 2 -4 4 5 9 8 14 -10 10 -12 -13 32 -15 15 -17 20 18 19 -21 33 -23 -24 -25 28 26 -28 -29 29 -31 -32 -33 -34 -35 35 36 -38 -39 -40
leaf_value=0.0010835316123041655 0.00095687142965865998 0.0092423437679244932 0 0 0.018086200160319022 0 0 0 -0.013929718637557745 -0.014811292329981822 0 0 0 0 -0.012548254195759388 0 0.013876874170501846 0 -0.013346793115009218 0 1.189910813782259e-05 0 0 0 -0.0022327049720858409 0.022585001747658401 -0.0017750445179830405 -0.0024265032715212343 0.0090172919664134564 -0.02241892164639607 0.0046318889564159142 0.0055271952625387047 0.012692496043014787 -0.0029967668574867046 0 0.0011760342102562545 -0.016765701500264397 -0.0012611451947622547 0.0141523728261134
leaf_weight=489.14784000175496 273.75977684091777 2.0536594899458578 1.2007199776853661 0.71977778860309882 11.495255154484761 4.2104634333227313 38.755587712694251 6.9906113003089558 36.514279675291618 8.6530983963166346 2.1427221850608467 0.64730141786276441 2.6358909152331762 0.43737813046027518 7.5937680834176735 3.5694144128938206 12.447386834406641 2.6520391179074068 21.719053470325893 0.98567237579845723 3.818833501485642 11.875762769428549 6.7600776218751006 2.5822578382940256 649.1771111099697 39.909658440304156 50.570696641839277 471.17162984769675 82.878427634275795 52.769229180938964 351.20827736313458 8.2074896748817974 15.74102947098436 4.2423881472059275 3.8085803685098654 10.377387932559939 24.805285595241003 17.402748604450608 28.252673924842384
leaf_count=340984 415015 786 783 597 2156 1678 16121 3015 16549 3851 927 271 1040 153 4928 1473 4926 2630 15894 625 1114 10478 3037 1079 645300 82128 107835 356218 208054 193347 574774 6692 7216 1668 2968 7433 29344 8903 23506
internal_value=0 0.00116087 0.00802738 -7.48601e-05 -0.00237074 0.000286652 -0.00505041 0.0013121 -0.00972627 -0.00590007 -0.00960435 0.0121919 0.00965423 0.0168488 -0.00290907 -0.00645702 0 -3.35402e-05 -0.0053532 -0.00940067 0.00429199 0.00702042 0.00910813 0 0 0.000620629 0.0111553 -0.000370599 -0.00033881 -0.00405533 0 0.00488616 0.0132888 0 0 -0.00089785 -0.00967325 0.0036252 0.0110231
internal_weight=0 361.661 3.25438 2402.23 140.107 27.5862 112.52 37.2505 75.2699 15.0063 10.7958 12.5799 19.0967 11.9326 18.1538 11.1632 2262.12 2222.98 36.1465 22.7047 39.1444 31.0832 19.2075 13.4418 2186.83 1050.8 90.4804 960.319 1136.03 135.648 1000.39 10.8595 18.3769 8.06122 358.406 84.6467 35.1827 49.464 32.0613
internal_count=3105496 488738 1569 2616758 59975 9036 50939 18269 32670 6456 4778 2580 8853 2309 9416 6401 2556783 2535560 26920 16519 21223 18441 7963 10401 2508640 887165 189963 697202 1621475 401401 1220074 9322 8256 2782 487169 72154 36777 35377 26474
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 10491202 12324882 4274916 338 612 133 4800 5046555 3163884 186 16555648 2 602 417 2 417 417 540 8 526610 10514664 41 4
is_linear=0
shrinkage=0.1


Tree=174
num_leaves=40
num_cat=24
split_feature=4 3 1 3 2 1 1 7 3 7 3 1 2 3 1 8 3 3 6 1 2 1 7 7 8 8 7 2 2 7 3 3 2 1 1 2 1 8 1
split_gain=0.0404802 0.17106 0.144494 0.0868897 0.262186 0.703527 0.587615 0.201434 0.432659 0.169241 0.107238 0.177316 0.187446 0.157265 0.328835 0.0859582 0.0631908 0.112358 0.0523474 2.03194 0.844793 0.575721 0.70969 0.586094 0.493741 0.0499826 0.040562 0.0517322 0.0361803 0.122261 0.0306214 0.0270716 0.731445 0.595869 0.518718 0.416555 1.2322 0.752944 0.598611
threshold=0 33.500000000000007 1 19.500000000000004 2 3 4 1.5000000000000002 58.500000000000007 5.5000000000000009 16.500000000000004 5 6 13.500000000000002 7 8 35.500000000000007 28.500000000000004 9 10 11 12 3.5000000000000004 6.5000000000000009 13 14 5.5000000000000009 15 16 3.5000000000000004 155.50000000000003 3.5000000000000004 17 18 19 20 21 22 23
decision_type=1 2 9 2 1 9 9 2 2 2 2 9 1 2 9 1 2 2 1 9 1 9 2 2 1 1 2 1 1 2 2 2 1 9 9 1 9 1 9
left_child=3 31 -3 10 6 -6 9 8 -8 15 13 12 -12 18 26 -5 17 -9 21 20 -20 22 -1 -23 -21 -14 27 -15 29 -16 -17 35 33 -33 -34 36 37 -2 -37
right_child=1 2 -4 4 5 -7 7 16 -10 -11 11 -13 25 14 28 30 -18 -19 19 24 -22 23 -24 -25 -26 -27 -28 -29 -30 -31 -32 32 34 -35 -36 38 -38 -39 -40
leaf_value=0 0.012759784328526327 0.0091988261094016026 0 0 0.00035044304103086591 -0.012769594657540538 -0.011096008250330209 0 0 0 0 0 0.01219777095262306 0 0.0066076247960461555 0.013020567115498047 -0.0011027992275541828 0.006911443319186944 0 0 0.015270820508891132 0.00082630906790918848 -0.008461914572341309 0.012156984831040598 -0.013322244080673774 0 0 -0.010877348518829832 0 0 0 0.010005585577948369 0 -0.0016888351859632332 -0.013323636756636566 0.0087982807141078721 -0.010340590807289655 -0.00038471912211219546 0
leaf_weight=371.38793341096243 20.286018899794726 2.0694722299667774 1.2007199776853661 4.6618832187377848 16.43392214240157 27.413999323456665 35.033755119337002 8.4040148048661667 7.5376947487093267 0.809545221272855 8.0439370927051623 21.559699372257455 8.0682235963176954 2.3349296175147174 8.3372137462574738 25.044576269458059 8.7027642855682625 5.7648250917845862 20.563785365950025 119.85519174896399 40.631106720093157 1445.1032424610603 109.48193537032785 24.259033982143592 54.553426593110999 1.7053069015964855 0.85685691272374143 17.036307436887007 5.1331350985856252 2.1250048152869558 0.11097016317944408 29.77724395977566 7.6558208414062392 16.927179322112352 30.272559604098205 87.63533756241668 62.516464594322315 34.259513832934317 69.623147198290098
leaf_count=480179 31904 785 783 1850 8650 21496 11543 1821 1376 385 6394 7244 6601 2600 6710 10017 2025 711 40117 307566 86225 1329818 94659 15024 154710 1071 498 10586 5454 878 99 14969 8997 20186 27991 112141 85157 68390 117603
