tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=8
objective=cross_entropy
feature_names=adm_past_year agegroup_rm an110mdc_ra count_proc drg11_type_m flag_emergency indstat_flag pat_remoteness cc_downs_syndrome
feature_infos=[0:292] -1:7:6:3:5:2:4:8:0:1:9 -1:6:5:8:14:1:4:11:3:21:9:23:2:13:10:7:18:19:12:20:16:22:15:0:24 [0:50] -1:1:0 -1:1:0 -1:0:1 -1:0:1:2:3 -1:0
tree_sizes=4246 4261 4251 4126 4199 4330 4298 4102 4291 4198 4168 4184 4238 4214 4071 4185 4102 4208 4225 4162 4140 4058 4137 4098 4182 4156 4236 4202 4199 4188 4170 4198 4228 4163 4260 4245 4197 4271 4300 4128 4207 4264 4203 4228 4216 4263 4243 4184 4299 4125 4186 4139 4285 4219 4158 4171 4264 4166 4232 4249 4220 4271 4143 4186 4167 4187 4196 4265 4147 4271 4270 4153 4206 4237 4226 4201 4118 4277 4216 3993 4218 4228 4145 4235 4236 4191 4101 4279 4240 4161 4213 4220 4210 4104 4057 4148 4171 4226 3814 4280 3173 4250 4136

