tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=8
objective=cross_entropy
feature_names=anmdc_ra adm_past_year count_proc agegroup_rm flag_emergency drg_type_m pat_remoteness indstat_flag _pat_covid_flag
feature_infos=-1:6:5:8:14:1:4:11:3:21:9:23:2:10:13:18:7:19:12:20:15:16:22:0:24 [0:295] [0:48] -1:7:6:3:5:2:8:4:0:1:9 -1:1:0 -1:1:0 -1:0:1:2:3 -1:0:1 -1:0:1
tree_sizes=4234 4325 4326 4353 4335 4332 4342 4325 4323 4328 4262 4339 4331 4275 4329 4266 4216 4265 4329 4289 4304 4270 4236 4308 4248 4274 4289 4290 4324 4329 4294 4331 4343 4316 4351 4305 4317 4271 4327 4281 4216 4292 4291 4284 4319 4333 4242 4246 4222 4263 4319 4241 4275 4323 4194 4355 4222 4280

Tree=0
num_leaves=40
num_cat=24
split_feature=0 2 1 0 4 1 4 0 4 0 0 1 2 0 3 0 3 1 3 2 3 0 2 5 1 0 2 4 2 2 1 7 0 4 2 3 5 2 5
split_gain=15126.8 3488.36 2627.55 1518.28 1425 1353.47 1090.21 1030.2 952.72 844.039 783.823 559.806 333.521 332.794 276.03 289.428 275.544 252.411 238.892 168.544 162.075 147.329 143.594 140.522 140.355 140.338 123.17 111.815 110.878 98.3526 92.6946 89.4003 87.7003 86.8225 82.8608 95.7647 69.7535 67.7813 67.777
threshold=0 4.5000000000000009 1.5000000000000002 1 2 1.5000000000000002 3 4 5 6 7 1.5000000000000002 6.5000000000000009 8 9 10 11 1.0000000180025095e-35 12 2.5000000000000004 13 14 3.5000000000000004 15 1.5000000000000002 16 1.0000000180025095e-35 17 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 18 19 20 3.5000000000000004 21 22 2.5000000000000004 23
decision_type=9 2 2 9 1 2 1 9 1 9 9 2 2 9 1 9 1 2 1 2 1 9 2 1 2 9 2 1 2 2 2 1 9 1 2 1 1 2 1
left_child=2 5 8 11 7 9 10 -4 14 17 20 12 21 37 15 -1 -12 22 27 26 -7 -3 25 -13 38 -2 -6 -11 -15 -22 -16 -18 -19 -34 35 -10 -14 -8 -5
right_child=1 3 4 24 19 6 13 -9 34 18 16 23 36 28 30 -17 31 32 -20 -21 29 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-5.239295339512239 -5.4359482802179526 -5.3581786889657641 -5.0589167071163015 -5.4906441985139089 -5.2641884966948176 -5.4309497148061663 -5.5100062413536932 -5.2520746160693861 -5.3586507728872235 -5.4543586473918184 -5.4059206430135021 -5.3426880513735213 -5.4222366443350722 -5.4546948819297771 -5.3608678618298713 -5.3337668544384966 -5.4767860623266778 -5.4133785823320739 -5.5042350266820748 -5.2661057972342604 -5.3697328296501219 -5.4289229703525299 -5.4267646835298073 -5.2054489074086732 -5.3974586028691069 -5.4781140546678868 -5.40581389763822 -5.4999254697607851 -5.389839103949571 -5.3163209314605924 -5.3059765595928692 -5.4136533160197695 -5.4323946836875772 -5.4789435076256208 -5.3620676934815048 -5.449939262450016 -5.2850303250610429 -5.4603877725496792 -5.4411619106166285
leaf_weight=805.57324444595724 923.11993180634454 773.95252344524488 685.04061244474724 595.06847472395748 49.956152077764273 320.37887759227306 1819.959223317448 775.49742523767054 92.598903513513505 1775.7153131612577 1257.3856157064438 171.30667326319963 50.28503873385489 942.52857197169214 1608.0177382030524 939.49502531485632 1420.4744500233792 1114.3545399550349 11283.767956356984 206.26819029683247 1322.8946446524933 498.15942503325641 705.25415942631662 413.73941336199641 340.05582002969459 6873.3373137977906 389.72636001138017 794.67671023495495 330.93354277918115 606.69202154316008 500.85543012199923 239.87088614609092 1090.5362221244723 591.2213663388975 141.73716640705243 811.66197503963485 590.56792048271745 396.55508558126166 542.25187422940508
leaf_count=186154 213317 178847 158301 137510 11544 74034 420561 179204 21398 410337 290560 39586 11620 217802 371585 217101 328247 257508 2607483 47665 305698 115116 162972 95608 78581 1588309 90059 183636 76473 140196 115739 55430 252004 136621 32753 187561 136470 91637 125305
internal_value=-5.43406 -5.45912 -5.29954 -5.37087 -5.20625 -5.46956 -5.43542 -5.15181 -5.34058 -5.48129 -5.40634 -5.32401 -5.3523 -5.47842 -5.31776 -5.2866 -5.4406 -5.46077 -5.49784 -5.33683 -5.36257 -5.38427 -5.46934 -5.23873 -5.45112 -5.47324 -5.37926 -5.46902 -5.43696 -5.35166 -5.34649 -5.46709 -5.43461 -5.449 -5.42584 -5.43751 -5.29434 -5.50143 -5.4681
internal_weight=0 37785 7006.43 3975.39 2106.49 33809.7 8657.67 1460.54 4899.94 25152 5167.7 2498.01 1912.96 3489.98 3853.94 1745.07 2917.73 11297.8 13854.2 645.951 2249.97 1272.11 8501.71 585.046 1477.38 7796.46 439.683 2570.39 1273.46 1929.59 2108.87 1660.35 2796.11 1681.76 1046 904.261 640.853 2216.51 1137.32
internal_count=10350532 8731468 1619064 918643 486773 7812825 2000638 337505 1132291 5812187 1194165 577247 442053 806473 890579 403255 674237 2610731 3201456 149268 519928 293963 1964598 135194 341396 1801626 101603 593973 294275 445894 487324 383677 646133 388625 241712 208959 148090 512198 262815
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=264208 10499041 2 2 264192 2 18944961 6297416 1655886 960 264192 961 769 6 4928 2 513 2 1 4864 2 768 2 2
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=25
split_feature=0 2 1 1 0 0 4 4 0 4 1 1 1 0 0 4 3 0 5 3 1 3 0 0 4 5 0 0 2 2 0 2 1 2 2 2 3 6 0
split_gain=10969.8 2826.25 1328.79 1233.98 1079.1 986.142 668.779 520.359 501.857 476.123 453.563 388.755 249.699 249.629 219.764 212.305 316.199 208.908 145.374 142.746 129.668 121.675 119.837 119.037 108.213 400.983 130.893 117.591 98.1789 95.7999 89.472 86.3543 85.2661 83.1583 82.6698 74.7298 72.8901 67.2253 62.7507
threshold=0 4.5000000000000009 2.5000000000000004 1.0000000180025095e-35 1 2 3 4 5 6 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 7 8 9 10 11 12 13 1.0000000180025095e-35 14 15 16 17 18 19 20 6.5000000000000009 2.5000000000000004 21 1.5000000000000002 1.5000000000000002 6.5000000000000009 1.5000000000000002 3.5000000000000004 22 23 24
decision_type=9 2 2 2 9 9 1 1 9 1 2 2 2 9 9 1 1 9 1 1 2 1 9 9 1 1 9 9 2 2 9 2 2 2 2 2 1 1 9
left_child=2 3 6 8 32 7 12 10 24 23 17 22 19 36 35 16 -7 -5 -13 -1 -8 -10 -6 -4 25 26 -2 -26 -24 -11 -27 -12 -3 38 -16 -9 -14 -18 -20
right_child=1 4 9 5 11 15 20 14 21 29 31 18 13 -15 34 -17 37 -19 33 -21 -22 -23 28 -25 27 30 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.13194393849862657 0.0019541416303352293 -0.033442335925991835 0.2605786993115719 -0.02559374018389762 0.11855708799444527 0.013103387050470311 -0.011575173842680185 -0.053302159555741628 -0.03049858060616753 0.047164949097903516 0.051166039353965354 0.057679005671911143 0.057126780154552206 0.10633356022639047 -0.027627395562023933 -0.060720692920310473 0.023575291722462366 0.024582953798805977 0.020742372360539951 0.068673834439920214 0.050046138057000866 -0.068935395350406145 0.015293461251464503 0.1546469241180142 -0.06602517530883166 0.067106065751613736 -0.04477883002408161 -0.019651364839669182 0.07324647664537963 0.15100335214063637 0.0050054540417821605 0.10094844472646143 0.023922350707513744 0.18203376224882192 0.028662983491196843 0.02472893404791578 0.23982201446348814 -0.049381804826722463 0.12227549629345297
leaf_weight=503.00087753450498 734.66425087815151 1048.1174104441889 630.31026957929134 1203.0295167290606 197.03255652682856 1401.8825249052607 649.85013504745439 1523.9952245214954 1070.0142248808406 307.44152191653848 1283.2401820714585 319.76579514238983 79.373027123510838 1609.0607175044715 360.26552728004754 2915.5638458514586 109.32445283886045 2449.8906084215268 113.57378390803933 2558.910901219584 655.78782855207101 9403.2488564378582 846.14533002860844 578.49190942011774 1411.3125041187741 440.02316921856254 3028.2470200830139 1016.2489658757113 451.2449852861464 141.41992334276438 497.95003981282935 588.18703357828781 311.01332971919328 461.98833129648119 748.54569220449775 110.72599181393161 274.71118472795933 2376.263169913087 481.688102834858
leaf_count=100749 170267 250217 100488 286190 41377 321500 149996 370975 255293 68058 285521 69239 14885 312572 84236 714558 25617 550250 23078 537742 145255 2316462 187352 111630 339403 105454 729461 241315 91157 27671 117855 126791 69309 89110 171453 26137 50018 574087 97804
internal_value=0 -0.0232521 0.105717 -0.0332288 0.0533641 -0.0121639 0.0841762 0.0110107 -0.0511965 0.185473 0.0286791 0.0876743 0.100685 0.129566 -0.0243436 -0.0402544 -0.0245836 0.00790001 0.12623 0.0809929 0.0195799 -0.065168 0.050741 0.21845 -0.0303069 -0.0211532 -0.0357453 -0.0475593 0.0366002 0.0879177 0.03637 0.0683162 -0.0197243 0.144524 0.0097783 -0.0472027 0.209585 -0.0457316 0.107595
internal_weight=0 36903.2 7988.36 32672.6 4230.57 15070.9 6330.69 8267.88 17601.7 1657.66 5524.35 2871.44 5025.06 1963.14 2743.53 6803.03 3887.47 3652.92 1377.02 3061.91 1305.64 10473.3 1494.42 1208.8 7128.45 4700.88 3762.91 2427.56 1297.39 448.861 937.973 1871.43 1359.13 1057.25 1108.81 1634.72 354.084 2485.59 595.262
internal_count=10350532 8731468 1619064 7812825 918643 3537315 1311217 1901553 4275510 307847 1248752 599117 1015966 377475 652801 1635762 921204 836440 279231 638491 295251 2571755 319886 212118 1703755 1123037 899728 580718 278509 95729 223309 412312 319526 209992 255689 397112 64903 599704 120882