internal_value=0 0.00101529 0.00797293 -2.21884e-05 -0.00226236 -0.00645302 0 -0.00378188 -0.00712145 0.00786426 1.33028e-05 0.00393231 0.0070159 0 -0.00488355 0.0106471 0 0.00363882 3.57051e-05 -0.00107003 0.00960292 0.000334971 -0.00233301 0.00144334 -0.00725703 0.0103342 -0.00898126 -0.0112342 0 0.00267765 0.0108289 0 -0.000885988 0.00348335 -0.00902861 0.00077064 -0.00203368 0.0046609 0.00432901
internal_weight=0 362.223 3.27019 2400.95 139.918 43.8479 96.07 65.4431 42.5714 30.627 2261.04 39.3772 17.8175 2221.66 35.8234 29.8174 22.8716 14.1688 2185.84 235.604 61.1949 1950.23 480.87 1469.36 174.409 9.77353 20.2281 19.3712 15.5954 10.4622 25.1555 358.953 84.6328 46.7044 37.9284 274.32 117.062 54.5455 157.258
internal_count=3105213 488906 1568 2616307 59973 30146 29827 17476 12919 12351 2556334 21310 14066 2535024 26726 11966 4557 2532 2508298 588618 126342 1919680 574838 1344842 462276 7672 13684 13186 13042 7588 10116 487338 72143 35155 36988 415195 185451 100294 229744
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 10491202 54 14680608 1325524 1067774 100 11554500 8 2 2400786 330 19243026 9 3 64 355 173 11564744 8912928 172 1378744 6 11030038
is_linear=0
shrinkage=0.1


Tree=175
num_leaves=40
num_cat=21
split_feature=1 5 2 3 8 7 2 7 3 8 3 2 2 3 7 3 7 2 3 1 1 5 7 3 3 3 8 3 1 4 1 1 8 1 7 1 1 7 3
split_gain=0.0482434 0.741504 0.354954 0.364295 0.40199 0.429343 0.34223 0.316706 2.31833 1.82361 2.45778 1.50503 0.997898 0.939682 0.623587 0.455416 0.269914 0.223232 0.601654 0.877199 0.816343 0.741127 0.655873 1.29216 0.850356 0.892735 0.579089 1.13149 0.835323 0.531093 0.503477 0.451752 0.445878 0.379348 0.371705 0.349593 0.336747 0.301069 0.290839
threshold=0 1 2 4.5000000000000009 3 5.5000000000000009 4 3.5000000000000004 1.5000000000000002 5 17.500000000000004 6 7 1.5000000000000002 1.5000000000000002 6.5000000000000009 2.5000000000000004 8 2.5000000000000004 9 10 11 2.5000000000000004 3.5000000000000004 3.5000000000000004 8.5000000000000018 12 1.0000000180025095e-35 13 14 15 16 17 18 1.0000000180025095e-35 19 20 7.5000000000000009 30.500000000000004
decision_type=9 1 1 2 1 2 1 2 2 1 2 1 1 2 2 2 2 1 2 9 9 1 2 2 2 2 1 2 9 1 9 9 1 9 2 9 9 2 2
left_child=1 2 3 4 -1 -6 -3 12 11 -10 -11 -9 15 -14 -15 16 -4 18 19 32 21 37 23 35 -24 -26 27 30 -29 -25 -19 -28 36 -34 -30 -22 -2 -20 -33
right_child=17 6 7 -5 5 -7 -8 8 9 10 -12 -13 13 14 -16 -17 -18 26 20 -21 22 -23 24 29 25 -27 31 28 34 -31 -32 38 33 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0011738204395985055 0 0.0071717552241173507 0 0.016734243631390065 0 0.0095720972770990398 0.013717236667869451 0.0059256270183814736 -0.026742994376069192 0.0033456057887063257 -0.0054364793636967447 -0.01010727390773844 -0.0030333643810624526 0.0082358081263643815 -0.0001745229491726401 0 0.0096425332841001011 0.014438310682632214 -0.0090702140081705112 0.0093465210549479108 0 -0.0058779328266694237 -0.012209593222846694 0.016215981363854139 0 0.0052669759291662475 0.00054874633870277451 0 0 -0.0010453265177693914 -1.4475666046782952e-05 0.012312975056970665 0 -0.018610358567612697 0 -0.0071811290211778473 0 0.0073155320952804012
leaf_weight=2.2222792846878292 11.385967203720611 11.863315645987312 204.81526603654856 26.641117537015816 29.059588176754918 1.2840420219290525 83.160037324889345 42.608283115419908 2.4729306386725511 67.669189208711032 7.0973576622927785 24.478435405188065 115.59091757906208 102.65193797095708 43.940928126554354 63.350116846209858 29.025396509990969 21.083316839114559 58.032657563049725 164.22890044063479 19.355743393367447 8.8712625412153994 11.391720049017747 125.67920926073566 34.326516590750543 25.640497216969379 199.02825156321705 11.696673991838907 29.127974901988637 9.1405082546843897 20.568499404842441 1018.7221798007813 18.749907542253823 6.8914141589921227 53.217935203989327 3.5517480005000861 28.929721909933505 1.0188296452688508 24.461621009511873
leaf_count=2601 23549 29568 293594 14318 47972 1702 189488 47465 1385 53981 1055 32874 156779 95880 35426 20204 28001 30164 55759 312599 11328 19202 8110 60552 16345 8471 257027 15717 20705 8053 19570 984642 43802 9830 52257 3556 83962 998 6946
internal_value=0 0.000705134 -7.35061e-05 0.0050751 0.0101806 0.0122201 0.00793008 -0.00115876 -0.0048963 -0.0152572 -0.0190635 0.00497104 0 -0.00418601 0 0.00372706 0.00596201 -0.000138682 -0.0019157 -0.00558703 0.000205172 0.00816504 -0.00191055 -0.00595827 0.00300348 0.00942264 0.000364497 -0.00469775 -0.0108918 -0.0104204 0.00314973 0.00128075 0.000931827 0.00812611 -0.0137268 0.0056505 -0.00167682 0.0131252 7.68427e-05
internal_weight=0 857.931 762.908 59.207 32.5659 30.3436 95.0234 703.701 144.326 77.2395 74.7665 67.0867 559.375 262.184 146.593 297.191 233.841 1905.1 527.195 230.186 297.009 67.9227 229.086 157.727 71.3587 59.967 1377.91 135.694 94.0426 134.82 41.6518 1242.21 65.957 25.6413 82.3459 22.9075 40.3157 59.0515 1043.18
internal_count=3105437 1052293 833237 66593 52275 49674 219056 766644 136760 56421 55036 80339 629884 288085 131306 341799 321595 2053144 666116 473742 192374 75959 116415 83489 32926 24816 1387028 138413 88679 68605 49734 1248615 161143 53632 72962 14884 107511 56757 991588
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=8163470 2 8 8 524 8 722 291 58 16779552 8413248 2 4 16400 1 16736 8456705 1 288 3616 2048
is_linear=0
shrinkage=0.1


Tree=176
num_leaves=40
num_cat=19
split_feature=4 3 1 3 2 1 1 7 3 7 3 1 2 3 1 2 3 7 8 3 3 3 1 7 0 1 2 2 7 8 3 3 2 7 7 3 3 1 9
split_gain=0.0361471 0.170292 0.144119 0.0623474 0.248576 0.695184 0.517757 0.172175 0.405109 0.162405 0.108995 0.162718 0.183925 0.141598 0.314917 0.173408 0.101042 0.170626 0.0789787 0.0603426 0.108413 0.0588391 0.775541 0.34354 0.293892 0.120127 0.335027 0.317839 0.0580589 0.0536953 0.0472749 0.0703261 0.0394174 0.154366 0.0342951 0.0290171 0.025174 0.114143 0.103887