Tree=0
num_leaves=40
num_cat=17
split_feature=4 2 1 2 0 3 3 3 5 2 2 3 3 0 3 2 2 1 0 0 0 0 2 3 2 3 2 3 3 3 3 3 1 3 1 6 3 2 0
split_gain=48629 15475.2 4875.66 4722.04 3146.82 2037.22 2006.38 1349.42 1033.1 1306.81 698.084 361.887 273.102 248.854 235.406 234.122 182.215 134.712 123.938 75.061 60.6616 51.484 25.7404 23.1734 22.8321 17.5927 14.707 23.1279 13.9095 13.7621 13.4869 12.0171 10.2041 9.15079 8.93188 2.61088 1.81764 1.81708 1.49929
threshold=0 1 2 3 2.5000000000000004 1.5000000000000002 3.5000000000000004 1.5000000000000002 4 5 6 7.5000000000000009 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 7 8 9 1.5000000000000002 1.5000000000000002 1.5000000000000002 1.5000000000000002 10 1.5000000000000002 11 1.5000000000000002 12 2.5000000000000004 20.500000000000004 19.500000000000004 5.5000000000000009 2.5000000000000004 13 19.500000000000004 14 15 15.500000000000002 16 104.50000000000001
decision_type=1 9 1 9 2 2 2 2 1 9 9 2 2 2 2 9 9 1 2 2 2 2 9 2 9 2 9 2 2 2 2 2 1 2 1 1 2 9 2
left_child=-1 2 7 15 6 19 8 -2 9 -5 -8 -9 17 -12 37 18 -10 -7 26 22 28 30 -4 -20 25 -23 27 -3 -14 -22 32 38 -17 -33 -28 -26 -13 -6 -16
right_child=1 3 5 4 14 12 10 11 16 -11 13 36 20 -15 31 21 -18 -19 23 -21 29 24 -24 -25 35 -27 34 -29 -30 -31 -32 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-6.1218914139404133 -5.9999131395834224 -6.0314040250852932 -5.9841133015572403 -5.6784687532644691 -6.0233367923628514 -5.6751232803773641 -5.5883351165228383 -5.1662710820334254 -5.9940388573037264 -5.9853784916714101 -5.8646719181660547 -5.9432709303813391 -5.6500620385785743 -5.7343798743715908 -5.7520228897562911 -6.0218601187627181 -5.9140956955704382 -5.8750778306514047 -6.0236349232961466 -5.9169340256154479 -5.4838088207769733 -6.0323976874930949 -6.0577344525786634 -5.8998332617081157 -6.0502697658857709 -5.9664573109208643 -6.0062762764525477 -5.9622125371266099 -6.0218601187627181 -6.0218601187627181 -6.0204642799445036 -5.4409518030989243 -6.0831043230622628 -6.0218601187627181 -6.0334754962262922 -6.0201615506312898 -6.0218601187627181 -5.9927070262402768 -6.0218601187627181
leaf_weight=15628.111165572423 24.074006237788126 58.284436154644936 33.2643637068104 282.35973531729542 8.6980168903246504 196.05050112423487 201.88377160811797 338.37795674940571 1181.3422573744319 281.15543164685369 670.02243205485865 11.420370678417383 799.81692383112386 304.02030734578148 94.857618162408471 34.939287048066035 372.53287767944857 208.19248863123357 10.696340415626763 58.742988654412329 279.58669941080734 50.344237606041133 93.757092162966728 111.30275886459276 208.15387368388474 54.854946143226698 149.159887871705 88.877128191757947 1.0039886310696591 0.61783915758132835 27.13665424939245 176.1324285948649 698.74229914555326 0.71437652595341106 286.1946822758764 8.3287614563014341 1.5807994070928533 5.6715703918598583 0.11825827625580032
leaf_count=6475466 9975 24150 13783 116995 3604 81233 83650 140206 489486 116496 277622 4732 331402 125970 39304 14477 154358 86264 4432 24340 115846 20860 38848 46118 86248 22729 61804 36826 416 256 11244 72980 289522 296 118584 3451 655 2350 49
internal_value=-6.02186 -5.81142 -5.5798 -5.90281 -5.83703 -5.67009 -5.86732 -5.25122 -5.92791 -5.81511 -5.76353 -5.18627 -5.62964 -5.81836 -5.5313 -6.03556 -5.97215 -5.74879 -5.99194 -5.98813 -5.59394 -6.06428 -6.0329 -5.91087 -6.0291 -5.99738 -6.01352 -5.99008 -5.65051 -5.48476 -6.07847 -5.51212 -6.08098 -5.44234 -6.023 -6.04682 -5.94752 -6.00023 -5.75237
internal_weight=0 7413.01 2046.49 5366.52 3579.51 1671.03 3293.32 375.453 2117.39 563.515 1175.93 351.379 1485.27 974.043 286.192 1787.02 1553.88 404.243 704.515 185.764 1081.03 1082.5 127.021 121.999 321.682 105.199 582.516 147.162 800.821 280.205 760.818 271.823 733.682 176.847 435.355 216.483 13.0012 14.3696 94.9759
internal_count=9547027 3071561 847956 2223605 1483160 692388 1364577 155568 877335 233491 487242 145593 615417 403592 118583 740445 643844 167497 291914 76971 447920 448531 52631 50550 133288 43589 241364 60976 331818 116102 315243 112629 303999 73276 180388 89699 5387 5954 39353
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=2 268472 14 13156358 2 8256 64 16386 320 49 262184 12582912 2 10 4 1 9472
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=16
split_feature=4 2 2 5 2 3 0 3 1 0 3 3 3 1 3 0 2 1 0 1 1 3 1 0 0 1 0 3 3 2 3 3 3 0 3 1 1 3 3
split_gain=34972.1 6106.76 1603.52 1852.94 1222.52 1134.39 767.803 607.362 519.268 432.96 182.819 167.19 222.631 130.911 120.357 79.6701 76.6567 74.7801 66.2813 63.4137 53.1245 50.7691 47.5456 43.7141 42.4383 40.4543 33.5565 28.4572 27.9037 20.7184 17.7721 15.499 13.4285 10.6858 10.3465 10.0855 7.04709 5.67851 5.19982
threshold=0 1 2 3 4 3.5000000000000004 1.0000000180025095e-35 3.5000000000000004 5 1.5000000000000002 4.5000000000000009 1.5000000000000002 2.5000000000000004 6 2.5000000000000004 1.0000000180025095e-35 7 8 1.5000000000000002 9 10 4.5000000000000009 11 1.0000000180025095e-35 1.5000000000000002 12 1.5000000000000002 2.5000000000000004 17.500000000000004 13 1.5000000000000002 5.5000000000000009 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 14 15 1.5000000000000002 1.5000000000000002
decision_type=1 9 9 1 9 2 2 2 1 2 2 2 2 1 2 2 9 1 2 1 1 2 1 2 2 1 2 2 2 9 2 2 2 2 2 1 1 2 2
left_child=-1 4 3 6 7 9 20 16 15 14 23 -10 -13 18 -5 27 22 -11 36 -9 -3 33 30 -7 35 -8 31 -4 -14 38 -2 -15 -26 -21 -22 -18 -6 -28 -20
right_child=1 2 8 5 13 10 25 19 11 17 -12 12 28 26 -16 -17 24 -19 29 21 34 -23 -24 -25 32 -27 37 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.099986187220245243 0 0.078287219785334275 0.064585758104596533 0.018290173640304715 0.010134637997854476 0.092100508742101905 0.15566072439726997 0.0057870726143675966 0.048557053205663177 0.21095554200522337 0.30712570082353335 0.41797320029700358 0.28382649605409843 -0.061650783748120441 0.079879662151761885 0.23651916601890074 -0.02033569965485707 0.080835919395858269 0 0.05757846237486805 0.012350123971487038 0.17257323815258549 0.0080789830895245471 0.20158858628759965 -0.0052151656185071742 0.44441907661512836 -0.02889214235410148 0.1632332661133204 0 -0.0069406211930013026 0.12180289134617506 0.0069930908722798599 0.076550267780802386 0.1278867017459786 0.22100177574373273 0.0072895421862813397 -0.01231509547779875 0 0.09050897299274846
leaf_weight=14146.973107750528 11.675131142372264 130.27089483686723 106.52820440661162 875.92777739674784 166.64891172759235 178.43794004083611 95.199108810629696 48.715227257227525 35.235427560284734 183.62198548577726 237.76740680448711 413.67839979566634 981.28718635928817 605.26539167831652 508.43434846098535 519.18442141241394 156.58616002066992 206.25522152078338 4.797729348530992 171.49727688683197 9.1402304358780366 702.94629555288702 96.678873155266047 167.7324650043156 12.169669577619059 250.41348744672723 107.45963768591173 329.69676651665941 3.6882786026690146 26.556229447945952 133.94070281018503 20.424191120546311 76.354379986878484 111.13178447121754 533.59029207262211 352.50943676638417 361.5931374928914 170.09502598666586 101.08298044558614
leaf_count=6475466 4456 40645 38879 336462 68440 55867 26752 16150 14182 57388 69157 98779 232570 266550 184940 147206 63032 65934 2007 61185 3325 232250 34478 43994 5037 70038 45434 94523 1285 11221 48881 8451 26496 33403 159537 142202 152190 70885 37350
internal_value=0 0.150095 0.212644 0.163819 0.0434355 0.112955 0.276249 0.097136 0.277693 0.0707002 0.231125 0.323141 0.330945 -0.0215497 0.0423368 0.198938 0.0322872 0.160477 0.0116601 0.148034 0.197678 0.152829 0.0754604 0.157795 0.0101707 0.40044 -0.0456235 0.145493 0.282825 0.0678498 0.107199 -0.0587351 0.0643037 0.0958029 0.215087 -0.00155168 -0.00457032 -0.0137279 0.0807733
internal_weight=0 9204.22 5766.09 3376.79 3438.13 2358.18 1018.61 1874.2 2389.3 1774.24 583.938 1433.89 1398.65 1563.92 1384.36 955.409 839.914 389.877 660.679 1034.29 673.001 985.575 242.295 346.17 597.62 345.613 903.244 436.225 984.975 132.437 145.616 625.69 88.524 282.629 542.731 509.096 528.242 277.555 105.881
internal_count=9547027 3071561 1741463 1114039 1330098 813742 300297 667570 627424 644724 169018 346816 332634 662528 521402 280608 324582 123322 271208 342988 203507 326838 87815 99861 236767 96790 391320 133402 233855 50578 53337 275001 31533 94588 162862 205234 220630 116319 39357
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=2 13158151 2111552 2 1795 960 30 1536 60 513 897 62 897 8404992 131 4
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=18
split_feature=4 2 0 2 3 2 1 2 1 1 3 2 2 3 0 3 0 1 3 3 3 2 5 0 1 3 3 5 0 3 3 1 3 0 6 1 0 3 3
split_gain=27254.1 3435.26 1239.14 1035.59 592.252 456.887 419.339 357.897 251.144 236.012 383.994 172.424 156.859 101.701 95.2698 86.1102 64.8997 58.8388 52.4211 46.1038 40.6584 18.3895 17.4688 17.1675 12.0467 10.9992 10.2491 9.8945 8.13399 7.55222 7.44127 6.56716 5.51038 3.3121 2.3889 2.2799 2.23503 2.16459 1.60411
threshold=0 1 2.5000000000000004 2 3.5000000000000004 3 4 5 6 7 6.5000000000000009 8 9 3.5000000000000004 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 10 1.5000000000000002 5.5000000000000009 2.5000000000000004 11 12 2.5000000000000004 13 1.5000000000000002 2.5000000000000004 14 5.5000000000000009 18.500000000000004 7.5000000000000009 15 1.5000000000000002 1.0000000180025095e-35 16 17 29.500000000000004 6.5000000000000009 1.5000000000000002
decision_type=1 9 2 9 2 9 1 9 1 1 2 9 9 2 2 2 2 1 2 2 2 9 1 2 1 2 2 1 2 2 2 1 2 2 1 1 2 2 2
left_child=-1 11 3 9 6 24 7 -5 25 10 15 23 17 32 20 -3 -8 -6 -16 -14 22 27 31 30 38 -7 34 -22 -28 -27 -2 -13 -11 -23 36 -24 -25 -26 -4
right_child=1 2 5 4 12 8 16 -9 -10 13 -12 14 19 -15 18 -17 -18 -19 -20 -21 21 33 35 26 37 29 28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.09994100397872839 -0.059947570361042993 0.0048704714261427048 0 -8.9087870629849758e-05 -0.0040621889813856416 0.079653485327823279 0.014863625103530318 0.12854559391797929 0.17878469245001385 0.03240027074956664 0.013028642037402428 0.02712978820327315 0.14914602515106248 0.17460596503923298 -0.011456615276308681 0.24127698719285295 0.058185850887683216 0.10985039694295298 0.085045133701298237 0.23928805703812947 0.0069668221958611547 -0.0064091921039561867 0.00042983480348436149 -0.035372839410661078 -0.0080223198813304478 0.34617020835027468 -0.0068237138751879372 0.061963502878199239 0.05106813695291821 0 0.0034245528253201451 -0.010397411636909951 0.11381871723565654 0.015029129184323418 0.0011444576931594602 -0.038746961086647741 0 0.019645790024846094 0.067819823347892813
leaf_weight=12806.221809493843 518.93391685653478 19.537009575404227 2.3996533059980711 264.60591955040582 48.444124252069741 25.617903170641512 1011.286275039427 1239.5406844313256 491.11713732872158 48.444140912266448 89.057692937552929 39.370287305675447 680.81868842081167 760.3073792278301 59.065018589375541 1023.8226152246352 545.44871382648125 1013.813844330376 199.89343220065348 216.69208701956086 78.223915454465896 213.06486709951423 8.7701953921932709 98.076927463989705 61.018001021351665 448.16947594331577 32.165831300895661 81.006013812962919 8.3801247701048833 0.76522810524329443 6.7259097418282172 65.851228422950953 817.83025799621828 72.430647313594818 3.6067549376748493 277.32634863979183 6.8088254076428703 10.906672348268328 49.688685859320685
leaf_count=6475466 237956 7642 911 105803 15999 8296 360795 367622 109437 17065 19386 16115 162099 161328 25254 172652 184257 293469 68607 48547 26418 88866 3839 42484 14169 83687 13649 31913 3554 227 2774 28214 178661 30156 1515 123419 2911 2133 9732
internal_value=0 0.116339 0.141562 0.126721 0.0977663 0.242278 0.0691429 0.106306 0.26404 0.176702 0.218911 -0.0108842 0.141096 0.142587 0.0134124 0.23739 0.0308506 0.104424 0.0630919 0.176367 -0.0031267 0.0166705 -0.0259228 -0.0492797 0.0331519 0.330931 -0.0136209 0.0398148 0.0175177 0.345666 -0.0584557 0.00556657 0.110837 0 -0.0286981 -0.0378823 -0.0319747 0 0.058247
internal_weight=0 10639 8869.33 7779.65 5020.65 1089.68 3060.88 1504.15 965.67 2759 1132.42 1769.7 1959.77 1626.58 1095 1043.36 1556.73 1062.26 258.958 897.511 836.044 444.725 391.318 674.698 124.013 474.553 149.038 159.23 40.546 448.935 525.66 105.222 866.274 285.496 108.493 286.097 104.886 71.9247 52.0883
internal_count=9547027 3071561 2323917 2095325 1538591 228592 1018477 473425 201647 556734 199680 747644 520114 357054 442801 180294 545052 309468 93861 210646 348940 177353 171587 304843 26945 92210 64113 58331 17203 83914 240730 44329 195726 119022 46910 127258 45395 16302 10643
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=2 13156359 327864 66576 542 256 62 23 4718596 2097920 513 8388611 2 61 2 532 1 515
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=22
split_feature=4 2 0 2 3 0 2 1 7 2 2 2 2 1 0 1 3 0 1 3 2 3 3 3 1 1 3 3 1 0 6 1 0 6 0 5 2 0 3
split_gain=21934.5 2172.41 699.969 567.131 451.061 236.67 192.472 182.371 166.226 159.646 149.611 140.507 73.7044 68.5058 53.6052 45.962 265.652 39.5108 27.2094 22.0807 14.882 11.4691 10.1359 10.1225 10.01 8.45861 8.94048 6.94571 5.52178 3.66116 3.95175 3.14161 2.34486 1.7001 1.61641 1.14981 1.11158 0.754213 0.621616
threshold=0 1 3.5000000000000004 2 2.5000000000000004 1.0000000180025095e-35 3 4 5 6 7 8 9 10 1.5000000000000002 11 2.5000000000000004 1.5000000000000002 12 1.5000000000000002 13 5.5000000000000009 1.5000000000000002 1.5000000000000002 14 15 3.5000000000000004 1.5000000000000002 16 1.0000000180025095e-35 17 18 12.500000000000002 19 4.5000000000000009 20 21 33.500000000000007 2.5000000000000004
decision_type=1 9 2 9 2 2 9 1 1 9 9 9 9 1 2 1 2 2 1 2 9 2 2 2 1 1 2 2 1 2 1 1 2 1 2 1 9 2 2
left_child=-1 10 3 8 7 9 28 11 15 -6 14 -5 -9 -7 25 16 -3 21 -8 -17 23 24 -16 34 -12 29 -27 -10 -4 30 -2 -25 33 -22 -19 -26 -23 -24 -31
right_child=1 2 6 4 5 13 18 12 27 -11 17 -13 -14 -15 22 19 -18 20 -20 -21 32 36 37 31 35 26 -28 -29 -30 38 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.099895272509408328 -0.015466405931198843 0.31360802017426032 0.046409059693189182 0 0.11485307940347816 0.17169913657171965 0.020167140988281457 0.080512563807347212 0.013163216418146911 0.05519502432632313 0 0.10433010566190799 0.010021280913334134 0.10590336665419385 -0.0013130686614963262 0.029876500739092524 0.12427253351513885 -0.0164911128033076 0.22284352745301828 0.14068146072174012 -0.02697290909608472 0.014163513909601883 0.073361215521384582 0 -0.0091082707818176661 0 0.034266805825372899 0.099717261515276268 0 0 0.017734924442120905 0.048967597391778112 0 0 0.0068009620290740746 -0.057579481353290565 -0.0048663839893397483 0 0.014378634740812296
leaf_weight=11592.601687430404 221.3361669164151 153.34860585303977 39.761977839516476 169.01126971491612 841.58485612343065 544.80528236180544 30.589302472537383 136.4718689576257 27.36728649167344 1413.0101556240115 40.855388652766123 581.7642824749928 1194.5416597598232 1014.3520461684093 10.5068620769307 43.817529675550759 260.95664745033719 40.538995286682621 693.24292485346086 1745.6075369995087 170.76792139001191 10.781448974041266 158.31529424665496 25.065879691857845 32.637097052531317 168.8192713172175 138.77660345216282 1228.1272712999489 51.223904442740604 24.055172813124955 8.2044382924213988 38.466974535724148 23.580459618242458 7.6996983301360151 7.4367537065409115 551.95005211420357 15.672741277143361 0.37621780834160645 52.93799338908866
leaf_count=6475466 92490 15460 7699 57415 202047 110545 5619 43122 9421 412136 18167 148199 405450 223447 4433 15300 29094 17627 111299 312531 76145 4480 47672 9110 15741 68959 50668 203201 11932 10438 3407 13619 10293 3261 3233 270091 6764 108 20938
internal_value=0 0.0930551 0.110656 0.102323 0.0819823 0.102614 0.200253 0.0435116 0.135279 0.0795553 -0.00983916 0.0818279 0.0196059 0.133637 0.0218087 0.154456 0.206816 -0.0356613 0.216176 0.137912 -0.00503679 -0.0496048 0.0673906 0.0192738 -0.0522909 0.00656949 0.0174337 0.0976555 0.028671 -0.00441015 -0.011211 0.0409355 -0.0204528 -0.024882 -0.00780577 -0.0550426 0.00262724 0.0730148 0.0101076
internal_weight=0 11918.4 10169.6 9354.77 5895.54 3813.75 814.818 2081.79 3459.22 2254.6 1748.78 750.776 1331.01 1559.16 783.328 2203.73 414.305 965.453 723.832 1789.43 313.557 651.897 169.198 111.509 625.443 614.13 307.596 1255.49 90.9859 306.534 229.541 63.5329 202.048 178.468 47.9757 584.587 26.4542 158.692 76.9932
internal_count=9547027 3071561 2323917 2187368 1602361 948175 136549 654186 585007 614183 747644 205614 448572 333992 299113 372385 44554 448531 116918 327831 133288 315243 52213 43589 303999 246900 119627 212622 19631 127273 95897 22729 89699 79406 20860 285832 11244 47780 31376
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=2 13156359 327864 66576 14 1 6208 16387 2304 2102272 28 6 513 12582912 522 138 61 1 897 1 2 12582912
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=22
split_feature=4 2 0 2 2 3 3 1 2 7 2 5 3 2 1 2 3 0 1 1 3 2 3 5 0 1 3 1 3 3 0 1 1 0 3 3 1 6 0
split_gain=18128.9 1480.07 438.917 374.848 326.377 317.28 257.435 145.064 216.912 121.008 91.4071 83.7993 75.6326 67.6228 65.8124 54.6592 53.5641 41.7698 25.4371 21.2476 17.0271 16.5367 15.4221 17.7034 15.0517 12.4836 11.1956 10.9013 9.96201 8.02189 7.80533 5.56686 5.00561 4.20629 3.37195 2.59091 2.25574 2.13211 1.96131
threshold=0 1 1.5000000000000002 2 3 4.5000000000000009 1.5000000000000002 4 5 6 7 8 3.5000000000000004 9 10 11 2.5000000000000004 1.5000000000000002 12 13 1.5000000000000002 14 2.5000000000000004 15 2.5000000000000004 16 16.500000000000004 17 2.5000000000000004 2.5000000000000004 5.5000000000000009 18 19 1.0000000180025095e-35 8.5000000000000018 7.5000000000000009 20 21 29.500000000000004
decision_type=1 9 2 9 9 2 2 1 9 1 9 1 2 9 1 9 2 2 1 1 2 9 2 1 2 1 2 1 2 2 2 1 1 2 2 2 1 1 2
left_child=-1 10 3 6 14 7 31 8 -5 19 24 -6 27 -7 16 -9 -4 22 -11 -8 -19 35 23 32 -2 -15 -14 -13 -23 37 -31 -3 -12 34 -24 -16 -22 38 -26
right_child=1 2 4 5 11 13 9 15 -10 18 17 12 26 25 21 -17 -18 20 -20 -21 36 28 33 -25 29 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.099848561753511575 -0.055171993598365159 0.011125903479218891 0.034467283524112914 0.099623644493262317 0.19175620580557207 0.13965102397892334 0.13791304590102504 0.01815691597813272 0.021239161254502759 0.091831631088773305 0.024790666622673915 0.055776002917002999 0.17096200512581061 0 0 0.064753567330629591 0.1261546077988166 -0.0076905132692215014 0.04999859557685149 0.096964105749938079 0 0.019459571313664284 -0.0064055646194732078 -0.039000891856589573 -0.032229379507307025 0.079136472390330143 0 0.11408177642995768 0.065502621801919 -0.0080945678653559314 0.04890582785176599 -0.026756500589584856 -0.0078708954946889557 0.019766636679814487 0.022733176611707099 0.030104122772093095 0.05251465597042218 0.0012920768397926188 0
leaf_weight=10494.096476833802 452.08479426498525 17.548623875947669 122.70962848421186 842.74834786634892 596.53195585170761 409.20615149638616 1328.7317147206049 1932.1064429166727 673.58745158743113 663.25760540505871 40.053364837775007 255.69714591419324 369.32158247521147 37.945225730538368 127.32248811726458 276.81696225772612 351.67322278395295 47.880090757273138 570.63519899128005 1050.6213838334661 27.643745394656435 115.28641272801906 243.9646306745708 216.80923546524718 92.174289733404294 862.82112634414807 2.3077125060372046 427.47659292258322 339.69348686886951 29.770107978256419 8.2657054720912111 134.26141029805876 64.042452536989003 96.707477050367743 14.775441592326386 12.984673905884845 162.89029784873128 3.5578912079799911 6.8088254076428703
leaf_count=6475466 231042 6396 28060 202316 77301 70570 156912 593838 191095 81413 16002 52964 48314 11351 25497 78227 50432 21076 110901 195737 9660 32281 102850 105853 42317 207306 432 69266 58592 13090 3411 50319 28137 38772 4948 2314 48164 1494 2911
internal_value=0 0.0765274 0.0886533 0.0772566 0.124481 0.0582025 0.101577 0.0426924 0.0664372 0.107193 -0.0163472 0.153134 0.127728 0.100577 0.0749295 0.0251776 0.104423 0.00344653 0.0748981 0.121858 0.0371932 0.0458591 -0.00905007 -0.0241094 -0.045659 0.0762549 0.169651 0.0983258 0.0552408 -0.0116612 0.0159857 -0.0204738 0.0064556 0.00458576 -0.00151351 0.00826692 0.0493444 -0.0254768 -0.0288416
internal_weight=0 13028.7 11521.3 8800.29 2721 5035.23 3765.06 3725.26 1516.34 3613.25 1507.43 1651.33 1054.8 1309.97 1069.67 2208.92 474.383 914.767 1233.89 2379.35 238.414 595.287 676.353 320.905 592.662 900.766 371.629 683.174 454.98 140.577 38.0358 151.81 104.096 355.448 258.74 140.307 190.534 102.541 98.9831
internal_count=9547027 3071561 2401834 1956381 445453 1354703 601678 1065476 393411 544963 669727 248277 170976 289227 197176 672065 78492 375462 192314 352649 78900 118684 296562 149992 294265 218657 48746 122230 90873 63223 16501 56715 44139 146570 107798 27811 57824 46722 45228
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=2 13156357 67768 69394 270 8256 1 524292 2 9280 60 2105666 31 31 1040 2 513 705 528 532 897 1
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=19
split_feature=4 2 0 2 2 3 0 3 3 1 2 2 1 3 1 5 3 2 1 2 0 3 3 0 2 1 3 3 3 2 3 0 0 3 1 1 5 0 3
split_gain=15250.3 1043.77 321.077 225.894 217.849 187.795 144.667 116.385 103.238 100.202 118.414 80.8313 72.805 69.2732 60.575 77.6869 42.5061 99.2943 65.7524 36.12 32.5302 23.5716 22.1035 15.0639 14.5032 14.26 16.63 14.0568 10.49 10.5616 8.42329 8.32199 6.98156 5.65222 4.41892 3.60657 3.54872 3.27081 2.75329
threshold=0 1 1.0000000180025095e-35 2 3 4.5000000000000009 5.5000000000000009 1.5000000000000002 2.5000000000000004 4 5 6 7 3.5000000000000004 8 9 6.5000000000000009 10 11 12 1.5000000000000002 6.5000000000000009 3.5000000000000004 2.5000000000000004 13 14 3.5000000000000004 1.5000000000000002 1.5000000000000002 15 2.5000000000000004 3.5000000000000004 5.5000000000000009 7.5000000000000009 16 17 18 1.0000000180025095e-35 21.500000000000004
decision_type=1 9 2 9 9 2 2 2 2 1 9 9 1 2 1 1 2 9 1 9 2 2 2 2 9 1 2 2 2 9 2 2 2 2 1 1 1 2 2
left_child=-1 11 3 5 8 9 12 24 28 10 -3 20 38 -14 -10 -16 18 -18 -9 34 25 -21 -11 33 -5 35 -27 -22 31 -30 -25 -4 -32 -13 -7 37 -37 -2 -6
right_child=1 2 4 7 6 19 -8 16 14 22 -12 23 13 -15 15 -17 17 -19 -20 21 27 -23 -24 30 -26 26 -28 -29 29 -31 32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.099800392507455815 -0.011022557796953672 0.071070495526673341 -0.016362248481917585 0.024891078994922804 0.12977608972734594 -0.0046636112289170249 0.17467578368436798 0.098672821111503314 0.096608807484827641 0.0034910806814138769 -0.00084097109861221717 -0.053307331119651628 0.066038151284223398 0.1057369398165019 0.009183947227787077 0.074510151210871289 -0.049059470310878324 0.072911289728819093 0.059010303314043527 0.066794414646848113 -0.0071508210093901847 0.11742222970636534 0.030990825496464293 -0.024081662725570947 -0.035033244387868256 -0.038997995708885153 0.020350557487996416 0.044311267282043432 0.002356598105824767 0.041078789289673734 -0.0051738805678835896 0.025717965599830958 0.048317920034310485 0.0010089885311863869 0.026064230659699247 0.021651991884967248 -0.0026956600808551411 0.010650031839050821 0
leaf_weight=9499.8199243217241 189.79148589726537 739.46978702978231 102.33924075751565 22.40466634859331 905.97893608734012 39.558271040208638 325.56308751064353 1779.7098655963782 780.40757866343483 1292.6688942164183 321.01168669573963 443.66734517202713 1293.1203252386767 1098.5773034219164 318.09727928950451 472.65052904561162 71.02550461422652 137.03635469754227 1041.0501095161308 577.96547020180151 47.429403608897701 258.68231078283861 365.00794001948088 100.12012278055772 82.811068363720551 182.51629428355955 33.066611508838832 194.03449017764069 138.36208259034902 224.18010048568249 31.089542203815654 42.25414230604656 9.0894220629706961 7.6019347419496617 95.329511095071211 124.27610595757142 56.189917267183773 62.948066564043984 0.64144147466868062
leaf_count=6475466 83302 164154 34540 8134 123059 10578 35577 189512 122571 421283 104946 238458 252118 142406 57302 86896 12062 22016 189112 120160 21037 53646 89028 46910 32585 93346 11721 55844 47558 47094 13670 11889 3555 3121 23490 48662 23944 26157 118
internal_value=0 0.0641088 0.0734504 0.0582422 0.0913255 0.040356 0.10675 0.0782476 0.0623491 0.0262914 0.0497907 -0.0149349 0.0987622 0.0851293 0.0752632 0.0492923 0.0820937 0.0300808 0.0854681 0.0778431 0.00402534 0.0853324 0.0101074 -0.0423911 -0.0181129 -0.00740877 -0.0262313 0.0334246 0.0209731 0.029481 -0.0091654 -4.08835e-05 0.0181343 -0.0517631 0.0163318 0.00290631 0.0127369 -0.00386953 0.128249
internal_weight=0 14007.7 12525.9 6823.73 5702.17 3689.69 3623.88 3134.04 2078.29 2718.16 1060.48 1481.82 3298.32 2391.7 1571.16 790.748 3028.82 208.062 2820.76 971.536 890.252 836.648 1657.68 591.568 105.216 648.788 215.583 241.464 507.136 362.542 140.299 144.593 40.179 451.269 134.888 433.206 180.466 252.74 906.62
internal_count=9547027 3071561 2401834 1440706 961128 987285 553278 453421 407850 779411 269100 669727 517701 394524 266769 144198 412702 34078 378624 207874 364013 173806 510311 305714 40719 287132 105067 76881 141081 94652 64135 46429 17225 241579 34068 182065 72606 109459 123177
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 13156357 2107202 69394 14 9792 8404993 22 61 2 8 31 2097154 262176 527 258 898 8 2
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=21
split_feature=4 2 0 2 1 3 2 2 3 1 2 2 5 3 2 1 1 3 2 2 0 3 1 3 3 1 0 2 5 3 0 0 0 3 3 1 0 7 0
split_gain=12970.8 754.979 207.117 149.246 138.406 134.343 130.397 95.5396 83.3059 74.3386 86.3483 69.9543 69.6702 46.6738 41.2896 329.107 45.7923 38.0214 43.0449 29.8821 28.6741 24.4217 17.6345 23.1816 17.377 14.5259 13.9509 13.3017 9.84972 7.67094 7.50409 6.55053 6.04335 5.29466 4.57207 3.71375 2.37152 2.04249 2.00124
threshold=0 1 1.0000000180025095e-35 2 3 4.5000000000000009 4 5 1.5000000000000002 6 7 8 9 1.5000000000000002 10 11 12 2.5000000000000004 13 14 3.5000000000000004 5.5000000000000009 15 3.5000000000000004 3.5000000000000004 16 2.5000000000000004 17 18 2.5000000000000004 1.0000000180025095e-35 5.5000000000000009 5.5000000000000009 7.5000000000000009 1.5000000000000002 19 24.500000000000004 20 2.5000000000000004
decision_type=1 9 2 9 1 2 9 9 2 1 9 9 1 2 9 1 1 2 9 9 2 2 1 2 2 1 2 9 1 2 2 2 2 2 2 1 2 1 2
left_child=-1 11 3 5 7 9 36 21 27 10 -3 20 32 -14 15 -10 -16 34 -19 -7 22 28 30 38 -11 -21 33 -5 -4 -28 35 -31 -9 -13 -8 -2 -6 -29 -24
right_child=1 2 4 8 6 19 17 12 14 24 -12 26 13 -15 16 -17 -18 18 -20 25 -22 -23 23 -25 -26 -27 29 37 -30 31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.099750306003598549 -0.0097251229990117441 0.059939849888722502 0 0.023772394381701943 0.087908554585486631 0.10587243435668091 -0.0022714723816965633 0.10940637769043782 0.16063541580283408 0.0031386427100483167 -0.00076679230179837771 -0.050911200247057226 0.0048762298058580037 0.086392482755750677 0.025119402403231357 0.0045245346938865847 0.066521886260392668 0.011764127272402565 0.058036036396214054 0.0047225353997249093 0.053230950422922974 0.077386517685006873 -0.036610652539298724 0.02914004362601514 0.027295791258080418 0.056130136195104235 -0.022663950166454762 0.0029524163585543314 0.035888608467568382 -0.0049241206934812027 0.021698877239067691 0.046633038050626671 0.17679154076300341 0.00098837898330337041 0.018660011391363134 0.0095799559093888362 0.0035090402497328062 -0.037565286550932664 0
leaf_weight=8599.9087420848664 187.72040085983463 793.37737377895974 128.21003578067757 22.966139113763347 986.11890989774838 188.53453358123079 96.54898847732693 872.42298335884698 311.01716950302944 1297.1605330712628 320.74355092365295 420.71770742593799 85.065358204068616 1788.3370613350999 433.53995919902809 240.90429877117276 2293.0656511909328 316.79200051212683 1012.9150555403903 93.307519577210769 74.247276286361739 137.38900875835679 220.10935190564487 44.224449000088498 376.39509578794241 763.35443303873762 97.747831796994433 1.7626666810829192 247.80693330150098 30.929833333007991 211.85820041806437 9.5369641461875272 115.68317847396247 7.60957101965323 418.38142730016261 132.171981258085 13.351319505833088 78.211658274289221 23.186485670506954
leaf_count=6475466 83302 164154 23828 8134 139554 24127 30891 95433 34301 421283 104946 238458 23854 244842 57174 44542 276685 48389 166000 22849 22585 19446 110073 14448 89028 160898 46910 726 53970 13670 71843 3555 8624 3121 104788 52868 1509 31859 8894
internal_value=0 0.054267 0.0616548 0.0496226 0.075358 0.0351294 0.0567806 0.0898566 0.0652151 0.0231518 0.0427823 -0.0136979 0.0975486 0.0829839 0.0682031 0.0979129 0.0605055 0.039097 0.0482489 0.0655856 0.00365641 0.0424907 -0.00216168 -0.0208192 0.00907958 0.0513259 -0.0399988 -0.016703 0.0252722 -0.00803478 0.00819036 0.0176495 0.122567 -0.0493303 0.0142759 -0.000757973 0.0863687 -0.0334851 -0.0339617
internal_weight=0 14893.4 13433.4 7214.34 6219.02 3832.87 2844.11 3374.91 3381.47 2787.68 1114.12 1460.06 2861.51 1873.4 3278.53 551.921 2726.61 1844.64 1329.71 1045.2 893.518 513.406 819.271 287.52 1673.56 856.662 566.542 102.94 376.017 138.215 531.751 40.4668 988.106 428.327 514.93 319.892 999.47 79.9743 243.296
internal_count=9547027 3071561 2401834 1440706 961128 987285 491131 469997 453421 779411 269100 669727 372753 268696 412702 78843 333859 350068 214389 207874 364013 97244 341428 133415 510311 183747 305714 40719 77798 64135 208013 17225 104057 241579 135679 136170 141063 32585 118967
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 13156357 2107202 62 2101408 272 14 9792 8404993 2 2064 31 1 9240 64 527 769 262176 2 8 8
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=21
split_feature=4 2 0 3 2 1 2 2 1 2 2 2 3 0 3 3 5 0 2 6 1 3 0 0 1 1 3 0 1 6 1 0 1 3 3 1 0 0 3
split_gain=11153.3 556.805 162.672 125.921 107.909 181.016 180.954 137.584 80.0839 65.0685 60.8819 51.497 40.0125 24.5119 16.3555 15.9621 17.5549 12.1675 10.9501 6.45931 6.18671 5.96401 6.50804 5.21705 4.82313 4.39445 3.73285 3.04317 2.78898 1.82314 1.77344 1.75784 1.66123 1.49701 1.3212 1.31943 0.939333 0.704687 0.607796
threshold=0 1 5.5000000000000009 1.5000000000000002 2 3 4 5 6 7 8 9 5.5000000000000009 3.5000000000000004 5.5000000000000009 2.5000000000000004 10 2.5000000000000004 11 12 13 2.5000000000000004 5.5000000000000009 2.5000000000000004 14 15 3.5000000000000004 2.5000000000000004 16 17 18 29.500000000000004 19 6.5000000000000009 10.500000000000002 20 21.500000000000004 33.500000000000007 24.500000000000004
decision_type=1 9 2 2 9 1 9 9 1 9 9 9 2 2 2 2 1 2 9 1 1 2 2 2 1 1 2 2 1 1 1 2 1 2 2 1 2 2 2
left_child=-1 10 3 9 8 6 -6 -7 14 -3 17 26 -10 15 -5 16 20 30 35 23 -12 29 -23 -11 -13 -20 32 -18 -15 31 -2 -19 -4 -32 37 -17 -24 -30 -26
right_child=1 2 11 4 5 7 -8 -9 12 19 13 24 -14 28 -16 18 27 21 25 -21 -22 22 36 -25 38 -27 -28 -29 34 -31 33 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.099697816784812557 0 0.058237161395404628 0.0074307423832843042 -0.017136476630975585 0.098862489097313655 0.035761119238586173 0.01721840839717052 0.062656781392678995 0.029948717324153742 -0.039143814182903663 0.028697453256741629 0 0.05920247919401838 -0.001008986791783727 0.026415355071660464 0 -0.033507181190898426 -0.028102907005613711 0.012863352280045379 0.011759850945223539 -0.0060400741587551265 -0.0072615055492465212 0.047217243967781597 0 0.11580723514230853 -0.0070485218353123786 0.025523863893635181 0 0.05695470815837729 0.0017715565204160959 -0.050462279067779739 0 -0.015010544812411439 0 0 0.043531274954463989 0 0 0
leaf_weight=7785.4276236111764 12.81991309521254 74.831338875927031 8.361070857383309 335.34296966157854 1619.1140351525974 4221.8483957045246 374.22537394147366 4140.6140457349829 1666.9265260517132 230.12732806499116 52.352942239609547 14.470481421565637 785.46800804743543 7.4569284073077142 80.425523977261037 17.871584877138957 242.95679407357238 85.203109574504197 144.81105804990511 10.234374469611792 71.563194802962244 29.235812267754227 8.7017031554132664 51.928274563746527 554.17908894340508 230.45623365149368 32.762564402306452 22.833933795802295 69.863162129418924 3.4005141919478765 368.45444538537413 6.4992591615300617 35.11853446229361 4.6666992304380974 1.7097919534426171 56.720043484121561 0.83568929717876095 0.4841670892201354 0.16561030596494575
leaf_count=6475466 6703 20663 1827 99778 176967 792936 28508 538326 417328 82199 19688 1871 142988 2698 17713 6509 122681 42317 52306 3395 30432 13090 3119 13010 49664 92032 5283 8556 19858 1494 222099 2911 9349 2240 327 20227 292 148 29
internal_value=0 0.0464953 0.0524607 0.0499099 0.0515139 0.0564082 0.0843226 0.0493489 0.0330294 -0.00663883 -0.0124598 0.101932 0.0398807 0.00297018 -0.00667831 -0.00238119 -0.0168197 -0.03854 0.00977112 -0.0289623 0.0108919 -0.0080324 0.0147359 -0.0333179 0.111161 0.000411718 0.00717237 -0.030548 0.0476581 -0.0210207 -0.0479852 -0.0245593 -0.00637199 -0.0485925 0.0496811 0.0368071 0.0440995 0.0561958 0.113798
internal_weight=0 15675 14236.1 13591.1 13224 10355.8 1993.34 8362.46 2868.16 367.121 1438.9 645.057 2452.39 919.08 415.768 839.566 389.707 519.817 449.859 292.29 123.916 133.876 38.7732 282.056 568.815 375.267 76.2422 265.791 79.514 95.1029 385.941 91.7024 43.4796 373.121 72.0571 74.5916 9.53739 70.3473 554.345
internal_count=9547027 3071561 2401834 2333811 2214544 1536737 205475 1331262 677807 119267 669727 68023 560316 375462 117491 352431 181357 294265 171074 98604 50120 63223 16501 95209 51564 144338 16459 131237 23031 46722 231042 45228 11176 224339 20333 26736 3411 20006 49693
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 13156357 2097922 6 11352 9288 515 2359456 524292 66578 2 8388609 1 596 1 484 769 1 10 531 644
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=22
split_feature=4 2 0 1 2 2 7 3 1 3 1 1 2 2 3 2 2 3 0 1 0 1 3 7 7 2 0 2 6 3 0 3 2 3 0 0 0 3 6
split_gain=9643.79 412.622 123.811 91.1542 139.998 85.9913 85.2172 59.829 54.4345 53.4367 47.5421 44.0575 40.4244 36.6175 34.1948 38.5095 28.4928 21.3142 20.0598 16.2714 15.8265 13.7518 11.9578 11.7033 11.513 10.5579 10.4127 10.3198 10.001 8.28307 6.43321 4.81076 4.67264 4.64804 4.46365 3.96604 3.7359 3.29604 1.71577
threshold=0 1 1.0000000180025095e-35 2 3 4 5 4.5000000000000009 6 1.5000000000000002 7 8 9 10 3.5000000000000004 11 12 1.5000000000000002 1.5000000000000002 13 1.5000000000000002 14 5.5000000000000009 15 16 17 1.5000000000000002 18 19 5.5000000000000009 3.5000000000000004 3.5000000000000004 20 3.5000000000000004 1.5000000000000002 2.5000000000000004 3.5000000000000004 3.5000000000000004 21
decision_type=1 9 2 1 9 9 1 2 1 2 1 1 9 9 2 9 9 2 2 1 2 1 2 1 1 9 2 9 1 2 2 2 9 2 2 2 2 2 1
left_child=-1 8 5 12 24 7 9 19 20 25 16 -11 29 -12 23 -16 -8 35 22 37 -2 -9 -10 -6 33 -7 -19 -23 -21 34 -26 38 -22 -5 -4 -14 -34 -3 -20
right_child=1 2 3 4 14 6 10 21 18 11 13 -13 17 -15 15 -17 -18 26 31 28 32 27 -24 -25 30 -27 -28 -29 -30 -31 -32 -33 36 -35 -36 -37 -38 -39 -40
leaf_value=-0.099642405631585773 -0.00046538774326966104 -0.025143681415741914 0.0067879682831603894 0.01980215659341264 0.024705340603020577 0.01869568277049561 -0.019777983792642756 0.0099192906338613513 -0.046602508680157168 0.068924020753075313 0.063767872671169332 0.042710296995047012 -0.0052378261564047729 0.023281909773478354 0.0052879041488769762 0.049265807996378037 0.021182695633302939 0.064003277534041073 -0.016097786483515494 0.0056418964018180792 -0.0067154845612250246 0.049994142540563669 0.0052372390486288218 0.0042280152044944144 0.066678822877628538 -0.035731603432165977 0.087606647595927845 0.0071939904084946885 0.04497381644128326 0.058372404669722426 0.10382687500550024 0.013205464720737987 0.015367859871001017 0.053103036331287434 0.033950240720594015 0.028672454647265724 0.056799180171786971 0 0.0052336815722417067
leaf_weight=7048.2855670619756 516.3149575823918 172.3702536392957 187.06662028282881 165.07256678119302 861.80589610920288 18.926406560698524 304.7918311515823 222.82514896895736 429.38703709538095 1361.9042396186851 316.51609506621026 2390.6894379772712 40.527391505427659 1080.434167700354 285.33191749220714 1114.5757206599228 294.42038486502133 1106.5924783677328 195.91771331080236 918.99838108196855 11.430565876187757 555.96666044229642 31.675454468466341 505.89945910917595 900.5676653040573 62.448552292305976 1182.6230078516528 111.57344142277725 45.067114549921826 99.494819118641317 232.9983296636492 58.195677339099348 115.24160236038733 201.80820294236764 128.90797982481308 28.182639161124825 53.406271925661713 78.447458074660972 7.0439154498744747
leaf_count=6475466 222522 59238 41156 23422 174393 6385 80602 46893 266771 145238 39156 394740 10998 165348 35557 147874 53921 131248 89338 263318 5665 102820 11874 106455 111351 25732 99422 24537 12811 12153 20383 25128 31648 20937 19292 6487 13806 19967 2975
internal_value=0 0.0399839 0.0448461 0.0547303 0.044293 0.035921 0.042225 0.017694 -0.0112394 0.0511572 0.0242538 0.0530695 0.0696332 0.0341836 0.0299503 0.0411925 0 0.0753061 -0.0298652 0.00286431 0.00824265 0.0370421 -0.0423278 0.017806 0.0690891 -0.0202827 0.0773018 0.0440756 0.00899364 0.0329931 0.0763957 -0.00576401 0.0315315 0.040485 0.0207195 0.0101188 0.0348408 -0.0177585 -0.0134911
internal_weight=0 16395.4 14976.8 7041.45 4268.06 7935.38 5830.13 2105.25 1418.61 3833.97 1996.16 3752.59 2773.39 1396.95 2767.61 1399.91 599.212 2357.93 722.22 1214.88 696.393 890.365 461.062 1367.71 1500.45 81.375 2289.22 667.54 964.065 415.469 1133.57 261.157 180.078 366.881 315.975 68.71 168.648 250.818 202.962
internal_count=9547027 3071561 2401834 961128 640372 1440706 911122 529584 669727 572095 339027 539978 320756 204504 464279 183431 134523 248155 396086 355334 273641 174250 278645 280848 176093 32117 230670 127357 276129 72601 131734 117441 51119 44359 60448 17485 45454 79205 92313
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=2 13156357 30 2101408 2105602 1 30 960 7 4368 72848 270360 2128 33 801 9 2 266272 8448 1 524288 1
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=22
split_feature=4 2 0 3 1 2 3 2 2 2 3 2 2 2 0 0 3 1 3 2 3 3 6 0 1 3 0 3 1 1 5 0 6 0 1 5 5 6 0
split_gain=8409.28 312.859 90.9143 74.9443 57.5669 207.297 100.459 188.716 143.133 51.4639 50.2396 48.9551 39.6497 21.197 17.2432 11.0668 8.28561 8.00423 11.0936 7.3373 6.71949 5.90021 5.88718 5.73939 4.36432 4.36146 3.89197 3.11018 2.23809 1.96367 2.4015 2.17451 1.61912 1.63412 1.57658 1.56883 1.47004 1.19565 1.18352
threshold=0 1 5.5000000000000009 1.5000000000000002 2 3 3.5000000000000004 4 5 6 2.5000000000000004 7 8 9 1.5000000000000002 2.5000000000000004 1.5000000000000002 10 3.5000000000000004 11 13.500000000000002 2.5000000000000004 12 5.5000000000000009 13 7.5000000000000009 2.5000000000000004 3.5000000000000004 14 15 16 1.0000000180025095e-35 17 29.500000000000004 18 19 20 21 32.500000000000007
decision_type=1 9 2 2 1 9 2 9 9 9 2 9 9 9 2 2 2 1 2 9 2 2 1 2 1 2 2 2 1 1 1 2 1 2 1 1 1 1 2
left_child=-1 11 3 9 5 10 8 -8 -6 -3 -5 14 20 -7 17 25 -16 29 36 27 -4 32 26 -23 -21 37 -11 34 -18 31 -31 -2 33 -17 -14 -20 -19 -13 -26
right_child=1 2 12 4 6 13 7 -9 -10 22 -12 15 19 -15 16 21 28 18 35 24 -22 23 -24 -25 38 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.099583547924808613 -0.0086212440324969046 0.048759935045515464 0.10502069179074841 0.090411784340588955 0.046715100833223659 -0.023191049768667912 0.065452847955819973 0.027337894134932535 0.013898537947591503 -0.03690534590967539 0.052368654753963011 -0.045504502711552111 0.0064202969297232869 0.018972288678383756 -0.0062256495834681329 -0.026200748832717426 0.037505068254314461 0 0 0.013269506667797658 0 -0.0046156543019750884 0.01104869099601247 0.043059614363438498 0.061441777075027348 0.00086767672243330042 -0.00042830065213985639 0.021481068092551337 0.0026766330668579578 0.016801434310525117 -0.0025625995454401041 0.0089683059309306756 0.0014950482126116328 0 -0.015329374100291011 0.028693058950587148 -0.034647077946017728 0 0
leaf_weight=6381.1521986480802 184.04363927640952 82.10418581799604 323.60028312588111 874.82365076243877 2035.3258404536173 96.903190089156851 2409.8708866026718 3142.7176738015842 4012.191860337276 220.98177051101811 994.70195045764558 356.16724205610808 8.8153156212065351 931.83754381258041 46.668410706100985 82.250427230494097 153.70878052944317 18.864971668925136 25.760120397433639 92.993369294563308 2.7461446821689597 30.733640121761709 10.490420857211573 10.520604221383108 248.06747015286237 7.6543500381521872 53.127281417837366 34.827168049756438 61.075158863095567 130.65378695656545 56.072160374373198 64.37585817812942 3.4912013411521903 6.4176525787916026 35.397601823322475 9.6084008417092246 141.01297691848595 12.449938083300365 9.063575324136762
leaf_count=6475466 83302 20663 25230 84176 240723 5675 259454 483449 879747 82199 89838 230724 1827 171482 21037 42484 37707 8870 8044 7522 214 13670 3395 3555 17963 3121 13010 5283 18137 48662 23944 26157 1515 2911 9349 3677 84476 7734 635
internal_value=0 0.0347591 0.0388043 0.0369225 0.0380538 0.0514018 0.0344953 0.0443629 0.0252683 -0.00654648 0.0711009 -0.0101853 0.0731176 0.0140006 0.00383546 -0.0337582 0.0242177 -0.00482175 -0.0198258 0.0430083 0.100879 -0.00532199 -0.0272669 0.0163426 0.0495426 -0.0427958 -0.0315616 0.0046217 0.0320103 0.00248285 0.00960916 -0.00242331 -0.0191075 -0.0226197 -0.00730856 0.016089 -0.0316818 -0.0444521 0.058099
internal_weight=0 17022.1 15620.6 14865.1 14498.4 2898.27 11600.1 5552.59 6047.52 366.704 1869.53 1401.53 755.511 1028.74 891.844 509.685 261.452 630.392 195.246 429.165 326.346 133.414 284.599 41.2542 350.124 376.272 274.109 79.0401 214.784 435.145 186.726 248.419 92.1593 88.6681 44.2129 35.3685 159.878 368.617 257.131
internal_count=9547027 3071561 2401834 2333811 2214544 351171 1863373 742903 1120470 119267 174014 669727 68023 177157 364013 305714 76881 287132 105067 42579 25444 64135 98604 17225 26120 241579 95209 16459 55844 182065 72606 109459 46910 45395 11176 11721 93346 238458 18598
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=2 13156357 6 10328 5344 333976 2359456 8404993 10912 32 527 66578 1 801 46 8 2 1 531 2 2 1
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=26
split_feature=4 2 0 1 2 1 2 2 2 0 3 2 2 2 1 3 7 5 0 1 2 2 3 5 2 2 0 1 0 3 1 1 3 0 0 1 2 3 1
split_gain=7363.17 237.689 81.3208 62.8461 55.5587 266.236 53.2419 43.4184 35.5876 34.8382 33.1283 149.4 58.5107 29.7443 24.3601 18.4918 17.6359 16.2128 16.1725 14.0204 28.57 17.0709 10.2967 12.8643 11.5581 9.68269 9.27997 9.18378 8.72783 6.87379 4.76369 4.65712 4.3252 5.2765 2.663 2.61289 2.42368 1.9383 1.88215
threshold=0 1 1.0000000180025095e-35 2 3 4 5 6 7 8.5000000000000018 4.5000000000000009 8 9 10 11 1.5000000000000002 12 13 3.5000000000000004 14 15 16 2.5000000000000004 17 18 19 2.5000000000000004 20 1.5000000000000002 6.5000000000000009 21 22 2.5000000000000004 5.5000000000000009 2.5000000000000004 23 24 6.5000000000000009 25
decision_type=1 9 2 1 9 1 9 9 9 2 2 9 9 9 1 2 1 1 2 1 9 9 2 1 9 9 2 1 2 2 1 1 2 2 2 1 9 2 1
left_child=-1 7 4 9 5 15 14 18 27 13 12 -12 -10 17 25 -3 -16 -4 22 21 -21 -8 23 31 -24 -5 -9 37 -15 -17 -7 -2 -28 -34 -25 -26 -29 -6 -20
right_child=1 2 3 6 8 30 19 26 10 -11 11 -13 -14 28 16 29 -18 -19 38 20 -22 -23 24 34 35 -27 32 36 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.099520733538280962 0.026597036765649208 -0.0035397778967355235 0.04946534836179959 0.015315863129362959 0.0029022206593907612 0 0.061997406695593282 -0.041770409559072436 0.03829983910963141 0.090890696729859541 -0.03601827423772816 0.049013459720859832 0.015558434572207711 0.046589926895313633 0.021885815124344711 0.12759020325232737 0.046417516662734755 0.028675932620224137 0 0.017455691065919255 -0.018992996812284436 0.0031949260739620386 0.041299876314345146 -0.02865615508141145 -0.0056229944850511105 -0.028383054336013399 -0.017817424256849419 0 0.067854507322036614 0 -0.042418627870967694 -0.003566679649901826 -0.006904626669305307 0.038463330969102053 0 0.0096595135653604804 -0.020065480372211522 0.026545669283128764 0.041289791199763309
leaf_weight=5777.9723418257199 45.203824640251696 5.2358173015527418 785.34472642210312 71.414443278219551 157.92785085574724 28.300195625517517 68.27845319150947 343.50058783066925 1632.2479907386005 217.20830816891976 206.50600791140459 1553.8783737446647 4258.8236326449551 1012.1695586449932 601.38685031374916 253.40351695660502 1690.8282554990146 1395.0801559593529 11.926668970379977 509.51915850723162 310.48678814643063 133.28616802836768 48.376444694818929 224.4869777491549 225.31838143919595 50.280736048938707 90.251330772764049 64.702452153665945 873.94080748897977 6.5233153342269352 130.32815939607099 80.08506963646505 29.009777135914192 11.141209461260585 22.019225817173719 150.18089595169295 181.74118264089338 42.543044755002484 71.615889477310702
leaf_count=809513 3332 305 72255 10424 28836 2542 7537 29306 138235 14012 22642 223459 574078 102382 74356 18067 199613 172938 1552 72226 47818 15768 3827 17308 20763 6097 5941 8588 69304 662 19041 6398 1655 479 1978 13171 35556 9303 13256
internal_value=0 0.0303071 0.0336502 0.0412533 0.0266472 0.061639 0.0301035 -0.00963615 0.0244525 0.0496692 0.0260643 0.0385072 0.0221632 0.0468659 0.0382337 0.117561 0.0405958 0.0367033 0.00342094 0.00989295 0.00306445 0.0313234 -0.0011721 -0.0130984 0.00880221 -0.00343878 -0.032825 -0.00240125 0.0572091 0.125203 -0.0351786 0.00990325 -0.00603222 0.0124729 -0.0256802 0.000108715 -0.0148033 0.0115237 0.0388607
internal_weight=0 17594.5 16241.4 7719.22 8522.16 423.791 3435.48 1353.12 8098.37 4283.74 7651.46 1760.38 5891.07 4066.54 2413.91 265.163 2292.22 2180.42 879.213 1021.57 820.006 201.565 795.671 371.795 423.876 121.695 473.903 446.915 1886.11 259.927 158.628 125.289 130.402 40.151 246.506 375.499 246.444 200.471 83.5426
internal_count=2874523 2065010 1946044 864730 1081314 40617 433839 118966 1040697 430891 958414 246101 712313 416879 290490 19034 273969 245193 81585 143349 120044 23305 66777 29016 37761 16521 37381 82283 171686 18729 21583 9730 8075 2134 19286 33934 44144 38139 14808
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 13156356 62 65552 15 2363872 12599296 2097155 8 2056 265041 1 2 2 1 68099 1040 2 8388608 2101312 344 16 68 27 2 801
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=19
split_feature=4 2 6 7 2 2 0 2 3 2 1 1 3 3 3 2 0 1 0 3 3 0 1 0 3 2 0 1 1 3 5 0 0 5 3 3 0 3 1
split_gain=6475.03 182.637 71.4969 69.8603 62.403 45.4064 40.3453 40.2018 37.7995 69.3407 57.3058 36.6747 28.0191 24.8852 21.764 19.5505 16.5523 15.5233 9.47002 9.0797 8.77271 7.05141 11.627 5.83789 4.37745 3.57234 3.231 2.9153 1.96408 1.85931 1.73488 1.87951 1.4958 1.46726 1.20684 1.09423 0.973724 1.86844 2.0709
threshold=0 1 2 3 4 5 1.5000000000000002 6 4.5000000000000009 7 8 9 5.5000000000000009 1.5000000000000002 2.5000000000000004 10 1.5000000000000002 11 1.5000000000000002 5.5000000000000009 2.5000000000000004 1.0000000180025095e-35 12 2.5000000000000004 1.5000000000000002 13 4.5000000000000009 14 15 3.5000000000000004 16 3.5000000000000004 15.500000000000002 17 22.500000000000004 5.5000000000000009 1.0000000180025095e-35 8.5000000000000018 18
decision_type=1 9 1 1 9 9 2 9 2 9 1 1 2 2 2 9 2 1 2 2 2 2 1 2 2 9 2 1 1 2 1 2 2 1 2 2 2 2 1
left_child=-1 11 3 4 6 20 12 21 10 -10 -9 18 -3 15 -8 -6 19 -15 36 33 27 22 -5 29 32 -20 35 -4 -23 -22 -26 -32 -18 -13 -7 -27 37 38 -2
right_child=1 2 5 7 13 34 14 8 9 -11 -12 16 -14 17 -16 -17 24 -19 25 -21 23 28 -24 -25 30 26 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.099453230956760466 0.0026573613513002419 0.0058485837937916349 0 -8.763562046285267e-05 0.040594533479726053 0.068937971972344927 0.0029387752248011129 0.024498633024942849 -0.023446113095765705 0.038991303421211002 -0.0018388657381728736 0 0.031152637021295695 0.030871573080531775 0.049453876859384731 -0.016090119650058746 -0.021418251941577406 0.042841299517700666 -0.0052546563452148289 0.003844101283279837 0 0 0.036394500288018085 0.026277607788857904 0.023323564581653872 0.016867840697853586 0.051726384446787101 0.039829855994554006 0.053863996495421423 -0.020766538177159892 -0.0080978607187142532 0.010962500726971879 0.0019579358196608501 -0.042209483461813281 0 0 0.0062852987544061954 0.017437671893820703 -0.010619222975216652
leaf_weight=5231.3230614229105 139.86101381597109 1718.2949825692922 33.486040835967287 116.40133140259422 48.724805764388293 731.71615634066984 143.87552848225459 1311.6363357496448 182.03166743298061 1035.7594732847065 2070.6567012260202 21.682142641977407 588.46363852987997 2844.4256419350859 541.91890550032258 151.25106826657429 88.124168629059568 4449.0298294464592 14.833200929453596 32.499833874055184 58.082279546186328 16.841104192193598 222.51374241453595 21.172588082496077 13.739350752905011 118.47592775244266 36.457614890998229 62.092321405885741 320.61490116943605 67.469075920525938 85.128454913967289 63.574620422907174 1.382632044609635 361.89552721777 0.64826463325880368 21.860696511343122 138.08396021113731 6.5971089911181471 226.85071884922218
leaf_count=809483 7200 265201 3305 14451 6335 78991 18077 136900 19725 130685 259837 1763 95242 317739 59052 17789 5678 432104 1269 4317 5296 1809 31078 1366 1717 26039 6880 4218 30519 7277 5776 5726 88 32017 99 4962 7599 1075 13775
internal_value=0 0.0265486 0.0294135 0.0276656 0.03246 0.0560036 0.019517 0.0178567 0.0141531 0.0292032 0.00847876 -0.00824271 0.0127492 0.037458 0.0406466 0.000976144 -0.0244741 0.0384603 0.00726417 -0.0364811 0.0124655 0.0404301 0.0250474 -0.0014984 -0.00267741 0.0246296 0.0278915 0.0325203 0.052857 -0.0122757 0.00578706 0 -0.018146 -0.0406541 0.067903 0.0135562 0 -0.00277113 -0.00518208
internal_weight=0 18108.2 16737.1 15762.4 10486 974.667 2992.55 5276.46 4600.08 1217.79 3382.29 1371.05 2306.76 7493.43 685.794 199.976 668.027 7293.46 703.02 416.078 242.302 676.371 338.915 146.724 251.949 191.627 176.794 95.5784 337.456 125.551 162.442 148.703 89.5068 383.578 732.364 140.337 511.393 373.309 366.712
internal_count=2872459 2062976 1937095 1836543 1211539 100552 437572 625004 547147 150410 396737 125881 360443 773967 77129 24124 57082 749843 68799 38097 21462 77857 45529 13939 18985 39150 37881 7523 32328 12573 13219 11502 5766 33780 79090 31001 29649 22050 20975
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 13156357 1 1 2369282 328200 336000 2072 527 30 65696 712 225 524289 97 257 2 2 6
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=25
split_feature=4 2 0 1 2 2 3 7 2 3 6 2 3 3 1 2 3 1 3 1 3 0 2 0 3 2 2 1 2 0 3 2 2 7 1 3 1 6 5
split_gain=5718.99 139.288 57.8054 41.2199 66.9168 39.3212 58.8537 37.1013 32.7832 29.7359 28.4239 23.1692 24.236 21.8251 20.2128 19.0963 27.1047 26.3899 17.1515 17.1013 17.0255 16.0669 13.8043 12.1585 11.2931 11.1597 9.63466 8.95613 8.40007 8.32096 8.96082 8.21086 7.75079 5.81339 5.31025 4.38358 3.69971 2.86526 2.02703
threshold=0 1 1.0000000180025095e-35 2 3 4 6.5000000000000009 5 6 1.5000000000000002 7 8 5.5000000000000009 3.5000000000000004 9 10 5.5000000000000009 11 6.5000000000000009 12 1.5000000000000002 3.5000000000000004 13 1.0000000180025095e-35 1.5000000000000002 14 15 16 17 5.5000000000000009 2.5000000000000004 18 19 20 21 5.5000000000000009 22 23 24
decision_type=1 9 2 1 9 9 2 1 9 2 1 9 2 2 1 9 2 1 2 1 2 2 9 2 2 9 9 1 9 2 2 9 9 1 1 2 1 1 1
left_child=-1 8 5 11 27 6 10 9 29 32 13 12 21 -3 -8 16 -6 -17 -11 -9 31 -4 -16 34 -25 -12 -22 -5 -21 37 -31 -13 -7 -29 38 -36 -26 -2 -10
right_child=1 2 3 4 15 7 14 19 23 18 25 20 -14 -15 22 17 -18 -19 -20 28 26 -23 -24 24 36 -27 -28 33 -30 30 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.099380651537041426 -0.036364204981487812 0.0023401546997752947 0.0014383894207071189 0.0025953924172949332 0.013730084236458717 -0.033853669902973747 -0.0040993760784179354 -0.004532173948008319 0.01446423587467599 0.038690385379621814 -0.00091997525210034132 -0.026131869034325069 0.053073360874398234 0.016930636924146009 0.086345331778810652 0.030999022717544573 0.03940016515777868 -0.0087377389548292696 0.0050381374302950399 0.013498907817476381 0.060849198775132285 0.042795713608490195 0.032312342612836893 -0.015102927437407244 -0.001426772365972591 0.053487481327366054 0.040108756366882936 0.024341510838246573 0.041373290024787346 -0.016242524399027718 0.04043983859867558 0.021180610814097608 0.014207380012242166 0.04697853132971655 -0.019241181145438768 0.01159682133905561 0.024812299651440259 0 -0.0053058316222086531
leaf_weight=4737.8291243473068 360.45128270739224 2671.5347000022884 476.4259563954547 91.697558781132102 1764.5015816390514 53.544161696452647 61.731790240854025 377.33350019622594 92.959086525952443 2403.4747620241251 41.293071690015495 31.530756036750972 167.88289242028259 1707.3296308424324 107.47712071659043 187.62449644575827 568.27107070153579 580.70840464695357 194.02116053598002 744.23897443385795 728.4297490324825 93.385305214673281 304.7287173809018 71.131380031234585 42.062574046547525 160.67506768275052 1807.4530339441262 405.20595174562186 141.39010720257647 58.217826205887832 10.562204881338401 34.143288350664079 17.735453137895092 1318.6924273576587 276.40500652370974 21.0330479524564 335.61569677270018 13.31434314639773 40.65985393174924
leaf_count=809657 31649 319057 47844 10789 225591 3491 9725 40303 4357 228990 4828 5027 16270 267119 10235 19427 63257 79787 23756 80852 58659 6149 51528 4696 2285 21367 154814 42319 15435 3889 522 5045 999 123325 18115 1178 48750 1042 2448
internal_value=0 0.0233804 0.0257721 0.0319361 0.0254305 0.0200171 0.0138281 0.0276287 -0.00759642 0.0344193 0.0101272 0.0409172 0.0220024 0.00817356 0.0465453 0.0159635 0.0204447 0.00164852 0.0363771 0.0124329 0.0457528 0.010518 0.0534556 0.00345186 0.0147771 0.0446562 0.0472186 0.040746 0.0198687 -0.0286495 0 0 -0.0202069 0.0425004 -0.00780852 -0.0148287 0.0218378 -0.0347532 0.00635645
internal_weight=0 18564.9 17242.5 8255.95 4916.7 8986.51 5054.77 3931.74 1322.41 2668.78 4580.83 3339.25 737.694 4378.86 473.938 3101.11 2332.77 768.333 2597.5 1262.96 2601.56 569.811 412.206 879.867 448.81 201.968 2535.88 1815.6 885.629 442.546 68.78 65.674 71.2796 1723.9 431.057 297.438 377.678 373.766 133.619
internal_count=2864576 2054919 1935988 858303 564495 1077685 683859 393826 118931 257236 612371 293808 70263 586176 71488 388062 288848 99214 252746 136590 223545 53993 61763 81829 55731 26195 213473 176433 96287 37102 4411 10072 4490 165644 26098 19293 51035 32691 6805
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 13156356 30 2166944 2109891 1 524292 1 4401 768 264515 1 898 8256 2097280 8202 513 2600 74946 2584 2 772 897 1 2
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=22
split_feature=4 2 0 1 2 2 3 2 3 1 2 2 3 1 1 2 2 3 0 5 3 0 1 0 3 3 0 1 6 2 0 1 1 1 3 6 0 0 0
split_gain=5057.13 113.106 50.1723 41.3085 85.5563 79.942 46.533 55.3054 45.907 37.1149 128.644 29.4905 28.1811 24.6175 19.4574 16.2115 16.1219 12.4846 11.6788 9.35902 8.94831 6.98259 6.66314 4.10636 4.04214 3.84285 5.14034 3.58506 3.18612 2.92415 2.21523 2.21489 1.85904 1.37764 1.37672 1.33453 1.36286 1.1836 1.06569
threshold=0 1 8.5000000000000018 2 3 4 2.5000000000000004 5 5.5000000000000009 6 7 8 1.5000000000000002 9 10 11 12 2.5000000000000004 1.0000000180025095e-35 13 1.5000000000000002 2.5000000000000004 14 9.5000000000000018 8.5000000000000018 2.5000000000000004 5.5000000000000009 15 16 17 4.5000000000000009 18 19 20 6.5000000000000009 21 29.500000000000004 133.50000000000003 12.500000000000002
decision_type=1 9 2 1 9 9 2 9 2 1 9 9 2 1 1 9 9 2 2 1 2 2 1 2 2 2 2 1 1 9 2 1 1 1 2 1 2 2 2
left_child=-1 11 3 5 9 8 16 -8 14 17 -11 18 29 -14 -3 31 -6 -5 24 37 30 32 23 -21 27 35 -27 -2 -29 -7 -20 -4 -13 -22 -34 36 -23 -17 -24
right_child=1 2 15 4 6 12 7 -9 -10 10 -12 21 13 -15 -16 19 -18 -19 20 22 33 25 38 -25 -26 26 -28 28 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.09930134762885523 0.0006934087361382664 -0.018016508977511732 -0.0097782240518476619 0.024229963155597202 0.02967551179232308 0.00067846008988876091 -0.0069997521936273803 0.020944604129560944 0.038351198685257833 -0.046345997437402378 0.028850002879111859 0 0.042166413169688166 0.027143432425591026 0.0074998626593250741 0.091563131713487955 -0.0070214444365937273 0.052052472623630566 -0.020195325578363482 0.00047359216576547204 0.022330484519956187 -0.022811950975751071 0.011315323331317906 0.057518347011247688 0.019305866907391139 -0.0063112820610462224 0.038532852650857138 -0.019709259624846834 0.010145731666649936 -0.026068334092510533 0.0068133756422457566 0.013672950596418288 -0.038474783699487147 0.00034666875073361379 0 0.0014663766098404608 0 0 -0.0075857532620249015
leaf_weight=4286.4633481958881 147.31946751591749 347.69303665310144 20.788713474059477 365.08480911422521 87.705909746000543 45.264911996666342 862.05798813002184 3321.7935188822448 405.12830797629431 216.32746108388528 2125.0665552364662 11.71130105271004 2566.4505750034004 3168.4550451165996 1241.2638294524513 136.28382501797751 1600.3620814883616 822.49659223272465 61.327810767223127 26.240033799782395 327.67238862649538 77.348655210691504 27.148476746864617 114.62993152439594 16.051746267126873 28.639537428272888 11.118163195438681 275.70364073535893 8.1160265073413012 46.284013081574813 7.4310504971072069 56.286220867652446 291.19625700113829 73.374619250302203 5.1620514027308664 3.5009213618468484 6.4177366483490905 2.4710612460039547 28.038793326821178
leaf_count=808949 7620 37753 2198 34664 12688 5023 107010 448984 51423 32651 233909 873 204536 342561 142798 6259 168777 76977 4246 1660 46875 5428 2341 7313 2868 1699 718 18748 554 7231 386 5798 28078 7361 334 203 382 129 2565
internal_value=0 0.0205951 0.0227269 0.0218076 0.0170746 0.0273154 0.00948411 0.0151399 0.00949425 0.0293725 0.0211147 -0.00699391 0.0332572 0.0342231 0.00143576 0.0569081 -0.00432345 0.0441905 0.00307287 0.0651655 0.0139259 -0.0273143 0.0391578 0.0477996 -0.00779462 -0.00400289 0.0131069 -0.0106445 -0.016486 -0.0155611 -0.0130557 0.00360548 -0.0356386 0.0198345 -0.0364944 -0.0157151 -0.0192674 0.0905036 0
internal_weight=0 18985.4 17633.3 17221.4 9400.89 7820.54 5871.92 4183.85 1994.09 3528.98 2341.39 1352.09 5826.45 5734.91 1588.96 411.887 1688.07 1187.58 916.997 334.812 469.806 435.095 196.057 140.87 447.191 127.025 39.7577 431.139 283.82 91.5489 68.7589 77.0749 308.07 401.047 296.358 87.2673 83.7664 138.755 55.1873
internal_count=2870570 2061621 1935248 1906985 1115660 791325 737459 555994 231974 378201 266560 126373 559351 547097 180551 28263 181465 111641 88658 20267 58868 37715 13879 8973 29790 8430 2417 26922 19302 12254 4632 7996 29285 54236 28412 6013 5810 6388 4906
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=2 13156357 30 331952 2101538 9224 33 16 12599297 6 2 70930 2098176 2 124 774 1 264704 898 10 110 1
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=18
split_feature=4 2 6 3 7 2 2 2 2 3 0 1 0 0 1 1 0 3 2 3 0 3 1 1 0 0 6 0 0 0 3 3 0 2 0 3 6 0 1
split_gain=4491.99 88.155 54.4886 47.6252 45.8134 46.3272 38.1352 30.5184 29.4249 26.0754 24.1544 19.3544 16.7257 8.19722 8.11635 6.76464 6.52649 5.81444 5.71441 4.50706 3.73356 3.02963 2.59238 1.79912 1.52235 1.44279 1.31187 1.31324 1.53595 1.31171 1.33643 1.20614 1.01982 1.00364 0.640724 0.437304 0.30989 0.278774 0.251832
threshold=0 1 2 1.5000000000000002 3 4 5 6 7 4.5000000000000009 1.5000000000000002 8 2.5000000000000004 2.5000000000000004 9 10 1.0000000180025095e-35 3.5000000000000004 11 2.5000000000000004 5.5000000000000009 6.5000000000000009 12 13 1.0000000180025095e-35 1.5000000000000002 14 3.5000000000000004 29.500000000000004 43.500000000000007 11.500000000000002 9.5000000000000018 21.500000000000004 15 24.500000000000004 22.500000000000004 16 72.500000000000014 17
decision_type=1 9 1 2 1 9 9 9 9 2 2 1 2 2 1 1 2 2 9 2 2 2 1 1 2 2 1 2 2 2 2 2 2 9 2 2 1 2 1
left_child=-1 13 3 6 5 10 22 15 16 -10 -5 -7 -8 21 35 31 -6 33 -14 26 38 23 34 36 -19 -24 27 -15 -29 30 -16 37 -22 -17 -3 -9 -2 -4 -21
right_child=1 2 7 4 8 11 12 14 9 -11 -12 -13 18 19 29 17 -18 24 -20 20 32 -23 25 -25 -26 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.09921628576603965 -0.0094370184220501641 0.052196932748469815 0.031221707487089769 0.0043052298680915273 0.016277649750628582 0.033765554267335761 -0.038865535192765067 0.059757817290185367 0.0029303175166186289 0.019486796415542355 0.026921984175167175 0.022373794069063396 -0.019377624128741128 0 0.02743519500184155 0.012566591875604528 0.036417558968632739 -0.028802713605370331 0.016355091523652221 0.0011297971403740538 0.041418781901160544 0 -0.0056225682527496976 -0.039600207639877226 0 0.016103869203567937 0.0024964075722314978 -0.02566488959035176 0 0 0 0 0 -0.0016644158107665002 0 0 0 0 -0.0064776764320936403
leaf_weight=3883.1795356641524 79.195879076025449 53.260888388613239 99.262629084754735 1952.8845889738295 485.1779541792348 2584.4927708638133 279.60276951699052 578.21598761202767 3427.1529415355762 1326.8343970866408 620.51330567337573 6416.9119222235167 26.846951992250979 8.4787668084027228 238.6324005133938 121.41373601555824 468.18128556874581 39.648938555270433 85.167375243967399 9.4212435337249172 10.985218053683637 11.387895396212114 29.204957280308008 222.77457466872875 25.648246569791809 19.816656454000622 3.1649378088768563 66.69963801978156 6.5026608973275861 3.9568030189257106 4.784920106176286 6.0538793343584976 1.0716802645474661 18.823299128562212 1.2781513589434315 0.28021108079701562 2.28568870818708 0.38125832285731931 18.765991639811549
leaf_count=809247 7449 6714 9699 263992 64259 206653 21680 55793 370870 152571 77290 679652 2781 625 24895 7943 43029 4857 11218 561 903 653 3189 22190 2017 2598 183 4766 387 225 446 677 85 2716 137 38 173 18 1104
internal_value=0 0.0182405 0.019285 0.0178487 0.0187344 0.0223881 -0.0117957 0.0406127 0.0111355 0.00769107 0.0100826 0.0258127 -0.0261368 -0.0242163 0.0503525 0.00996613 0.0270078 -0.000339374 0.00318129 -0.000224525 0.0180112 -0.0327122 0.0333397 -0.0346003 -0.0211322 0.00190243 -0.0139317 -0.0177541 -0.0216415 0.0242935 0.02628 0.0266562 0.0378063 0.0095779 0.0456627 0.0587189 -0.00707473 0.030829 -0.000426745
internal_weight=0 19355.2 18914.4 17777.3 17282.1 11574.8 495.178 1137.1 5707.35 4753.99 2573.4 9001.4 391.617 440.734 825.87 311.232 953.359 205.534 112.014 125.09 40.2441 315.644 103.561 304.256 65.2972 49.0216 84.846 81.6811 73.2023 247.374 243.417 105.698 12.0569 140.237 54.539 578.496 81.4816 99.6439 28.1872
internal_count=2864283 2055036 2015957 1906633 1858316 1227587 48317 109324 630729 523441 341282 886305 35679 39079 81397 27927 107288 17533 13999 8614 2653 30465 12638 29812 6874 5787 5961 5778 5153 25566 25341 10394 988 10659 6851 55831 7622 9717 1665
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=2 4751364 1 1 2376963 2375712 2425353 340608 7 94 248 79122 632 282 1 8 1 304
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=23
split_feature=4 2 0 2 3 2 7 2 1 2 2 1 2 1 1 3 2 3 1 0 2 0 0 3 0 7 2 0 1 3 1 2 0 3 0 0 1 7 0
split_gain=3989.88 75.7904 40.8606 31.1014 26.1286 27.4589 23.1029 26.4575 23.3428 56.1266 48.2237 21.8155 19.1824 11.427 8.31934 8.08728 10.4599 7.42707 7.1648 6.78348 6.21777 5.86533 6.44649 4.77243 4.74635 4.73807 4.20087 3.1478 3.0307 2.74855 2.69013 2.37924 2.05987 1.96744 6.30475 1.8949 1.85602 1.76402 1.69519
threshold=0 1 3.5000000000000004 2 1.5000000000000002 3 4 5 6 7 8 9 10 11 12 2.5000000000000004 13 6.5000000000000009 14 1.5000000000000002 15 26.500000000000004 8.5000000000000018 1.5000000000000002 4.5000000000000009 16 17 1.5000000000000002 18 6.5000000000000009 19 20 12.500000000000002 2.5000000000000004 5.5000000000000009 46.500000000000007 21 22 8.5000000000000018
decision_type=1 9 2 9 2 9 1 9 1 9 9 1 9 1 1 2 9 2 1 2 9 2 2 2 2 1 9 2 1 2 1 9 2 2 2 2 1 1 2
left_child=-1 12 4 21 5 28 7 18 10 -10 -8 -9 14 17 27 24 30 26 -6 29 32 22 23 -4 36 -7 -5 37 -3 -14 -17 -19 -15 -21 -35 -23 -16 -2 -26
right_child=1 2 3 13 6 25 8 11 9 -11 -12 -13 19 20 15 16 -18 31 -20 33 -22 35 -24 -25 38 -27 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.099123008622302916 0.011692579805258958 0 0 0.012515145931745578 0.027189966472436274 0.0026150225006899 0.0021461672828901527 -0.022184816475477143 -0.012852979954123201 0.016429275261710535 0.029905231948512374 0.013792805328220909 -0.034845596919418152 -0.017225017467092586 -0.0022505615046145653 0 -0.0031073134086373544 0.039033095376550947 0.01927561048805021 -0.013045942165656866 0.028981604764067109 -0.010479024298406109 0.085514256283452536 0.044799115252175177 0.023796246243661324 -0.031998428810510501 -0.0095999668539311547 0.029681734203872802 0.040483219630725958 0 0.044588564828964242 0 0.01129740919651437 -0.0087534422572613634 0.037130751497597224 0.016000969218559813 -0.024673858231544811 -0.0036168138892923212 -0.0030662801817739134
leaf_weight=3514.9137595938519 119.07103967119474 39.79659017547965 19.919661609455943 83.386899736709893 3231.6171863181517 30.078102165833116 1176.4506987293717 136.58655048767105 1099.1967847577762 1488.5624045706354 1398.2221949398518 3707.3958532295655 254.99186025804374 32.491129261674359 104.99631262477487 16.773896145401523 263.57211755169556 28.682926925830543 3889.0794481411576 94.014119418454356 897.22439104714431 11.044900982640682 92.735756543464959 447.18592885555699 14.386545422719793 216.41453243198339 219.92451572255231 83.811125545063987 48.097804746124893 10.726655940059571 37.382475247140974 32.179796782787889 4.1104910946451119 60.840436397236772 12.262357385363428 28.937578221783042 189.18756871600635 78.052386411232874 5.0566498895641407
leaf_count=808813 5975 5028 2548 7420 258206 2363 113641 14794 125633 188387 154604 474650 26347 4504 9290 858 29217 2024 428938 6881 65446 591 4496 25635 1728 17239 19630 16481 8459 618 4353 2350 551 4417 1120 1629 15112 3792 696
internal_value=0 0.0161018 0.0177781 0.0318534 0.016093 -0.0103031 0.016677 0.0193336 0.0108396 0.00387064 0.0175628 0.0122219 -0.00653069 0.0213233 0.00157914 -0.00447942 0.0058242 0.00435299 0.0230411 -0.0229459 0.0271827 0.0509158 0.0543607 0.0427848 -0.0155183 -0.0269522 -0.00195331 0.0149909 0.0286742 -0.0328211 0.0347139 0.0298299 -0.00510499 -0.00428078 0.004598 0.00304287 -0.0193756 0.00498838 0.0131209
internal_weight=0 19704.4 18359.3 1897.82 16461.5 334.387 16127.1 10964.7 5162.43 2587.76 2574.67 3843.98 1345.13 1298 912.29 631.356 317.728 364.174 7120.7 432.835 933.826 599.824 559.841 467.106 313.627 246.493 303.311 280.935 87.8944 265.719 54.1564 60.8627 36.6016 167.117 73.1028 39.9825 294.184 197.123 19.4432
internal_count=2864464 2055651 1928766 136824 1791942 33089 1758853 1176588 582265 314020 268245 489444 126885 101925 87502 61254 34428 31424 687144 39383 70501 34899 32679 28183 26826 19602 27050 26248 13487 26965 5211 4374 5055 12418 5537 2220 24402 9767 2424
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 13156357 77984 2359328 9 71800 31 10330 2097960 513 8404993 289 519 8388608 15 16 12 2056 392 384 3152 8 1
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=20
split_feature=4 2 0 2 1 2 0 2 3 5 3 2 2 2 1 3 2 3 5 0 1 0 1 3 3 2 3 0 1 3 1 1 6 0 0 0 0 0 3
split_gain=3563.15 58.4748 41.4631 32.592 150.188 27.17 27.0003 23.3799 35.7777 55.9076 19.6213 103.462 65.4437 18.9867 18.3253 33.8084 14.6383 9.33548 8.36166 6.57026 6.18462 6.13331 6.09379 5.27227 5.06494 2.93152 2.77679 3.91567 2.74475 2.33012 2.54132 2.30012 1.05543 1.14904 1.44434 1.01325 0.998006 0.798186 0.447024
threshold=0 1 1.0000000180025095e-35 2 3 4 8.5000000000000018 5 2.5000000000000004 6 3.5000000000000004 7 8 9 10 2.5000000000000004 11 1.5000000000000002 12 1.5000000000000002 13 2.5000000000000004 14 5.5000000000000009 8.5000000000000018 15 2.5000000000000004 5.5000000000000009 16 7.5000000000000009 17 18 19 29.500000000000004 3.5000000000000004 21.500000000000004 14.500000000000002 133.50000000000003 10.500000000000002
decision_type=1 9 2 9 1 9 2 9 2 1 2 9 9 9 1 2 9 2 1 2 1 2 1 2 2 9 2 2 1 2 1 1 1 2 2 2 2 2 2
left_child=-1 21 3 4 17 20 7 14 9 -9 12 -12 -7 -10 15 -4 28 -3 37 -16 25 29 -20 -19 -22 -5 32 -28 36 30 -2 -6 33 34 -23 -29 -8 -18 -33
right_child=1 2 6 5 31 10 16 8 13 -11 11 -13 -14 -15 19 -17 18 23 22 -21 24 26 -24 -25 -26 -27 27 35 -30 -31 -32 38 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.099022591137765223 -0.0038729771520014168 -0.0040291490856816537 0.077677195839882168 0 0 0.024720318216233942 0 0.033437978190408155 0.0029723490378521338 -0.0053890760066010786 -0.02540355697595649 0.023604398343902426 -3.354079464338789e-05 0.022365257709082931 0.012793468362754613 0.024804417367541881 0.071966940747727623 0.076456153122949247 0.037329858543849591 0.028487283531892067 -0.0048280596073038591 0 0 0.00018339321993945235 0.022830202575345515 -0.028356489713884433 -0.0035063846929492834 0.038369743227237477 -0.013646976779859973 0 -0.035504410138843943 -0.046539740193568879 0.0020666919156734341 0 -0.023323231853409343 0 0.021600593995333095 0 0
leaf_weight=3185.7465369254351 78.484274754533544 5.41544173459988 188.97822884866036 49.04002147144638 32.401324801612645 1434.6514805820771 33.676670832559466 456.4232186449226 640.22648613085039 1509.0230743375141 464.33639544364996 2991.6287539936602 3795.6592349187704 4365.2812220496126 774.9618292665109 442.81714199669659 162.05099671753123 326.51083491556346 157.82447171676904 640.98069496965036 659.19480279530399 8.4481471644248796 58.301944621372968 17.585551803000271 41.46851294557564 135.24781319405884 30.040915754856542 11.883561958093194 28.084896567743272 8.2325123669579607 209.23915087955538 130.93935103481635 3.3042569989338508 6.1370653531048438 63.758723389124498 1.1713261615950603 26.547225903021172 2.5761078731156877 1.9532724688760925
leaf_count=809373 7651 328 10657 6211 2545 105328 3630 43869 77290 176119 39554 391014 427631 418208 77224 27237 6949 17576 9327 47047 74367 630 4916 1153 7525 13739 1794 2386 2835 431 22240 18794 191 370 4731 87 2777 129 263
internal_value=0 0.0143769 0.0151844 0.0106109 0.0345233 0.0091442 0.019982 0.0185848 0.0155212 0.0038443 0.0108607 0.0167666 0.00684849 0.0200272 0.0282843 0.0432238 0.0435118 0.0696345 0.0509269 0.0204079 -0.00712046 -0.0209106 0.0295373 0.0736874 -0.00188457 -0.0218034 -1.46033e-06 0.0133931 0 -0.0286335 -0.0302401 -0.0373597 -0.0114574 -0.0152111 -0.0189128 0.0345954 0.0121385 0.0712017 -0.0433039
internal_weight=0 19994.5 19573.8 10086 514.806 9571.23 9487.75 9018.69 6970.95 1965.45 8686.28 3455.97 5230.31 5005.51 2047.74 631.795 469.062 349.512 380.754 1415.94 884.951 420.7 216.126 344.096 700.663 184.288 124.744 43.0958 88.3088 295.956 287.723 165.294 81.6482 78.3439 72.2069 13.0549 60.2239 164.627 132.893
internal_count=2864126 2054753 2014242 1106028 40659 1065369 908214 877651 715486 219988 963527 430568 532959 495498 162165 37894 30563 19057 21321 124271 101842 40511 14243 18729 81892 19950 10189 4267 9242 30322 29891 21602 5922 5731 5361 2473 6407 7078 19057
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=2 4751364 65552 15 10502147 2171016 2 8 520 279569 262 8459539 2 161 124 2 124 282 16 1
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=19
split_feature=4 2 6 7 2 0 2 1 2 2 5 3 2 3 3 3 1 3 2 2 0 3 0 3 3 0 1 1 3 0 6 0 0 0 6 0 3 3 1
split_gain=3180.72 47.0971 37.5385 28.5836 30.3147 37.566 22.3082 21.4507 50.5246 34.0321 32.9465 19.1906 16.6301 14.3472 12.9236 11.6531 8.60666 8.07043 73.2638 56.9278 6.36041 6.21113 5.28275 2.67258 2.22009 3.0112 2.0838 1.87451 1.79875 1.03787 0.866869 1.07791 1.35241 0.782587 0.66395 0.659977 0.65343 0.489692 0.270975
threshold=0 1 2 3 4 1.5000000000000002 5 6 7 8 9 5.5000000000000009 10 2.5000000000000004 2.5000000000000004 4.5000000000000009 11 3.5000000000000004 12 13 2.5000000000000004 2.5000000000000004 2.5000000000000004 7.5000000000000009 2.5000000000000004 5.5000000000000009 14 15 11.500000000000002 21.500000000000004 16 29.500000000000004 3.5000000000000004 1.0000000180025095e-35 17 1.5000000000000002 26.500000000000004 22.500000000000004 18
decision_type=1 9 1 1 9 2 9 1 9 9 1 2 9 2 2 2 1 2 9 9 2 2 2 2 2 2 1 1 2 2 1 2 2 2 1 2 2 2 1
left_child=-1 20 3 4 17 11 21 9 12 10 -5 -6 -9 -7 -11 -10 37 19 -19 -3 23 26 36 27 30 -26 -4 -2 33 -27 31 32 -22 -18 35 -29 -23 -8 -33
right_child=1 2 6 7 5 13 16 8 15 14 -12 -13 -14 -15 -16 -17 28 18 -20 -21 24 22 -24 -25 25 29 -28 34 -30 -31 -32 38 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.098912329799214327 -0.0042882391318305388 0.028706731973473888 0 0.044192219202225984 -0.00085154154975559916 0.00083459860107085507 0.048885979789502487 -0.0061044509095617358 0.0039804129089229768 0.013318579873680115 0.0115922909603326 0.016554286736815298 -0.031494218509058418 0.029470274431321219 -0.0054771263562815309 0.020698643451376477 0.010972322511220968 0.035783013201097863 0.0028723884908496214 0.0067560043655114591 0 -0.018256716156192839 0.017470509424261468 0.0019776083588675989 -0.0017369999075630103 0.035272580671864631 0.025250334495507766 -0.038907520432592137 -0.00039297241597452995 0 0.0020132321517815836 0.0079726801530745003 -0.0214344175500156 0.028276491656542686 0 -0.0018198836234949878 0 0 -0.00050363156845508687
leaf_weight=2885.6730131292716 78.997557509923354 2050.4819072418613 35.507127303397283 489.71905380883254 2711.6078914914979 243.9486162198009 507.90398463350721 1042.3334451209521 985.33082621707581 562.61587142758071 940.65612010075711 784.98510680813342 343.96887277241331 911.31828628666699 907.87220055190846 799.82865667599253 172.15799686056562 1795.0294431806542 1129.2137638661079 2934.2255908821244 8.2373714202549291 135.37921150866896 25.719809053000063 7.2455972218886009 28.962255701422691 12.838407918810843 73.543153078760952 169.38656002120115 7.0517985783517352 1.3361350402701635 3.3216791145969173 2.5982436130288988 61.512700457475148 267.61599475517869 7.3779234681278458 25.982877749251202 0.16758373752236266 0.40041890135034819 3.2108100429177275
leaf_count=809374 7700 150236 3284 40435 322037 27647 47012 105240 119110 43699 103554 105572 44053 87755 97391 89221 17645 139723 91192 336650 613 12870 1475 384 1734 3214 4232 19199 662 93 192 161 4674 22759 722 2393 25 50 190
internal_value=0 0.0127822 0.0134902 0.0123155 0.0150588 0.00840316 0.0304987 0.00651038 0.000690624 0.0126751 0.0234768 0.00307858 -0.0133211 0.0238508 0.00162594 0.0117895 0.0373566 0.0188737 0.023465 0.0160338 -0.0192062 0.00262564 -0.00817008 -0.0270695 0 0.0133244 0.0192552 -0.0288973 0.021813 0.0311701 -0.00920025 -0.0129673 -0.016909 0.0232743 -0.0337729 -0.0362051 -0.0171318 0.0478851 0.000498752
internal_weight=0 20269.6 19858.6 18633.1 12560.8 4651.86 1225.45 6072.33 3171.46 2900.86 1430.38 3496.59 1386.3 1155.27 1470.49 1785.16 955.13 7908.95 2924.24 4984.71 411.008 270.317 161.267 288.991 122.018 43.1368 109.05 281.745 446.826 14.1745 78.8808 75.5591 69.7501 439.774 202.747 195.369 135.547 508.304 5.80905
internal_count=2864172 2054798 2013529 1903515 1260812 543011 110014 642703 357624 285079 143989 427609 149293 115402 141090 208331 88128 717801 230915 486886 41269 21886 14370 30398 10871 5041 7516 30014 41066 3307 5830 5638 5287 40404 22314 21592 12895 47062 351
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 4751364 1 1 71800 328201 31 8398939 8726736 2 2115 90 96 67608 97 282 1 1 192
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=26
split_feature=4 2 1 2 5 2 5 5 2 2 1 3 1 3 5 3 0 2 1 0 2 7 2 1 2 0 5 0 0 3 1 1 3 3 3 1 3 6 2
split_gain=2842.52 39.403 35.3612 89.8038 59.0467 33.8855 441.725 81.2224 376.026 187.333 89.7636 72.5175 37.2605 32.107 80.9494 26.5626 26.4345 25.023 23.9386 21.6546 17.0786 13.0981 13.0402 13.9054 10.1917 8.48844 8.26274 7.52596 7.23416 7.19535 7.04961 6.26057 6.2288 4.42016 4.39829 4.00534 3.48697 4.26232 3.33186
threshold=0 1 2 3 4 5 6 7 8 9 10 2.5000000000000004 11 5.5000000000000009 12 3.5000000000000004 1.5000000000000002 13 14 5.5000000000000009 15 16 17 18 19 4.5000000000000009 20 3.5000000000000004 4.5000000000000009 1.5000000000000002 21 22 3.5000000000000004 2.5000000000000004 4.5000000000000009 23 12.500000000000002 24 25
decision_type=1 9 1 9 1 9 1 1 9 9 1 2 1 2 1 2 2 9 1 2 9 1 9 1 9 2 1 2 2 2 1 1 2 2 2 1 2 1 9
left_child=-1 13 3 26 21 6 25 8 19 11 -11 -9 33 16 18 20 22 -10 -15 -7 -6 30 -2 -24 -17 -4 28 -14 -3 -18 -5 -23 -25 -8 -28 -31 37 -20 -37
right_child=1 2 5 4 15 7 12 9 17 10 -12 -13 27 14 -16 24 29 -19 36 -21 -22 31 23 32 -26 -27 34 -29 -30 35 -32 -33 -34 -35 -36 38 -38 -39 -40
leaf_value=-0.098791488522473755 -0.028412105384005956 -0.050157980879122738 -0.06926415861909764 -0.0018157093973578062 0.023397517122354175 -0.05806105526568564 -0.011889049753714537 -0.025673836743493106 0.046871348032678867 0.056759822053358569 0.016495248483964397 0.0040006627213623799 0.11233583879436274 -0.02911985994406778 0.04366139332896854 -0.0031331549143545248 -0.0086367162001999443 0.020477361929240854 -0.00058021544535086309 0.01767539522200727 -0.0088383263130033373 0.016402160010692314 -0.023481374988788654 -0.0064782495091742541 0.020486178540104739 0 -0.021864533758855206 0 0 -0.0016427709435215263 0.033242577229236889 -0.0057909594066004513 0.0044926655189960821 0.025058182977379263 0.00088083758982429941 -0.0055056255144701437 0.026743502770970509 0.024236420069250832 0.019990222545200109
leaf_weight=2613.260284606833 226.45033701311331 197.99863637075759 218.51069128036033 48.042588885873556 141.38113388186321 444.27872852236032 29.780337224248797 1325.4016435854137 2260.0933010862209 696.20582176139578 2748.7154930676334 2047.7798383969348 362.87684368854389 235.49649968685117 572.23974124272354 206.40446268068627 102.182776754722 627.60030161170289 420.9701500562951 21.426048287190497 1533.2433278595563 420.81599855818786 291.84834742476232 1045.5166181444656 730.53842552099377 20.144274387974292 290.2769407085143 9.1757124750874919 19.983677765121683 85.561246669036336 1157.0976563869044 132.55785830155946 946.91447262070142 32.087936003226787 79.349467606283724 25.556535348412581 50.121142967604101 48.413909036666155 665.87742361426353
leaf_count=809106 25831 28377 15285 4504 18155 38546 2821 140258 189046 47986 269799 182209 19848 33779 73157 19791 7189 39867 53505 1197 180866 45321 31311 89249 61860 2028 39092 886 3071 9487 109322 13905 147667 3083 9771 1930 6929 4937 83451
internal_value=0 0.0113758 0.0137704 0.00658118 0.0116202 0.0169933 0.0387375 0.01538 0.0281229 0.00899543 0.0252767 -0.00767198 0.0973258 0.00321923 0.0162489 0.00191265 -0.00188291 0.0415956 -0.00502023 -0.0520623 -0.00549151 0.0256603 -0.00717951 -0.00446193 0.0152164 -0.0642015 -0.0287688 0.107526 -0.0449596 0.0126508 0.0315906 0.0105483 -0.00112108 0.00535083 -0.0165314 0.0160391 0.00675871 0.00268093 0.0183881
internal_weight=0 20518.9 15801.8 4957.69 4370.08 10844.1 672.576 10171.5 3353.4 6818.1 3444.92 3373.18 433.921 4717.15 1327.24 2611.57 3389.91 2887.69 755.002 465.705 1674.62 1758.51 2510.73 2284.28 936.943 238.655 587.609 372.053 217.982 879.178 1205.14 553.374 1992.43 61.8683 369.626 776.995 519.505 469.384 691.434
internal_count=2864422 2055316 1486894 534035 453724 952859 43951 908908 268656 640252 317785 322467 26638 568422 172307 280672 396115 228913 99150 39743 199021 173052 294058 268227 81651 17313 80311 20734 31448 102057 113826 59226 236916 5904 48863 94868 65371 58442 85381
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 15253767 960 8728 2 65552 2 2 1544 264416 4 48 2 10336 897 331904 9 4718596 3 333824 2 512 192 769 1 524289
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=24
split_feature=4 2 0 2 7 0 2 3 3 2 1 3 1 2 2 1 0 1 3 2 0 2 2 3 1 6 1 0 1 3 2 2 7 6 0 0 0 2 0
split_gain=2541.8 35.1372 31.4733 23.2789 20.1509 19.847 17.5898 18.6316 16.5427 13.8447 13.7352 15.7871 12.0151 12.5413 11.2612 11.0717 10.5199 10.5011 9.66407 9.36833 9.29379 7.06449 6.6013 6.51351 6.3929 5.9156 5.05563 4.67733 3.38262 4.211 2.91646 2.56343 2.00989 1.44143 1.31874 0.930318 0.909223 0.322056 0.309288
threshold=0 1 1.0000000180025095e-35 2 3 8.5000000000000018 4 2.5000000000000004 6.5000000000000009 5 6 2.5000000000000004 7 8 9 10 26.500000000000004 11 1.5000000000000002 12 3.5000000000000004 13 14 1.5000000000000002 15 16 17 9.5000000000000018 18 6.5000000000000009 19 20 21 22 38.500000000000007 9.5000000000000018 53.500000000000007 23 6.5000000000000009
decision_type=1 9 2 9 1 2 9 2 2 9 1 2 1 9 9 1 2 1 2 9 2 9 9 2 1 1 1 2 1 2 9 9 1 1 2 2 2 9 2
left_child=-1 27 3 8 18 6 10 20 17 16 11 -4 14 -14 -6 -9 -7 21 22 -20 -8 -3 -5 -12 35 -19 37 28 38 33 -28 -26 -29 -30 -18 -11 -34 -10 -2
right_child=1 2 5 4 12 9 7 15 26 24 23 -13 13 -15 -16 -17 34 25 19 -21 -22 -23 -24 -25 31 -27 30 32 29 -31 -32 -33 36 -35 -36 -37 -38 -39 -40
leaf_value=-0.098659427268042721 -0.0047392551560356891 -0.021664963870167388 0.051801654556339498 0.013011716765105902 -0.02162621296157553 0.064899004816728542 -0.00083777889884772321 0.017516455215348878 0 0 -0.017582229829241999 0.020899886484595318 0.0018441404069331462 0.0235879080727113 0.0035976284184346149 0.0071587809598509453 -0.0051966471374615582 -0.0011465224125946705 0.024882084955692229 0.012018753187309153 0.016512305573723032 0.0038163640946281187 -0.029541566137757075 0.014990562332975313 0 0.018284074572584987 0 -0.0070763799812131063 -0.032154109176619573 0.0069476075853540514 0.02393323695464691 0.025554446931774496 0.026596122457869825 0 0.014349613227850312 -0.016561019400587237 0 -0.0094137032622412676 0.0033148220550139962
leaf_weight=2367.0092371569481 102.10882910084911 377.92677007731982 270.41666323994286 21.869560667313635 312.64333546091802 168.0200132727623 1590.5122248753905 3351.8575137790758 4.8344882794190198 10.229281696258111 31.678940540645272 708.22766593424603 1302.2950005081948 310.72668578173034 307.33754623751156 1818.5486369127175 12.921606334857641 2425.1369992219843 785.32554297312163 3847.9527047362644 345.07728770072572 114.06302509107627 53.50545253045857 1289.7061130413786 45.73546040407382 137.29730477870908 41.64947918872349 10.555680068559012 242.2013877867721 8.3180241083027777 354.01128772948869 176.87278290768154 18.943040662445135 11.489701984217389 46.017726395279169 42.570957320276648 1.6485293169971544 42.496433592867106 7.732531916582956
leaf_count=808899 9607 43260 16887 3419 29743 8953 176742 307110 822 936 4389 47887 130017 27369 42009 181871 746 294550 75841 365544 36663 10558 3324 107147 4603 15186 8668 938 26864 535 46741 8863 1749 1076 2568 3962 102 7196 835
internal_value=0 0.0100921 0.0106869 0.00677613 0.0101091 0.0147548 0.0135803 0.0108948 1.73581e-05 0.0341778 0.0213628 0.0307182 0.00205523 0.00668369 -0.00920746 0.0140409 0.0513901 -0.00256852 0.0138159 0.0144886 0.00230758 -0.0153507 -0.0157273 0.0135147 0.0132402 0 0.0175136 -0.0177416 -0.021496 -0.0269434 0.0209939 0.0206123 0.00782843 -0.030679 0.00638386 -0.0100956 0.0187557 -0.00643984 -0.00134156
internal_weight=0 20750.5 20347.5 10439.1 6941.66 9908.39 9406.03 7106 3497.42 502.368 2300.03 978.644 2233 1613.02 619.981 5170.41 226.959 3054.42 4708.65 4633.28 1935.59 491.99 75.375 1321.39 275.408 2562.43 442.992 402.998 371.85 262.009 395.661 222.608 31.1473 253.691 58.9393 52.8002 20.5916 47.3309 109.841
internal_count=2864179 2055280 2013574 1104247 677266 909327 878696 702386 426981 30631 176310 64774 229138 157386 71752 488981 12267 363554 448128 441385 213405 53818 6743 111536 18364 309736 63427 41706 38917 28475 55409 13466 2789 27940 3314 4898 1851 8018 10442
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=2 4751364 10510723 1 2175112 27296 294 960 616 2128 124 33 2576 10494208 266272 897 1 768 282 3 8459274 6 1 10493953
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=23
split_feature=4 6 2 0 2 3 1 1 2 2 1 2 2 1 1 0 1 3 1 2 5 2 1 0 3 0 1 2 3 1 3 3 3 3 3 0 1 0 0
split_gain=2284.7 29.7702 27.9054 20.1581 22.8889 16.8607 15.6107 14.3831 35.5157 32.4942 12.7214 15.3225 12.5448 17.8379 13.7851 11.2331 10.0269 8.78032 8.72997 6.05437 5.55455 5.03571 3.92553 3.74691 3.69273 3.5364 3.44027 2.78452 1.97919 2.08175 1.75959 1.39244 1.12013 0.806505 0.782404 0.77205 0.62319 0.518929 0.427001
threshold=0 1 2 1.0000000180025095e-35 3 6.5000000000000009 4 5 6 7 8 9 10 11 12 5.5000000000000009 13 6.5000000000000009 14 15 16 17 18 6.5000000000000009 2.5000000000000004 4.5000000000000009 19 20 7.5000000000000009 21 2.5000000000000004 9.5000000000000018 10.500000000000002 7.5000000000000009 4.5000000000000009 29.500000000000004 22 21.500000000000004 1.5000000000000002
decision_type=1 1 9 2 9 2 1 1 9 9 1 9 9 1 1 2 1 2 1 9 1 9 1 2 2 2 1 9 2 1 2 2 2 2 2 2 1 2 2
left_child=-1 2 23 4 5 16 19 9 -9 -6 11 17 13 -12 -14 21 -4 -5 -13 20 -3 22 30 28 35 36 -7 -17 29 -2 -8 -24 -29 -22 38 -25 -23 -26 -21
right_child=1 6 3 10 7 26 15 8 -10 -11 12 18 14 -15 -16 27 -18 -19 -20 34 33 25 31 24 37 -27 -28 32 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.098516879156420156 -0.0023578771325840873 -0.0097774972675529846 -0.014159862386065813 0.005766058193298596 -0.038046798724766726 0 0.0068196539926261403 0.029100468219234579 0.0071554247592719132 0.0050661022058742624 0.018097650034353818 0.032204360526346641 -0.016054471626093622 -0.015281614912162686 0.01144779590935336 0 -0.00045746613586128713 0.025848285470239901 0.01663187691652783 -0.0081773960100347109 0.035729319108463706 0.0338052571725048 0.022985520526785392 -0.014392298518546481 0.030673709236720595 0 0.020517499955799493 0.063192780789131403 0.001361702849381123 -0.028001390911260877 -0.01043451759723198 0 0 0 -0.031271709704935584 0 0.016145241575260597 0 0.00016847057306748574
leaf_weight=2147.0247799721546 87.892392622190528 20.73523284192197 829.44244183169212 1936.3014950422803 153.63962412718683 101.63482911139727 68.534832055913284 881.81902687530965 4413.5422268435359 1734.7876994002145 191.0104424955789 566.69743725750595 151.45505852578208 465.49433599773329 3244.3517532239202 10.928072127513586 1528.9669016976841 237.10766057274304 2510.9312410790008 70.522910141386092 33.690199326025322 429.41086078516673 110.37923244945705 37.678614449687302 8.2369164635892922 28.695187250850722 298.41980528784916 110.19684206438251 7.4708323357626787 224.8911684275954 94.65976023953408 5.5530265709385267 2.9100099960342041 1.8273569080047298 23.578336595091969 6.0614355127327135 292.46796860033646 0.76761100161820728 7.8665338314604005
leaf_count=809746 8660 1945 102178 194638 22880 16702 3777 74167 393785 196126 16996 31156 17694 59782 323513 569 201743 19050 189875 6898 2321 40025 10653 2909 1989 1664 41339 5501 406 25273 7728 632 167 156 3331 362 27363 63 834
internal_value=0 0.00911363 0.00808907 0.00863299 0.00542549 -0.00221975 0.0236877 0.0083912 0.0110569 0.000686512 0.0120094 0.0153292 0.00749719 -0.00465758 0.00996123 0.0275475 -0.00558067 0.00837716 0.0199719 -0.00401888 0.0144879 0.0225926 0.0073207 -0.0175631 0.00138167 0.026949 0.0158516 0.056111 -0.0218922 -0.0233934 -0.00161811 0.0190148 0.057874 0.0334347 -0.0175471 -0.00924189 0.0286434 0.0280948 -0.00475726
internal_weight=0 20930.6 19618.6 19245.6 9942.25 2758.46 1311.96 7183.79 5295.36 1888.43 9303.35 5251.04 4052.31 656.505 3395.81 1153.74 2358.41 2173.41 3077.63 158.221 56.2528 1029.7 279.127 372.999 52.7446 750.574 400.055 124.035 320.254 312.784 163.195 115.932 113.107 35.5176 101.968 43.74 721.879 9.00453 78.3894
internal_count=2864596 2054850 1941286 1901624 1048920 361962 113564 686958 467952 219006 852704 434719 417985 76778 341207 98079 303921 213688 221031 15485 4422 91842 22790 39662 5323 69052 58041 6237 34339 33933 11505 11285 5668 2477 11063 3271 67388 2052 7732
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 1 4751364 10510595 257 960 330256 24 62 278865 8398360 1 1 99 4 10518768 2 6636041 6 801 264 280 90
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=24
split_feature=4 6 2 7 2 2 0 3 2 1 1 3 2 0 3 1 2 5 7 1 2 3 1 0 2 3 1 7 7 1 7 3 2 0 3 3 3 0 0
split_gain=2051.65 23.9104 22.5702 17.4462 16.5126 15.6692 21.3329 15.1584 37.1197 26.5318 12.6921 11.9926 10.5883 8.72035 5.20549 6.70407 5.12393 5.01295 5.0094 4.74612 46.1578 10.6932 3.95164 3.82949 3.5607 3.50238 3.15368 3.33365 2.86681 1.85315 1.66163 1.50041 1.46152 1.44019 1.21004 1.09594 0.726509 0.655043 0.596301
threshold=0 1 2 3 4 5 1.5000000000000002 4.5000000000000009 6 7 8 5.5000000000000009 9 5.5000000000000009 3.5000000000000004 10 11 12 13 14 15 2.5000000000000004 16 6.5000000000000009 17 2.5000000000000004 18 19 20 21 22 2.5000000000000004 23 4.5000000000000009 9.5000000000000018 11.500000000000002 7.5000000000000009 14.500000000000002 21.500000000000004
decision_type=1 1 9 1 9 9 2 2 9 1 1 2 9 2 2 1 9 1 1 1 9 2 1 2 9 2 1 1 1 1 1 2 9 2 2 2 2 2 2
left_child=-1 2 23 5 14 19 11 9 -9 -6 16 -7 -8 24 22 -16 17 -3 -15 20 -4 -21 -5 29 26 37 27 -12 33 -2 -18 -30 -20 -26 -28 -34 -19 -25 -27
right_child=1 10 3 4 7 6 12 8 -10 -11 13 -13 -14 18 15 -17 30 36 32 21 -22 -23 -24 25 28 38 34 -29 31 -31 -32 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=-0.098359955618763428 -0.0003560956231566134 -0.0098020293771164686 0.040639178471523818 0 0.0073001061837908851 -0.0020675189015634441 0 -0.02646992228927263 0.016159824156422316 -0.0092864412743045924 0.0082485963605193838 0.011521118131429848 0.021261260387007309 0 -0.0065283174795279526 0.015266012446313496 0 0.032977730707652912 0 0.0057485003876841141 -0.001789118755910035 0.014128881598105415 0.026543731597838266 -0.014004800852519103 0.044090717492768057 0.03098935639272335 0.020773376807836724 -0.015003573139560354 0.0058998495990594778 -0.025141486637885985 -0.023641931450458259 0.021293908384645094 0.068950641857555742 0 0 0 0 0 0
leaf_weight=1946.4673507958651 74.304496565368026 20.753064075717703 478.19291863404214 67.291715297149494 1623.5832257983275 2746.780983514851 292.32811555685475 201.38731598784216 1261.1597490748391 2232.1297508660937 93.12814997555688 812.22503205714747 931.7435133025283 23.596456773811951 186.5685686704237 309.15601513697766 37.374198487726972 34.977406734367833 21.983260640176013 2503.5244286967209 484.13444727961905 4905.9504240551032 382.11057341797277 28.090840028249659 131.77477399015334 8.1444322890602017 112.89871028251946 69.183979291236028 176.73396120849065 221.46681257028831 62.751505118445493 454.94860759493895 83.860889015719295 7.0070458110421887 5.50052845198661 1.3157626860775042 1.825208335649221 14.777118772501124 0.877838574349881
leaf_count=810060 7431 1955 19076 7411 141765 320225 39260 21420 131770 249396 6355 102821 75912 1167 19613 28475 3804 2459 1154 243505 40357 422366 40038 2237 11681 1924 10780 5133 18052 25589 7233 40319 3876 389 630 71 156 1006 87
internal_value=0 0.00818013 0.00725761 0.00772863 0.00327625 0.00980942 0.00506099 0.00100431 0.00960573 -0.00222756 0.0211156 0.00102043 0.0163047 0.0245221 0.0151962 0.00675469 -0.00376415 0.0129208 0.0493249 0.0124497 0.0197752 0.011357 0.0231935 -0.0165466 0.0201031 0.00244108 0.00677263 -0.00118643 0.0237678 -0.0212246 -0.0164466 0.0176365 0.0547553 0.0398073 0.0171219 0.0624371 0.0308069 -0.00815262 0.0280344
internal_weight=0 21105.5 19765.9 19418.3 6263.39 13154.9 4783.08 5318.26 1462.55 3855.71 1339.61 3559.01 1224.07 1181.93 945.127 495.725 157.681 57.5557 130.756 8371.8 962.327 7409.47 449.402 347.662 1051.18 51.8902 280.711 162.312 770.464 295.771 100.126 631.683 107.16 138.782 118.399 85.1767 36.8026 42.868 9.02227
internal_count=2866958 2056898 1941684 1903410 639888 1263522 538218 544351 153190 391161 115214 423046 115172 99607 95537 48088 15607 4570 6268 725304 59433 665871 47449 38274 93339 5254 22898 11488 70441 33020 11037 58371 5101 12070 11410 3947 2615 3243 2011
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=2 1 557060 1 336512 71801 2073 527 257 4474368 848 10518768 2 2 4 6152 33 7160329 6 5 8 266 1 2359579
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=22
split_feature=4 0 2 2 3 2 2 1 2 2 1 7 1 3 2 1 3 3 7 2 6 2 7 1 3 0 3 3 0 3 0 0 0 1 1 1 0 0 3
split_gain=1839.13 21.3855 20.9276 20.5438 18.5462 27.3083 9.17247 21.0983 63.035 34.7152 20.4871 10.9512 8.46368 7.97783 12.4294 9.13377 7.33784 7.25153 4.83332 4.7004 3.86242 3.63149 3.28657 2.85595 2.74165 2.39296 2.35971 2.17716 2.06804 2.91239 2.10216 1.83167 1.8018 1.2955 1.09319 1.0134 0.791428 0.791417 0.659459
threshold=0 3.5000000000000004 1 2 1.5000000000000002 3 4 5 6 7 8 9 10 5.5000000000000009 11 12 6.5000000000000009 5.5000000000000009 13 14 15 16 17 18 13.500000000000002 2.5000000000000004 2.5000000000000004 7.5000000000000009 4.5000000000000009 4.5000000000000009 26.500000000000004 24.500000000000004 27.500000000000004 19 20 21 56.500000000000007 84.500000000000014 8.5000000000000018
decision_type=1 2 9 9 2 9 9 1 9 9 1 1 1 2 9 1 2 2 1 9 1 9 1 1 2 2 2 2 2 2 2 2 2 1 1 1 2 2 2
left_child=-1 3 12 26 5 34 10 8 -8 -9 17 -12 24 15 37 19 28 -6 21 22 25 -17 -4 -20 32 -7 -2 35 29 -14 -30 -21 -3 38 -5 -28 -34 -15 -16
right_child=1 2 13 4 6 20 7 9 -10 -11 11 -13 16 14 33 18 -18 -19 23 31 -22 -23 -24 -25 -26 -27 27 -29 30 -31 -32 -33 36 -35 -36 -37 -38 -39 -40
leaf_value=-0.098185771061771759 0 0.042290839867772857 -0.012534674774977656 0 -0.024676564956573954 -0.034254912703716368 -0.032815977254103311 0.030883905557922836 0.0062864727400475263 0.008856502375350201 0.034056765476051347 0.0038416665975906359 -0.0046319447932955003 0.039766345458319495 0.01230092626775036 -0.0061643364238286218 -0.012460650375781932 0.0027668198027138106 -0.0028832341722389919 -0.019276810825814006 0.0036490254101222575 0.02585468808962342 0.015672669504806839 0.0093654362010847283 0 0 0 0.0013972212631272653 0.028800940728229696 0.022544072018734235 0 0.0027426836639315839 -0.0050103412700138739 -0.0079167861532742374 0.033335311854017904 -0.025797891852433488 0.012095015325152079 0 0
leaf_weight=1762.5018992442638 42.84281399694737 421.59232127922587 18.07161008939147 40.065095647238195 318.60181278618984 258.01345937151928 418.80291830305941 762.12974456266966 3955.7653315156931 9539.6333183303941 90.009220829466358 3063.4522364641307 77.769248935393989 174.30724412505515 54.623821767279878 15.249702947912736 54.364239053335041 99.692102598492056 257.83855303400196 216.34777230734471 12.405619482742621 204.02210239251144 79.319602829404175 409.75194122374523 4.4272431302815667 38.460567785310559 12.271539989393203 8.4414155939593893 175.11526483786292 25.876567366532981 14.521619708277283 9.7935442812740785 10.74255612678826 76.05020190263167 54.290615697158501 219.7629090967821 17.735501767601818 2.4567918404936782 22.860600983025506
leaf_count=809268 4548 25485 1661 5164 30975 19016 60348 46637 419938 863167 10572 379171 6069 8878 3757 1388 3078 14864 25504 18502 1353 14657 6945 21644 237 4108 1086 434 10972 1638 877 735 518 6208 9841 25731 810 134 1654
internal_value=0 0.00727961 0.0163289 0.00612003 0.00655013 -0.0137438 0.00704039 0.00815272 0.00221159 0.0106283 0.00232758 0.00521382 0.0292714 0.00872731 0.0221227 0.00445375 0.0132395 -0.0173327 0.00973383 -0.00879566 -0.0277188 0.0218633 0.00612956 0.00431519 0.0388647 -0.031014 -0.0187626 -0.0228361 0.0200551 0.00344571 0.0260565 -0.0163058 0.0405596 0 0.0254266 -0.0249216 0.00125222 0.0372411 0.0069541
internal_weight=0 21277.5 2342.84 18934.6 18651.3 403.235 18248.1 14676.3 4374.57 10301.8 3571.76 3153.46 802.145 1540.69 330.299 1210.39 347.647 418.294 886.862 323.533 308.88 219.272 97.3912 667.59 454.498 296.474 283.319 240.476 293.283 103.646 189.637 226.141 450.07 153.535 94.3557 232.034 28.4781 176.764 77.4844
internal_count=2867572 2058304 161351 1896953 1865154 39482 1825672 1390090 480286 909804 435582 389743 49684 111667 20631 91036 22634 45839 63193 27843 24477 16045 8606 47148 27050 23124 31799 27251 19556 7707 11849 19237 26813 11619 15005 26817 1328 9012 5411
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=2 8482976 4227076 2375840 2900225 960 8216 8454160 515 8 118 2100292 289 10 2052 1 786448 2 192 620 388 18
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=22
split_feature=4 0 2 3 2 2 0 2 2 1 3 3 3 0 5 0 2 1 1 7 3 7 2 6 6 3 1 0 1 3 0 6 0 2 1 2 0 0 0
split_gain=1651.78 19.5552 19.29 13.0852 23.0245 12.8121 11.0257 14.077 13.1525 24.2603 18.1905 10.7142 10.1532 8.87128 6.50344 5.50957 4.95643 4.38757 3.95443 3.60648 3.03385 2.78267 1.80823 1.77708 1.61238 1.93164 1.41412 1.38753 0.999134 0.97972 0.911038 0.862564 0.803131 0.779982 0.607137 1.12533 0.499525 0.440273 0.399955
threshold=0 8.5000000000000018 1 1.5000000000000002 2 3 1.0000000180025095e-35 4 5 6 2.5000000000000004 2.5000000000000004 3.5000000000000004 2.5000000000000004 7 33.500000000000007 8 9 10 11 3.5000000000000004 12 13 14 15 7.5000000000000009 16 6.5000000000000009 17 2.5000000000000004 5.5000000000000009 18 66.500000000000014 19 20 21 1.5000000000000002 1.5000000000000002 35.500000000000007
decision_type=1 2 9 2 9 9 2 9 9 1 2 2 2 2 1 2 9 1 1 1 2 1 9 1 1 2 1 2 1 2 2 1 2 9 1 9 2 2 2
left_child=-1 2 14 4 26 20 8 12 10 -10 -5 -9 -8 19 17 16 18 21 -7 -6 28 31 -15 29 25 27 36 -16 38 -19 -28 -2 33 -17 -34 -36 -4 -27 -3
right_child=1 5 3 6 13 15 7 11 9 -11 -12 -13 -14 22 24 32 -18 23 -20 -21 -22 -23 -24 -25 -26 37 30 -29 -30 -31 -32 -33 34 -35 35 -37 -38 -39 -40
leaf_value=-0.097996658471627418 0.018698257139195217 -0.0034450769861502002 -0.0041027109880761086 -0.0015273365966937227 0.0066725898913821344 0.024020402456361792 0.022330114065287846 0 -0.0056067688728025835 0.0064158377228982965 0.016081861189679039 0.0092539724176970272 0.0086712374599601915 0.0093377548060602101 -0.019344859230196996 0.0025008684456731458 0.045279894919762434 0 0 -0.032166182110820327 0.0091450872861745421 -0.005940685152269894 -0.011428088448242307 0.0094357771434499995 0 0.012062565990301796 0.037561376202375957 0 -0.024395352327292501 -0.012857840785257958 0 0 0 -0.012283159979171 0.020688710654693923 -0.00011005195742302826 0.0092776536848405283 0 0.010545813664254108
leaf_weight=1597.5553767168894 157.39392298704479 10.352799511048945 24.115898086689413 797.56107675726525 5.9182166556129232 128.02972570084967 1312.7613039743155 1572.3487529742997 2433.1777186767431 5104.2151581314392 1875.8474933868274 5119.3108376178425 1181.5083962569479 79.491812300751917 424.03175521246158 8.5945792361162585 221.81915827607736 71.463800960686058 86.255636636866257 258.32148067967501 14.750879506114869 36.400750052067451 19.728939821943641 16.541497267899103 26.043801416060887 4.7858222536742669 63.509911940200254 19.031141596147791 41.757357661379501 211.35592490667477 3.5547559685073784 13.202691258164121 10.517750497907398 23.13633327907883 19.198632129002362 10.78058232041076 17.45120049174875 3.5854490445926785 1.6561760546173889
leaf_count=809167 13233 1065 2927 81195 549 6210 101334 170634 269682 541609 183662 452920 80428 9871 46187 550 11011 6082 6201 19224 1694 3264 2663 1690 2448 543 11206 2355 3775 21655 327 1194 755 1146 837 592 2252 513 147
internal_value=0 0.00649377 0.00594978 0.00663509 -0.00913244 0.0243981 0.00705122 0.00959845 0.00470896 0.00248607 0.0107192 0.0070368 0.0160951 -0.0212072 -0.00737381 0.0295375 0.0341123 0 0.0147267 -0.0305515 -0.0100484 0.010625 0.00103078 -0.00686471 -0.0154574 -0.0168923 0.0246983 -0.0181614 -0.0214845 -0.00981003 0.032249 0.0160412 0 -0.00573432 0.00922662 0.0131347 0 0.00414355 0
internal_weight=0 21429.5 20852.7 19868.8 472.092 576.85 19396.7 9185.93 10210.8 7537.39 2673.41 6691.66 2494.27 363.46 983.837 508.332 436.105 506.359 214.285 264.24 68.5172 206.997 99.2208 299.361 477.478 451.434 108.632 443.063 53.7663 282.82 67.0647 170.597 72.2279 31.7309 40.497 29.9792 41.5671 8.37127 12.009
internal_count=2872797 2063630 2029647 1930483 49019 33983 1881464 805316 1076148 811291 264857 623554 181762 32307 99164 27302 23422 47118 12411 19773 6681 17691 12534 29427 52046 49598 16712 48542 4987 27737 11533 14427 3880 1696 2184 1429 5179 1056 1212
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=2 4767749 2359328 8983554 10563720 331312 609 2 4457305 262 92 8 3 8390856 1 1 384 65 1 264856 384 928
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=31
split_feature=4 6 7 2 2 0 3 2 5 1 2 5 3 5 3 2 1 5 2 2 3 1 2 2 0 2 0 2 7 2 5 3 1 2 1 5 2 2 2
split_gain=1488.16 18.5123 14.9051 13.2006 12.8256 16.0658 12.0717 29.747 23.4811 21.3027 28.7687 18.85 11.1624 33.6852 10.3604 10.6616 10.1367 9.31699 377.415 168.327 47.3744 42.4514 16.918 7.94551 7.53532 5.62209 5.61799 5.5393 4.69638 4.46133 4.07317 3.6432 5.29417 5.00272 3.38263 5.4126 6.09547 3.45972 3.11849
threshold=0 1 2 3 4 1.5000000000000002 4.5000000000000009 5 6 7 8 9 5.5000000000000009 10 2.5000000000000004 11 12 13 14 15 2.5000000000000004 16 17 18 12.500000000000002 19 5.5000000000000009 20 21 22 23 3.5000000000000004 24 25 26 27 28 29 30
decision_type=1 1 1 9 9 2 2 9 1 1 9 1 2 1 2 9 1 1 9 9 2 1 9 9 2 9 2 9 1 9 1 2 1 9 1 1 9 9 9
left_child=-1 2 4 31 17 12 9 8 -8 10 -5 -11 27 -14 23 -16 29 18 24 21 -21 -19 -20 -7 -2 -9 34 -6 -28 30 -3 -4 33 -33 35 36 -18 -37 -36
right_child=1 16 3 6 5 14 7 25 -10 11 -12 -13 13 -15 15 -17 26 19 22 20 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 -32 32 -34 -35 38 37 -38 -39 -40
leaf_value=-0.097791063075129012 -0.067089002570646719 -0.0089270463425323836 0.018032562776086097 0.012463773780517093 0.0073291840173236077 0.021549325472802361 0 -0.036732037701916131 0.028448963239242488 0.0043499161283436566 -0.016533099537721072 -0.01533753281356498 -0.0085986643108960335 0.030107640114464686 0.028502222705201509 0.0067234456272467213 0.010946428346059869 -0.033344365514045453 0.053136856856773808 0.046314621162360854 0.014711900388375332 -0.0021708292410989771 0.024602410983263042 -0.011283709821389737 0.0043722170832605914 -0.0066394402306344039 0 -0.0052671160256587204 0.044896131111734398 -0.015754074938576734 0.028216900349729759 0.0054325666415955057 0.012112473083487372 -0.021487489522483361 -0.0028074426448561375 0.027131767780443541 -0.018757017700341716 0 0.022276582358810679
leaf_weight=1449.2453725714004 477.75756617763545 18.106580257997848 469.87994183041155 1245.6032463079318 351.55978472263087 55.65227859118022 563.92049347609282 75.6002581641078 576.69495907542296 631.06003572256304 422.43489618948661 1703.8814591920236 449.62324875907507 386.24558143527247 425.78826730849687 620.1075068928767 88.769292961340398 483.34922502702102 271.4036780736642 892.30421557137743 1145.2577936090529 2875.1508883638307 2456.0941033419222 258.17468852794264 3.4920846223831168 294.11086050816812 24.709199201781303 2520.4544877259759 116.69210203271359 107.17301632929593 34.236426046583802 102.84122041333467 318.68613909790292 84.978577757254243 29.652306199772283 98.702441287226975 100.51109957532026 97.24222499737516 669.555343903834
leaf_count=809587 39605 1735 47673 104831 50849 6889 53063 8473 58845 73949 37723 186257 57650 45770 29663 61702 7706 44259 18790 51447 76359 302404 201612 25569 391 33759 1180 280880 5097 11345 2278 9040 28477 10573 3682 8721 7504 8547 57211
internal_value=0 0.00588925 0.00508276 0.00106639 0.0069549 0.00283941 -0.000807813 0.00665696 0.014669 -0.00372923 0.00472939 -0.00986041 -0.000510541 0.00936407 0.0120246 0.0167434 0.0170584 0.00931956 0.01369 0.00662127 0.0290275 -0.0070852 0.0282771 -0.00291796 -0.064496 -0.0165105 0.0200492 -0.00355491 0.0396066 -0.0046887 0.0117291 0.0115598 0.0045388 -0.00706471 0.0164123 0.00630128 -0.00422293 0.0172851 0.0207126
internal_weight=0 21547.5 20162.1 6489.69 13672.4 5067.61 5513.31 1510.33 1140.62 4002.98 1668.04 2334.94 3707.88 835.869 1359.72 1045.9 1385.35 8604.81 3208.75 5396.06 2037.56 3358.5 2727.5 313.827 481.25 369.711 1225.83 2872.01 141.401 159.516 52.343 976.386 506.506 187.82 1084.43 385.225 189.28 195.945 699.208
internal_count=2871095 2061508 1946502 652663 1293839 558972 556900 154140 111908 402760 142554 260206 435149 103420 123823 91365 115006 734867 260398 474469 127806 346663 220402 32458 39996 42232 99648 331729 6277 15358 4013 95763 48090 19613 93371 32478 15210 17268 60893
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 31
cat_threshold=2 1 1 336512 71801 8394080 2 527 10488920 2 2 8396934 257 2 24 2144 7 2048 2375808 8 1538 2 10518736 2 848 262784 36 2 4544838 14106 4522497
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=23
split_feature=4 0 2 0 2 2 1 1 3 3 1 2 3 2 2 2 1 1 0 3 1 3 1 3 1 6 3 2 2 0 7 0 3 2 0 5 2 0 3
split_gain=1337.06 15.4815 13.4987 9.81095 9.60514 8.974 40.7463 11.2236 29.9822 18.861 7.24866 10.4576 9.21565 26.0877 13.6226 5.52268 5.20515 5.01142 4.72482 4.64323 3.95212 2.71827 1.87394 1.7458 1.51863 1.52834 1.44681 1.11778 0.898743 0.823595 0.648911 0.56577 0.665796 0.517747 0.516479 0.414018 0.501988 0.379711 0.286251
threshold=0 8.5000000000000018 1 1.0000000180025095e-35 2 3 4 5 6.5000000000000009 6.5000000000000009 6 7 7.5000000000000009 8 9 10 11 12 33.500000000000007 3.5000000000000004 13 1.5000000000000002 14 4.5000000000000009 15 16 8.5000000000000018 17 18 6.5000000000000009 19 25.500000000000004 1.5000000000000002 20 1.5000000000000002 21 22 83.500000000000014 6.5000000000000009
decision_type=1 2 9 2 9 9 1 1 2 2 1 9 2 9 9 9 1 1 2 2 1 2 1 2 1 1 2 9 9 2 1 2 2 9 2 1 9 2 2
left_child=-1 2 16 5 22 6 21 9 -9 -7 12 19 14 -14 -5 -13 26 -8 20 -12 27 -4 31 -24 30 29 34 -6 -22 -26 33 -3 -33 -18 -2 36 -20 -37 -32
right_child=1 4 3 10 18 7 17 8 -10 -11 11 15 13 -15 -16 -17 24 -19 35 -21 28 -23 23 -25 25 -27 -28 -29 -30 -31 38 32 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.097563450056276854 -0.026842861489521294 0 -0.0019303114311304489 0.0040830008676237704 0.0088880458194878827 -0.00094554480746107292 0 0.001756910651663839 0.023422250503926684 -0.035002936817357715 0.037429068973374134 0.0050428713003861474 -0.013727892248906826 0.041518592771296645 0.01474424891164273 -0.0031210215866341413 0.0081952639776428533 -0.027165261449126205 0 0.0094340848347438614 0.015890132566703893 0.031319260723200418 -0.023548471847367553 0 -0.0092328875423743888 0.0081609905653950189 0 -0.010419397217599014 0.041433937014990152 0.0033417213282573642 -0.0042180632315811841 0 0.020115170676778808 0 -0.0046867685371639852 -0.0096932291285790756 0.011507748272132185 0 0.0032990321651442268
leaf_weight=1313.4305643173866 127.02336384181399 26.213640436297283 4.6593220952199763 2903.9479459405411 13.186039410182273 1081.2255013383692 134.915997503791 7803.4522155354498 671.82629698561504 166.32624573889188 100.15659110667184 2699.4071443667635 93.980545941740274 240.77277663326822 2221.033509031171 1110.561560605769 167.38423519174103 135.98550583422184 7.5136266676709056 248.00073253503069 184.74233086477034 492.38335288478993 41.603337985812686 17.969218748388812 386.35668819537386 24.462360499775968 12.868671210482715 24.259470821125433 206.35727367189247 6.7416786632966241 127.24032902088948 1.7572579863481204 7.4141926306765527 46.327773434924893 67.438723408500664 21.538267242722213 21.276214951649312 19.311039078282192 7.7231502460781476
leaf_count=809060 17575 2569 332 232509 1347 108957 17318 822336 75902 22268 10743 262412 7754 15080 164819 125170 14629 20845 242 18260 8747 24750 3835 1368 38086 2356 1828 1814 9927 955 11702 83 700 4873 6390 1373 873 1191 839
internal_value=0 0.00523839 0.00475302 0.0053188 0.0209491 0.00314362 0.013361 0.00225122 0.00358192 -0.00638631 0.00764867 0.00429188 0.0100869 0.0260944 0.00885694 0.00257757 -0.00643257 -0.0157568 0.0260809 0.0200803 0.0302738 0.0297812 -0.00505385 -0.0141774 -0.00180511 -0.00585043 -0.0192637 0 0.0326577 -0.00808652 0.00237108 0.00569901 0.0147139 0.00575605 -0.0221491 0 0.00725549 -0.00384118 -0.00136485
internal_weight=0 21675.3 21082.2 20108.6 593.142 10490.8 767.944 9722.83 8475.28 1247.55 9617.86 4158.13 5459.73 334.753 5124.98 3809.97 973.567 270.902 498.184 348.157 428.545 497.043 94.9576 59.5726 766.236 417.561 207.331 37.4455 391.1 393.098 348.675 35.3851 9.17145 213.712 194.462 69.6391 28.7898 40.8493 134.963
internal_count=2871817 2062757 2028688 1929455 34069 1092708 63245 1029463 898238 131225 836747 416585 420162 22834 397328 387582 99233 38163 25514 29003 21835 25082 8555 5203 73440 41397 25793 3161 18674 39041 32043 3352 783 19502 23965 3679 1115 2564 12541
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 4767749 8983810 328720 15 769 62 2359424 2364954 262640 69986 705 560 769 81 262 1 2076 6553689 1 4210689 2 2097216
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=26
split_feature=4 6 7 2 0 2 3 3 2 5 1 2 2 2 3 2 1 2 1 7 2 1 5 7 3 3 1 0 1 3 3 3 1 0 1 1 3 3 1
split_gain=1204.86 14.3011 12.2706 11.2072 14.9049 10.5722 9.28997 8.76167 24.4693 27.6953 17.5808 23.7234 18.442 8.23959 8.21325 7.6404 7.36571 7.20975 6.6122 6.31323 7.36177 4.08026 7.41082 6.49811 4.48897 3.85888 24.5134 11.0655 10.2141 13.9719 7.63109 3.75723 3.25516 3.14955 2.43266 2.04481 3.67663 1.50465 1.46273
threshold=0 1 2 3 1.5000000000000002 4 6.5000000000000009 4.5000000000000009 5 6 7 8 9 10 2.5000000000000004 11 12 13 14 15 16 17 18 19 5.5000000000000009 3.5000000000000004 20 1.0000000180025095e-35 21 6.5000000000000009 7.5000000000000009 6.5000000000000009 22 7.5000000000000009 23 24 3.5000000000000004 4.5000000000000009 25
decision_type=1 1 1 9 2 9 2 2 9 1 1 9 9 9 2 9 1 9 1 1 9 1 1 1 2 2 1 2 1 2 2 2 1 2 1 1 2 2 1
left_child=-1 2 3 25 6 -4 18 10 38 -10 11 -7 -12 21 17 -16 -8 -6 -5 32 35 -3 31 24 -24 26 33 -28 30 -30 -27 -23 -15 -2 -22 36 -21 -37 -9
right_child=1 13 5 4 14 7 16 8 9 -11 12 -13 -14 19 15 -17 -18 -19 -20 20 34 22 23 -25 -26 28 27 -29 29 -31 -32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.097316834107196493 0.012919546148428596 0.016773424302546535 0.0096906226118702171 -0.0081506109419745305 -0.015144908611013556 -0.02156564778319827 -0.0060382284550057758 0 -0.0031787264288841988 0.024780247086738559 0.00074765361947885692 0.0093264028088969348 -0.016863318540496042 0 0.024161505158110223 0.005684812613035225 0.018629480974824572 0.01209668544331665 0.00059122424860529098 -0.0088048094302219226 -0.0013892050705322943 -0.03280522830847013 0.027208208131471057 -0.012419276022664787 -0.011148762521717669 0.011363035071038778 -0.0081822937479161129 0.0050363400151097878 0.0085293020924719579 -0.017981823975340008 0.027923309966049071 0.0037367458132713223 0.039247915278167213 -0.0049375979141895393 0.020133238564810169 0 0.017468660541694572 -0.022707750292650812 -0.027274116526487535
leaf_weight=1191.709203645587 2783.9488361742115 73.743825182551518 998.24702299851924 1440.5332141995314 174.04963110003155 258.32419012935134 135.46303909516428 25.999674923252314 703.46890741446987 641.12858155649155 991.96361649350729 1392.957806355902 1341.1435947936261 23.444701483589597 474.05216803669464 576.64808728126809 341.89456104626879 132.18274938850664 1939.8852513841121 58.195629949565046 32.596523898420855 76.628596535883844 100.29980760300532 74.965880596544594 9.2903286269865912 1909.5558604619 1170.2940968170296 1293.3660973287188 792.5825303462334 229.40520018315874 370.87915084231645 12.221265445230527 181.46551838866435 62.852570047834888 594.9418569272384 61.849143414176069 84.015021199244075 32.908012963831425 178.41904763301136
leaf_count=809280 207598 6744 92904 151636 18127 25242 15842 2698 69668 64860 112027 116277 148153 2012 31942 55403 41445 13521 231273 6037 3127 6597 6256 6002 1216 140857 148224 135207 51155 20409 27209 1141 13641 3294 45585 5878 8032 3239 19568
internal_value=0 0.00473365 0.00402345 0.00570755 0.00194591 0.000393356 -0.0011682 -0.00128759 0.00494743 0.0101107 -0.00380838 0.00392057 -0.00936288 0.0144383 0.0108635 0.0150142 0.0113431 -0.00255455 -0.00310715 0.0186034 0.0130731 0 -0.00529924 0.00503082 0.0187658 0.00793086 0.00607443 -0.00114082 0.0107683 0.00193173 0.0144512 -0.0255802 0.0347646 0.0123308 0.0185496 -0.000930972 0.00502245 -0.0109307 -0.0240864
internal_weight=0 21775.8 20359.2 13827.6 5214.71 6531.65 3857.78 5533.41 1549.02 1344.6 3984.39 1651.28 2333.11 1416.57 1356.93 1050.7 477.358 306.232 3380.42 1069.42 864.506 347.15 273.406 184.556 109.59 8612.88 5310.46 2463.66 3302.42 1021.99 2280.44 88.8499 204.91 2846.8 627.538 236.968 142.211 94.7572 204.419
internal_count=2869326 2060046 1944539 1293142 559189 651397 440196 558493 156794 134528 401699 141519 260180 115507 118993 87345 57287 31648 382909 87551 71898 27956 21212 13474 7472 733953 494323 283431 239630 71564 168066 7738 15653 210892 48712 23186 14069 9117 22266
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 1 1 68729 340096 2077 2 527 4719398 6294051 7143945 8401030 644 4207366 75 8 18692 240 2 5 271 248 259 128 218 32
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=23
split_feature=4 0 2 2 1 2 3 2 3 2 1 3 2 2 3 2 0 1 2 0 1 1 2 5 3 5 5 1 7 7 3 3 0 3 0 0 3 6 3
split_gain=1085.27 12.6535 11.016 8.14366 8.00548 21.3561 17.1088 23.7451 28.5419 22.3212 19.8998 15.9562 77.8439 72.5737 14.0831 12.4927 11.4813 8.68337 7.24259 7.18693 5.15036 4.80665 1.84279 5.02152 1.38221 1.36057 1.2079 2.72648 2.40599 2.03735 1.11251 1.02029 1.00821 0.919764 0.75842 0.665482 1.08293 0.594262 0.481649
threshold=0 9.5000000000000018 1 2 3 4 2.5000000000000004 5 6.5000000000000009 6 7 2.5000000000000004 8 9 3.5000000000000004 10 1.5000000000000002 11 12 26.500000000000004 13 14 15 16 8.5000000000000018 17 18 19 20 21 3.5000000000000004 14.500000000000002 6.5000000000000009 4.5000000000000009 78.500000000000014 25.500000000000004 3.5000000000000004 22 1.5000000000000002
decision_type=1 2 9 9 1 9 2 9 2 9 1 2 9 9 2 9 2 1 9 2 1 1 9 1 2 1 1 1 1 1 2 2 2 2 2 2 2 1 2
left_child=-1 2 21 20 5 14 9 8 -8 10 -6 12 -7 -13 15 -4 -11 -9 -16 31 -3 24 23 30 -2 33 27 37 -29 -28 -22 -5 -31 -21 -27 36 -24 -23 -37
right_child=1 3 4 19 6 11 7 17 -10 16 -12 13 -14 -15 18 -17 -18 -19 -20 25 22 26 35 -25 -26 34 29 28 -30 32 -32 -33 -34 -35 -36 38 -38 -39 -40
leaf_value=-0.09704659459717363 -0.021431740468403758 -0.017951088947447399 0.0045441755144349566 0.040747313863574337 0.029120310332131968 0.041582064340607974 -0.0031031230728634043 -0.0015633682891666393 -0.058371417454984753 -0.012022799751202098 0 -0.020057387025040316 0.0011292387256275579 0.014519278684233035 0.010886551713080134 -0.020019294762705572 0.0023113438442961334 0.0076148555767673563 -0.0098721518609571988 0.021178131102778577 0.0088467689715660599 -0.0071424886653497586 -0.018098874500804774 0.032161042882659231 0 -0.014420079755863308 0.0070439821506147948 -0.0075733962654426952 0.013148156923500061 -0.012517244127408548 -0.0089073184933902202 0 0.0014098019227924692 0 0 -0.00016508510515179136 0.00097016488264340588 0.0024155689850627717 0.011600348941949999
leaf_weight=1081.2358784573153 193.68383849825477 41.147831980139017 279.20337365986779 196.53279364132322 300.60552470595576 764.6491300011985 632.74078930867836 1112.6710875590798 83.696155746700242 1875.6846847255947 781.71034714928828 771.66294802282937 1219.6978870963212 2344.3374629395548 688.06353681022301 545.50310161453672 732.94458854955155 8091.3372674703132 171.51564063178375 12.572516290238129 33.13777241576463 245.98043311620131 22.390332003589723 66.523843930102885 12.862067928537725 24.310118573717773 38.379829742072616 28.048078044550493 193.55908756912686 237.96839615365025 47.937603522324935 1.0284951352514315 12.359965247451326 14.058296539820729 18.96257159486413 3.0462168729864052 6.5773673313669851 14.851475396193562 10.27148850308731
leaf_count=809279 24423 3488 29416 10076 25612 29725 52666 116351 11780 198966 69320 43325 135361 193621 79906 40262 84923 804176 19008 530 1033 23423 2509 3632 2042 1597 3940 2630 16769 24405 1453 55 1479 538 1180 142 730 1408 1030
internal_value=0 0.00425239 0.00385089 0.0197039 0.00435796 0.00719271 0.00290605 0.00507754 -0.0118889 -0.00283586 0.00890671 0.0104118 0.0174654 0.00573395 -0.00239685 -0.0116658 -0.00787133 0.00647088 0.0062254 0.0304182 0.00280761 -0.00622583 0.0109518 0.0158245 -0.018602 0 -0.00178726 0.000766279 0.00862177 -0.00672214 0 0.0400999 -0.0103142 0.0132196 -0.00711469 -0.00183522 -0.0103908 -0.00519508 0.00373307
internal_weight=0 21872.2 21373.7 498.497 20396 6784.63 13611.4 9920.45 716.437 3690.95 1082.32 5100.35 1984.35 3116 1684.29 824.706 2608.63 9204.01 859.579 267.465 231.032 977.693 189.885 147.599 206.546 69.9035 771.147 482.439 221.607 288.708 81.0754 197.561 250.328 26.6308 43.2727 42.2854 28.9677 260.832 13.3177
internal_count=2872209 2062930 2034937 27993 1934418 570624 1363794 984973 64446 378821 94932 402032 165086 236946 168592 69678 283889 920527 98914 13976 14017 100519 10529 6118 26465 3845 74054 44230 19399 29824 2486 10131 25884 1068 2777 4411 3239 24831 1172
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 4767749 15275331 22 2101538 8 2430104 648 66696 1032 2101248 768 290 385 705 6295873 2 2 2 24 4 12 1
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=31
split_feature=4 6 7 2 0 2 3 2 3 2 5 5 2 2 1 7 2 5 0 7 1 2 1 2 3 2 1 1 1 2 3 2 1 3 1 2 3 1 1
split_gain=979.312 11.2657 10.459 8.27526 14.5221 7.63397 7.23511 7.08208 6.95574 20.248 20.0548 18.1426 83.593 55.1483 6.36935 6.13214 7.10484 6.06102 6.13878 6.05388 5.47844 4.73109 4.15784 34.2675 7.1679 5.12508 32.7254 13.0831 3.65718 3.49117 3.28799 3.19004 3.1676 3.05253 2.51631 3.01264 4.47375 1.74707 1.59304
threshold=0 1 2 3 1.5000000000000002 4 5.5000000000000009 5 4.5000000000000009 6 7 8 9 10 11 12 13 14 2.5000000000000004 15 16 17 18 19 3.5000000000000004 20 21 22 23 24 6.5000000000000009 25 26 7.5000000000000009 27 28 3.5000000000000004 29 30
decision_type=1 1 1 9 2 9 2 9 2 9 1 1 9 9 1 1 9 1 2 1 1 9 1 9 2 9 1 1 1 9 2 9 1 2 1 9 2 1 1
left_child=-1 2 3 22 6 34 28 17 11 38 -11 12 -7 -13 31 32 20 18 -3 30 -17 -8 23 24 -2 26 -24 -27 -5 -16 -19 -6 -9 -25 35 -4 -37 -21 -10
right_child=1 7 5 4 14 8 21 15 9 10 -12 13 -14 -15 29 16 -18 19 -20 37 -22 -23 25 33 -26 27 -28 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.096754138822236019 0.00092345772983775743 -0.034765738980862708 -0.011312285523483749 0.0024208251903774444 -0.0069987045337037285 -0.042019733013368851 0.0099904864264245795 0 0 -0.0029199370381013654 0.020839021098577808 0.012888052999803485 0.020245010185174019 -0.017596817704144736 0.0033258751362846431 -0.008133994251990467 0.020041920485509797 0.025647698325984417 0.0079754928236334469 0.0050008962991218752 0.01094203562244896 -0.0072158577468918869 0.033081397571419778 -0.034903617857505093 0.012870705493929669 -0.0071766280015258567 -0.015575089757384974 0.0083689606547918596 -0.0060389294017829326 0.019404160893943062 -0.0077164898257810009 0.0089150620406637827 0.036591084640093342 0 0.0097310540835409583 0.023397399838804372 -0.0049888810722482513 -0.016189784214263932 -0.027220376857685271
leaf_weight=982.0923699811101 1071.1701055269223 57.706054766662419 117.78354908782057 579.00756372208707 240.96045819378924 237.36502132355236 660.09316403395496 51.573945170617662 36.952058490132913 689.26409799582325 651.9688989361166 808.36533170216717 919.27225870621623 1916.7945682383142 274.09291739528999 233.33943510171957 409.17842602345627 117.52612917032093 24.08163575665094 15.002320288680492 281.77120958885644 156.98637873900589 377.14332393254153 212.01339029311202 1034.5869710366242 550.58168855472468 170.98370930389501 5543.1479732698062 2266.6742151496583 599.2389185797656 6.7845935293007633 188.21797754883301 177.70621201489121 21.891206730157137 878.80052300565876 65.795507516013458 83.607054308522493 67.189757453510538 157.92340673250146
leaf_count=809960 125658 5590 13462 58841 24701 25407 74722 3856 4269 67897 64077 58509 93930 209722 23718 18736 35805 7468 1242 1188 21919 22352 18035 29944 77843 48653 15783 451940 254561 48430 1031 15849 13186 3384 82728 6108 8203 5565 17192
internal_value=0 0.00385038 0.00321858 0.00476347 0.00139019 -3.23668e-05 -0.00177604 0.0123851 -0.00165711 0.00388834 0.00855131 -0.00394548 0.00629145 -0.00842041 0.010369 0.0157573 0.0106813 -0.00084772 -0.0207343 0.00735526 0.00179692 0.00622473 0.00658065 0.00267561 0.00699933 0.00788708 0.0173663 0.00687783 -0.00421859 0.0150532 0.0194744 0 0.0304797 -0.0304917 0.00719283 -0.000359062 0.00725752 -0.00949585 -0.0230837
internal_weight=0 21952.5 20510.7 13946.8 4965.27 6563.89 3662.76 1441.86 5417.91 1536.11 1341.23 3881.8 1156.64 2725.16 1302.51 1153.57 924.289 288.29 81.7877 206.503 515.111 817.08 8981.52 2339.66 2105.76 6641.86 548.127 6093.73 2845.68 873.332 124.311 429.178 229.28 233.905 1145.99 267.186 149.403 82.1921 194.875
internal_count=2871464 2061504 1945918 1294414 523174 651504 410476 115586 541003 153435 131974 387568 119337 268231 112698 93502 76460 22084 6832 15252 40655 97074 771240 236829 203501 534411 33818 500593 313402 72148 8499 40550 17042 33328 110501 27773 14311 6753 21461
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 31
cat_threshold=2 1 1 69241 340608 5046793 4196377 2 2 1306 4195354 648 8 2116004 2 5 39 8413572 704 68704 17 11 1 772 5013760 4219014 289 323 4608 56 288
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=26
split_feature=4 0 2 3 2 2 1 7 1 2 2 1 3 2 2 5 3 3 6 1 2 3 1 2 0 0 7 7 3 3 1 2 1 0 1 1 3 2 3
split_gain=881.878 10.159 11.4615 8.66221 19.6826 6.51192 6.26282 5.81228 6.83138 10.5536 6.16572 5.6393 4.97707 5.02333 4.87882 4.73797 4.68368 4.55606 3.59289 3.93834 3.00246 20.583 16.0883 2.89015 3.42372 2.84704 2.58552 2.13739 1.992 1.70673 2.9956 2.67622 1.72178 1.59698 1.32678 1.16153 1.08296 1.02459 0.935105
threshold=0 3.5000000000000004 1 1.5000000000000002 2 3 4 5 6 7 8 9 1.5000000000000002 10 11 12 6.5000000000000009 6.5000000000000009 13 14 15 3.5000000000000004 16 17 17.500000000000004 6.5000000000000009 18 19 1.5000000000000002 2.5000000000000004 20 21 22 41.500000000000007 23 24 9.5000000000000018 25 13.500000000000002
decision_type=1 2 9 2 9 9 1 1 1 9 9 1 2 9 9 1 2 2 1 1 9 2 1 9 2 2 1 1 2 2 1 9 1 2 1 1 2 9 2
left_child=-1 3 6 4 15 29 38 8 10 -10 -7 14 37 25 16 -2 27 -15 19 -6 21 -9 -22 24 28 -14 -25 -4 -13 30 -5 34 -33 -28 -31 -17 -16 -8 -3
right_child=1 2 11 5 18 7 12 20 9 -11 -12 23 13 17 36 35 -18 -19 -20 -21 22 -23 -24 26 -26 -27 33 -29 -30 31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.096431729977089264 0.040857491592329195 0.028609570007726653 -0.015731611962497082 -0.0079707710222690058 0 0.0043849837842049886 0 -0.0040084067110754086 0.012531144354546643 -0.001027848531496509 -0.013228799799339525 0.012074509347248191 0.036118293314280799 0.01020223014578011 -0.021504731793821542 0.013928361325379513 0.024811064357679581 -0.013325078382621562 0.0047437152536959782 -0.030915823689484829 -0.00093684041441879353 0.0071193392378580654 0.0088620674493618042 0.021448823436834304 0.0218502287419471 0.0017767645809066348 0.0073643154743200908 0.0009822918754158051 -0.0074661766410829243 0.00026254712465773289 0.011916972623364441 0.013318964569544362 -0.0043553917949623582 -0.012273830130334859 -0.01898028570376746 -0.0043113744790340301 0 -0.016880746708674448 0
leaf_weight=891.38064771518111 35.170366476057097 397.79009929555468 58.406501926481724 103.04364173638169 37.093664855347015 238.40632131707389 29.372514757094905 2707.4776070746593 706.56771363178268 2338.5657288645161 594.74276013881899 25.168639146257192 101.70621905173175 311.23851231392473 134.35075077135116 9.9908906894270313 41.962224227841944 71.895446230657399 12.914835236151701 247.14946843619691 2396.8082303755218 4129.6875008351635 5136.2568097281037 175.82949378457852 30.187729844008572 57.467599194147624 491.25831040297635 217.98880281089805 281.7546326322481 15.831972573650999 110.56804671342252 17.185913978028111 469.74558848387096 7.4201696454547337 185.63273045077221 63.13932688976638 10.219476239057256 36.894463675329462 3.1215730169787994
leaf_count=809808 5277 22228 4380 9109 2895 27407 2190 262782 72318 228429 69764 4020 7970 18854 11232 1724 1883 3690 1373 20397 270404 436478 403392 10980 1771 5771 28822 14492 17944 1564 9080 1495 39472 390 24099 9171 767 3338 160
internal_value=0 0.00342052 0.0094568 0.00262515 -0.0111993 0.00295054 0.0175273 0.0033718 0 0.00214271 -0.00787503 0.00335418 0.00921452 0.0128184 -0.0051345 0.0196514 0.00136955 0.00430981 -0.0239981 -0.0273506 0.00429769 0.00266699 0.00571624 0.00757151 0 0.0261702 0.0112087 -0.00324637 -0.00404092 -0.00506604 0.00145374 -0.00755349 -0.00219855 0.00571662 -0.0164327 0 -0.0182753 -0.0110083 0.0274847
internal_weight=0 22040 2484.03 19556 405.459 19150.5 1009.49 18248.5 3878.28 3045.13 833.149 1474.55 608.575 542.308 462.928 108.301 318.358 383.134 297.158 284.243 14370.2 6837.17 7533.07 1011.62 337.111 159.174 674.508 276.395 306.923 902.008 213.612 688.396 486.932 498.678 201.465 73.1302 144.57 66.267 400.912
internal_count=2867320 2057512 160882 1896630 40837 1855793 64201 1770974 397918 300747 97171 96681 41813 36285 32754 16172 20755 22544 24665 23292 1373056 699260 673796 63927 23735 13741 40192 18872 21964 84819 18189 66630 40967 29212 25663 10895 11999 5528 22388
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 8484004 6554016 4505604 54 2 832 8400400 524328 291 8393860 2099777 2 1 768 2631075 480 2623505 10 2 553 4 576 27 532 8388640
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=28
split_feature=4 0 2 1 0 1 2 2 2 1 3 2 2 3 2 2 5 5 1 2 2 2 5 1 3 5 2 3 0 3 2 3 1 5 3 3 1 2 2
split_gain=794.809 9.85958 11.2758 6.92612 6.54164 7.07302 8.19822 6.81504 6.42559 6.58313 8.96715 10.9797 8.08686 6.29773 55.1658 27.6176 198.727 121.51 34.8964 29.7427 26.8131 18.273 30.1055 17.4844 9.59809 6.24691 5.59032 5.22352 3.0152 2.641 2.42984 2.39503 3.73592 2.21418 2.2111 2.67071 2.1316 12.6024 10.2647
threshold=0 1.0000000180025095e-35 1 2 9.5000000000000018 3 4 5 6 7 7.5000000000000009 8 9 3.5000000000000004 10 11 12 13 14 15 16 17 18 19 6.5000000000000009 20 21 6.5000000000000009 2.5000000000000004 8.5000000000000018 22 3.5000000000000004 23 24 4.5000000000000009 1.5000000000000002 25 26 27
decision_type=1 2 9 1 2 1 9 9 9 1 2 9 9 2 9 9 1 1 1 9 9 9 1 1 2 1 9 2 2 2 9 2 1 1 2 2 1 9 9
left_child=-1 2 3 30 8 6 -6 -7 28 12 26 -12 -10 15 24 16 -4 19 -18 -17 -19 22 -16 -23 25 -15 -11 -14 36 -5 -2 32 -30 -8 35 -32 37 -3 -38
right_child=1 4 13 29 5 7 33 -9 9 10 11 -13 27 14 21 17 18 20 -20 -21 -22 23 -24 -25 -26 -27 -28 -29 31 -31 34 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=-0.096079346097552934 0 0.033212563830247843 -0.065130832272390582 -0.0053645446349245536 0.025030039224073392 0 0 0.028429032297536211 0.009753811958732192 0.012397388060959734 0.038444832486666913 0.0053036962930285191 -0.0014360236098409085 -0.04180386965039215 -0.012955098247237862 0.022457985632312244 0.02590151736142994 -0.026382990832085486 -0.018734200179349455 -0.014669397511920302 -0.0038673365715840482 0.02737287431320401 0.01242528939033454 0.0060930884953439186 -0.055358852003156371 -0.0082282180608679312 0.0044906289964948796 -0.020288713449215852 0.0038380541010480541 0.014038096833582567 0 -0.00018508360782552708 -0.019009571303494104 -0.029235381476867384 0 -0.037753964232970949 -0.015304473943070133 -0.020506801881082046 0.0050303055483015184
leaf_weight=809.11733473278582 50.361078467452899 74.793587625143118 277.98129360156599 726.38716169208055 20.622376885265112 96.62141090282239 30.64827438746579 310.47699704417028 514.12018097238615 1179.4330645776354 168.89857702073641 288.47687665512785 857.15749233216047 56.21063521085307 735.47818127903156 1315.2756913468475 1655.8542713976931 1577.5100668858504 161.58911174861714 220.59427593974397 875.24012705730274 806.8132909736596 1157.0657140179537 871.05627594143152 76.322134792571887 340.57479381002486 5005.7320892654825 161.49518580758013 65.442967920331284 41.687880355631933 10.102703679702243 445.71267035172787 185.18454057606868 55.266959513071924 38.465175273478962 131.84182971500559 266.67743946792325 31.543552393792197 1227.2426368459128
leaf_count=809467 6297 5249 22946 76582 1808 6672 1870 12961 50714 90647 8986 19921 82588 4476 96648 140472 86097 196490 21317 14523 90961 61450 162001 82014 11930 23901 384501 12959 6864 6072 991 39733 21121 4535 5593 14303 30807 3341 144450
internal_value=0 0.0030697 0.000934227 -0.00894384 0.00519688 0.0161668 -0.00414723 0.0216878 0.00458561 0.00589084 0.00725016 0.0206683 0 0.0019684 0.00501401 -1.81196e-05 0.00912676 -0.00493973 0.0215696 0.0168047 -0.018735 0.00937944 0.0023455 0.0168993 -0.0256067 -0.0162918 0.00612635 -0.00515671 0 -0.00340477 -0.0230452 -0.00545751 -0.0127427 -0.0192598 -0.0280658 -0.0344426 0.00228586 0.0139777 0.00090036
internal_weight=0 22112 11126.4 998.846 10985.5 513.636 106.538 407.098 10471.9 8175.31 6642.54 457.375 1532.77 10127.6 4043.52 6084.04 2095.42 3988.62 1817.44 1535.87 2452.75 3570.41 1892.54 1677.87 473.108 396.785 6185.17 1018.65 2296.6 768.075 230.771 696.34 250.628 85.9152 180.41 141.945 1600.26 106.337 1493.92
internal_count=2864258 2054791 1125064 109838 929727 27846 8213 19633 901881 650316 504055 28907 146261 1015226 442420 572806 130360 442446 107414 154995 287451 402113 258649 143464 40307 28377 475148 95547 251565 82654 27184 67718 27985 6405 20887 15294 183847 8590 175257
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 15253510 161 897 2188 8981515 836373 641 12593344 2101440 65544 66072 2 2 31 10464 2144 13185 2 59 2 10552330 2 656 2 1 20 20
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=24
split_feature=4 0 2 1 3 2 2 2 1 3 1 1 2 1 3 6 0 2 0 2 1 1 2 3 2 3 2 3 0 2 3 1 3 3 1 3 0 1 1
split_gain=716.658 8.21546 9.48053 9.21115 5.00186 46.1451 21.6244 16.2943 15.9524 14.5241 12.0187 9.27267 12.7751 9.21443 8.96187 6.71006 4.78834 7.62209 5.7135 5.55112 14.3121 9.19123 8.17101 5.97297 14.464 5.84891 5.35394 4.57871 4.08532 3.73887 3.70029 3.63169 3.61904 3.41086 3.15554 3.04885 1.73666 2.43204 1.90016
threshold=0 1.0000000180025095e-35 1 2 3.5000000000000004 3 4 5 6 2.5000000000000004 7 8 9 10 6.5000000000000009 11 9.5000000000000018 12 27.500000000000004 13 14 15 16 7.5000000000000009 17 6.5000000000000009 18 7.5000000000000009 2.5000000000000004 19 5.5000000000000009 20 5.5000000000000009 5.5000000000000009 21 8.5000000000000018 20.500000000000004 22 23
decision_type=1 2 9 1 2 9 9 9 1 2 1 1 9 1 2 1 2 9 2 9 1 1 9 2 9 2 9 2 2 9 2 1 2 2 1 2 2 1 1
left_child=-1 2 3 -2 6 14 8 10 9 -4 -7 12 -8 -10 34 -13 19 32 -19 20 28 25 27 26 -25 29 -23 -22 33 -21 -24 -9 36 -3 -6 -5 38 -38 -18
right_child=1 16 4 35 5 7 11 31 13 -11 -12 15 -14 -15 -16 -17 17 18 -20 21 22 23 30 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.095697590356661089 -0.024885421747557455 0.036207777772594922 0.03519060314860379 -0.003282152519376465 -0.025176198299055094 0.024770082919028817 0.018389294800498633 0.0069300548669276752 0.0050382460219040165 0 0.0061703104129956559 -0.0083988965845800366 -0.013119179574216154 -0.014148708822154797 -0.05356544599644239 0.010869851485691895 0 0.030752112685801143 0 0.0047876522992669479 -0.02810774809877294 0.01098902572360433 0.0016946469153702902 0 0.027129935470392715 -0.0324138282540571 0.0036049107751500195 0.007380824149458641 0 -0.014437653241810476 -0.01446765196465466 -0.00098317553995290485 0.019696294829877746 0 -0.0043051902430099927 0.022859028048186573 0.018295655442008705 -0.0084113666052027941 -0.020907684849818878
leaf_weight=735.07239891390782 237.29128230764763 105.38709999865387 300.33814307872672 279.23157656186959 157.03411026392132 744.08696773089468 314.63641447527334 914.01639577909373 1968.2175823616562 166.62051478307694 812.6246941415593 3033.204222975648 157.69697218155488 241.56161662063096 72.335503026843071 153.62040929775685 69.068554267752916 231.85695011168718 74.492675389396027 216.40382950031199 199.35135921044275 1199.110807082383 615.28989986155648 378.03426533378661 371.59682463482022 59.316079509677365 7043.1250671963207 15.508591423742471 33.584914970910177 118.88719827937894 145.94104200683068 1331.3256486260798 34.975881406338885 13.615512288175522 234.81755221262574 21.972095051547512 22.256893506972119 24.920362500706688 65.779313139151782
leaf_count=809533 32500 7644 12301 41119 11870 55474 31122 116768 132669 8391 75734 327500 14191 33903 11932 17730 3439 11484 4022 22067 24471 91238 71074 26402 25529 6425 600772 2019 3321 12947 15941 175556 1612 1184 16507 3061 1573 1358 4571
internal_value=0 0.00273742 0.000785486 -0.0116292 0.00148483 0.00412468 -0.000254298 0.00787235 0.00647279 0.0225871 0.0156464 -0.00527247 0.00708111 0.00259321 -0.0242477 -0.00726151 0.00467285 0.0140208 0.0231116 0.00414057 -0.00225537 0.00494339 -0.00714756 0.0056312 0.0142498 -0.00911504 0.00476904 -0.0227994 0.0224665 -0.00209801 -0.00143768 0.00217172 0 0.0310209 -0.0152748 0 -0.00719738 0.00379596 -0.0128542
internal_weight=0 22179.1 11140.6 538.495 10602.1 4266.24 6335.9 3802.05 2676.74 466.959 1556.71 3659.16 472.333 2209.78 464.187 3186.82 11038.5 523.351 306.35 10515.2 1128.68 9386.47 976.091 8991.87 749.631 394.607 8242.24 214.86 152.588 335.291 761.231 2245.34 217.001 119.003 391.852 301.204 182.025 47.1773 134.848
internal_count=2866954 2057421 1118328 76680 1041648 463841 577807 423532 187264 20692 131208 390543 45313 166572 40309 345230 939093 28059 15506 911034 125654 785380 113505 743941 51931 41439 692010 26490 12149 35014 87015 292324 12553 8828 28377 44180 10941 2931 8010
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=2 14680068 165 65544 72216 263280 4 59 770 9410 59 1 11080771 836117 3 513 16 2102314 14745610 10499144 148 114 112 78
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=33
split_feature=4 6 7 1 2 2 1 2 5 5 2 5 5 1 1 2 2 3 2 3 1 2 2 2 1 2 1 7 2 5 0 2 0 7 2 2 1 0 3
split_gain=646.629 7.37676 6.81411 6.72195 9.35443 6.44203 7.10507 12.9161 13.0612 12.9723 9.76324 14.8912 7.71884 6.4704 4.9453 22.0156 11.1762 10.3393 13.9821 7.58226 5.76782 12.3061 6.6247 5.67013 5.28095 5.07503 5.62809 4.45843 6.41341 3.25503 4.0064 2.99428 2.86115 2.1469 5.11235 2.70953 2.07007 1.99351 2.14749
threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 3.5000000000000004 17 1.5000000000000002 18 19 20 21 22 23 24 25 26 27 7.5000000000000009 28 4.5000000000000009 29 30 31 32 2.5000000000000004 4.5000000000000009
decision_type=1 1 1 1 9 9 1 9 1 1 9 1 1 1 1 9 9 2 9 2 1 9 9 9 1 9 1 1 9 1 2 9 2 1 9 9 1 2 2
left_child=-1 2 14 27 -5 13 10 8 -8 -9 11 -7 -12 -4 15 20 17 18 -16 32 22 -22 -2 -19 -21 26 -17 28 -3 30 -6 -29 -18 35 -35 -31 -30 38 -33
right_child=1 3 5 4 29 6 7 9 -10 -11 12 -13 -14 -15 16 25 19 23 -20 24 21 -23 -24 -25 -26 -27 -28 31 36 33 -32 37 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.095281865914675454 -0.0087914749133501894 0.00061131942531495972 -0.0033662309699198593 0.016235993444013979 -0.017666339764043859 -0.0089477365911561618 -0.032949434589027791 0.010077122401990709 -0.0067134942388047507 -0.0072919921883573173 0.0048016417474529031 0.014034387669606522 -0.007666897019272834 0.018690591675531963 0.015665237588461535 0.0050547127653694339 -0.0257047642675379 -0.004407737573310434 -0.0024407837916096478 -0.0060478979899693773 -0.012047656796417904 0.011900432667277507 0.020981013866847295 0.013014319087479779 0.0013704916265262943 -0.012078857342087416 -0.0056924728475893777 -0.010201608702628387 0.046388452930347705 0.015530932383086383 0.012341101815588978 -0.0025656329888218274 0 0.013168920483903968 -0.01829800859611112 -0.0039073032419114405 0.0071469655280264393 0.022240864487273665 0.0154546198841968
leaf_weight=667.96798745804699 49.558310603257269 99.329191448632628 177.66385453240946 299.44524181843735 213.7717634330038 345.39963705395348 250.35510492220055 719.20525818341412 802.9309520839015 978.83011327765416 747.28541265125386 1019.4197892231168 1272.4431752176024 289.20037728734314 495.77582132001407 1228.4853793231305 139.11071713396814 167.96220593713224 2002.0277991287876 1231.599888247496 216.77190100378357 1165.9239142005099 909.70770780823659 1660.8588485717773 3793.8148401273647 314.03106954344548 739.85870190616697 40.563762432197109 109.55602639471181 128.78216727776453 19.879158036084846 145.54768162686378 34.519976655137725 39.016995635349303 95.004460562486202 72.337634493829682 70.500823487527668 84.826769882813096 63.536501355702057
leaf_count=809491 2289 8373 7859 23763 18030 36682 32263 69778 83334 96292 68715 105256 127612 22890 37778 137597 12252 18928 226725 129093 22408 97289 53068 117698 332383 32421 65018 3652 8405 8365 611 13869 3538 3570 7556 6316 5010 4076 4722
internal_value=0 0.00246496 0.00195207 0.00926702 0.00283285 -0.000662406 -0.00159013 -0.00535086 -0.0138385 0 0.00140618 0.0078793 -0.00289041 0.0101018 0.00319024 0.00589413 0.00182708 0.0055713 0.00122988 -0.00125033 0.012635 0.00770194 0.0188523 0.0112538 -0.000422576 -0.000991996 0.000832778 0.0170369 0.0263399 -0.00433371 -0.0128617 0.00648147 -0.0202044 0.00123969 -0.00649198 0.00780694 0.0364788 0.0106287 0.00290768
internal_weight=0 22234.8 20752.7 1482.1 868.237 6602.73 6135.87 2751.32 1053.29 1698.04 3384.55 1364.82 2019.73 466.864 14150 4624.34 9525.67 4326.62 2497.8 5199.05 2341.96 1382.7 959.266 1828.82 5025.41 2282.38 1968.34 613.861 279.386 568.792 233.651 334.475 173.631 335.141 134.021 201.12 180.057 293.911 209.084
internal_count=2864975 2055484 1939166 116318 68211 650681 619932 281667 115597 166070 338265 141938 196327 30749 1288485 410090 878395 401129 264503 477266 175054 119697 55357 136626 461476 235036 202615 48107 21788 44448 18641 26319 15790 25807 11126 14681 13415 22667 18591
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 31 32 33
cat_threshold=2 1 1 600 46166 327808 157 8921884 2 2 8403730 2 2 15 292 12679720 2688113 2686992 4 8200 32 2162688 129 1478 288 10 335963 2 2101780 5 2097440 2114184 80
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=33
split_feature=4 6 3 2 1 2 1 2 2 1 5 3 2 3 2 0 2 5 5 5 2 2 1 1 1 5 2 0 2 7 5 2 5 1 7 7 7 3 2
split_gain=583.212 6.86383 6.22458 34.214 18.2376 10.1057 7.70225 6.50481 6.20232 17.2661 15.7635 80.6453 59.2493 21.2246 19.2658 16.3192 9.91087 51.1573 12.0631 9.11974 218.467 77.4133 8.93944 5.81601 5.22722 3.06002 3.34387 2.95326 4.39027 2.70028 2.5942 2.21794 9.12259 4.95125 5.6719 3.05658 2.59953 2.21531 2.16028
threshold=0 1 7.5000000000000009 2 3 4 5 6 7 8 9 3.5000000000000004 10 3.5000000000000004 11 1.0000000180025095e-35 12 13 14 15 16 17 18 19 20 21 22 5.5000000000000009 23 24 25 26 27 28 29 30 31 10.500000000000002 32
decision_type=1 1 2 9 1 9 1 9 9 1 1 2 9 2 9 2 9 1 1 1 9 9 1 1 1 1 9 2 9 1 1 9 1 1 1 1 1 2 9
left_child=-1 2 8 6 7 -6 -4 24 10 19 12 15 22 -14 -13 -12 17 -11 -18 20 -10 -21 -2 25 -5 -3 -27 31 -29 -30 -9 32 36 35 -35 -33 -25 -7 -8
right_child=1 23 3 4 5 37 38 30 9 16 11 14 13 -15 -16 -17 18 -19 -20 21 -22 -23 -24 27 -26 26 -28 28 29 -31 -32 33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.094830539179400986 0 -0.025076532373848343 -0.00089876074859815956 0.025959763392576215 0.042298082466027259 0.0075165768283890185 0 -0.017235090163305315 -0.059714244444452461 -0.045814202456176949 -0.021852084114155915 0.016324676891687144 0.018341562319602114 0.00018829595549582409 -0.0019929560882503338 -0.0070155643063669051 0.0071867462744302935 0.010940869117629598 -0.0029907178396533767 -0.008547452320091721 0.024642750113001224 0.022258786099076826 -0.025580862047029342 0.0076115316613004393 -0.00559077986713749 0.016532918251729468 -0.0092110519636449169 -0.00045744621223545596 0 0.037252720406190619 0 0.0026097450248361233 0.027506102377304803 -0.0027203249746201876 0.017366469268818574 -0.015015214645445356 -0.013902468001097838 0.023383611266441777 -0.047713061262717821
leaf_weight=607.26248631603085 156.00613666465506 34.953029579366557 101.19799848902039 84.485106291715056 206.16377037158236 381.55038899974898 10.782052153488621 172.82427271595225 389.63739133963827 241.28023111633956 1536.7576940868166 1529.4896017917199 1665.1070131599554 1094.2348606770975 857.17548940971028 1639.663969541085 1774.3048455329845 348.1501297284849 3227.7506958238082 1306.6339089242974 1035.0979644309264 2022.5598435210995 573.0807462889934 62.374833523645066 53.501396486070007 43.304609953425825 85.743042869260535 43.831949912477285 20.288129073102027 97.616727334912866 119.70929779764265 175.27198550105095 210.2577535797609 175.85209044232033 346.1513587301597 123.09278848511167 70.411945349304006 187.46128759230487 88.804689210141078
leaf_count=809478 20210 3404 11960 6922 10951 33205 1325 17068 33208 28154 173589 174599 164221 89054 98300 199762 144459 29710 269669 100073 67994 144647 74166 6028 4482 2775 9359 1693 877 3739 10190 10612 21487 13457 27627 8295 6902 17123 13680
internal_value=0 0.0021882 0.00169367 0.00808462 0.0146691 0.0235418 -0.0264127 -0.00131249 0.00120305 0.0028762 -0.000681837 -0.00400802 0.00452425 0.0112893 0.00973796 -0.0144244 -0.000846513 -0.0126959 0.000579936 0.0072879 0.000369757 0.0101512 -0.0200034 0.00872938 0.0135339 -0.00691054 0 0.0109666 0.0239202 0.031188 -0.0100032 0.00845023 0.0152796 0.00456994 0.0103538 -0.00469041 -0.00279979 0.0139217 -0.0425032
internal_weight=0 22292.6 20803.4 1406.48 1205.7 775.175 200.785 430.52 19396.9 10345.4 9051.52 5563.09 3488.43 2759.34 2386.67 3176.42 5591.49 589.43 5002.06 4753.93 1424.74 3329.19 729.087 1489.15 137.987 164.001 129.048 1325.15 161.737 117.905 292.534 1163.41 343.045 820.368 522.003 298.365 132.787 569.012 99.5867
internal_count=2864454 2054976 1938721 126906 99941 61279 26965 38662 1811815 817914 993901 646250 347651 253275 272899 373351 471992 57864 414128 345922 101202 244720 94376 116255 11404 15538 12134 100717 6309 4616 27258 94408 34417 59991 41084 18907 12930 50328 15005
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 31 32 33
cat_threshold=2 1 300554 897 12591296 124 8390869 15262020 53 2 4194560 12583232 4113 2 2 2 67096 264355 12 257 129 2 2097392 2361610 2 2 8402198 2 6 1 5 10 1024
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=27
split_feature=4 0 2 1 0 2 2 3 2 2 3 1 2 1 1 3 2 2 1 7 7 2 1 3 1 2 3 2 1 0 1 3 2 1 1 3 1 0 3
split_gain=526.188 6.7626 7.2386 8.12628 3.89472 5.10298 4.2296 4.01782 3.74851 3.24919 11.6185 10.5179 10.4845 9.36472 9.20641 10.0661 36.5503 27.5577 6.14243 3.54777 3.37874 3.19841 9.38165 7.59922 3.17802 6.62286 3.9525 3.6195 5.4146 2.87428 2.85254 4.02535 3.65924 2.38428 2.10988 2.10004 2.07486 2.02918 1.78088
threshold=0 1.0000000180025095e-35 1 2 8.5000000000000018 3 4 1.5000000000000002 5 6 2.5000000000000004 7 8 9 10 2.5000000000000004 11 12 13 14 15 16 17 2.5000000000000004 18 19 3.5000000000000004 20 21 33.500000000000007 22 2.5000000000000004 23 24 25 8.5000000000000018 26 14.500000000000002 4.5000000000000009
decision_type=1 2 9 1 2 9 9 2 9 9 2 1 9 1 1 2 9 9 1 1 1 9 1 2 1 9 2 9 1 2 1 2 9 1 1 2 1 2 2
left_child=-1 2 3 38 6 -6 7 8 -3 10 12 20 13 -4 15 17 -17 -11 -14 -13 -12 22 -16 -23 27 34 -27 33 -29 36 32 -32 -9 -8 -26 -5 -7 -38 -2
right_child=1 4 9 35 5 29 24 30 -10 14 11 19 18 -15 21 16 -18 -19 -20 -21 -22 23 -24 -25 25 26 -28 28 -30 -31 31 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.094340155250291213 -0.028946402820830469 -0.018297761292754774 -0.002283118437211149 -0.0026136179083774995 -0.0063982282242035782 0 0.011313924231795051 0.0042573318334669054 0.01193599190924818 0.026214128440923769 0.015224996046335412 0.002139120446640008 0.011364588214248052 -0.031857405282706468 0.0032246107270749455 0.012247301948072884 -0.016161725491440199 -0.0027779152726823027 -0.013288185949132131 -0.013238230731222544 -0.00025139191558601668 -0.0079812057671384325 -0.0094737574987615834 0.0040712729333217705 0.0017521601724039739 0.0072905562440404919 0.0013065400545898894 0 -0.011161823811998383 0 -0.010060235751261318 0.0065604682178951046 0.01727450688316846 0.00069848803070559967 -0.017244514519947126 0.018751657496637819 0.012115199051324077 0.032355693728813188 -0.0013749331801412319
leaf_weight=552.22253244265448 174.91265878331615 79.685055454960093 293.75611879781354 277.10563188261585 96.803068985580467 38.308290381217375 324.47959437221289 519.85406069899909 18.852144308038987 570.56544289411977 1113.6085678944364 627.06621619430371 351.13076162699144 171.87778740935028 798.30011411500163 941.64896902535111 798.89773314783815 664.42524296010379 91.060547198168933 149.32036066218279 125.90467104665004 779.27822103863582 1748.3593447464518 1445.2015931881033 43.693876889767125 2510.6131987752742 2231.8967875196831 1941.4532251995406 501.91239577159286 73.513802834553644 140.48009527567774 738.62566695653368 587.02272063179407 698.41712482459843 156.79213573643938 23.757730192504823 315.91873463185038 119.26075023284648 56.917207219346892
leaf_count=809319 22806 7820 41422 42851 8475 3144 25008 37232 1762 18717 98157 55424 26742 12477 81975 113951 48159 62947 9436 16940 12779 80111 202388 158003 3063 233084 161997 188289 37340 3745 13834 52173 51320 78279 15050 3119 13822 4925 8834
internal_value=0 0.00195255 0.000187786 -0.0107311 0.00369555 0.0112725 0.00317138 0.0072275 -0.00923865 0.000798758 0.00362188 0.00789024 -0.00544707 -0.0154497 -0.00024134 0.00405007 -0.000697798 0.0108685 0.0049845 -0.000954611 0.0134598 -0.00299147 -0.00538892 -6.75951e-05 0.00209722 0.00371881 0.00455362 -0.000145694 -0.00231553 0.0149416 0.00835447 0.00329393 0.0117842 0.00464718 -0.0122541 0 0.017941 0.0196143 -0.0233638
internal_weight=0 22340.7 11203.1 532.693 11137.6 643.805 10493.8 2084.52 98.5372 10670.4 2923.73 2015.9 907.825 465.634 7746.68 2975.54 1740.55 1234.99 442.191 776.387 1239.51 4771.14 2546.66 2224.48 8409.26 4943 4742.51 3466.26 2443.37 547.002 1985.98 879.106 1106.88 1022.9 200.486 300.863 473.488 435.179 231.83
internal_count=2866919 2057600 1117238 77610 940362 34111 906251 164141 9582 1039628 273377 183300 90077 53899 766251 243774 162110 81664 36178 72364 110936 522477 284363 238114 742110 413194 395081 328916 225629 25636 154559 66007 88552 103287 18113 45970 21891 18747 31640
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 14680068 165 8983810 14753922 8396800 331312 117 2080 992 134 8512 16392 59 5 3 581896 264 195 262161 279120 192 230 130 3 520 769
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=22
split_feature=4 0 2 3 2 1 2 1 3 3 1 3 2 3 2 1 2 2 3 1 3 2 6 1 2 2 7 2 3 3 2 3 0 0 3 7 3 3 3
split_gain=475.29 5.37389 8.37575 4.56882 16.7594 4.04599 3.84921 25.308 11.223 12.5746 9.9834 22.161 11.391 11.33 23.6806 8.39287 7.85193 4.09625 3.75238 3.45899 3.12124 5.45716 3.03335 3.54219 2.94997 2.46962 2.23198 3.72124 2.13278 2.07458 3.46545 2.00965 1.24556 1.15921 1.12838 2.45828 1.08479 0.996178 0.923087
threshold=0 3.5000000000000004 1 1.5000000000000002 2 3 4 5 2.5000000000000004 4.5000000000000009 6 6.5000000000000009 7 5.5000000000000009 8 9 10 11 6.5000000000000009 12 1.5000000000000002 13 14 15 16 17 18 19 2.5000000000000004 5.5000000000000009 20 8.5000000000000018 18.500000000000004 24.500000000000004 2.5000000000000004 21 2.5000000000000004 4.5000000000000009 13.500000000000002
decision_type=1 2 9 2 9 1 9 1 2 2 1 2 9 2 9 1 9 9 2 1 2 9 1 1 9 9 1 9 2 2 9 2 2 2 2 1 2 2 2
left_child=-1 3 19 4 -2 18 7 -5 15 -10 11 12 -8 16 -15 -9 -12 -13 24 34 -21 28 23 -6 -4 -20 27 32 -22 30 -28 -31 -7 -26 35 -3 -23 -29 -36
right_child=1 2 5 6 22 26 10 8 9 -11 13 17 -14 14 -16 -17 -18 -19 25 20 21 36 -24 -25 33 -27 29 37 -30 31 -32 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=-0.09381209099816995 0.01897663357283812 0.013192762394824293 0 -0.016891503304835385 0.00029788431396794523 -0.016492098911534161 0.0027109376592279197 -0.01470460620829846 0.018962057835682531 -0.00099292415379527584 0.0046768903746980135 0 -0.022037321532165755 -0.019731540728071997 0.010099532028934492 0.0065534365431148475 -0.0011506942684687842 -0.049328075620861028 0.019338289941861087 -0.010874375170044538 0.014478942655393155 0 0.0042348314764236615 -0.028098598015762161 -0.018879734994307257 -0.0047056852383416704 -0.0052570834350800684 0.022037259545751781 -0.0021167189538847972 0.01655385367127998 0.01174120642537657 -0.0017877182666183691 0.004277641989132221 0 0.022212259378458166 -0.0084758775402239105 0.032560421254074129 0.0016264637247733887 0
leaf_weight=502.66753421328031 109.12448989367113 95.888948637642898 150.20438813813962 401.86089408176485 36.693558448110707 33.736786753172055 816.19527701567858 247.78778313961811 1169.6975953346118 386.86587929585949 2978.9494004619773 20.953137140837498 194.41240736283362 253.33186120120808 2615.8764530949993 474.91442548157647 9768.21202377195 96.77430042414926 46.822372839786112 60.539984972332604 67.203710018191487 12.724725980544461 13.122480835183522 235.96754571603378 227.65885177359451 34.904500647448003 497.44388156244531 156.45791787747294 289.41410700464621 119.08437297609635 110.23298077995423 47.124438313767314 3.5123929074034086 8.4082632102072221 414.65362069779076 35.574368840316311 71.624162880820222 72.466409330256283 3.6074797022156408
leaf_count=809564 15672 7156 10116 53738 3346 2294 75786 29482 92000 32126 225381 1822 18425 31934 232106 34984 1011449 14568 2250 4828 6633 1038 1504 20461 17490 2374 31166 10709 16885 6090 7445 2424 226 513 20870 2587 5288 3650 180
internal_value=0 0.00176198 0.00607645 0.00118143 -0.00898773 0.000969153 0.00141712 0.00492949 0.00913111 0.0138884 0.0008256 -0.00805489 -0.00244543 0.00150535 0.00715203 -0.000740462 0.000198248 -0.0444473 -0.00617354 0.0127685 0.00512518 0.00862033 -0.0213296 -0.0245537 -0.0107206 0.00918776 0.00457054 0.0119797 0.00108744 0.00119006 -0.00119413 0.0103463 -0.00786804 -0.0167379 0.0184121 0.00527793 0.0267681 0.0170147 0.0216523
internal_weight=0 22380 2559.29 19820.7 394.908 1508.06 19425.8 2681.13 2279.27 1556.56 16744.7 1128.34 1010.61 15616.4 2869.21 722.702 12747.2 117.727 467.998 1051.23 501.507 440.967 285.784 272.661 386.272 81.7269 1040.06 266.174 356.618 773.886 607.677 166.209 37.2492 236.067 549.724 131.463 84.3489 228.924 418.261
internal_count=2866560 2056996 162212 1894784 40983 96747 1853801 242330 188592 124126 1611471 110601 94211 1500870 264040 64466 1236830 16390 32743 65465 34672 29844 25311 23807 28119 4624 64004 16879 23518 47125 38611 8514 2520 18003 30793 9743 6326 14359 21050
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=2 8484004 6554016 291 8981008 384 513 5322 5134 100 2102283 303303 62 8397856 1 768 2099720 2099281 10 2883601 2099792 9
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=27
split_feature=4 6 7 2 1 2 2 1 1 1 2 0 2 2 1 0 2 0 3 0 2 7 1 1 2 2 3 2 0 7 2 0 2 0 7 0 0 3 2
split_gain=429.511 5.1161 5.46298 4.94151 5.48082 9.85707 8.34453 5.17119 5.0821 4.85888 3.79173 3.78593 6.18565 4.13106 5.30169 4.41888 4.3141 3.50589 3.49748 2.2939 2.15905 3.47018 1.9672 1.8553 20.0036 4.49811 1.79632 1.77899 1.6979 1.6625 1.6297 1.58623 1.49396 1.17618 1.17515 1.05788 1.05225 1.02561 1.30274
threshold=0 1 2 3 4 5 6 7 8 9 10 14.500000000000002 11 12 13 1.0000000180025095e-35 14 4.5000000000000009 2.5000000000000004 58.500000000000007 15 16 17 18 19 20 2.5000000000000004 21 1.5000000000000002 22 23 9.5000000000000018 24 19.500000000000004 25 2.5000000000000004 1.0000000180025095e-35 3.5000000000000004 26
decision_type=1 1 1 9 1 9 9 1 1 1 9 2 9 9 1 2 9 2 2 2 9 1 1 1 9 9 2 9 2 1 9 2 9 2 1 2 2 2 9
left_child=-1 2 11 7 6 36 18 -4 -7 10 -3 13 22 23 16 -16 -15 -8 -5 -14 29 -22 33 24 -2 -25 27 -23 30 31 -12 -11 -30 -13 -9 -28 -6 38 -31
right_child=1 9 3 4 5 8 17 34 -10 20 28 12 19 14 15 -17 -18 -19 -20 -21 21 26 -24 25 -26 -27 35 -29 32 37 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.093242815645447286 -0.0078287980118942006 0.0094223376303720335 -0.0037175909028837801 -0.0011437306905623058 -0.015970830128803092 0.0054158600857177261 -0.0045102047162687425 0.025720413757097188 -0.0054007216842945306 -0.018442484437497925 0 -0.0020473585897782713 0.037373827956288679 -0.010416514531735761 -0.0013856349131634873 0.0056882189315852552 0 0.0093641066153124803 0.0098644865052905564 0 0.02799618542196626 0.013536793382553423 -0.014596306345942337 -0.00061029619428065859 0.018608651427507682 0.0043542949087920623 0.01535209274103781 -0.0063700021270196618 0.0091232881939631149 0.017307171468374068 -0.015113825908480677 0.0054503861355791865 -0.0070300416522207382 0.017703171387073956 0.0065967872960408392 0.00064821340728401123 -0.0070661068588517249 0 0
leaf_weight=457.88975959114032 454.19068164005876 239.5203936441103 178.3845660914667 331.64980836689938 610.93438930285629 771.53567659924738 1939.3108621761785 91.682283048983663 888.33433212770615 41.361098183318973 91.728230606997386 10.395507744047793 74.160843178862706 721.98572215571767 1722.7080064392067 1662.251479252649 924.14986494590994 160.46176732005551 978.61148291593418 10.269298863364382 147.15742265398148 22.246228586416692 39.732379638589919 2588.475993775297 626.40911052934825 5413.8982995485421 269.89927912491839 117.32045321597252 89.244774944731034 67.459607288707048 162.93227722367737 3.0494754887185982 51.299683878663927 21.187007147120312 205.69118969654664 115.34451540140435 478.20730710332282 59.719323777128011 31.4690955451224
leaf_count=809967 38041 19451 7859 28980 67460 69809 193399 6840 90446 3054 10515 355 4577 63942 209541 151524 112273 10094 105675 715 10089 2041 2252 200582 25006 479000 22933 11745 4063 2940 13490 81 3567 781 16057 5277 53463 4597 3518
internal_value=0 0.00159545 0.00116669 -0.00117047 -0.00198555 -0.00528711 0.000619505 0.00813527 -0.000187374 0.0071989 0 0.00227375 0.0167138 0.00205969 -0.000186025 0.00201383 -0.00482798 -0.0031772 0.00684001 0.0300959 0.0118451 0.0145772 -0.00305736 0.00332959 0.00734612 0.00271608 0.00856708 0 -0.0054867 0.000658906 -0.0102759 -0.0099033 0.00139141 0.0073128 0.0157324 0.012037 -0.0125115 0.00652459 0.0121908
internal_weight=0 22414.4 20904.6 6634.8 6159.05 2749.01 3410.03 475.758 1659.87 1509.75 634.725 14269.8 155.745 14114.1 5031.1 3384.96 1646.14 2099.77 1310.26 84.4301 875.026 671.968 71.3149 9082.97 1080.6 8002.37 524.81 139.567 395.205 203.059 254.661 44.4106 140.544 31.5825 297.373 385.244 1089.14 158.648 98.9287
internal_count=2865999 2056032 1938671 650082 619326 281178 338148 30756 160255 117361 51086 1288589 8680 1279909 537280 361065 176215 203493 134655 5292 66275 52085 3388 742629 63047 679582 41996 13786 31635 14190 24005 3135 7630 1136 22897 28210 120923 11055 6458
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 1 1 327808 157 8921886 8399634 15 546 293 4318800 2360106 8456824 137 6602884 5054985 8 58 4 96 2568 10491008 8 2097442 8655020 4 262152
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=26
split_feature=4 3 2 1 2 2 1 0 2 1 2 3 2 3 3 2 1 1 2 1 2 2 1 1 1 3 1 3 3 0 1 2 1 3 2 2 0 3 3
split_gain=387.627 4.8755 34.9728 18.0095 8.54738 7.89306 6.38293 4.32911 8.1013 4.21796 4.12133 5.24389 10.2328 17.5149 11.27 8.17655 12.8547 4.55611 3.41132 3.36256 17.0637 12.3932 15.6326 11.8441 9.90979 4.75281 3.13114 2.89207 2.40097 2.27214 5.8775 2.19543 2.12766 2.85785 1.78592 1.39737 1.03516 1.01847 0.745124
threshold=0 7.5000000000000009 1 2 3 4 5 1.0000000180025095e-35 6 7 8 3.5000000000000004 9 2.5000000000000004 2.5000000000000004 10 11 12 13 14 15 16 17 18 19 5.5000000000000009 20 9.5000000000000018 1.5000000000000002 9.5000000000000018 21 22 23 3.5000000000000004 24 25 10.500000000000002 1.5000000000000002 19.500000000000004
decision_type=1 2 9 1 9 9 1 2 9 1 9 2 9 2 2 9 1 1 9 1 9 9 1 1 1 2 1 2 2 2 1 9 1 2 9 9 2 2 2
left_child=-1 7 26 5 36 6 38 8 9 28 29 12 13 -12 -14 17 -17 -13 -8 21 24 25 -23 -22 -21 -10 -3 31 -2 32 35 -6 33 -9 -34 -31 -5 -32 -4
right_child=1 2 3 4 27 -7 18 10 19 -11 11 15 14 -15 -16 16 -18 -19 -20 20 23 22 -24 -25 -26 -27 -28 -29 -30 30 37 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.092621447282348959 0.0012553633503680993 -0.043173570940096634 0.022868426335909992 0.038140389998007382 0.011699158487349101 -0.016460832486233021 -0.016326776902558328 -0.0071587540899168941 0.0062581061002479057 -0.0026660151676007244 -0.012474851621885413 0.024643661649593349 0.026275905071461398 0.017177137540176059 0.0048024790777477615 -0.019483337659050207 0.0044178426776144489 0.0032768080014252653 0.010979873162755548 0.00090686051097172468 -0.0058119348012276029 0.00065661160082759111 -0.024362280091448238 0.010046824365546828 -0.010056325402996901 -0.0066709811017371251 -0.0030596109922811014 0.019095536544297756 -0.026833135722257886 0 0.0017275677226628681 -0.0020854222497375908 0.0022414179949913843 0.0015767156020675801 -0.0029930806620350509 0.017615802635636325 0 -0.014437695609711554 0
leaf_weight=416.87882825429551 9.4871504279435594 94.358374035218731 133.00186430290341 245.44114719214849 162.21479871775955 210.14476483711042 89.083657970884815 718.14610763534438 3269.5928230440477 286.75905500340741 445.59196167031769 121.51059079123661 479.71064058737829 312.77286283904687 582.56468408531509 339.02771173440851 495.23557791835628 445.46415114053525 25.499962290516123 1262.2264672175515 615.05112756171729 788.17672160151415 311.81522729294375 1549.1355584139237 2099.6217812234536 264.7169859863352 62.602924692444503 317.67083914810792 182.58420100802323 46.818525164271705 6.3324299148516721 186.40078269690275 4618.8852425330551 644.78347829269478 678.78577888087602 253.1760505833663 9.2073696888983232 83.693190477439202 1.4913495166692872
leaf_count=809479 1139 15438 12091 13455 15005 16587 9342 74096 245641 45873 45987 8063 27763 33604 35007 14437 32669 40632 2473 138005 51808 72017 29687 160172 250508 29260 8592 27049 24019 4066 530 14138 408073 53438 77365 12067 284 4381 204
internal_value=0 0.00143179 0.0068469 0.0122835 0.0201609 -0.00326252 0.00757193 0.00101019 -0.000379327 -0.012578 0.00247534 0.0054388 0.00896439 0 0.0150915 0.000594483 -0.00539899 0.00967254 -0.00704045 0.000213598 -0.00141522 0.0022155 -0.00677832 0.00538006 -0.00588968 0.00514313 -0.0325681 0.0120809 -0.0230736 0.0010523 0.00824296 0.00420902 0.000552906 -0.00284537 0.00149712 0.0148264 0.0357739 -0.00983422 0.0205006
internal_weight=0 22448.8 1537.12 1380.16 920.935 459.222 249.077 20911.7 10639.2 478.83 10272.5 3221.88 1820.64 758.365 1062.28 1401.24 834.263 566.975 114.584 10160.3 5526.03 4634.3 1099.99 2164.19 3361.85 3534.31 156.961 666.286 192.071 7050.62 390.02 348.616 6660.6 1362.93 5297.67 299.995 254.649 90.0256 134.493
internal_count=2864444 2054965 134658 110628 69931 40697 24110 1920307 1048129 71031 872178 238162 142361 79591 62770 95801 47106 48695 11815 977098 600493 376605 101704 211980 388513 274901 24030 56192 25158 634016 21044 29143 612972 127534 485438 16133 13739 4911 12295
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 5130 897 12607680 4196821 128 14680069 163 576884 8401411 8401411 526 7 2368 135 549208 41306 132 264 264 163 244 264448 66 3424 525568
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=40
num_cat=26
split_feature=4 6 1 2 7 2 1 1 2 2 3 3 3 2 7 2 3 1 2 2 1 2 7 0 0 3 0 0 2 0 1 1 2 3 3 2 1 1 3
split_gain=349.69 4.14473 4.17599 6.15816 4.05524 4.09921 10.5594 5.62366 16.6067 16.1863 10.8773 8.42363 4.88107 3.49254 3.16656 2.9879 7.5988 4.32148 6.51458 4.48047 3.61378 3.74135 2.95032 2.45991 2.11676 1.99538 2.47639 1.94721 2.26612 1.72284 1.64459 1.63019 3.51377 6.10092 3.45538 1.7469 11.774 10.7348 1.4975
threshold=0 1 2 3 4 5 6 7 8 9 2.5000000000000004 3.5000000000000004 5.5000000000000009 10 11 12 3.5000000000000004 13 14 15 16 17 18 17.500000000000004 1.0000000180025095e-35 5.5000000000000009 3.5000000000000004 1.0000000180025095e-35 19 11.500000000000002 20 21 22 2.5000000000000004 3.5000000000000004 23 24 25 3.5000000000000004
decision_type=1 1 1 9 1 9 1 1 9 9 2 2 2 9 1 9 2 1 9 9 1 9 1 2 2 2 2 2 9 2 1 1 9 2 2 9 1 1 2
left_child=-1 4 13 29 15 6 -6 8 11 23 -10 -7 -11 14 25 31 17 19 -19 -17 21 -18 -8 -9 -22 -3 -27 28 -5 30 -4 32 34 -34 -2 37 -37 -33 -15
right_child=1 2 3 27 5 7 22 9 10 12 -12 -13 -14 38 -16 16 20 18 -20 -21 24 -23 -24 -25 -26 26 -28 -29 -30 -31 -32 35 33 -35 -36 36 -38 -39 -40
leaf_value=-0.091953485004212937 0.00011923993018581835 0.033258554593686949 0 -0.015934895342441243 0.015910574484126628 0.0014417089393922993 0.0048812244685301001 -0.024158791645847805 0.0039933789493614511 -0.0044373117336835646 -0.01297657547737617 0.016713184272149489 0.0057535234132736028 0.0078061185759103428 0.0051947541602411149 -0.014787318056140589 0.0031258806809134885 0.0080686946061715361 -0.0073053928275060411 0.0016450952914097946 0.0016064889879818069 -0.009397692256235499 -0.01244462580720802 0.0049748079766173663 0.0087570780862922838 0.016068684109382638 -0.014290165566875949 0 0.00065517049715793033 -0.0057845990843332354 0.017478364893684546 0.016233358615146992 0.0053602536704938286 -0.0082827200122779481 0.013792152472765809 -0.008632692368279694 0.0066616884138316016 -0.00078611851852382222 -0.0060112471302496374
leaf_weight=379.83829040674027 576.3683656337671 144.71893550734967 65.590166949550621 176.32750790077262 409.04208507947624 906.17827647086233 98.318970986409113 420.42563918465748 562.45258407486835 1830.2364199702279 945.19277602602961 638.09250021982007 581.50453670974821 141.32949973223731 207.92203937238082 597.17054531147005 492.51872691465542 431.29816632787697 613.61803198920097 179.71260965359397 948.97352735756431 369.9264313315507 238.1232855101116 3.3062924284022293 963.59968524903525 31.558141538407654 13.704853022471069 310.0391522415448 84.434549327124842 9.939810805488376 235.42944228858687 386.10599105036817 486.62302833446302 807.7250735682901 279.2895730426535 524.94177630264312 4021.5064915493131 2651.7570104592014 101.63915631070267
leaf_count=809123 53531 10896 5067 12957 37376 89311 7220 51739 42158 198505 85324 64964 52109 12894 15752 64872 60627 37768 64337 16621 130839 34123 18059 263 85147 2241 507 21341 9858 456 18504 25381 27605 52631 17222 45666 294883 279953 6373
internal_value=0 0.00125105 0.00626915 0.00121961 0.000863851 -0.00114895 0.00554886 -0.00207938 0.000817252 -0.00526946 -0.00645418 0.00808931 -0.00180938 0.0122042 0.0177285 0.00181631 -0.000225759 -0.00525585 -0.000619564 -0.0107244 0.00298963 -0.00209184 -0.00660387 -0.0224614 0.00541528 0.0268521 0.00085844 -0.00454904 -0.0105434 0.011975 0.0143006 0.00280831 0.000214 -0.00289985 0.0051784 0.00349941 0.00477047 0.00146241 0.000869718
internal_weight=0 22486.6 1522.63 881.761 20964 6632.87 745.484 5887.39 3051.92 2835.47 1507.65 1544.27 2411.74 640.873 397.904 14331.1 4596.82 1821.8 1044.92 776.883 2775.02 862.445 336.442 423.732 1912.57 189.982 45.263 570.801 260.762 310.959 301.02 9734.32 2150.01 1294.35 855.658 7584.31 4546.45 3037.86 242.969
internal_count=2864203 2055080 116846 68183 1938234 647028 62655 584373 281757 302616 127482 154275 250614 48663 29396 1291206 494334 183598 102105 81493 310736 94750 25279 52002 215986 13644 2748 44156 22815 24027 23571 796872 150989 80236 70753 645883 340549 305334 19267
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 1 600 13398 1 332416 752 143 8397136 8937496 10506146 10 10557561 201 279168 10116 137 9472 4 10829960 257 530 65617 2097233 1 1
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=40
num_cat=24
split_feature=4 0 2 7 3 0 1 3 2 2 1 1 2 2 1 3 2 3 2 2 3 0 2 0 0 3 7 3 1 1 2 7 1 1 0 6 0 0 2
split_gain=316.601 3.64553 10.6275 6.1925 4.98673 3.36579 3.64254 3.27629 16.5475 3.49393 20.6921 18.1806 33.2804 22.5217 19.82 14.843 17.4413 9.85422 58.9129 32.9933 8.12578 4.42262 3.49957 3.24523 2.71282 3.88887 2.16353 2.05245 1.95448 1.70809 1.70451 1.44368 1.39852 1.09493 0.928791 0.834336 0.715317 0.613405 0.717568
threshold=0 5.5000000000000009 1 2 5.5000000000000009 23.500000000000004 3 1.5000000000000002 4 5 6 7 8 9 10 6.5000000000000009 11 2.5000000000000004 12 13 6.5000000000000009 2.5000000000000004 14 2.5000000000000004 26.500000000000004 6.5000000000000009 15 1.5000000000000002 16 17 18 19 20 21 25.500000000000004 22 113.50000000000001 39.500000000000007 23
decision_type=1 2 9 1 2 2 1 2 9 9 1 1 9 9 1 2 9 2 9 9 2 2 9 2 2 2 1 2 1 1 9 1 1 1 2 1 2 2 9
left_child=-1 7 4 -4 5 28 27 8 -2 10 15 12 21 14 -13 16 -9 18 -12 -19 -15 -11 -17 26 25 -5 -10 -7 31 -6 -14 -3 36 -25 -8 -35 -26 38 -31
right_child=1 2 3 24 29 6 34 9 23 11 17 13 30 20 -16 22 -18 19 -20 -21 -22 -23 -24 33 32 -27 -28 -29 -30 37 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=-0.091245392481446252 0.020826460784667399 0.0077775910475649359 -0.002834267303144072 0.024746859794464584 0 0 0.00056887594338348043 0 0.003379875916038182 0.022324414827140749 0.029014569855524155 0.0074397212624197316 -0.004503007842733415 0.00076605888100315358 -0.035328811489428256 0.00011044246150406514 -0.022415627610092408 -0.016396486053168111 -0.0072465951758071178 0.0031630688947882402 0.011807457359560918 0 -0.040037285294382718 0.006950182931059104 0.019224432899153949 0 -0.025354378527671074 0.037485822523273114 -0.01643366300092176 0.021752744528839921 -0.022143536690225257 -0.0067306973202461958 -0.0086405179718685669 -0.014370681833127376 -0.01735065326339981 0.00085684293885867095 0 0 0
leaf_weight=346.73251796461409 110.88175549323205 53.299545288318768 133.19725563644897 438.28020552126691 56.798824852332473 2.5661383869592127 3.7029466715175685 1249.6869139545597 7.3767874664627016 1078.8382926677587 746.7979153971537 136.57275077211671 234.79974366887473 8098.1823121483321 276.54973947117105 17.784708776278421 450.37989111500792 985.44908045436023 994.54024671623483 5381.9181931412313 706.87451901612803 71.142482250230387 141.5897391019389 43.065367144998163 14.762386324349793 69.015219628345221 243.27526515186764 19.91422458877787 240.36216521728784 78.899074415676296 121.17883343948051 165.39696901326533 43.063045527087525 48.033867954509333 16.756465521873906 2.7062857083510599 3.6988522922620168 3.1844807954039416 8.7573841928970051
leaf_count=809731 17059 2886 7490 22914 2350 145 189 72776 760 73318 43775 6201 23771 821400 38367 1943 44184 81093 94408 536775 54159 4913 18184 5474 497 2854 20248 1461 17633 3982 13105 9169 2324 6085 998 350 117 231 1166
internal_value=0 0.00118777 0.0062007 0.0144293 -0.00266741 -0.00778697 0.0112633 0.000844871 -0.00720293 0.00104661 -0.000275345 0.00229874 0.0123459 0.000578689 -0.0211194 -0.00969945 -0.00645037 0.00188593 0.00848608 5.64908e-06 0.00172156 0.0205825 -0.0367736 -0.0180467 0.0188852 0.0214794 -0.0239519 0.0258261 -0.0107639 0.0112762 -0.0128959 -0.0013793 0 0 -0.00813905 -0.00874338 0.0115389 0.0174121 0.0204253
internal_weight=0 22499.3 1351.66 702.017 649.638 501.998 42.9398 21147.6 455.339 20692.3 9968.15 10724.1 1505.96 9218.18 413.122 1859.44 1700.07 8108.71 1741.34 6367.37 8805.06 1149.98 159.374 344.458 568.82 507.295 250.652 22.4804 459.059 147.64 355.979 218.697 61.5243 93.8055 20.4594 50.7402 18.4612 90.8409 87.6565
internal_count=2864485 2054754 76406 36196 40210 32481 2793 1978348 49976 1928372 893138 1035234 115107 920127 44568 137087 116960 756051 138183 617868 875559 78231 20127 32917 28706 25768 21008 1606 29688 7729 36876 12055 2938 11909 1187 6435 614 5379 5148
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=2 15271258 2 112 6553760 6603053 515 3 8398032 16 524 16397 2097164 13 2408452 8 150 50 528386 10 28 338 1 2097496
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=40
num_cat=28
split_feature=4 6 1 7 2 2 7 2 1 1 2 2 0 1 1 7 0 1 1 0 2 7 2 1 2 2 0 3 0 1 1 2 0 0 0 3 7 1 3
split_gain=286.222 3.35415 3.8171 7.91861 4.93998 4.51741 3.47601 3.57766 10.1266 5.04758 12.4809 7.57934 6.03872 5.07715 4.73614 3.02683 3.91793 2.88464 2.64849 2.61384 5.45254 2.46535 2.29769 2.16157 14.3411 4.64591 1.95296 1.94925 2.02515 1.87049 1.76852 1.58139 1.50101 1.38976 1.36397 1.22708 1.2529 1.22492 1.19605
threshold=0 1 2 3 4 5 6 7 8 9 10 11 1.5000000000000002 12 13 14 9.5000000000000018 15 16 14.500000000000002 17 18 19 20 21 22 58.500000000000007 5.5000000000000009 3.5000000000000004 23 24 25 1.0000000180025095e-35 6.5000000000000009 1.5000000000000002 2.5000000000000004 26 27 7.5000000000000009
decision_type=1 1 1 1 9 9 1 9 1 1 9 9 2 1 1 1 2 1 1 2 9 1 9 1 9 9 2 2 2 1 1 9 2 2 2 2 1 1 2
left_child=-1 6 3 4 32 15 19 8 -8 10 29 13 -12 -11 -13 -4 17 -17 35 22 30 -10 37 24 -24 -25 -22 -6 -29 -9 -21 -5 -3 38 -20 -7 -37 -2 -33
right_child=1 2 5 31 27 18 7 9 21 11 12 14 -14 -15 -16 16 -18 -19 34 20 26 -23 23 25 -26 -27 -28 28 -30 -31 -32 33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.090483255379460961 -0.014730884116714095 0.012477354630116287 0.0019033454215109805 0.0086547105954034829 0.044300975067203784 0.0017116868326148916 0.015114212297791856 0.021368742857406885 0.0035322356404336058 0.0018094238697479105 -0.0086837685034487685 0.0017541096801733458 0.0090117445654569646 -0.01148368309539825 -0.010132249700797102 -0.00041807702477802776 0.014594086277620287 -0.025293753305172348 0.0037730752568380871 0.0057808063345117537 0.032816229120721116 -0.012153015007351185 0.013096175444062684 0.0029861115619385808 -0.0015306818011402207 -0.0010434236226138521 0 0.016955220634925758 -0.012057007995643134 0.0072524517470045451 -0.014588404343448977 -0.01548554318780947 -0.010853074971401075 0.0059384908934709442 -0.01166631978945862 0 0.019717776373229214 0 0.0014861399438704838
leaf_weight=316.5947351102368 87.296568214194849 17.866527022328228 323.97955509112217 76.57935442076996 98.888018325320445 136.92796161456499 417.18554090114776 168.52509940578602 100.09014049125835 306.28817787801381 838.26815956272185 1961.6839400318568 206.43863262119703 1412.5115113933571 361.61458527873037 116.94884659931995 14.638461075723169 112.34769532573409 113.98401916900184 33.495304303243756 76.081159374909475 237.31345945270732 1054.7313921377063 5709.492321236874 1638.8307763189077 5524.0051616671262 10.385121843079103 20.989291728707034 9.3895792523398978 621.12083861930296 40.880653885426 101.84524273406714 34.165964075131342 17.452158421743661 56.111338779213838 64.474793183384463 204.33811012457591 181.45714715251233 11.168901440221815
leaf_count=809978 10782 2273 20141 6880 7430 11647 37620 13342 7310 25071 58835 213638 17821 150000 41703 7444 364 8246 11081 1282 4478 17998 64524 531060 153229 504647 707 1463 337 63366 2381 8518 2378 605 4538 5552 17348 18436 687
internal_value=0 0.0010839 0.00558496 0.0137986 0.0271141 0.00212348 0.000733552 -0.00112958 0.00507764 -0.00200629 0.00220959 -0.00399591 -0.00471013 -0.00895702 -0.000109206 -0.00374201 -0.0115083 -0.0162712 0.00826273 0.00161517 0.0134465 -0.0068239 0.00143309 0.00163456 0.00419491 0.000981329 0.0262617 0.0360347 0.0014842 0.0115117 -0.00397861 0 0 -0.00644537 -0.000767936 0.0124508 0.0166127 -0.00694125 -0.0117507
internal_weight=0 22519.8 1532.1 388.345 181.299 1143.75 20987.7 6631.04 754.589 5876.45 1834.35 4042.1 1044.71 1718.8 2323.3 567.915 243.935 229.297 575.836 14356.7 160.842 337.404 14195.8 13927.1 2693.56 11233.5 86.4663 129.267 30.3789 789.646 74.376 207.046 52.0325 130.466 170.095 405.741 268.813 268.754 113.014
internal_count=2865140 2055162 116932 30571 13881 86361 1938230 646704 62928 583776 153364 430412 76656 175071 255341 36195 16054 15690 50166 1291526 8848 25308 1282678 1253460 217753 1035707 5185 9230 1800 76708 3663 16690 4651 9810 15619 34547 22900 29218 9205
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 1 592 10 341057 7146153 1 4526720 752 14 8397904 8937561 1 240 5 424 142 10748714 4 819204 260 4290570 10552944 2 58 10814555 2 133
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=40
num_cat=26
split_feature=4 3 2 1 2 2 1 1 2 0 2 3 2 3 0 7 3 1 1 1 2 1 6 2 1 1 2 2 0 2 0 0 3 2 3 7 1 0 0
split_gain=258.267 3.23727 28.6225 13.1683 5.57331 5.0953 5.10627 3.5689 3.08307 2.98858 5.98961 4.62798 3.486 4.49994 3.55061 5.42399 2.78623 2.77793 2.22356 2.21829 6.13266 8.6201 4.20586 2.711 14.1827 2.21416 17.9694 11.3163 5.82343 3.32441 3.09145 2.4898 2.1054 1.94255 1.82121 1.28483 1.20803 0.842253 0.830156
threshold=0 7.5000000000000009 1 2 3 4 5 6 7 1.0000000180025095e-35 8 2.5000000000000004 9 6.5000000000000009 1.5000000000000002 10 3.5000000000000004 11 12 13 14 15 16 17 18 19 20 21 2.5000000000000004 22 17.500000000000004 5.5000000000000009 9.5000000000000018 23 6.5000000000000009 24 25 2.5000000000000004 10.500000000000002
decision_type=1 2 9 1 9 9 1 1 9 2 9 2 9 2 2 1 2 1 1 1 9 1 1 9 1 1 9 9 2 9 2 2 2 9 2 1 1 2 2
left_child=-1 9 7 5 38 -4 -7 37 -8 10 11 17 25 14 16 -16 -14 -2 -15 20 21 -12 -22 24 -21 26 28 30 -11 -28 -27 -29 33 -6 -13 -20 -25 -3 -5
right_child=1 2 3 4 32 6 8 -9 -10 12 19 34 13 18 15 -17 -18 -19 35 23 22 -23 -24 36 -26 27 29 31 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.08965934847969631 0.018643702194500084 -0.049945534965506536 -0.013871393205892755 0.031703693163100781 -0.0027293191170844021 0.017025408714507445 -0.016003742629771181 -0.0068754242607632883 0.0097793129335674925 0.031364529745399043 0.00022120168561641621 -0.020485537808494721 0.0051494740038658419 1.9069362036423067e-05 -0.0019608037261350563 0.011701410342889242 -0.0031859931801672711 -0.0064153993195497985 0.0001421822824437039 -0.021824243855082824 0.00091883764586958138 -0.011614068927773313 0.021170630555636893 -0.0015968033567339787 0.01473418201602281 -0.023615245717075999 -0.0045434147937058588 0.0010547800659643941 -0.0064863049067032542 -0.027478181095477339 0.004955967882817075 0.0069018872422604953 0.016385394088498546 0.010353807258112704 0 -0.025131850849366134 0.0015005978426195429 0 0
leaf_weight=289.0042170691886 34.075057749403641 65.200310178799555 196.99674909561872 258.42950650071725 173.65269691986032 140.41443983279169 89.785345311975107 110.26074525504373 26.201803437434137 107.82722221128643 1256.7801279848209 273.27680620091269 952.647236696037 62.662510164780542 323.30337019090075 1238.824158856296 608.25062235759106 54.901377757836599 6.810263104038313 90.847076109610498 1864.5316863653716 1086.1768511897535 82.304156384430826 1834.9919735688018 487.92105777107645 204.37747267901432 192.11113718204433 5519.494287155685 28.497718474594876 162.74150082143024 14.725594837334937 856.66628371819388 313.63680890179239 165.50366326887161 19.052738994010724 56.179147141985595 3569.9365865169093 9.2883315992075932 9.4009701116010529
leaf_count=809406 5352 10175 15290 14064 12814 12436 9364 13920 2485 6573 120843 44974 78418 4202 21899 79308 49573 8431 532 9639 217131 119725 9228 141439 17697 25915 15273 523317 2899 14769 1117 48487 25880 15034 2845 4498 350845 1134 284
internal_value=0 0.000948899 0.00532644 0.0105995 0.0173152 -0.00272698 0.00553974 -0.0276991 -0.0072419 0.0006024 -0.000550804 -0.0122401 0.00181837 0.00452151 0.00538478 0.00876292 0.00171391 0.00396888 -0.0116192 -4.15391e-05 -0.00179554 -0.0052425 0.0022238 0.0011697 0.00747105 0.000516085 -0.00561412 0.00104893 0.0206633 -0.0175396 -0.0193484 0.00191285 0.010357 0.00337152 -0.0183943 -0.0204924 0.000389917 -0.0427314 0.0297505
internal_weight=0 22548.7 1558.77 1374.02 920.624 453.398 256.402 184.749 115.987 20989.9 10654.8 381.306 10335.1 3248.68 3123.03 1562.13 1560.9 88.9764 125.652 10273.5 4289.79 2342.96 1946.84 5983.7 578.768 7086.44 491.178 6595.26 136.325 354.853 219.103 6376.16 652.793 339.156 292.33 62.9894 5404.93 74.4886 267.83
internal_count=2867215 2057809 132880 107651 68076 39575 24285 25229 11849 1924929 1048149 61602 876780 238430 229198 101207 127991 13783 9232 986547 466927 240568 226359 519620 27336 638350 39514 598836 9472 30042 27032 571804 53728 27848 47819 5030 492284 11309 14348
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 38410 897 12607680 2367520 128 131 8456512 6291461 576884 2 368 308 360 9199832 264 1 8683536 144 3 17424 524304 557124 2097205 4 3
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=40
num_cat=25
split_feature=4 3 2 1 2 2 1 2 1 2 2 1 0 3 0 1 2 3 2 7 2 0 2 3 2 3 2 2 1 1 2 0 1 0 0 3 2 0 0
split_gain=232.616 2.67867 24.8795 11.85 5.37483 4.73584 4.43492 2.90399 11.2586 16.6413 15.6788 15.2947 10.2252 10.6032 7.79153 7.61999 25.7451 15.5446 8.55944 5.23986 6.0981 5.17802 3.88271 3.22046 2.7743 2.25477 63.8683 26.8853 6.04828 5.9746 5.49999 2.33157 2.11548 1.68903 1.54168 1.25884 2.36025 2.00487 1.07811
threshold=0 7.5000000000000009 1 2 3 4 5 6 7 8 9 10 2.5000000000000004 2.5000000000000004 4.5000000000000009 11 12 4.5000000000000009 13 14 15 1.0000000180025095e-35 16 3.5000000000000004 17 2.5000000000000004 18 19 20 21 22 2.5000000000000004 23 4.5000000000000009 4.5000000000000009 10.500000000000002 24 3.5000000000000004 10.500000000000002
decision_type=1 2 9 1 9 9 1 9 1 9 9 1 2 2 2 1 9 2 9 1 9 2 9 2 9 2 9 9 1 1 9 2 1 2 2 2 9 2 2
left_child=-1 7 32 4 6 38 -4 8 9 12 11 33 13 -2 -13 16 34 18 -18 20 -12 -21 -19 -11 -8 26 29 31 -28 -17 -29 -27 -3 -10 -9 36 -7 -37 -5
right_child=1 2 3 5 -6 35 24 15 10 23 19 14 -14 -15 -16 25 17 22 -20 21 -22 -23 -24 -25 -26 27 28 30 -30 -31 -32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.088777157331464032 0.0049509651914679846 -0.039049921455965447 0.015913723289159756 0.030227882059708541 -0.014502232592281658 0.0087455800371006205 -0.015226285907518181 -0.038870115677564938 0.010179526186571379 -0.024178085268841083 -0.00056404884571237919 -0.039308699654839241 -0.014181507536433657 0.026181061427336595 7.749423060918641e-05 0 0.031129283318462254 -0.034350978868315021 0.00094945583186818814 -0.0046715215466072582 0.030248108930976444 0.00089919582813368932 0 -2.3228121532619231e-07 0.0091532996889023815 -0.017640453853812563 0.027110869651812392 0.005948201082308523 0.0052040676247509876 -0.011624489952346417 0.00019586193988122165 0 -0.003145383592737673 -0.011029447195319071 0 0.019737946002567272 -0.0060387175445340419 0 0
leaf_weight=263.94711461744737 545.72879062732682 85.439352586166933 141.23210749705322 225.24490969488397 204.60525875724852 395.15625756327063 87.456363716162741 183.33658540388569 129.45802081073634 127.81556652823929 112.38542326446623 251.89405785338022 94.85229931678623 482.75650027551455 42.732478149351664 780.77478371537291 63.051283967797644 111.3971095092129 1469.1812784476206 3254.483914780023 73.873523002839647 3228.2040482305456 32.901080825133249 124.26212416612543 26.57537851575762 697.4796513998881 891.68108410644345 3945.7651176919462 229.02469397033565 1015.6229975824244 3058.0970407228451 53.048796474933624 62.691431891871616 10.349133254028855 13.051148092374204 202.36972571513616 89.589548433432356 38.090196890756488 9.0433060163632017
leaf_count=808564 37862 12854 12288 11891 16604 29262 9207 17110 4919 8727 10546 35574 6930 29616 5123 97928 6305 10344 93843 381276 8093 333223 3094 17184 2490 45862 51916 312688 28381 102128 275232 2447 8546 746 702 18247 9265 1710 277
internal_value=0 0.00075262 0.00472025 0.00915603 -0.00338998 0.0153643 0.00525894 0.000436239 -0.000970058 0.00712767 -0.00261114 -0.0202285 0.0124679 0.0156591 -0.0322008 0.00141031 -0.0043553 0 0.00316266 -0.00130501 0.0135177 -0.00185718 -0.0283229 -0.0140912 -0.00669539 0.00246271 0.00487053 0.00150626 0.0232261 -0.00670047 0.00349452 -0.0159256 -0.0293487 0.004884 -0.035262 0.00965639 0.00529026 0.0161428 0.0279538
internal_weight=0 22590.7 1567.49 1419.36 459.869 959.494 255.264 21023.2 8478.8 1375.42 7103.38 434.434 1123.34 1028.49 294.627 12544.4 1872.92 1676.53 1532.23 6668.95 186.259 6482.69 144.298 252.078 114.032 10671.5 2917.1 7754.39 1120.71 1796.4 7003.86 750.528 148.131 139.807 196.388 725.206 484.746 240.46 234.288
internal_count=2869004 2060440 132641 111241 40589 70652 23985 1927799 879819 100319 779500 46362 74408 67478 40697 1047980 131398 113586 100148 733138 18639 714499 13438 25911 11697 916582 280353 636229 80297 200056 587920 48309 21400 5665 17812 58484 38527 19957 12168
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 5130 897 4196821 12599488 128 4735317 3 85 524305 12 3 68128 8397824 8 16448 2097288 2368 8399394 8 156 960 8391202 163 338208
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=40
num_cat=26
split_feature=4 6 1 7 2 2 3 2 0 2 1 7 2 1 7 1 2 2 1 0 2 0 2 1 1 0 2 0 3 7 2 0 2 3 0 1 0 3 0
split_gain=210.914 2.74468 3.19086 6.23227 4.4258 4.21856 2.75015 14.1988 4.49359 5.26756 3.49255 2.59886 4.04484 5.99209 4.20809 3.38539 12.5129 10.2325 1.95429 1.85967 4.8092 2.38952 2.17976 10.6938 2.26399 1.80893 1.53087 1.39768 1.58719 1.33267 4.60574 4.88473 2.02824 1.63459 1.29886 1.19561 1.06298 1.01494 0.97368
threshold=0 1 2 3 4 5 1.5000000000000002 6 2.5000000000000004 7 8 9 10 11 12 13 14 15 16 14.500000000000002 17 43.500000000000007 18 19 20 22.500000000000004 21 6.5000000000000009 5.5000000000000009 22 23 3.5000000000000004 24 6.5000000000000009 1.0000000180025095e-35 25 22.500000000000004 5.5000000000000009 78.500000000000014
decision_type=1 1 1 1 9 9 2 9 2 9 1 1 9 1 1 1 9 9 1 2 9 2 9 1 1 2 9 2 2 1 9 2 9 2 2 1 2 2 2
left_child=-1 6 3 5 -4 34 7 18 -9 -10 -11 19 13 -13 -15 17 -17 -14 -2 22 38 -22 23 -8 -24 37 -5 28 -28 32 31 -31 33 -6 -3 -32 -36 -7 -21
right_child=1 2 4 26 29 25 11 8 9 10 -12 12 15 14 -16 16 -18 -19 -20 20 21 -23 24 -25 -26 -27 27 -29 -30 30 35 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=-0.087862385089730322 0.0016256372599763105 0.010923721418240533 0.010202657539699553 0.0081735296466764022 0.008697777356808687 0.040852987170337925 0.0094616103164030605 -0.025304733670810466 -0.019158713021689731 -0.0042374784295553525 0.024223017198060807 -0.0085418443067848387 0.005830888522463184 0.02026890147363378 0.0024999778167848334 -0.021368120734082036 -0.0016306582814701093 -0.0057291943741128101 0.029991559798719276 -0.010984228647090196 0.032860686528011072 0 0.0036980702279724416 -0.0080027282804576213 0.00072730649924365764 0 -0.018200744669029333 0.0055572789205168742 0.00029699877459648849 -0.022709881203562616 0.01557971242120066 0.0082491999726606053 -0.0072240213157983707 -0.0087513655208402708 -0.016765410740020744 0 0.0023770987201962666 0.0024001030393559562 0.0047682522788065826
leaf_weight=241.80773874500301 89.278236094163731 18.530952732544392 370.98750229959842 81.577915637521073 281.12613846804015 99.192332914681174 472.64612725540064 221.0529167370405 60.00201174011454 43.313469965825789 46.745062144007534 183.75025767122861 1567.5193859278224 224.08850158809219 409.1295290782582 344.04303541150875 2338.2510491571156 1417.5905782391201 42.875855724676512 59.046547392616048 63.996817895676941 12.773431753972543 3898.1234716182807 1033.486512293166 8502.6869445692282 5.4024487759452304 78.653704533353448 18.533410530537367 28.302592826774344 174.95611273916438 34.003144120099023 34.112571427831426 143.11830370035022 23.190005857264623 32.797228042036295 87.537693575257435 1.1955937976017583 29.86686305841431 15.413086563581599
leaf_count=809506 12489 2289 30788 6936 14872 7396 35661 18856 5642 5264 6067 14685 155527 18671 35820 43889 243748 117395 6326 2783 3613 804 330301 81073 802871 177 7235 635 1870 11498 3674 1175 14447 1961 2342 8003 36 1770 721
internal_value=0 0.000750751 0.00479972 0.0122359 0.00163103 0.0238247 0.000433236 -0.00660984 -0.0165904 -0.000931474 0.0111349 0.000629753 -0.000995895 0.00532617 0.0100645 -0.00199074 -0.00454925 0.000238817 0.0174015 0.00140112 0.0116811 0.0246512 0.00124391 -0.00222514 0.00169415 0.0318487 0 -0.00658983 -0.0121226 -0.00238841 -0.00693882 -0.0153598 0.000651924 0.00563616 0 0.00590599 -0.0106054 0.0359714 -0.00403257
internal_weight=0 22588.9 1543.08 394.053 1149.03 186.985 21045.8 503.268 371.113 150.061 90.0585 20542.5 6484.37 816.968 633.218 5667.4 2682.29 2985.11 132.154 14058.2 151.23 76.7702 13906.9 1506.13 12400.8 134.462 207.068 125.49 106.956 778.044 330.61 209.069 447.434 304.316 52.5238 121.541 33.9928 129.059 74.4596
internal_count=2868816 2059310 117104 30686 86418 14010 1942206 54644 35829 16973 11331 1887562 629735 69176 54491 560559 287637 272922 18815 1257827 7921 4417 1249906 116734 1133172 9343 16676 9740 9105 55630 24350 12673 31280 16833 4667 11677 2378 9166 3504
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 1 592 10 8418372 341057 7078304 13334 680 1 12915328 7 12 143 548888 8530 454 11273000 5030020 306 268 8717531 5 187 186 132
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=40
num_cat=25
split_feature=4 6 1 2 1 7 7 0 1 2 2 1 2 1 3 1 2 2 3 1 2 0 2 0 2 3 1 1 1 3 3 0 7 2 3 0 3 3 3
split_gain=191.098 2.37786 2.94107 3.06711 2.40687 3.42611 2.16132 2.71123 4.35791 6.2054 3.574 10.0726 3.00409 3.06481 2.7795 2.16809 12.037 4.43497 1.92987 1.79705 1.79001 1.74593 4.21021 2.89179 2.00609 6.0014 2.07647 1.77081 1.77081 1.68165 1.58645 1.52044 1.17267 1.91605 1.19004 1.15472 4.92929 4.00173 1.12264
threshold=0 1 2 3 4 5 6 1.5000000000000002 7 8 9 10 11 12 5.5000000000000009 13 14 15 5.5000000000000009 16 17 14.500000000000002 18 31.500000000000004 19 3.5000000000000004 20 21 22 1.5000000000000002 3.5000000000000004 19.500000000000004 23 24 5.5000000000000009 1.5000000000000002 1.5000000000000002 1.5000000000000002 5.5000000000000009
decision_type=1 1 1 9 1 1 1 2 1 9 9 1 9 1 2 1 9 9 2 1 9 2 9 2 9 2 1 1 1 2 2 2 1 9 2 2 2 2 2
left_child=-1 6 3 18 32 -6 21 10 9 -9 11 29 13 -10 -11 16 -12 -17 -3 -14 -4 24 27 -24 25 28 -27 31 -2 -8 -13 -23 33 -5 -34 37 -37 -26 -22
right_child=1 2 20 4 5 -7 7 8 12 14 15 30 19 -15 -16 17 -18 -19 -20 -21 38 22 23 -25 35 26 -28 -29 -30 -31 -32 -33 34 -35 -36 36 -38 -39 -40
leaf_value=-0.086889467970802978 0.0032938490158540496 0.027392881153078932 -0.0042741096097988927 0.0035896763228733296 -0.0027108429412525453 0.024343054400784252 0 0.0066322412638380526 0.0053793391003099855 -0.03063162242309372 0.0062522866516270207 0 0.0015400712262085886 -0.020973327951236801 0 -0.010310670342220281 -0.0094371022539735862 -0.0010448119784651798 0 0.0089144054535022967 0.00070540806571006741 -0.0048858272065684348 0.033206942599447967 0 -0.012585418424279958 -0.0018177722076007487 0.0039244663796461736 -0.013813639990670312 -0.0066772012213363596 0.02272692940452041 -0.011567910203401914 0.017803480984982908 0.00046059706477930766 -0.014168110127795406 0.013854345403931876 0.017479007318134406 -0.0010712602204179856 0.0027895303273188106 0.016799054397156368
leaf_weight=221.6483020176529 139.10087990062311 104.27711682405788 426.2359451323282 64.856848971918225 41.526656028348953 88.317082470748574 7.9793058737413949 90.072219270281494 36.136374440975487 92.90285655669868 1032.2836106983013 259.13143052859232 858.34627116122283 57.296235834015533 31.751661111367866 1027.9003786781686 852.75538325641537 1192.8114920282387 21.755972168873996 714.71472255862318 232.55885309900623 12.611211567651479 58.578718184493482 24.042811698280275 137.68365525780246 836.80587604083121 1846.6832497167634 44.786216771462932 1467.4666934648412 212.33208970841952 157.26951757771894 25.302312299376354 378.68275145930238 75.973911826265976 69.529099946608767 121.77449021837674 2517.3808780063409 7188.6328374483855 43.651452160673216
leaf_count=810158 12216 7750 32237 5040 3692 7577 599 7263 2751 10370 93040 23514 71854 5019 2899 117710 95892 129900 1838 52140 21531 584 2827 1416 16141 91459 209096 3042 143633 19681 12567 1098 27028 3489 4283 13340 170194 631030 2952
internal_value=0 0.000733657 0.00449986 0.0083264 0.00461603 0.0153236 0.000436488 -0.00103156 0.00207397 -0.00987908 -0.00233377 0.00425855 0.00397323 -0.00997554 -0.0223446 -0.00345405 -0.000738063 -0.00557295 0.0214725 0.00521453 0 0.00113221 0.0106896 0.0226937 0.000978952 -0.000777204 0.00203074 -0.0032178 -0.00560669 0.0200062 -0.00443912 0.00611425 0.000954497 -0.00534604 0.00382446 0.00176405 0 0.00240966 0.00544728
internal_weight=0 22591.9 1547.37 844.919 718.886 129.844 21044.5 6623.68 1881.22 214.727 4742.46 636.712 1666.49 93.4326 124.655 4105.75 1885.04 2220.71 126.033 1573.06 702.446 14420.8 165.321 82.6215 14255.5 4290.06 2683.49 82.6997 1606.57 220.311 416.401 37.9135 589.043 140.831 448.212 9965.47 2639.16 7326.32 276.21
internal_count=2868850 2058692 117417 60697 51109 11269 1941275 645199 152296 20532 492903 56361 131764 7770 13269 436542 188932 247610 9588 123994 56720 1296076 8967 4243 1287109 456404 300555 4724 155849 20280 36081 1682 39840 8529 31311 830705 183534 647171 24483
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 1 602 8406150 26 1 1 257 524466 333952 816 589848 74 141 8397592 8413978 208 9179579 2361130 845191 137 58 258 8 6292288
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=40
num_cat=26
split_feature=4 0 2 1 3 2 2 1 2 2 1 3 3 1 2 7 1 2 1 1 2 3 3 7 3 0 3 2 1 1 3 1 3 7 0 2 1 7 3
split_gain=172.209 2.01201 2.92595 4.82652 3.04379 23.6562 10.4111 8.71359 15.9398 8.14986 9.9797 6.44615 5.31512 5.18099 7.20308 2.74698 2.42942 2.3942 10.1448 4.0709 10.5966 4.09692 4.43181 3.04146 2.69092 3.28317 2.55204 2.28265 7.80197 2.77092 2.47846 2.16682 1.97201 2.24078 1.86163 2.05397 1.69706 1.68164 1.6731
threshold=0 1.0000000180025095e-35 1 2 3.5000000000000004 3 4 5 6 7 8 2.5000000000000004 6.5000000000000009 9 10 11 12 13 14 15 16 2.5000000000000004 5.5000000000000009 17 8.5000000000000018 3.5000000000000004 1.5000000000000002 18 19 20 2.5000000000000004 21 2.5000000000000004 22 8.5000000000000018 23 24 25 2.5000000000000004
decision_type=1 2 9 1 2 9 9 1 9 9 1 2 2 1 9 1 1 9 1 1 9 2 2 1 2 2 2 9 1 1 2 1 2 1 2 9 1 1 2
left_child=-1 2 3 38 6 12 7 8 -4 10 -7 -9 31 14 -8 -15 -11 18 23 20 24 -22 -23 -3 25 -19 -25 28 29 -21 -30 -6 37 -34 -29 -36 -35 -20 -2
right_child=1 17 4 -5 5 9 13 11 -10 16 -12 -13 -14 15 -16 -17 -18 19 32 27 21 22 -24 26 -26 -27 -28 34 30 -31 -32 -33 33 36 35 -37 -38 -39 -40
leaf_value=-0.085833758951501332 0.019297057069036155 0 0.0068063961450210535 -0.015386181475761544 -0.020485610292838297 -0.0069886442054848223 0.011187979608548072 0.0090330706880136832 -0.027606753275181219 0.0043667787416551782 0.013781105041195894 -0.00085200190966993553 -0.044432986284880668 -0.012977447432346474 -0.010704792711404397 -0.0048814270689984717 -0.0018566135652429748 0.009753874284016778 0.013340388565605666 0.020053044636620533 0.0047470248344266865 -0.019719693402800886 0.0055691588168596392 -0.001835261118291809 -0.008964416304847192 0.02860999541431411 0.016401440835255045 0.00022708672403383372 -0.028527688494910171 0 -0.0077322728266219143 -0.0028456593608986117 0.005002481421286762 0.00096532284642000571 -0.0001489973741681704 0.011625086546390937 -0.012525470663507393 -0.0044765654129906981 0
leaf_weight=202.9033018979535 26.080983000749256 214.08438896026928 248.8854206163669 279.05942418123595 145.81123042944819 237.3625125256367 372.11504190904088 1596.2250588850584 208.27848115446977 1063.8129128987202 1281.8989026946947 1015.1530205800664 55.843829300254583 632.35908101068344 189.27550821623299 2210.2414701239904 1349.0969667640748 632.33397706062533 68.631968272617087 47.532371044624597 174.17329804121982 207.90390640409896 59.463548338739201 47.266988409915939 16.933262279024348 135.38421202916652 683.29791338020004 7194.7058098333073 86.664759133942425 420.49590465787333 338.26637314050458 230.7429107031785 76.111289370805025 70.916338026756421 198.05354727315716 273.43037757393904 373.26754291704856 43.911989156506024 117.88524952408625
leaf_count=808961 4866 17759 33466 43437 11870 20169 37591 93714 22567 125113 101912 77149 8858 67492 17502 234180 174307 45017 5975 3821 13262 12028 3365 3823 1643 8448 54491 631128 10354 44529 30966 16507 4208 6415 11290 13315 21605 3177 19039
internal_value=0 0.000591288 -0.000334144 -0.00811876 0 0.00203177 -0.00137517 0.00277025 -0.00922813 0.00458689 0.0102477 0.00509144 -0.0190331 -0.00518396 0.00308683 -0.00694161 0.000791342 0.00153315 0.00514081 0.00090091 0.00619755 -0.00544905 -0.0130921 0.0116083 0.0130616 0.014406 0.0146092 8.19208e-05 -0.00454936 0.00380164 -0.0139283 -0.0119957 -0.00418362 -0.00706613 0.000681117 0.00659679 -0.00985018 0.00542678 0.00461993
internal_weight=0 22623 11260.1 423.026 10837.1 4364.57 6472.53 3068.54 457.164 3932.17 1519.26 2611.38 432.398 3403.99 561.391 2842.6 2412.91 11362.8 1577.49 9785.34 1226.19 441.541 267.367 944.649 784.651 767.718 730.565 8559.15 892.959 468.028 424.931 376.554 632.839 520.295 7666.19 471.484 444.184 112.544 143.966
internal_count=2865319 2056358 1109739 67342 1042397 458736 583661 226896 56033 421501 122081 170863 37235 356765 55093 301672 299420 946619 117453 829166 83763 28655 15393 76073 55108 53465 58314 745403 89670 48350 41320 28377 41380 32228 655733 24605 28020 9152 23905
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 6291460 336 65544 80408 480 72192 8655968 772 771 8389824 2 149 14745730 242 516 32520 2 549376 74 2 114 12 5440 256 1
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=40
num_cat=25
split_feature=4 3 2 1 2 5 2 2 1 2 2 5 3 0 0 3 5 2 2 2 0 3 1 2 1 3 2 0 7 3 5 5 0 2 3 1 3 3 7
split_gain=155.914 2.08667 20.1767 9.13186 4.53549 4.07941 3.97622 2.09233 6.08841 14.6902 13.4817 54.6527 23.9171 13.4597 7.57589 8.12619 6.08168 173.078 67.3317 22.1847 17.1321 16.9745 32.2838 21.5418 13.2565 8.96574 7.73666 7.32777 7.10461 4.35434 22.7657 6.65338 2.97242 1.99643 1.84957 1.70321 1.58756 1.10164 1.05219
threshold=0 7.5000000000000009 1 2 3 4 5 6 7 8 9 10 3.5000000000000004 4.5000000000000009 2.5000000000000004 2.5000000000000004 11 12 13 14 7.5000000000000009 2.5000000000000004 15 16 17 2.5000000000000004 18 3.5000000000000004 19 5.5000000000000009 20 21 1.5000000000000002 22 21.500000000000004 23 10.500000000000002 1.5000000000000002 24
decision_type=1 2 9 1 9 1 9 9 1 9 9 1 2 2 2 2 1 9 9 9 2 2 1 9 1 2 9 2 1 2 1 1 2 9 2 1 2 2 1
left_child=-1 7 34 4 -4 33 -5 8 9 14 11 13 -13 -10 15 -2 17 20 25 27 37 22 -20 -23 -21 28 -27 -19 -18 31 -31 -12 -11 -6 35 -3 -7 -9 -8
right_child=1 2 3 6 5 36 38 16 10 32 29 12 -14 -15 -16 -17 18 19 21 24 -22 23 -24 -25 -26 26 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.084747674695137082 0.0035869444246260361 0 -0.013467963521402782 0.024587406951630541 0.0041669815261493976 0.024967165883948803 0.01068283796930862 0 -0.059684449568878729 -0.017100545941272968 0.0018369936732204304 -0.0053705538862306827 0.058740818296644459 0.0047391580623005001 -0.01246003971341943 0.021883096955581122 0.016008664665326928 0.039840515484964048 0.026335798528402312 0.014108031087579041 0.01723928356635258 0.028088687202781487 -0.0026428515358912236 -0.0015757202205907606 -0.0012477570927873901 0.0018820993649045635 -0.0081752431410213738 0.00089626053031767461 -0.016352911395711194 -0.0090487621460763508 0.018267463302891432 -0.0048185678603203021 0.004053328377354443 -0.013016736706494126 0 -0.032914095454397149 0 -0.049558050523252295 0.00059406854312846593
leaf_weight=186.32531390036456 555.81905005086446 16.187622201861814 199.45991852623411 242.92873763851821 101.60445477883331 69.271966889267787 506.96702941809781 11.732549362583084 190.24887061282061 271.46100724802818 2485.4499983611167 149.69035084114876 54.952804655767977 23.281851408071816 95.833982268581167 505.16478861757787 33.655309534748085 378.850095463451 1167.4503577515716 1972.0297845008317 20.735401026206091 248.82998829823919 535.38144857529551 1501.1313687539659 731.67858047981281 1032.7743940996006 2424.8332569333725 74.519365530461073 1311.522515284305 570.32645764481276 578.66877046925947 3548.179118459404 45.408299858914688 73.078422720776871 2.2012890628539017 124.12189160101116 14.678768227342514 534.04921506624669 226.79361024941318
leaf_count=809441 38018 2473 16312 12386 8280 6040 39701 1103 23776 28617 249924 12910 4547 3282 7281 30161 3084 26008 59554 146957 1191 34045 52840 114487 40559 116385 175295 3566 146049 54238 55142 433534 4517 8676 282 17663 1312 56016 18733
internal_value=0 0.000548925 0.00403583 0.0079611 -0.0030461 0.00471413 0.0133356 0.000268093 -0.000856548 0.0048854 -0.00202884 -0.0186998 0.0158759 -0.0517098 0.0102309 0.0129354 0.00114479 0.00448907 -0.000336822 0.0137955 -0.0444427 0.0102104 0.0173003 0.00302505 0.00988549 -0.00800237 -0.00511283 0.0338134 -0.014996 -0.000918532 0.00456883 -0.00203192 -0.0127483 -0.00284268 -0.0271443 -0.0307241 0.0200933 -0.0488551 0.00814419
internal_weight=0 22631 1577.29 1434.78 458.094 258.634 976.689 21053.7 9074.49 1473.69 7600.8 418.174 204.643 213.531 1156.82 1060.98 11979.2 3723.59 8255.58 3157.08 566.517 3452.79 1702.83 1749.96 2703.71 4802.79 3457.61 453.369 1345.18 7182.62 1149 6033.63 316.869 174.683 142.511 140.31 83.9507 545.782 733.761
internal_count=2864385 2054944 131858 111440 40620 24308 70820 1923086 945947 108594 837353 44515 17457 27058 75460 68179 977139 275400 701739 217090 58310 260926 112394 148532 187516 440813 291680 29574 149133 792838 109380 683458 33134 16956 20418 20136 7352 57119 58434
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 5130 897 2466336 2 12665024 6832468 3 16468 524304 2 2 1546 8693920 8390656 158 514 496 8658944 8 2 2 4194513 260 9
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=40
num_cat=25
split_feature=4 6 5 2 2 1 0 3 0 2 1 2 3 3 3 2 1 0 2 1 0 0 2 1 2 1 3 2 2 1 1 2 2 3 2 3 0 3 1
split_gain=141.237 1.97981 2.94434 14.946 6.78733 3.83125 3.55932 2.80654 3.3075 4.43119 3.9473 2.2448 1.99784 2.60727 1.65174 13.0698 4.401 2.60902 2.4873 2.10965 1.61254 1.56977 3.3013 4.63865 2.88004 17.6022 2.62946 14.4708 10.4479 2.20511 1.80345 12.2531 10.5994 1.70141 1.40877 1.34519 1.05466 0.989525 0.865215
threshold=0 1 2 3 4 5 7.5000000000000009 6.5000000000000009 3.5000000000000004 6 7 8 3.5000000000000004 5.5000000000000009 1.5000000000000002 9 10 2.5000000000000004 11 12 4.5000000000000009 1.0000000180025095e-35 13 14 15 16 3.5000000000000004 17 18 19 20 21 22 6.5000000000000009 23 2.5000000000000004 23.500000000000004 18.500000000000004 24
decision_type=1 1 1 9 9 1 2 2 2 9 1 9 2 2 2 9 1 2 9 1 2 2 9 1 9 1 2 9 9 1 1 9 9 2 9 2 2 2 1
left_child=-1 14 3 6 -4 -5 11 8 9 -6 -10 38 36 -14 15 19 17 -17 -19 -2 -18 22 23 35 25 33 28 -28 -24 -27 31 -26 -32 -23 -9 -16 -7 -25 -3
right_child=1 2 4 5 7 12 -8 34 10 -11 -12 -13 13 -15 21 16 20 18 -20 -21 -22 24 26 37 30 29 27 -29 -30 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.083605210521411844 0.0013426248709129086 0.0012141450643403972 0.023340752260854487 -0.0015919851973402758 -0.01224906549223341 0.024576822749378911 0.0047769452222470067 0.0011550472519685515 -0.0051193514174564872 0.0063170250941543549 0.026625623898026231 -0.03551049830714114 -0.004202167553350478 0.016341542528809035 0.015812822473670014 -0.011509993680097917 -0.029654329474986307 -0.005067001788976417 0.019629461746692646 0.030091514318573029 0 0.018803665305165796 0.0026978462426462423 -0.016057315383226894 -0.020368697233988695 0 -0.0099255683182977658 0.0049077943857289471 -0.0056472626010202693 -0.011415537929882844 -0.00946615518115149 0.0032103323536866839 0.0019672018885295013 0 -0.021742216297686183 0 0 0 -0.011959853549499001
leaf_weight=171.25586299852876 88.658727519563399 48.323889334220439 178.03126372839324 194.96359659056179 142.84569708956406 143.15729499538429 14.471339796204118 11.09782421775162 27.548852814128622 383.80336499493569 78.174635288305581 97.248410856584087 99.539350056322291 71.358267904492095 32.941726724675391 94.095181583194062 152.8327605794766 30.488182644825429 45.073615648900159 45.106387177598663 39.271787070319988 592.93740366771817 3004.6762811474036 326.00730118493084 190.06119345175102 430.83452070131898 772.48384235752746 3291.2755111051956 2877.3656556765782 278.06773882178823 1038.6004829946905 4341.3934979063924 3166.2790261888877 74.563619795953855 28.340748629532754 158.23733147984603 2.7311959071084848 5.1932231264654538 33.488767868606374
leaf_count=809771 12005 5064 17124 12848 16268 8999 713 481 1264 27385 3897 8648 5322 3938 4544 7949 14560 2734 5692 6721 4101 50750 212256 48408 23134 50579 85617 336036 318057 24921 63123 370924 261915 5493 2000 26831 69 776 3591
internal_value=0 0.00053464 0.00395701 -0.000446035 0.00784267 0.008165 -0.0219798 0.00212317 0.0044358 0.000246991 0.0184247 -0.0270038 0.014516 0.00404188 0.000262641 -0.00523287 -0.0151426 -0.000551135 0.00959424 0.0174587 -0.0244208 0.000416936 -0.000419495 -0.0078732 0.00131102 0.00552137 0 0.00195049 -0.00134658 -0.00505526 0.000589868 0.00198617 -0.000848741 0.0168288 -0.0162281 0.00307608 0.0231231 -0.0146521 -0.00387215
internal_weight=0 22631.6 1555.12 705.282 849.842 511.75 193.532 671.811 632.373 526.649 105.723 179.061 316.786 170.898 21076.4 495.527 361.762 169.657 75.5618 133.765 192.105 20580.9 10468.2 522.38 10112.7 1376.4 9945.8 4063.76 5882.04 708.902 8736.33 4531.45 4204.88 667.501 39.4386 191.179 145.888 331.201 81.8127
internal_count=2864508 2054737 117611 49192 68419 31176 18016 51295 48814 43653 5161 17303 18328 9260 1937126 53762 35036 16375 8426 18726 18661 1883364 1032525 80559 850839 131743 951966 421653 530313 75500 719096 394058 325038 56243 2481 31375 9068 49184 8655
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 1 2 1817 1810 293 12650560 138 257 7094560 850 5190 454 6848519 336 14753798 78 73736 92824 416 944 802832 4257 8256 28
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=40
num_cat=26
split_feature=4 0 2 1 1 2 3 3 2 3 2 2 1 1 2 2 7 2 2 1 3 3 3 2 2 1 1 3 2 1 2 3 2 3 1 0 3 3 1
split_gain=127.653 1.66751 2.44441 8.22344 3.33015 8.60084 6.36284 4.57672 3.79467 3.31702 4.87316 3.09896 2.88123 2.78929 2.66327 2.52514 2.42267 2.21141 2.08451 4.83836 3.75002 2.50639 1.97164 16.5438 6.3271 8.76546 5.93475 12.0119 5.41669 5.9254 5.17846 4.84661 3.1228 2.29028 2.15917 1.95593 1.6507 1.51958 1.51003
threshold=0 1.0000000180025095e-35 1 2 3 4 3.5000000000000004 2.5000000000000004 5 5.5000000000000009 6 7 8 9 10 11 12 13 14 15 9.5000000000000018 2.5000000000000004 3.5000000000000004 16 17 18 19 2.5000000000000004 20 21 22 6.5000000000000009 23 1.5000000000000002 24 1.5000000000000002 1.5000000000000002 2.5000000000000004 25
decision_type=1 2 9 1 1 9 2 2 9 2 9 9 1 1 9 9 1 9 9 1 2 2 2 9 9 1 1 2 9 1 9 2 9 2 1 2 2 2 1
left_child=-1 18 3 16 5 6 7 -4 12 10 -7 -11 15 37 -15 -6 -3 -14 19 20 21 -2 24 31 26 30 27 -20 -25 -30 -26 34 -27 -28 -24 -8 -18 -10 -33
right_child=1 2 4 -5 8 9 35 -9 13 11 -12 -13 17 14 -16 -17 36 -19 22 -21 -22 -23 23 28 25 32 33 -29 29 -31 -32 38 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.082400346587275256 0.010696406203100767 0 0.0067725755594985997 -0.0034822398629002146 0.015888058318375416 -0.017041771749530473 -0.0060749780990150097 0.026614652219959067 0.0055758329602730991 0.015313632696844957 -0.00010817517918300634 -0.0040824504281536363 0.00018528608555812479 -0.014245156332415833 -0.0033611991157055676 0.0028160511651069697 0 -0.0087019687178041105 0.015948182118319446 -0.017764278436513854 0.025734088884477136 -0.0092906675511358183 -0.018102815856063516 0.00019373861286332936 -0.012753823044240829 -0.016966997544235567 -0.018658465343254157 -0.0037965475029850928 -2.907004102107771e-05 0.01183580253331081 0.0073098675274920442 0 -0.0052161408883154734 -0.00049727359533022566 -0.0011719916941263266 0.0069946615974272363 0.01476415801529982 -0.0017193641864102689 -0.041986357778614827
leaf_weight=157.48193764634198 52.925765326945111 213.62769543612376 318.26333791459911 628.27520775905577 141.14053112856345 170.69387483177707 182.02074807346798 275.76582842855714 336.28980109107215 175.70378234423697 1090.4844747981988 83.138773253886029 1775.1147035956383 305.43831914744806 1191.4292372546624 2010.8869457317051 45.468040229810867 280.5679329794948 696.61909857811406 184.25634620763594 24.74035936105065 172.14331593253883 140.59290886367671 2217.2396140120691 105.51964249718003 260.57467441592598 46.122957026818767 483.30702819349244 583.43780890759081 1151.2643359114882 821.87499115010723 5.1458096473943442 2604.5052676819032 1441.1266729552299 226.3046494696755 210.26169067062438 693.0769919087179 1258.0859324925113 45.795118473703042
leaf_count=809571 9505 17915 16555 41809 13808 9606 10067 13003 33245 10794 103401 9602 151002 26855 104336 157518 3744 34104 45785 28743 3546 28638 11849 283380 12129 29110 3730 43755 50109 85078 55231 874 275353 116394 16507 8076 55570 129886 7215
internal_value=0 0.00045143 0.00130946 0.00493934 0.000674895 0.00380022 0.0109022 0.0173013 -0.000372274 -0.000777161 -0.00310793 0.00865697 0.00153026 -0.00304423 -0.00609025 0.00408452 0.0107149 -0.00102747 -0.000390525 -0.00688955 0.00144114 -0.00270922 -7.76765e-05 0.00152686 -0.00121149 -0.00384861 0.00243337 0.00765576 0.00363702 0.0077655 0.00428394 -0.0163833 -0.00660703 -0.00160543 -0.00977922 0.000219114 0.0133761 0 -0.0410124
internal_weight=0 22649.2 11385.7 1580.45 9805.29 2506.33 986.312 594.029 7298.95 1520.02 1261.18 258.843 4207.71 3091.24 1496.87 2152.03 952.173 2055.68 11263.5 434.066 249.809 225.069 10829.4 4369.78 6459.65 3792.47 2667.18 1179.93 3951.94 1734.7 927.395 417.838 2865.08 1487.25 366.898 392.282 738.545 1594.38 50.9409
internal_count=2867398 2057827 950896 119038 831858 181104 47701 29558 650754 133403 113007 20396 356432 294322 131191 171326 77229 185106 1106931 70432 41689 38143 1036499 455012 581487 371823 209664 89540 418567 135187 67360 36445 304463 120124 28356 18143 59314 163131 8089
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 14745730 242 524 11272 4212 528420 352 305 450 811009 4100 2 96 6815749 346 65544 80394 771 540 60290 836 278560 8389648 114 112
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=40
num_cat=23
split_feature=4 0 2 3 1 3 2 1 2 3 2 1 7 3 0 0 2 3 2 3 3 2 6 1 7 5 2 1 5 3 2 1 1 1 0 3 0 0 0
split_gain=115.187 1.64952 5.98237 2.96347 2.96208 2.94927 3.81056 2.86654 2.53851 2.35263 7.57747 2.47289 2.17487 2.01483 1.70468 1.56914 1.4294 1.42172 1.32263 2.89495 1.51333 8.50154 2.09401 1.55904 1.39401 4.46296 4.31446 1.33282 2.77561 1.17461 1.17588 1.0881 1.05102 1.04404 1.74925 0.895921 0.72999 0.6517 0.61175
threshold=0 3.5000000000000004 1 1.5000000000000002 2 5.5000000000000009 3 4 5 12.500000000000002 6 7 8 10.500000000000002 26.500000000000004 51.500000000000007 9 21.500000000000004 10 3.5000000000000004 1.5000000000000002 11 12 13 14 15 16 17 18 2.5000000000000004 19 20 21 22 5.5000000000000009 36.000000000000007 84.500000000000014 26.500000000000004 20.500000000000004
decision_type=1 2 9 2 1 2 9 1 9 2 9 1 1 2 2 2 9 2 9 2 2 9 1 1 1 1 9 1 1 2 9 1 1 1 2 2 2 2 2
left_child=-1 9 3 33 29 7 36 8 -5 18 17 -12 -9 14 16 -16 -6 -11 19 27 21 23 -23 -20 25 -22 -26 -2 -29 30 -4 -8 -21 34 -3 -13 -7 -32 -36
right_child=1 2 4 5 13 6 31 12 -10 10 11 35 -14 -15 15 -17 -18 -19 20 32 24 22 -24 -25 26 -27 -28 28 -30 -31 37 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=-0.081137552272509531 0.011006751746192438 0 -0.0069965901381695414 -0.0024213590521173431 -0.0015926077422249423 0.014314903083537993 0.00039893239831044578 0.0079193167301224669 -0.019559980033012986 -0.028453090458571997 0 0.027184968986962172 -0.0040652339811664455 -0.012368402828325324 -0.020095970010331768 0.0016781607363136827 0.0087182274017843474 0 0.01865086649161668 -0.00042280074029865298 -0.0015543083240502466 -0.020521495076249063 0.0032265341935718457 0 -0.0050293615982921515 0.0020770609318826109 0.0012375166792328342 0.0046343784753831215 -0.011235979883582001 0.020777369158178616 0.016779154971581993 -0.012463293559202974 -0.013020393130635945 0 0.03709892407368881 0 0 0 0
leaf_weight=144.93355607919511 72.39452636288479 18.280968361068517 30.322699947049841 259.60196210886352 101.36046844278462 210.42949004843831 66.184993155766279 166.58537897909991 178.86023182747886 25.657880541635681 49.806148659903556 127.2982658573892 497.4397288771579 29.584276988403872 18.312494215089828 32.087209165329114 675.41759478347376 2.5476705636829129 67.567694832221605 165.02425018156646 5352.0795251916861 213.47532092651818 10.643031435785813 66.799531934899278 1822.6826442857273 8868.8436996663222 2530.4095696988516 247.98947441956261 145.28148500761017 212.39498280128464 27.504375610384162 73.737500610761344 269.01172935077921 17.92107423779089 15.112044853856789 1.4735883614048351 2.4127778597176066 3.8069896795786908 2.4037398474756619
leaf_count=809054 9360 3067 2525 16987 9538 8818 3649 10243 10537 3565 4836 10884 29379 1607 1268 1769 41915 294 10608 16745 475977 19992 1353 8530 173991 838192 255849 21052 15465 10284 1673 4564 29899 2769 1756 170 99 145 255
internal_value=0 0.000313699 0.00264869 -0.00132437 0.00804823 -0.00251668 0.00474769 -0.00517017 -0.0110904 0 0.00991152 0.0182394 -0.000353401 0.00424682 0.00565268 -0.00704846 0.00708007 -0.0196443 -0.000115524 -0.00378226 5.05805e-05 -0.00610373 -0.0172852 0.0108629 0.000195165 0.000688457 -0.0013401 0.00112162 -0.000879705 0.0169233 0 -0.00597581 -0.00950387 0.0165614 0.0209925 0.0244547 0.0126262 0.0107991 0.0343214
internal_weight=0 22678.7 2639.76 1508.97 1130.79 1455.25 352.765 1102.49 438.462 20039 206.784 178.578 664.025 856.762 827.178 50.3997 776.778 28.2056 19832.2 899.701 18932.5 358.486 224.118 134.367 18574 14220.9 4353.09 465.665 393.271 274.029 61.6341 139.922 434.036 53.7178 35.7968 128.772 212.842 31.3114 17.5158
internal_count=2868663 2059609 162847 92123 70724 84276 17130 67146 27524 1896762 19749 15890 39622 56097 54490 3037 51453 3859 1877013 92521 1784492 40483 21345 19138 1744009 1314169 429840 45877 36517 14627 4343 8213 46644 7847 5078 11054 8917 1818 2011
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 2886489 22 2099280 305 601 4234250 897 10 4218882 278533 6291882 1 624 5 2 2166858 386 2 29698 616 555 372
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=40
num_cat=25
split_feature=4 6 5 2 2 7 2 3 2 0 1 3 0 2 1 0 1 0 3 7 2 1 2 3 3 0 2 0 3 1 2 1 2 2 0 0 1 1 2
split_gain=104.342 1.5099 2.42705 12.8903 5.75158 4.20776 5.82551 4.1304 4.93167 3.15728 3.11378 2.14076 1.83316 3.03351 2.73931 1.59293 1.52793 2.5183 1.48773 1.32321 2.61787 2.01297 3.71461 4.00925 2.86408 2.34624 2.27178 1.90761 3.20783 10.8765 2.54379 2.09472 4.1641 2.15294 1.54209 3.37207 1.95609 1.45368 8.1918
threshold=0 1 2 3 4 5 6 3.5000000000000004 7 2.5000000000000004 8 6.5000000000000009 3.5000000000000004 9 10 3.5000000000000004 11 6.5000000000000009 6.5000000000000009 12 13 14 15 4.5000000000000009 3.5000000000000004 4.5000000000000009 16 1.5000000000000002 4.5000000000000009 17 18 19 20 21 21.500000000000004 28.500000000000004 22 23 24
decision_type=1 1 1 9 9 1 9 2 9 2 1 2 2 9 1 2 1 2 2 1 9 1 9 2 2 2 9 2 2 1 9 1 9 9 2 2 1 1 9
left_child=-1 19 3 9 16 7 10 8 -5 -3 -7 12 13 -6 -14 -9 -4 -18 -8 34 21 22 23 -21 25 -23 -26 28 30 -30 -22 32 -29 -33 37 36 -36 38 -2
right_child=1 2 4 5 11 6 18 15 -10 -11 -12 -13 14 -15 -16 -17 17 -19 -20 20 27 24 -24 -25 26 -27 -28 31 29 -31 -32 33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.079837777946533572 -0.0044110527166218022 -0.042683329530659515 0 -0.0023303658640048404 0.0051925441691095271 -0.0042694896476148303 -0.020297897189901146 0.007285749168204252 0.032865538259548993 0 0.017289846545709059 -0.017429594003514997 -0.0057437412827688467 -0.010862016079314422 0.020619796591734539 -0.010217197115525644 0.022395541820126534 -0.0047213590363719814 0 -0.022292733208799573 -0.00038450241889495052 0.013553137561124596 0.0036120840128028571 0.0081502619018116416 -0.00417137465140726 -0.0074685375196128613 0.013099860577003519 0.0058108350883622475 0.0073978661730826085 -0.015082138976358725 -0.0071379825586603621 -0.013723345083237141 -0.018935767206032045 0.0033282886487907776 -0.0010261765956621463 0 0.034111603655284553 0 0.0065881388333949064
leaf_weight=133.65871172386687 1009.6920501074055 57.398306847317144 52.496581949060783 36.831553786760196 269.2691018661717 72.697557490086183 126.48952563083731 117.19720341428183 93.227400172268972 20.412800433114171 105.97751896176487 32.19699935009703 21.884406843222678 146.72085506073199 68.572138284798712 47.743420619750395 258.52819655579515 8.505524857901035 29.042187673971057 116.11983734596288 942.51190772291739 398.27348806388909 314.10231483972166 26.188571396516636 312.1264733527787 22.065458461875096 56.678626990644261 77.996668716310523 770.71047562075546 250.36320958915167 1876.9171361127519 33.903997668297961 106.84587377822027 1321.8078117577825 7.310441239271313 65.007199146784842 20.614318255917173 11598.122421841719 1790.6499296377879
leaf_count=809174 90942 4613 4838 2426 18119 4072 10822 8983 6901 1557 5803 2122 1044 16441 3428 1611 22336 474 2329 14236 67077 36031 29177 3227 24466 995 6225 6090 79964 27546 224037 4327 11817 106677 481 3735 1004 1066255 134785
internal_value=0 0.000290539 0.0032606 -0.000709376 0.00678258 0.00431404 -0.00264743 0.0124707 0.0243632 -0.0314894 0.00796967 0 0.00216427 -0.000274157 0.0131441 0 0.0165415 0.0194765 -0.0155139 5.19092e-05 -0.00109896 0.00287254 -0.00185413 -0.0137101 0.00592566 0.0113594 0 -0.002088 -0.0032922 0.00125417 -0.00503985 0.000715225 -0.00798328 0.00230583 0.000600365 0.0118626 0.0296782 0.000482785 0.00251038
internal_weight=0 22683.2 1565.19 707.017 858.174 629.206 334.207 295 130.059 77.8111 178.675 538.644 506.447 415.99 90.4565 164.941 319.53 267.034 155.532 21118 6626.61 1245.55 456.411 142.308 789.144 420.339 368.805 5381.06 3840.5 1021.07 2819.43 1540.55 184.843 1355.71 14491.4 92.932 27.9248 14398.5 2800.34
internal_count=2866187 2057013 117919 49117 68802 42947 23026 19921 9327 6170 9875 41154 39032 34560 4472 10594 27648 22810 13151 1939094 641892 114357 46640 17463 67717 37026 30691 527535 398624 107510 291114 128911 17907 111004 1297202 5220 1485 1291982 225727
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 1 2 1048 8398738 10 8652899 2359330 49 2101292 138 16 1 8728706 224 8396800 8320 248 34840 257 524336 524304 322 260 11273936
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=40
num_cat=25
split_feature=4 3 2 1 2 2 1 1 3 2 2 1 3 6 1 0 3 0 2 0 1 1 2 3 2 1 2 1 0 1 0 0 1 0 7 3 8 7 0
split_gain=94.7751 1.21611 15.8633 6.93418 6.72104 4.01014 3.3348 2.40748 2.67863 1.38921 1.07806 4.93835 4.85975 3.9438 5.1086 2.89964 2.93027 1.42504 4.08032 4.7568 2.19353 1.82079 9.51581 5.62353 4.92759 4.64191 4.3627 1.89835 1.7175 1.35018 1.32465 0.956666 0.848959 0.680023 0.650276 0.642802 0.460319 0.409418 0.381934
threshold=0 7.5000000000000009 1 2 3 4 5 6 10.500000000000002 7 8 9 3.5000000000000004 10 11 2.5000000000000004 6.5000000000000009 9.5000000000000018 12 25.500000000000004 13 14 15 2.5000000000000004 16 17 18 19 67.500000000000014 20 1.5000000000000002 13.500000000000002 21 96.500000000000014 22 31.500000000000004 23 24 7.5000000000000009
decision_type=1 2 9 1 9 9 1 1 2 9 9 1 2 1 1 2 2 2 9 2 1 1 9 2 9 1 9 1 2 1 2 2 1 2 1 2 9 1 2
left_child=-1 10 6 5 -5 37 -3 8 -6 -9 11 30 13 14 -13 16 -14 21 20 29 -19 22 23 -12 27 -26 -24 -23 -21 -20 -2 -22 -32 35 -7 36 -8 -4 -17
right_child=1 2 3 4 7 34 33 9 -10 -11 17 12 15 -15 -16 38 -18 18 19 28 31 24 26 -25 25 -27 -28 -29 -30 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.078507256842724069 -0.012108429061261104 -0.0012286474638570101 0.013481522964935252 0.021052743371903337 0.0019101440054023909 0 -0.03898718332797841 -0.011904209980208745 0.01899624115285288 0.0013288631716021359 0.011593470513673895 0.0085386322315529149 0.030750037694129824 0.026755122058730305 -0.012434342326313142 -0.00560243387968044 0 0.011304098042784918 0 -0.016962525304018018 -0.013540026089247155 -0.0011661771783065679 -0.017542855354102712 0.0021563403433975704 0.0042439760115905913 -0.0010807796413068776 -0.0016597173297018325 -0.0046621074839605326 0.0052645264750921707 0.024621451914155459 0.011267401015873786 0 -0.0031528452080376947 0 -0.018558811614055756 0 0 0 0.0065569134979469312
leaf_weight=123.52922771396697 155.82297628384549 83.766294482862577 32.7837783198338 341.12390029779635 291.19892405322753 12.252715697046369 85.429378955392167 53.403331785229966 155.2886327279266 395.61335802753456 908.8759609075496 184.07128647970967 132.92229572497308 24.302916845306754 191.91083730832906 35.287638202309608 21.917531597428024 33.928706809645519 21.136159773799591 30.330924687674269 106.46235297899693 3991.3507780522923 153.1912241447717 2340.8850373061141 2711.6861580758123 3875.8529923311435 2812.5444018426351 2943.3093200359726 29.911003059474751 147.0456980036106 16.47372671123594 108.94146691891365 92.792089293128811 0.10487953713163634 138.45823369035497 0.18953857664018769 0.49839571258053084 3.0265994810033581 11.172726891236378
leaf_count=810002 20487 11163 3259 18302 23444 1228 12223 6390 12435 29790 66472 21660 18009 3142 24779 3875 3216 1930 1455 1653 4304 391938 18579 213540 213867 376795 273212 237936 1441 6711 1844 4450 11648 10 13273 17 79 304 1165
internal_value=0 0.000322017 0.00296685 0.00673051 0.00957523 -0.00916584 -0.0225353 0.0041692 0.00911292 -0.000476512 0.00010401 0.00348115 0.00855483 0.00112131 -0.0016513 0.0203466 0.0259791 -3.26028e-05 0.00517917 0.0139381 -0.00280494 -0.000181616 0.00121073 0.00495394 -0.00084528 0.00107822 -0.00280249 -0.00271121 -0.00452076 0.0224505 -0.00666162 -0.00762423 0 -0.0339091 -0.0165255 -0.0376297 -0.0383896 0.0102272 0
internal_weight=0 22675.3 1593.14 1423.15 1236.63 186.521 169.988 895.504 446.488 449.017 21082.1 866.674 601.585 400.285 375.982 201.3 154.84 20215.5 477.756 228.424 249.333 19737.7 6215.5 3249.76 13522.2 6587.54 2965.74 6934.66 60.2419 168.182 265.089 215.404 109.266 86.2222 150.711 86.1173 85.9278 35.8104 46.4604
internal_count=2866027 2056025 131917 108425 90361 18064 23492 72059 35879 36180 1924108 109825 75846 49581 46439 26265 21225 1814283 21944 11260 10684 1792339 571803 280012 1220536 590662 291791 629874 3094 8166 33979 8754 13492 12329 14501 12319 12302 3563 5040
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 38410 769 12675136 6299797 364 90 2097153 8487939 388 1 586 2635840 64 900 4206888 4223276 19 524304 104 771 4 4 1 3
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=40
num_cat=24
split_feature=4 0 2 1 2 3 1 2 3 3 3 2 2 1 6 0 2 2 7 3 1 2 2 0 3 2 2 2 3 1 1 3 5 2 3 3 7 0 3
split_gain=85.6372 1.15545 1.8648 8.07382 4.85048 5.52534 2.54352 6.87885 5.30884 5.13578 2.95597 4.09961 2.83653 4.2035 2.48683 2.47041 2.37752 2.21629 2.13106 2.08724 2.02725 14.108 3.50807 1.55865 1.53405 14.9237 4.25556 2.13901 3.2625 1.86159 1.83001 2.3271 1.59437 1.51517 4.08449 3.72261 1.49538 1.34109 1.30138
threshold=0 1.0000000180025095e-35 1 2 3 3.5000000000000004 4 5 3.5000000000000004 2.5000000000000004 5.5000000000000009 6 7 8 9 1.5000000000000002 10 11 12 6.5000000000000009 13 14 15 16.500000000000004 8.5000000000000018 16 17 18 2.5000000000000004 19 20 13.500000000000002 21 22 3.5000000000000004 3.5000000000000004 23 3.5000000000000004 3.5000000000000004
decision_type=1 2 9 1 9 2 1 9 2 2 2 9 9 1 1 2 9 9 1 2 1 9 9 2 2 9 9 9 2 1 1 2 1 9 2 2 1 2 2
left_child=-1 24 3 4 5 37 7 8 9 -4 11 -9 13 16 19 -10 -8 -12 -5 -6 21 -14 -22 -15 27 -26 -27 28 29 -2 31 -28 -31 35 -35 -20 -7 -3 -29
right_child=1 2 6 18 14 36 12 10 15 -11 17 -13 20 23 -16 -17 -18 -19 33 -21 22 -23 -24 -25 25 26 30 38 -30 32 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.07709827859025141 0.014685744101653925 0.02625705250716967 0.0045872958265964926 0 -0.018744765684745628 -0.015666114110594428 0.016249172737525429 -0.016174695205564433 -0.0071664623066906956 0.024169936129597919 0.013252514894445053 -0.00046326709203128939 0.015505169231978345 -0.0109489419200351 0.0029762195408759105 0.0070698131117269873 -0.00068892695910113995 -0.0031417673321802227 -0.0069960585172617719 0.0042598242503199676 -0.012501174600719213 -0.015245207330965509 0.0013827041984894207 0.0046222011109924238 -0.028369600985299583 0.03091089151721968 4.8551263650782579e-05 -0.0012290784140104403 -0.010463425381062732 0.0032980973105573527 -0.0022191845686401119 0.029136267957413465 -0.014635458814753935 0.025357975065484362 0.0064587339780432379 0.026192177629203006 0.0028710334761151415 0 0.0010672820490906175
leaf_weight=114.08523125472129 55.754534304258414 70.018815895775333 336.40579736465588 205.70042168482905 261.94902921048924 52.365483754081652 62.326827897457406 168.57219236559467 195.14605007087812 295.72778848838061 179.42777442419901 1071.9819031746592 178.90976577741094 669.72822273231577 42.216565533308312 232.91310798516497 287.94434560125228 76.949496636865661 109.42882657091832 10.997771963942794 145.14572400378529 410.59747062000679 5670.7728577860398 26.078005978721194 61.391680657397956 84.141062206123024 96.882423469796777 6276.9507858618745 484.43212519824738 93.647125391289592 123.33808310353197 27.087681204546243 41.361651829152834 213.33530794933904 390.09583390783519 14.315502617741002 27.490104928147048 17.288477541645989 3925.6598271671683
leaf_count=809170 7882 7737 17804 15329 10534 3704 5983 9559 11636 14156 10794 102768 12011 66632 1392 9616 18080 9174 12648 628 22189 36712 507587 2163 9525 5608 10536 570666 58083 8728 12976 3105 4018 15129 21777 2330 1888 1192 414036
internal_value=0 0.000233302 0.000949623 0.0043189 -0.00552062 0.00627225 0.000427118 0.00313835 0.00917919 0.0148816 -0.00107239 -0.00329678 -0.000475036 -0.00521628 -0.0126222 0 0.00291284 0.00782374 0.00973242 -0.0164975 0.000280284 -0.00504398 0.000901954 -0.00965211 -0.000466802 0.00536342 0.014657 -0.00071903 -0.00603067 0.00348616 0.00454914 0.0120112 -0.00192339 0.0122124 0.0142731 0 -0.00867723 0.0217601 -0.000315343
internal_weight=0 22694.5 11423.8 1415.2 482.326 167.163 10008.6 2557.12 1060.19 632.134 1496.93 1240.55 7451.5 1046.08 315.163 428.059 350.271 256.377 932.876 272.947 6405.43 589.507 5815.92 695.806 11270.6 392.841 331.449 10877.8 675.195 190.763 247.308 123.97 135.009 727.175 603.431 123.744 79.8556 87.3073 10202.6
internal_count=2865485 2056315 951152 94288 27075 14521 856864 185507 53212 31960 132295 112327 671357 92858 12554 21252 24063 19968 67213 11162 578499 48723 529776 68795 1105163 41750 32225 1063413 78711 20628 26617 13641 12746 51884 36906 14978 5592 8929 984702
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=2 14745728 525 10485760 524 273418 528420 844808 259 1 25600 352 2 3 4112 16 101402 4219460 6832133 370 314 2 8388608 1
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=40
num_cat=32
split_feature=4 6 1 7 2 5 2 2 7 3 0 0 7 2 2 0 2 7 1 2 2 5 3 2 5 2 2 2 1 1 0 0 1 1 2 2 1 2 1
split_gain=77.7396 1.10871 2.36677 5.01723 3.20357 6.34772 5.54901 3.14088 3.22286 2.94217 2.30381 2.29302 2.25654 1.89609 1.54249 1.31836 1.26436 1.1308 1.93153 4.60283 4.50578 9.4059 13.4512 11.3049 2.78104 11.3315 5.34314 1.53712 3.53624 1.69929 1.38588 2.79011 2.15553 1.07078 1.54373 1.06949 0.991373 3.13134 6.93927
threshold=0 1 2 3 4 5 6 7 8 5.5000000000000009 7.5000000000000009 3.5000000000000004 9 10 11 2.5000000000000004 12 13 14 15 16 17 3.5000000000000004 18 19 20 21 22 23 24 21.500000000000004 28.500000000000004 25 26 27 28 29 30 31
decision_type=1 1 1 1 9 1 9 9 1 2 2 2 1 9 9 2 9 1 1 9 9 1 2 9 1 9 9 9 1 1 2 2 1 1 9 9 1 9 1
left_child=-1 17 3 9 -4 6 -6 8 -7 13 -8 16 -9 -3 15 -5 -11 30 20 -20 24 23 -23 -22 25 -19 -26 28 -21 -29 36 32 -32 35 -35 -33 -2 38 -38
right_child=1 2 4 14 5 7 10 12 -10 11 -12 -13 -14 -15 -16 -17 -18 18 19 27 21 22 -24 -25 26 -27 -28 29 -30 -31 31 33 -34 34 -36 -37 37 -39 -40
leaf_value=-0.075673605538550195 0.0014299775052743317 0 0.0074321178045806298 0 0.00037572900191300019 0.015139093919069136 -0.027209723796444714 0.0068281482748295715 -0.0019948565724357786 0.01768992892396563 0.00029976248261019147 -0.019255936708442573 -0.015970486058944865 0.028016812985020723 -0.007281341526853901 0.019302642963784269 -0.0030463401828155004 0.010966759218676951 -0.0072553129362697066 0.011237184038330926 0.013588143796932788 -0.018320051990371709 0.0081748545691840407 -0.011013274729475754 0.015695718737165101 -0.017752425348847814 0.0016583316390825901 0.0090520992529525782 -0.0035521747337539534 -0.00040181478733467067 -0.0019263946606890171 -0.0032369965564291816 0.03250670638504688 0.0043269735124455179 -0.019101201514276599 0.014604014932776575 -0.00012093304563808233 0.00046320229394701421 -0.018850369261737977
leaf_weight=105.64805279164284 5944.3526506926282 16.415759535040706 382.07412291935179 46.568130815867335 142.26937651960179 223.26278339279816 172.0939174182713 21.344926266465336 133.80490319314413 21.666527572087944 10.426655611023305 12.712179087568073 80.383135801646858 137.30906438082457 141.28054223349318 23.088882580632344 7.3076103464700308 252.91629120451398 1310.7364394179895 140.59783770563081 476.97717741271481 595.91850745282136 237.38468829542398 245.51415625936352 392.98404960427433 214.15311526111327 934.29939029971138 318.17918152618222 1213.0209712953074 288.28187795658596 7.7414961233735085 9.388895358424632 21.305355332675393 5.8808297766372561 23.595803632633764 25.700181872118264 795.11873971798923 7423.3475204009446 240.91224437038181
leaf_count=809383 484270 1488 31747 5024 8720 14436 15107 1424 10389 1316 440 456 5298 10401 10439 1299 565 14553 142312 11619 39593 72239 18755 26156 44287 25317 76310 25494 117663 26716 502 564 1007 400 1409 1333 90867 682702 32754
internal_value=0 0.000249615 0.00278933 0.00899477 0.000127504 -0.00325792 -0.0135808 0.00375441 0.00840875 0.0192172 -0.0233093 0 -0.00849306 0.0255798 -0.000833457 0.00739414 0.0109669 4.26889e-05 -0.00102083 -0.00275195 0.000593337 -0.00319635 -0.0104031 0.00475795 0.00404078 -0.00201077 0.00641849 0.000194406 -0.00152232 0.00434731 0.000550478 0.0111983 0.0271118 0 -0.0103089 0.00665363 0.000437741 -0.000228164 -0.0052938
internal_weight=0 22690.3 1572.01 406.349 1165.66 783.586 324.79 458.796 357.068 195.411 182.521 41.6863 101.728 153.725 210.938 69.657 28.9741 21118.3 6620.96 3270.82 3350.15 1555.79 833.303 722.491 1794.35 467.069 1327.28 1960.08 1353.62 606.461 14497.3 93.6126 29.0469 64.5657 29.4766 35.0891 14403.7 8459.38 1036.03
internal_count=2864754 2055371 118549 30988 87561 55814 24267 31547 24825 14226 15547 2337 6722 11889 16762 6323 1881 1936822 641014 323804 317210 156743 90994 65749 160467 39870 120597 181492 129282 52210 1295808 5215 1509 3706 1809 1897 1290593 806323 123621
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 31 32
cat_threshold=2 1 592 10 8451140 2 6621216 922 5 4 340992 8717403 2369968 1 156 13134604 12856206 2 65633 2 8661120 12583682 32867 2 545 322 104 7178 272654 294 4776453 536
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=40
num_cat=28
split_feature=4 0 3 2 2 1 5 3 1 1 2 3 3 1 2 1 3 7 1 2 3 2 2 7 3 0 1 6 7 6 2 0 2 3 1 1 2 2 7
split_gain=70.4872 1.05091 1.44723 20.7521 7.63698 4.09451 3.78397 5.54879 3.83403 3.53104 2.74027 2.90173 2.26033 2.01006 1.43709 6.52968 3.19434 3.23852 2.07286 5.88317 7.60162 6.11296 5.57319 1.88522 1.61155 2.18356 1.54452 2.81504 1.50261 1.33048 1.29969 1.23195 1.19779 6.53047 6.1648 2.26522 10.6866 2.50824 1.33509
threshold=0 1.0000000180025095e-35 6.5000000000000009 1 2 3 4 10.500000000000002 5 6 7 2.5000000000000004 21.500000000000004 8 9 10 2.5000000000000004 11 12 13 2.5000000000000004 14 15 16 2.5000000000000004 9.5000000000000018 17 18 19 20 21 9.5000000000000018 22 2.5000000000000004 23 24 25 26 27
decision_type=1 2 2 9 9 1 1 2 1 1 9 2 2 1 9 1 2 1 1 9 2 9 9 1 2 2 1 1 1 1 9 2 9 2 1 1 9 9 1
left_child=-1 2 10 9 6 -6 7 -5 -8 -4 11 13 30 -2 15 16 28 -18 19 24 22 -22 -21 26 -16 -26 -17 -28 -3 -19 -11 -25 33 38 -35 36 -34 -37 -20
right_child=1 14 3 4 5 -7 8 -9 -10 12 -12 -13 -14 -15 18 23 17 29 32 20 21 -23 -24 31 25 -27 27 -29 -30 -31 -32 -33 35 34 -36 37 -38 -39 -40
leaf_value=-0.074205288130368321 0.014043698978125827 0.015104666481167893 0 -0.012944780326941827 0.001188235675393428 0.02972263958935514 0.020012319920336769 0.01478513522946961 -0.0039090610195521734 0 -0.00046317195816435863 -0.014749633265582165 5.6585220945302704e-05 -0.0068934374165389436 0 0.0076571634802122509 0.0065834463214037358 -0.015249227349926068 0 -0.012420230522335656 0.0030714799302140475 -0.016026548187001586 0.016003938598215077 0.012062021575219142 0.020933313256980692 -0.0030977692873475934 -0.014495005372099868 0.015036348918263788 -0.0042650774356758755 0 -0.037820995470579932 -0.0012774709821302159 -0.022869404064127689 -0.0087139087216438413 0.0085019866062358111 -0.0097144832315508595 0.0018814723305911223 0.0013209414373320551 -0.017711078221383361
leaf_weight=97.927469538757578 46.661247739801183 63.258126535220072 49.604083297075704 223.47725392738357 107.80744766094722 202.03774081449956 129.71606083353981 65.131996681913733 68.512692406307906 25.688589279539883 9944.1707185269333 250.66234718414489 1.9724453664384771 43.617738062283024 84.269563797861338 97.859618084039539 63.284296813886613 307.67937402101234 27.181840604403988 44.915583491325378 267.63394760875963 305.9061514135683 303.69855878967792 708.53567738848506 247.08510980545543 11.51693831104785 101.49569486983819 7.2210348730441174 15.929736892692743 29.505683602066711 108.34822803875431 26.62265170388855 193.10420256643556 306.54743664921261 465.25266294274479 167.74178438039962 611.3224870179547 6726.7772334801848 243.0380076240981
leaf_count=809209 7424 5175 6608 23876 9944 16385 13420 5903 7171 1943 946729 41090 327 7257 6748 7209 2967 16774 3086 3497 29416 15393 19491 50727 12798 268 7727 419 899 1314 16166 1285 19145 28336 44188 23403 40978 582809 27089
internal_value=0 0.000226522 -0.000440462 0.00310911 0.0104785 0.0219229 0.00151386 -0.00494232 0.0117086 -0.0235795 -0.00081661 -0.00918524 -0.0307629 0.00283201 0.000909785 0.00386799 -0.00498887 -0.00909156 0.000445064 0.00416787 0 -0.00712263 0.0109501 0.00870413 0.0146057 0.0186128 0 -0.00703594 0.00935209 -0.012974 -0.0348481 0.0110118 -7.60807e-05 -0.00321895 0.0012171 0.000324967 -0.00450662 0.000954704 -0.0158512
internal_weight=0 22694.8 11267.4 982.297 796.683 309.845 486.838 288.609 198.229 185.613 10285.1 340.941 136.009 90.279 11427.4 1421.39 479.657 400.469 10006 1265.03 922.154 573.54 348.614 941.735 342.872 258.602 206.576 108.717 79.1879 337.185 134.037 735.158 8740.97 1042.02 771.8 7698.95 804.427 6894.52 270.22
internal_count=2864593 2055384 1104243 101743 76699 26329 50370 29779 20591 25044 1002500 55771 18436 14681 951141 94496 27129 21055 856645 87611 67797 44809 22988 67367 19814 13066 15355 8146 6074 18088 18109 52012 769034 102699 72524 666335 60123 606212 30175
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 8395931 288 836 2 450 592 6291460 370 14745728 525 12 516 11778 16672 524576 2 162 1 3 1 128 553472 208 3 264482 16 4
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=40
num_cat=26
split_feature=4 6 1 7 3 2 3 0 2 5 2 2 7 0 2 2 1 0 0 0 3 2 5 0 1 2 0 2 5 2 2 0 1 0 3 5 2 2 2
split_gain=63.9785 1.01285 2.165 4.20186 2.66153 2.54802 2.36637 2.12384 1.68478 1.607 9.47819 3.93351 2.57388 2.12179 1.37805 1.20566 1.20006 1.1495 1.0774 0.953041 0.877551 10.9684 6.97587 4.56801 2.94064 1.9225 1.62519 1.14793 11.0363 18.4125 11.104 6.68555 5.95208 4.43146 2.74598 1.20965 225.433 110.097 59.1994
threshold=0 1 2 3 5.5000000000000009 4 3.5000000000000004 3.5000000000000004 5 6 7 8 9 7.5000000000000009 10 11 12 2.5000000000000004 4.5000000000000009 6.5000000000000009 1.5000000000000002 13 14 3.5000000000000004 15 16 25.500000000000004 17 18 19 20 5.5000000000000009 21 5.5000000000000009 2.5000000000000004 22 23 24 25
decision_type=1 1 1 1 2 9 2 2 9 1 9 9 1 2 9 9 1 2 2 2 2 9 1 2 1 9 2 9 1 9 9 2 1 2 2 1 9 9 9
left_child=-1 20 3 4 8 6 19 15 -3 10 16 18 -13 -12 17 -6 -7 -5 -11 -4 21 24 -23 25 -2 -24 -25 28 29 34 31 -30 -32 -31 -22 36 -29 -37 -38
right_child=1 2 5 14 7 9 -8 -9 -10 11 13 12 -14 -15 -16 -17 -18 -19 -20 -21 27 22 23 26 -26 -27 -28 35 30 33 32 -33 -34 -35 -36 37 38 -39 -40
leaf_value=-0.072714554981477969 -0.0012944792920573799 0 0.023693192449530501 0 -0.0016213936591435475 0.010390935670234969 0 -0.018802255144160646 0.026064493325697487 0.017797836150768714 -0.025679575077290073 0.0027277557300242582 -0.011457206118576178 0.00025259237852758357 -0.0066874836973101056 0.018202140444211992 -5.4703250416738359e-05 0.018257890126894539 0 0 0 0.031003079185462884 0.00079119353763171154 0.022971135245171009 -0.029753162864979688 -0.016526882543641607 -0.0015340845472146978 -0.059856296304589662 0.018645781777585052 -0.024734267919764019 -0.0096386704739738344 -0.010744209430146498 0.0037492568447185961 0.0060051134209456658 0.021008415448029411 0.01065777011270732 0.010959533095314583 -0.010073725220798069 -0.011283185031243649
leaf_weight=90.938940193838789 95.545643279037904 16.330918583553284 72.633140037651174 46.242595084942877 14.634347837883981 139.88103613606654 58.447846428724006 12.494463924784212 139.91573468025308 129.81766322534531 168.12536709010601 253.86826916970313 166.43013450852595 10.443613922689108 140.16112523712218 14.716372064780442 157.30905520403758 23.5354619321879 4.7440484494436523 4.4780625652056179 92.461508481763303 63.511758861946873 65.830664936918765 51.785915334825404 109.10470754146809 98.686294080573134 4.4861670241225502 524.83425733214244 637.8967672213912 383.83016635593958 389.44873837468913 54.437381753465161 1389.2238319799071 24.24345625913702 120.77652463363484 4549.2917599070352 5214.0192638860317 5751.7957815707196 1503.3694255454466
leaf_count=809342 8533 1487 6395 5019 1067 9158 4174 454 10371 11828 14867 16555 12859 442 10418 813 10654 1299 314 346 8266 8266 10542 7311 10151 8871 470 49668 87799 48996 51308 6050 156014 1863 10083 349029 383298 551075 178806
internal_value=0 0.000206237 0.00262973 0.00854806 0.0178022 7.36523e-05 0.0114534 0 0.0237867 -0.00151492 -0.00577196 0.00170522 -0.00274498 -0.0218584 -0.000435188 0.0102336 0.00462154 0.00725149 0.01467 0.0211878 7.98286e-06 -0.00403729 0.00776021 -0.000328997 -0.0200768 -0.00981056 0.017686 0.000124072 0.00189597 -0.00956021 0.00498418 0.0153567 0.00050543 -0.0214475 0.0121758 -0.000174868 0.000791861 -0.000884064 0.00589983
internal_weight=0 22698.8 1574.21 408.031 198.092 1166.18 135.559 41.8452 156.247 1030.62 475.759 554.86 420.298 178.569 209.939 29.3507 297.19 69.7781 134.562 77.1112 21124.6 488.951 284.301 220.789 204.65 164.517 56.2721 20635.6 3092.32 621.312 2471.01 692.334 1778.67 408.074 213.238 17543.3 7242.22 10301.1 6717.39
internal_count=2864261 2054919 118520 30928 14192 87592 10915 2334 11858 76677 35121 41556 29414 15309 16736 1880 19812 6318 12142 6741 1936399 54144 35460 27194 18684 19413 7781 1882255 370379 69208 301171 93849 207322 50859 18349 1511876 611772 900104 562104
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 1 592 10 8434692 340992 2 6637664 786 5 8717403 5963 138 8467998 2 850 288 8467974 2 8462340 67074 192 2 24 2097433 4212960
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=40
num_cat=27
split_feature=4 0 2 1 1 2 3 3 1 3 3 6 3 7 1 2 2 1 0 3 1 3 3 2 2 1 1 1 3 7 2 3 1 2 1 1 2 2 2
split_gain=58.1507 0.997806 1.67634 4.91232 2.77137 4.87883 4.65026 3.36691 1.68987 5.13608 1.85336 1.83824 1.79761 1.61652 1.441 4.04223 2.20675 5.52744 1.92847 1.84721 1.59028 1.29971 1.23227 17.3978 6.32651 4.11446 3.45304 2.25748 3.38305 2.07628 1.87265 2.29493 1.54703 1.21901 9.27305 4.3523 12.0702 5.15843 2.50153
threshold=0 1.0000000180025095e-35 1 2 3 4 2.5000000000000004 4.5000000000000009 5 4.5000000000000009 1.5000000000000002 6 6.5000000000000009 7 8 9 10 11 5.5000000000000009 2.5000000000000004 12 8.5000000000000018 6.5000000000000009 13 14 15 16 17 10.500000000000002 18 19 2.5000000000000004 20 21 22 23 24 25 26
decision_type=1 2 9 1 1 9 2 2 1 2 2 1 2 1 1 9 9 1 2 2 1 2 2 9 9 1 1 1 2 1 9 2 1 9 1 1 9 9 9
left_child=-1 22 3 -3 5 6 -4 -8 9 10 -5 13 -13 -10 15 19 17 -16 -17 -6 -18 -11 30 25 27 -24 -26 29 -29 -25 31 32 -2 34 38 36 -35 -37 -32
right_child=1 2 4 8 14 -7 7 -9 11 21 -12 12 -14 -15 16 18 20 -19 -20 -21 -22 -23 23 24 26 -27 -28 28 -30 -31 33 -33 -34 35 -36 37 -38 -39 -40
leaf_value=-0.071207091492674929 0.01356403552904252 -0.0030757352283448795 -0.014660490681762076 -7.2337775607429775e-06 0.005359687726599934 -0.021678778165821741 0.02425582214686595 -0.004537565568046395 -0.0040484909754954978 -0.014193137164740858 0.026609913220475592 0.024250449124344237 -0.00018066710238331878 0.0052623236271097037 0.0014037974453487744 0.0054201429605815008 -0.0049203245923335904 -0.014396601567143988 0.02089540278622426 -0.0033914745165456285 0.0010727570254173897 0.0064935513833512502 0 -0.0088292942476757043 0.00059293209100638267 -0.033257417974384675 0.026519127017448598 -0.016372005718348511 0.011722244464016355 0.0086729934166912531 0.016790564078647735 -0.012879958225847601 -0.0046867944835988504 -0.022285174216552864 -0.0048814736211547369 0.0020314281575981178 -0.0016778067688061312 -0.0057891561899788332 0
leaf_weight=84.607707311464765 37.365439455374144 610.97207114228513 59.392484854441136 4.9848777174483976 291.78279819048475 117.09118934744038 72.343172841588967 29.4213725712616 185.40042016212828 39.08778538974002 157.12173187010922 58.213454060256481 10.767731703119351 670.52342641854193 496.64356589561794 794.53697018645471 425.22372624871787 317.1792625709204 93.379255071631633 834.02580621931702 6155.9358951900504 7.4507330674678078 64.89768845285289 34.200222271960229 108.66742254700512 101.11774102388881 208.00753248971887 109.92427755333483 24.380817325785756 333.86148025281727 352.81073631090112 244.67673895007465 53.190803223056719 285.37392672663555 632.3230485022068 4843.986583074904 2762.9448440492852 970.43097015377134 99.406392550445162
leaf_count=809787 6229 37502 5199 310 27570 14325 6686 3667 15481 2797 11021 3894 593 54965 48071 58620 25990 30980 6287 67545 529161 608 8336 3571 9970 13669 16481 13032 2729 33761 42132 39375 8879 30829 60234 399364 312526 91257 11282
internal_value=0 0.00019789 0.000864184 0.00369721 0.000309147 -0.00880851 0.00150257 0.0145167 0.00758381 0.0158525 0.0243565 0.00482775 0.0185071 0.00285179 0.000646687 0.00299042 0 -0.00478885 0.00791792 -0.000776857 0.000612836 -0.00571456 -0.000452041 0.0028102 0.00919522 -0.0230399 0.0195278 0.00116893 -0.00776441 0.00560543 -0.000800918 -0.0077957 0.00259316 -0.000504068 0.00253225 -0.000919031 -0.00396779 0.000644287 0.0130624
internal_weight=0 22699 11431.5 1744.52 9686.96 278.248 161.157 101.765 1133.55 208.645 162.107 924.905 68.9812 855.924 9408.71 2013.72 7394.98 813.823 887.916 1125.81 6581.16 46.5385 11267.6 985.057 819.042 166.015 316.675 502.367 134.305 368.062 10282.5 335.233 90.5562 9947.28 1084.54 8862.74 3048.32 5814.42 452.217
internal_count=2864715 2054928 951272 127171 824101 29877 15552 10353 89669 14736 11331 74933 4487 70446 794224 160022 634202 79051 64907 95115 555151 3405 1103656 101549 79544 22005 26451 53093 15761 37332 1002107 54483 15108 947624 113648 833976 343355 490621 53414
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 14745744 780 1 13326 3 1 2 772 786786 552961 42 2 8395930 289 624 836 234 4 6291460 368 8461315 624 624 24 24920 72704
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=40
num_cat=25
split_feature=4 0 2 1 3 2 3 0 1 2 5 3 1 1 3 1 3 0 0 3 1 2 7 2 1 3 2 5 5 2 5 5 6 2 7 0 0 3 1
split_gain=52.8195 0.830221 3.69761 3.9999 3.16404 1.66704 1.58598 2.00706 1.17117 1.15908 10.0036 16.6981 3.62884 3.04868 2.03133 1.46633 2.70737 1.32862 1.20771 1.03925 1.00771 4.93839 3.71715 3.59106 11.0644 3.99491 3.18853 65.8834 6.78831 2.32734 22.7323 5.53387 1.69893 1.49865 1.07402 0.899748 3.09251 0.892369 0.696495
threshold=0 9.5000000000000018 1 2 5.5000000000000009 3 5.5000000000000009 10.500000000000002 4 5 6 3.5000000000000004 7 8 2.5000000000000004 9 4.5000000000000009 7.5000000000000009 5.5000000000000009 21.500000000000004 10 11 12 13 14 2.5000000000000004 15 16 17 18 19 20 21 22 23 21.500000000000004 31.500000000000004 6.5000000000000009 24
decision_type=1 2 9 1 2 9 2 2 1 9 1 2 1 1 2 1 2 2 2 2 1 9 1 9 1 2 9 1 1 9 1 1 1 9 1 2 2 2 1
left_child=-1 9 4 6 8 -5 -4 -8 -3 10 13 12 18 37 -14 -13 -17 19 -12 -15 21 22 33 24 34 -26 27 -23 -28 30 -25 -31 -24 -11 -22 -10 -37 -2 -6
right_child=1 2 3 5 38 -7 7 -9 35 20 11 15 14 17 -16 16 -18 -19 -20 -21 23 26 32 29 25 -27 28 -29 -30 31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.069671431933634287 0.012750152989254401 0.001878188357715625 0.02427117857509559 0.0077094469528697033 0 -0.013006356806046058 0.020105618714277202 -0.0080892642252161362 -0.014573024682618419 -0.0035842801107721285 0.013360066445238399 0 0 -0.02283054624279976 -0.015869011051821282 0.0095615881040730238 0.047297058956779464 0 -0.0036826952324972399 0 -0.0023066990771846616 -0.025306480998382664 -0.010214709958045118 -0.02804938460555886 0.025433604321569853 0.007355694187936735 0.0041184788192209706 0.028052579959425644 -0.0033964511148620712 0.0028228092485087122 0.012497754731490028 -0.0015878089190972172 0.0021659231164819718 0.013092336088782231 -0.014144682326034594 0.017373949898767779 -0.01581981373792039 -0.0034504782472609464 0.016145421019858081
leaf_weight=78.805135092152341 31.013558008009568 39.854422144358978 143.04912824672647 15.521245765849017 10.888843755470589 52.875447446247563 7.9970651357434681 41.990473956800997 165.89920538908336 35.605130898358766 163.41233167017344 18.595489599741995 225.26875110651599 165.64226718212012 109.51933362905402 72.591650182614103 94.348523146472871 3.0793253064621231 7.3352785755414507 0.73750960361212392 388.04827530495822 366.63890268164687 975.06087247113464 232.72683792887256 154.64864097046666 852.2845402690582 1759.4262325589079 520.54922161367722 3551.1676550291013 4640.7227953034453 254.63540123531129 7220.5183194393758 70.583569187670946 88.62041464401409 117.91282548685558 23.873621265520342 28.590028034523129 12.371908129425718 42.722793823573738
leaf_count=809915 3767 3078 6144 1195 476 3416 296 1467 8162 4203 20661 2735 26705 23833 15295 9717 11991 347 1059 115 26606 37124 91571 25277 19279 66836 150919 26796 363093 394406 15356 666579 5923 7254 8204 1242 1605 1836 1539
internal_value=0 0.00016295 0.00383059 0.0119488 -0.0028165 -0.00442756 0.0188027 0 -0.0083123 4.9363e-05 0.00348675 0.00958477 0 -0.0136717 -0.00620407 0.0328948 0.0346103 -0.0188668 0.0101852 -0.0215953 -8.91979e-05 -0.00104248 -0.00688966 0.000397453 0.004936 0.0109712 5.02173e-05 0.00550783 -0.000839822 -0.000148516 -0.0066596 0.000115292 -0.0089795 0.00677697 -0.00644919 -0.0110145 0 0.00397826 0.0132137
internal_weight=0 22706.3 573.262 261.433 311.829 68.3967 193.037 49.9875 258.217 22133.1 903.916 691.071 505.536 212.845 334.788 185.536 166.94 169.459 170.748 166.38 21229.1 7367.65 1169.87 13861.5 1512.89 1006.93 6197.78 887.188 5310.59 12348.6 487.362 11861.2 1045.64 124.226 505.961 218.363 52.4636 43.3855 53.6116
internal_count=2866022 2056107 28620 12518 16102 4611 7907 1763 14087 2027487 118061 88163 63720 29898 42000 24443 21708 24295 21720 23948 1909426 686883 108951 1222543 120925 86115 577932 63920 514012 1101618 40633 1060985 97494 11457 34810 11009 2847 5603 2015
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 11091011 124 140 64 8455170 2 586 525 770 585 21125 4 4736 6 7077904 2 2 4980752 2 2 1 16388 5 33
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=40
num_cat=21
split_feature=4 0 2 5 0 0 3 2 0 3 2 2 1 2 1 3 1 2 3 3 2 5 7 2 1 3 0 3 3 3 3 2 2 1 3 7 7 0 3
split_gain=47.9527 0.941642 8.44638 3.86027 3.47658 1.80955 2.57455 1.2969 0.68366 1.22406 10.4534 3.09204 1.28919 1.21848 4.56207 3.87524 1.22472 2.43246 4.5777 1.50028 6.83015 2.75253 1.18411 1.08294 2.4767 1.68522 0.902926 0.898912 0.877083 0.675693 0.665116 8.21444 4.97014 0.634907 0.536308 0.531422 0.314391 0.293899 0.620375
threshold=0 14.500000000000002 1 2 53.500000000000007 55.500000000000007 7.5000000000000009 3 1.0000000180025095e-35 8.5000000000000018 4 5 6 7 8 4.5000000000000009 9 10 4.5000000000000009 2.5000000000000004 11 12 13 14 15 1.5000000000000002 10.500000000000002 24.500000000000004 8.5000000000000018 10.500000000000002 3.5000000000000004 16 17 18 2.5000000000000004 19 20 26.500000000000004 9.5000000000000018
decision_type=1 2 9 1 2 2 2 9 2 2 9 9 1 9 1 2 1 9 2 2 9 1 1 9 1 2 2 2 2 2 2 9 9 1 2 1 1 2 2
left_child=-1 8 3 7 33 6 -5 34 9 23 27 -12 -13 14 15 26 17 35 -19 20 -18 -21 28 24 25 -2 -10 -11 -16 -17 32 -32 -25 -4 -3 -15 -26 38 -9
right_child=1 2 4 5 -6 -7 -8 37 13 10 11 12 -14 16 22 29 19 18 -20 21 -22 -23 -24 30 36 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.068104264116756949 0.0027887356414083571 0.0012561994861402398 0 -0.029950917643414822 -0.0037876109705934618 0 0.0033379468411916901 0.023256912673206301 0.021943572460552625 -0.030278304038783396 0.024418523583218991 -0.0050053877907422798 0.0076938681722014141 -0.0001266181369543762 0.0034012345680543665 -0.0049228168965409075 -0.01881051612780903 0.0064025107735290986 -0.003664496675509693 -0.0026409045580768724 -0.00016498837960409352 0.0021716548854635973 -0.0079520547033923774 0.0019364998682673701 0.0074510998245949298 -0.019121006195483757 0 0 -0.0082696799251171359 0.0091807913877973799 -0.0059344899827639894 0.0036039964170793966 -0.0036147232322893798 0.033084276224831115 -0.011017401862866275 -0.005304971157030821 -0.0010855524680762067 0 0
leaf_weight=73.459483764236211 7.9286956790601826 2.5142560577951398 10.569904286647217 67.549894503783435 9.2476853709667903 30.236456953221932 3.7591707434039554 21.759957169881094 199.41269927343819 51.385281923227012 103.23356757033616 66.684571850579232 173.542539822869 1412.1835911921225 403.31935138412518 96.674674550304189 200.40367167448858 1708.7642767832149 547.07486023241654 1913.5783521726262 1281.9261326103006 2985.8361371416831 141.68696480663493 2812.0097503783181 9.2888559064012952 129.16843319206964 3.6302654880564651 0.54238438885658879 36.920717796310782 13.744394407374783 1285.5342992703663 2760.2026901224162 3566.9372348699253 80.349608438787982 21.732197843957692 223.5654170649359 305.75383535644505 24.685793796787038 1.2425168240442861
leaf_count=809450 1445 114 704 4430 617 1740 175 628 20308 8063 8488 7183 17033 131998 40133 8381 20672 102620 29889 137830 149445 259975 13764 218821 1392 17771 281 82 3238 1130 124721 294342 355408 3913 714 20799 47854 895 47
internal_value=0 0.000123077 0.00566184 -0.00667916 0.0245783 -0.0182979 -0.024766 0.00668205 3.47175e-05 -0.000499685 0.00467298 0.012013 0.00288684 0.000600755 0.00407923 0.0131274 0.000253266 0.00166235 0.0037972 -0.000564281 -0.00333275 0.000226508 -0.000843148 -0.000727561 -0.00537604 -0.014894 0.0208632 -0.025223 0.00129187 0 -0.000476805 0.000472442 -0.0011258 0.032201 -0.00356611 -0.00112313 0 0.0138017 0.020277
internal_weight=0 22714.6 273.647 173.48 100.167 101.546 71.3091 71.9347 22440.9 11272.2 395.388 343.461 240.227 11168.7 895.389 313.462 10273.3 3891.59 2255.84 6381.74 1482.33 4899.41 581.927 10876.8 452.14 137.097 203.043 51.9277 440.24 110.419 10424.7 4045.74 6378.95 90.9195 24.2465 1635.75 315.043 47.6883 23.0025
internal_count=2866493 2057043 13977 8743 5234 6345 4605 2398 2043066 1102603 40849 32704 24216 940463 87235 30100 853228 285306 132509 567922 170117 397805 57135 1061754 68462 19216 20589 8145 43371 9511 993292 419063 574229 4617 828 152797 49246 1570 675
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 2428714 2 2099456 33818 12608069 645 15007746 586 278 542032 8724 2 5 15204357 161 90760 358920 771 3 8
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=40
num_cat=26
split_feature=4 3 1 5 2 2 2 1 1 7 0 3 1 1 2 1 0 0 5 3 3 3 1 5 5 2 2 2 1 1 3 0 3 2 2 1 0 7 3
split_gain=43.5792 0.849685 11.6941 9.20384 19.888 8.50561 6.60335 6.09655 5.3732 3.43556 2.14878 1.87705 1.70081 1.09712 0.869092 6.13739 3.71242 3.37909 3.7437 3.18318 3.08742 2.87193 1.84472 1.68283 1.5206 226.336 87.3458 51.4874 27.1594 21.4126 19.1447 13.7919 12.5827 12.5001 10.146 8.17969 3.17817 2.0078 1.345
threshold=0 7.5000000000000009 1 2 3 4 5 6 7 8 1.0000000180025095e-35 10.500000000000002 9 10 11 12 1.0000000180025095e-35 4.5000000000000009 13 3.5000000000000004 1.5000000000000002 1.5000000000000002 14 15 16 17 18 19 20 21 3.5000000000000004 12.500000000000002 2.5000000000000004 22 23 24 2.5000000000000004 25 1.5000000000000002
decision_type=1 2 1 1 9 9 9 1 1 1 2 2 1 1 9 1 2 2 1 2 2 2 1 1 1 9 9 9 1 1 2 2 2 9 9 1 2 1 2
left_child=-1 14 6 5 12 8 -3 11 -4 -6 -9 -7 -5 -11 15 17 22 18 38 21 -20 -18 23 -17 25 31 29 35 33 37 -29 36 -30 -28 -31 -27 -16 -26 -2
right_child=1 2 3 4 9 7 -8 10 -10 13 -12 -13 -14 -15 24 16 19 -19 20 -21 -22 -23 -24 -25 26 27 28 30 32 34 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.066528524034391356 0.016636654228001018 0.010558959664242236 0.0022462496594731827 0.0035671443557155694 0 0.0054856586836854798 -0.037938190935401156 0.0041324042227354222 -0.022639811986997539 0 -0.010275990615542453 0.024099484585011564 -0.012717185176494106 0.033499283883112019 -0.066267786848567586 -0.0086927396374897239 -0.007821505738279921 -0.0056859953110004737 -0.0048814921811753979 -0.0051851861562050685 0.016049188212305606 0.011235855425243782 -0.0096548439711346152 0.011801510616450895 -0.0043796407660914635 -0.005170915325354593 0.0078664277183248584 0.015729054762144812 -0.012420575067344307 0.028444287055174294 0.0036112196215529976 0.01549981294733551 -0.0032229748609365959 -0.041124741474422313 0.011766748834137971 -0.027349357093475874 -0.018739596736739569 0.0031155995808339939 -0.0013807948158647569
leaf_weight=68.589246501527668 16.207997039193287 12.338395796483381 101.5052811759524 41.384908490581438 34.383989368565381 214.53250588802621 70.36526570119895 129.57325010071509 199.39209543401375 21.313181458041072 198.97486233012751 120.93682725797407 166.37937867129222 291.72723356517963 464.89237147429958 26.819209146779031 56.578199371811934 125.42490376858041 42.440892055630684 276.6429662485607 572.15368089493131 371.52140054479241 605.43331711983774 67.238503978471272 403.55531886871904 407.24767494387925 42.991110260423739 2792.9111837711534 2265.7961420782958 505.97784552699886 2610.9629206747632 6.269287727540358 4701.0026929874439 299.99986854288727 2206.7721398149151 369.64651358372066 63.709064156981185 1499.5518146447139 316.47888876753859
leaf_count=809049 1884 1158 10545 2952 2586 13683 7401 11045 25062 1400 12065 7568 11412 21872 42467 3838 5164 10481 4212 25294 75037 40558 75022 8764 38278 51630 4340 232672 267258 21356 167337 574 448144 30268 159975 49845 7181 119455 38786
internal_value=0 9.2e-05 0.00229535 0.00473191 0.0146941 -0.000921221 -0.0271746 0.00509277 -0.0140862 0.0282199 -0.00378111 0.0140595 -0.00821044 0.031534 -6.40604e-05 0.0016621 -0.00251597 0.00729487 0.009517 0.00223788 0.0139785 0.00771506 -0.00764631 0.00263802 -0.000312514 0.000864744 -0.00100132 0.00644978 -0.00780874 0.00969127 0.00996328 -0.0591252 -0.00628861 -0.0340205 0.0153545 -0.0169131 -0.0623906 0.0013144 0
internal_weight=0 22721 1602.81 1520.1 555.189 964.915 82.7037 664.017 300.897 347.424 328.548 335.469 207.764 313.04 21118.2 2476.94 1404.23 1072.71 947.281 704.743 614.595 428.1 699.491 94.0577 18641.3 6715.64 11925.6 6180.77 7309.79 4615.86 5403.87 534.871 6966.8 342.991 2712.75 776.894 528.601 1903.11 332.687
internal_count=2867618 2058569 128749 120190 40222 79968 8559 44361 35607 25858 23110 21251 14364 23272 1929820 289040 158640 130400 119919 71016 79249 45722 87624 12602 1640780 551706 1089074 501484 750010 339064 400009 50222 715402 34608 181331 101475 49648 157733 40670
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=2 513 2 2363436 14091 8650902 102 28 4 280 4 10851842 624 2 128 2 2 24 280 4718849 3 114 24580 16 61 2
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=40
num_cat=26
split_feature=4 0 2 3 1 3 1 1 2 7 3 2 1 7 2 3 2 1 3 2 2 2 7 1 3 2 2 1 2 3 3 1 1 3 3 0 0 2 7
split_gain=39.7076 0.944875 4.58924 7.42598 4.81802 4.3904 2.45739 1.56211 2.20469 2.11958 1.30237 4.73168 3.63364 1.13322 1.26671 0.869414 0.862601 4.1902 4.63354 8.56191 7.60811 4.32507 6.07912 3.42613 6.66636 8.95531 7.82995 2.81015 2.17598 10.3874 4.61622 0.799245 0.758731 0.647783 0.588737 1.52981 1.36968 0.588118 0.47737
threshold=0 3.5000000000000004 1 1.5000000000000002 2 1.5000000000000002 3 4 5 6 12.500000000000002 7 8 9 10 23.500000000000004 11 12 2.5000000000000004 13 14 15 16 17 2.5000000000000004 18 19 20 21 3.5000000000000004 2.5000000000000004 22 23 10.500000000000002 3.5000000000000004 6.5000000000000009 7.5000000000000009 24 25
decision_type=1 2 9 2 1 2 1 1 9 1 2 9 1 1 9 2 9 1 2 9 9 9 1 1 2 9 9 1 9 2 2 1 1 2 2 2 2 9 1
left_child=-1 10 5 31 34 6 -3 8 9 -7 16 32 38 37 -15 -14 23 21 19 -19 -20 27 -23 24 26 -26 -2 -18 29 -25 -30 -4 -12 -6 35 -5 -36 -9 -13
right_child=1 2 3 4 33 7 -8 13 -10 -11 11 12 15 14 -16 -17 17 18 20 -21 -22 22 -24 28 25 -27 -28 -29 30 -31 -32 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=-0.064973005955632074 0.015510210470974173 0.028011277299066734 0 0.014394505561558277 0.02279663934112254 0.0084159339225572567 0 0.01535427771116315 -0.015084540783253395 -0.0061107984248142139 0 0.003810675225233161 0.02639954458952537 0.00040633183425621062 -0.0079067487253771818 0 0.0018052539576115705 0.015209083366588841 -0.0057697653642738295 -0.0038952819982740758 0.0069628485516028838 -0.0090298023211396218 0.0016785671966095331 -0.012006950288734662 0.0020409611919396287 -0.0079820653307013517 -0.00038105382177703326 -0.015494491931548572 0.0042691787719325528 0.00070146512896394377 -0.0033035262737965035 -0.017966364813973165 -0.021920428226694641 0 -0.0095075783765902495 -0.0032484777228981641 0.0074054569159169347 0 -0.006469698032356138
leaf_weight=64.211235604379908 572.13446393719641 41.694459399906918 9.555811577010898 65.966343696345575 289.04409388650674 109.56174180936068 39.529327629716136 35.783329264493659 146.89129583863541 246.49096906278282 6.7491157394833863 16.617767537478358 105.58193367114291 1246.2721463311464 166.4969959006412 7.653430381556972 84.366816745139658 226.95563096081605 515.16729251900688 1766.2412062820513 2599.0444603251526 643.02957259246614 2258.4937664770987 1080.8962959321216 3022.9408500948921 1208.1842749599018 561.87017117498908 324.13237584842136 1153.1948565774946 1423.5665767011233 2411.8344547503511 57.324421399040148 18.726366344140846 4.7850228510797015 89.124558041105047 40.429578234674409 36.772899582982063 32.722739338409156 57.416489659808576
leaf_count=809510 28340 5093 737 6547 21255 6386 4902 1179 9152 13256 896 1514 8886 62305 11855 833 5380 34145 65121 174511 212368 71066 245746 92560 308956 100941 69683 48063 69685 145807 201725 5030 1854 397 6406 4276 2501 1490 4945
internal_value=0 7.30789e-05 0.00184235 0.00930645 0.0138412 -0.000302999 0.0188514 -0.00150662 -0.00609852 -0.000484751 -0.000148809 0.00709091 0.013601 0 -0.000557602 0.0228773 -0.000252065 0.000492991 0.00231115 -0.0013225 0.00472999 -0.00221699 -0.000683131 -0.000826258 0.0009719 -0.000800668 0.00770185 -0.0114103 -0.0024608 -0.00472353 -0.000753224 -0.015549 -0.0163392 0.0215167 0.000787742 0.00625091 -0.00216875 0.0100138 -0.00100411
internal_weight=0 22723.2 2658.45 593.003 526.122 2065.44 81.2238 1984.22 502.944 356.053 20064.8 212.745 187.27 1481.28 1412.77 113.235 19852.1 8417.43 5107.41 1993.2 3114.21 3310.02 2901.52 11434.6 5365.13 4231.13 1134 408.499 6069.49 2504.46 3565.03 66.8802 25.4755 293.829 232.293 106.396 125.897 68.5061 74.0343
internal_count=2865302 2055792 162767 47149 41382 115618 9995 105623 28794 19642 1893025 18928 16178 76829 74160 9719 1874097 856400 486145 208656 277489 370255 316812 1017697 507920 409897 98023 53443 509777 238367 271410 5767 2750 21652 19730 10823 8907 2669 6459
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 2886521 616 316 785 262776 6 4298890 673 8 2099552 4481453 452 2622976 2098688 8913936 2 964 4202784 278668 4 4210976 546 44 2097720 10
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=40
num_cat=27
split_feature=4 0 2 1 6 2 3 1 3 2 0 2 3 2 2 3 3 7 3 3 1 3 2 2 1 3 1 2 2 1 7 1 3 1 2 1 7 2 2
split_gain=36.2369 0.964174 1.5072 5.00038 1.763 2.61542 2.17575 1.68925 2.41692 2.4712 2.18904 3.78975 2.61156 1.94357 1.8471 3.24096 1.72414 1.68662 1.68492 1.66419 1.26261 1.24747 9.89391 4.18833 4.98738 4.57893 12.8433 7.76674 5.52206 6.1177 5.09061 3.66249 4.37151 3.57135 3.49296 4.38522 3.02717 4.37783 3.9525
threshold=0 1.0000000180025095e-35 1 2 3 4 3.5000000000000004 5 8.5000000000000018 6 7.5000000000000009 7 4.5000000000000009 8 9 1.5000000000000002 12.500000000000002 10 9.5000000000000018 4.5000000000000009 11 3.5000000000000004 12 13 14 2.5000000000000004 15 16 17 18 19 20 4.5000000000000009 21 22 23 24 25 26
decision_type=1 2 9 1 1 9 2 1 2 9 2 9 2 9 9 2 2 1 2 2 1 2 9 9 1 2 1 9 9 1 1 1 2 1 9 1 1 9 9
left_child=-1 21 3 -3 5 6 -5 8 14 18 13 17 -13 19 15 -4 -11 -12 -10 -9 -7 23 31 25 -25 26 27 -2 33 -30 -28 32 -23 -27 -24 -36 37 -26 -38
right_child=1 2 7 4 -6 20 -8 10 9 16 11 12 -14 -15 -16 -17 -18 -19 -20 -21 -22 22 34 24 36 28 30 -29 29 -31 -32 -33 -34 -35 35 -37 38 -39 -40
leaf_value=-0.063410272389701525 -0.0024622848019593482 0.0083608486545122575 -0.014157183845275353 0.011335381690764437 0.0088303715349167741 -2.9378930418053721e-05 -0.0041070900259641994 -0.00028662911417637104 -0.0087541866149984451 -0.020796526679336496 0.024946612891209988 0.0058637256378489631 -0.012281902439560953 -0.0029159648841192943 0.00091913021690983004 0.0074176967367196927 0 0 0.011680017753606064 0.0080641005882089636 -0.011338334222396582 -0.0042369554313250865 -0.00019594492750751337 0.00077173056765060511 0 0.020053892920615306 0.011468874908292771 0.015161638841257914 0.0048705401902065307 -0.01043447525490796 -0.013234563451346727 -0.0010764192275723161 -0.036364808323853103 -0.0029993133750991726 0.010291027996841715 0.00019736626207719689 -0.016979191901962849 -0.019875684641997085 -0.0022226315609758045
leaf_weight=60.187717871755012 300.34998235397507 941.73366508027539 38.590890143532306 149.11074459826341 95.097332776291296 222.79917646781541 126.0509763925802 770.02145002479665 28.546659908723086 105.75043052854016 76.230078883003443 172.44486182648689 97.104732826119289 3434.414347946702 3489.5457953177392 977.8009778833366 22.897780375089496 28.194452488562092 66.369833690812811 280.31879498250782 318.76169276167639 115.42801903840154 2393.2311318494612 1434.7949308679672 161.08366695203586 118.21015340695158 59.982929992140271 866.32603747397661 322.70927564543672 801.82999453367665 388.30025828571524 198.17742612096481 94.351493456400931 73.452541526872665 902.41812925209524 921.39902933553094 183.19312227098271 322.50735603889916 1617.7352368499851
leaf_count=809722 31850 73925 4130 14774 4796 16350 9326 89289 1911 6975 5038 9977 3913 314474 301375 61999 1455 2190 4453 13938 14224 8974 312062 129565 17817 9205 6476 37653 34873 64225 38117 15425 8941 7008 60685 83153 21051 35509 177628
internal_value=0 9.46637e-05 0.00075157 0.00334117 -0.0016615 -0.00352667 0.00345655 0.000207221 0.0015718 -0.00769789 -0.00106181 0.00583354 -0.000239079 -0.00174055 0.0021492 0.0058733 -0.0152091 0.0189068 0.00232049 0.00180965 -0.00752368 -0.000545621 0.00066957 -0.00143483 -0.0036661 0.00131149 0.00491299 0.0104447 -0.00288591 -0.00576834 -0.00864596 -0.013382 -0.021772 0.0109316 0.00221079 0.00546631 -0.00654766 -0.013648 -0.00422296
internal_weight=0 22717.3 11441.8 1853.55 911.82 816.723 275.162 9588.23 4729.5 223.565 4858.73 373.974 269.55 4484.75 4505.94 1016.39 128.648 104.425 94.9165 1050.34 541.561 11275.5 4625.01 6650.48 3719.31 2931.16 1614.96 1166.68 1316.2 1124.54 448.283 407.957 209.78 191.663 4217.05 1823.82 2284.52 483.591 1800.93
internal_count=2864451 2054729 954512 133395 59470 54674 24100 821117 382298 14794 438819 21118 13890 417701 367504 66129 8430 7228 6364 103227 30574 1100217 489240 610977 381570 229407 114096 69503 115311 99098 44593 33340 17915 16213 455900 143838 252005 53326 198679
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 15007888 211 1 14745600 812 547 535046 64 13325 9 288 4259848 342664 835 158 14336 67584 529 12 19 108 2124675 59 2 8930352 8389652
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=40
num_cat=29
split_feature=4 1 2 5 2 2 3 3 3 3 5 2 2 1 1 7 5 2 2 2 3 3 1 0 2 2 0 1 7 2 1 6 1 6 2 3 2 1 0
split_gain=33.0856 0.978263 22.2007 21.0998 48.7644 15.1489 9.77419 8.87656 3.06735 1.8687 8.71975 15.4505 6.58624 6.25984 5.19163 2.80738 2.02794 147.027 57.7625 25.3105 19.8327 16.3215 19.209 13.1505 12.302 10.5115 8.52075 8.2084 6.50715 5.83243 3.26834 1.93516 1.90961 1.76191 1.39749 1.3949 1.32259 1.19101 0.902367
threshold=0 1 2 3 4 5 4.5000000000000009 2.5000000000000004 7.5000000000000009 7.5000000000000009 6 7 8 9 10 11 12 13 14 15 3.5000000000000004 2.5000000000000004 16 2.5000000000000004 17 18 6.5000000000000009 19 20 21 22 23 24 25 26 10.500000000000002 27 28 1.5000000000000002
decision_type=1 1 9 1 9 9 2 2 2 2 1 9 9 1 1 1 1 9 9 9 2 2 1 2 9 9 2 1 1 9 1 1 1 1 9 2 9 1 2
left_child=-1 2 3 4 8 33 7 -7 -2 16 12 32 14 34 35 -13 17 19 26 23 24 22 -20 -3 -19 -22 27 -18 -21 -23 -28 -15 -12 -5 -14 -11 -8 -17 -6
right_child=1 9 -4 5 38 6 36 -9 -10 10 11 15 13 31 -16 37 18 20 21 28 25 29 -24 -25 -26 -27 30 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.061858899535315995 -0.063475463714563987 -0.05815094297862429 -0.032322048984161016 0.02433440724062905 0.031004176843653877 -0.0069859003784877305 0 0.015440810857423945 0 -0.0049568855102701641 0.0059166162503102356 0 -0.0023733019451789789 -0.0083932845117677957 -0.023517979806413441 0 0.013101107079901066 -0.00079110725284085328 -0.02553801831677139 0.0084378674906027528 0.0069941407260486477 -0.0062164699103945745 -0.0063684819845099818 -0.0010793526409086545 0.016144170388191246 -0.0049654839872999195 0.0061113001633248823 0.0042648801967001037 -0.019697067232563661 0.00049673568203368527 -0.023338806318636076 0.011131845039348977 -0.011713038020084571 0 0.014365200159973057 0.012174154886074137 -0.0291339128390063 0.029682062477341477 0
leaf_weight=56.519540471395885 122.06583382829558 323.93681620503776 174.29348657291848 385.16732024331577 76.383879092987627 329.72483013110468 8.3123009840492141 302.99895964446478 3.6385351303033522 88.870419551618397 35.874756710603833 34.408204038394615 19.07887187297456 319.46461805212311 168.51437650993466 22.697596089914441 2170.1262036317494 474.7501475304598 781.53278991533443 57.060178484767675 1715.4991004758049 2457.2600179858273 1765.4019646769739 59.104557037819177 2664.7792881730129 1203.5353562897071 19.90475659747608 2416.4701268455246 914.73171491245739 2526.0620513883187 83.367964512202889 20.743091660551727 171.91080466471612 40.688481439370662 321.43049997650087 44.421112566022202 81.780829688534141 301.21937523502856 9.941348602762444
leaf_count=810149 11154 31502 19254 15067 9800 26342 658 28491 342 10342 2459 2596 1807 23110 21036 1581 170123 41619 96231 6051 102627 182588 205991 6454 221125 95686 1250 223945 125215 293014 7237 1127 11732 1499 19548 4919 7848 21897 1061
internal_value=0 8.98829e-05 -0.00229469 0.00215054 -0.0244858 0.0078381 -0.000867038 0.00351394 -0.0574494 0.000280778 0.00359135 0.0132072 -0.00187999 0.00330715 -0.01342 0.0248695 0 0.00131637 -0.000776236 -0.0279348 0.00804495 -0.00621214 -0.0127198 -0.0495884 0.0135538 0.00196792 0.00786882 0.00860626 -0.0174803 -0.00278248 -0.0166063 -0.0054399 -0.00699475 0.0218951 0.012488 9.6872e-05 -0.0273968 0.0277767 0.0260702
internal_weight=0 22717.2 1535 1360.7 212.03 1148.67 722.817 632.724 125.704 21182.2 1548.63 566.111 982.523 680.717 301.806 358.325 19633.5 7413.4 12220.1 1354.83 6058.56 7530.26 2546.93 383.041 3139.53 2919.03 4689.87 4586.6 971.792 4983.32 103.273 340.208 207.786 425.856 340.509 133.292 90.0931 323.917 86.3252
internal_count=2864477 2054328 121516 102262 22357 79905 63339 54833 11496 1932812 122154 40265 81889 45592 36297 26074 1810658 630279 1180379 169222 461057 777824 302222 37956 262744 198313 402555 394068 131266 475602 8487 24237 14191 16566 21355 15261 8506 23478 10861
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=2 1 8426718 2 24 8389650 2 2363436 14091 102 284 4 2 1818 71451 24 14 552961 8403104 908 8 18592 530 1 784 1 2064 4228 516
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=40
num_cat=25
split_feature=4 1 2 5 2 2 3 3 3 3 5 2 2 1 1 3 7 1 0 5 2 2 2 2 3 1 0 3 0 2 1 3 3 1 6 2 3 1 3
split_gain=30.0487 0.993515 19.2949 17.325 42.7866 12.5984 8.9319 7.46738 2.9502 1.58051 7.14537 12.4328 5.35373 5.27043 4.41644 2.5902 2.32354 1.66464 1.6615 1.47582 124.213 47.9554 23.0992 16.9671 14.0801 15.7416 11.9098 11.8594 6.68178 6.77091 6.54195 4.83264 4.5666 3.10331 1.38576 1.25202 1.24333 0.94015 0.844369
threshold=0 1 2 3 4 5 4.5000000000000009 2.5000000000000004 7.5000000000000009 7.5000000000000009 6 7 8 9 10 9.5000000000000018 11 12 1.0000000180025095e-35 13 14 15 16 17 2.5000000000000004 18 4.5000000000000009 2.5000000000000004 6.5000000000000009 19 20 5.5000000000000009 4.5000000000000009 21 22 23 10.500000000000002 24 5.5000000000000009
decision_type=1 1 9 1 9 9 2 2 2 2 1 9 9 1 1 2 1 1 2 1 9 9 9 9 2 1 2 2 2 9 1 2 2 1 1 9 2 1 2
left_child=-1 2 3 4 8 34 7 -7 -2 19 12 17 14 15 36 -14 -13 -12 -15 20 22 24 26 32 25 -21 -3 -25 29 -23 -24 -26 -22 -30 38 -8 -11 -18 -5
right_child=1 9 -4 5 -6 6 35 -9 -10 10 11 16 13 18 -16 -17 37 -19 -20 21 23 28 30 27 31 -27 -28 -29 33 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.060273335768598418 -0.061362840562079815 -0.053617870685137028 -0.030781835412576238 0.022375511721856221 0.023303622303200554 -0.0066896753061952549 0 0.013811926056243954 0 -0.0047142012588973726 0.0047521195948278536 0 0.00031544331140253413 0.00010534190268795065 -0.021747250867286995 0.017056869155493738 0 -0.011112694539123709 -0.01323928722568697 -0.023658339878685725 0.029024612974257041 0.016083094683729385 -0.0067338733771574307 0.013116635025856499 -0.0036972659899202082 -0.006078442358866289 0.0018951443967064462 0.0025215067391175972 0.0065179608069874471 0.005689596377998896 -0.025146608310277676 0.0059505609279088961 0.0009047632562271422 -0.021558970380154453 0 -0.028385529397160537 0.011437281517877602 0.02635239835970234 0
leaf_weight=53.066537179984152 114.19814620434772 336.99413270794321 169.60875660227612 379.31649773917161 89.126382769434713 328.64411294623278 8.3953990952577424 307.66732398397289 3.5956780025735489 88.577565847430378 43.298260373063385 34.404956367565319 213.88044007960707 103.53885399620049 163.88759397668764 211.67443434358574 22.678974092006683 162.79163336823694 154.63484031916596 760.53687400312629 409.85509524622466 809.42827112379018 512.0241394933546 1448.1449758752715 4427.0976738821482 1758.8969568914035 29.439612706424668 4157.5653527986724 20.603213794529438 3819.599226570921 445.3460544279078 539.13560725399293 94.623179279151373 81.914218820864335 40.802522800164297 80.557932382682338 44.902078340994194 309.95139343151823 15.000317485770209
leaf_count=809192 11109 34163 18600 14034 10910 26417 669 28503 340 10347 3088 2597 13082 9224 20895 12583 1582 11105 10777 96024 25376 88300 67696 133236 440794 205771 3367 297119 1293 307994 62183 35466 5973 7168 1505 7887 4917 21925 1101
internal_value=0 -4.72437e-06 -0.00243882 0.00163883 -0.0228016 0.00672766 -0.00118653 0.00294851 -0.0552067 0.000161834 0.00320476 0.011846 -0.00174815 0.00285849 -0.0122606 0.00966404 0.0221168 -0.00632987 -0.00714472 -6.80257e-05 0.00102355 -0.000757609 -0.0262405 0.0071098 -0.00574916 -0.0118355 -0.0473996 0.00535757 0.00706012 0.00770998 -0.0162648 -0.00256041 0.0242055 -0.0145893 0.0193983 -0.0266712 0 0.0247008 0.0215189
internal_weight=0 22742.3 1536.91 1367.3 206.92 1160.38 725.265 636.311 117.794 21205.4 1554.22 573.125 981.096 683.729 297.367 425.555 367.035 206.09 258.174 19651.2 7433.99 12217.2 1323.8 6110.19 7485.67 2519.43 366.434 5605.71 4731.54 4629.03 957.37 4966.23 504.478 102.517 435.119 88.9533 133.48 332.63 394.317
internal_count=2864312 2055120 121075 102475 22359 80116 63476 54920 11449 1934045 122122 40297 81825 45666 36159 25665 26104 14193 20001 1811923 629113 1182810 167409 461704 778055 301795 37530 430355 404755 396294 129879 476260 31349 8461 16640 8556 15264 23507 15135
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 1 8426718 2 24 8389650 2 2363436 14091 118 284 4 792 2 1818 11299044 24 8390660 14 67088 60 530 1 4228 516
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=40
num_cat=31
split_feature=4 0 2 6 1 2 7 5 2 1 1 2 3 3 1 3 2 2 3 1 3 2 7 2 1 2 1 1 1 2 1 3 1 2 7 3 5 1 2
split_gain=27.5227 1.1664 1.4542 3.48656 3.22093 7.44114 3.61078 3.11686 10.7349 4.1515 1.45006 3.27878 2.71652 1.95053 1.32637 1.27692 8.1107 3.57131 10.1782 7.84061 4.40562 6.80823 4.299 4.27253 4.22767 5.82903 3.4789 3.39148 3.02115 3.60413 2.83255 6.00901 2.77188 2.42215 2.12637 1.77605 1.15215 1.01801 3.58352
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 7 8 9 10 2.5000000000000004 4.5000000000000009 11 3.5000000000000004 12 13 2.5000000000000004 14 2.5000000000000004 15 16 17 18 19 20 21 22 23 24 4.5000000000000009 25 26 27 4.5000000000000009 28 29 30
decision_type=1 2 9 1 1 9 1 1 9 1 1 9 2 2 1 2 9 9 2 1 2 9 1 9 1 9 1 1 1 9 1 2 1 9 1 2 1 1 9
left_child=-1 15 3 4 5 36 -7 8 -6 -9 11 12 -4 -14 -5 17 30 18 19 22 23 32 -2 26 -20 -26 -19 -25 -18 -30 35 -32 -22 -23 -21 -17 -3 -12 -39
right_child=1 2 10 14 7 6 -8 9 -10 -11 37 -13 13 -15 -16 16 28 20 24 34 21 33 -24 27 25 -27 -28 -29 29 -31 31 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.058749269334060508 0.013204592646776462 0.015021942300490596 -0.010390594378714105 0 0.0157035163846895 0.0064157510328846342 -0.01455354360672776 0.023869354382034746 -0.013829885154714186 0.0037911240220051949 0.0018540570478242681 -0.017119564544677775 0.01923342641445721 -0.0023092631380990159 0.018806604905133698 -0.0076958326035353984 -0.0065761133086807743 0.021560209409872636 0.0064694652724390407 -0.006143292132321022 0 0.0090236117226406877 -0.010335249199639546 -0.013644192479290952 -0.01710377966647933 -0.0013122268532164217 -0.0037785704584603732 -0.0043163452377477539 0 0.006128093110759467 -0.0022696601798023676 -0.033128282059552268 -0.025735172558082237 0 0.011057636483991228 0.012125777780783236 0 -0.0059978589883561565 0.00068688283110403974
leaf_weight=49.997640307992697 53.170737497741356 132.14606830233242 55.178595888195559 34.651393218897283 170.59030070353765 59.1713595923502 394.5718146355357 122.512612766237 251.87059042963665 517.82977087626932 3248.9738260912709 115.80203631555196 72.39920645323582 25.036004050401971 141.29352463339455 78.80265953601338 327.27830331760924 59.325739432359114 185.16091507044621 32.805388058070093 51.036867031129077 373.04435913031921 328.09514011046849 672.7798577688518 407.62705949950032 615.87736213707831 68.82225917634787 1385.3574854322942 2184.6896640617633 1717.0564232097822 161.80435931961983 114.84506002161652 95.590538457850926 1142.1831973718945 1188.366014097468 46.965316720074043 107.4181397621287 904.50922860379796 5089.5439100345247
leaf_count=809760 5763 9365 4973 1634 8372 3251 25256 7170 25220 47303 257369 14013 6198 3086 8788 5592 39295 10392 16703 2290 8036 26916 30246 65793 23702 63950 12065 132537 277952 137361 12042 10764 14213 130277 68804 4482 12127 81291 439863
internal_value=0 0 0.00071977 0.00320067 0.00155397 -0.00339392 -0.0109132 0.00504564 -0.000949316 0.00938904 0.00017237 -0.00651693 0.00185521 0.0121034 0.0157146 -0.000710821 0.000514224 -0.00160616 0.00101764 0.00628599 -0.00358665 0.000119374 -0.00539819 -0.00651872 -0.00569977 -0.0082903 0.00850614 -0.00771048 0.00190556 0.00275263 -0.0122912 -0.0174761 -0.0177435 0.00245198 0.0101775 0 0.00929846 0.000426187 -0.000305207
internal_weight=0 22734.2 11443.5 1932.06 1756.11 693.307 453.743 1062.8 422.461 640.342 9511.44 268.416 152.614 97.4352 175.945 11290.7 4631.44 6659.24 2811.1 1602.44 3848.14 1661.85 381.266 2186.29 1208.67 1023.5 128.148 2058.14 4229.02 3901.75 402.417 276.649 146.627 1515.23 1221.17 125.768 239.564 9243.03 5994.05
internal_count=2864214 2054454 955279 148486 138064 49999 28507 88065 33592 54473 806793 28270 14257 9284 10422 1099175 487488 611687 211458 107103 400229 179442 36009 220787 104355 87652 22457 198330 454608 415313 32880 22806 22249 157193 71094 10074 21492 778523 521154
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 31
cat_threshold=2 14745748 1 588 14745600 12 2 4194436 3 1 13320 260 4259848 357000 97 2098180 12 2098180 513 262152 368 176 768 2157441 868 74 12585218 8 2 780 29705
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=40
num_cat=25
split_feature=4 0 2 3 3 1 1 1 2 7 7 2 3 2 1 3 1 1 3 2 1 2 3 2 1 2 3 3 2 1 3 3 2 1 2 3 0 0 7
split_gain=25.1409 1.00112 3.8427 5.57143 3.98739 3.59141 2.2398 1.39814 1.82658 1.72065 0.95366 0.939365 0.892501 3.70338 2.703 0.738809 0.696184 0.691935 0.607637 0.551391 9.38599 18.7783 13.3671 6.88252 5.8675 4.57941 7.23139 5.43212 4.26295 5.52752 3.30882 2.64686 2.54186 1.52654 0.526195 0.48224 1.19223 1.17905 0.454961
threshold=0 3.5000000000000004 1 1.5000000000000002 1.5000000000000002 2 3 4 5 6 7 8 12.500000000000002 9 10 23.500000000000004 11 12 10.500000000000002 13 14 15 2.5000000000000004 16 17 18 3.5000000000000004 2.5000000000000004 19 20 5.5000000000000009 5.5000000000000009 21 22 23 3.5000000000000004 7.5000000000000009 6.5000000000000009 24
decision_type=1 2 9 2 2 1 1 1 9 1 1 9 2 9 1 2 1 1 2 9 1 9 2 9 1 9 2 2 9 1 2 2 9 1 9 2 2 2 1
left_child=-1 12 4 16 6 35 -3 8 -6 -10 34 -12 19 17 38 -16 -4 -14 -7 20 21 30 -23 33 25 26 -21 -27 29 -26 -2 -30 -25 -22 -9 37 -37 -5 -15
right_child=1 2 3 5 7 18 -8 10 9 -11 11 -13 13 14 15 -17 -18 -19 -20 24 23 22 -24 32 28 27 -28 -29 31 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.057217321791697875 -0.033253132055251287 0.026678701166787212 0 0.012842477941558399 -0.014018291305591239 0.020184849276734362 0 0.014228576889098472 0.0073495764657271817 -0.005659069301865282 0.00032795132391280016 -0.0071015437212666862 0 0.0038361500826974179 0.022388485035040356 0 -0.015651244253319613 -0.020419040650438144 0 0.0046901675735223905 0 0.0040487938552485172 -0.0069128152658857788 0.014025747053574057 0.0073018351890034375 7.9617042357375291e-05 -0.018622569382075436 0.010089771041227349 -0.0017826325741961274 -0.020799495188912814 0 0.0041039843517881583 0.0023395536926457275 -0.010825028383716066 0 -0.008737989538795822 0.0070596886621435749 -0.0022313478093914018 -0.0062491525517541788
leaf_weight=47.133215588357416 228.55340050265659 42.534050151938573 9.5245653555029985 67.252826912910677 143.4744540337706 295.5888250117423 39.454697984503582 36.468301041983068 110.97481882013381 246.19152332283556 1261.8736406874377 148.65654481039383 6.8032201351597905 16.59838104294613 109.90042910352349 7.7946993624791494 54.666727655217983 17.627020411426205 4.9166584827471516 289.11584752437193 167.72017495275941 1817.02048683865 2700.0630601943703 169.01993922679685 60.460705121280625 1016.6998671502806 186.95708273421042 1305.6785739250481 4941.1944447013666 200.65466478816234 41.284956350689754 852.42196010402404 5443.7320214265492 446.24483181897085 32.751230679918081 88.136469455901533 36.952357484493405 39.706680096685886 57.17987091653049
leaf_count=809558 13872 5116 748 6602 8971 21339 4892 1178 6441 13347 63613 10345 808 1504 8890 834 4932 1788 407 24905 25135 104659 225962 18692 2979 96335 14573 103430 560909 28582 2789 67009 536170 48283 1490 6396 2502 4138 4916
internal_value=0 -1.46813e-05 0.00178316 0.00858342 -0.000176144 0.0124464 0.0180152 -0.00133697 -0.0057006 -0.000528687 6.19501e-05 -0.000422467 -0.000269951 0.00564791 0.0114649 0.019303 -0.0131258 -0.014977 0.0189952 -0.00035776 -0.000834332 -0.00416429 -0.0024345 0.00168801 0.000202865 0.00398683 -0.00434743 0.00586698 -0.00151152 -0.0131908 -0.0281001 -0.000846879 0.0028413 -0.00792528 0.00921951 0.000859461 -0.00167396 0.00579315 -0.000792524
internal_weight=0 22741.9 2659.12 596.745 2062.38 532.554 81.9887 1980.39 500.641 357.166 1479.75 1410.53 20082.7 215.904 191.473 117.695 64.1913 24.4302 300.505 19866.8 11013.6 4786.92 4517.08 6226.72 8853.18 2798.45 476.073 2322.38 6054.73 261.115 269.838 5793.62 5612.75 613.965 69.2195 232.048 125.089 106.96 73.7783
internal_count=2865039 2055481 162457 47064 115393 41384 10008 105385 28759 19788 76626 73958 1893024 18740 16144 9724 5680 2596 21746 1874284 975562 347282 330621 628280 898722 239243 39478 199765 659479 31561 16661 627918 554862 73418 2668 19638 8898 10740 6420
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 2886521 616 316 785 2623744 6 8 2623840 4298890 673 546 44 4477869 15 4194336 16397 11 2164736 524304 516 4198400 896 2097720 10
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=40
num_cat=32
split_feature=4 0 2 1 7 1 2 1 5 6 3 2 1 1 2 3 1 7 1 2 3 2 2 1 1 1 1 2 2 2 3 2 1 3 7 1 2 3 6
split_gain=22.9984 0.879205 1.26376 2.55258 1.36138 2.37628 2.29232 1.74848 5.87058 1.74433 1.16958 6.44343 6.74858 3.69162 3.31612 6.44539 6.41887 5.30462 3.71953 5.6955 2.90955 5.5902 4.16161 3.09034 2.93408 2.80149 2.3734 2.34586 2.11364 1.80421 2.04742 1.77213 1.15628 1.10781 1.10119 2.18853 1.09036 2.17624 1.89644
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 7 8 3.5000000000000004 9 10 11 12 2.5000000000000004 13 14 15 16 2.5000000000000004 17 18 19 20 21 22 23 24 25 6.5000000000000009 26 27 12.500000000000002 28 29 30 6.5000000000000009 31
decision_type=1 2 9 1 1 1 9 1 1 1 2 9 1 1 9 2 1 1 1 9 2 9 9 1 1 1 1 9 9 9 2 9 1 2 1 1 9 2 1
left_child=-1 10 3 36 5 -5 -7 8 -6 -9 14 12 27 -13 15 16 17 -2 31 -20 22 26 24 -23 -16 -24 -22 -12 -18 30 -15 -17 -31 -29 35 -14 37 38 -3
right_child=1 2 -4 4 7 6 -8 9 -10 -11 11 13 34 29 20 18 28 -19 19 -21 21 23 25 -25 -26 -27 -28 33 -30 32 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.055701133828379094 0.015176588625012914 -0.012056361612367535 8.7765233441279651e-05 0 -0.004825890635251383 0.026725026828476817 -0.002207510008961187 -0.0015086263144823292 0.018393424840767142 0.01583685809829186 0 -0.0068341112168304498 0.0022941115456284809 0.023934299547570349 0.020693179777620405 0.010937200956635244 0.011632745623215694 -0.010464514271740033 -0.016065744838744733 -0.00021994449007469577 0 -0.0026210299058085675 -0.012663799439426016 0.0060896950394058874 -0.0025564816733807012 -0.0039871536993594334 -0.02426569031262648 -0.021828236174793236 0.0017197150173375267 0.00058367754021485657 -0.0005220746470335799 -0.0034784161472354797 0.0049723580426968509 0 0.00070909601378958882 -0.020934245979362394 0.002044787378847853 0.011792315447031756 0.004713773339502271
leaf_weight=44.49331480730325 57.628998450702056 272.84995433641598 9704.6696565083112 68.943218243657611 144.26916598842945 91.778706736164168 13.106214159401132 575.91696257569129 224.20398941880558 34.050705081550404 88.582923324778676 295.30623971612658 38.687123836250976 71.418280098645482 60.032278368365951 167.23872583848424 819.62997715000529 347.60103532799985 387.17814055387862 581.9360014583217 51.392758995760232 735.55218376871198 644.33147579710931 766.85935497703031 67.462219439563341 1365.1008687738795 92.980879397538956 277.21371635375544 426.85606408014428 1190.8484488611575 16.125098601914942 81.662932212231681 1751.4501215142664 12.654947331408037 854.01157795661129 35.480914905900136 267.56853092298843 22.299421655014157 40.069797340780497
leaf_count=809216 6117 11813 828571 4382 12839 5861 1550 45536 16148 2250 8447 35246 3655 10930 10436 14425 26489 32266 21896 59384 8050 77425 64414 78115 11969 130994 13708 30367 49115 124334 1955 9720 173707 1421 92051 4850 22265 1120 1249
internal_value=0 -3.07181e-05 0.000571564 0.00301487 0.00577655 0.0138067 0.0214277 0.00356912 0.00865339 0 -0.00066872 0.00050163 -0.005272 0.00289376 -0.00152694 0.000952674 0.00507121 -0.00510833 -0.00437199 -0.0072338 -0.00347234 -0.000121602 -0.00589467 0.00167321 0.00892722 -0.0071086 -0.0167306 -0.0158531 0.00863027 0.00401631 0.0164908 0.00534236 0.00332836 -0.0199432 -0.000171124 -0.00963158 -0.00182849 -0.00560804 -0.00880957
internal_weight=0 22744.9 11459.7 1755.06 1152.27 173.828 104.885 978.441 368.473 609.968 11285.2 4631.78 1306.63 3325.15 6653.44 2869.73 1651.72 405.23 1218.02 969.114 3783.71 1646.79 2136.93 1502.41 127.494 2009.43 144.374 378.452 1246.49 3029.84 87.5434 248.902 2942.3 289.869 928.18 74.168 602.788 335.219 312.92
internal_count=2864286 2055070 953584 125013 88566 11793 7411 76773 28987 47786 1101486 486963 140791 346172 614523 219412 113987 38383 105425 81280 395111 177298 217813 155540 22405 195408 21758 40235 75604 310926 12885 24145 298041 31788 100556 8505 36447 14182 13062
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 31 32
cat_threshold=2 14745744 780 12 144 2097296 131 2 1 6365321 195 768 357002 353 12 577 262152 2098180 2098180 201 368 176 74 4194432 327816 8389636 10 76 4 524 128 1
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=40
num_cat=27
split_feature=4 0 2 0 6 0 7 1 1 0 1 5 2 2 2 1 0 3 2 1 1 5 3 0 0 3 2 1 3 2 3 1 1 2 7 1 2 1 1
split_gain=21.1234 0.796551 1.18056 2.90877 2.48621 2.03053 2.02361 3.18275 2.26154 1.31403 1.26459 3.74976 11.0951 6.43928 6.06125 4.34155 2.68837 2.44803 1.77277 4.04462 3.35657 5.62102 2.54076 1.64843 1.00781 0.782636 5.35218 4.53671 4.08368 2.50923 3.85879 7.70157 4.04342 4.9871 3.22265 2.3678 2.27178 3.0765 2.01163
threshold=0 1.0000000180025095e-35 1 14.500000000000002 2 53.500000000000007 3 4 5 6.5000000000000009 6 7 8 9 10 11 3.5000000000000004 1.5000000000000002 12 13 14 15 5.5000000000000009 16.500000000000004 9.5000000000000018 3.5000000000000004 16 17 4.5000000000000009 18 2.5000000000000004 19 20 21 22 23 24 25 26
decision_type=1 2 9 2 1 2 1 1 1 2 1 1 9 9 9 1 2 2 9 1 1 1 2 2 2 2 9 1 2 9 2 1 1 9 1 1 9 1 1
left_child=-1 25 3 4 6 -5 7 -3 -8 -6 11 12 16 -14 15 -13 -4 -16 20 22 21 -12 -20 -21 -22 29 27 28 -27 30 31 34 -32 -34 -2 -28 37 -37 -31
right_child=1 2 10 5 9 -7 8 -9 -10 -11 18 14 13 -15 17 -17 -18 -19 19 23 24 -23 -24 -25 -26 26 35 -29 -30 38 32 -33 33 -35 -36 36 -38 -39 -40
leaf_value=-0.054225724377957168 0.0087148306270614078 0.02061101349968799 0.023562528411530944 0.031395361285108128 0.015177346097054026 -0.00025211200414098099 -0.0054068970064498727 0 0.002067174888316588 -0.00082537700958361772 0.004273777908470412 0.0080069275015976042 -0.0031307365888190914 -0.026550645633093978 -0.010404630685104638 -0.0052127631364111641 0 0.011569600992448748 0.0078381256069254956 -0.01066118497741435 0.00032642259672167781 -0.017064053510711216 -0.014086857935105519 0.0057244397171829263 0.0064165259368162558 -0.0018841020012993492 -0.0059319218330736636 -0.00014636587234139831 -0.032599722946128652 0.0019136600374743487 0.0035846520572083438 0.0083173567658324631 0.005659959730575894 -0.012450977488123146 -0.010486205373334993 0.012193612900297593 0.00082033352780929304 0.00044314371353582007 -0.0039675376592407273
leaf_weight=42.092295740236295 63.411117184557952 83.931958289816976 149.14921820233576 28.554926893441007 164.51176118187141 3.9970393476542077 606.32339353999123 144.6017692386522 992.2959427384194 20.465356553671882 166.99491390015464 331.40748540975619 1000.1570513972547 105.75873967213556 16.806112480931915 691.65806757879909 54.118481277022511 873.25911372131668 280.93927605333738 606.18801106675528 4554.2765582671855 258.40494517108891 27.805283137364313 24.582742267055437 272.85255200555548 107.06998719414696 316.35445171355968 342.24430607119575 95.053381816484034 609.28244725358672 440.3471064082114 1182.2757357051596 155.99642385868356 550.71558299427852 370.09681541088503 461.41937075910391 2797.4065275042085 519.6456235513906 3266.2913295637118
leaf_count=809399 6779 6053 7077 1748 9701 365 43816 10102 80778 1083 10925 33693 84743 9514 1803 56116 1775 60833 15980 64402 408859 26792 3367 2141 11776 8155 37525 40270 10596 78176 47512 67750 20859 33028 35346 33102 306503 50997 325354
internal_value=0 0 0.000576566 0.0027341 0.00189505 0.0244562 0.000516609 0.00863984 -0.000647294 0.0121432 6.60504e-05 0.00168942 -0.00224899 -0.0064808 0.00454072 -0.000508085 0.016914 0.01039 -0.000736026 -0.00464227 0 -0.00812086 0.00379328 -0.00919847 0.000768353 -0.000605538 0.000339451 -0.0085407 -0.019143 -0.00130948 0.000907356 0.00411169 -0.00333354 -0.00796245 -0.00654508 0.00166292 0.00243284 0.00652467 -0.00295623
internal_weight=0 22736.7 11459 2044.68 2012.13 32.552 1827.15 228.534 1598.62 184.977 9414.36 3222.31 1309.18 1105.92 1913.13 1023.07 203.268 890.065 6192.04 939.515 5252.53 425.4 308.745 630.771 4827.13 11277.6 4639.19 544.368 202.123 6638.42 2762.84 1615.78 1147.06 706.712 433.508 4094.83 3778.47 981.065 3875.57
internal_count=2864793 2055394 953442 153646 151533 2113 140749 16155 124594 10784 799796 255554 103109 94257 152445 89809 8852 62636 544242 85890 458352 37717 19347 66543 420635 1101952 487148 59021 18751 614804 211274 109875 101399 53887 42125 428127 390602 84099 403530
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 15007892 1 12 83 76 780 2 11265 16736 546913 768 7010 3 3 2 6357000 131 8729226 353 721 74242 12 768 8389718 43 832
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=40
num_cat=23
split_feature=4 0 2 3 3 1 0 0 0 0 1 2 3 5 2 7 3 0 0 5 3 2 3 1 3 1 1 2 2 1 2 5 2 3 5 2 2 2 0
split_gain=19.3886 0.71496 3.01303 5.22641 3.39985 2.82917 2.24754 2.72354 2.05991 2.42351 1.34874 2.92431 1.48894 3.34787 1.01304 0.991992 0.976787 1.18776 1.17755 0.934139 0.78135 2.93921 1.10372 1.09306 1.17689 0.657954 0.470196 7.94472 7.09728 12.9677 6.55012 5.70009 5.16529 3.25245 2.89038 143.327 48.3723 2.63228 0.423372
threshold=0 3.5000000000000004 1 1.5000000000000002 1.5000000000000002 2 14.500000000000002 9.5000000000000018 6.5000000000000009 24.500000000000004 3 4 2.5000000000000004 5 6 7 3.5000000000000004 8.5000000000000018 7.5000000000000009 8 12.500000000000002 9 21.500000000000004 10 23.500000000000004 11 12 13 14 15 16 17 18 5.5000000000000009 19 20 21 22 1.5000000000000002
decision_type=1 2 9 2 2 1 2 2 2 2 1 9 2 1 9 1 2 2 2 1 2 9 2 1 2 1 1 9 9 1 9 1 9 2 1 9 9 9 2
left_child=-1 20 4 14 8 16 7 -7 -3 -10 12 -12 13 -6 25 -13 17 -5 -18 -14 26 22 -22 24 -23 -4 27 37 29 31 -31 -28 33 -29 35 -30 -36 38 -2
right_child=1 2 3 5 10 6 -8 -9 9 -11 11 15 19 -15 -16 -17 18 -19 -20 -21 21 23 -24 -25 -26 -27 28 32 34 30 -32 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=-0.052764502336184439 0.029038066826117016 0 0 0.013863207369618902 0.022280285437057123 0.013745831292455591 0.038670819232868976 -0.0062444388482139554 0.036450670057446059 0 -0.021894898822064263 0.0056035378143749481 -0.0043979377779273235 0 0 -0.003390833257745301 -0.015341814601449162 -0.0040104176451351489 0.0013753604347366988 0.0017529998702318129 -0.021688222161834768 0.020002833166888747 0 0 0 -0.020844777253945537 0.0059044932535554069 -0.010126136536583704 -0.053809940272850687 -0.025575317203289573 -0.0075098211201121666 -0.0046380934609086821 0.00040009591019498481 0.0055875445777761393 -0.011668675831085468 0.0062313432221084656 0.0069882913704720304 0.0060426437612491066 0
leaf_weight=39.862195348629029 74.037169591174461 49.961786971893162 1.5200298553099856 44.102986058802344 67.251434218371287 339.07518306409474 23.405137414345518 42.597322318935767 26.89171160873957 6.6019279505126169 49.02955957595259 89.196292577544227 420.46071607689373 192.47535522002727 17.224594876985066 719.6401703520678 47.7968619777821 17.682196051813662 23.505319983465597 441.28787581296638 20.896318520419303 100.21722509223036 2.2280358951538792 85.842754765646532 7.4029958024621001 45.779284096090123 952.13374733529054 790.47564566857181 418.44207398372237 282.0976335296873 993.93833851831732 1035.2379467188148 4683.3623586408212 110.78357712249272 1872.4034419031814 2940.9961403958732 5008.2963203290128 669.276181192894 20.611824242398143
leaf_count=809228 7529 6939 158 5085 3037 25171 1634 2367 2454 631 2231 4798 17773 16056 1274 38287 3263 2307 1739 23237 2621 7620 300 7413 781 4307 79308 95788 42122 17813 76670 118610 474165 10863 227857 279561 384614 57345 1519
internal_value=0 0 0.0015264 0.00751828 -0.000198552 0.0112666 0.0150202 0.0104936 0.0164644 0.0284395 -0.00128673 -0.00423354 0.000788363 0.00714671 -0.0134288 -0.00182822 0 0.00584059 -0.00809416 -0.000958713 -0.000207978 0.00532599 -0.013116 0.0104567 0.0159597 -0.0176437 -0.000291388 0.000388209 -0.000633032 -0.00467521 -0.0123875 0.000275395 -0.000894605 -0.00767229 0.000639157 -0.00170917 0.00183248 0.00971721 0.0239586
internal_weight=0 22734.2 2665.49 602.689 2062.8 538.165 405.078 381.673 83.4554 33.4936 1979.34 857.866 1121.48 259.727 64.5239 808.836 133.087 61.7852 71.3022 861.749 20068.7 216.587 23.1244 193.463 107.62 47.2993 19852.1 6348.55 13503.5 3263.41 1276.04 1987.37 5584.62 901.259 10240.1 3359.44 6880.7 763.925 94.649
internal_count=2864475 2055247 162748 47305 115443 41566 29172 27538 10024 3085 105419 45316 60103 19093 5739 43085 12394 7392 5002 41010 1892499 18735 2921 15814 8401 4465 1873764 647209 1226555 292401 94483 197918 580816 106651 934154 321683 612471 66393 9048
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 2886521 608 206 2621440 2 9222 4 2 4299786 94 512 816 4788865 4526757 192 4259872 2 24600 2 1050 2099264 4263936
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=40
num_cat=26
split_feature=4 0 2 1 1 2 3 3 2 1 0 3 3 1 2 2 5 3 0 2 3 2 1 0 1 3 2 1 1 3 2 3 1 1 2 1 2 1 7
split_gain=17.7995 0.766326 1.03277 2.17339 1.00241 2.39945 3.40774 1.92326 0.950348 1.24832 1.02149 0.923997 2.43004 2.00742 1.27261 1.13039 3.02956 0.957599 0.861217 5.05025 2.94938 1.57541 2.61715 1.50643 0.937332 0.693087 4.69143 5.67065 2.57093 2.1412 2.60845 2.08708 2.38354 2.27102 1.98485 1.85472 1.9249 1.52307 1.88038
threshold=0 1.0000000180025095e-35 1 2 3 4 2.5000000000000004 6.5000000000000009 5 6 5.5000000000000009 6.5000000000000009 9.5000000000000018 7 8 9 10 4.5000000000000009 5.5000000000000009 11 4.5000000000000009 12 13 20.500000000000004 14 3.5000000000000004 15 16 17 4.5000000000000009 18 5.5000000000000009 19 20 21 22 23 24 25
decision_type=1 2 9 1 1 9 2 2 9 1 2 2 2 1 9 9 1 2 2 9 2 9 1 2 1 2 9 1 1 2 9 2 1 1 9 1 9 1 1
left_child=-1 25 3 11 5 6 -4 -8 9 10 -5 15 14 -14 -13 17 -17 -3 21 23 -21 22 -6 -20 -23 34 27 29 -28 -27 -31 33 -33 -29 37 36 -36 38 -2
right_child=1 2 4 8 18 -7 7 -9 -10 -11 -12 12 13 -15 -16 16 -18 -19 19 20 -22 24 -24 -25 -26 26 28 31 -30 30 -32 32 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.051334218965079018 0.011491544401047075 -0.0048811638360493547 -0.012798261411774745 0.019796286827600908 0.0057453499570923675 -0.015127526140152302 0.017560192946746395 -0.005455373591473898 -0.0021075049655562539 -0.0019990052409230119 0 0.0018160519106704518 0.023824548389313242 -0.0024021442358718899 -0.015889652172672322 0.00045719641261273184 0.014913584289921981 0.012979546835403777 -0.007261745355310577 0.012601795340215978 0 0.0016716098092391487 -0.008538569316978448 0.0061257696972985692 -0.00053728771256481987 -0.0038272515026359193 -0.0057608922862455308 0.001056628474664044 0.0033424071396613367 0 -0.029743190760059116 0.012535181613449171 -0.0028902519798934562 -0.0088001853114413418 -0.00034040783361153482 -0.0032209407073901367 0.017285223562357267 -0.00059651552145466953 0.00029839049752629007
leaf_weight=37.808999521999795 224.7370781111531 115.60310989234131 57.5200546591077 49.905039838980883 117.86981147725601 105.17273006634787 93.229984704463277 11.182759676361455 765.62543564825319 34.337998073606286 6.2900904715061179 19.711557021131739 15.431357534136623 20.023729881970212 59.389915654202923 304.55716042919084 362.07780466065742 6.2493599033914498 414.46999866340775 466.7445513830753 268.68341547553428 3169.2055525117321 454.62876373314066 55.295892006251961 4487.6460189310019 139.68453144654632 288.39006730297115 406.20408678939566 2984.9334760821075 30.717635428532958 109.6799347755732 170.8395705781877 125.18870215420611 386.11771037522703 102.82503616780741 3783.8849349744269 52.771392722381279 1967.777525566984 503.07338177482598
leaf_count=809133 23203 14019 5280 6170 11076 12713 8394 1878 45085 3682 887 2420 982 1388 3279 23092 23517 911 22589 27099 11682 256923 62485 3213 405726 12491 34521 37402 302284 3144 12648 19766 12088 53582 14628 392328 5436 132127 48196
internal_value=0 -9.01911e-06 0.000552599 0.00276109 0.000111077 -0.00546045 0.00108536 0.0121958 -0.000555577 0.00689461 0.0140192 0.00611386 0 0.01339 -0.0107316 0.00740394 0.00891584 0 0.000322866 0.00278784 0.00792936 -1.02325e-05 -0.00492475 -0.0047181 0.000341944 -0.000606287 0.000278216 -0.00448654 0.00238997 -0.0162646 -0.0249803 -0.000720492 0.00572182 -0.00362199 -0.00126854 -0.00270426 0.00641605 0.000733523 0.004564
internal_weight=0 22737.7 11460.9 1759.2 9701.65 267.106 161.933 104.413 856.159 90.5331 56.1951 903.044 114.557 35.4551 79.1015 788.487 666.635 121.852 9434.54 1205.19 735.428 8229.35 572.499 469.766 7656.85 11276.8 4641.76 1368.43 3273.32 280.082 140.398 1088.35 296.028 792.322 6635.07 3939.48 155.596 2695.59 727.81
internal_count=2867467 2058334 954490 125432 829058 28265 15552 10272 55824 10739 7057 69608 8069 2370 5699 61539 46609 14930 800793 64583 38781 736210 73561 25802 662649 1103844 487926 151121 336805 28283 15792 122838 31854 90984 615918 412392 20064 203526 71399
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 14745744 211 1 46094 12648448 552 66 8388624 8454144 2 529482 20485 802 588 6365833 131 768 640 368 780 340618 768 2099252 664 6
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=40
num_cat=22
split_feature=4 0 2 0 0 0 1 3 0 2 3 1 2 3 3 3 1 2 3 3 2 1 3 3 2 1 1 2 1 3 1 1 3 2 2 3 1 7 2
split_gain=16.4087 0.73512 0.945218 2.61441 2.0054 1.77472 1.35489 2.00981 1.31941 1.04515 1.27766 1.0122 2.20288 2.63391 1.51486 0.948154 0.605074 2.46122 3.81118 2.6869 2.01282 3.95759 1.38141 0.551019 3.9087 4.75551 2.18448 2.07169 3.40608 1.88578 2.27788 1.941 1.75472 2.42152 1.25216 3.10264 1.07919 1.05329 1.68058
threshold=0 1.0000000180025095e-35 1 14.500000000000002 25.500000000000004 6.5000000000000009 2 3.5000000000000004 1.5000000000000002 3 2.5000000000000004 4 5 2.5000000000000004 7.5000000000000009 1.5000000000000002 6 7 3.5000000000000004 5.5000000000000009 8 9 1.5000000000000002 3.5000000000000004 10 11 12 13 14 5.5000000000000009 15 16 4.5000000000000009 17 18 6.5000000000000009 19 20 21
decision_type=1 2 9 2 2 2 1 2 2 9 2 1 9 2 2 2 1 9 2 2 9 1 2 2 9 1 1 9 1 2 1 1 2 9 9 2 1 1 9
left_child=-1 23 3 5 -5 6 7 -3 -8 15 -11 12 13 -4 -15 -7 17 19 -19 -13 21 -18 -22 27 25 32 37 -2 -29 31 -31 -27 -25 -34 35 -28 -36 -26 -39
right_child=1 2 11 4 -6 9 8 -9 -10 10 -12 16 -14 14 -16 -17 20 18 -20 -21 22 -23 -24 24 26 29 34 28 -30 30 -32 -33 33 -35 36 -37 -38 38 -40
leaf_value=-0.049948273499483525 0 0.0031524820464718427 -0.011431529070904249 0.032244421993728012 0 -0.0046384842224448152 0.00039739365604097318 -0.012827639645901329 0.0066931387510372449 0 -0.017204698320885736 -0.0032840621415218016 -0.014797409687291738 0.015236972703517249 -0.0049790215946535167 0.013654524190503774 0.012680370026800732 0.009614717478532207 -0.0014033434626719002 0.0077141184114002948 0.0081279951812073103 -0.0083627601475222309 6.7046269196825429e-05 -0.003572559084866726 0 0.00084098515050348471 0.028355086815288186 -0.0085780101965835243 -4.1124798266474835e-05 0.012391081150861511 -0.0028672252705907813 -0.0082464739572737419 0 -0.03025687574557287 0.0047394526423329038 -0.0047444040308686278 0.00062447173186063821 0.0052320573348831299 -0.018270735011773072
leaf_weight=35.931391506765067 4617.7786213901127 124.11423078482039 56.188925456022844 21.498149591148835 9.995611547958104 17.159461403614841 744.56411505967844 102.71005675155902 801.66255910717882 18.721294159069657 86.462052727583796 1134.1769061973318 103.46648342197295 96.532127531943843 8.8895816011354309 16.565798355499282 59.058720184257254 700.76527501642704 465.13623264571652 236.39336812170222 194.44756106368732 576.50376115337713 5882.869457568042 139.24991055112332 211.23767082963604 406.15540361800231 37.544686524197459 826.4154748711735 1183.2543140554335 163.10631049866788 122.08277895860374 382.52056214096956 50.368739207740873 83.758258456597105 1242.0836551007815 13.975901844212784 1715.3269614583114 3.6880176304839551 73.173209288041107
leaf_count=809455 429460 6990 5123 1248 841 1554 62763 6179 59296 1716 4530 109225 12477 8756 1560 2360 3844 36406 23425 19060 22126 62713 501992 12488 24191 37377 4269 74744 112530 17940 11626 53534 6287 8565 121701 1812 177555 525 9859
internal_value=0 0 0.000575178 0.00256989 0.0233364 0.00173135 0.00274963 -0.0034349 0.00389241 -0.00766989 -0.0117961 0.000126676 -0.00548671 0.000739362 0.0105916 0.00158813 0.000342778 0.00165459 0.00500145 -0.00104088 -0.000115333 -0.00532826 0.000412067 -0.000560509 0.000221097 -0.0041705 0.00213332 -0.00115182 -0.00379692 -0.00067972 0.0055585 -0.00343127 -0.0150885 -0.0232974 0.0030106 0.0153692 0.00249299 -0.00536472 -0.013171
internal_weight=0 22729.6 11457.9 1943.45 31.4938 1911.96 1773.05 226.824 1546.23 138.909 105.183 9514.43 265.077 161.611 105.422 33.7253 9249.35 2536.47 1165.9 1370.57 6712.88 635.562 6077.32 11271.7 4644.27 1347.24 3297.03 6627.45 2009.67 1073.87 285.189 788.676 273.377 134.127 3008.93 51.5206 2957.41 288.099 76.8612
internal_count=2868102 2058647 954184 147477 2089 145388 135228 13169 122059 10160 6246 806707 27916 15439 10316 3914 778791 188116 59831 128285 590675 66557 524118 1104463 487729 147817 339912 616734 187274 120477 29566 90911 27340 14852 305337 6081 299256 34575 10384
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=2 14745748 516 4 1 46091 524 545121 553984 2 6365832 131 768 342730 54 368 780 2163328 8389632 147 9 8656896
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=40
num_cat=28
split_feature=4 7 2 5 3 2 1 0 2 3 1 1 5 2 2 3 2 1 1 1 1 2 0 3 1 0 2 1 1 1 1 3 3 1 3 1 2 3 2
split_gain=15.0802 0.638072 2.21411 4.3522 6.841 6.30435 6.95376 5.18624 10.3315 3.85522 4.03553 3.44683 8.58056 9.95582 4.99887 3.40764 4.77241 3.35813 2.40487 2.32605 2.22198 2.01799 2.37784 1.75421 1.73487 1.71787 3.61951 1.60889 1.16704 0.993698 0.914671 0.825849 0.825634 0.806889 0.635417 0.584689 7.51165 5.06739 2.15105
threshold=0 1 2 3 3.5000000000000004 4 5 1.0000000180025095e-35 6 4.5000000000000009 7 8 9 10 11 9.5000000000000018 12 13 14 15 16 17 5.5000000000000009 10.500000000000002 18 21.500000000000004 19 20 21 22 23 13.500000000000002 8.5000000000000018 24 6.5000000000000009 25 26 3.5000000000000004 27
decision_type=1 1 9 1 2 9 1 2 9 2 1 1 1 9 9 2 9 1 1 1 1 9 2 2 1 2 9 1 1 1 1 2 2 1 2 1 9 2 9
left_child=-1 25 11 4 5 6 -4 8 33 18 -11 21 13 -13 28 16 -6 -15 -9 -16 -10 23 31 34 -17 35 29 -7 -14 -27 -28 -23 -32 -5 -3 36 37 -2 -38
right_child=1 2 3 7 15 27 -8 9 20 10 -12 12 14 17 19 24 -18 -19 -20 -21 -22 22 -24 -25 -26 26 30 -29 -30 -31 32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=-0.04857141505823459 -0.025595009465150888 0.0017803265385456315 0 -0.0066488168801721844 -0.0099070359052570219 -0.008983563551669042 0.026077473584500788 0.006938945127982721 0.008049643973206606 -0.0053048558630986566 0.020028147981842138 -0.039178062013683845 -0.0024868364906412868 0 0.0060924416847223627 0.024088119656988077 0.0095714744860111792 -0.016652352694430297 -0.0041190010469468446 -0.0050195966986181706 -0.0039944893744716919 -0.01914989419978199 0.0080608944099508657 -0.011735664176665349 0 0.0029883054382767609 0 0.0048191549174043781 0.014882257390823822 -0.012418099581995332 0.038200141013468553 0 0 -0.024246938210009589 0.0083142689175966789 -6.6749363260003831e-05 0.015294063075902113 0 0.0023469586252948503
leaf_weight=34.166300670913188 131.7086619308684 1203.9657724282006 122.25960929458961 158.49392094276845 445.10680746182334 91.486549109569751 315.84284821106121 244.20315154618584 252.40806287748273 51.832855329615995 168.69977875961922 102.83765737479553 8.1326112193055451 304.84879144502338 165.15649450483033 27.213680895511061 121.51471118140034 159.720078901737 575.73901729146019 1223.1370267604943 254.73853064700961 92.101505139376968 14.368836054811252 48.447685945080593 38.130112932994962 53.01134563353844 8.4914766838774067 195.84791108814534 179.48736185394228 21.084125799825415 31.662033006432466 1.8858410259708751 2.5630615795962504 226.26618192717433 203.68863993976265 12644.955954843375 110.57307060377207 138.31352756405249 2597.2154819283169
leaf_count=809112 20227 133244 12939 11316 33097 8314 26430 21488 30983 3393 10702 11178 1099 25141 20235 2078 11819 17542 65869 96828 29377 12984 1830 3635 3041 2120 408 16701 6495 1240 2084 321 147 30805 17154 1074517 11566 21198 259635
internal_value=0 -9.64865e-06 -0.000814018 0.00100482 0.00534576 0.0118342 0.0187922 -0.00192159 -0.00748388 0.00264233 0.013542 -0.00250136 -0.00509476 -0.015366 -0.00102357 -0.00184793 -0.00496133 -0.00650779 -0.000310797 -0.00335403 0.00160186 0.000903085 -0.00991003 0.00215171 0.0150693 0.000330112 0.0111386 0 0.0125067 -0.00158291 0.0255799 -0.017162 0.0308657 -0.0190128 0.00308823 0.000209149 0.00146479 -0.013134 0.00319978
internal_weight=0 22737.1 6997.56 3289.78 1357.4 725.437 438.102 1932.38 891.907 1040.47 220.533 3707.78 2143.32 567.407 1575.91 631.965 566.622 464.569 819.942 1388.29 507.147 1564.46 108.356 1456.1 65.3438 15739.6 116.812 287.334 187.62 74.0955 42.7166 93.9873 34.2251 384.76 1407.65 15622.8 2977.81 270.022 2707.79
internal_count=2868292 2059180 666038 318352 114419 64384 39369 203933 102481 101452 14095 347686 178518 53861 124657 50035 44916 42683 87357 117063 60360 169168 15135 154033 5119 1393142 5999 25015 7594 3360 2639 13305 2231 42121 150398 1387143 312626 41425 271201
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 9 527165 2 8396864 712 64 273 208 2 536 16 4211906 44 524 768 820 2856 47 10758318 113 32 188 266 864 832 534041 6619136
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=40
num_cat=27
split_feature=4 7 2 5 1 0 2 2 0 5 2 2 3 1 1 2 1 2 3 3 1 2 2 0 2 1 3 0 2 1 0 2 3 1 1 1 3 3 2
split_gain=13.9324 0.573045 1.71784 4.63001 5.66588 4.38257 8.42531 3.33348 3.61144 3.21795 18.5652 5.21483 6.64193 6.13748 4.52748 2.84701 2.75917 5.17335 2.74779 2.51086 6.30551 5.49922 2.22572 1.8 1.86211 1.72658 1.61642 1.59274 3.27032 1.55444 1.3645 1.35853 0.931166 0.881772 0.87821 0.796061 0.770504 0.500818 0.610151
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6 1.0000000180025095e-35 7 8 9 3.5000000000000004 10 11 12 13 14 3.5000000000000004 3.5000000000000004 15 16 17 13.500000000000002 18 19 6.5000000000000009 21.500000000000004 20 21 1.0000000180025095e-35 22 3.5000000000000004 23 24 25 8.5000000000000018 4.5000000000000009 26
decision_type=1 1 9 1 1 2 9 9 2 1 9 9 2 1 1 9 1 9 2 2 1 9 9 2 9 1 2 2 9 1 2 9 2 1 1 1 2 2 9
left_child=-1 27 9 4 22 6 35 8 -6 10 23 12 15 -14 18 -11 17 -7 -12 21 -21 -13 26 24 -3 -9 -4 -2 33 -8 -16 -18 -24 37 -30 -5 -36 38 -29
right_child=1 2 3 5 7 16 29 25 -10 11 14 19 13 -15 30 -17 31 -19 -20 20 -22 -23 32 -25 -26 -27 -28 28 34 -31 -32 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=-0.047252382245808827 0.000220602802290748 -0.012803038841208881 0.016036444736143417 0 0.021916045377474908 0.014619387776670956 0.0080603934909768953 0.0083251966423633639 0.0040781778223816234 0.0025505659797354519 0.024862865611235005 0.0033896216320563445 0.024857222504493723 0.0027544532355533433 0.0028625834340543234 -0.012544847768820012 -0.0094766949874570683 -0.0067161875257357425 0.001676795996295167 0.002229965283676822 -0.018177698190024013 -0.011626564787647469 0 0.0014789885597716662 -0.03469934833712314 -0.0044117673028991914 -0.0048174214448717424 0 0 -0.0024456352517838002 -0.0061355645343493023 0.0003353342613350073 -0.013200724412235696 -0.01171598723085842 0.036391586789087063 -0.018718715379039668 0 -0.0012568307122367466 0.012944100199671911
leaf_weight=32.561754425682011 15620.872086515708 287.99637068319134 48.853364339563996 13.065899551613256 295.82632716489024 311.96691001486033 177.19825429917546 145.70066986558959 275.70758819789626 236.45487460400909 93.834378510015085 825.11155968264211 202.28150765411556 378.33377955656033 228.46079334896058 166.24051539262291 137.28353993006749 120.33105096733198 149.24810035503469 230.88655566779198 287.26634544652188 296.22776007209904 73.366629121825099 3.4360203212127081 141.80206817935687 192.56057026493363 20.154989531030878 5.7728880546055734 8.4932438340038043 311.82836455479264 347.76575619901996 450.61056824680418 177.91705020796508 20.612363630440086 32.436832168605179 364.92522126343101 2.5630615795962504 16.747626777738333 30.670061965240166
leaf_count=809492 1386500 37343 5450 895 27247 29065 23728 11565 12899 18185 8443 61177 20649 44117 19895 17264 14437 8359 10297 20979 24576 38287 10056 248 15932 15608 2032 294 407 35232 27907 46248 15679 1227 2075 39962 147 492 1338
internal_value=0 0 -0.000747304 0.000928122 0.005697 -0.00205943 -0.00724795 0.00969424 0.0142062 -0.00216734 -0.0062819 -4.86533e-05 0.00546519 0.0122413 0.00244557 -0.00365647 0.0021455 0.00797955 0.0129978 -0.0035854 -0.00920342 -0.000587814 -0.00479842 -0.0220996 -0.0235054 0.000581586 0.00663169 0.000338039 0.0107335 0.00111575 -0.00207382 -0.00193591 -0.00944696 -0.00133008 0.0243418 -0.0176841 0.0294359 0.00277675 0.009294
internal_weight=0 22730.8 6992.64 3117.3 1230.09 1887.21 867.018 909.795 571.534 3875.35 1252.54 2622.8 983.311 580.615 819.309 402.695 1020.19 432.298 243.082 1639.49 518.153 1121.34 320.292 433.234 429.798 338.261 69.0084 15738.2 117.296 489.027 576.227 587.894 251.284 73.8029 43.4931 377.991 34.9999 53.1906 36.443
internal_count=2865733 2056241 663761 298462 100536 197926 99817 67319 40146 365299 120065 245234 100215 64766 66542 35449 98109 37424 18740 145019 45555 99464 33217 53523 53275 27173 7482 1392480 5980 58960 47802 60685 25735 3351 2629 40857 2222 2124 1632
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 9 543549 2 960 64 8659008 2 792 17169 897 80 528 652 8660032 864 2060 14950400 256 40 10758318 816 10756096 188 266 256 2097290
is_linear=0
shrinkage=0.1