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=264208 5816334 6296545 2 2 16880577 2 262144 4194400 2 961 160 2 768 768 576 264192 2 2 66048 32960 64 513 8 65569
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=27
split_feature=0 2 1 0 0 1 0 4 4 1 2 1 4 3 0 4 0 5 2 2 3 2 3 0 2 0 3 3 0 5 6 3 5 0 0 2 2 5 3
split_gain=8224.84 2317.85 1105.27 837.389 791.241 779.856 473.773 421.516 420.753 331.897 289.363 243.596 195.88 274.269 189.209 176.807 168.79 135.781 133.937 118.183 117.402 112.323 111.136 110.842 104.297 103.145 303.442 100.702 87.6995 84.4661 80.6557 74.7945 73.5281 216.396 66.2106 65.765 64.8375 58.407 57.4843
threshold=0 4.5000000000000009 1.0000000180025095e-35 1 2 1.5000000000000002 3 4 5 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 6 7 8 9 10 11 2.5000000000000004 3.5000000000000004 12 1.0000000180025095e-35 13 14 8.5000000000000018 15 16 17 18 19 20 21 22 23 24 3.5000000000000004 1.5000000000000002 25 26
decision_type=9 2 2 9 9 2 9 1 1 2 2 2 1 1 9 1 9 1 2 2 1 2 1 9 2 9 1 1 9 1 1 1 1 9 9 2 2 1 1
left_child=5 2 6 7 11 8 22 9 20 16 -7 24 13 -5 35 -12 -4 -16 -17 23 21 -1 -2 30 28 26 -22 -25 37 -13 -8 -10 -6 -34 -14 -9 -15 -3 -11
right_child=1 4 3 12 32 10 19 14 31 38 15 29 34 36 17 18 -18 -19 -20 -21 25 -23 -24 27 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.1750334779704924 -0.038264560817330047 -0.015443519144322421 -0.023723282778236199 0.011728362248801145 -0.038634679994682911 0.17936204530822245 0.06367732984045095 -0.050332178683660626 0.028520891202394205 0.0041600311207735472 0.12455699076007548 0.049862836187504041 -0.075344573014596405 -0.053952354433551987 -0.026053089761506498 0.01946639860478374 0.021531252104640866 0.041723191817213887 0.10971396950713604 0.0076270094009886994 0.024968772943108994 0.084512931687966197 -0.070491291824093444 0.0029457299191169555 0.10858907824720379 0.056904515552488578 0.15720696236282949 -0.042869815126085987 -0.0011224095163079718 0.11535943805287177 -0.014045701598541774 -0.02308779599382647 0.052922625468722964 -0.055983443158735074 -0.040128805395638976 0.021698629828633461 -0.015457183919188336 0.060820609662143948 0.06303166621320469
leaf_weight=229.48371727904305 1563.1316488618031 95.980725545901805 1172.880791108124 1407.0041010007262 713.1406486784108 835.96310402592644 118.53411060012877 1476.4077076264657 613.78100537601858 212.51005550241098 1521.6388389240019 337.88892847159877 1334.4483109430876 1705.5425874837674 544.26276828953996 420.35211614891887 2523.4306973489001 576.38296613097191 271.56839376641437 704.91022758395411 337.8991613285616 679.48890467686579 7113.7486419461202 511.6936185171362 196.24987301137298 3066.9097685613669 411.23997135320678 5929.1548223181162 493.68914629239589 1192.1265199845657 800.58585916319862 450.19160225708038 387.84353546379134 277.64442977309227 1377.4036733994726 115.84610695298761 658.84613497485407 754.83725954219699 1797.7486655781977
leaf_count=40097 391353 19626 286190 318539 173464 124507 27490 379080 138380 46287 224542 69093 350302 430444 127351 90059 553307 128338 47665 165235 66391 120165 1887073 128485 36534 591193 72733 1490095 107639 206570 185779 103332 88659 65762 355547 26741 166743 151296 368446
internal_value=0 -0.0215178 -0.0310363 -0.0111674 0.0458174 0.0859063 -0.0486531 0.00960934 0.0637703 0.0250336 0.127079 0.0737392 -0.0380714 -0.0229688 -0.0226101 0.105065 0.00700971 0.00864942 0.0583901 -0.0308182 0.0764981 0.111362 -0.0649223 -0.0345987 0.0442194 0.0668485 0.10223 -0.039188 0.0324405 0.102325 -0.00147175 0.00642518 -0.0168129 0.00655622 -0.0586231 -0.044329 -0.0434972 0.051064 0.0574372
internal_weight=0 36093.9 31644.5 14902.7 4449.4 8838.52 16741.8 8419.47 5788.99 5706.57 3049.52 3070.77 6483.24 3771.39 2712.9 2213.56 3696.31 1120.65 691.921 8064.88 4725.02 908.973 8676.88 7359.97 1540.76 3816.05 749.139 6440.85 1344.51 1530.02 919.12 1063.97 1378.63 665.488 2711.85 1592.25 2364.39 850.818 2010.26
internal_count=10350532 8731468 7812825 3537315 918643 1619064 4275510 1915740 1132291 1254230 486773 590758 1621575 915726 661510 362266 839497 255689 137724 1997084 890579 160262 2278426 1831849 315095 730317 139124 1618580 278561 275663 213269 241712 327885 154421 705849 405821 597187 170922 414733
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=264208 6362081 10500064 9987118 2 2 2 961 4259936 2 160 2 768 769 512 262144 7 768 4928 2 12 976 2 114691 524294 2 6
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=23
split_feature=0 2 1 1 4 0 0 0 0 4 0 0 3 2 3 2 2 3 1 2 4 0 0 7 7 4 1 0 7 3 2 3 2 2 2 1 4 2 1
split_gain=6328.71 1926.27 939.741 648.26 586.674 569.368 493.669 378.01 262.525 246.866 247.17 232.51 223.826 181.773 169.137 161.697 135.664 125.442 124.851 120.527 120.273 145.267 119.794 111.925 109.203 101.694 94.4462 94.044 88.4428 77.4803 125.181 74.3029 73.7717 69.4498 67.5563 62.5382 60.7995 121.347 63.6483
threshold=0 4.5000000000000009 1.5000000000000002 1.5000000000000002 1 2 3 4 5 6 7 8 9 2.5000000000000004 10 8.5000000000000018 1.0000000180025095e-35 11 1.5000000000000002 3.5000000000000004 12 13 14 15 16 17 1.0000000180025095e-35 18 19 20 1.0000000180025095e-35 21 2.5000000000000004 1.5000000000000002 2.5000000000000004 3.5000000000000004 22 1.5000000000000002 4.5000000000000009
decision_type=9 2 2 2 1 9 9 9 9 1 9 9 1 2 1 2 2 1 2 2 1 9 9 1 1 1 2 9 1 1 2 1 2 2 2 2 1 2 2
left_child=3 2 6 9 7 15 13 33 32 10 24 -5 25 14 -2 18 35 22 27 31 21 -15 -9 -19 -1 -8 -7 -3 -16 30 -12 -11 -6 -4 -10 -13 38 -38 -18
right_child=1 5 4 11 8 26 12 17 34 19 29 16 -14 20 28 -17 36 23 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.00029762504603427159 -0.0032451305699406604 0.094998285297911544 -0.048366677192125583 0.16251758916068315 -0.07075725508207284 -0.03035460074388667 -0.013651962519852298 0.086732659745611645 -0.015277826202361296 0.057895687919382238 0.12365795244719394 0.087923861272580131 -0.063833251901680918 0.072538984177878837 -0.045428982216796678 0.12058682361814854 0.064121865597546415 0.0059606035818449699 0.090471916406784758 0.072804332536586719 -0.023960756130160923 -0.0017546235417495127 0.03011597630820903 0.068512147891398187 0.098500194540972696 -0.059962960754168418 0.016767847538241627 0.027372283951970017 0.0079694224832323867 0.052923186282467373 0.062220769642462398 -0.014792764771825435 -0.016742615020564663 0.0071462036148646317 0.03694429373315402 0.1552193583334969 -0.0035646667817416386 0.074624629106255169 0.11221708733790742
leaf_weight=993.57581816613674 1450.4140247092582 223.43786417040974 817.79596619866788 509.09485191944987 1500.6541861442383 892.21490167756565 1628.8933617705479 612.1849692822434 791.31286540161818 121.12725979462266 545.19487139582634 579.6412971005775 9290.4056175716687 326.61700816918164 5047.5651043644175 439.70095158927143 1092.417260307353 1977.9396194256842 659.70208897208795 205.51830851845443 1253.408280913718 908.82475175731815 1166.8575472398661 309.1484066224657 95.219405428972095 670.63033101847395 754.8583987057209 1550.4269114462659 311.52242905343883 3275.8109606169164 1261.6039461246692 1044.9353586132638 347.94310923852026 285.29411408095621 324.54613820463419 376.2962824604474 313.77578451810405 468.35925770411268 549.00013307156041
leaf_count=223934 358605 39006 208433 60147 420561 217840 407420 120357 199908 25317 86178 82069 2598934 74842 1284025 68112 158443 427182 103972 42395 312377 219024 243518 65235 20944 182197 166965 299241 78192 595010 209391 242145 91637 70206 72775 49495 67411 82831 74258
internal_value=0 -0.0223394 -0.031811 0.0636918 -0.00291759 0.0381653 -0.0430272 0.017361 -0.0381979 0.0462606 0.0547626 0.0969774 -0.0568231 -0.0255833 -0.0340352 0.0647033 0.0849474 0.0314203 0.0534016 0.00743884 -0.00231147 0.0194629 0.051242 0.015257 0.0103912 -0.0277659 -0.00861437 0.0381735 -0.042164 0.063947 0.082192 -0.00536813 -0.0608561 -0.0336386 0.000216792 0.118635 0.0705954 0.0439144 0.0821131
internal_weight=0 33542.3 29022 11431.6 8133.68 4520.34 20888.3 5169.22 2964.46 7542.99 6171.41 3888.58 11589.9 9298.35 6809.5 2873.27 3379.49 4066.13 2433.57 1371.58 2488.85 1235.44 1779.04 2287.09 1088.8 2299.52 1647.07 1773.86 5359.09 5082.61 1806.8 1166.06 1848.6 1103.09 1115.86 955.938 2423.55 782.135 1641.42
internal_count=10350532 8330564 7435428 2019968 1919812 895136 5515616 1134931 784881 1445314 1135457 574654 3188551 2327065 1720822 510331 514507 856292 442219 309857 606243 293866 363875 492417 244878 589617 384805 338247 1362217 890579 295569 267462 512198 278639 272683 131564 382943 150242 232701
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=264720 2 10490336 23138753 26755076 1655886 2 512 262144 769 896 897 2 64 2101320 1 1 2 64 1 896 768 2
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=26