threshold=0 33.500000000000007 1 19.500000000000004 2 3 4 1.5000000000000002 58.500000000000007 5.5000000000000009 16.500000000000004 5 6 13.500000000000002 7 8 21.500000000000004 4.5000000000000009 9 35.500000000000007 28.500000000000004 11.500000000000002 10 1.0000000180025095e-35 11 12 13 14 5.5000000000000009 15 80.500000000000014 129.50000000000003 16 3.5000000000000004 5.5000000000000009 155.50000000000003 16.500000000000004 17 18
decision_type=1 2 9 2 1 9 9 2 2 2 2 9 1 2 9 1 2 2 1 2 2 2 9 2 1 9 1 1 2 1 2 2 1 2 2 2 2 9 1
left_child=3 36 -3 10 6 30 9 8 -8 18 13 12 -12 21 32 -16 -7 -18 -5 20 -9 25 24 -24 -23 27 -27 -1 -17 -14 -6 34 33 -15 -32 -20 38 -38 -2
right_child=1 2 -4 4 5 16 7 19 -10 -11 11 -13 29 14 15 28 17 -19 35 -21 -22 22 23 -25 -26 26 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.0008856409182161749 0.0016837868005757696 0.009123814790469845 0 0 0 0 -0.010448362686588265 0 0 0 0 0 0.012011045852229622 0.0076245363658125065 0 -0.013954658710236085 -0.017705619255881728 0 0.012518360452791536 -0.0010571201553073941 0.0067775010521996101 0.015923231922557835 0 -0.0094260394436295539 0 0.0011969488492672936 -0.0018358209019495642 0.0026857781940213318 0 0 0.0068106186070013095 0 0 0 0 0 0 -0.0052305614082836134 -0.0015581470756603766
leaf_weight=314.54274246249224 318.61106450408261 2.0971226605033735 1.2032033600553398 4.6345705591229489 13.970228148471508 2.89194439549465 34.625854953483213 8.391013804648539 7.4835342584410673 0.81073576139169645 8.0444780749967304 21.451525482087163 8.1464469384955027 5.1933343103592033 3.8472951956064207 17.455043946247322 18.429561365272097 1.6309667831519608 25.276310642104374 8.6761715672328119 5.7972622852685154 16.301647349362611 7.487989590343207 18.407074697621283 17.576704765146133 432.48489782027627 934.1395151952438 445.72272743137364 0.83896710105182037 1.7142938950419182 2.750240169014432 3.6078907816699939 7.0507212069933303 1.2783305324992396 0.25871306471526612 0.10964708680694357 2.2881166496663354 7.3665375055134046 30.874199093741481
leaf_count=253048 448419 785 783 1840 11663 2146 11255 1805 1369 381 6407 7213 6568 2816 4126 10951 13295 1003 10031 2005 711 16944 2649 16967 3347 611165 1260846 343835 463 1081 984 671 8041 274 133 99 1518 4231 33297
internal_value=0 0.000958071 0.00787118 -2.3736e-05 -0.00192088 -0.00610206 0 -0.00332436 -0.00645438 0.00753119 0 0.00396419 0.00685006 -3.2659e-06 -0.00464376 -0.00857114 -0.0129058 -0.0164071 0.0102468 0 0.00356057 0 0.00256011 -0.00333801 0.010149 0 -0.000656043 0.000862896 -0.0110941 0.0101369 4.43615e-05 0.00359369 0 0.00291239 0.0059692 0.0104144 0 -0.00197361 0.000506306
internal_weight=0 362.44 3.30033 2401.03 139.345 43.5395 95.8051 64.9738 42.1094 30.8313 2261.68 39.3567 17.9052 2222.33 35.6637 22.1413 22.9525 20.0605 30.0205 22.8644 14.1883 2186.66 59.7734 25.8951 33.8784 2126.89 1366.62 760.265 18.294 9.86074 20.5871 6.61684 13.5224 6.47166 3.00895 25.386 359.14 9.65465 349.485
internal_count=3105165 489033 1568 2616132 59391 29895 29496 17145 12624 12351 2556741 21269 14056 2535472 26671 15540 16444 14298 11970 4521 2516 2508801 39907 19616 20291 2468894 1872011 596883 11414 7649 13451 1788 11131 3090 1117 10130 487465 5749 481716
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1 10491202 54 14762530 1325524 1067774 100 5054763 320 8 2902504 1 14456324 788 277 3 35 525472 1
is_linear=0
shrinkage=0.1


Tree=177
num_leaves=40
num_cat=18
split_feature=1 2 3 7 7 3 7 8 7 7 2 2 8 3 7 3 3 2 1 8 8 3 1 3 2 8 7 6 3 9 8 3 7 3 3 3 2 2 3
split_gain=0.0381542 0.419179 0.744911 1.24936 1.12145 0.674171 0.190856 0.173619 0.163459 0.509527 0.851926 0.166189 0.375745 0.254904 0.227145 0.286505 0.161296 0.151304 0.92976 2.47263 1.16533 0.461558 0.377191 0.699474 1.58863 0.819925 0.979548 0.667436 0.838276 0.648528 1.45772 1.30777 0.770712 0.37111 0.364032 1.01996 1.7787 0.484927 0.352098
threshold=0 1 5.5000000000000009 1.5000000000000002 5.5000000000000009 16.500000000000004 1.0000000180025095e-35 2 9.5000000000000018 4.5000000000000009 3 4 5 17.500000000000004 1.5000000000000002 5.5000000000000009 36.500000000000007 6 7 8 9 134.50000000000003 10 2.5000000000000004 11 12 5.5000000000000009 13 6.5000000000000009 14 15 7.5000000000000009 3.5000000000000004 40.500000000000007 30.500000000000004 3.5000000000000004 16 17 15.500000000000002
decision_type=9 1 2 2 2 2 2 1 2 2 1 1 1 2 2 2 2 1 9 1 1 2 9 2 1 1 2 1 2 1 1 2 2 2 2 2 1 1 2
left_child=1 2 3 6 -5 -4 -1 -7 9 11 -11 12 13 -3 15 -13 -12 18 19 -2 -20 -22 23 -19 25 -25 -27 28 -26 34 31 32 -31 -21 35 37 -37 -24 -29
right_child=17 8 5 4 -6 7 -8 -9 -10 10 16 14 -14 -15 -16 -17 -18 22 20 33 21 -23 29 24 27 26 -28 38 -30 30 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.0024101597485663589 -0.01230927418689173 0.0061369467997001914 -0.0081248536941683457 0.022198503746306997 0 0.0078023162851018502 -0.0054808708488292635 0 0.0048523922571442647 0 -0.017675235075446202 -0.0077033202381268408 -0.0015921750643173292 0 0 0 0 0 0.0036850479406983351 0.0084151656261402669 -0.011034417587560831 0 0.0043746441577093634 0 0.0087442023591977561 0.021300801043632609 0 -0.014752672571484333 -0.0042772663936035309 0.016023661456823445 -0.017923778068643138 -0.010716447851790378 0 0 0.0080118960142852077 0.0043172981113518936 -0.010569562187197394 -0.00018638985174686541 0