Tree=73
num_leaves=40
num_cat=27
split_feature=4 2 5 2 2 2 1 1 1 5 2 2 0 3 1 3 0 2 2 1 1 0 1 3 1 2 0 7 2 2 2 2 0 3 3 3 2 0 7
split_gain=12.8054 0.48116 6.35329 46.8614 12.9453 12.7665 8.0147 7.80025 5.426 5.30693 70.5676 33.8252 20.3186 18.2795 17.502 16.1056 10.4319 10.2361 8.75627 6.98871 6.86573 4.74809 4.62073 4.55966 9.75398 6.57989 4.3219 4.11647 3.90528 3.79679 3.75264 3.70642 3.63058 3.29495 3.25172 3.45948 2.86229 2.73509 2.46037
threshold=0 1 2 3 4 5 6 7 8 9 10 11 3.5000000000000004 3.5000000000000004 12 3.5000000000000004 1.0000000180025095e-35 13 14 15 16 4.5000000000000009 17 2.5000000000000004 18 19 3.5000000000000004 20 21 22 23 24 2.5000000000000004 5.5000000000000009 3.5000000000000004 1.5000000000000002 25 2.5000000000000004 26
decision_type=1 9 1 9 9 9 1 1 1 1 9 9 2 2 1 2 2 9 9 1 1 2 1 2 1 9 2 1 9 9 9 9 2 2 2 2 9 2 1
left_child=-1 2 3 5 7 6 -2 21 -5 10 12 15 31 36 18 19 -16 -18 -13 -11 -15 28 27 24 -9 -25 30 -6 -4 -22 -17 -3 -10 -20 35 -24 -12 -7 -36
right_child=1 9 4 8 22 37 -8 23 32 11 13 14 -14 20 16 26 17 -19 33 -21 29 -23 34 25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=-0.045933440335359399 -0.0014039480977349225 -0.010785683626345868 0.02054250651756339 0.0057847945260486719 -0.0029699283133222294 -0.046147832434328219 -0.020229715708260626 0.013317731674393572 7.5045826851844572e-05 0.010089726107393511 0.023775968784295762 -0.0038070414599782041 0.0092642564224799401 0.011426654295149205 -0.0091903906624458045 -0.0032702881818116609 -0.0041240414888564841 0.0083972323738115452 -0.031414879878822737 -0.0085698135726513681 0.0028737362932700233 -0.010571546414210998 0.0062518190971978388 0.018153431767004551 -0.0010829299729991264 -0.0013895187259706544 0 0.0091054815797847171 -0.00065325681686057122 -0.0073409950552503602 0.034134878740152114 -0.050499101798189595 -0.012989033620488248 0 -0.014137733446373275 -0.01222424656122003 0.011574652894280484 0 0
leaf_weight=31.035606980629382 411.55869494075887 94.017607892863452 489.49523191340268 2140.0617349119857 726.73483235156164 191.77040204196237 651.45176115666982 949.62008605571464 963.20481261750683 639.1089299536543 356.41234090487706 288.33920036832569 66.504166214028373 391.76120237330906 1498.7693133291905 14.578647146467119 1473.7536582917674 1095.3514301924733 385.92822250630707 235.13243135914672 560.19112302083522 33.163077690638602 72.103464093641378 145.64975159568712 825.67734554386698 2352.0876619513147 36.895531620597467 394.97526698943693 78.244730168487877 804.33978709363146 336.08833880047314 254.08092958235648 228.24364814651199 24.71907249186188 103.77318654838018 962.21148009377066 1564.0291551821865 18.562069738982245 886.68350220983848
leaf_count=808884 51728 14876 53774 173239 70062 19104 85968 49077 86828 35749 22245 18316 8271 20470 171117 1187 129550 129611 50693 31872 33994 2631 10091 16773 50206 216781 3721 37735 11634 51071 28131 29588 13380 1302 9330 108381 127556 1065 79126
internal_value=0 -4.86444e-05 -0.000471493 -0.00343727 0.0011999 -0.0194638 -0.0135283 0.00444054 0.00276772 0.000449183 0.003239 -0.00140052 -0.0338807 0.00781634 -0.00530635 0.0128449 -0.00261911 0.00115079 -0.019551 0.00463835 0.000257563 0.0148731 -0.00372225 0.00277956 0.00661499 0 0.0292828 0.00119093 0.017566 -0.00297146 0.0324673 -0.0438941 -0.00241975 -0.0286209 -0.00655975 -0.0105145 0.014505 -0.0413084 -0.00201251
internal_weight=0 22745.3 12625.3 4604.85 8020.42 1273.34 1063.01 4873.94 3331.51 10120 4091.34 6028.66 414.603 3676.73 4766.86 1261.8 4067.87 2569.11 698.986 874.241 1756.29 600.903 3146.48 4273.03 1775.3 2497.74 387.563 1121.71 567.74 1364.53 350.667 348.099 1191.45 410.647 2024.77 1034.31 1920.44 210.332 990.457
internal_count=2865117 2056233 1146913 431312 715601 157865 137696 400876 273447 909320 308071 601249 52735 255336 500589 100660 430278 259161 70311 67621 105535 68039 314725 332837 99283 233554 33039 107797 65408 85065 29318 44464 100208 51995 206928 118472 149801 20169 88456
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 2683688 2 776 4872 768 28 896 230 2 1042 66579 7 8390788 8390788 79 19 780 60 512 1 4352 12585088 65536 2 12847108 4
is_linear=0
shrinkage=0.1