split_feature=0 1 2 1 4 0 0 0 3 3 0 2 4 5 4 7 1 0 4 0 5 5 0 0 7 2 4 0 2 1 3 1 2 1 0 2 2 0 6
split_gain=4982.52 956.756 920.381 701.296 490.873 458.487 422.306 363.002 305.04 296.496 266.442 197.759 192.287 378.676 189.676 164.673 161.466 144.639 142.037 124.712 118.582 118.511 141.19 117.18 93.7947 83.1585 122.795 76.9777 74.4407 62.7996 60.2489 58.4779 56.5995 49.1402 45.5122 43.4737 41.5346 62.255 41.4051
threshold=0 1.0000000180025095e-35 4.5000000000000009 1.5000000000000002 1 2 3 4 5 6 7 4.5000000000000009 8 9 10 11 1.5000000000000002 12 13 14 15 16 17 18 19 4.5000000000000009 20 21 1.5000000000000002 3.5000000000000004 22 14.500000000000002 1.0000000180025095e-35 3.5000000000000004 23 1.0000000180025095e-35 3.5000000000000004 24 25
decision_type=9 2 2 2 1 9 9 9 1 1 9 2 1 1 1 1 2 9 1 9 1 1 9 9 1 2 1 9 2 2 1 2 2 2 9 2 2 9 1
left_child=1 6 3 8 9 18 14 -4 27 19 36 24 13 -12 30 25 21 28 33 -5 23 -9 -23 -11 -8 26 34 -2 35 -21 -1 -20 -28 -3 -7 -6 -10 -38 -17
right_child=2 5 7 4 17 15 11 16 10 20 12 -13 -14 -15 -16 38 -18 -19 31 29 -22 22 -24 -25 -26 -27 32 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.055693136014883182 -0.05000485577828398 0.092311293624501856 0.10361288982106354 0.071318844609284338 0.0014159438039958749 0.053643474837868833 -0.022997901175121089 -0.040186733709682371 -0.064967290669261143 -0.053827881346251674 -0.036901251045972992 0.03411229982311674 -0.058365459360875699 0.033579471708343293 -0.011205991523096651 0.13680427630820788 0.04575653591088133 -0.0064251636856283217 0.064527573638213764 0.0028211504765156114 0.05572767504731968 -0.056224365455628644 0.02608726407973147 -0.0040107747602267131 0.046336138561978553 0.067229894315274721 0.06508396111552904 0.0018881488288404252 -0.031513097503015612 0.042473117326986748 0.026463313995609385 -0.021073462869276416 -0.0061498474182542628 0.13325789605057822 0.027268752501580153 -0.081727628553436488 -0.079166659204111589 -0.021673799002840975 0.050811496305259211
leaf_weight=2523.5179172200151 303.74216661625542 1716.87547175074 438.83945332793519 697.855937121436 58.548180984100327 1773.6108926571906 2951.9709026156925 661.04789568064734 7136.8352784870658 669.33214804762974 3728.8957996917889 889.42322739213705 2296.5852267767768 926.79074654029682 647.03588997712359 210.68900102516636 805.03333148686215 799.71271411888301 1001.0911058234051 936.26765045709908 195.45584244234487 216.21256463136524 1073.7632565421518 1494.6806624827441 178.57517046667635 912.25816705683246 96.309092516079545 1634.7702279684599 706.61397221405059 696.83180955145508 1259.8643281785771 67.108984831720591 907.43486551661044 730.14838126301765 1450.2619020855054 954.06827634200454 262.9938909986522 739.40215596859343 224.30380335031077
leaf_count=413658 81701 216222 65474 126382 17431 258282 747003 167427 2117538 181954 996025 163410 639448 223287 149996 34452 141370 200791 188391 199034 43681 56021 212819 333908 41811 136985 20504 409695 200762 142459 224833 13102 199890 69549 291648 287570 79483 218633 37903
internal_value=0 0.0411209 -0.0270525 -0.0337153 -0.00748154 0.0636281 0.0167836 0.0231638 -0.0447706 0.0115979 -0.0495497 -0.00663819 -0.0346628 -0.0226817 0.0379343 0.0449974 0.00886496 -0.0428446 0.0920728 0.0366181 -0.0132417 -0.0066235 0.0108711 -0.020345 -0.0185457 0.0395231 0.0330423 -0.00693782 -0.05884 0.0202599 0.0465385 0.0584478 0.00208525 0.106116 0.0424804 -0.0767302 -0.0619972 -0.0398874 0.103281
internal_weight=0 17540.5 27434.3 24239.4 7209.37 9090.09 8450.39 3194.9 17030 4690.42 15091.5 4019.97 6952.27 4655.69 4430.42 5574.87 2756.06 2518.94 3515.22 2330.96 2359.47 1951.02 1289.98 2164.01 3130.55 5139.87 4227.62 1938.51 1719.23 1633.1 3783.38 1068.2 1003.74 2447.02 3223.87 1012.62 8139.23 1002.4 434.993
internal_count=10350532 3207639 7142893 6499782 1733972 1466928 1740711 643111 4765810 1027418 4274414 952224 1858760 1219312 788487 979664 577637 706554 487264 467875 559543 436267 268840 515862 788814 907309 770324 491396 505763 341493 638491 201493 220394 285771 549930 305001 2415654 298116 72355
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=269073 2 268288 264208 64 768 961 9987110 2 2 2 1 1590350 2 2097216 2 2 4194316 1589252 1 2 1572876 961 16 4 12
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=28
split_feature=0 1 1 2 4 3 0 0 0 2 0 4 5 2 3 0 1 4 1 5 5 0 0 1 0 3 6 0 2 2 0 3 3 3 0 3 6 1 3
split_gain=4005.07 815.57 689.891 470.839 459.67 395.506 325.576 300.795 298.073 288.427 200.99 172.821 240.378 167.563 159.882 150.753 148.86 143.655 136.371 130.363 119.262 114.58 112.55 100.879 99.3671 90.8666 85.6332 81.1429 79.7666 188.624 91.2141 65.7124 65.1375 56.9976 54.966 54.3657 53.8595 53.2181 52.7509
threshold=0 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 1 2 3 4 5 4.5000000000000009 6 7 8 3.5000000000000004 9 10 2.5000000000000004 11 4.5000000000000009 12 13 14 15 5.5000000000000009 16 17 18 19 1.0000000180025095e-35 1.5000000000000002 20 21 22 23 24 25 26 4.5000000000000009 27
decision_type=9 2 2 2 1 1 9 9 9 2 9 1 1 2 1 9 2 1 2 1 1 9 9 2 9 1 1 9 2 2 9 1 1 1 9 1 1 2 1
left_child=2 9 6 4 5 19 17 31 -5 10 32 12 14 26 -12 34 36 -1 20 23 27 -14 33 -3 -6 -24 -8 -10 -18 30 -30 -4 -2 -7 -11 -26 -9 -31 -38
right_child=1 3 7 8 24 22 13 16 18 15 11 -13 21 -15 -16 -17 28 -19 -20 -21 -22 -23 25 -25 35 -27 -28 -29 29 37 -32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=0.04001676297367527 -0.029648630097894382 -0.046663354035084044 0.05775707664458727 -0.062815771145795604 -0.059393054831044068 0.053710995905162109 0.024185256713492281 0.063694892998586258 0.044308407130647126 0.066614005906646345 -0.00471592703443328 -0.060401767010271272 0.05565706731512219 0.023147353113632054 -0.052269804120881648 -0.034643229499953652 0.092078133611232432 -0.010249183134871746 0.09556338003007285 0.03079279469148476 0.04714410966874559 -0.018055001628047417 0.026644444673721724 0.0042553712077747011 0.028633987441409593 -0.011615641317179777 -0.026979991868425136 -0.019917570727627135 0.038361567078538772 0.053976340830572692 -0.024963720265821616 0.12650364898114017 -0.064747307595701936 0.015369823428163856 0.0091291714914425743 -0.030179656274894606 0.0061872527911429019 0.09688582143250489 0.036424897668923359
leaf_weight=3959.408254513517 771.69449528190307 2205.7612141929567 384.18107638182119 285.30669405590743 2281.2879705792293 879.42314053233713 342.96239481028169 664.81826848303899 242.52892059274018 212.37976784957573 1175.9741217528936 1665.354921216378 476.40584880905226 1292.9069420914166 1861.4284939314239 705.575586324092 836.83265272248536 639.88784063281491 348.82020574621856 280.24850986432284 1356.160929598147 325.74172828742303 961.66150016128086 452.50304453563876 147.69603033643216 1586.0328004017938 2356.4119153658394 607.2355819742661 598.92336604977027 885.16114687127993 315.12843521218747 662.86400900362059 5417.7177557102405 824.98210250260308 605.87478182953782 1058.6451185175683 742.26200397033244 684.28246625186875 3886.0670749228448
leaf_count=638491 203139 589408 42376 80884 710456 168875 85048 110964 47748 30658 320161 493970 105858 251874 542427 186406 98385 149996 60395 67306 244616 83301 212290 108192 39563 382061 615302 142492 83200 122472 67747 68368 1737840 172594 120831 291422 135780 89829 647807
internal_value=0 -0.0251376 0.0355685 -0.00782015 -0.0174625 -0.00291421 0.0148472 0.0538997 0.028133 -0.0427867 -0.0481072 -0.0335418 -0.0215228 -0.00599446 -0.0343684 -0.00162232 0.0471836 0.0328665 0.0391089 -0.0309287 0.0290602 0.0262431 0.0164905 -0.0379334 -0.0470916 0.00289884 -0.0201853 -8.29245e-05 0.0640719 0.0535293 0.0162542 0.104609 -0.0606378 0.0361027 0.0268083 -0.0220503 0.0363206 0.0743389 0.0317344
internal_weight=0 26736.4 18252.1 13518.3 10678.2 7190.61 8591.58 9660.52 2840.05 13218.1 11694.3 5504.91 3839.55 3992.28 3037.4 1523.83 8613.48 4599.3 2554.75 2938.51 2205.93 802.148 4252.1 2658.26 3487.63 2547.69 2699.37 849.765 3320.33 2483.5 914.052 1047.05 6189.41 1704.41 818.255 1206.34 5293.15 1569.44 4628.33
internal_count=10350532 7142893 3207639 3318302 2742167 1700726 1740711 1466928 576135 3824591 3486696 1545717 1051747 952224 862588 337895 1356184 788487 495251 764906 434856 189159 935820 697600 1041441 594351 700350 190240 461633 363248 150947 110744 1940979 341469 151489 330985 894551 212301 783587
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=269073 2 30 264208 262144 5767172 9987110 2 2 897 10592480 2 2 2 65600 6292672 1590350 769 12 8487008 6160 771 768 896 65600 768 12 14
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=29
split_feature=0 1 1 0 2 4 2 0 0 5 0 1 0 4 2 0 3 4 5 3 7 4 0 3 2 0 5 0 3 2 4 0 5 2 2 3 0 6 3