leaf_weight=47.05641264107544 44.166354915232205 158.19432986692118 46.810720126115484 42.761718898036634 8.9440860061949916 16.149518279213225 18.63368652743884 4.4258023616421296 4.3284380893455809 25.0200262596627 29.395394946070159 71.716622687865311 68.628784941021877 7.9897669476777073 67.652622872119537 26.475430691207293 0.51660545144113612 312.90158318206613 34.201311125296343 209.44611344370423 188.57303903178035 0.84744563818094221 280.3336536132756 11.402403603278799 69.200836094692932 79.439247645925207 6.7697540621302315 14.553011248950499 40.867670558829559 33.664383571918734 26.73186824136792 8.9338647988042776 4.5120421082901876 6.0113362983538527 25.565258827991784 66.975569620306487 181.70066292159754 469.46527233364213 1.7725706263445307
leaf_count=69450 51646 258336 37673 69245 11065 7997 29484 2220 5794 29353 38336 91390 104398 4820 84988 17946 109 511034 61657 212479 292739 332 343039 13406 63347 90178 5629 17671 34408 24105 18567 2956 4574 2150 6757 44766 102493 337368 1303
internal_value=0 0.000743845 0.00447388 0.00907801 0.0173659 -0.000332843 0 0.00576688 -0.000392738 -0.00136517 -0.00840522 0 0.0017127 0.00457662 -0.00203897 -0.00497351 -0.0144112 -5.26252e-05 -0.00163685 0.00155885 -0.0061586 -0.0095762 0.000264455 0.00245903 0.00644312 0.0138589 0.0170528 0 0.00188702 -0.000593846 -0.00814566 0.000576557 0.0112569 0.0070583 0 -0.000267432 -0.00567481 0.00129057 -0.0115459
internal_weight=0 644.7 184.782 117.396 51.7058 67.386 65.6901 20.5753 459.918 455.59 54.932 400.658 234.813 166.184 165.845 98.1921 29.912 2118.04 483.246 259.624 223.622 189.42 1634.79 536.907 224.005 97.6114 86.209 126.394 110.069 1097.88 73.8422 47.1103 38.1764 215.457 1024.04 998.475 248.676 749.799 16.3256
internal_count=3105208 862604 227134 179244 80310 47890 98934 10217 635470 629676 67798 561878 367554 263156 194324 109336 38445 2242604 621003 266275 354728 293071 1621601 736976 225942 109213 95807 116729 97755 884625 50202 31635 28679 214629 834423 827666 147259 680407 18974
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=7377038 56 3 642 323 9 56 525632 2 2 8735265 135 4 2 1 3 769 196
is_linear=0
shrinkage=0.1


Tree=178
num_leaves=40
num_cat=17
split_feature=1 2 3 8 3 3 3 7 7 2 3 1 1 7 3 8 3 1 1 3 1 8 4 8 3 2 7 3 3 3 2 3 3 7 3 1 8 3 7
split_gain=0.0398975 0.73184 1.14555 0.862848 0.746352 0.434309 0.519813 0.778138 0.531097 0.310006 1.31347 1.34851 1.12629 0.96776 1.18677 0.570852 1.66366 0.883411 0.695661 0.557168 0.531926 0.59776 0.507044 0.982451 0.497218 0.332616 0.440913 0.419071 0.291373 0.289654 0.269161 0.633623 1.05062 0.589929 2.27225 1.14377 0.221515 0.215157 0.21404
threshold=0 1 5.5000000000000009 2 16.500000000000004 1.0000000180025095e-35 7.5000000000000009 1.0000000180025095e-35 3.5000000000000004 3 2.5000000000000004 4 5 4.5000000000000009 3.5000000000000004 6 1.0000000180025095e-35 7 8 10.500000000000002 9 10 11 12 7.5000000000000009 13 2.5000000000000004 6.5000000000000009 1.5000000000000002 2.5000000000000004 14 30.500000000000004 3.5000000000000004 2.5000000000000004 2.5000000000000004 15 16 40.500000000000007 8.5000000000000018
decision_type=9 1 2 1 2 2 2 2 2 1 2 9 9 2 2 1 2 9 9 2 9 1 1 1 2 1 2 2 2 2 1 2 2 2 2 9 1 2 2
left_child=1 2 3 -1 -4 -3 7 -7 28 10 11 -2 37 22 -15 16 18 -18 -11 -16 21 24 23 -14 -17 26 -23 -27 -9 -10 33 32 -32 35 -35 -22 -6 38 -12
right_child=9 5 4 -5 36 6 -8 8 29 15 12 -13 13 14 19 20 17 -19 -20 -21 30 25 -24 -25 -26 27 -28 -29 -30 -31 31 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.000239316989513932 0 0.00097499864292350732 -0.0073679282367214612 0.014361930358062384 0.0064252769626305418 -0.015390036052903894 0 0 0 0.011527133665127524 0.012850931114376808 -0.01392604307949584 0.0026147560205199987 -0.0035167379338906361 0.020910333836377217 0.014931978130065249 0.00043851828466662024 -0.014543479409079905 -0.0011715271532605717 0 0.0021575196095700937 0.0099326724137169722 0.0016026250511856209 -0.0099656315107205795 0 -0.005169155516362431 0 0.0041704644710076084 0.0073608626868355885 -0.012319377551423705 0 0.0079008386514833051 -0.010605928624546039 0.013826974767282311 -0.004530647272939334 -0.0077884646802127691 0 0 0
leaf_weight=152.16840011750173 138.64252407625827 92.726571322804375 90.628217670397134 84.883535028842743 45.56921408555354 50.241763442645606 42.968772826454369 22.163388953955291 26.759743751375936 28.116092892708366 71.657124911263963 108.61427317863945 27.955533002481388 5.2189945888239917 18.667903744470099 61.293226250338193 11.75356887497037 88.201126363917865 20.646063875610707 6.7595537676097583 412.67778719645048 47.228170413414773 14.2546615270694 163.80577534217446 9.1397927687212341 114.33143488032874 22.93385528770159 14.126900673407361 44.406319907790021 16.714517009007977 278.08601129838371 15.842291308486891 105.59348167956341 116.51170475730942 71.306844694212487 113.81632830901071 5.1740630927815792 1.8268635261192674 0.8103219402837557
leaf_count=196605 208800 151236 57276 101322 14717 65918 27317 29430 35141 41774 78904 306462 11315 3495 7836 80198 15749 80536 19624 2157 308605 66023 13672 82014 7648 158242 23484 16410 52834 19919 368109 3153 80572 142044 54974 165520 3848 1301 981
internal_value=0 0.000715306 0.00376876 0.00801177 -0.00153246 -0.00227965 -0.00508276 -0.00768022 0 -0.000125305 -0.00216253 -0.00743738 0.00137381 -0.00134897 0.00839673 0.000462443 -0.00438573 -0.0118641 0.00525804 0.0168344 0.00130329 0.00500869 -0.00501001 -0.00700468 0.0112553 2.0911e-05 0.00514725 -0.00155553 0.00340218 -0.00755448 5.62241e-06 -0.00168139 -0.00338717 0.00138603 0.00581598 0 0.00403946 0.00998843 0.0119562
internal_weight=0 674.405 378.423 237.052 141.371 295.981 203.255 160.286 110.044 2089.82 558.214 247.257 310.957 236.662 30.6465 1531.6 148.717 99.9547 48.7622 25.4275 1382.89 269.053 206.016 191.761 70.433 198.62 70.162 128.458 66.5697 43.4743 1113.83 399.522 383.679 714.313 187.819 526.494 50.7433 74.2943 72.4674