Tree=74
num_leaves=40
num_cat=27
split_feature=4 6 1 7 2 3 2 3 2 1 1 1 0 7 2 1 2 7 1 0 3 2 2 1 3 3 3 0 1 2 0 3 2 2 1 2 2 3 2
split_gain=11.8375 0.539969 1.72915 4.16447 3.47698 2.25361 1.92417 1.6833 1.99919 1.70295 1.4667 1.23169 1.14779 0.759642 2.09461 4.24696 2.46815 3.30789 2.01823 3.4719 1.79023 1.57844 1.41073 2.84682 1.26361 1.18182 1.13845 1.09742 0.846669 2.41708 1.87902 2.12733 1.95475 1.45575 2.76974 3.26356 2.58268 0.982339 7.6352
threshold=0 1 2 3 4 5.5000000000000009 5 1.5000000000000002 6 7 8 9 18.500000000000004 10 11 12 13 14 15 1.0000000180025095e-35 3.5000000000000004 16 17 18 7.5000000000000009 10.500000000000002 2.5000000000000004 1.0000000180025095e-35 19 20 1.5000000000000002 7.5000000000000009 21 22 23 24 25 3.5000000000000004 26
decision_type=1 1 1 1 9 2 9 2 9 1 1 1 2 1 9 1 9 1 1 2 2 9 9 1 2 2 2 2 1 9 2 2 9 9 1 9 9 2 9
left_child=-1 13 3 -3 5 10 -5 -6 9 -9 -4 -10 -8 28 18 16 25 -18 19 26 21 -20 23 -17 -22 -16 -15 -24 29 -2 31 -31 -32 34 35 -30 -36 -35 -39
right_child=1 2 4 6 7 -7 12 8 11 -11 -12 -13 -14 14 15 22 17 -19 20 -21 24 -23 27 -25 -26 -27 -28 -29 33 30 32 -33 -34 37 36 -37 -38 38 -40
leaf_value=-0.044675257426503551 -0.0093209002987252217 -0.0069488491162386749 0 -0.0020158809268528651 0.016918027873810859 -4.560145692012054e-05 0.028455599176644898 0.0016139726163073853 0.003999533227533783 -0.010590066314924686 0.031174081283746054 -0.0029448640198285834 0 -0.0039739969830064779 -0.0073792881213979164 0 0.015411961443534431 -0.0033687406033439567 -0.001110566485807564 0 0.0028876424709719018 -0.0096002875842427556 0 0.026491733039939142 -0.0047255959382891226 0.0070146285148527041 -0.017161373701545111 0.004521839105637789 0.0078624420449223565 0.010731797189170734 0.0088683239856840821 -0.0046126772717981447 -0.0051633560300991012 -0.00019326654427207244 -0.00083903610886655686 -0.0020788692838829659 -0.0086481016269892401 -0.0053186395851575708 0.0043399174470943585
leaf_weight=29.647570104338229 90.54447243316099 49.371463741874322 12.121465230069587 10.948776250937952 18.603091569151729 14.852461694041265 95.52419945015572 103.3147279843688 523.08919885358773 322.79888735385612 36.765566671383567 395.91077928408049 3.4902603570371857 205.89523081004154 907.77874503016938 67.3533418966108 100.73584537243005 207.74153653171379 830.7927500581718 368.89705249364488 1026.9919265685603 333.6599832699867 924.05139115499333 41.053830123390071 224.86232610559091 16.372457115445286 265.82503526273649 1098.3595823488431 477.76765866507776 493.23072442709235 104.93018495081924 61.571326417382807 265.66800256352872 6234.4390131296241 1115.8988018400269 810.15485893632285 779.24868509348016 1055.7149966413854 3047.1176480397116
leaf_count=809028 12480 4437 1386 1204 2251 1582 7747 5095 39017 17143 4249 34649 130 11840 98304 9225 8759 20515 85309 33517 104611 26213 105581 3689 19501 943 27129 84531 33453 54839 9557 6465 20680 570925 133206 97893 58176 79360 221659
internal_value=0 -4.88294e-05 0.00169419 0.0104691 0.000240068 0.0180489 0.0200575 -0.000869188 -0.0017034 -0.0071029 0.0275638 0.000696972 0.0245341 -0.000195933 -0.00108739 0.00058929 -0.00389777 0.00296845 -0.00289604 -0.00708768 -0.00122398 -0.00406405 0.00334714 0.0133631 0.0012075 -0.00652891 -0.0125851 0.00241603 0.000191491 0.0029197 0.00476469 0.00836662 0 0 -0.00187747 0.00150879 -0.00431739 0.000555003 0.00175911
internal_weight=0 22743.4 1586.79 159.335 1427.46 63.7395 109.963 1363.72 1345.11 426.114 48.887 919 99.0145 21156.7 6620.37 3363.45 1232.63 308.477 3256.92 840.617 2416.31 1164.45 2130.82 108.407 1251.85 924.151 471.72 2022.41 14536.3 1015.94 925.4 554.802 370.598 13520.3 3183.07 1287.92 1895.15 10337.3 4102.83
internal_count=2866278 2057250 118890 13518 105372 7217 9081 98155 95904 22238 5635 73666 7877 1938360 639667 331547 128521 29274 308120 72486 235634 111522 203026 12914 124112 99247 38969 190112 1298693 104021 91541 61304 30237 1194672 322728 131346 191382 871944 301019
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 1 64 1 8389638 9244678 2361505 777 388 662 1 578873 353 8399428 4 778 5161 8650756 132 768 2884114 5517 4575621 176 69760 16640 2099208
is_linear=0
shrinkage=0.1