split_gain=3229.31 714.149 509.015 406.628 295.702 283.175 272.488 252.735 233.119 215.657 197.498 184.725 164.331 166.012 128.516 145.805 138.443 121.624 157.504 209.027 111.601 109.736 108.296 98.4169 94.6174 85.2053 111.443 81.7234 76.113 61.3401 103.517 60.5055 56.0676 55.4948 55.0414 51.567 51.409 49.9441 49.7823
threshold=0 1.0000000180025095e-35 1.0000000180025095e-35 1 3.5000000000000004 2 3.5000000000000004 3 4 5 6 4.5000000000000009 7 8 1.5000000000000002 9 10 11 12 13 14 15 16 17 1.0000000180025095e-35 18 19 20 21 3.5000000000000004 22 23 24 1.0000000180025095e-35 1.0000000180025095e-35 25 26 27 28
decision_type=9 2 2 9 2 1 2 9 9 1 9 2 9 1 2 9 1 1 1 1 1 1 9 1 2 9 1 9 1 2 1 9 1 2 2 1 9 1 1
left_child=2 6 7 17 5 11 12 21 24 22 -8 23 28 14 16 -16 -14 18 19 -3 29 37 34 -5 35 -12 -27 -6 -2 30 -10 -19 -31 -32 -9 -4 -28 38 -1
right_child=1 3 8 4 27 -7 10 9 20 -11 25 -13 13 -15 15 -17 -18 31 -20 -21 -22 -23 -24 -25 -26 26 36 -29 -30 32 33 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.038962145185690897 -0.023925810346650204 0.0084063357014529799 0.10669766864401709 0.018757944497210868 0.078098205420684116 -0.036282708953796129 0.02782056701086081 0.027641355649032695 0.030460013681930676 0.01878088451944682 -0.067470878780112195 0.048213209107196425 -0.0042078782939039541 -0.062140106713581202 0.042648409033625115 -0.030331062095459767 -0.051661403182706137 -0.023231210405469268 0.041445792255020882 -0.047479090477534604 0.077843958054042844 -0.0093655659546724116 -0.045078097153196828 -0.013535251982854594 0.053190729347508306 -0.047995651698220121 0.045525048505766531 0.027377423093156075 -0.066529911762373578 0.01978782581075714 0.051096186388862243 -0.064537429819969627 0.06182782424594252 -0.017249896903808414 -0.023364752405060803 0.053691501392890396 -0.0077472243831637677 0.052591817571651871 0.012021922368600979
leaf_weight=1554.9799378113821 584.14265510905534 1071.7084790936206 771.50968174496666 1531.5183033877984 438.23380358982831 1882.6837667305954 831.03818227420561 387.8574467394501 3162.9375463239849 1875.1439279266633 426.15717795002274 938.81939862458967 1007.3929069950245 1570.7355036307126 518.47983573609963 495.71410173084587 1669.907188545214 673.2178692240268 366.84953811974265 1677.7408513315022 500.96093041822314 633.41868418548256 1282.2724695762154 2320.3697195560671 2794.2802180252038 617.78753741760738 208.90142849110998 1403.0946073597297 4157.2282607317902 578.55773626733571 107.91704183071852 1140.0565537039656 903.23592895688489 796.89647622779012 397.06132510304451 530.92921375576407 617.20325732580386 1166.6207754439674 1397.3393381708302
leaf_count=234713 157405 242740 76101 319174 63803 574839 162162 92944 495334 411669 135192 178429 278940 501454 117503 140839 515626 190521 84565 493003 72042 149996 349703 552949 353130 182937 57454 244479 1427496 87001 20504 377102 127216 174265 93343 58033 152148 179123 224655
internal_value=0 -0.0232494 0.0310029 -0.00713879 0.00607854 -0.00370815 -0.0402357 0.0131483 0.0462189 -0.00551266 -0.0117428 0.00917711 -0.0478411 -0.034937 -0.0229677 0.00696183 -0.0343676 -0.0298799 -0.0175329 -0.0258725 0.0331687 0.0285806 -0.027672 -0.000558941 0.0648015 -0.0296345 -0.0167473 0.0412314 -0.0615878 0.0287446 0.021973 -0.0504682 0.0463304 -0.00739917 0.00154193 0.0882144 0.00693811 0.0345828 0.0266427
internal_weight=0 26149 18841.9 13444.3 8514.72 6673.39 12704.7 8694.69 10147.2 3942.34 2701.09 4790.71 10003.6 5262.23 3691.49 1014.19 2677.3 4929.57 3116.3 2749.45 6050.51 4752.36 2067.19 3851.89 4096.72 1870.05 1443.89 1841.33 4741.37 5549.54 4067.75 1813.27 1481.79 904.814 784.919 1302.44 826.105 4118.94 2952.32
internal_count=10350532 7150760 3199772 3321604 1933673 1625391 3829156 1736146 1463626 947659 689893 1050552 3139263 1554362 1052908 258342 794566 1387931 820308 735743 976362 788487 535990 872123 487264 527731 392539 308282 1584901 904320 690103 567623 214217 194769 186287 134134 209602 638491 459368
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=269072 10010630 2 264208 268288 2 10551489 9986086 2 65600 897 2 2 961 1 2 512 896 524300 2 64 768 2 8437760 2 976 49152 1 833
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=29
split_feature=0 1 1 2 3 0 2 0 0 7 5 0 1 4 4 5 3 6 1 0 0 0 4 2 6 0 4 3 0 5 0 1 2 3 0 3 2 4 3
split_gain=2613.24 625.437 379.003 348.9 322.594 296.347 249.129 199.023 187.894 178.607 178.565 168.931 160.019 149.6 140.511 196.517 134.673 99.867 98.276 96.8806 92.0636 85.8669 85.0301 82.437 78.5418 71.3105 69.2672 65.7478 64.8324 48.4862 152.165 48.2776 45.4585 44.4301 43.7286 41.0198 40.1087 40.6167 38.8875
threshold=0 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1 2 5.5000000000000009 3 4 5 6 7 4.5000000000000009 8 9 10 11 12 2.5000000000000004 13 14 15 16 6.5000000000000009 17 18 19 20 21 22 23 3.5000000000000004 5.5000000000000009 24 25 26 3.5000000000000004 27 28
decision_type=9 2 2 2 1 9 2 9 9 1 1 9 2 1 1 1 1 1 2 9 9 9 1 2 1 9 1 1 9 1 9 2 2 1 9 1 2 1 1
left_child=2 6 7 4 13 -5 8 22 27 20 17 38 23 31 15 16 -10 -9 33 -8 -6 -17 35 28 -11 -19 -22 -2 -7 -29 -31 -3 -12 -13 -15 -1 37 -35 -4
right_child=1 3 11 5 9 12 19 10 14 24 32 18 -14 34 -16 21 -18 25 -20 -21 26 -23 -24 -25 -26 -27 -28 29 -30 30 -32 -33 -34 36 -36 -37 -38 -39 -40
leaf_value=0.006413162768508375 -0.025241752739108638 0.011170761597632384 0.039466687147740508 -0.06227985490537781 -0.053334913198474491 0.030867397046668604 0.041612138621084802 0.073255236165398988 -0.003869186956835944 0.074971984138674549 0.0065203805608360496 0.040336145271425719 0.071398602266366115 -0.049221691974783405 -0.05104359196806732 0.042456330491895171 -0.047649313533798587 -0.0050663708533013919 0.047789864164615753 -0.022910582644407308 -0.014477629432733223 -0.016046196260960797 -0.0085509605879996262 0.049153558279661613 -0.0031040126256950684 -0.045093813209984734 -0.048759223849748651 -0.067064974417352125 -0.0010589075552633067 0.0017359557358221059 -0.066233072362708714 0.044173777097053113 0.040969556008013053 0.021354296570709544 -0.00077681368481079304 0.034411086388757499 0.037977963476706657 -0.0036159303777952715 0.088757028524262468
leaf_weight=684.32947509270161 781.52007658500224 1778.3666961682029 395.6234959284775 399.36372239491902 2273.5372157404199 865.55496095190756 483.2045205142349 59.696762361563742 1194.3226036932319 141.38202309655026 1386.5371552428696 1660.9601349397562 587.40118047897704 434.10912393731996 1918.5346077852882 609.23298482596874 1783.1232428741641 755.06875334214419 3679.9060289761983 379.67646049009636 1993.0130197161343 375.11310283886269 627.5639664772898 585.12995602120645 419.54106597835198 1197.9922992039938 860.57128544943407 3318.2261100192554 2080.8862580559216 508.89769700495526 870.55781349353492 595.9820151431486 523.8084923340939 2199.2486549634486 340.76605545799248 3574.3240489885211 954.94031550455838 882.40806732419878 833.83599968440831
leaf_count=112539 217263 381063 38735 129558 720121 172500 80638 13738 326773 33504 326607 249324 101527 151679 628331 124412 576069 180109 460620 102316 466252 96426 149996 84177 109044 342143 281841 1199166 487017 170641 307121 104521 85062 329931 98800 525952 137082 175925 72009
internal_value=0 -0.0215294 0.0270833 -0.00652577 -0.018079 0.0159751 -0.037861 0.0116604 -0.0417967 -0.0322156 -0.00505284 0.0398206 0.0241222 0.00750044 -0.0288504 -0.0177974 -0.0305729 -0.0257253 0.0348519 0.0132791 -0.0381423 0.0203117 0.0250487 0.0157071 0.0200909 -0.0301817 -0.0252324 -0.055251 0.0085358 -0.0599249 -0.0419 0.0200274 0.0166082 0.0262976 -0.0297341 0.0301535 0.0200439 0.0141419 0.0748757
internal_weight=0 25578 19416.2 13355.6 8837.27 4518.34 12222.4 8809.32 11359.5 5688.04 3923.1 10606.9 4118.97 3149.22 5880.33 3961.79 2977.45 2012.76 9377.46 862.881 5127.12 984.346 4886.22 3531.57 560.923 1953.06 2853.58 5479.2 2946.44 4697.68 1379.46 2374.35 1910.35 5697.56 774.875 4258.65 4036.6 3081.66 1229.46
internal_count=10350532 7150760 3199772 3321604 2346825 974779 3829156 1736146 3646202 1610762 947659 1463626 845221 736063 1752011 1123680 902842 535990 1352882 182954 1468214 220838 788487 743694 142548 522252 748093 1894191 659517 1676928 477762 485584 411669 892262 250479 638491 642938 505856 110744
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=269072 897 4718596 264208 9978918 1 2 262144 2 2 2 897 8 2203872 9977870 41025 2 8 512 2 768 10485824 2 16386 784 566350 14 2 769
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=28
split_feature=0 1 2 0 8 8 0 2 4 0 6 3 3 3 4 5 3 1 3 0 7 0 0 3 2 3 2 0 2 2 0 1 2 4 5 4 2 0 7
split_gain=2119.8 558.311 347.54 310.205 439.885 318.152 289.809 261.9 288.567 230.585 209.051 191.738 183.307 162.466 149.621 219.359 229.613 125.221 123.312 104.129 96.1373 95.8254 88.7257 88.3691 76.1456 82.7047 75.9291 72.237 71.3628 69.1897 63.8709 61.9465 60.859 52.3932 51.2722 84.4307 46.6484 93.4476 42.5048