internal_count=3105165 755563 373768 297927 75841 381795 230559 203242 137324 2349602 716937 515262 201675 120489 13488 1632665 157683 96285 61398 9993 1474982 352005 107001 93329 87846 264159 89507 174652 82264 55060 1122977 451834 448681 671143 197018 474125 18565 81186 79885
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=7901318 122 1 58 16846112 8413256 4 16400 278888 8718849 10 1 4 580 321 1352 5
is_linear=0
shrinkage=0.1


Tree=179
num_leaves=40
num_cat=20
split_feature=1 2 8 7 8 7 3 1 3 2 2 7 3 3 1 2 3 7 3 7 2 8 2 8 3 8 3 3 8 1 1 3 7 1 2 2 3 3 7
split_gain=0.0406132 0.360269 1.6787 1.39355 1.27606 1.05213 1.90076 0.789234 0.703688 0.582559 0.520527 1.06748 0.656442 1.10645 0.447188 0.438399 0.409041 0.409662 0.403025 0.349681 1.07853 1.59291 0.718814 2.02612 1.86534 0.977216 1.8737 0.85277 0.707016 0.969982 0.66657 0.654355 1.46346 2.0034 1.01968 0.936818 1.55178 1.42974 0.604533
threshold=0 1 2 1.5000000000000002 3 3.5000000000000004 2.5000000000000004 4 9.5000000000000018 5 6 1.5000000000000002 11.500000000000002 17.500000000000004 7 8 17.500000000000004 1.5000000000000002 7.5000000000000009 3.5000000000000004 9 10 11 12 12.500000000000002 13 1.0000000180025095e-35 18.500000000000004 14 15 16 5.5000000000000009 1.5000000000000002 17 18 19 15.500000000000002 8.5000000000000018 4.5000000000000009
decision_type=9 1 1 2 1 2 2 9 2 1 1 2 2 2 9 1 2 2 2 2 1 1 1 1 2 1 2 2 1 9 9 2 2 9 1 1 2 2 2
left_child=1 4 3 -3 -1 10 14 -6 -9 -8 11 -4 -12 -14 -7 -16 17 -10 -13 22 21 -21 23 27 -25 31 -27 30 -22 -30 -2 32 34 -34 -24 37 -37 -33 -23
right_child=19 2 5 -5 7 6 9 8 16 -11 12 18 13 -15 15 -17 -18 -19 -20 20 28 38 25 24 -26 26 -28 -29 29 -31 -32 35 33 -35 -36 36 -38 -39 -40
leaf_value=-0.0093817044123601818 0.015542080575596588 0 0 0.02710182110145791 -0.001307082439774114 0.0078216760305295108 0 0.01198738970043723 -0.011124262151216955 -0.018957891096824539 -0.0044713683732227885 0.013456001635979577 0.016567768751174546 -0.0017263008653037885 0.0013508001711980844 -0.0069375054983033457 0.005851884333091922 0 0 -0.00431965533224727 0.0055006786464672427 0.023169261627220977 0.0082783078986522745 -0.014185325807873081 0.0033556121485463276 0.0043284649534970337 -0.013948728413278103 -0.0028601483620662345 0 -0.012413655940182934 0 0.022557151814341397 0.0043377269673074825 -0.012185899027501616 0 -0.010419446190102596 0.010471520056736294 0 0.0014501639054348083
leaf_weight=14.034919501569675 39.453195706530096 14.578402209823254 155.40577255579046 11.676524712034732 39.946053118750569 18.416997201697086 5.6492801735003013 164.98830023128539 19.095762444019783 65.904626382689457 288.72376979854926 72.157801290049974 16.179958176624496 28.257763665103994 31.985714466958598 68.447909402064397 31.658393177189282 15.420243565953568 9.0233043666376016 21.57881270609505 29.11839138918549 37.235280887330191 177.54049521417983 189.33209918536249 36.24192206391308 45.628251916186855 100.67801885300287 5.9942712873889823 75.998586855622307 60.340440442043473 14.079940408177206 36.792844554140174 63.4466478903596 148.62988398916059 420.57738166779382 49.824397452684934 32.484964127987041 42.229204502771609 64.291904754634743
leaf_count=14092 34445 16092 237229 11749 54228 41368 4066 226280 11578 58578 407356 101412 15337 13623 35117 100269 6731 3064 7133 26854 32327 43465 215205 261916 18171 53291 81062 2651 57430 73943 14357 32840 100178 193713 347981 32781 11042 41334 65005
internal_value=0 0.00057156 -0.000234933 0.0146188 0.00347375 -0.00182805 -0.00774737 0.00622422 0.00863284 -0.0178167 0 0.00363517 -0.00203827 0.00489709 0 -0.00252874 0 -0.00553838 0.011407 -0.00015984 0.00260445 0.0087583 -0.000981514 -0.00513387 -0.00974875 0 -0.00641652 0.0062293 -0.00145456 -0.00555207 0.0122459 0.00144141 0 -0.00640253 0.00273874 0.00673007 0 0.0123094 0.0140929
internal_weight=0 1071.55 786.408 26.2549 285.144 760.153 190.405 271.109 231.163 71.5539 569.748 236.587 333.161 44.4377 118.851 100.434 66.1744 34.516 81.1811 1691.5 288.563 123.106 1402.93 285.101 225.574 1117.83 146.306 59.5274 165.457 136.339 53.5331 971.526 810.194 212.077 598.118 161.331 82.3094 79.022 101.527
internal_count=3105293 1365302 1049329 27841 315973 1021488 239398 301881 247653 62644 782090 345774 436316 28960 176754 135386 21373 14642 108545 1739991 299024 135324 1440967 331540 280087 1109427 134353 51453 163700 131373 48802 975074 857077 293891 563186 117997 43823 74174 108470
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=8179878 26 8 8 1314944 4 289 1609860 128 620 2 42 12 3 2 76872 1368 272 596 448
is_linear=0
shrinkage=0.1


Tree=180
num_leaves=40
num_cat=19
split_feature=1 7 7 2 2 7 7 2 2 3 3 3 3 3 2 8 2 2 1 3 3 7 1 1 3 3 6 2 9 2 2 3 3 1 7 1 7 3 7
split_gain=0.0360154 0.251924 1.07701 0.444555 0.285315 0.669738 0.621165 1.50889 0.259262 0.354549 0.163713 0.159734 0.235496 0.151283 0.115239 0.106512 1.64514 0.715823 0.780461 0.579453 0.706607 0.602773 0.520287 0.434944 0.661559 0.602819 0.432552 0.939009 0.771068 1.61309 0.755331 1.03933 0.79404 0.562299 0.592926 0.402187 0.348079 0.324439 0.290348
threshold=0 8.5000000000000018 5.5000000000000009 1 2 3.5000000000000004 4.5000000000000009 3 4 4.5000000000000009 1.5000000000000002 6.5000000000000009 2.5000000000000004 1.0000000180025095e-35 5 6 7 8 9 1.5000000000000002 8.5000000000000018 6.5000000000000009 10 11 1.0000000180025095e-35 1.5000000000000002 12 13 14 15 16 7.5000000000000009 2.5000000000000004 17 12.500000000000002 18 1.5000000000000002 4.5000000000000009 3.5000000000000004