Tree=75
num_leaves=40
num_cat=27
split_feature=4 0 2 3 1 1 2 2 7 1 3 2 3 1 3 0 3 0 2 5 2 2 1 3 3 1 0 1 5 2 2 2 1 1 1 1 2 0 1
split_gain=10.9896 0.433325 2.38833 2.96531 3.3886 1.48022 4.70945 3.43351 2.75041 1.93586 1.90018 1.9782 1.45133 2.07524 1.15597 1.05753 1.04934 0.658549 0.650199 4.27721 80.0207 33.6616 23.5207 12.4268 9.98644 6.47737 5.90494 5.12752 3.88805 41.3839 16.4064 12.4303 12.6724 10.1147 7.55401 5.7125 5.2051 4.73486 3.16793
threshold=0 3.5000000000000004 1 1.5000000000000002 2 3 4 5 6 7 2.5000000000000004 8 1.5000000000000002 9 10.500000000000002 5.5000000000000009 8.5000000000000018 5.5000000000000009 10 11 12 13 14 3.5000000000000004 3.5000000000000004 15 1.0000000180025095e-35 16 17 18 19 20 21 22 23 24 25 1.5000000000000002 26
decision_type=1 2 9 2 1 1 9 9 1 1 2 9 2 1 2 2 2 2 9 1 9 9 1 2 2 1 2 1 1 9 9 9 1 1 1 1 9 2 1
left_child=-1 18 3 15 14 7 9 8 -4 -7 -9 -12 13 -8 -5 -3 -10 -14 19 20 -2 24 -23 38 27 -25 -24 -21 29 31 34 32 -20 36 -30 -31 -32 -33 -22
right_child=1 2 5 4 -6 6 12 10 16 -11 11 -13 17 -15 -16 -17 -18 -19 28 21 23 22 26 25 -26 -27 -28 -29 30 35 33 37 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.043462065739221595 -0.047847599052664877 0.00086612768500194011 -0.0062051662530672493 0.021250274612158837 0 0 0.020311491563100682 0.0078776465804756401 0.023698839713465019 -0.024080904852984673 0.0014344881819240126 -0.01116107219918022 -0.0030491534998119459 -0.0038472478112748093 0 -0.01559008643944928 0 0.001170334259581384 0.0026858798340961536 -0.0063172184839813102 0.0025086816817758008 -0.025898230273793895 -0.0077925708869099348 0.0071670342180018502 0.029981070844087132 -0.0064078228866148047 0.0013316699560931315 0.011690584855561575 -0.021330293658088539 0.0060969434210248656 0.034432238388629764 -0.041396122407396173 -0.02020677786608157 0.0024822066071950449 -0.0040311867631441832 -0.0027362926152629894 -0.00048197154247126895 0 0.015647076291458617
leaf_weight=28.367672516800667 239.57374193635769 18.539837487856857 15.950553964823484 194.06557743821759 191.13149987347424 73.422807557042688 41.901906299171969 152.99168280977756 123.26310443447437 89.398453093483113 201.74313503690064 176.19561197678559 635.7454457313288 20.138261384796351 4.2818458057008675 37.437321970122866 10.783788279164581 687.12253243755549 364.6077954255743 168.0608410948189 310.39309853385203 488.71527413651347 1209.972870258789 690.52562366810162 275.71107135294005 630.93963625910692 1539.4022448869655 533.91743249620777 278.14945807005279 2066.5570060625323 120.70378262770828 259.08878196717706 554.91721225425135 5921.9798891482642 1885.7666310919449 1041.2993635527091 44.004635655786842 46.255057661794126 1387.7504349624505
leaf_count=809469 27680 1586 791 18068 17801 3722 4843 11261 5545 4141 9948 7088 39524 2650 355 3034 487 32215 46800 28362 33263 59573 145076 48897 16548 52447 181538 20494 18810 152415 15213 32946 79936 535349 184475 84994 5362 4615 120584
internal_value=0 -7.37195e-07 0.00117392 0.00753941 0.0111313 -8.18264e-05 -0.00191158 0.00353634 0.015127 -0.016155 -4.3181e-05 -0.00432956 0 0.012301 0.01898 -0.00825 0.0202318 -0.000658369 -0.000173793 0.000542095 0.003277 -0.00150852 -0.00648714 0.00799304 0.0143075 0.000470926 -0.00260727 0.00696068 -0.000623054 -0.00305026 0.00062102 -0.0183357 -0.0110832 0.00331203 -0.00673771 0.00304487 0.0253673 -0.035494 0.0136095
internal_weight=0 22732.4 2674.11 445.456 389.479 2228.66 1547.73 680.928 149.997 162.821 530.93 377.939 1384.91 62.0402 198.347 55.9772 134.047 1322.87 20058.3 7474.96 3259.18 4215.78 3238.09 3019.61 977.689 1321.47 2749.38 701.978 12583.3 4332.73 8250.6 1224.87 919.525 6086.69 2163.92 3107.86 164.708 305.344 1698.14
internal_count=2867905 2058436 163059 40844 36224 122215 87095 35120 6823 7863 28297 17036 79232 7493 18423 4620 6032 71739 1895377 734462 282871 451591 386187 255191 65404 101344 326614 48856 1160915 401706 759209 164297 126736 555924 203285 237409 20575 37561 153847
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 8471686 410 70 2629633 2629888 4 648 2608 312 11275345 2 1040 787473 7 91 496 2 778 4227236 258 29 768 11 496 73986 144
is_linear=0
shrinkage=0.1