threshold=0 1.5000000000000002 5.5000000000000009 1 2 3 4 2.5000000000000004 5 6 7 8 9 10 11 12 13 1.5000000000000002 14 15 16 17 18 19 5.5000000000000009 20 3.5000000000000004 21 1.0000000180025095e-35 1.0000000180025095e-35 22 4.5000000000000009 2.5000000000000004 23 24 25 2.5000000000000004 26 27
decision_type=9 2 2 9 1 1 9 2 1 9 1 1 1 1 1 1 1 2 1 9 1 9 9 1 2 1 2 9 2 2 9 2 2 1 1 1 2 9 1
left_child=3 2 9 5 10 6 12 8 13 23 20 29 -1 -3 15 16 -11 24 -6 -9 -5 -4 -10 -2 25 -12 -16 -17 -14 -8 -15 -21 33 -13 35 -19 -25 -38 -32
right_child=1 7 21 4 18 -7 11 19 22 14 17 32 28 30 26 27 -18 34 -20 31 -22 -23 -24 36 -26 -27 -28 -29 -30 -31 38 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.024439659568896245 -0.018217137402253343 -0.027710410249708911 0.038534909095409603 0.028149782679736543 -0.0031572434655485005 -0.021322101778108105 0.084087022762828992 -0.037192047404987084 -0.061067778195794148 -0.0060808188764036744 0.011217874237183267 0.016523994789844898 0.14500305571816113 0.02904237872505723 -0.051494991449380717 0.038661364909065542 -0.047193040923997683 0.023523196366271471 0.12942352379604816 0.023329785569228656 0.084059011657344085 -0.014436316790444999 -0.0089293776529816085 -0.062836578079276326 0.026939397779668334 -0.011902318563875539 -0.010692745526749328 -0.008055102809067979 0.081600674178284344 0.042425297234848773 -0.0086000213278764094 0.060964192479117545 0.041940409847145949 -0.020116972435450436 0.046741245850917656 -0.025652680975201583 -0.079347183360158349 -0.024398008049496503 0.051880488211665535
leaf_weight=428.79523539566435 846.3038847760763 1093.9823993979953 825.55462863389403 1232.8491604293231 86.436093403492123 710.89586341497488 696.93593632965349 191.29770041676238 1105.6542107635178 2996.3784823694732 2239.7561308732256 1404.4505986808799 397.84524515550584 1694.7437135090586 2370.2005350522231 776.95071618980728 2509.3583575764205 2050.1990755810402 372.48385468940251 1750.080476714531 424.04270880832337 529.01543779228814 513.62917743832804 3306.54235532647 839.04242090182379 4744.7304420531727 609.9154104469344 526.48210772569291 750.30098827928305 1342.7146059484221 997.62876623752527 619.03117172815837 643.25235531269573 502.37911366531625 677.00100118434057 388.27108893776312 424.28104483196512 1273.2701835804619 100.69644606229849
leaf_count=56901 233453 297247 123662 220370 14530 84421 69856 55454 414604 830358 406598 168529 39062 318012 838483 150084 833904 270099 55995 324754 60560 139315 147520 1229514 125050 1027775 164448 134490 71140 173063 219435 99365 87012 98164 90466 80181 163430 411892 21336
internal_value=0 -0.0199056 -0.0301828 0.0237504 0.0145773 0.0409342 0.048294 0.00171537 -0.0105314 -0.0343963 0.0109221 0.034817 0.0852035 0.00423812 -0.0247317 -0.0163842 -0.0251232 0.00579155 0.10776 0.0279856 0.0436182 0.0179403 -0.0455993 -0.0501806 -0.000937653 -0.00443017 -0.0434338 0.0200395 0.106058 0.0575403 0.0170571 0.033787 0.0159182 0.00655349 0.0226514 0.0153549 -0.0553395 -0.0400455 -0.00154353
internal_weight=0 25061 16994.3 19932.4 13054.8 6877.57 6166.67 8066.74 5506.33 15639.7 12595.9 4589.73 1576.94 3887.05 9789.29 6809.17 5505.74 10939 458.92 2560.41 1656.89 1354.57 1619.28 5850.4 7823.53 6984.49 2980.12 1303.43 1148.15 2039.65 2793.07 2369.11 2550.08 1906.83 3115.47 2438.47 5004.09 1697.55 1098.33
internal_count=10350532 7150760 5253033 3199772 2351624 848148 763727 1897727 1418154 4990056 2281099 596624 167103 856030 2951767 1948836 1664262 2000169 70525 479573 280930 262977 562124 2038289 1559423 1434373 1002931 284574 110202 242919 558783 424119 353705 266693 440746 350280 1804836 575322 240771
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=269072 264192 1 1 262144 2 9977892 12 897 515 14 2 2 961 7 5865477 1 10592480 1590350 768 769 99394 6325450 2 2 2 524292 1
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=26
split_feature=0 0 2 1 1 0 3 4 2 4 0 3 2 3 2 3 1 0 5 2 7 3 3 5 0 3 2 1 3 5 6 1 5 4 2 6 5 0 1
split_gain=1732.74 489.567 492.901 374.552 221.857 185.099 156.039 155.428 116.782 131.795 109.113 126.671 107.576 129.055 97.5875 88.0181 86.8014 84.9862 91.0777 78.3409 78.0716 72.4619 70.1579 75.0943 69.9273 67.7837 62.4469 60.5579 57.7109 56.3387 55.1829 53.9167 51.2777 51.1212 47.9775 46.2474 45.0968 42.0344 41.72
threshold=0 1 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 2 3 4 2.5000000000000004 5 6 7 3.5000000000000004 8 1.5000000000000002 9 3.5000000000000004 10 11 1.0000000180025095e-35 12 13 14 15 16 17 4.5000000000000009 3.5000000000000004 18 19 20 3.5000000000000004 21 22 1.0000000180025095e-35 23 24 25 1.5000000000000002
decision_type=9 9 2 2 2 9 1 1 2 1 9 1 2 1 2 1 2 9 1 2 1 1 1 1 9 1 2 2 1 1 1 2 1 1 2 1 1 9 2
left_child=1 6 4 12 20 26 14 25 9 16 11 -8 13 33 -1 29 21 -14 -19 -12 22 -7 -3 -24 -9 36 -5 -21 -11 -4 -13 -10 -26 -2 -18 -27 -6 -17 -31
right_child=3 2 15 5 7 8 10 24 31 28 19 30 17 -15 -16 37 34 18 -20 27 -22 -23 23 -25 32 35 -28 -29 -30 38 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0723043934633361 -0.016015064281056462 -0.0019062756680997808 0.00015771121473972231 -0.04572516964354343 -0.020239625990723875 0.0040199582307048481 0.0056785049622054169 -0.041556869111580165 0.0040231615827432763 0.014901059534234649 0.029787481912759081 0.041430307750156707 -0.062515258156396275 -0.06056720990518915 0.03182846093280027 0.038281933727008353 0.045340355345487776 -0.040098614199617938 0.0085096585109477301 0.0034558611183877642 0.024560795517313459 -0.031817512320272877 -0.041151256160048118 -0.01390648654208915 -0.023339628774308084 0.076327210065729054 0.0010438782910760281 0.03003456568834172 -0.046228434047488179 0.043433693549291733 0.090115125897806819 0.038198641767296211 0.023683916493222948 -0.053971367932871578 0.0011007630181723057 0.019557429389462259 0.04055736657525208 0.0071481353524777682 0.084203777349922626
leaf_weight=1199.398515206296 1369.7219391027465 1149.4083871068433 230.20016980962828 1773.1093264785595 664.2563444043044 1103.0353264480364 610.74652073881589 741.78079260024242 1970.9540272895247 153.63730110204779 3322.6227033149917 819.03839246812277 365.47021620045416 3717.5126018470619 1402.8068733173423 626.92119212076068 429.48558201361448 596.19691659533419 964.1810941202566 3755.5608243856113 316.55645495699719 1077.8880870561115 2570.8410218216013 1795.029602732975 441.05448125489056 123.42370048351586 322.81969217420556 1098.4971700590104 1249.5509506829549 1337.3735965923406 488.84014102001674 587.24594390881248 426.70009273407049 492.90984762669541 559.73217865847982 3187.3533979542553 116.82719011418521 1435.8018384834286 391.4105447717011
leaf_count=126573 436507 318405 41140 609257 142477 250607 82002 266099 418371 48081 430175 79437 135192 1499488 161121 91394 88508 193144 241638 579188 81385 318800 804247 511053 106236 19393 74008 118095 447343 222104 42473 94926 87658 188480 119028 577581 22479 232597 43842
internal_value=0 0.0145354 0.00260098 -0.0260286 -0.00789862 -0.0124408 0.0290778 0.006077 -0.00461428 -0.0141896 0.0232143 0.0446956 -0.0426113 -0.0496994 0.0510161 0.0326272 -0.00268459 -0.0214728 -0.010216 0.0179443 -0.021574 -0.0138736 -0.0243946 -0.0301206 -0.019924 0.0164479 -0.0382874 0.00967972 -0.0393727 0.047782 0.0619839 0.012336 0 -0.0267728 0.0213717 0.0226492 -0.00949546 0.0173015 0.0541138
internal_weight=0 28252.4 15554.9 16733.5 11533.2 9227.46 12697.5 5701.4 7131.53 4573.33 10095.3 1918.63 7505.99 5580.14 2602.21 4021.71 3170.14 1925.85 1560.38 8176.68 5831.84 2180.92 5515.28 4365.87 1609.54 4091.86 2095.93 4854.06 1403.19 1958.98 1307.88 2558.2 867.755 1862.63 989.218 3310.78 781.084 2062.72 1728.78
internal_count=10350532 5187154 3568090 5163378 2937013 2468929 1619064 1221923 1785664 1272367 1331370 203912 2694449 2124475 287694 631077 776943 569974 434782 1127458 1715090 569407 1633705 1315300 459993 761930 683265 697283 495424 307086 121910 513297 193894 624987 207536 596974 164956 323991 265946
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=2431825 264208 1622020 768 2 2 262144 7 897 120 524300 2 1 897 896 2 64 7 768 2 1 2 2 8 2 70208
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=26
split_feature=0 0 2 1 3 0 7 2 4 1 2 7 3 2 0 2 3 3 4 6 3 1 6 1 2 5 3 5 0 3 4 7 5 0 2 1 5 0 2
split_gain=1435.9 413.237 440.462 314.074 208.096 153.897 129.673 126.319 150.729 116.911 102.222 96.8544 113.522 106.249 88.776 82.0526 76.2344 75.6651 75.047 69.3131 66.1635 64.4943 61.1064 57.1122 56.4711 55.8921 47.2219 45.316 91.5368 45.9696 40.2313 38.3391 36.2115 41.3773 34.2135 33.9821 33.7593 49.3054 31.7246
threshold=0 1 3.5000000000000004 1.0000000180025095e-35 2 3 4 1.5000000000000002 5 3.5000000000000004 1.0000000180025095e-35 6 7 2.5000000000000004 8 4.5000000000000009 9 10 11 12 13 1.5000000000000002 14 1.5000000000000002 4.5000000000000009 15 16 17 18 19 20 21 22 23 5.5000000000000009 4.5000000000000009 24 25 3.5000000000000004