decision_type=9 2 2 1 1 2 2 1 1 2 2 2 2 2 1 1 1 1 9 2 2 2 9 9 2 2 1 1 1 1 1 2 2 9 2 9 2 2 2
left_child=1 2 4 -4 5 11 8 -8 10 -10 -6 12 -1 -7 -3 16 23 18 19 -17 21 -21 -18 36 38 -26 28 33 30 35 31 -19 -32 -28 -35 -30 -2 -27 -25
right_child=15 14 3 -5 6 13 7 -9 9 -11 -12 -13 -14 -15 -16 17 22 26 -20 20 -22 -23 -24 24 25 37 27 -29 29 -31 32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0 -0.0027812133141279062 0 0 -0.012850286585139786 0.00050738028689379354 0 0.018737273458439729 -0.0032350087321091161 0 0.0064748835976239944 -0.0029203092869698362 -0.0019235327898376509 0.0076397746773226478 -0.011865339499419297 0.0087932103303955105 -0.0043587891822321548 0.0022466229365670424 0 -0.0087781239319960902 0.016217590497346814 0 0 -0.0060112723756211425 0.0038643346670508196 0.022718785758905843 -0.00028198386430856713 0 -0.0011226515224156536 0.0087856172023796884 -0.017654313332461903 -0.0041917922492901594 0.013091025133503284 0.002958283362382456 0.021137486348633178 0 -0.00075992192932330103 0.006280503541821309 0.0075869409511081501 -0.0069447174415731274
leaf_weight=102.87041479804429 74.773381869104924 7.7817406632311759 15.357224173436405 43.631911617369042 126.08964106342682 12.982885333611192 28.995404298897483 11.541155568858811 257.65008849995138 127.15228617960383 173.85505570044916 10.758692311937919 36.830437026437721 30.079255753698817 12.370671042881442 37.811136977670685 25.104029708949383 225.46007139321409 164.64765209054895 36.917480102777517 9.8732398034917406 1.9167341991342244 223.10360541658747 43.028696214398224 29.39389739955368 39.032162096627872 3.3236496828267263 32.755073303589597 14.196485807457064 34.944371349400171 364.55480490760965 72.726488332875306 185.86674725932244 37.659115269084396 1.3493891126854567 30.332380489726347 37.698641448907438 29.262279852307984 7.5901924322824916
leaf_count=128504 63740 9369 18417 45859 212644 19416 29829 14781 483769 93266 175861 11361 39251 34796 14047 31722 15144 293043 214761 20816 6623 914 266662 40857 25587 28453 21898 86290 8781 26316 289922 36971 95695 96074 1454 17890 56563 17065 10870
internal_value=0 0.000600324 0 -0.0102583 0.00121712 -0.00119305 0.00226507 0.0117109 0.000849768 0.00264474 -0.000635759 0.000741184 0.00301798 -0.00975003 0.00760018 -5.21133e-05 0.000909176 -0.000690009 -0.00513952 0 0.00756652 0.012966 -0.00393925 0.00643146 0.00956238 0.0139364 0.000290799 0.00647684 -8.06623e-05 -0.00822474 0.000595383 0.00454898 -0.0012115 0.0129028 0.0163902 0.0014516 0 0.00132412 0
internal_weight=0 997.947 977.794 58.9891 918.805 193.522 725.284 40.5366 684.747 384.802 299.945 150.46 139.701 43.0621 20.1524 1763.32 508.987 1254.33 251.166 86.5186 48.7075 38.8342 248.208 260.779 148.307 97.6883 1003.17 75.0872 928.081 79.4732 848.608 298.187 550.422 42.3322 39.0085 44.5289 112.472 68.2944 50.6189
internal_count=3105281 1331170 1307754 64276 1243478 233328 1010150 44610 965540 577035 388505 179116 167755 54212 23416 1774111 524941 1249170 274836 60075 28353 21730 281806 243135 122832 71105 974334 205716 768618 52987 715631 330014 385617 119426 97528 26671 120303 45518 51727
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=7377582 770 768 184 152 674 6 401 144 25175040 524288 25690192 2 75 1 291 588 876544 320
is_linear=0
shrinkage=0.1


Tree=181
num_leaves=40
num_cat=20
split_feature=1 9 2 8 7 7 2 1 1 2 6 2 2 7 8 3 1 3 1 3 7 2 7 3 3 3 3 7 7 3 8 2 3 4 2 7 7 3 8
split_gain=0.0341201 0.266741 1.14782 1.3045 0.551086 0.548327 1.46156 0.499836 0.377346 0.504029 0.395317 1.08274 0.397917 1.06747 0.5294 0.333373 0.296886 0.438446 0.288362 0.860372 0.304397 0.273535 0.272731 0.442602 0.267826 0.260942 0.380016 0.215221 1.04733 0.477865 0.421964 0.278055 0.243859 0.188312 0.186885 1.95379 0.871553 0.2689 1.141
threshold=0 1 2 3 1.0000000180025095e-35 3.5000000000000004 4 5 6 7 8 9 10 1.0000000180025095e-35 11 6.5000000000000009 12 2.5000000000000004 13 2.5000000000000004 4.5000000000000009 14 12.500000000000002 2.5000000000000004 1.5000000000000002 5.5000000000000009 1.0000000180025095e-35 8.5000000000000018 5.5000000000000009 7.5000000000000009 15 16 8.5000000000000018 17 18 1.5000000000000002 3.5000000000000004 1.0000000180025095e-35 19
decision_type=9 1 1 1 2 2 1 9 9 1 1 1 1 2 1 2 9 2 9 2 2 1 2 2 2 2 2 2 2 2 1 1 2 1 1 2 2 2 1
left_child=1 5 4 16 7 8 22 -3 9 -1 12 24 13 -10 -14 33 17 -4 25 21 -21 -20 23 -7 -12 26 -8 28 34 31 -29 -30 -32 -11 36 -36 37 -2 -39
right_child=27 2 3 -5 -6 6 18 -9 10 15 11 -13 14 -15 -16 -17 -18 -19 19 20 -22 -23 -24 -25 -26 -27 -28 30 29 -31 32 -33 -34 -35 35 -37 -38 38 -40
leaf_value=0 0.0054778697253280656 0.013093996052996127 0 -0.016978356042658953 -9.4781821715338404e-05 0.021122732071131786 0 0 0.0016211151576531848 -0.014179394436642604 0 -0.014307966171687905 0.0090873282713796744 -0.0079299680867144316 0.00051483968362287023 0 -0.0022017404942174371 0.012880890585482273 0 -0.00045403552136849329 0.0077794230716330907 -0.012890331370469549 0 0 0.0092078590485674319 -0.00016432316132848222 0.0091610474251931379 0 0 0 0.017065192871249517 -0.013197856083602669 0 0 -0.0016688254145619118 0.0090911096612170863 -0.0083597911692504419 0.0030647699077454224 -0.010516761086265685
leaf_weight=47.597313232625311 98.859672470181977 27.087998861592496 5.8103361863250056 54.637467992735765 40.901880245641223 35.175635715543649 26.619125090537636 2.5540719804848804 265.15476536425194 46.853408723000939 10.891230099659881 27.667447306094346 68.604078664113331 138.95949012678102 569.25720126098349 19.507379048664006 17.170737734588329 15.792668416892409 3.4952196696431201 16.851644383961684 21.722660092316801 42.587494296487421 1.7429948324424902 31.147485746761959 7.5381153527487177 20.817434196738759 54.086636707354046 15.010320026001864 3.4946972335492319 7.1887965464848085 7.5728879461821634 55.506017224994139 0.70286063938692667 9.9477336582931439 361.80215671347651 233.34236975160911 77.858780528695206 228.73964801679176 40.340317718717415