Tree=76
num_leaves=40
num_cat=20
split_feature=4 2 1 3 7 7 3 3 0 3 0 2 3 1 7 0 0 3 0 1 2 5 2 2 1 2 1 1 3 2 3 1 0 3 0 0 1 3 0
split_gain=10.1688 0.498025 3.17761 5.23508 4.21155 1.72807 1.66406 1.02651 0.618195 0.927138 0.346317 1.5655 4.26677 2.71976 2.10362 2.09084 1.7544 1.23831 1.32767 0.687256 0.545559 0.498563 98.0547 31.8632 19.1552 18.6544 12.0184 11.6055 11.3707 7.76158 11.0665 8.51399 7.14904 6.32431 3.25233 3.04066 0.484226 0.371049 0.292187
threshold=0 1 2 5.5000000000000009 3 4 5.5000000000000009 1.5000000000000002 1.5000000000000002 3.5000000000000004 8.5000000000000018 5 5.5000000000000009 6 7 20.500000000000004 17.500000000000004 1.5000000000000002 25.500000000000004 8 9 10 11 12 13 14 15 16 3.5000000000000004 17 3.5000000000000004 18 1.5000000000000002 4.5000000000000009 5.5000000000000009 3.5000000000000004 19 13.500000000000002 17.500000000000004
decision_type=1 9 1 2 1 1 2 2 2 2 2 9 2 1 1 2 2 2 2 1 9 1 9 9 1 9 1 1 2 9 2 1 2 2 2 2 1 2 2
left_child=-1 2 4 5 -2 8 7 -6 -4 -10 21 12 13 20 15 37 -15 18 -16 -19 -12 22 27 29 32 26 -24 35 -27 31 -31 -23 -25 -26 -29 -3 -17 -13 -5
right_child=1 10 3 38 6 -7 -8 -9 9 -11 11 14 -14 16 17 36 -18 19 -20 -21 -22 23 25 24 33 28 -28 34 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.042272565664147631 0 -0.018272353448549848 -0.0035174633558505372 0.028316346503065245 0 -0.011405681284150967 0 0.043667699628237966 0 0.014929548850889067 0.0099887522625308565 0.028766491526009359 0.016385317929816193 -0.022568782904273867 0.02435664378364337 0.0052700042521125713 0 0.0027018594002238268 0 -0.0056076520476868539 -0.00024489508521762621 0.014310836418242549 0.0028355242529634096 -0.036555858409370284 -0.0047636160880088797 0.0086523982364912558 -0.017347025827366309 -0.051982179656924525 0.00026162306880230332 0.0053490570946124888 0.024184179120957702 0.0014683960158875561 0 0.0024623798499174118 0 0.005910769503817281 -0.0080767083725333515 0 0
leaf_weight=27.165000420198339 79.904545573110227 167.24422949907603 155.15057021833491 26.805760961666241 4.3080849351827046 169.51873211422935 3.488348039565607 32.518270277301781 112.29632857308025 29.053597194608301 21.932418661657721 49.533958312822506 51.292710294481367 107.43203182681464 13.255128879565747 7.9952354934066534 45.569697391940281 140.29087803140283 5.682863892056047 142.33245126740076 65.494171228958294 571.72510906879324 447.39044446870685 225.07886165846139 5254.14104220632 3135.312602211372 688.30289597983938 377.04162330669351 3457.9020074509317 1050.6440328046447 471.78807767201215 3985.9967522278894 88.573610218474641 1490.6563806743361 14.127337497659026 32.083679039031267 13.79610328609124 0.55897624371573229 0.45856724260374804
leaf_count=809583 8419 23565 21483 3695 415 23178 435 3450 13633 3398 835 1735 1795 5510 1035 192 2466 5678 552 6569 3961 61664 53931 26239 601660 267586 93096 40647 233474 94424 40237 298427 8055 101247 959 4220 530 28 72
internal_value=0 -2.59506e-05 0.00267641 -0.000678936 0.0150488 -0.00448454 0.0317211 0.0403773 0 0.00476538 -0.00011911 0.00204029 -0.00263337 -0.00926512 0.00626898 0.0183111 -0.0160534 0.000711914 0.0159079 -0.000752779 0.00229774 -0.00020282 -0.000813392 0.000161987 -0.00437401 0.00223303 -0.00931525 -0.0387623 0.00431164 0.00547075 0.0116586 0.0032551 -0.027206 -0.0031139 -0.0491741 -0.0122725 0 0.0278462 0.0272832
internal_weight=0 22736.7 613.503 493.284 120.219 466.019 40.3147 36.8264 296.5 141.35 22123.2 665.167 291.721 240.428 373.446 71.8843 153.002 301.561 18.938 282.623 87.4266 21458 8319.4 13138.6 7058.45 7728.91 1135.69 590.497 6593.21 6080.15 1522.43 4557.72 313.652 6744.8 391.169 199.328 21.7913 50.0929 27.2643
internal_count=2868078 2058495 78178 65459 12719 61692 4300 3865 38514 17031 1980317 30886 14567 12772 16319 2485 7976 13834 1587 12247 4796 1949431 717478 1231953 737201 648087 147027 69391 501060 494752 134661 360091 34294 702907 41606 27785 722 1763 3767
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=2 12648452 538 1 1 2634818 75 12 156 2629632 2 1560 530203 3 4355 29 992 4360 896 20
is_linear=0
shrinkage=0.1