decision_type=9 9 2 2 1 9 1 2 1 2 2 1 1 2 9 2 1 1 1 1 1 2 1 2 2 1 1 1 9 1 1 1 1 9 2 2 1 9 2
left_child=1 9 4 15 23 24 7 17 -9 10 20 12 -7 18 38 16 30 -6 -14 -8 -1 25 -22 -3 31 -4 -16 29 -29 -18 -2 -5 -26 -34 -27 -13 -17 -38 -12
right_child=3 2 21 5 6 11 19 8 -10 -11 14 35 13 -15 26 36 27 -19 -20 -21 22 -23 -24 -25 32 34 -28 28 -30 -31 -32 -33 33 -35 -36 -37 37 -39 -40
leaf_value=0.058351489567889936 -0.012109088121060131 0.001089020636562032 -0.013998645394650112 -0.04856800600224645 -0.020339832093808772 0.016120413406174938 0.078200246568801965 0.013644581537011825 -0.028569373087789604 0.043313946781886319 0.017890640458296605 0.014973186043070928 -0.014490717921928145 0.0053940738494453197 0.018225306728557159 -0.038463788461426604 -0.03508609636141128 -0.050132761364417799 -0.047443991438902239 0.0027513170304511595 0.056740674168859889 0.047791044809792106 0.020379683204523467 0.030804193731756357 -0.030474093980682977 0.013352383042183912 -0.0052227597975293295 0.0050919776938864285 -0.05056926366146846 -0.068056313856871997 -0.052399528112405239 0 0.056053936027112741 -0.032134054479083345 0.036826964398328325 0.074191224617637705 -0.050255316279817525 0.013021195843628068 0.041311020968444551
leaf_weight=740.55351976724342 993.51775243063457 1692.3003279210534 403.63915419718251 1534.4419822003692 1857.6049558604136 1414.3025619029067 133.52300726110116 1561.5663404720835 1767.6630616581533 2585.8257200580556 2523.8921958929859 300.20318063255399 2032.6143470432144 1541.4866764156613 1187.5082989162765 330.70430932147428 816.53829030971974 1851.9434526679106 1087.0313906294759 462.02641727612354 529.88079056795686 1137.5408324017189 3880.7870599117596 1042.0971680767834 153.17784657655284 1430.7823563243728 2801.2987257698551 387.22521929838695 1077.5277690482326 2179.4062135166023 329.47540466673672 172.51098990719765 124.87913972372189 45.232331316452473 1242.6416005515493 146.32819353230298 116.12271145754494 542.42707696906291 816.27668819250539
leaf_count=62586 37295 56499 21917 70478 79390 70488 10350 65058 72500 211917 226188 13527 71980 99301 122062 13620 42872 76244 52142 23281 57270 118019 444889 115480 4817 86453 283210 19036 57089 119106 15651 7089 5435 1692 141740 10979 5066 29420 83831
internal_value=0 0.0122884 0.000257425 -0.0253695 -0.0108028 -0.0125266 -0.0192638 -0.0231139 -0.0087347 0.0238826 0.0197575 -0.00488243 -0.00829826 -0.0158278 0.0120239 -0.0414527 -0.0460232 -0.0357651 -0.026411 0.0243798 0.0305693 0.0274231 0.0252861 0.0126877 -0.0363086 0.0194081 0.00179515 -0.0523773 -0.0361512 -0.0599473 -0.0231331 -0.0436331 0.000908846 0.030999 0.0246622 0.0384575 -0.0138691 0 0.0239489
internal_weight=0 29649.4 14583.3 15325.2 10368.7 8552.21 7634.33 7038.78 3329.23 15066 12480.2 6521.97 6075.43 4661.13 7328.98 6772.94 5783.69 3709.55 3119.65 595.549 5151.22 4214.6 4410.67 2734.4 2030.24 3077.06 3988.81 4460.7 1464.75 2995.94 1322.99 1706.95 323.289 170.111 2673.42 446.531 989.254 658.55 3340.17
internal_count=3105967 2358884 866931 747083 498802 407928 326823 293192 137558 1491953 1280036 318417 293911 223423 715291 339155 291049 155634 124122 33631 564745 368129 502159 171979 89511 250110 405272 238103 76125 161978 52946 77567 11944 7127 228193 24506 48106 34486 310019
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=2431953 264720 896 1622020 1 2 1 768 264192 769 112 2 8 768 12 2 776 2 16386 192 2 1 2 16384 2 12
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=24
split_feature=0 1 1 0 2 0 2 3 4 2 2 2 3 7 6 1 0 0 5 0 2 3 3 5 4 3 2 0 2 0 4 5 0 1 1 3 1 1 6
split_gain=1197.99 334.266 294.127 207.277 188.703 135.427 146.677 131.192 124.435 155.425 121.061 92.0362 111.637 91.1549 81.7179 77.8002 74.9991 73.1474 67.7863 61.9885 64.764 57.8163 48.4856 66.9044 152.417 51.323 47.1157 46.3152 46.2638 41.8357 41.4806 39.5206 37.2583 36.0344 35.1483 34.2606 30.8692 30.4957 29.6115
threshold=0 1.0000000180025095e-35 1.0000000180025095e-35 1 3.5000000000000004 2 1.5000000000000002 3 4 2.5000000000000004 1.0000000180025095e-35 3.5000000000000004 5 6 7 3.5000000000000004 8 9 10 11 1.5000000000000002 12 13 14 15 16 6.5000000000000009 17 1.0000000180025095e-35 18 19 20 21 4.5000000000000009 3.5000000000000004 22 10.500000000000002 4.5000000000000009 23
decision_type=9 2 2 9 2 9 2 1 1 2 2 2 1 1 1 2 9 9 1 9 2 1 1 1 1 1 2 9 2 9 1 1 9 2 2 1 2 2 1
left_child=1 3 11 28 22 -4 7 -7 14 10 -10 12 30 -9 -3 26 -13 36 -18 37 21 -21 -5 25 -25 -24 35 -22 38 -30 -2 -19 -20 -15 -11 -8 -12 -16 -1
right_child=2 8 5 4 -6 6 15 13 9 34 17 16 -14 33 19 -17 18 31 32 20 27 -23 23 24 -26 -27 -28 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.014368404592870063 -0.013703339606318114 0.065750215000583048 -0.050125710348161101 0.0069295848612089097 0.013392211249199055 0.0026712583992102995 0.0095016776836985596 -0.041631276254061836 0.04561484487645967 0.019501143093867912 0.0096800242194063583 -0.058898444390173534 -0.055773799434517407 -0.010443038471769486 0.030230383122359469 0.030201676373541032 -0.035396013632349455 -0.055168287008196815 0.039326686054573096 -0.013621834186216967 0.05215773800671597 0.016244568288157242 -0.017530644814815907 0.020532487236655558 -0.035869567440018117 -0.049502757164929544 0.028146096799477573 0.022672633861806058 0.018444983591559518 -0.0042349911018834509 -0.049247745688549061 -0.014295604459248309 -0.0034959934445228168 0.055102518092995302 0.055163876666809081 -0.013382813832182015 -0.039640960352323687 0.054677548703673952 0.036788046447218122
leaf_weight=2152.7349496881943 1332.517649624031 498.43789572478272 747.92799561959691 457.76378115150146 1966.2939195977524 1511.7192720726598 920.55288161407225 2166.7894830291625 284.42159560066648 1536.9400786159094 709.2044059264008 330.25948109244928 3314.4934312270489 180.29931438155472 2744.4322717734613 994.40755797037855 551.03814531723037 596.48448728513904 229.2187111673411 755.3537428881973 721.25672832527198 3440.0023275176063 943.46123049082235 799.87937503890134 1098.5204098734539 1444.8407007961068 437.89014145755209 2827.0291911547538 1270.1336451694369 2082.3090192952659 444.72150320513174 462.81541639845818 772.80508222104982 108.24506553448737 350.03019450837746 1977.8271914885845 122.83362346794456 752.79885672964156 903.91021805419587
leaf_count=256008 55902 43560 36479 15732 163963 56254 36346 94065 20162 131745 47557 17153 188216 6884 224727 77974 24483 24655 8163 39202 62949 292257 39179 23383 48084 63968 38710 286134 125278 188664 23721 19826 43364 7921 31866 88134 7761 45327 100249
internal_value=0 0.0116478 -0.022404 -0.000128688 -0.0123987 -0.0104183 -0.00656748 -0.0204122 0.0214334 0.0061947 -0.0118634 -0.0378257 -0.0448565 -0.0344778 0.0266525 0.00608409 -0.0182553 -0.0212405 -0.00804772 0.0246416 0.0193618 0.0107439 -0.0231932 -0.02646 -0.0119996 -0.0376481 -0.00122036 0.029346 0.0126697 0.00439843 -0.0233046 -0.0381217 0.00721487 0.0160778 0.0270328 -0.00600241 0.000914003 0.0358963 0.0215544
internal_weight=0 28921.9 16020.7 13119.8 6710.76 9045.66 8297.73 3967.05 15802 4062.73 2175.76 6975.05 5091.73 2455.33 11739.3 4330.68 1883.32 1891.34 1553.06 11240.9 7743.64 4195.36 4744.47 4286.7 1898.4 2388.3 3336.27 3548.29 6409.09 3352.44 1777.24 1059.3 1002.02 288.544 1886.97 2898.38 832.038 3497.23 3056.65
internal_count=3106005 2302236 803769 1024508 354309 442767 406288 165124 1277728 283572 119961 361002 267839 108870 994156 241164 93163 99799 76010 950596 680542 331459 190346 174614 71467 103147 163190 349083 670199 313942 79623 44481 51527 14805 163611 124480 55318 270054 356257
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=2431824 330256 1572868 897 2 897 1 8 1572876 2365952 2 268288 14 768 2 2 224 64 264192 2 2 8404992 772 1
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=23
split_feature=0 1 1 0 2 0 2 3 7 3 0 7 2 3 5 0 1 2 2 2 4 3 1 8 3 2 2 1 1 0 1 2 0 5 4 6 3 4 6
split_gain=990.556 257.858 251.621 169.737 179.157 124.337 118.863 114.902 103.076 110.741 98.6404 88.3522 72.4393 66.9157 67.7504 107.446 65.3274 61.2843 52.714 51.562 74.881 51.3816 40.7694 40.2964 39.6378 42.8049 38.5987 64.9597 41.1918 38.2379 40.0722 38.2009 37.5325 34.6989 83.2555 41.0714 34.5891 32.5322 31.0144
threshold=0 1.0000000180025095e-35 1.0000000180025095e-35 1 2.5000000000000004 2 1.5000000000000002 3 4 5 6 7 5.5000000000000009 8 9 10 3.5000000000000004 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 11 12 4.5000000000000009 13 14 1.0000000180025095e-35 1.5000000000000002 11.500000000000002 4.5000000000000009 15 3.5000000000000004 6.5000000000000009 16 17 18 19 20 21 22
decision_type=9 2 2 9 2 9 2 1 1 1 9 1 2 1 1 9 2 2 2 2 1 1 2 1 1 2 2 2 2 9 2 2 9 1 1 1 1 1 1
left_child=1 3 12 24 21 -4 7 -7 9 18 19 36 13 37 23 -16 -8 -12 29 20 -11 -5 -13 -15 -1 -26 27 -20 -28 -3 -31 -6 -27 35 -35 -23 -9 -2 -10