leaf_count=61156 186473 13075 3806 38498 30270 54193 27514 3774 137259 83969 47872 106954 54796 124425 482790 18663 17750 3465 10396 10416 15934 67480 1692 22042 16335 8614 42113 17293 4892 4035 8191 68292 353 19176 548818 333223 108945 257439 42841
internal_value=0 -4.28986e-05 -0.00365728 -0.00993512 0.00285957 0.000225701 0.00431054 0.0104428 -0.000473081 -0.00497172 0 -0.00672683 0.000689593 -0.00126401 0.00236124 -0.0089684 0 0.00661019 0 -0.00427738 0.00118266 -0.0120173 0.0135691 0.0159983 0.00267491 0.002064 0.00542388 0.000559947 0 -0.00971387 0.00688012 -0.0124769 0.0118176 -0.0125028 0.00114211 0.00226755 0 0.00172032 0
internal_weight=0 1630.18 163.955 93.4112 70.544 1466.22 254.246 29.6421 1211.98 123.906 1088.07 46.0968 1041.98 404.114 637.861 76.3085 38.7737 21.603 186.18 84.657 38.5743 46.0827 68.0661 66.3231 18.4293 101.523 80.7058 1130.42 1107.13 66.1895 23.2861 59.0007 8.27575 56.8011 1040.94 595.145 445.798 367.94 269.08
internal_count=3105222 1524427 110638 63519 47119 1413789 260394 16849 1153395 182964 970431 171161 799270 261684 537586 121808 25021 7271 182467 104226 26350 77876 77927 76235 64207 78241 69627 1580795 1554958 77219 25837 73184 8544 103145 1477739 882041 595698 486753 300280
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=25767249 1 417 6 584 8392000 16852992 788 2 579 577 12 3072 11329 5 1 512 1 840 3
is_linear=0
shrinkage=0.1


Tree=182
num_leaves=40
num_cat=19
split_feature=1 7 8 7 3 2 7 3 2 3 3 2 8 7 2 3 2 3 3 2 7 3 3 3 8 9 2 2 1 6 8 7 7 1 3 2 3 7 1
split_gain=0.0287664 0.126229 1.27826 1.11302 0.77046 0.604321 0.704369 0.434647 0.907626 0.791206 0.745612 1.02112 0.761981 0.544178 0.535129 0.53285 0.48685 0.264332 0.415184 0.367571 0.155817 0.155388 0.13892 0.123342 0.117524 2.18634 1.29373 0.333046 0.605536 0.967803 0.58158 0.985514 0.651299 0.571588 0.346419 0.328185 0.477696 0.313814 0.28333
threshold=0 4.5000000000000009 1 8.5000000000000018 7.5000000000000009 2 5.5000000000000009 6.5000000000000009 3 1.5000000000000002 1.5000000000000002 4 5 2.5000000000000004 6 21.500000000000004 7 8.5000000000000018 20.500000000000004 8 6.5000000000000009 1.0000000180025095e-35 80.500000000000014 37.500000000000007 9 10 11 12 13 14 15 4.5000000000000009 1.0000000180025095e-35 16 1.5000000000000002 17 6.5000000000000009 5.5000000000000009 18
decision_type=9 2 1 2 2 1 2 2 1 2 2 1 1 2 1 2 1 2 2 1 2 2 2 2 1 1 1 1 9 1 1 2 2 9 2 1 2 2 9
left_child=1 7 5 4 -4 6 23 8 9 21 12 -12 16 -14 15 -9 -10 -16 19 -19 -7 -1 -20 -3 25 35 38 28 -26 30 32 -32 -30 -29 37 36 -2 -35 -27
right_child=24 2 3 -5 -6 20 -8 14 10 -11 11 -13 13 -15 17 -17 -18 18 22 -21 -22 -23 -24 -25 27 26 -28 33 29 -31 31 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.0035987037540377402 0.020872232226058302 0.019335623575665862 -0.024582809539400823 0 0 -0.0053777859030054234 0 -0.01574855627947223 0 0.013718727513167637 0.0035668163314964531 -0.010448148646100759 -0.0047724818398161215 0.0065577737286445816 -0.0032127840077125665 0 0.015291070425725979 0 -0.0056000804468647582 0.011730097584792492 0 -0.0021561239022078135 0.0003558373908676996 0 0.0051539209295368461 0.0073606366908812145 -0.020003981043376366 0.00059155538198986174 0.009948002648625616 -0.010749866082698374 -0.0024676409166826049 0.010925671014051411 0 -0.0083600742310821503 -7.035396776091048e-05 0 0 0 -0.001488932383855163
leaf_weight=63.585191496335028 8.0448559080177784 16.01461833820213 22.995110754294736 5.3245544670135123 2.5836921556910957 24.916131099063932 22.702822763614677 20.961725846878839 11.625762157833377 89.477729039561382 22.726790298529522 94.955698887086328 99.09981227840035 28.164463760392209 19.538628145935945 5.3655596100288667 28.501020512998366 12.585683073863038 14.148618043764147 32.382865823528846 14.475633011767057 43.543482961220434 6.8041504927386987 0.2962354527116976 270.89445390558558 10.261289392859906 34.891969613407127 576.75740236397178 104.16278896395306 47.254462406419407 440.58188774372684 29.315791327648185 91.593224573720363 161.90331435176267 253.27459117439139 8.3864220400246285 1.1387313547747897 10.360628969798197 9.7056208035319305
leaf_count=108421 11168 19561 30476 5542 1656 37672 25606 22638 22421 106596 33624 128719 217055 66335 19406 3799 57311 12749 11903 34267 17293 60421 1826 124 412675 6331 27256 441502 63318 127186 297128 14762 67803 311379 246758 9545 1009 15337 6781
internal_value=0 0.000639142 -0.00112766 -0.0126413 -0.0209188 0.00370944 0.00993342 0.0014946 0.00308882 0.00768068 0 -0.0060014 0.00329037 0 -0.002459 -0.00967502 0.0110349 0 0.00471449 0.0091553 -0.000575094 0 0 0.0185699 0 -0.00322665 -0.0141669 4.82616e-05 0.00145968 0 0.0010387 -0.000418049 0.00524159 -0.00105214 -0.00378376 0.0113395 0.0138237 -0.00712711 0
internal_weight=0 702.776 109.309 30.9034 25.5788 78.4054 39.0137 593.467 481.68 196.606 285.074 117.682 167.391 127.264 111.787 26.3273 40.1268 85.4599 65.9213 44.9685 39.3918 107.129 20.9528 16.3109 2058.53 72.4289 54.8589 1986.1 983.803 712.908 665.654 469.898 195.756 1002.3 425.539 17.57 9.18359 172.264 19.9669
internal_count=3105359 1045421 137930 37674 32132 100256 45291 907491 800903 275438 525465 162343 363122 283390 106588 26437 79732 80151 60745 47016 54965 168842 13729 19685 2059938 62090 40368 1997848 982872 570197 443011 311890 131121 1014976 573474 21722 12177 326716 13112