Tree=77
num_leaves=40
num_cat=21
split_feature=4 6 1 5 3 2 2 2 0 2 7 0 3 0 0 3 0 3 7 2 1 2 3 1 7 0 2 3 3 3 2 0 2 1 1 0 2 3 0
split_gain=9.4372 0.41481 1.48479 2.08286 3.17755 3.10068 2.4649 2.06597 2.3445 1.89587 1.55181 1.34057 1.31661 1.18015 1.1166 1.12547 1.09166 1.87832 0.754457 1.64673 3.63908 2.16999 2.33115 1.74302 2.68234 3.16299 2.66415 2.2537 1.66828 1.15292 1.09466 0.953791 0.835749 2.84118 2.40552 1.80509 2.51797 2.50478 1.66008
threshold=0 1 2 3 4.5000000000000009 4 5 6 1.0000000180025095e-35 7 8 6.5000000000000009 4.5000000000000009 109.50000000000001 8.5000000000000018 5.5000000000000009 3.5000000000000004 7.5000000000000009 9 10 11 12 3.5000000000000004 13 14 3.5000000000000004 15 9.5000000000000018 5.5000000000000009 11.500000000000002 16 1.5000000000000002 17 18 19 6.5000000000000009 20 3.5000000000000004 6.5000000000000009
decision_type=1 1 1 1 2 9 9 9 2 9 1 2 2 2 2 2 2 2 1 9 1 9 2 1 1 2 9 2 2 2 9 2 9 1 1 2 9 2 2
left_child=-1 18 3 4 5 -3 10 -6 -9 -4 11 -5 -8 -7 16 -16 17 -11 32 23 21 28 -23 27 26 -26 -25 30 -21 31 -20 -22 33 -2 -34 37 -37 -36 -35
right_child=1 2 9 6 7 13 12 8 -10 14 -12 -13 -14 -15 15 -17 -18 -19 19 20 29 22 -24 24 25 -27 -28 -29 -30 -31 -32 -33 34 38 35 36 -38 -39 -40
leaf_value=-0.041113200660136281 0.0039513070735989536 0.0084533952683648137 0.0088756140052901264 0.021560158245261338 -0.0082156587113050693 -0.022373847024456509 0 -0.0033138107379620261 0.023714115518810142 -0.0018287478460402408 0 0 -0.015224536723397297 0 0.017207212247590874 -0.00071083789486334507 -0.010405962050729486 0.016930935523704255 0.0042219120828621542 -0.010529859383924506 0.00019838074476749839 0.015638694204428275 -0.0045360021379683242 0.0048175344198048455 -0.012940068811421332 0.0074141078303757661 -0.005183973804491997 -0.01515807462719071 0.0011146836411162671 0.016321627834984254 -0.0013641425611220902 0.004280597194156824 -0.002360249891592496 -0.00091834366718597483 -0.00083111092631831278 0.0068292437047637409 -0.013061500983225045 0.0038385117612726991 0.0079896282135209339
leaf_weight=26.039544253399072 2249.2658203215105 12.237209161859937 410.20352181198541 92.377462030155584 32.344033047789708 158.75916317827068 184.67335306422319 16.323228678898886 44.825700153131038 361.93266855552793 61.593044984852895 5.5688354852609327 41.246579845203087 0.28763168212026258 40.497886520810425 10.608472135383634 84.907009484712034 30.954592308728024 575.63127891602926 527.3654648316442 1971.0039858794771 64.625850038952194 88.247837848495692 358.65157187893055 530.62095588771626 48.839830213459209 692.78556585952174 62.1634827835951 94.091565798269585 30.484555365750566 676.93447080056649 894.60373780556256 3563.1121076683048 3939.4993130796356 2073.3670639310731 44.731257245643064 157.28616096731275 2312.1680493280292 187.37064417870715
leaf_count=809550 125749 817 32013 6405 2803 13001 15363 1431 2712 29873 4694 232 3838 7 983 219 3240 1754 64363 62647 207143 6904 9112 33196 45798 2681 59605 5619 7213 2214 65704 67900 366295 304139 248938 2275 9035 230803 12274
internal_value=0 -1.03484e-05 0.00151721 -0.00180041 -0.00843215 -0.0159584 0.00226952 0.00345416 0.0130591 0.00408495 0.0108677 0.0170982 -0.00348088 -0.0198634 0 0.0109018 -0.00173386 3.61142e-05 -0.000141334 -0.00103203 0.000311236 -0.0055103 0.00333613 -0.00278804 -0.00493637 -0.0102831 -0.001446 0 -0.00821014 0.00202379 0.00103008 0.00160754 0.000245545 0.00111234 -0.000398031 0.00106841 -0.00731929 0.00157225 -0.000386058
internal_weight=0 22732.2 1589.34 650.236 264.777 171.284 385.459 93.493 61.1489 939.104 159.539 97.9463 225.92 159.047 528.901 51.1064 477.794 392.887 21142.9 6616.05 3670.42 774.331 152.874 2945.63 1630.9 579.461 1051.44 1314.73 621.457 2896.09 1252.57 2865.61 14526.8 6376.14 8150.66 4587.55 202.017 4385.54 4126.87
internal_count=2868542 2058992 119385 51303 20771 13825 30532 6946 4143 68082 11331 6637 19201 13008 36069 1202 34867 31627 1939607 640099 363133 85876 16016 276966 141280 48479 92801 135686 69860 277257 130067 275043 1299508 442162 857346 491051 11310 479741 316413
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 1 293 2 8653830 2107088 8654215 8410527 5 1 558393 321 10500164 193 2 1057 264 8915005 556 652 2105858
is_linear=0
shrinkage=0.1


Tree=78
num_leaves=40
num_cat=26
split_feature=4 3 2 1 3 3 3 0 2 5 3 1 3 2 1 1 2 1 1 7 2 7 3 2 1 3 7 7 1 2 3 3 7 1 7 3 2 0 1
split_gain=8.75836 0.365597 2.47615 2.82337 1.03667 0.869497 0.488508 0.353327 1.80716 2.83786 6.85253 5.04985 3.35676 4.03333 2.06601 2.04665 2.01905 2.18604 1.8335 1.27588 1.04834 1.10027 0.909819 0.580137 4.30469 4.71756 2.92578 2.11014 1.39516 4.12077 5.62798 2.26943 1.36673 1.11017 0.876423 1.83983 1.41159 0.796315 0.143412
threshold=0 15.500000000000002 1 2 36.000000000000007 16.500000000000004 27.500000000000004 3.5000000000000004 3 4 2.5000000000000004 5 5.5000000000000009 6 7 8 9 10 11 12 13 14 8.5000000000000018 15 16 2.5000000000000004 17 18 19 20 2.5000000000000004 3.5000000000000004 21 22 23 1.5000000000000002 24 1.0000000180025095e-35 25
decision_type=1 2 9 1 2 2 2 2 9 1 2 1 2 9 1 1 9 1 1 1 9 1 2 9 1 2 1 1 1 9 2 2 1 1 1 2 9 2 1
left_child=-1 7 5 -4 -5 38 -7 23 9 10 11 -9 14 -14 -11 20 17 -17 -12 -18 21 -10 -22 28 25 26 -25 -27 29 30 -2 -31 33 -26 35 -30 -36 -34 -3
right_child=1 2 3 4 -6 6 -8 8 15 12 18 -13 13 -15 -16 16 19 -19 -20 -21 22 -23 -24 24 32 27 -28 -29 34 31 -32 -33 37 -35 36 -37 -38 -39 -40
leaf_value=-0.039982708325997436 0.022600481730802726 0 -0.00621636326296276 0.033137657402288599 0 -0.016136250360621614 0 -0.0049605774953108955 0.0071243535125441529 0.006731926632573472 -0.0021716045085141212 0.02931055643875484 0.025513054925269642 -0.002105343620591971 -0.0042822851021527943 0.004204268587897084 -0.0030248529138915143 -0.012964911495884846 -0.017387813399078238 0.0058708945338955803 0.017612741239249073 -0.0065920742676245153 0 0.0038987402437977488 0.0037498212491372373 0.0037110331803552159 -0.012248932617681126 -0.0030842126710242802 -0.0094464625463084803 0.0029090539623958531 0 -0.0065513001324966087 0.00040230496411723698 0.00034469647518975611 0.0033401646326032294 0.00066194466657322167 -0.003300409794517443 -0.0031800320345743123 0.0055282891282137543
leaf_weight=24.983991973760567 192.0981151011074 3.9983774686697853 7.8797335051931441 37.115573517745361 1.394333783071487 33.837436752161011 2.49933904595673 50.075717668281868 107.60027274186723 201.46083735092543 209.96324202115647 43.291551899630576 78.316275889053941 60.864959672559053 501.39335483300965 67.837959855096415 143.3453217925271 145.076242079027 255.98974288720638 582.09442667826079 167.0149946003221 45.30164036527276 6.0128943277522913 86.121131934341975 1610.45487471245 547.24789251177572 739.1697223248193 1737.9066604118561 152.83408910152502 702.54880663624499 235.08898792229593 354.49097694456577 1052.1059328495758 2865.9850225690752 320.38822016934864 6601.6945576037397 1639.6223316914402 1130.2245433722273 11.001796204829587
leaf_count=809333 7913 286 873 3501 154 2939 274 2460 3443 11365 10610 2313 2960 3456 40825 7875 8900 12968 10883 31783 10995 1268 380 7772 156769 50786 72573 169337 16122 85078 14297 25121 132051 295573 35295 561644 145390 111730 812
internal_value=0 -8.16753e-06 0.0053073 0.0171939 0.0265319 -0.00555628 -0.0133014 -5.13505e-05 0.00100494 -0.00130543 -0.0067789 0.0137354 0.00207945 0.014814 -0.000536129 0.00374961 0.000870381 -0.0065086 -0.0120766 0.00365497 0.0102178 0.000981026 0.0152551 -0.000208659 -0.000766631 -0.0038269 -0.0102331 -0.0012976 0.000297624 0.00309948 0.0109425 -8.01172e-05 0.000632411 0.00165852 -0.000157291 0.000347733 -0.00201983 -0.00132933 0.00166399
internal_weight=0 22731.3 97.7266 46.3896 38.5099 51.3369 36.3368 22633.6 2665.64 1401.36 559.32 93.3673 842.035 139.181 702.854 1264.28 938.354 212.914 465.953 725.44 325.93 152.902 173.028 19968 9769.22 3110.45 825.291 2285.15 10198.8 1484.23 427.187 1057.04 6658.77 4476.44 8714.54 6754.53 1960.01 2182.33 15.0002
internal_count=2868107 2058774 8839 4528 3655 4311 3213 2049935 162484 84872 26266 4773 58606 6416 52190 77612 61526 20843 21493 40683 16086 4711 11375 1887451 996591 300468 80345 220123 890860 132409 22210 110199 696123 452342 758451 577766 180685 243781 1098
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 8690472 261 2623833 2 120 2099264 13 22 12870146 704 714 2 70816 5 11274840 15 4 10 520 8912920 9 800 5 788992 33
is_linear=0
shrinkage=0.1


Tree=79
num_leaves=40
num_cat=19
split_feature=4 6 2 1 7 1 3 3 2 7 2 3 0 2 0 0 0 2 2 0 1 3 0 7 0 1 1 0 2 0 1 0 2 3 3 0 0 3 3
split_gain=8.14119 0.364059 1.56883 3.0456 3.51722 2.89204 1.90587 1.7322 2.13235 1.58541 1.23029 0.896716 0.81009 0.655478 0.597367 0.579241 1.57433 3.10995 1.49908 1.17029 1.09802 0.813026 0.571583 0.393723 0.41677 0.378426 0.33135 0.319079 3.96663 2.43251 2.01387 0.635809 6.71033 0.791742 0.301999 0.300313 0.235574 0.227421 0.215089
threshold=0 1 2 3 4 5 5.5000000000000009 1.5000000000000002 6 7 8 10.500000000000002 18.500000000000004 9 26.500000000000004 31.500000000000004 21.500000000000004 10 11 83.500000000000014 12 9.5000000000000018 5.5000000000000009 13 1.0000000180025095e-35 14 15 11.500000000000002 16 14.500000000000002 17 9.5000000000000018 18 1.5000000000000002 9.5000000000000018 46.500000000000007 39.500000000000007 5.5000000000000009 4.5000000000000009
decision_type=1 1 9 1 1 1 2 2 9 1 9 2 2 9 2 2 2 9 9 2 1 2 2 1 2 1 1 2 9 2 1 2 9 2 2 2 2 2 2
left_child=-1 15 5 4 12 6 14 13 22 -10 37 -12 -4 -5 -3 16 27 25 26 34 -19 -22 -9 -7 -25 -18 36 31 30 -30 -29 33 -33 -2 -20 -15 -17 -6 -21
right_child=1 2 3 7 10 23 -8 8 9 -11 11 -13 -14 35 -16 18 17 20 19 38 21 -23 -24 24 -26 -27 -28 28 29 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.038896913179898213 -0.0042023002086984205 0.034256122741452628 0.029362481428239631 0 0.0097556477137676831 0 0 0 0.0015561701043670028 -0.0098156766610286317 -0.016348157889977701 0.00023912035910438943 0 0.025253086219966893 0 0 0 0 -0.022818293892570146 0.0052107165352870445 0.03659970697370913 0 0.0081755669670076549 0 -0.015543777675043247 -0.011184134862052246 0 0 -0.0027908723837031225 0.01930308694392753 -0.02386209873798208 -0.013355531067764874 0.021379781464361994 -4.4988218175705045e-05 0 0 0.017135700558024946 0 -0.0045583254989667093
leaf_weight=24.006944504784769 444.10970333055593 37.538271049852483 63.294388539157808 4.3053621675353497 38.60088208434172 10.181081815971993 12.319102343404664 767.63333111954853 105.44546129647642 396.23728931345977 39.887085557216778 1.8799053425900627 2.9038226217962793 13.788890855852515 0.75398178864270349 2.532816804246977 2.6705716513097286 2.8197811502031982 38.520208664005622 18.991390879731629 29.858976270537827 0.94516743742860754 65.290012430865318 5.8031166788423461 13.702344213379545 14.777179733384402 5.8740968019701523 37.396865359856747 64.439022683072835 52.860566967865452 64.02116111968644 57.24775611795485 82.055970861460082 20207.315424233209 1.4401513396296639 0.53846238460391838 3.2613380902912468 10.632043170044197 9.4976319815032166
leaf_count=809406 51647 4294 4802 595 2960 1284 1250 66922 5498 20195 4140 116 97 1615 72 205 321 127 2054 1152 1245 43 2306 746 1615 989 496 1831 3312 2368 3725 3389 3795 1861802 72 36 282 582 392
internal_value=0 -9.5976e-06 0.00141981 0.000320836 0.0120872 0.0124998 0.0230731 -0.00113846 -0.00198209 -0.00693326 0 -0.0102107 0.0248391 0.0168328 0.0327575 -0.000133184 -8.08282e-05 0.0137903 -0.00740006 -0.0132438 0.0244419 0.029562 0.000860165 -0.00411825 -0.00945279 -0.00664094 0.00622046 -0.000148422 -0.00374181 0.00658551 -0.0160273 -9.08737e-05 0.00596995 -0.000154863 -0.0216053 0.0193467 0.0112468 0.00650674 0
internal_weight=0 22731.4 1590.73 1510.44 157.198 80.2979 50.6114 1353.24 1334.61 501.683 90.9999 41.767 66.1982 18.6327 38.2923 21140.6 21060.5 51.0717 80.1176 68.4494 33.6239 30.8041 832.923 29.6865 19.5055 17.4478 11.6683 21009.4 218.718 117.3 101.418 20790.7 139.304 20651.4 39.9604 14.3274 5.79415 49.2329 28.489
internal_count=2867778 2058372 119125 109864 12697 9261 5616 97167 94921 25693 7798 4256 4899 2246 4366 1939247 1934594 2725 4653 3670 1415 1288 69228 3645 2361 1310 983 1931869 11236 5680 5556 1920633 7184 1913449 2126 1651 487 3542 1544
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 1 8422406 832 12 59 4289352 4 2232 17176 2885258 529552 258 1 128 344 8916777 48 8918225
is_linear=0
shrinkage=0.1


Tree=80
num_leaves=40
num_cat=26
split_feature=4 6 1 7 2 3 3 2 0 2 1 0 1 7 2 1 3 3 2 1 0 1 2 3 3 3 1 2 0 0 1 1 2 2 2 1 2 3 2
split_gain=7.55596 0.377759 1.25438 2.77541 2.60022 1.87599 1.50216 1.52516 1.66094 1.44922 1.03352 0.801229 0.750979 0.619136 1.51628 3.22237 2.02588 4.42376 2.11423 1.43041 3.20425 1.04567 2.78395 1.84384 0.725193 0.720381 2.24572 1.33501 0.636261 1.98266 1.78995 0.945707 1.478 0.957028 0.853647 0.604484 1.48923 1.97451 0.770989
threshold=0 1 2 3 4 5.5000000000000009 1.5000000000000002 5 1.0000000180025095e-35 6 7 1.0000000180025095e-35 8 9 10 11 3.5000000000000004 5.5000000000000009 12 13 1.5000000000000002 14 15 4.5000000000000009 12.500000000000002 3.5000000000000004 16 17 21.500000000000004 28.500000000000004 18 19 20 21 22 23 24 2.5000000000000004 25
decision_type=1 1 1 1 9 2 2 9 2 9 1 2 1 1 9 1 2 2 9 1 2 1 9 2 2 2 1 9 2 2 1 1 9 9 9 1 9 2 9
left_child=-1 13 3 -3 5 10 12 8 -8 -5 -4 -11 -6 28 19 16 18 -18 -16 20 24 22 -17 -23 -15 26 -21 -27 35 30 -30 33 -33 -31 -32 36 -2 -38 -37
right_child=1 2 4 9 6 -7 7 -9 -10 11 -12 -13 -14 14 15 21 17 -19 -20 25 -22 23 -24 -25 -26 27 -28 -29 29 31 34 32 -34 -35 -36 38 37 -39 -40
leaf_value=-0.037824616773854701 0.0082566680855232222 0.024331708436845199 0.027058143417843718 0.0088758891998810818 0.019447474049754984 -0.00021910913739753383 -0.013381834666872389 0.00074430738848089073 -0.00062842813972761218 0 0 -0.014114530421742488 0 -0.014240128203749799 0.011845997213202135 0.016523895047500677 -0.019988423192109934 0.002267227090211097 -0.0040076671567164674 -0.0085434290065548955 0.0097639309522173368 -0.00075854064832319768 0.0013838065934519217 0.0067907245725698914 0 -0.0093182481272323769 -4.0297574846891263e-05 0.00067706726845999257 -0.0021330234846745327 -0.0036745306595079019 0 0.0038975461674139022 -0.019033646362642785 0.012858450246693992 0.032087130189249434 0.00072590454917810542 0.0087093483085471796 -0.0028071993352586908 -0.00078453939456423491
leaf_weight=23.075535516420132 269.97622675966704 34.935158692416735 37.640021403785795 56.292202955111861 12.627843564376233 14.929081668145953 166.03230934613384 837.81463217013516 337.77450400451198 24.56174857635051 13.508290478144771 48.255997590254992 6.3863668004014498 267.93316445406526 67.704779531341046 141.89699441601988 180.19645285792649 108.10582757508382 335.33100305305561 478.1215560490964 36.779364071553573 1418.5917149261804 582.50608665775508 373.09689831035212 2.5162559712771317 105.39708527573384 971.28332975460035 1542.1888226378942 7.8136030023451895 9.6061056035105121 4.9951829509809613 6.061894959770143 23.515523463021967 26.651232429780066 19.15700806980022 6318.2522543765954 166.7981315094512 581.31610499729868 7099.6509741699174
leaf_count=808861 31110 2373 4212 3928 1500 1592 10812 69795 15352 3021 1641 4249 781 18414 7609 11450 19701 8159 40188 55949 3121 145273 52899 24492 286 11846 83577 157345 495 608 268 419 1413 1294 846 449983 24518 50310 738032
internal_value=0 -3.0802e-05 0.00142312 0.0087985 0.000144028 0.0153931 -0.000800785 -0.00160469 -0.00580057 0 0.0239401 -0.00782403 0.0159019 -0.000156208 -0.000963159 0.000520063 -0.0052188 -0.0112735 0 -0.00243755 -0.00876823 0.00227127 0.00545141 0.000730749 -0.0133021 -0.00161011 -0.00322244 0 0.000192044 0.00725661 0.0206897 -0.000570265 -0.0104833 0.00491431 0.0262507 0.000108628 0.00241687 0 -5.09629e-05
internal_weight=0 22736.2 1590.76 164.045 1426.71 66.0774 1360.64 1341.62 503.807 129.11 51.1483 72.8177 19.0142 21145.4 6611.65 3207.43 691.338 288.302 403.036 3404.22 307.229 2516.09 724.403 1791.69 270.449 3096.99 1449.4 1647.59 14533.8 97.8006 31.9658 65.8348 29.5774 36.2573 24.1522 14436 1018.09 748.114 13417.9
internal_count=2867722 2058861 119256 13571 105685 7445 98240 95959 26164 11198 5853 7270 2281 1939605 640309 309771 75657 27860 47797 330538 21821 234114 64349 169765 18700 308717 139526 169191 1299296 5343 1609 3734 1832 1902 1114 1293953 105938 74828 1188015
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 1 576 8 8389638 2361521 8388793 58 178 1 2671931 321 270468 514 530 8722436 176 9 322 104 7178 8661262 2621578 768 4264333 11012664
is_linear=0
shrinkage=0.1


Tree=81
num_leaves=40
num_cat=29
split_feature=4 2 5 2 2 2 1 5 2 0 2 1 3 2 3 2 0 2 3 1 1 1 7 3 1 0 1 2 2 2 1 0 3 7 1 3 7 1 2
split_gain=7.07028 0.329146 4.95625 28.131 9.51632 8.90259 7.58203 3.73421 45.2657 17.6698 17.2835 11.566 9.76859 7.64621 7.49078 8.29513 5.99472 9.12122 5.60468 5.52195 4.40927 4.31779 4.30284 3.72895 3.70807 3.95281 3.35667 5.7142 3.17436 3.15573 3.08573 3.55811 3.16464 2.95384 3.1478 2.66307 2.55426 2.52947 3.79192
threshold=0 1 2 3 4 5 6 7 8 3.5000000000000004 9 10 3.5000000000000004 11 5.5000000000000009 12 1.0000000180025095e-35 13 3.5000000000000004 14 15 16 17 6.5000000000000009 18 4.5000000000000009 19 20 21 22 23 1.5000000000000002 2.5000000000000004 24 25 5.5000000000000009 26 27 28
decision_type=1 9 1 9 9 9 1 1 9 2 9 1 2 9 2 9 2 9 2 1 1 1 1 2 1 2 1 9 9 9 1 2 2 1 1 2 1 1 9
left_child=-1 2 3 30 -5 24 -6 8 9 23 18 13 29 35 22 -16 21 -18 19 -9 -20 -14 -13 -3 25 28 27 -7 -4 -10 -2 36 -33 -26 -35 -12 -32 38 -28
right_child=1 7 5 4 6 26 -8 10 12 -11 11 14 16 -15 15 -17 17 -19 20 -21 -22 -23 -24 -25 33 -27 37 -29 -30 -31 31 32 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.036820899345032965 0.0060992756864779937 -0.052663347832955912 0.015337082567504837 -0.034865849150763698 0 0.007159810443209254 -0.016957366251454577 0.0097430443743966415 0.018722504740824507 0.0086143138855417738 -0.026960940716564213 0.0052289523735300908 0.012968136559137616 -0.0025794876356202605 -0.0055804591901496524 0.02246618402050489 0.0044796347117964748 -0.013117592612827739 0 -0.0077648465404356395 0.02699438606622406 -0.00023582445618666967 -0.0043333526319388783 -0.0062494667800203404 0.0038547926146966708 -0.011799616258918323 0.0062767520870337353 -0.03085584015519471 -0.0025510132467424333 0.0075668851322923227 -0.014867579159263214 0.0074395371068351175 -0.010335915825411672 0.0044668250657554321 -0.0063933450767640664 0 0.0040371310543389572 -0.0038013305653061798 -0.017707857299709889
leaf_weight=22.232341239305242 1235.9555191660766 178.00742866541259 558.76762540440541 186.51959042827366 484.88410457002465 30.476361789740622 672.51313196390402 556.94182282802649 372.63379283162067 54.257142363348976 361.11369022447616 488.57711115380516 428.26989256544039 347.83974220714299 137.99026689166203 215.62175847194158 511.37387619074434 567.36000045994297 88.546103803440928 206.7875316120917 228.97737444145605 441.33873676403891 3271.521138806711 45.4079582716804 3446.579689305212 36.28935649455525 524.92507510026917 71.623678213916719 80.52261620759964 1848.5502785801655 32.214520084904507 82.532722544157878 460.96999604068696 376.02302976860665 638.05558594211652 24.439233070937917 1080.8632509388262 2316.405193978746 31.333954206551425
leaf_count=809346 90067 17913 60274 19803 61543 2937 96577 21418 22589 6780 49823 50543 29446 25281 7890 11917 37759 27671 7053 33973 11890 31107 371983 6569 262598 3022 46892 6936 12410 156555 2678 4680 20725 44483 47741 1304 102960 239807 2956
internal_value=0 9.16296e-07 -0.000334068 -0.00311286 -0.0148688 0.00108618 -0.0103386 0.000428119 0.00263068 -0.0336819 -0.00117801 -0.00378232 0.00541104 -0.015061 -0.00157365 0.0115992 8.18508e-05 -0.00468746 0.00995815 0.00453525 0.0209075 0.0062906 -0.00297778 -0.0462704 0.00362368 0.0104722 -0.0031891 -0.018576 0.0128134 0.009913 0.00238578 -0.000286468 -0.00686559 0.00243593 -0.00206507 -0.0243158 0.00275696 -0.00229163 0.00332527
internal_weight=0 22723 12347.5 4236.45 1343.92 8111 1157.4 10375.6 4447.2 277.673 5928.36 4847.1 4169.53 733.393 4113.71 353.612 1948.34 1078.73 1081.25 763.729 317.523 869.609 3760.1 223.415 5136.24 675.58 2974.76 102.1 639.29 2221.18 2892.54 1656.58 543.503 4460.66 1014.08 385.553 1113.08 2872.66 556.259
internal_count=2867899 2058553 1129089 399033 177923 730056 158120 929464 336389 31262 593075 518741 305127 76408 442333 19807 125983 65430 74334 55391 18943 60553 422526 24482 430528 75706 299528 9873 72684 179144 221110 131043 25405 354822 92224 51127 105638 289655 49848
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=2 2667307 2 2142240 8 4875 29 2 1040 66576 7 4456512 264320 8472704 15 706 115 12 896 3 8192 4354 12847108 98 5 112 8 772 8224
is_linear=0
shrinkage=0.1


Tree=82
num_leaves=40
num_cat=26
split_feature=4 0 2 1 0 0 0 2 0 3 3 2 1 2 6 2 7 1 1 1 3 7 3 2 2 1 2 2 1 3 2 1 2 1 1 0 2 3 3
split_gain=6.58638 0.405714 0.907251 2.68299 1.0625 1.46314 1.55664 1.45568 1.11115 0.984382 0.690275 0.630183 2.69106 7.24288 1.70616 2.6623 3.4843 3.56071 2.22508 1.62855 1.53518 1.29966 1.01835 7.40079 2.69663 2.4898 8.15694 3.68186 1.98438 1.00042 4.90534 3.61149 2.07099 4.61748 1.33081 0.628431 0.709813 0.55594 0.553718
threshold=0 1.0000000180025095e-35 1 2 2.5000000000000004 14.500000000000002 37.500000000000007 3 10.500000000000002 4.5000000000000009 1.5000000000000002 4 5 6 7 8 9 10 11 12 12.500000000000002 13 6.5000000000000009 14 15 16 17 18 19 2.5000000000000004 20 21 22 23 24 10.500000000000002 25 3.5000000000000004 1.5000000000000002
decision_type=1 2 9 1 2 2 2 9 2 2 2 9 1 9 1 9 1 1 1 1 2 1 2 9 9 1 9 9 1 2 9 1 9 1 1 2 9 2 2
left_child=-1 11 3 9 7 8 -7 -5 -6 -3 -9 12 13 -2 15 19 18 -18 -17 21 38 -13 25 28 -25 26 -16 -27 -24 30 31 -14 33 -31 -34 36 -11 -21 -15
right_child=1 2 -4 4 5 6 -8 10 -10 35 -12 14 29 20 22 16 17 -19 -20 37 -22 -23 23 24 -26 27 -28 -29 -30 32 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.035832079084119936 -0.00095929005595484819 0 7.8996225349695841e-05 -0.0010297494726220454 9.6278051829292257e-05 0.026148157785509048 -0.00071439988869378035 0 -0.015557419877009843 -0.014944983921414809 0.011995741521215672 0 0.012283125725805253 0 0.012533856261925297 0.012259710749111311 -0.0095201203524121446 0.023283730863147459 -0.010405551343501997 0.013787828319074366 0 -0.016727481664756089 0 0.0010841203002538962 0.016234712910737508 0.0015971002510421228 -0.0059828369416561802 -0.0073035684546801719 -0.028315191201760161 0.015924003699892934 -0.016125972853527053 -0.0051419046067692729 0.00078875228492638531 -0.0021989597362221764 -0.0048659898864373066 0 0 0 -0.031921245087784315
leaf_weight=21.427453773645539 515.35614175839873 227.34826204838464 10306.39821789792 75.943248504598159 269.10553164547309 13.358667046297343 3.1907997489906839 30.165113030932844 18.207489659776911 88.74990978022106 428.7504141908139 92.136600113241002 165.79756556660868 1.3257284548599262 226.91876800905447 23.818228021205869 7.461300004273653 168.55488797579892 78.497333547100425 31.988078008638695 4.0041494749020776 51.573593081207946 25.850802574539557 342.47591172438115 206.03961611900013 4072.6575408137287 1823.0424357888405 478.73636963363606 44.843884089263156 221.16038079059217 175.95661455171648 221.89291097247042 1395.6156914201565 240.13159326603636 520.80041451728903 5.4968286361545315 6.1608351772883898 12.625400872435419 103.81867925415281
leaf_count=809302 16288 20836 842601 10506 25607 1113 393 3168 1717 6853 39242 5769 29834 220 34043 2045 992 18475 9264 2755 455 4508 4657 38471 12726 369201 228442 59987 4932 16340 18156 25376 123885 20699 45555 249 920 1524 10391
internal_value=0 0 0.000413467 0.003016 0.00608308 0.00026613 0.0174017 0.00877472 -0.00132735 -0.00382481 0.0107751 -0.000430456 -0.00152425 -0.00728533 4.39164e-05 0.00574639 0.0114769 0.018999 -0.00105847 -0.00218762 -0.0268751 -0.00806157 -0.000305442 0.00339864 0.00800154 -0.00071193 -0.00358895 0.000540076 -0.019898 -0.000119102 -0.00387655 0.00206039 0.000683728 0.00646873 -0.000662693 -0.0108579 -0.0131678 0.00805437 -0.0311127
internal_weight=0 22726 11472.9 1166.48 838.721 303.862 16.5495 534.859 287.313 327.756 458.916 11253.1 3565.86 624.505 7687.22 466.655 278.332 176.016 102.316 188.324 109.149 143.71 7220.57 619.21 548.516 6601.36 2049.96 4551.39 70.6947 2941.36 563.647 387.69 2377.71 461.292 1916.42 100.408 94.9107 44.6135 105.144
internal_count=2867497 2058195 953205 110604 81746 28830 1506 52916 27324 28858 42410 1104990 307199 27354 797791 45332 30776 19467 11309 14556 11066 10277 752459 60786 51197 691673 262485 429188 9589 279845 73366 55210 206479 37039 169440 8022 7773 4279 10611
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 14745621 276 65540 6817969 3 145 2 8733192 1 896 130 7 5 8422410 12544 112 333312 8413514 112 2097312 960 4196368 52 240 2097173
is_linear=0
shrinkage=0.1


Tree=83
num_leaves=40
num_cat=24
split_feature=4 2 5 3 1 3 0 2 1 2 5 2 0 2 2 1 1 2 2 1 1 1 0 0 1 1 2 0 0 3 3 0 3 3 7 6 3 3 1
split_gain=6.15677 0.389514 4.96081 17.0002 9.36342 8.33717 6.62884 6.39442 4.52149 4.13943 3.98436 57.4755 18.0303 17.0063 12.5819 10.3499 8.41495 5.74257 5.14543 6.44171 5.13068 5.05291 4.39717 3.95398 3.84729 3.56049 3.3572 5.77006 2.92571 3.42811 2.89827 2.89588 2.89499 2.74056 2.73918 2.33683 2.19785 2.86732 2.06204
threshold=0 1 2 4.5000000000000009 3 3.5000000000000004 1.0000000180025095e-35 4 5 6 7 8 1.5000000000000002 9 10 11 12 13 14 15 16 17 3.5000000000000004 3.5000000000000004 18 19 20 1.0000000180025095e-35 9.5000000000000018 3.5000000000000004 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 21 22 1.5000000000000002 2.5000000000000004 23
decision_type=1 9 1 2 1 2 2 9 1 9 1 9 2 9 9 1 1 9 9 1 1 1 2 2 1 1 9 2 2 2 2 2 2 2 1 1 2 2 1
left_child=1 2 5 4 7 -1 8 35 -7 25 11 12 20 16 15 -13 36 22 19 -15 -3 23 -16 -20 -19 -8 -5 -28 29 -14 34 38 -21 -23 -18 -4 -12 -38 -6
right_child=-2 10 3 26 31 6 9 -9 -10 -11 13 14 28 18 17 -17 30 24 21 32 -22 33 -24 -25 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.0084333168192269447 -0.034890911900749978 -0.0061687091576684274 -0.02693916595931577 0 0.0017074083955480304 0.017144363534915 0.0098307420283717823 0 0 -0.012636155848512978 0.0026787624346341753 0.0029937564790415167 -0.023480279126271368 -0.0085750654970542326 0.0171353652914767 -0.015655193923872802 0.014544128286273508 0.0045094759858116569 0.023006573131475673 0.0049768348352543504 -0.04992641806932311 -0.015331298796053489 -0.0040797464783483171 -0.0079728564073852492 -0.0023518636537418094 -0.011547563089223181 0 0.025666825492906394 0.017916168972742726 0.0020398720744381339 -0.004322152002748522 0.00049626070860084315 0.017550894898731153 0.0018932512325445538 -0.0057427143084042946 0 -0.034705886674416285 -0.010998611862832477 -0.0078648430710407547
leaf_weight=1652.8342457220424 20.684066823421745 73.714827247429639 312.64099938003346 161.34663594147423 218.86472967121517 177.54882763070054 176.6575113418512 146.59708702354692 514.45078444952378 538.95450318022631 11.829968003788961 453.25411307008471 56.577961826929823 125.38944178121164 450.80709572450723 682.14630064531229 130.4757594318362 2147.4395751962438 168.75709183549043 434.29142949505695 297.54932607867522 60.693443614170974 83.31347991921939 19.646998015232384 1211.6638187970966 76.277995419921353 147.98848108272068 280.08964893431403 19.612820529611781 78.005214928183705 2260.1973132528947 1545.7231814159313 553.08380987658165 6056.6739196466515 58.355541399796493 25.427746741566807 111.38714397791773 249.49105930514634 954.68040907097748
leaf_count=131362 809725 10405 45789 10703 30254 11556 8380 10807 37703 28627 1245 54446 5670 19518 26582 93744 16496 173955 20391 26752 35427 6101 3250 1505 101157 3779 9378 15716 1421 8636 209093 186158 28468 528372 7369 2922 9287 15302 118410
internal_value=0 0 0.000623904 -0.00175027 -0.0047131 0.00358117 -0.00168526 -0.0170447 0.00509318 -0.00794338 -0.000273217 -0.00243719 -0.0326774 0.000874685 0.000901294 -0.00810673 -0.00564444 0.00366035 0.00341034 0.00965168 -0.0444946 0.00220778 0.0130226 0.0169738 0.00194771 0.00166308 0.0133187 0.0175062 -0.00175729 -0.00919023 -0.00320767 -0.00217414 0.0125021 0.00159697 0.00737826 -0.0240861 -0.0190666 -0.0211856 -0.00588347
internal_weight=0 22724.4 6930.08 3793.36 3203.93 3136.72 1483.89 484.666 692 791.89 15794.4 5554.08 525.46 10240.3 5028.62 1135.4 2821.74 3893.22 7418.54 1112.76 371.264 6305.77 534.121 188.404 3359.1 252.936 589.425 428.078 154.196 134.583 2449.03 2719.27 987.375 6117.37 188.831 338.069 372.708 360.878 1173.55
internal_count=2865861 2056136 651544 430137 394340 221407 90045 59518 49259 40786 1404592 514693 61559 889899 453134 148190 258792 304944 631107 74738 45832 556369 29832 21896 275112 12159 35797 25094 15727 14306 232958 334822 55220 534473 23865 48711 25834 24589 148664
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 8455364 2 7 65600 35 8454272 2 536 4982816 528643 29 11 4196352 529 448 928 768 230 440 132 9 1 896
is_linear=0
shrinkage=0.1


Tree=84
num_leaves=40
num_cat=26
split_feature=4 0 2 1 1 2 2 1 3 7 3 3 3 2 3 2 2 3 2 1 1 2 5 2 2 3 2 3 1 5 2 2 1 2 3 0 3 3 7
split_gain=5.73007 0.349944 1.40008 2.73881 1.8501 4.70777 2.2386 2.28923 2.1707 2.08794 1.39571 0.926483 0.913937 0.75769 0.583531 2.1317 0.708577 0.575129 2.92608 1.82469 1.32837 0.686595 2.87527 36.9795 11.7328 8.29946 7.59345 3.6828 3.16424 2.59029 29.4301 9.29691 15.5821 6.5034 5.29918 4.01054 0.418666 0.411305 1.22546
threshold=0 3.5000000000000004 1 2 3 4 5 6 2.5000000000000004 7 7.5000000000000009 8.5000000000000018 1.5000000000000002 8 10.500000000000002 9 10 12.500000000000002 11 12 13 14 15 16 17 3.5000000000000004 18 6.5000000000000009 19 20 21 22 23 24 2.5000000000000004 1.5000000000000002 4.5000000000000009 4.5000000000000009 25
decision_type=1 2 9 1 1 9 9 1 2 1 2 2 2 9 2 9 9 2 9 1 1 9 1 9 9 2 9 2 1 1 9 9 1 9 2 2 2 2 1
left_child=1 17 3 12 5 9 7 36 13 -4 -10 -11 -3 -7 16 -16 -8 21 20 -20 -19 29 23 27 25 -24 -25 -23 -26 30 35 34 -33 -32 -31 -1 -6 38 -5
right_child=-2 2 4 37 6 8 14 -9 10 11 -12 -13 -14 -15 15 -17 -18 18 19 -21 -22 22 24 26 28 -27 -28 -29 -30 31 33 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.032625241977311578 -0.033948820238628011 0 -0.0025878095202904513 0.008783304174703464 -0.0041268454638175881 0.010501923381745899 -0.00090526141159873869 -0.019895715473270334 -0.016109563269825052 0.022774423827162285 0.0027810777762907191 0 0.020902465918708962 -0.0026575964453976844 0.0069970208898417529 -0.016935937131646477 0.0029794698867179723 0.00047425634553488163 0.021750554629991609 0 -0.018727578996544921 -0.04871405673876214 -0.00069268265208580031 0.0020783634973877887 0.0019272308526717104 0.010031324287249213 -0.0075837763598426648 -0.0029732345595835314 -0.0047887449913148923 0.0073880120621094437 0.016077366714436207 -0.020885376676026208 -0.0014239725964189098 0.0033443868151297449 -0.0011628263979947284 0 0.0057910354555180087 -0.0072582947687751384 -0.0062833110322486757
leaf_weight=221.04835985146929 19.961163904314162 16.69737309566699 19.916177598992363 79.03376416338142 67.372343852417544 60.25514848716557 1052.1218185422476 82.790286947507411 103.49868906196207 158.27320119924843 10.385777240851892 7.0961927636526516 100.32761941105127 10.008967605885116 18.278863224666566 42.922434269683436 715.36551769054495 27.315477841068059 56.122047357261181 109.94937324896455 24.913212064886466 162.4777868440724 1200.2850563904503 2955.1555335691082 833.8866232013097 1600.0300821168348 1070.7922024644213 39.819534074980766 2837.0214043981414 1473.8504492461561 481.8624849121552 457.22743013256695 2713.190095253347 2461.9556860579178 1285.8900540089235 42.152180129196495 45.39111010869965 42.62591688381508 45.101693534408696
leaf_count=31229 809171 1540 1277 6724 5131 2625 68517 3909 3561 8235 374 369 6420 465 848 2264 42615 2636 4583 8792 2629 17265 98835 223972 91862 174547 139029 5836 290145 73422 29489 59143 320793 218331 94772 4417 3096 2057 3538
internal_value=0 -2.65214e-05 0.00102455 0.00721067 5.7209e-05 0.00630659 -0.00103811 -0.0102238 -0.0036508 0.0164256 -0.0120811 0.0202343 0.0168831 0.00618335 0 -0.00763795 0.000535154 -0.000183104 0.00453793 0.0112122 -0.00958208 -0.000256933 -0.000807947 -0.00283754 0.00047776 0.00535122 -0.000467044 -0.0407927 -0.00317797 0.000356593 0.00265598 -0.000843088 -0.00454933 0.00571673 0.0033147 -0.0269136 0 -7.90813e-05 0.00136756
internal_weight=0 22732.4 2677.46 283.786 2393.68 369.434 2024.24 195.554 184.149 185.286 113.884 165.369 117.025 70.2641 1828.69 61.2013 1767.49 20054.9 218.3 166.071 52.2287 19836.6 10699.5 4228.25 6471.22 2800.32 4025.95 202.297 3670.91 9137.18 3207.02 5930.16 3170.42 2943.82 2759.74 263.201 112.763 166.761 124.135
internal_count=2864463 2055292 163565 20279 143286 16906 126380 12136 7025 9881 3935 8604 7960 3090 114244 3112 111132 1891727 18640 13375 5265 1873087 1041491 386102 655389 273382 363001 23101 382007 831596 283466 548130 379936 247820 168194 35646 8227 12319 10262
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 12648580 152 6 2125570 2121729 712 4 72 1096 527176 6396042 286 618 15239753 2 1040 263442 24740 784 2 520 524809 7 12584960 1
is_linear=0
shrinkage=0.1


Tree=85
num_leaves=40
num_cat=27
split_feature=4 2 1 3 7 7 3 3 0 3 5 0 2 1 2 3 6 7 1 1 7 3 1 2 5 1 1 0 3 3 2 2 5 1 5 5 3 2 2
split_gain=5.3644 0.501578 4.01318 1.54567 1.14928 1.01188 1.07259 0.993967 0.836184 0.663264 0.532824 0.316003 0.747846 2.27903 5.50636 1.42283 1.41657 1.75384 4.97591 1.52939 1.36362 1.27967 1.13219 0.731467 3.57242 7.56712 3.80692 2.33616 1.89538 0.590377 7.00756 6.38823 7.5669 5.90353 3.56452 1.79087 0.517539 4.29778 1.48292
threshold=0 1 2 5.5000000000000009 3 4 5.5000000000000009 1.5000000000000002 1.5000000000000002 3.5000000000000004 5 1.0000000180025095e-35 6 7 8 12.500000000000002 9 10 11 12 13 6.5000000000000009 14 15 16 17 18 3.5000000000000004 7.5000000000000009 3.5000000000000004 19 20 21 22 23 24 2.5000000000000004 25 26
decision_type=1 9 1 2 1 1 2 2 2 2 1 2 9 1 9 2 1 1 1 1 1 2 1 9 1 1 1 2 2 2 9 9 1 1 1 1 2 9 9
left_child=-1 2 5 4 8 -2 7 -7 -4 -10 -5 12 13 14 -3 -16 20 19 -19 -18 21 -14 -22 24 25 28 -26 -28 -13 30 35 32 -31 -33 -32 -25 37 -15 -38
right_child=1 11 3 10 -6 6 -8 -9 9 -11 -12 23 16 36 15 -17 17 18 -20 -21 22 -23 -24 29 26 -27 27 -29 -30 31 34 33 -34 -35 -36 -37 38 -39 -40
leaf_value=-0.033066053990779401 0.0019496393637911426 -0.0014432298860659054 -0.0042820531103281876 0 -0.0094031682244015667 0 0 0.036592210617196808 0 0.013963776782822719 0.017954275602401145 -0.036805410598144087 1.3422756226910188e-05 0.0016589228929717063 -0.028696873346969295 0 -0.0090690214554409281 0.022539575321871109 -0.0011676889916571768 0.0061692138789717485 -4.7792170420361572e-05 0.0056800847046338315 -0.0050575673127131061 0.011016417324269431 -0.0071166451463485119 0.011047900161886545 0.022940538191032901 -0.0018869125966169079 0 -0.0032937967396287557 0.0025611495056664037 0.0035006564723685783 0.0051131317458068225 -0.01111222610630389 -0.0040394322755789606 0.0034105741786818241 0.0050739439636100338 -0.014894202356744664 -0.00091725172187810461
leaf_weight=19.302251760964282 83.09152297565015 521.72298019559821 154.54589729115833 28.68468661501538 163.79467894736445 4.6109173678560174 4.9052775851450852 33.541611297638156 110.7527300514048 29.545763256959617 16.555629925103858 42.307692130911164 4293.607623050455 490.4769173276145 100.67043497308623 3.9206343998666844 97.866499623050913 120.35647489828989 149.04882200318389 72.516491896705702 1137.1694259452634 422.6346097169444 886.42276476084953 514.70944396452978 41.178859308711253 65.039044011733495 155.37176053132862 15.669679578626527 3.8964658069889984 1940.9849138318095 1175.3353661511792 336.45368755864911 2268.3380331599619 893.1232196346391 2314.0640548137017 1298.7871331732022 467.58602182305185 172.93830634793267 2098.6270777789177
leaf_count=809480 9213 16488 21626 4671 22758 460 745 3646 13635 3454 2213 4735 439424 66653 10556 454 9956 13271 13794 5466 118180 40661 98906 28995 4309 8425 7954 1450 602 126580 86035 27113 160493 67274 286159 92052 37102 18186 180984
internal_value=0 -2.53453e-05 0.00265198 -0.00116282 -0.00365468 0.0163066 0.0261186 0.0332047 0 0.00540658 0.0113422 -0.000119859 -0.00050687 -0.00162568 -0.00698747 -0.0245185 5.88359e-05 0.00540124 0.00999859 -0.00121766 -0.000267757 0.00061583 -0.00244317 0.000239293 0.00466497 -0.00703104 0.0123385 0.0183204 -0.0284621 6.11651e-05 0.000834637 -0.000638439 0.00116717 -0.00689304 -0.00172314 0.00584445 -0.00042137 -0.00287205 0.00012087
internal_weight=0 22730.9 630.029 503.879 458.639 126.149 43.0578 38.1525 294.844 140.298 45.2403 22100.8 11035.6 3855.94 626.314 104.591 7179.62 439.788 269.405 170.383 6739.83 4716.24 2023.59 11065.3 323.464 111.243 212.22 171.041 46.2042 10741.8 5302.9 5438.9 4209.32 1229.58 3489.4 1813.5 3229.63 663.415 2566.21
internal_count=2864158 2054678 82421 68357 61473 14064 4851 4106 38715 17089 6884 1972257 1070081 330423 27498 11010 739658 42487 27065 15422 697171 480085 217086 902176 27475 13762 13713 9404 5337 874701 493241 381460 287073 94387 372194 121047 302925 84839 218086
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 8454149 538 1 1 2 6834352 3 16528 1 1 116 124 9 179 4194320 2 267 676 2361480 10210 2 323 2 2 2113696 4196368
is_linear=0
shrinkage=0.1


Tree=86
num_leaves=40
num_cat=21
split_feature=4 2 1 3 7 7 0 3 3 0 7 2 0 2 1 3 3 0 1 0 3 0 6 3 2 1 0 3 3 0 1 5 2 2 3 2 2 1 1
split_gain=5.0374 0.402589 2.28641 2.49445 2.4867 0.932204 0.539078 0.890157 0.494719 0.311607 1.1988 2.90961 2.71283 1.07913 2.36855 1.34432 1.27373 1.37747 1.03178 0.988489 0.639518 0.625928 0.416594 0.294079 0.286597 1.16009 1.91753 3.27363 1.47543 1.74822 0.993723 6.30533 6.92553 5.64107 0.76834 9.20615 1.63979 0.700977 0.247365
threshold=0 1 2 5.5000000000000009 3 4 1.5000000000000002 3.5000000000000004 1.5000000000000002 8.5000000000000018 5 6 20.500000000000004 7 8 4.5000000000000009 1.5000000000000002 25.500000000000004 9 17.500000000000004 10.500000000000002 12.500000000000002 10 5.5000000000000009 11 12 1.5000000000000002 2.5000000000000004 3.5000000000000004 1.5000000000000002 13 14 15 16 6.5000000000000009 17 18 19 20
decision_type=1 9 1 2 1 1 2 2 2 2 1 9 2 9 1 2 2 2 1 2 2 2 1 2 9 1 2 2 2 2 1 1 9 9 2 9 9 1 1
left_child=-1 2 4 5 -2 6 -4 -8 -6 24 11 19 -13 14 21 -16 17 -15 -18 20 -11 -12 -21 -10 25 26 37 -28 -27 -30 31 32 -26 -33 36 -36 -32 -3 -7
right_child=1 9 3 -5 8 38 7 -9 23 10 13 12 -14 16 15 -17 18 -19 -20 22 -22 -23 -24 -25 30 28 27 -29 29 -31 34 33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.032211302139132335 0 0.0010036054614506696 -0.0033091761195779591 0.019449061394443693 0 0 0 0.014401766199385267 0.032386167462812553 -0.017341283385318752 -7.5155104872800637e-05 0.031063661017174216 0 0.025479491266404239 -0.023986912601526234 0 0.0058380831086199056 0 -0.0033636426213205627 0 0 0.011902376114034377 0.011502358923407641 0 -0.016783135269727516 -1.364016167195668e-05 0.013854831351487434 -0.0018015430088799596 0.0062681111007773307 -0.00043012727079329218 -0.0018375408935239785 0.0075920923340710156 0 -0.004598836432620817 -0.030015559645881224 -0.00047360386408368282 0.00057365408901848013 -0.0044855767916645055 -0.010126356131108925
leaf_weight=18.680603133234399 75.911983336613048 174.47557662264444 151.66196971829049 23.488745790091343 4.1812610427150494 32.70552033855347 112.53782277565915 29.317179609555751 35.547604276915081 29.143231844529513 17.612691720947623 47.301421739626676 20.487060575513169 14.425366706680508 52.63918550661765 16.968138711294159 163.41279893671162 5.5706263354513785 259.16720692557283 4.4828379226382804 0.98212643712758918 28.450495403259993 5.6155799780972302 2.1124918789137146 286.4108508763602 2254.5193956239382 165.36732152925106 328.12478746566921 998.63026351574808 494.2769397390075 4978.3526246715337 1535.3637782451697 991.45338680665009 440.16292442160193 76.53411408723332 1411.3199111283757 6150.9166050727945 1175.2507666156162 128.79151273774914
leaf_count=809747 7994 23005 21351 3074 422 4152 13703 3359 3760 1304 1405 1549 668 1006 4364 997 6302 510 10238 242 41 2199 168 257 37299 270868 15449 20740 86891 30428 501297 99683 86685 34856 9084 113006 476385 141073 18578
internal_value=0 0 0.00247138 -0.000350532 0.0130215 -0.00313817 0 0.00444889 0.0255499 -7.94169e-05 0.00197193 0.0099642 0.0199872 0 -0.00739385 -0.0168157 0.00217407 0.0173595 0 -0.0047314 -0.0137639 0.0045562 0.00369057 0.0311874 -0.000159761 0.000429197 -0.00152624 0.0033651 0.00147617 0.00388866 -0.000386543 0.001125 -0.00416484 0.00471303 -0.000802329 -0.00295495 -0.000481213 -0.00357741 -0.00836474
internal_weight=0 22723.7 596.256 478.503 117.753 455.014 293.517 141.855 41.8414 22127.4 666.259 108.012 67.7885 558.247 115.671 69.6073 442.576 19.996 422.58 40.2238 30.1254 46.0632 10.0984 37.6601 21461.2 5590.65 1843.22 493.492 3747.43 1492.91 15870.5 3253.39 1277.86 1975.53 12617.1 1487.85 11129.3 1349.73 161.497
internal_count=2864139 2054392 76650 64217 12433 61143 38413 17062 4439 1977742 30993 3972 2217 27021 8965 5361 18056 1516 16540 1755 1345 3604 410 4017 1946749 588454 200267 36189 388187 117319 1358295 258523 123984 134539 1099772 122090 977682 164078 22730
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 8454148 538 1 1 12 2630984 800274 83 140 1 788034 780 772 2 280 8504 20488 4253968 256 257
is_linear=0
shrinkage=0.1


Tree=87
num_leaves=40
num_cat=24
split_feature=4 2 3 5 1 1 2 0 2 1 2 0 3 2 0 7 0 3 1 2 2 1 2 3 2 2 0 3 0 2 1 2 0 0 0 2 0 7 6
split_gain=4.699 0.357186 2.1815 9.60059 7.74731 3.14194 4.92279 2.46482 2.21941 1.67625 1.4588 1.35647 1.26984 1.37728 1.16953 3.40317 2.17748 3.56122 2.31349 1.51153 1.26228 1.15234 8.47614 2.91541 5.55812 1.59711 1.46086 1.10103 4.00493 3.05814 2.10343 1.4993 1.21083 1.0467 1.76588 1.75907 1.64811 2.30686 1.53234
threshold=0 1 4.5000000000000009 2 3 4 5 13.500000000000002 6 7 8 4.5000000000000009 10.500000000000002 9 5.5000000000000009 10 11.500000000000002 4.5000000000000009 11 12 13 14 15 6.5000000000000009 16 17 3.5000000000000004 2.5000000000000004 2.5000000000000004 18 19 20 2.5000000000000004 14.500000000000002 37.500000000000007 21 6.5000000000000009 22 23
decision_type=1 9 2 1 1 1 9 2 9 1 9 2 2 9 2 1 2 2 1 9 9 1 9 2 9 9 2 2 2 9 1 9 2 2 2 9 2 1 1
left_child=-1 2 9 5 10 6 11 8 -6 27 -5 -4 13 -7 21 19 17 18 -17 -16 -19 22 26 25 -25 -24 -3 31 29 -29 -30 -2 -33 36 35 -35 38 -38 -11
right_child=1 14 3 4 7 12 -8 -9 -10 33 -12 -13 -14 -15 15 16 -18 20 -20 -21 -22 -23 23 24 -26 -27 -28 28 30 -31 -32 32 -34 34 -36 -37 37 -39 -40
leaf_value=-0.031357866018111497 0.010307551156654585 -0.029780206005058658 -0.025125674033319636 0.0016704003576089933 0.034718365867404989 0.0007455856608895319 0.016861326982281346 -0.0054300764543880773 0.012522751408012865 -0.0020710915027607186 -0.014277104514079096 0 0.0028011095749298671 -0.0092348817781271048 0.0048460794911899885 0.028057348135718099 -0.00061978862087257603 0.0068664065893686886 0.0055194743442070907 -0.012360562144178822 -0.0069947864407471881 -0.00016739210666831794 0.012613098548793786 -0.033621085193057065 0.0030811800727833707 -0.00042165554583779543 0 0.008770082841487099 0.00078850696960963771 -0.0072062757154271852 -0.016787026474575497 -0.0030979872181565332 0.0063854670348436338 0.023290922828092614 -0.0066458263803952618 -0.0021034177984044738 0.004291307848953675 -0.016329048325251012 0.0065092482118129713
leaf_weight=18.075355532637332 74.6188306636177 106.30409633833915 19.148478192742918 54.507471399614587 94.497442507883534 112.8015920080361 132.42765817092732 9.8623167418409121 408.36671883793315 2987.1258124722517 68.308524141903035 4.2556674662046126 89.767704060766846 539.36557705840096 21.665457484312356 91.650025692768395 213.44188270671293 78.791403592098504 201.0395017984556 137.46566957584582 103.52184319053777 12746.190980545827 58.538484965916723 35.068026202032343 57.457494897069409 1734.1410516465548 7.3500227471813551 835.58660073456122 87.419235141482204 89.565434047253802 84.59985348500777 930.84091999509837 112.2579551738454 32.906399590428919 9.4078276101499778 11.950518327299504 35.091524161281995 134.86794427293353 180.79358483135002
leaf_count=809160 8256 10701 1992 3908 7399 11977 7325 548 24458 366906 3442 434 7518 36819 1719 4584 8538 4354 9636 6551 3335 1166234 4884 3828 6958 126073 611 67401 3998 12377 7149 80784 10544 1746 742 1337 2680 10344 18596
internal_value=0 -3.87321e-05 0.000529835 0.00385086 0.0130411 -0.002543 0.008383 0.0182149 0.0198631 -0.000339841 -0.00668526 -0.0152309 -0.00550041 -0.00723642 -0.000318952 0.00317956 0.00643157 0.0101701 0.0164993 -0.00800849 0 -0.000546621 -0.00276432 -0.000742147 -0.0156995 0.000106875 -0.025429 0.00171505 0.00395157 0.00674791 -0.00837144 -0.000249931 -0.00163262 -0.00177234 0.00862622 0.0172166 -0.00211107 -0.0111682 -0.00143113
internal_weight=0 22733 7140.34 1533.31 635.542 897.767 155.832 512.726 502.864 5607.03 122.816 23.4041 741.935 652.167 15592.6 847.576 688.445 475.003 292.69 159.131 182.313 14745.1 1998.86 1885.21 92.5255 1792.68 113.654 2214.89 1097.17 925.152 172.019 1117.72 1043.1 3392.14 54.2647 44.8569 3337.88 169.959 3167.92
internal_count=2865846 2056686 698680 105820 39755 66065 9751 32405 31857 592860 7350 2426 56314 48796 1358006 38717 30447 21909 14220 8270 7689 1319289 153055 141743 10786 130957 11312 190509 90925 79778 11147 99584 91328 402351 3825 3083 398526 13024 385502
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=2 8717909 2 771 11 1044 8389648 787 1600 8716308 2 135 16640 2115840 3 4196384 8200 8192 8388693 16 328708 8388692 2 1
is_linear=0
shrinkage=0.1


Tree=88
num_leaves=40
num_cat=27
split_feature=4 2 3 5 1 1 1 2 1 2 0 2 3 1 2 0 0 0 0 1 0 3 3 2 3 2 1 2 1 1 3 2 2 2 7 1 1 2 7
split_gain=4.43116 0.328306 1.50291 11.8243 6.51791 4.27697 3.72922 2.26004 3.12721 2.06583 2.05156 1.72978 1.70698 1.84235 1.55507 2.91297 1.70268 1.52238 1.22178 1.02581 0.811117 1.59794 1.57853 0.977253 0.80006 11.4897 7.48853 7.31602 8.19541 6.93047 6.22172 7.56282 6.34154 3.66655 2.59891 2.49237 2.47928 2.9558 2.50681
threshold=0 1 2.5000000000000004 2 3 4 5 6 7 8 1.5000000000000002 9 11.500000000000002 10 11 4.5000000000000009 1.0000000180025095e-35 15.500000000000002 4.5000000000000009 12 2.5000000000000004 3.5000000000000004 5.5000000000000009 13 2.5000000000000004 14 15 16 17 18 1.5000000000000002 19 20 21 22 23 24 25 26
decision_type=1 9 2 1 1 1 1 9 1 9 2 9 2 1 9 2 2 2 2 1 2 2 2 9 2 9 1 9 1 1 2 9 9 9 1 1 1 9 1
left_child=-1 2 3 6 10 20 -2 8 18 17 11 -5 13 -9 15 -6 -16 -8 -7 -14 21 -4 23 -22 25 29 30 28 34 -3 32 -32 -27 -28 -26 -35 -29 38 -38
right_child=1 24 5 4 14 7 9 12 -10 -11 -12 -13 19 -15 16 -17 -18 -19 -20 -21 22 -23 -24 -25 27 26 33 36 -30 -31 31 -33 -34 35 -36 -37 37 -39 -40
leaf_value=-0.030563644124909833 -0.0054216524221474228 -0.0043461060761251788 0.0033991310886811138 0.00037577798044272629 0.012246802025065765 0.023826869170738382 0.012280892893115842 0.0086636485150771124 0 -0.0067304597066798026 -0.00059889870250983172 -0.028119193660793879 -0.00016524721910372671 0.00069857541047311773 -0.0091369873442518901 -0.010726992784340739 -0.0006231775451509329 -0.0061455394185822689 0 0.018122519579461521 0 -0.0069641543325621256 0 -0.018860341941132182 0.0045713467016267493 -0.014023912014427285 0.0039934150355443966 -0.0013396274921201653 -0.011128601082738415 0.0095317241311907927 -0.002371258774913032 -0.021576484516800911 0.027251254950851352 -0.00064120567161908646 -0.0077251972152747221 -0.021145365730622909 0.0048528358665386809 -0.00063871428391127543 -0.0029482305641659432
leaf_weight=17.525467693358223 140.16092469205614 408.10499745013658 211.75175201386446 9.7975166576798056 131.50704728008714 134.88408486871049 750.73576194804627 314.70337184984237 114.7687317362288 25.264418927719817 65.863413167651743 167.33844247832894 9.8540129547473025 2401.7651455327868 480.37727810908109 44.866667563910596 600.44264377921354 7.9472912680357686 12.216056566685436 67.803843397647142 16.68762161990162 288.7466856011888 41.947147933300585 98.435415855841711 650.23535491526127 22.709189953398891 1026.2071902677999 4358.2244503441034 1230.592501681298 1570.6665677052806 455.20487804664299 448.75197094085161 50.127068762667477 237.38573442748748 179.86135525582358 63.611186087480746 2872.3019452868029 2602.983027610986 405.39474816503935
leaf_count=809535 15994 36663 26241 1086 18435 20166 61688 24711 16269 3429 7199 28943 768 226283 49799 4464 89603 223 1636 4666 1604 27661 2456 5282 60925 2548 130222 391835 100317 91285 38784 34141 5764 10438 19861 8944 203453 252648 28250
internal_value=0 0 0.000625584 -0.00122696 -0.006764 0.00191692 0.00737746 0.00354623 0.0121076 0.0100925 -0.0207382 -0.026608 0.00247844 0.0018492 -0.00322337 0.00404324 -0.00477881 0.0113373 0.0202918 0.015284 -0.00502174 -0.00206986 -0.0112522 -0.0164918 -0.000228161 0.000916072 -0.00377736 -0.000652364 -0.00603758 0.00649153 -0.0102707 -0.0128698 0.0124144 0.000942837 0.00132955 -0.00782634 0.000422195 0.0017788 0.00377364
internal_weight=0 22720.2 6137.87 2424.3 1500.19 3713.56 924.108 3056 261.869 783.947 242.999 177.136 2794.13 2716.47 1257.19 176.374 1080.82 758.683 147.1 77.6579 657.569 500.498 157.07 115.123 16582.4 4282.77 2304 12299.6 2060.69 1978.77 976.793 903.957 72.8363 1327.2 830.097 300.997 10238.9 5880.68 3277.7
internal_count=2864219 2054684 638606 280863 199529 357743 81334 294499 38071 65340 37228 30029 256428 250994 162301 22899 139402 61911 21802 5434 63244 53902 9342 6886 1416078 358789 230841 1057289 181103 127948 81237 72925 8312 149604 80786 19382 876186 484351 231703
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 8716871 2 7 772 656 8388610 89 8650820 8388612 3 66052 9 262150 2114696 30 2098184 329 289 12304 8448 530720 5 769 449 14384 3
is_linear=0
shrinkage=0.1


Tree=89
num_leaves=40
num_cat=19
split_feature=4 2 1 7 3 7 3 5 3 3 0 1 2 3 2 3 0 0 1 0 3 3 3 0 0 0 1 2 5 2 3 1 0 2 2 3 2 1 0
split_gain=4.1405 0.345992 2.42777 2.47924 2.40276 0.867389 0.585755 0.543721 0.638247 0.407783 0.383149 1.01804 2.69468 1.51437 1.51165 1.38922 2.62933 1.32763 1.22848 1.00586 0.986625 1.10539 0.953986 0.496963 0.345675 0.31955 0.315061 0.285108 2.25281 31.6402 11.4509 8.8409 7.48931 6.96717 1.47798 0.935249 8.05013 3.28401 1.83696
threshold=0 1 2 3 5.5000000000000009 4 1.5000000000000002 5 1.5000000000000002 5.5000000000000009 8.5000000000000018 6 7 4.5000000000000009 8 3.5000000000000004 25.500000000000004 9.5000000000000018 9 21.500000000000004 4.5000000000000009 3.5000000000000004 7.5000000000000009 11.500000000000002 11.500000000000002 15.500000000000002 10 11 12 13 3.5000000000000004 14 1.5000000000000002 15 16 6.5000000000000009 17 18 5.5000000000000009
decision_type=1 9 1 1 2 1 2 1 2 2 2 1 9 2 9 2 2 2 1 2 2 2 2 2 2 2 1 9 1 9 2 1 2 9 9 2 9 1 2
left_child=-1 2 3 -2 5 7 -5 8 -4 -8 27 12 20 17 15 19 -17 -14 -16 -13 21 -12 -20 -15 -9 -22 -7 28 29 32 33 -31 -3 -30 -32 38 -37 -38 -29
right_child=1 10 4 6 -6 26 9 24 -10 -11 11 14 13 23 18 16 -18 -19 22 -21 25 -23 -24 -25 -26 -27 -28 35 30 31 34 -33 -34 -35 -36 36 37 -39 -40
leaf_value=-0.029778243842665076 0 0.0050382366388418177 0 0 0.018612182675549933 0 0.033085839509717212 -0.0032102753511359574 0.015937452203474194 0 0 -0.010293503586508129 0 0.0077809637724406402 0.0019188457055937355 0.017588183328050632 -0.0082416697648988874 0.02425471107468689 -0.023905596388164387 0.00410541419845148 0.0097963802622966171 -0.016101418967229785 0 -0.004896863970924703 0.0053089763401403464 0 -0.010363832508887125 -0.00037295538505383832 -0.005770068903570476 -0.0060498944421494318 0.015720634312497095 -0.041988287211308546 -0.0069379992024988851 0.0045916536597180209 0.0061064334608217493 -0.030315076640475697 0.0081106415886845092 -0.0029930956694962482 0.0067347191448417186
leaf_weight=16.993919890606776 75.804590281855781 2100.072267828742 7.0512840740848359 4.2995010820450252 23.860765132354572 32.372613561979961 35.192465125815943 265.7664245031192 13.93168552679708 2.2513854040298602 129.19185425073374 77.93269723886624 13.066044433042405 25.663735256297514 8.6362005160190165 83.420928660081699 20.454139540437609 89.025656827376224 44.054768087575212 28.862981272628531 42.576033900957555 36.841131686698645 7.4695943808183065 36.705774481175467 7.9471753449179223 21.003972974605858 129.24187165277544 12604.186579049441 1572.1198107553646 167.73598856350873 403.6062762257643 187.93346618703799 647.96625258540735 1024.485709763132 712.49010487785563 59.848019235301763 282.94825634686276 1363.8810006733984 342.41880114702508
leaf_count=809344 8119 195794 607 430 3099 4077 4174 35210 1731 259 5507 4873 687 1096 342 2966 818 4253 3864 1887 1086 1068 477 1343 953 592 18771 1111814 229128 22383 26180 23830 31108 90621 51865 6728 23278 116624 17694
internal_value=0 -4.11585e-05 0.00223277 0.0131572 -0.000670938 -0.00339591 0.0256818 0 0.00967904 0.0315859 -0.000119991 0.00215477 0.00536568 0.0139111 -0.0017107 0.00163439 0.00955399 0.0207266 -0.0123944 -0.00416204 -0.000798083 -0.00565775 -0.0178614 0 -0.00147518 0.00634678 -0.00841658 -0.000207357 0.000299759 -0.00162722 0.00199175 -0.0281228 0.00205452 -0.00156639 0.0103559 -0.000463707 -0.00265423 -0.000760381 -0.000146714
internal_weight=0 22732.3 597.72 117.548 480.172 456.311 41.7434 294.697 20.983 37.4439 22134.6 664.906 394.074 164.461 270.831 210.671 103.875 102.092 60.1606 106.796 229.613 166.033 51.5244 62.3695 273.714 63.58 161.614 21469.7 6816.41 3103.71 3712.7 355.669 2748.04 2596.61 1116.1 14653.3 1706.68 1646.83 12946.6
internal_count=2864680 2055336 77430 12982 64448 61349 4863 38501 2338 4433 1977906 30859 15632 7379 15227 10544 3784 4940 4683 6760 8253 6575 4341 2439 36163 1678 22848 1947047 670909 273115 397794 46213 226902 319749 78045 1276138 146630 139902 1129508
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 8454148 538 1 1 2 92 15560 4201705 2 257 2623056 2 2097216 992 64 1552 4104 20
is_linear=0
shrinkage=0.1