right_child=2 8 5 4 31 6 16 11 38 10 17 22 -14 14 15 -17 -18 -19 26 -21 -22 33 -24 -25 25 32 28 -29 -30 30 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.028053476538770106 -0.0095287228702391376 0.045175781401430054 -0.053383112998759696 0.0073953052113949862 0.0010511397810831764 0.012396246832020109 -0.001824512214326773 -0.02213123346025711 0.059769437371494809 0.014870594428363117 -0.032928679686536809 -0.0089900998253605313 -0.0019330271228345597 -0.057540727463426956 -0.00013527432888280151 -0.052069580898708147 0.027943104345177508 0.0036908715589498557 0.011766054282177306 0.032292990886172872 -0.025595190971077087 0 0.057286808002058855 0.015686259112663026 0.016014367500652143 0.028032298622225352 0.017531275123981383 -0.042972213676180357 0.041411542074039048 0.0082481591612852175 0.051244726443898492 0.029426717747957805 -0.0064572923803702682 0.01646834603158237 -0.036619249543964165 -0.041288836800691592 -0.047154976243166696 -0.046313091606962696 0.024783592132064377
leaf_weight=1125.9496257589199 1021.7923020680901 1456.849921429297 583.2393395404797 400.86650049267337 2580.9228208283894 856.78208015742712 3019.5201438828371 1403.2318738771137 692.33985560247675 1974.6623262371868 906.87876374810003 196.66704247519374 563.8563622913789 2765.8300675868522 754.8988542878069 846.78860658989288 937.69540560105816 856.01503973454237 1757.3004236631095 1017.3780821729451 559.94873586297035 269.88354856567457 126.60229881620035 58.923901429399848 2765.9130224857945 324.22119356133044 4577.6488806803245 215.74338307301514 893.93969617807306 923.18845784268342 270.89451129641384 559.14229222852737 2278.622448178241 479.80381818464957 667.54819873929955 2048.5436375474092 1242.3645526843611 309.44054983393289 642.09773919754662
leaf_count=106930 39414 114601 30571 13709 140248 31851 143571 53783 58222 173772 33988 7568 32980 164889 35966 48299 73062 53827 132899 89778 24290 11495 9651 3526 328618 36478 404159 13416 78168 56712 27958 68358 196577 13817 30724 93264 60734 16110 51403
internal_value=0 0.00984771 -0.021769 -0.000413181 -0.0111985 -0.0102969 -0.00676014 -0.019286 0.0181308 0.0157292 0.00391299 -0.028508 -0.0368182 -0.040155 -0.0461355 -0.0285485 0.00531111 -0.0151312 0.0218648 0.0135116 0.00561905 -0.0255588 0.0187774 -0.0557593 0.0111744 0.00739777 0.0173666 0.00507694 0.0216919 0.0341309 0.0191084 0.0064292 -0.00169477 -0.029424 -0.0143101 -0.0366227 -0.0346504 -0.0189922 0.0446897
internal_weight=0 30246.3 14687.6 13501.4 7006.71 8366.1 7782.86 3825.65 16744.9 15410.4 5314.88 2968.87 6321.53 5757.67 4426.44 1601.69 3957.22 1762.89 10095.6 3551.99 2534.61 3866.65 323.269 2824.75 6494.71 5368.76 7444.63 1973.04 5471.59 2650.93 1194.08 3140.07 2602.84 3465.78 1147.35 2318.43 2645.6 1331.23 1334.44
internal_count=3105386 2353411 751975 1040218 371615 410791 380220 163587 1313193 1203568 375655 131736 341184 308204 252680 84265 216633 87815 827913 287840 198062 163009 17219 168415 668603 561673 628642 146315 482327 199271 84670 208606 233055 149300 44541 104759 114517 55524 109625
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=2431952 330256 524292 769 1 976 264976 1 769 2 548867 2 768 1 768 329744 262144 2 2 12 224 2 12
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=30
split_feature=0 1 3 0 0 8 8 2 3 7 2 4 5 0 0 0 4 3 2 6 2 5 0 3 3 5 5 3 7 2 2 1 4 0 0 2 3 6 4
split_gain=827.732 224.279 211.782 138.878 132.029 318.344 162.048 130.409 144.79 127.503 107.723 215.082 106.576 151.387 97.7906 85.2635 85.6725 81.5987 70.0824 68.7515 67.3108 63.1869 73.7815 60.6014 58.4849 50.7703 49.3933 68.3609 48.4514 46.8149 43.619 43.554 46.5334 55.6888 38.7528 38.7068 32.9636 31.54 28.3835
threshold=0 1.5000000000000002 1 2 3 4 5 3.5000000000000004 6 7 3.5000000000000004 8 9 10 11 12 13 14 1.0000000180025095e-35 15 1.0000000180025095e-35 16 17 18 19 20 21 22 23 3.5000000000000004 2.5000000000000004 2.5000000000000004 24 25 26 8.5000000000000018 27 28 29
decision_type=9 2 1 9 9 1 1 2 1 1 2 1 1 9 9 9 1 1 2 1 2 1 9 1 1 1 1 1 1 2 2 2 1 9 9 2 1 1 1
left_child=2 3 9 -2 6 10 14 8 38 12 11 19 13 -1 17 16 26 -4 -19 -6 -13 36 -23 -7 -16 37 27 -3 -17 -25 -18 32 33 -14 -34 -12 -9 -10 -5
right_child=1 15 4 7 5 23 -8 21 25 -11 35 20 31 -15 24 28 30 18 -20 -21 -22 22 -24 29 -26 -27 -28 -29 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0032456219566314192 -0.069968637032244263 0.014024868078006287 0.009425754539300113 -0.0067922178960951127 0.0015220471797337768 -0.013214008284267992 -0.02114119735402956 -0.0024325989324650941 0.0088771866810806264 0.032338030729581295 0.015929566319023574 0.026520353817033465 0.041320031102778987 -0.045974163551916088 0.031966577198669015 0.0028640585700545622 -0.064517001368645174 0.099734546982069031 0.044362607156925728 0.019077245527920991 -0.030205677796648484 0.038844626418414463 -0.0077100048162475968 0.11536826182397793 0.0090916774595562171 -0.024883544667935967 0.039635819792126409 -0.030946060606784166 0.044723606996686205 0.033306428783903351 -0.0060910314208442347 0.044430587780655589 -0.04276288450874477 -0.0042343330936349781 -0.00068653134457670136 0.048762834941532517 -0.043899397547386698 -0.054108835204515454 -0.033440427266768262
leaf_weight=1763.9252620930783 763.71341388789006 546.01528634643182 405.19187428662553 1841.8572532427497 6534.5600376077928 51.770618967711926 669.11076815566048 362.51492432667874 70.065015651518479 677.80602405453101 4000.6298493109643 201.57166763581336 396.92458283528686 1575.5644758332055 2581.4026988241822 2753.8348135061096 452.0413500519935 388.69569197762758 819.64584450470284 3392.0209514235612 2268.2246973330621 457.70359948067926 1029.2666844967753 328.08511012257077 2132.023812107509 1054.370190309477 182.66195707279257 758.79417782300152 281.1153033839073 140.08149495488033 199.23342645540833 210.96454364643432 316.172638195334 658.74093247251585 621.32344753108919 389.39965825574473 447.9201508553233 2695.3270754829282 507.49627029825933
leaf_count=159954 46025 20349 47772 73004 530347 5828 61575 14105 4011 48190 363974 9532 20409 70797 210884 147159 27117 26176 60676 273201 95948 16039 55083 32135 181460 58753 11370 32827 20601 14332 9464 16734 17119 40152 32920 38057 20842 163586 27134
internal_value=0 -0.0202247 0.00882452 -0.0295612 0.0130404 0.00829128 0.0246319 -0.0255344 -0.0331175 -0.00757396 0.00581334 0.0010061 -0.0126691 -0.0238698 0.0296355 -0.00347456 -0.0186198 0.0509498 0.0638855 0.00761108 -0.0251933 -0.00498817 0.00711224 0.0832164 0.0218463 -0.0450834 -0.00492379 -0.0121371 0.00721549 0.0930334 -0.0481394 0.00425949 -0.000439882 0.0136276 -0.016522 0.019221 -0.0270081 -0.0524893 -0.0129693
internal_weight=0 14403.9 30523.8 9230.23 24302.4 17306.3 6996.07 8466.52 6169.12 6221.42 16786.4 12396.4 5543.62 3339.49 6326.96 5173.7 2138.75 1613.53 1208.34 9926.58 2469.8 2297.41 1486.97 519.937 4713.43 3819.76 1487.47 1304.81 3034.95 468.167 651.275 2204.13 1993.16 1055.67 937.496 4390.03 810.435 2765.39 2349.35
internal_count=3105641 747469 2358172 478582 1951897 1363354 588543 432557 326488 406275 1311059 909028 358085 230751 526968 268887 101127 134624 86852 803548 105480 106069 71122 52295 392344 226350 64546 53176 167760 46467 36581 127334 110600 60561 50039 402031 34947 167597 100138
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=2431952 14 1572868 268288 1 1 897 1 2 2 264720 262144 18366471 2 513 1 2 8404994 1 897 2 2 961 1 2 262208 2097232 928 8 2
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=23
split_feature=0 1 1 0 2 0 2 3 7 3 0 2 3 6 2 5 4 5 2 1 2 2 0 1 5 6 1 8 3 1 5 0 3 2 0 2 0 3 1
split_gain=676.12 199.891 197.202 149.738 174.039 93.3219 93.1143 85.1073 72.8992 68.3283 68.2929 76.4643 82.8904 52.2131 50.2896 48.813 48.4648 126.601 90.5424 47.2148 45.8648 45.2531 44.8973 41.9746 41.3344 41.2641 35.4163 32.8063 32.7294 32.0998 29.918 36.8916 27.733 26.2693 26.0273 24.9287 26.9771 24.4062 24.3239
threshold=0 1.0000000180025095e-35 1.5000000000000002 1 2.5000000000000004 2 1.5000000000000002 3 4 5 6 3.5000000000000004 7 8 1.0000000180025095e-35 9 10 11 1.0000000180025095e-35 3.5000000000000004 1.5000000000000002 5.5000000000000009 12 8.5000000000000018 13 14 5.5000000000000009 15 16 4.5000000000000009 17 18 19 6.5000000000000009 20 3.5000000000000004 21 22 27.500000000000004
decision_type=9 2 2 9 2 9 2 1 1 1 9 2 1 1 2 1 1 1 2 2 2 2 9 2 1 1 2 1 1 2 1 9 1 2 9 2 9 1 2
left_child=2 10 3 14 9 -3 7 -7 27 -5 -2 12 -12 -11 25 -15 23 18 -18 33 26 -6 -16 -4 -14 28 -20 -9 -1 -10 34 -32 -24 -8 -13 36 -19 -23 -25