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=5558310 9 182 834 17 10 785 17 66 8 1 36 665 11018264 2 6 17305345 372 68040
is_linear=0
shrinkage=0.1


Tree=183
num_leaves=40
num_cat=23
split_feature=1 9 2 8 2 2 3 3 7 2 7 1 1 2 3 2 7 8 2 8 3 7 7 1 1 3 3 8 2 7 7 1 1 3 8 7 2 1 7
split_gain=0.0298011 0.490108 0.911385 0.616995 1.10942 0.448835 0.355366 0.346093 0.35714 0.339016 1.28656 1.13263 1.05532 2.86518 0.824541 1.27316 0.818761 0.527275 0.480342 0.485354 0.399442 0.360887 0.354571 1.275 0.845191 1.1694 0.758256 0.683 0.671367 0.574097 0.554859 0.636985 0.44647 0.433575 0.41778 0.740532 1.06397 0.834583 0.309027
threshold=0 1 2 3 4 5 24.500000000000004 35.500000000000007 6.5000000000000009 6 1.5000000000000002 7 8 9 1.5000000000000002 10 8.5000000000000018 11 12 13 25.500000000000004 1.0000000180025095e-35 1.5000000000000002 14 15 2.5000000000000004 3.5000000000000004 16 17 9.5000000000000018 2.5000000000000004 18 19 8.5000000000000018 20 1.0000000180025095e-35 21 22 2.5000000000000004
decision_type=9 1 1 1 1 1 2 2 2 1 2 9 9 1 2 1 2 1 1 1 2 2 2 9 9 2 2 1 1 2 2 9 9 2 1 2 1 9 2
left_child=1 3 -3 4 7 -5 38 8 -1 10 12 14 13 17 -12 16 -16 -2 21 -20 -13 -14 23 26 29 30 28 -27 -11 33 32 -32 -26 -24 35 36 -25 -37 -7
right_child=9 2 -4 5 -6 6 -8 -9 -10 22 11 20 18 -15 15 -17 -18 -19 19 -21 -22 -23 24 34 25 27 -28 -29 -30 -31 31 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=0.020503904464645464 0 0.0023727494730052968 -0.010670549599795656 0.0017855464665173047 0 -0.0050120015799053914 0.0029375239046658167 0 0 0 -0.0095925862114151113 0.015316559123333118 0.0069932914764071642 0.01058939030271564 0.019692749897989234 -0.0040894365536069573 0 -0.014116771116096317 0 -0.012771225485856671 0 -0.0048939552678881164 -0.010970905850573625 0.0014695132890901617 0.0058657251720541986 0.0036512347410443471 0 -0.0084514492633967399 0.015139670413915252 0.00056851474209113539 0 0.012152791665094849 -0.0059401990675895669 0 -0.0069661301563919455 -0.0035263917738392065 -0.0080957637815933289 0.00987153218732802 0
leaf_weight=35.176424579080049 6.7477295989738195 27.276401097289636 79.094828982537365 380.80914469362415 68.949030339723322 345.71307963779509 29.867904656901374 0.82827468311006569 0.8203933661498003 9.4087070464447606 31.914355082048132 112.57707372655386 23.211902793242189 143.73962435937756 33.373014257365867 23.515002365387772 2.11259323680133 43.740816219476073 17.422178984925267 82.457926037950529 5.8817385917354832 12.023090731105183 156.15594876979048 201.76110353391596 9.111731218021303 4.3670177502644947 44.895702503774373 112.62871551254284 79.764129475457594 2.8080237920366917 22.26940950271819 88.314696810884925 38.641119714837259 13.321776286684324 61.954374823839316 9.7467716211394873 141.42906513403796 97.09031506919564 160.34525586902237
leaf_count=27388 4910 27996 56698 407759 69408 332944 7995 169 946 30629 82163 168590 24929 190137 29098 17627 1633 66524 18656 92926 1179 14969 240173 146215 13486 2718 54800 103307 112659 3452 29844 130479 74761 7799 60218 16339 173892 110970 148804
internal_value=0 -0.000154261 -0.0059483 0.000314357 0.00650511 -0.000331767 -0.00237667 0.0151861 0.0190018 0.000413704 0.00246349 0.00824401 -0.000689404 0.00293366 0 0.00535081 0.013724 -0.010593 -0.00705181 -0.0100182 0.0131964 0 -0.000382646 0.000773932 -0.00263183 7.26618e-05 0.00843987 -0.0056324 0.0131913 -0.00744244 0.0061106 0.00945996 0 -0.00951773 -0.00117014 0 -0.00217995 0.0064154 -0.00344114
internal_weight=0 1128.88 106.371 1022.51 105.774 916.735 535.926 36.8251 35.9968 1632.39 538.717 209.374 329.343 194.228 90.915 59.0006 35.4856 50.4885 135.115 99.8801 118.459 35.235 1093.67 646.05 447.618 275.333 134.069 116.996 89.1728 172.286 158.337 110.584 47.7529 169.478 511.982 450.027 343.19 106.837 506.058
internal_count=3105189 1080107 84694 995413 97911 897502 489743 28503 28334 2025082 713341 300290 413051 261571 130521 48358 30731 71434 151480 111582 169769 39898 1311741 705722 606019 354595 198088 106025 143288 251424 248570 160323 88247 247972 507634 447416 320107 127309 481748
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=25765145 1 385 12 46 216 566 281120 23140 32 38 8 32 2 5263878 2118150 8 1 4456576 1310848 3 9 294912
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
adm_past_year=1767
anmdc_ra=1735
agegroup_rm=1338
count_proc=1164
pat_remoteness=409
cc_diabetes=170
cc_diabetes_complications=135
flag_emergency=131
drg_type_m=110
indstat_flag=90

parameters:
[boosting: gbdt]
[objective: cross_entropy]
[metric: average_precision]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 1000]
[learning_rate: 0.1]
[num_leaves: 40]
[num_threads: 4]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 1]
[histogram_pool_size: -1]
[max_depth: 7]
[min_data_in_leaf: 15]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 12194]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 8043]
[extra_trees: 0]
[extra_seed: 26014]
[early_stopping_round: 100]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 3]
[lambda_l2: 30]
[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: 26852]
[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]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 159]
[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: 0,1,2,4,5,6,8,9]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 30046]
[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: ]
[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:[[0, 1], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 99], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], [0, 1], [0, 1], [0, 1], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50], [0, 1, 2, 3], [0, 1]]