Tree=90
num_leaves=40
num_cat=24
split_feature=4 2 3 5 1 5 1 2 3 0 7 1 7 3 0 0 7 0 0 1 1 1 0 2 3 3 5 2 0 2 2 1 1 3 1 1 3 3 1
split_gain=3.89861 0.314093 1.93725 4.90995 3.43019 2.78669 7.10829 6.45738 4.44201 3.92967 3.57825 3.27744 2.63974 2.42756 2.41535 2.3274 2.25616 1.69215 3.69174 1.62544 1.39724 1.27318 0.948015 0.672553 0.655787 0.618914 0.61723 43.0311 15.5475 12.1542 7.85757 6.91951 3.7354 3.63495 4.40382 3.57537 4.47493 3.30802 3.05303
threshold=0 1 5.5000000000000009 2 3 4 5 6 3.5000000000000004 1.0000000180025095e-35 7 8 9 2.5000000000000004 1.0000000180025095e-35 9.5000000000000018 10 8.5000000000000018 1.0000000180025095e-35 11 12 13 12.500000000000002 14 7.5000000000000009 6.5000000000000009 15 16 2.5000000000000004 17 18 19 20 2.5000000000000004 21 22 10.500000000000002 5.5000000000000009 23
decision_type=1 9 2 1 1 1 1 9 2 2 1 1 1 2 2 2 1 2 2 1 1 1 2 9 2 2 1 9 2 9 9 1 1 2 1 1 2 2 1
left_child=-1 2 5 4 24 8 7 16 10 12 19 14 -8 -11 -10 -9 -7 18 -6 -2 22 -12 23 -5 25 -4 29 28 37 32 33 -32 -3 38 -35 36 -31 -28 -29
right_child=1 26 3 20 17 6 9 15 11 13 21 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 30 -30 35 31 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.029030793263813921 0 0.0020443483431672677 -0.0073455477815392136 0 0.013723836137703116 0.014099102992393007 -0.00075873100895323812 -0.022183827772353407 0.016492290941591208 -0.00038348538215923311 -0.00051168101119160921 -0.0089279506860003386 -0.012077687694711436 0.0075594285081131826 -0.0042113271651110359 0.0025138536833452189 -0.0079465774925281448 0.024725249894029647 -0.007927755559299204 0.01784252628161271 0 0.0057522325906445059 0 0.022093159341547836 -0.015007276358923641 0.0039847390543449488 -0.046198083504779122 0.020289483992810855 0.0026613812220185255 0.0065298510510903981 -0.012591116111313021 0 -0.0050003782058574654 0.0058716493319967561 -0.0017530540303904909 0.00092415536464957699 -0.021861338302471514 -0.0092989160401717435 0
leaf_weight=16.498982146278649 88.482371199177578 848.90681942889933 63.656062473310158 23.773683705367148 115.58392073377036 74.294887719850522 782.36954851291375 322.45280894404277 82.981467494508252 659.94821688026423 581.69015646888874 419.09052263799822 284.05267942504724 707.16288700507721 59.470430842833593 12.66495584277436 28.220705273968633 15.825222931802271 131.24053049832582 260.74990688735852 80.349028857657686 522.3118622044567 3.8175188354216507 173.48126810987014 105.6559640604537 45.099309800076298 259.18637800856959 210.25970068725292 86.891457745456137 2593.1074460285381 544.09571569424588 1807.9744727537018 3802.4422162603005 1947.0916349489707 1124.2462552505312 3624.4368705742545 23.476216919720173 69.849817583803087 141.68804487213492
leaf_count=809523 8631 69676 4325 1991 6844 8691 103658 48768 5926 96389 44889 29783 34847 78137 3504 895 3771 432 6888 21033 4424 48698 142 8320 5900 2935 29857 20706 9999 208969 76511 207008 367126 107729 74344 282762 2382 9759 8568
internal_value=0 -2.52064e-05 0.000603824 0.00521209 -0.000536022 -7.67398e-05 -0.00212741 -0.0132783 0.00268721 0 0.00566798 -0.00441592 -0.00441232 0.0035845 0.00650327 -0.0197578 0.00539825 0.00612171 0.0015161 0.014106 0.0150325 0.0022871 0.018705 0.0207106 -0.00952996 -0.000639283 -0.000251467 -0.00105373 -0.0306567 0.000178489 0.00122464 -0.00312148 -0.00364425 0.00429895 0.00300726 0.00308006 0.00589458 -0.040632 0.0137767
internal_weight=0 22728.1 5644.43 758.483 477.061 4885.94 2871.17 437.633 2014.78 2433.53 1453.23 561.542 1066.42 1367.11 142.452 335.118 102.516 262.65 246.824 349.232 281.421 1104 201.072 197.255 214.411 108.755 17083.7 6191.28 415.928 10892.4 5775.36 2352.07 4651.35 3423.29 3071.34 6241.02 2616.58 329.036 351.948
internal_count=2864740 2055217 579821 42201 27324 537620 375156 62125 162464 313031 123251 39213 138505 174526 9430 49663 12462 14164 13732 29664 14877 93587 10453 10311 13160 7260 1475396 544481 49615 930915 494866 283519 436802 211347 182073 494113 211351 39616 29274
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=2 8454724 2 848 2 7 8389124 10 67 5 9 649 236 538 512 1 1048 5023904 4458656 928 772 120 905 466
is_linear=0
shrinkage=0.1


Tree=91
num_leaves=40
num_cat=29
split_feature=4 0 2 1 0 1 3 5 2 2 0 1 5 2 1 1 2 1 2 3 0 1 1 1 1 7 1 1 3 1 3 2 3 2 7 7 0 7 7
split_gain=3.65933 0.325564 3.23788 6.8857 3.35855 3.5512 2.60294 4.99257 8.71156 8.01216 4.64667 4.3707 3.69368 4.28457 3.83542 2.95277 2.48181 3.06797 2.05038 2.97066 2.19988 4.34525 2.27833 1.88423 1.53377 1.50066 1.99314 1.48081 1.3563 1.17744 2.31684 1.42462 1.09992 1.23601 1.05427 1.02536 0.829351 0.797566 0.735874
threshold=0 1.5000000000000002 1 2 6.5000000000000009 3 2.5000000000000004 4 5 6 2.5000000000000004 7 8 9 10 11 12 13 14 1.5000000000000002 1.0000000180025095e-35 15 16 17 18 19 20 21 1.5000000000000002 22 7.5000000000000009 23 10.500000000000002 24 25 26 4.5000000000000009 27 28
decision_type=1 2 9 1 2 1 2 1 9 9 2 1 1 9 1 1 9 1 9 2 2 1 1 1 1 1 1 1 2 1 2 9 2 9 1 1 2 1 1
left_child=-1 18 3 36 5 34 12 9 15 27 -10 -11 16 14 -14 -9 24 -18 19 -2 22 -22 -21 -15 -4 26 -6 -8 -7 30 31 38 33 -32 -5 -23 -3 -33 -20
right_child=1 2 6 4 25 28 7 8 10 11 -12 -13 13 23 -16 -17 17 -19 29 20 21 35 -24 -25 -26 -27 -28 -29 -30 -31 32 37 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.028295806641985333 -0.011497317482612146 0.003027489486108413 0.0026795469742760137 -0.0060609370651597237 -0.0019450804515594553 0 -0.0021000726090474315 0.0028022874255550509 0.017552602008833681 0.0086064744845462827 0.0036989335754641743 -0.004471893313787406 0.024489165180106215 0.0022122313197965762 -0.0021145035229499141 -0.0085570957150962468 0.013334092911126322 -0.016919844540109707 0.013958512669954704 0.0053582460294016136 -0.0032345698974047942 0.016881144454317522 -0.0058112223411972306 -0.0074559690731467142 0.02439933628634874 -0.0058156681588746525 0.016137014204457418 -0.013768081676503827 -0.018084734850101095 -0.00087269063463755363 0.0023038923384798233 0.004190740827867522 0.00088580589345346674 -0.017912953695582066 0.0015292743502019904 0 0.016275462209503527 -0.0031705376118074547 0
leaf_weight=16.022357560887031 81.721682553645223 235.31712838658132 106.58185683051124 426.14096679142676 58.237312747398391 38.177395457867533 251.77319746417925 330.63312238641083 434.80141419818392 521.50705521390773 705.1005587693071 404.51121380541008 103.85777840041555 494.44513783697039 55.043031100649387 482.31455758865923 18.807422237237915 31.293832194060087 176.26438399008475 422.04937686177436 141.29040310892742 334.08096404664684 251.58157359343022 266.57404443062842 157.70215011027176 56.233596620615572 93.852509586140513 531.67782106855884 384.31749071762897 14173.825313762583 5.9041140540502965 362.68311569280922 20.342335848836228 63.996822145069018 198.14335905690677 38.40778044774197 96.289317071670666 156.14720006723655 19.989865432027727
leaf_count=809294 8703 19513 6184 39799 3696 4995 15029 18825 42465 24334 46367 24243 3312 61676 4179 24417 1532 2543 22800 45221 11520 32696 25826 28201 8629 3852 6004 30104 35974 1350720 941 40255 2208 7263 18769 4282 4759 21332 2235
internal_value=0 -4.4325e-05 0.000537263 -0.00327126 -0.00677942 -0.00918413 0.00184757 0.000408368 0.00390685 -0.00341418 0.0094733 0.00263431 0.00578415 0.00201964 0.0151934 -0.00367065 0.0147928 -0.00135555 -0.00029538 0.00346623 0.00502892 0.00982187 0.000684064 -0.00100308 0.0181297 0.00339554 0.00868812 -0.0106669 -0.0160612 -0.000642249 0.00290802 0.00519508 -0.0092524 -0.0145858 -0.00325322 0.015097 0.00850002 0.00137009 0.0118733
internal_weight=0 22731.6 6483.33 1586.71 1255.1 1046.78 4896.62 3662.32 1952.85 1709.47 1139.9 926.018 1234.31 919.92 158.901 812.948 314.385 50.1013 16248.3 1269.13 1187.41 513.779 673.631 761.019 264.284 208.323 152.09 783.451 422.495 14979.2 805.328 715.085 90.2433 69.9009 624.284 372.489 331.606 518.83 196.254
internal_count=2864697 2055403 479401 137361 113089 99537 342040 225784 132074 93710 88832 48577 116256 97368 7491 43242 18888 4075 1576002 128248 119545 48498 71047 89877 14813 13552 9700 45133 40969 1447754 97034 86622 10412 8204 58568 36978 24272 61587 25035
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=2 93696 6 104 2 4718761 2097480 120 2 152 398 912 2359652 850 8457216 36 628 992 624 9 72 139 768 6561984 2367505 1 3 1 3
is_linear=0
shrinkage=0.1


Tree=92
num_leaves=40
num_cat=23
split_feature=4 1 2 3 3 2 5 2 2 7 2 7 0 0 7 0 3 2 1 7 1 2 3 5 2 2 3 1 0 1 0 0 0 3 7 3 0 3 5
split_gain=3.46475 0.336911 10.1646 2.8505 4.96899 6.71634 3.45087 4.20203 1.71143 1.63154 2.48748 1.19988 1.06131 1.00262 0.9453 0.876322 0.823624 2.5216 2.56471 4.52722 1.9873 1.54087 3.03021 1.26061 0.93605 0.808746 3.20189 2.89433 2.64988 2.42515 2.31889 2.06434 1.42195 0.710557 0.945274 0.694338 0.661458 0.586498 0.502426
threshold=0 1 2 2.5000000000000004 4.5000000000000009 3 4 5 6 7 8 9 4.5000000000000009 1.0000000180025095e-35 10 6.5000000000000009 7.5000000000000009 11 12 13 14 15 8.5000000000000018 16 17 18 3.5000000000000004 19 4.5000000000000009 20 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 14.500000000000002 21 9.5000000000000018 8.5000000000000018 1.5000000000000002 22
decision_type=1 1 9 2 2 9 1 9 9 1 9 1 2 2 1 2 2 9 1 1 1 9 2 1 9 9 2 1 2 1 2 2 2 2 1 2 2 2 1
left_child=-1 2 3 6 9 12 7 -2 14 10 -5 -10 -6 -11 -8 -7 25 18 24 -20 21 22 -19 -21 -18 26 29 32 -29 30 -3 -31 -28 34 -22 -26 -23 -4 -27
right_child=1 16 37 4 5 15 8 -9 11 13 -12 -13 -14 -15 -16 -17 17 20 19 23 33 36 -24 -25 35 38 27 28 -30 31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.02760657971586435 -0.032144938890526664 0 0 0.018570849557087533 -0.024761778976493357 0.020480355550860776 0.010676338590564377 0.0025710176208316657 0.0049497804310162305 -0.0036519912065609093 0.0010273769431506359 -0.0074270577053037155 0 0.010199371473479844 0 0 -0.0095301528339196279 -0.0029098131578688966 -0.01057093302957033 0.006349540428055557 0.0012021388320189435 -0.0066509616852113585 0.018481276349486452 0.019779347902268735 0.0082981159436909483 0.00038841557709800916 -0.0014297824406965011 -0.014528987066683702 0.0070104483725358969 0.0059347207915473633 0.025057403589777951 -0.0061446791890879451 0.009952210373484642 0.0018479000816362897 -0.0082259326874917701 -0.0038068818740521295 0.0066916238299372967 -0.025268005152923014 -0.00067750566917298375
leaf_weight=15.584202330999688 40.656086617731489 66.44621482459479 0.93670535308774461 255.78062193491496 99.372472238726914 37.626718788873404 132.64590450329706 34.83430183166638 45.239106700988486 132.37962348852307 182.93505034060217 275.72411338216625 5.3330230729188761 45.562172871781513 77.375252059544437 3.0424784454517058 74.861222267849371 68.39187468169257 52.83349938923493 297.32051925733685 66.368451357586309 109.0295872753486 121.59987869299948 210.12952996138483 64.352616990916431 6810.4372197659686 212.92921525490237 235.33777567220386 32.61791695910506 486.74060907482635 97.239492271386553 147.10676519887056 134.97535471396986 49.728226934093982 414.97772308206186 32.922554444754496 4.503327216487377 148.41061734769028 11411.664305002258
leaf_count=809754 5912 10610 104 23265 8569 3105 4221 5031 3954 10344 6541 22165 580 3959 2775 302 4094 4350 4221 24462 4711 12263 8742 13387 6978 548316 30142 29955 1836 68667 11100 10222 8768 4295 30438 3179 165 17444 1095985
internal_value=0 0 -0.00142782 0.00133309 0.00547234 -0.00892571 -0.00338836 -0.0199097 0 0.00958717 0.0125794 -0.00449627 -0.0210243 0 0.00626612 0.0145902 9.53546e-05 0.00228527 0.00646717 0.00973974 -0.0011957 0.00442955 0.00963277 0.0130203 -0.00259849 -6.73281e-05 0.00218167 -0.00282039 -0.0101187 0.00639539 0.0162699 0.00249084 0.00256386 -0.00502109 -0.00648239 0.00177316 -0.0025649 -0.0232483 -0.000262558
internal_weight=0 22720.4 1517.85 1368.51 762.032 145.375 606.475 75.4904 530.984 616.657 438.716 320.963 104.705 177.942 210.021 40.6692 21202.5 1567.02 732.42 560.284 834.599 303.525 189.992 507.45 172.136 19635.5 1413.39 615.86 267.956 797.533 163.686 633.847 347.905 531.074 481.346 97.2752 113.533 149.347 18222.1
internal_count=2864911 2055157 118271 100723 56665 12556 44058 10943 33115 44109 29806 26119 9149 14303 6996 3407 1936886 121285 56321 42070 64964 25520 13092 37849 14251 1815601 171300 70701 31791 100599 21710 78889 38910 39444 35149 10157 12428 17548 1644301
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 1 8426718 1048 2 4122 8389648 1 5194 12 1 12667216 784 4 286 271521 2 12582976 2425348 368 642 12 2
is_linear=0
shrinkage=0.1


Tree=93
num_leaves=40
num_cat=24
split_feature=4 0 2 1 3 1 2 7 0 2 1 3 0 7 3 3 0 3 2 1 2 3 2 1 2 3 1 2 2 1 2 2 3 2 2 3 1 0 0
split_gain=3.24876 0.271769 1.12044 2.62788 3.21626 1.23332 3.9052 2.66383 3.70255 1.7236 1.55736 1.05985 2.12009 1.00145 0.978923 0.815106 0.660916 0.487068 2.15904 1.62492 0.925895 0.723237 0.625768 8.965 4.74751 3.63686 2.67544 5.13796 2.03102 5.66916 1.91314 1.06317 1.05921 10.7592 4.2028 0.833331 0.579515 0.457397 0.416008
threshold=0 3.5000000000000004 1 2 1.5000000000000002 3 4 5 8.5000000000000018 6 7 1.5000000000000002 6.5000000000000009 8 2.5000000000000004 10.500000000000002 22.500000000000004 12.500000000000002 9 10 11 22.500000000000004 12 13 14 4.5000000000000009 15 16 17 18 19 20 2.5000000000000004 21 22 1.5000000000000002 23 21.500000000000004 87.500000000000014
decision_type=1 2 9 1 2 1 9 1 2 9 1 2 2 1 2 2 2 2 9 1 9 2 9 1 9 2 1 9 9 1 9 9 2 9 9 2 1 2 2
left_child=-1 17 3 4 -3 6 7 8 -4 10 -7 12 -11 37 -15 38 -13 22 36 -20 -21 -22 23 24 25 -2 27 35 29 -28 -29 -26 33 -25 -34 -24 -19 -8 -6
right_child=1 2 5 -5 15 9 13 -9 -10 11 -12 16 -14 14 -16 -17 -18 18 19 20 21 -23 26 32 31 -27 28 30 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.026908976826098337 -0.023912250470477386 -0.0059875961641615554 0.033164755998094937 -0.001775645023842248 0.021533977080717356 0 0.010038450436106698 -0.00092127840467536937 0 -0.00075769029336210554 -0.015993750660383051 -0.0012380909517967094 0.02194345503094593 0.00072273901148145556 -0.01003489156564092 0 0.0059323407941849074 0 -0.00032908260454354323 0 0.021262837054047926 0 0 -0.0016815518837261336 0 0 -6.3339175830673831e-05 0.0034405441632753722 0.00090588502946955727 -0.0085784218203171364 -0.0011411340333017815 -0.0054065711316749476 0.0013848279028641907 0.021639309827614431 -0.0087696214694040538 0.020839696124920905 -0.016809942519855875 0 0
leaf_weight=15.149132916354574 217.16825046995655 29.506887128693052 79.460864991415292 170.29873456939822 150.03285223001149 139.70384424668737 51.343830262776464 40.05133069679141 28.60087590594776 47.177173069445416 99.49850868107751 1484.8070889950031 35.150993780931458 67.124066542135552 147.66977405664511 3.5572281491477034 102.72966110613197 6.778214591788128 73.211988377384841 19.374334537424147 95.81719302595593 8.8073975478764606 5.5071380682056761 723.4540483012097 602.36562404665165 69.064769465709105 3137.3589239018038 2053.8737727474654 3480.7371181229828 1036.6990234442637 1459.978622582159 1527.5367609853856 4742.6327583251987 221.54653270106064 402.24113670786028 149.61220091930591 15.141653455793859 2.5358802019618443 0.87402464193291862
leaf_count=809181 14556 2551 3387 14132 11326 10614 3193 1667 824 6495 5391 82991 2916 4049 9025 259 4609 850 6366 731 8046 964 474 88159 73729 4297 233491 116507 373155 121852 166009 143547 445807 28114 54219 9012 1701 83 105
internal_value=0 -3.42732e-05 0.000888337 0.00581744 0.0132475 0 0.00472322 0.0160485 0.022914 -0.00104852 -0.0083335 0 0.009536 -0.00181884 -0.00554449 0.0196426 -0.000487205 -0.000173691 0.00415697 0.00863556 0.0145471 0.0178765 -0.000242861 -0.000896161 -0.00601731 -0.01766 0.000223117 0.00244911 -0.000812009 -0.00231075 0.00146106 -0.00401772 0.0011127 0.00418041 0.000472444 0.0184057 -0.011512 0.00587214 0.0209398
internal_weight=0 22729 2680.12 354.27 183.971 2325.85 416.787 148.113 108.062 1909.07 239.202 1669.86 82.3282 268.674 214.794 154.464 1587.54 20048.9 219.131 197.211 123.999 104.625 19829.8 8506.01 2416.14 286.233 11323.8 3668.97 7654.8 4174.06 3513.85 2129.9 6089.87 945.001 5144.87 155.119 21.9199 53.8797 150.907
internal_count=2864384 2055203 163617 28373 14241 135244 22228 5878 4211 113016 16005 97011 9411 16350 13074 11690 87600 1891586 18658 16107 9741 9010 1872928 852428 236129 18853 1020500 292002 728498 355343 282516 217276 616299 116273 500026 9486 2551 3276 11431
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=2 12649604 408 7 2111746 9 2125826 712 2 4298890 673 8256 349606 15 327712 524 8388624 8923160 83 534537 16390 290 4514 44
is_linear=0
shrinkage=0.1


Tree=94
num_leaves=40
num_cat=20
split_feature=4 0 0 2 2 0 1 1 0 3 1 7 1 3 3 2 5 1 2 3 2 5 2 0 2 2 2 3 1 1 0 3 3 3 3 3 0 0 3
split_gain=3.06332 0.266254 1.68758 3.40747 1.4413 0.982217 0.869655 0.72549 0.887172 0.562516 0.43121 0.361105 0.570199 0.251102 0.238827 0.213159 4.86335 8.28112 8.59965 6.42493 4.74302 4.65068 37.1896 9.33593 5.96229 4.5766 4.49777 4.44958 3.91258 1.70873 0.187402 0.0787951 0.0509755 0.0379102 0.0122651 0.0193736 0.010718 0.0284823 0.00427458
threshold=0 28.500000000000004 20.500000000000004 1 2 153.50000000000003 3 4 39.500000000000007 10.500000000000002 5 6 7 7.5000000000000009 6.5000000000000009 8 9 10 11 2.5000000000000004 12 13 14 1.5000000000000002 15 16 17 5.5000000000000009 18 19 156.50000000000003 4.5000000000000009 7.5000000000000009 9.5000000000000018 5.5000000000000009 1.5000000000000002 24.500000000000004 21.500000000000004 9.5000000000000018
decision_type=1 2 2 9 9 2 1 1 2 2 1 1 1 2 2 9 1 1 9 2 9 1 9 2 9 9 9 2 1 1 2 2 2 2 2 2 2 2 2
left_child=-1 2 15 10 5 11 9 8 -6 -5 36 -3 31 -12 -9 16 19 18 -18 20 -2 22 23 -17 29 -21 -24 -19 -26 -23 -10 -13 -8 -14 35 -7 37 -4 -34
right_child=1 4 3 6 7 34 32 14 30 -11 13 12 33 -15 -16 21 17 27 -20 25 -22 24 26 -25 28 -27 -28 -29 -30 -31 -32 -33 38 -35 -36 -37 -38 -39 -40
leaf_value=-0.026245828962218422 0.022265266771661844 0 0 0.0354373066415666 0 0 -0.0036083664016245648 -0.0081352670454204277 0.021963235930862815 0 -0.017243896529990144 0.0010032108441185154 -0.027591192648601839 0 0 -0.040814096067674804 0.0016691595652058334 -0.0011670460701597757 -0.020667463525776461 0.0081911090073644287 0.0051414069035056091 0.0019644766680113313 0.0021894648910500804 -0.0039191191000719191 -0.0025336966034584887 -0.0019032289441866736 -0.0043679538201606824 0.010080530675021286 0.0042923200273865762 -0.0030274674525884032 0 -0.0041680117471963891 0.0011815488485869153 0 0 0.0031639521563353139 0 0.0035101933544538057 0
leaf_weight=14.7431863048987 203.84125428902917 7.2930305930785835 0.51358363940380547 32.32339209318161 9.5316616101190466 0.36496574827469874 9.1507961738388968 9.0027124132029694 15.626261173048988 0.66414378024637599 12.963586444268005 22.780208548530936 29.585118840448562 1.2652944992296387 1.6656122575514007 276.99774358677678 246.47737501980737 3442.8756600573251 392.55869340000208 530.24016454844968 905.15744882565923 769.30158912332263 2956.1299326643348 121.71313634002581 939.74083276872989 2048.7723107669735 1564.9013307731366 361.3294833280379 4639.2171149315545 3153.6777389417985 0.38824331574142057 12.298998525366185 0.61893602460622676 1.0468328613787878 0.44850832875818003 2.861571918008849 2.2291130940429866 1.8146133848931638 0.44473487185314298
leaf_count=808976 23424 209 29 1289 680 31 629 632 1042 24 632 1121 1587 34 78 34424 22446 412906 54757 30336 78856 63897 188170 14379 99760 160321 203657 20415 324726 313746 28 459 30 55 16 124 133 92 23
internal_value=0 -3.13464e-05 0 0.0135128 -0.00433468 -0.0113283 0.0238941 0.00527957 0.0120675 0.0293068 -0.00757016 -0.0159446 -0.0167893 -0.0124247 -0.00174865 -5.92038e-05 0.000332165 -0.00184875 -0.0120196 0.00303499 0.00929644 -0.000300878 -0.0028031 -0.0305997 0.000967634 0.000151585 -3.29341e-05 0 0.00307928 -0.00196289 0.0209186 0 0 -0.0233812 0.00061113 0.00201739 0 0.00182082 0
internal_weight=0 22727.8 22614.9 61.9882 112.894 76.6792 43.202 36.2145 25.5462 32.9875 18.7862 73.0042 65.7112 14.2289 10.6683 22552.9 8131.25 4443.24 639.036 3688.01 1109 14421.7 4919.74 398.711 9501.94 2579.01 4521.03 3804.21 5578.96 3922.98 16.0145 35.0792 10.2145 30.632 3.67505 3.22654 4.55731 2.3282 1.06367
internal_count=2864173 2055197 2049135 2915 6062 3602 1995 2460 1750 1313 920 3431 3222 666 710 2046220 803461 510524 77203 292937 102280 1242759 440630 48803 802129 190657 391827 433321 424486 377643 1070 1580 682 1642 171 155 254 121 53
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=2 2886274 10494318 188 220 132 8 105 15010372 2 7 8391172 2361348 2 1048 585888 12650500 41120 48 772
is_linear=0
shrinkage=0.1


Tree=95
num_leaves=40
num_cat=26
split_feature=4 2 1 7 3 7 3 3 0 3 1 0 2 3 1 2 1 2 2 3 1 2 3 2 1 0 0 2 5 2 1 2 3 7 2 3 1 1 1
split_gain=2.8959 0.314111 1.68763 2.30547 1.67393 0.621037 0.400057 0.43865 0.370088 0.63689 0.254503 0.25137 0.646725 3.47996 4.13804 3.67785 2.66147 3.39176 1.68559 1.68528 4.2755 3.69826 2.87871 1.9573 3.73182 2.47336 1.27662 0.623552 2.38481 30.3402 5.50047 3.64173 3.297 2.1874 2.07661 1.89991 1.77392 1.61924 1.24097
threshold=0 1 2 3 5.5000000000000009 4 1.5000000000000002 5.5000000000000009 1.5000000000000002 3.5000000000000004 5 1.0000000180025095e-35 6 2.5000000000000004 7 8 9 10 11 2.5000000000000004 12 13 1.5000000000000002 14 15 1.5000000000000002 4.5000000000000009 16 17 18 19 20 9.5000000000000018 21 22 8.5000000000000018 23 24 25
decision_type=1 9 1 1 2 1 2 2 2 2 1 2 9 2 1 9 1 9 9 2 1 9 2 9 1 2 2 9 1 9 1 9 2 1 9 2 1 1 1
left_child=-1 2 3 -2 5 8 -5 -8 -4 -10 -6 27 13 14 18 -16 17 -15 -13 20 21 -14 -22 24 -21 -25 -18 28 29 36 31 -30 -31 34 -29 -35 -3 -37 -36
right_child=1 11 4 6 10 -7 7 -9 9 -11 -12 12 19 16 15 -17 26 -19 -20 23 22 -23 -24 25 -26 -27 -28 33 30 32 -32 -33 -34 35 38 37 -38 -39 -40
leaf_value=-0.025623458821064357 0 -0.0080237756135196174 -0.0028642363735060707 0 0 -0.006953299125659675 0.02958344831359468 0 0 0.011899680629942094 0.01615466028947456 0.0099046858442129321 0.027839485743761147 0.011765773542626633 -0.0008854659917573917 -0.0269311137407755 -0.00056405428507573865 0 -0.0042785084174690275 0.0015014546298600139 0.01153997961338362 0.0052704731134742555 -0.0025153440845472417 0.0031867581005470417 -0.011867246410780739 -0.0011925664976606591 -0.0096213068018576355 -0.004732539802584289 -0.0096446029586905839 -0.038677401361424113 -0.004216317171099826 0.0048487565250052433 0 -0.00047870128617776681 0 0.016325371478244994 0.0019421964156302396 0 0.021188869936747654
leaf_weight=14.368784950980626 76.917740851466078 154.07516687037423 150.8433940797986 4.1670759863918638 4.2444314364111051 158.4528563079657 36.940553771099076 2.4010872750077388 112.65636475227075 30.63575771660544 21.030002419487577 85.913344704196788 56.939960974035785 362.40353268873878 134.87215169973206 122.51306688587647 1264.0486483378336 561.50430391449481 206.01400674192701 365.36159396497533 133.93763965601102 878.17347706865985 1136.1444883239456 2083.3438920999179 350.8893241120968 3176.4498791677179 166.57550024683587 20.783361105713993 140.96233787026722 223.39800838951487 1497.5931821276899 1987.1125459747855 22.630144054070115 5062.3849731010851 18.113163117319345 87.67896803910844 1633.1097626057453 104.26644466118887 90.527168999891728
leaf_count=809399 8254 15502 21438 424 491 22671 4409 275 13821 3417 2701 12910 4888 19137 16237 14565 137873 71801 18963 27785 15384 78323 116600 163617 20976 174417 11739 2640 15578 28338 119734 113824 3877 602008 1663 7722 141255 9089 10498
internal_value=0 -2.82665e-05 0.00213848 0.0111137 -0.000227784 -0.00264825 0.0230028 0.0279574 0 0.003577 0.0155597 -0.000104124 0.000213945 -0.0010188 -0.00800421 -0.0162466 0.000561009 0.00472968 0 0.000690554 0.0030407 0.00803801 -0.000565932 -0.000136419 -0.00493242 0.000492625 -0.00198639 -0.000450319 -0.0011899 -0.0039171 0.000273735 0.00359013 -0.0341718 0.000275622 0.0114682 -2.79707e-05 0.000761988 0.00896457 0.0170253
internal_weight=0 22726 598.289 120.426 477.863 452.588 43.5087 39.3416 294.136 143.292 25.2744 22127.7 11085.1 2903.84 549.313 257.385 2354.53 923.908 291.927 8181.24 2205.2 935.113 1270.08 5976.04 716.251 5259.79 1430.62 11042.6 5658.88 2033.21 3625.67 2128.07 246.028 5383.75 129.424 5254.33 1787.18 191.945 108.64
internal_count=2864243 2054844 77901 13362 64539 61347 5108 4684 38676 17238 3192 1976943 905215 303225 62675 30802 240550 90938 31873 601990 215195 83211 131984 386795 48761 338034 149612 1071728 438108 188972 249136 129402 32215 633620 14801 618819 156757 16811 12161
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 8454148 538 1 1 256 849154 358 545024 527 13312 803840 902 2097168 2097160 361 6817979 2 2099360 589 2099200 8 17920 517 166 3
is_linear=0
shrinkage=0.1


Tree=96
num_leaves=40
num_cat=21
split_feature=4 2 1 3 3 3 1 0 0 3 0 0 2 1 3 1 1 0 3 0 1 2 3 2 3 3 0 2 6 7 1 3 1 1 7 2 3 2 2
split_gain=2.75186 0.339215 1.56729 1.40555 0.733683 0.612733 0.530008 0.409737 0.389089 0.487034 0.337731 0.208511 0.594367 2.35281 2.2273 3.84529 1.2216 0.73098 1.01342 0.904941 0.522386 2.54861 1.98994 3.62043 2.37269 1.85685 1.13785 0.477242 2.12683 2.12935 1.97822 1.83656 2.86763 1.53558 2.00261 2.30752 1.23983 2.46121 1.62289
threshold=0 1 2 5.5000000000000009 1.5000000000000002 5.5000000000000009 3 9.5000000000000018 3.5000000000000004 4.5000000000000009 10.500000000000002 1.0000000180025095e-35 4 5 2.5000000000000004 6 7 3.5000000000000004 5.5000000000000009 1.5000000000000002 8 9 9.5000000000000018 10 8.5000000000000018 6.5000000000000009 1.5000000000000002 11 12 13 14 8.5000000000000018 15 16 17 18 2.5000000000000004 19 20
decision_type=1 9 1 2 2 2 1 2 2 2 2 2 9 1 2 1 1 2 2 2 1 9 2 9 2 2 2 9 1 1 1 2 1 1 1 9 2 9 9
left_child=-1 2 4 8 -2 7 10 -6 9 -4 -5 27 13 17 15 -15 -16 19 -19 -13 21 26 24 -24 -22 -23 -14 33 31 -30 -31 -29 -33 36 -35 -36 37 -3 -38
right_child=1 11 3 6 5 -7 -8 -9 -10 -11 -12 12 20 14 16 -17 -18 18 -20 -21 22 25 23 -25 -26 -27 -28 28 29 30 -32 32 -34 34 35 -37 38 -39 -40
leaf_value=-0.025026528158625397 0 0.006507200313658478 -0.0070375101152232965 0.01838410299638461 0.013687948774661091 0 0 0 0 0.00073144718487804373 0 -0.0050533429419487045 0.0054301372666145549 0 0.0076947836380853304 0.035272173742878707 -0.0027169475661792055 -0.016264528377489599 0 0.0062297847132975473 0.00060546070822051733 -0.0012592900939049861 0.021255603751690624 -0.0015249864191102631 -0.013159437150562017 -0.0081041727870042515 0 -0.00066832757056321075 -0.0012521440535873435 -0.0066215989435267067 0.016241657318479898 0.017058985015686274 -0.0027938492736408853 -0.001453123877556483 0.0044964351862719493 -0.013190900858677921 -0.0044370540907858113 -0.0072729068974197331 0.0016815337813308217
leaf_weight=14.015529389540461 40.810516817786265 664.1327248486341 271.55700632731896 27.31129353528377 166.34216216334607 26.879588513635099 18.557289253920317 5.1684884324204168 78.451261405600235 15.613068346574435 0.88097175862640043 129.48985397489741 648.7274016685551 80.136831009760499 162.89486868912354 29.804164304747246 168.46065060119145 48.496982895536348 22.940698518650606 98.229896408272907 5341.8101643429836 2505.3480323412223 88.395909240934998 102.57809411454946 97.363379321992397 490.92258241144009 1036.536890669493 5009.4295760306995 112.64898987486959 7.0575259099714458 194.70419916836545 111.38061242760159 86.218567691976205 2717.5419542479794 49.305576899903826 285.70480308966944 674.13821834977716 106.25769280234817 993.55575594585389
leaf_count=809991 3836 46841 39069 4153 18917 3823 2750 596 10633 2266 104 12594 72655 6474 11612 2786 13021 2879 1222 7013 409652 218762 4700 6494 6116 37261 87437 599834 12226 939 21771 9882 8251 193166 4135 22911 45541 10059 92657
internal_value=0 0 0.00218259 -0.0010291 0.0081481 0.0107843 0.0104288 0.0127366 -0.00395817 -0.00564002 0.0141467 -6.64811e-05 0.000223223 0.002885 0.00747392 0.0185958 0.00192291 -0.00308284 -0.0102374 0 0 -0.000755243 0.000668077 0.0100089 0.000233379 -0.00254074 0.00223066 -0.000384285 0.000228542 0.00786634 0.0132378 -0.000217342 0.00847878 -0.00105129 -0.00255512 -0.00958582 0.000721325 0.00402081 -0.000666028
internal_weight=0 22715.8 651.572 412.371 239.201 198.39 46.7496 171.511 365.621 287.17 28.1923 22064.2 11052.1 740.454 441.297 109.941 331.356 299.157 71.4377 227.72 10311.7 4681.53 5630.15 190.974 5439.17 2996.27 1685.26 11012.1 5521.44 314.411 201.762 5207.03 197.599 5490.64 3052.55 335.01 2438.08 770.39 1667.69
internal_count=2865029 2055038 86147 58975 27172 23336 7007 19513 51968 41335 4257 1968891 900678 57601 33893 9260 24633 23708 4101 19607 843077 416115 426962 11194 415768 256023 160092 1068213 652903 34936 22710 617967 18133 415310 220212 27046 195098 56900 138198
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 12648453 794 96 2097168 308 73 65 201 789568 2210 2623672 1 1 896 174 204 3 2176 2097320 136
is_linear=0
shrinkage=0.1


Tree=97
num_leaves=40
num_cat=23
split_feature=4 0 2 1 1 3 2 2 1 3 2 3 0 1 1 2 1 0 7 2 3 0 0 2 7 1 3 2 7 0 2 0 2 2 3 3 0 3 2
split_gain=2.59512 0.23082 2.83257 4.7055 2.67035 5.19806 2.80712 1.91896 1.78685 1.67871 1.55677 4.15681 1.81481 3.27194 3.03339 2.10449 1.5396 3.74986 3.09571 1.48304 1.21655 1.18033 2.49171 1.14323 2.27351 1.12628 2.00984 1.1612 1.12561 1.0968 1.05571 1.77378 1.00319 0.962455 0.970911 0.923897 0.816964 0.574748 3.81387
threshold=0 1.5000000000000002 1 2 3 2.5000000000000004 4 5 6 2.5000000000000004 7 1.5000000000000002 1.0000000180025095e-35 8 9 10 11 7.5000000000000009 12 13 1.5000000000000002 33.500000000000007 19.500000000000004 14 15 16 7.5000000000000009 17 18 15.500000000000002 19 8.5000000000000018 20 21 10.500000000000002 1.5000000000000002 76.500000000000014 3.5000000000000004 22
decision_type=1 2 9 1 1 2 9 9 1 2 9 2 2 1 1 9 1 2 1 9 2 2 2 9 1 1 2 9 1 2 9 2 9 9 2 2 2 2 9
left_child=-1 10 3 9 21 7 -7 -6 -8 -3 11 -2 13 15 -14 -13 23 20 -19 -15 -18 22 32 35 -25 26 27 -12 -16 -9 -11 -32 -4 -28 -35 -5 -23 -27 -39
right_child=1 2 4 16 5 6 8 29 -10 30 25 12 14 19 28 -17 17 18 -20 -21 -22 36 -24 24 -26 37 33 -29 -30 -31 31 -33 -34 34 -36 -37 -38 38 -40
leaf_value=-0.024413690118390976 -0.014681547461523049 -0.0025662862222463937 0.0014977614080195418 -0.0079258966741207575 -0.0029214653011845389 0.007368907667121033 -0.00086612609660240408 0.012100718629092592 -0.0090568402723347329 0 0.0090869329677521638 -0.005429521031461406 0 0.0021780633308089103 0.014965378781598211 0.011696148687718665 0 0.017088813241370567 -0.011023507022049052 -0.0057007855169205748 -0.015180035646476374 -0.015119506215676161 0.023789683058126648 -0.008403008601122466 0.0031075965701184579 -0.0014059510532977862 0.0033078265834116474 0.00018945694103092339 0 -0.0014028058523311291 0.017279130216570533 -0.0020286044946428617 0.0057332531035253461 -0.017639003790865672 0 0.0075257867130007691 0 -0.003686589996892092 0.0017168483517225096
leaf_weight=13.65866068464311 98.729774444946088 89.261909060645849 1630.6205211452907 5.8165171188302329 87.286680299148429 133.69115592038725 578.3642392908223 371.08285666711163 712.11937240115367 78.867044094949961 327.01879049651325 42.390885768283624 340.45844254246913 326.26889798254706 342.61192497343291 312.28043837472796 42.624935761559755 55.228074710583314 20.236620532348752 511.02867956436239 421.20059342589229 24.373821646207944 38.778601402183995 429.90420671575703 200.10555996978655 7621.6156342436443 7.387719718972221 380.57551315362798 43.216251428704709 19.127474351553246 179.01486218860373 20.484949432779104 1174.2162176085403 62.744227662915364 17.997383719310164 149.2451831875951 23.718367992667481 1915.8623503706185 3882.561824540433
leaf_count=809371 10521 7740 105290 661 9698 14031 36749 34777 45895 11750 44211 4151 35631 29964 34321 36191 5663 3473 1518 60650 38367 1127 1437 40126 18824 700421 1233 40687 5225 1099 7090 458 83411 7128 1766 9529 1047 186494 377370
internal_value=0 0 0.000493884 -0.0029159 0.0017727 -0.0010068 -0.00417246 0.00751258 -0.00574784 0.00627279 -0.000210259 0.00233306 0.00358732 0.000842445 0.00748338 0.0085463 -0.00579559 -0.0099603 0.00628946 -0.00232936 -0.0136348 0.00369172 0.00407146 -0.00222693 -0.00433196 -0.000597544 0.00289015 0.00503631 0.013065 0.0104239 0.0102574 0.0133995 0.00344415 -0.00846015 -0.01206 0.00392226 -0.00738602 -0.000834605 -3.02001e-05
internal_weight=0 22718.1 6485.37 1691.99 4793.38 1901.67 1424.17 477.497 1290.48 367.629 16232.7 2016.99 1918.26 1191.97 726.287 354.671 1324.36 539.29 75.4647 837.298 463.826 2891.71 2843.62 785.071 630.01 14215.8 795.724 707.594 385.828 390.21 278.367 199.5 2804.84 88.1293 80.7416 155.062 48.0922 13420 5798.42
internal_count=2865095 2055724 479760 145199 334561 142249 96675 45574 82644 27038 1575964 216654 206133 130956 75177 40342 118161 49021 4991 90614 44030 192312 190138 69140 58950 1359310 95025 84898 39546 35876 19298 7548 188701 10127 8894 10190 2174 1264285 563864
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 622080 7 186 23 8388628 64 8474112 560 53 8404992 104 9 8404992 598016 1 768 6562240 3 81920 113 6303769 6566025
is_linear=0
shrinkage=0.1


Tree=98
num_leaves=39
num_cat=19
split_feature=4 0 2 0 2 0 3 7 1 3 0 3 3 1 0 0 1 1 2 3 3 5 2 5 2 3 3 1 3 5 0 1 1 1 0 3 2 0
split_gain=2.45709 0.21135 2.4731 1.429 2.5768 1.09029 0.46804 0.467522 0.519343 0.33329 0.622645 0.251476 0.245645 0.340912 0.21636 0.375417 0.181761 0.180583 7.87499 2.35445 4.3966 2.47801 0.597856 2.17926 5.82254 5.28307 0.621741 2.54541 0.503572 0.47093 0.249708 0.0952413 0.0868626 0.0843898 0.0365738 0.00745272 0.00503506 0.0163522
threshold=0 26.500000000000004 1 20.500000000000004 2 83.500000000000014 10.500000000000002 3 4 1.5000000000000002 112.50000000000001 12.500000000000002 6.5000000000000009 5 96.500000000000014 153.50000000000003 6 7 8 2.5000000000000004 4.5000000000000009 9 10 11 12 2.5000000000000004 8.5000000000000018 13 1.5000000000000002 14 7.5000000000000009 15 16 17 55.500000000000007 4.5000000000000009 18 29.500000000000004
decision_type=1 2 9 2 9 2 2 1 1 2 2 2 2 1 2 2 1 1 9 2 2 1 9 1 9 2 2 1 2 1 2 1 1 1 2 2 9 2
left_child=-1 3 7 17 12 11 16 33 9 -9 -11 -4 13 -5 32 31 -6 18 19 21 -21 -2 23 24 -19 -25 29 -28 -20 -24 -30 -16 -7 36 -10 -17 -3 -38
right_child=1 2 5 4 6 14 -8 8 34 10 -12 -13 -14 -15 15 35 -18 22 28 20 -22 -23 26 25 -26 -27 27 -29 30 -31 -32 -33 -34 -35 -36 -37 37 -39
leaf_value=-0.023845131949024344 -0.017243584079367328 0 -0.024159065583838887 0 0.02773660585564669 0 0 0 -0.0032297384319092404 0.02088132040702901 0 0 0 -0.012004241116653006 0 0.0015159151981767221 0 -0.013779873200575256 0 0.0089130582472995278 -0.0085670364034911156 0 0.00034535846792047248 -0.0026376780482272491 0.0026038534762916439 0.0094683786974888492 0.013075996265184756 0 -0.022911227761787042 -0.00069005231150398474 0 -0.010316996419794782 0.0070927146469423044 -0.004247298419369383 0 0 0 0.0026302042968785987
leaf_weight=13.332715116925101 72.141813304857351 2.0080608110874891 35.711169141577557 1.9789497199235484 26.21670549781993 2.8416987224482 0.73273445060476561 1.8073054999113072 5.0618907995522004 33.612109744921327 4.0914846588857463 0.51447846530936558 2.4533254853449753 13.971107645425946 5.0682158204726875 2.4313297346234317 7.4641180343460283 256.9605268164305 0.9662617859285082 620.4255446632742 142.55028907000087 531.48230182862608 6861.5676477748202 575.06619577785023 717.38123490742873 782.4930453618872 139.21224690019153 731.81018003565259 141.73969775869045 10966.741352931309 1.6194682514760632 12.029424616834154 3.747397018363702 6.7804620852693915 2.9619894365314394 0.86115291714668263 0.39471367932856116 3.0891304542310536
leaf_count=809582 10863 227 1813 162 996 175 28 161 460 1622 191 24 80 655 173 122 502 33931 103 43955 12236 32929 549691 64033 79221 81726 9111 54164 17042 1056649 199 639 141 340 265 32 31 257
internal_value=0 0 -0.00371148 1.59315e-05 0.0131347 -0.0147716 0.0227375 0.00657865 0.0104044 0.0141373 0.0178245 -0.0232627 -0.00520856 -0.0097501 0 -0.00406204 0.0277743 -1.89317e-05 -0.00106914 0.00130591 0.0050683 -0.00297045 4.41752e-05 0.00155026 -0.0018121 0.00417786 -0.00013054 0.00239954 -0.0205888 -0.000274845 -0.0224859 -0.00986733 0.00603395 0 0 0 0 0.00107606
internal_weight=0 22718 123.012 22595 52.8169 63.2049 34.4136 59.8071 47.5348 39.5109 37.7036 36.2256 18.4034 15.9501 26.9792 20.3901 33.6808 22542.2 1510.93 1366.6 762.976 603.624 21031.2 2331.9 974.342 1357.56 18699.3 871.022 144.325 17828.3 143.359 17.0976 6.5891 12.2724 8.02388 3.29248 5.4919 3.48384
internal_count=2864531 2054949 6673 2048276 2423 3119 1526 3554 2699 1974 1813 1837 897 817 1282 966 1498 2045853 117327 99983 56191 43792 1928526 258911 113152 145759 1669615 63275 17344 1606340 17241 812 316 855 725 154 515 288
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2 548816 2886538 2 124 128 188 1 8393950 2 15008276 2 528 18 2 36 192 456 1792
is_linear=0
shrinkage=0.1


Tree=99
num_leaves=40
num_cat=20
split_feature=4 0 2 1 0 1 1 3 2 2 3 5 2 2 1 3 0 2 3 1 7 3 0 7 3 3 3 3 0 1 3 2 2 7 3 7 0 3 0
split_gain=2.31779 0.258228 2.42152 4.17312 2.2604 2.46697 1.64808 3.46976 4.19658 2.32639 1.71528 1.59089 3.89317 3.35529 2.47192 1.84745 1.4923 1.41202 3.46552 1.78466 1.99959 1.44282 1.40736 1.45849 1.33278 1.09175 0.952314 0.92395 0.826409 0.780039 1.52473 1.07998 0.929637 1.08029 0.707026 0.70192 0.471294 1.12765 0.61687
threshold=0 1.5000000000000002 1 2 6.5000000000000009 3 4 2.5000000000000004 5 6 5.5000000000000009 7 8 9 10 2.5000000000000004 4.5000000000000009 11 1.5000000000000002 12 13 5.5000000000000009 14.500000000000002 14 5.5000000000000009 6.5000000000000009 2.5000000000000004 6.5000000000000009 4.5000000000000009 15 7.5000000000000009 16 17 18 10.500000000000002 19 6.5000000000000009 6.5000000000000009 14.500000000000002
decision_type=1 2 9 1 2 1 1 2 9 9 2 1 9 9 1 2 2 9 2 1 1 2 2 1 2 2 2 2 2 1 2 9 9 1 2 1 2 2 2
left_child=-1 17 3 28 5 27 11 9 35 -8 -10 12 14 15 -4 -13 -14 18 -2 -20 21 -21 23 -6 -15 -24 -7 -5 -3 30 32 -32 -19 -34 -33 -9 37 -30 -38
right_child=1 2 6 4 22 26 7 8 10 -11 -12 13 16 24 -16 -17 -18 29 19 20 -22 -23 25 -25 -26 -27 -28 -29 36 -31 31 34 33 -35 -36 -37 38 -39 -40
leaf_value=-0.023275786256973841 -0.013168608664400106 0.0011985972433546195 0.0032171525520165454 -0.00062404826566510513 0.013183407076443152 -0.00082786253073177999 -0.0046508706420060643 0 -0.0078696811710398541 0.0096424440797925753 0 0.0016183480543431668 0.00096261758934753922 -0.0022566520982747139 -0.010588149594983214 0.011902332508434334 0.011145699083236149 0.0092526825476577194 0.0061986473489461019 0.0041478886331664739 -0.014837714843330609 -0.011035462641381832 -0.012729720382070688 -0.0025754814320478226 0.0079301708229320683 0.0052221712007738232 -0.016448676772130348 -0.01304148282253109 0.023069157722349465 -0.00076529414594931971 0.0016305724970135983 -0.019080261782812774 0.004213439150594865 -0.0047709602196330751 0 0.012734520362579084 -0.0028433341964719397 0 0.011861232573100487
leaf_weight=13.011160844467668 93.049212682119105 239.77284916606732 133.10778185538948 570.45619860070292 110.17125671403483 95.417102624196559 97.828189507650677 31.453519407194108 837.39056140161119 402.20890265796334 446.20854013669305 347.87291396514047 505.73123953654431 597.69870716967853 354.31888419832103 654.62214054679498 233.48493545874953 217.34970220807008 1035.0631088976515 383.10655393690104 47.541252406663261 38.091597763355821 53.158514038193971 40.075401541311294 131.10088770394213 6.8355063032358876 313.75677657104097 49.418341817567125 42.598832529503852 13840.990894586783 29.672290797578171 42.334415775490925 348.21075290261069 147.92211235652212 14.98274862510152 133.14202044403646 42.989923365414143 4.1288746148347846 9.652128220535813
leaf_count=809122 9989 19538 7193 54347 6930 13810 11016 3305 55721 36770 26898 39531 31709 42300 13922 44833 10067 27203 109411 45119 6239 4625 3639 2716 6966 316 26911 4132 2307 1305406 4813 3977 37856 20195 1275 12468 1889 280 284
internal_value=0 -1.90533e-05 0.000498236 -0.00279672 -0.00559788 -0.00761874 0.00163199 -0.000494573 -0.00311615 0.00626928 -0.00523619 0.00312062 0.00010682 0.00506513 -0.00629129 0.00869081 0.00481564 -0.000244606 0.00250892 0.00392953 -0.000662057 0.0014356 0.00252793 0.00817511 0 -0.00629179 -0.0134874 -0.00259208 0.00615867 -0.000571201 0.00230463 -0.00755049 0.00419688 0.000819076 -0.0133269 0.00989437 0.0132308 0.0188833 0
internal_weight=0 22722.9 6484.6 1578.43 1239.29 1029.05 4906.17 1948.23 1448.19 500.037 1283.6 2957.94 1226.64 1731.29 487.427 1002.5 739.216 16238.3 1596.85 1503.8 468.739 421.198 210.241 150.247 728.8 59.994 409.174 619.875 339.143 14641.5 800.472 86.9895 713.483 496.133 57.3172 164.596 99.3698 46.7277 52.6421
internal_count=2865028 2055906 479798 137099 112801 99200 342699 146178 98392 47786 82619 196521 62891 133630 21115 84364 41776 1576108 175383 165394 55983 49744 13601 9646 49266 3955 40721 58479 24298 1400725 95319 10065 85254 58051 5252 15773 4760 2587 2173
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=2 93696 6 104 186 4119 12587028 2 2097224 10486088 130 8457728 632 3 9 768 6304017 6561986 1 2
is_linear=0
shrinkage=0.1


Tree=100
num_leaves=31
num_cat=20
split_feature=4 3 2 1 3 3 3 3 2 1 0 1 3 2 1 7 2 3 1 2 2 1 2 2 1 2 8 1 0 0
split_gain=2.20737 0.186305 1.97744 2.22979 0.843881 0.794376 0.48379 0.384095 2.4695 0.814956 0.543472 0.3461 0.251114 2.82838 2.38759 1.11119 0.684308 0.622973 7.24348 6.74058 1.27557 0.741531 1.05812 0.556121 0.429252 0.467369 0.136052 0.117583 0.0761996 0.000427889
threshold=0 15.500000000000002 1 2 36.000000000000007 16.500000000000004 27.500000000000004 13.500000000000002 3 4 3.5000000000000004 5 7.5000000000000009 6 7 8 9 6.5000000000000009 10 11 12 13 14 15 16 17 18 19 1.0000000180025095e-35 3.5000000000000004
decision_type=1 2 9 1 2 2 2 2 9 1 2 1 2 9 1 1 9 2 1 9 9 1 9 9 1 9 9 1 2 2
left_child=-1 7 3 -3 -5 27 -7 12 9 28 -11 -10 17 24 16 -16 -15 21 20 -20 -19 22 -2 -23 26 -26 -14 -4 -9 -30
right_child=1 2 5 4 -6 6 -8 8 11 10 -12 -13 13 14 15 -17 -18 18 19 -21 -22 23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.022757071553099958 0.016078971272432439 -0.0053915693973088669 0 0.02854913938111428 0 -0.015776143713565623 0 -0.0047557002837586657 0 0.019015480520463944 0 -0.021027226253672791 0.019799633426938721 0 0.002850803284672551 -0.0032369596972118123 -0.019823685474036141 0.0013416208680416325 0.010744209197226517 -0.0083791001146417809 -0.018261349719307433 -0.00053961338838380915 0 0.00051067239224983157 -0.0018165501711041637 0.0086335387483706498 0 0.004899706641187958 0.000320448107895635 0
leaf_weight=12.722325036736947 31.363267921493389 7.4668660417664796 3.9387481966987234 39.43995623732917 1.3446017210371781 33.557743364479393 2.4634607918560496 7.6826708789449212 4.5132982369977981 20.933868875028569 3.1989490208216003 35.084172626258805 75.642500295769423 2.4829145621042699 856.72482846584171 383.76735401106998 44.435343703022227 9.2811251028906536 396.57505993952509 268.8308815646451 228.79562246450223 10493.561465773266 100.20739337516716 9567.0565046172997 53.214610296301544 18.765661238692701 0.3108996213413765 11.295196824241428 11.669217868475242 2.9699728791601947
leaf_count=809791 3767 859 289 3588 154 2902 270 625 422 1414 130 2899 6098 329 64349 30203 5043 1155 33898 19317 19594 1058725 11081 780531 2536 2586 23 812 833 181
internal_value=0 0 0.00377666 0.0146218 0.0228548 -0.00549328 -0.0128966 -2.64752e-05 -0.00576486 0.00543168 0.0130716 -0.0180737 0 0.00126893 -0.0001798 0.000690881 -0.0163756 -8.47302e-05 -0.00261336 0.00255587 -0.0163353 1.72851e-05 0.00657184 -2.378e-05 0.0127603 0.000339583 0.0177663 0.00110885 -0.00110268 0
internal_weight=0 22716.6 99.5066 48.2514 40.7846 51.2551 36.0212 22617.1 86.0522 46.4547 24.1328 39.5975 22531 1435.34 1287.41 1240.49 46.9183 21095.7 903.483 665.406 238.077 20192.2 131.571 20060.6 147.934 71.9803 75.9534 15.2339 22.3219 14.6392
internal_count=2864404 2054613 8874 4601 3742 4273 3172 2045739 6504 3183 1544 3321 2039235 111167 99924 94552 5372 1928068 73964 53215 20749 1854104 14848 1839256 11243 5122 6121 1101 1639 1014
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=2 6300887 261 8675616 193 258 12650640 513 9 262150 643 10489684 20487 512 10752274 6871378 405 2176 1 33
is_linear=0
shrinkage=0.1


Tree=101
num_leaves=40
num_cat=25
split_feature=4 2 3 3 2 0 1 0 1 3 2 2 5 5 0 2 1 5 3 1 7 3 2 3 3 1 0 5 1 0 2 2 1 3 2 2 3 5 5
split_gain=2.08619 0.197882 2.63733 1.54302 3.75754 3.14979 2.238 1.69853 1.34524 3.45062 10.979 5.72646 7.35179 4.79617 2.9069 1.84822 1.30055 2.96652 2.79633 5.70365 5.4075 2.15179 3.86176 1.71212 2.44551 1.98984 1.82726 1.57831 1.26968 1.19846 0.882725 0.872221 0.816588 0.745359 5.70551 4.25678 4.28566 3.11848 2.60882
threshold=0 1 1.5000000000000002 1.5000000000000002 2 1.5000000000000002 3 25.500000000000004 4 4.5000000000000009 5 6 7 8 7.5000000000000009 9 10 11 3.5000000000000004 12 13 3.5000000000000004 14 4.5000000000000009 3.5000000000000004 15 2.5000000000000004 16 17 14.500000000000002 18 19 20 2.5000000000000004 21 22 3.5000000000000004 23 24
decision_type=1 9 2 2 9 2 1 2 1 2 9 9 1 1 2 9 1 1 2 1 1 2 9 2 2 1 2 1 1 2 9 9 1 2 9 9 2 1 1
left_child=-1 2 28 4 -3 6 -6 32 9 11 15 12 -5 -13 -12 -11 17 21 19 -19 -20 22 -4 24 31 26 -25 -27 -2 -30 -23 -18 -7 34 38 36 -35 -37 -10
right_child=1 3 16 8 5 7 -8 -9 33 10 14 13 -14 -15 -16 -17 23 18 20 -21 -22 30 -24 25 -26 27 -28 -29 29 -31 -32 -33 -34 35 -36 37 -38 -39 -40
leaf_value=-0.022222740213994212 0 -0.011079968556351707 0.0045115850988964911 -0.010550057764020182 0.014530083864111747 0 -0.0071793584824553355 -0.0005475072829299062 0.0046361163465377057 0.014404937734796709 -0.023492322006596011 0.00021667518415162271 0.0039716389436170374 -0.016136824082041656 0.0032530207433232963 -0.0003668147106089652 0.0060433161891145989 0 -0.017675199153593293 -0.019151536150823961 0.0081256285321890959 0.0024933359437040482 0.023612784995383537 0.0024445580292523747 -0.0052641301228358861 -0.0072540243880073046 0.013727924263768046 0.0028201646095907494 -0.019726407007224764 0.0002358786914874368 -0.0080187409065314002 -0.0002401651017680318 0.023290578373055652 -0.013052063354535806 0.0040674773704049002 -0.001466694458628316 0 0.0027763212923530879 -0.013773285605283979
leaf_weight=12.428823715970793 63.639291040657554 54.311413635150529 581.52702973363921 377.25560334685724 30.604753622494172 2.6051716629881412 104.99762701935833 7.1058680433779946 57.818022939725779 57.261607208289206 315.93284475593828 270.38030054268893 2195.2639352965634 352.50252802367322 16.851951462216675 410.28709660493769 195.11483902839245 627.97000018355902 51.36620134243276 160.0044235563837 527.67295997421024 442.57106925779954 127.52393401949666 692.41155794181395 1066.2342445568065 254.72257201257162 202.92417231458239 266.94297774910228 101.65377429075306 1.9067624926101405 51.479759107227437 3057.900350232434 139.80381329823285 464.63845536438748 1871.1253351058695 3479.4978592771804 447.22193286125548 3317.4763970178319 274.04132922645658
leaf_count=809319 6604 5052 46710 37406 3836 367 15714 592 4428 6049 27411 21230 122796 37442 786 38945 27147 81234 4844 22682 47234 24583 8286 49181 98500 15380 7913 17370 11265 205 5861 338734 16135 38319 163347 314215 36978 316645 33619
internal_value=0 -9.55322e-06 0.000358009 -0.000249547 0.00607674 0.0110418 0 0.0200818 -0.000438398 -0.00198338 -0.00775409 -0.000392483 0.00162348 -0.00876066 -0.0205866 0.00184391 0.000661575 0.00251843 -0.000469603 -0.00446692 0.00442957 0.0061061 0.00955249 -0.000131273 -0.0011712 0.00278893 0.00562744 -0.00165215 -0.0109898 -0.0159482 0.000323746 0.000114793 0.0227674 0.000160192 0.00178817 -0.000271197 -0.0065609 0.000562575 -0.00935976
internal_weight=0 22720.5 8473.57 14247 339.429 285.117 135.602 149.515 13907.6 3995.74 800.334 3195.4 2572.52 622.883 332.785 467.549 8306.37 2570.12 1367.01 787.974 579.039 1203.1 709.051 5736.25 4319.25 1417 895.336 521.666 167.2 103.561 494.051 3253.02 142.409 9911.82 2202.98 7708.83 911.86 6796.97 331.859
internal_count=2864364 2055045 813733 1241312 41696 36644 19550 17094 1199616 292065 73191 218874 160202 58672 28197 44994 795659 241434 155994 103916 52078 85440 54996 554225 464381 89844 57094 32750 18074 11470 30444 365881 16502 907551 201394 706157 75297 630860 38047
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 12657348 5394 537 19 300322 2104345 2 2 266242 275 2 272 4 66112 168 2 832 192 4260352 512 264210 5128 2 2
is_linear=0
shrinkage=0.1


Tree=102
num_leaves=40
num_cat=20
split_feature=4 1 2 3 3 2 7 2 0 0 0 2 1 3 0 7 7 7 3 3 3 3 2 3 0 1 3 2 7 0 3 3 2 1 1 2 1 0 0
split_gain=1.97765 0.180366 6.35201 2.09467 2.8458 5.47902 1.31099 2.47438 0.913734 0.855252 0.81376 0.556627 1.57112 1.16123 1.13963 1.14579 1.07124 0.708659 0.436766 0.434083 0.428227 0.426234 0.449089 0.865865 0.77033 0.675054 0.893026 0.409212 0.932833 0.362555 0.871406 0.22833 4.42132 2.97135 2.11212 0.206027 2.66306 0.255172 0.184135
threshold=0 1 2 2.5000000000000004 4.5000000000000009 3 4 5 2.5000000000000004 1.0000000180025095e-35 6.5000000000000009 6 7 6.5000000000000009 1.0000000180025095e-35 8 9 10 1.5000000000000002 13.500000000000002 2.5000000000000004 14.500000000000002 11 16.500000000000004 3.5000000000000004 12 15.500000000000002 13 14 1.0000000180025095e-35 4.5000000000000009 1.5000000000000002 15 16 17 18 19 11.500000000000002 1.5000000000000002
decision_type=1 1 9 2 2 9 1 9 2 2 2 9 1 2 2 1 1 1 2 2 2 2 9 2 2 1 2 9 1 2 2 2 9 1 1 9 1 2 2
left_child=-1 2 3 27 6 8 7 -5 -6 -8 -7 12 13 14 17 -16 19 -3 -4 20 -14 31 23 24 -23 26 -24 28 38 -18 -31 32 34 -34 -13 36 -33 -37 -2
right_child=1 11 18 4 5 10 9 -9 -10 -11 -12 21 16 -15 15 -17 29 -19 -20 -21 -22 22 25 -25 -26 -27 -28 -29 -30 30 -32 35 33 -35 -36 37 -38 -39 -40
leaf_value=-0.021717957689483165 0.0060030578955483239 0.00097221730806798165 0 0.015988421012783686 -0.022193413628660421 0.019959919753047527 -0.0040545342392119066 0 0 0.0087604982958704395 0 0.0020699748381075795 0.0015458057544314712 0.0087797876365387703 0.0074330834213091309 -0.0047178122172653464 0.0018361844274344058 -0.012288612703529659 -0.020614216661141039 0 0.009622175338703156 0.013598123157328446 0 -0.0094413011248461534 -0.0014002274094576264 0 0.020676210338148232 0 -0.0077606174698169094 0 -0.014309975422745803 0.0046835356135786791 0.020135735631356719 0 -0.016937486207456134 -5.3114269946626962e-05 -0.0089129368539266115 -0.0027601448679668234 0
leaf_weight=12.155232807681386 43.082895996049047 3.5682531743077561 1.0232062664263128 262.18952641845681 87.693718908587471 37.082401779014617 133.01276588859037 186.1434876981657 11.896174188470466 46.521051388583146 2.9447235811967394 52.927363437309396 212.7824775557383 36.884136884124018 83.524829123052768 168.15606802637922 119.6706575655262 140.8477084490878 139.31594321504235 3.8387863652314982 384.17820496216882 28.551715164445341 9.3921999405138177 31.341096353251487 4.3683638847433022 15.204529917566104 34.082540684379637 287.42253184487345 271.40659578912891 67.110240558744408 27.846301019657403 217.64833916176576 105.84867421392119 183.45607139513959 96.873161661671475 18591.303753971821 256.15041041158656 334.52490354236215 1.9298102802131314
leaf_count=809290 3844 592 109 23265 7677 3033 10260 6529 1255 3960 301 5391 19472 5045 11464 20920 11448 25174 17032 444 33686 2010 732 2632 202 1442 2988 16916 22866 6798 2513 25805 12769 23364 9849 1670000 29447 13632 205
internal_value=0 -1.72754e-05 -0.00106708 0.00101831 0.00457213 -0.00633596 0.00763207 0.0102624 -0.0180213 0 0.0142564 4.53039e-05 0.0020683 -0.00223403 -0.00456206 0 0.00470112 -0.0107789 -0.0188141 0.006823 0.00743362 -7.0099e-05 0.00514524 0 0.00712125 0.00930272 0.0139538 -0.00301184 -0.00525481 -0.00019916 -0.00500602 -0.000125273 0.00200179 0.00930743 -0.00962026 -0.000191875 -0.00220488 -0.000121018 0.0028677
internal_weight=0 22721.7 1511.66 1371.33 767.484 139.617 627.867 448.333 99.5899 179.534 40.0271 21210.1 1248.41 432.981 396.097 251.681 815.427 144.416 140.339 600.799 596.961 19961.7 122.94 64.2612 32.9201 58.6793 43.4747 603.842 316.419 214.627 94.9565 19838.7 439.105 289.305 149.801 19399.6 473.799 18925.8 45.0127
internal_count=2864361 2055071 117252 100111 56280 12266 44014 29794 8932 14220 3334 1937819 137556 63195 58150 32384 74361 25766 17141 53602 53158 1800263 10006 4844 2212 5162 3720 43831 26915 20759 9311 1790257 51373 36133 15240 1738884 55252 1683632 4049
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=2 1 8393950 1048 1 5194 4260372 448 6 9 8 268584 242 4106 12 8402370 58 834 786435 88
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
an110mdc_ra=1091
count_proc=874
agegroup_rm=864
adm_past_year=618
pat_remoteness=218
flag_emergency=158
drg11_type_m=103
indstat_flag=79
cc_downs_syndrome=2

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: 1,2,4,5,6,7,8]
[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, 2, 3, 4, 5, 6, 7, 8, 9], [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], [0, 1], [0, 1], [0, 1, 2, 3], [0, 1]]