right_child=1 5 16 4 21 6 19 8 29 13 11 30 24 15 22 -17 17 35 20 -21 -22 37 32 38 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0038405617112405458 -0.069361793251479384 -0.047964466209129079 0.019693309714102707 0.00035935967165210986 0.00079110810204051103 0.0099347117730546105 -0.004927371320986646 -0.032454700536247286 -0.0078154832601725951 0.030049620967689657 -0.016211560361795198 0.014070422052727205 -0.055687558445769739 -0.035380335351120444 0.014302473290091686 -0.011101593991627709 0.040485607760036124 0 -0.011457034813184304 0.023974833450065323 -0.00052433242304640018 0.034895620487074848 0.012667071965257112 0.049548191218182366 -0.024732104033733174 0.032732875462094586 -0.063829933714720163 0.048712914996502515 0.018212435047364025 0.050304688148623378 0.031327428743170051 -0.010293478325402091 -0.0090187476280908542 0.021465370794268648 -0.038565837113614436 0.039821432611550071 0.040382314661792484 0.0075842402419828417 0.0046192025537620729
leaf_weight=926.65518769435585 462.96519414219074 518.86223841551691 7119.1636808072217 1380.1520396047272 3250.5991590719204 876.71868771733716 2586.1628274787217 2484.3399590103654 193.78920133924112 130.24942703638226 1485.0154132517055 92.122295500943437 1792.7387206223793 2616.2306185776833 2394.6446488988586 1319.8815584753174 192.17181829828769 553.49532611831091 233.03368195542134 968.32843556790613 360.61266658920795 709.39994043624029 733.20796333393082 791.79534961190075 717.32223171344958 1388.8393797355238 383.2929344791919 22.403096722904593 2169.3218577911612 133.80386877711862 254.63360336073674 723.5055393462535 2387.5330548738129 409.42800824600272 397.85649371123873 694.8659475594759 197.83449951861985 714.81711295526475 166.59761388367042
leaf_count=103617 30602 30023 593174 46646 154497 32056 107548 113686 7640 5793 70258 3999 123083 116341 211907 50963 14052 41919 13220 74983 27022 80036 75360 59345 43675 138560 19411 1042 234552 10537 8220 33678 210329 35957 20331 62948 8663 77885 12326
internal_value=0 -0.0186181 0.00777481 0.00192064 -0.00662446 -0.00841215 -0.00545363 -0.0168003 -0.0251391 -0.0187499 -0.0325969 -0.0288861 -0.0361011 -0.0252034 0.0105891 -0.0273912 0.0187341 0.00664045 -0.017433 0.0051269 -0.0299907 0.00745423 0.00409754 0.0225737 -0.0471701 0.0184492 -0.0459428 -0.0310435 0.0115513 0.0173132 -0.00891539 0.00106234 -0.00373299 -0.00104387 -0.0283229 0.0262635 0.012293 0.0221256 0.042419
internal_weight=0 14120 30814.4 20121.5 10121.3 8193.84 7674.97 3711.05 2834.34 5446.51 5926.16 5463.19 3995.08 4066.36 10000.2 3936.11 10692.9 2615.31 1169.11 3963.92 976.939 4674.82 5515.39 8077.56 2510.06 4484.82 616.327 2506.74 3095.98 327.593 1468.12 978.139 3120.74 2995.59 489.979 1446.2 751.33 1424.22 958.393
internal_count=3105884 747318 2358566 1506486 532161 413472 383449 164961 132905 219743 333846 303244 237016 173097 974325 167304 852080 187235 73705 218488 59653 312418 497596 664845 166758 476729 32631 114728 338169 18177 66228 41898 285689 143505 24330 113530 50582 157921 71671
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=2431952 330256 524292 769 1 896 1572868 897 8 2 2 2 329728 2 1 1 30 2 50176 768 8421416 2128 120
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=28
split_feature=0 1 1 0 5 4 3 0 0 2 3 7 0 5 3 6 4 2 2 0 1 2 1 6 3 0 6 3 2 4 0 3 5 2 4 2 3 0 3
split_gain=551.781 179.187 169.614 100.939 102.153 97.3824 91.9824 91.3217 84.2029 76.6782 88.8898 71.5376 69.8834 81.9759 154.021 67.7303 61.4941 77.5738 79.8697 60.1453 44.0007 39.0779 37.917 36.2863 34.1428 32.7901 31.5345 30.7338 30.702 29.514 27.82 27.3743 26.6664 25.7411 25.0433 82.8269 23.9622 23.8223 22.7534
threshold=0 1.0000000180025095e-35 1.0000000180025095e-35 1 2 3 4 5 6 1.5000000000000002 7 8 9 10 11 12 13 2.5000000000000004 1.0000000180025095e-35 14 5.5000000000000009 4.5000000000000009 6.5000000000000009 15 16 17 18 19 6.5000000000000009 20 21 22 23 9.5000000000000018 24 3.5000000000000004 25 26 27
decision_type=9 2 2 9 1 1 1 9 9 2 1 1 9 1 1 1 1 2 2 9 2 2 2 1 1 9 1 1 2 1 9 1 1 2 1 2 1 9 1
left_child=2 12 3 26 6 30 37 -3 21 10 -9 16 -2 14 -14 -12 24 18 -18 31 -20 -7 28 -8 25 32 -1 -28 -11 -17 36 -15 -4 -21 -29 -36 -6 -5 -13
right_child=1 7 11 4 5 8 23 9 -10 22 15 38 13 19 -16 29 17 -19 20 33 -22 -23 -24 -25 -26 -27 27 34 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.047105699698929915 -0.067453472861165265 -0.046306581660270185 -0.0018357958421467699 0.014759312527397204 0.036883613916333914 -0.046661554958178898 0 0.0042819126199322727 0.0030846779972590467 -0.0018912311435451844 0.036124529701716285 0.0035276805274959571 -0.013672007893881575 0.034337084763343816 -0.055787027167295528 -0.023792565127371591 0.033029882779644269 0.015483286948645628 -0.010467886654038252 -0.026897362890824408 -0.046879278995133597 0.019671958659730676 0.032906592136335087 -0.045275397862515387 0.010225862836382915 0.025521669276885008 0.020488549275527141 0.0057242368581505061 0.022866855224234234 -0.052905463720113594 -0.0076156368953217328 -0.0021331608254076327 0.033313736606581885 0.025439903389728444 -0.027325227625039999 0.054999754914948629 0.010341479820432346 -0.013500788552819437 0.041186220219228034
leaf_weight=158.35098726744764 433.83126032340806 512.87730570859276 922.21767739090137 441.35061951284297 651.77980747516267 720.224980447907 198.80006086849608 1488.7594995599939 1075.9526823135093 3453.9644763448741 125.55390817346051 227.36096460418776 1806.4783035035944 275.57631975668482 1771.0581004690612 1666.3790254241321 298.79490293445997 1936.7831720502581 1306.7227677414194 1226.3956721499562 444.77929693181068 77.221891852095723 402.06212949729525 1404.2504889869597 5970.6151203261688 4303.8898219573312 1190.5505346544087 4577.2847046286333 552.98510754667222 500.64034116745461 347.67539430852048 547.5252018191386 245.69542637653649 72.485664719250053 673.39020460518077 117.32403982616961 875.59207531809807 733.85493328724988 1154.2633074668702
leaf_count=15494 30806 30860 76249 18616 38415 36459 8658 54914 64708 165663 7862 19004 89301 12013 123253 79093 20470 157547 66978 65887 25445 9048 32403 71071 473012 346284 106919 509053 48246 29840 18671 23439 21722 7502 21060 5507 58036 27725 91083
internal_value=0 -0.0161996 0.00734246 -0.00109893 -0.00994382 0.000761285 -0.0243833 -0.006899 -0.0151597 -0.00417342 -0.0145903 0.0140048 -0.0292769 -0.0258179 -0.0350873 -0.0267749 0.0119749 0.00118553 -0.0122049 -0.00989962 -0.0205164 -0.0389247 0.00472171 -0.0396405 0.0156953 0.021463 0.00746072 0.00617831 0.00159577 -0.0311438 0.016814 0.010755 0.00590801 -0.0230689 0.00282095 -0.0131806 0.0225115 -0.00250431 0.0357251
internal_weight=0 14836.6 30054.7 13243.6 6526.7 3748.45 2778.26 8703.22 1873.4 8190.34 3781.33 16811.1 6133.35 5699.52 3577.54 2292.57 15429.5 3987.08 2050.3 2121.98 1751.5 797.447 4409.01 1603.05 11442.4 5471.8 6716.9 6558.55 4006.95 2167.02 1875.05 823.102 1167.91 1298.88 5368 790.714 1527.37 1175.21 1381.62
internal_count=3108316 801082 2307234 1009440 351407 225337 126070 448881 110215 418021 171709 1297794 352201 321395 212554 116795 1187707 270440 112893 108841 92423 45507 246312 79729 917267 444255 658033 642539 213909 108933 115122 35452 97971 73389 535620 26567 96451 46341 110087
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=2431824 330256 2 2 960 557060 64 897 1 1572868 2 961 8 2 49283 12 848 66304 8 768 2 320 901 2 2 57 4160 515
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=31
split_feature=0 3 1 0 2 3 7 5 0 6 0 8 8 1 0 2 2 0 5 3 3 3 3 2 0 1 0 1 5 0 0 0 4 0 0 3 0 4 3
split_gain=466.097 154.419 149.375 132.985 113.846 102.897 88.5128 85.8903 116.549 85.2975 80.5351 233.194 123.913 66.1256 61.2798 55.6213 55.105 53.8258 49.9956 53.5251 48.8901 48.6464 47.8558 42.109 68.9361 46.2756 42.0264 40.6986 40.1837 39.668 35.8292 34.3759 30.2953 38.2636 34.352 28.2111 25.7571 24.8321 23.354
threshold=0 1 2.5000000000000004 2 3.5000000000000004 3 4 5 6 7 8 9 10 1.5000000000000002 11 2.5000000000000004 3.5000000000000004 12 13 14 15 16 17 1.0000000180025095e-35 18 7.5000000000000009 19 7.5000000000000009 20 21 22 23 24 25 26 27 28 29 30
decision_type=9 1 2 9 2 1 1 1 9 1 9 1 1 2 9 2 2 9 1 1 1 1 1 2 9 2 9 2 1 9 9 9 1 9 9 1 9 1 1
left_child=1 6 3 -2 5 35 7 8 37 36 12 13 17 16 27 23 -12 21 29 -20 -19 -11 -13 24 -16 -25 -24 -4 31 -6 -30 -7 34 -34 -9 -5 -3 -1 -8
right_child=2 9 14 4 18 28 38 32 -10 10 11 22 -14 -15 15 -17 -18 20 19 -21 -22 -23 26 25 -26 -27 -28 -29 30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.062431834563238003 0.063353881196391987 0.0080728585061565078 0.018996891392217517 -0.030844072691253624 0 0.03305090685570225 0.033585317712883457 -0.042077570922287977 0.0052588356745740588 -0.0062032200843832796 -0.015287492575429669 -0.022888342966324044 0.011077035607388378 -0.03835006402601597 0.016673812166325311 0.0094322650621768145 0.02466726613415355 0.023263141073715649 -0.011865355982310111 0.0040459675590965964 0.046562592529738649 0.084807742843627867 -0.0068217365633722327 0.042644647429614824 -0.054641260517475948 0 0.04881568083283773 -0.0010331442530595841 0.015933244090999468 -0.037468134338637486 -0.046215935307352886 0.0057202487659363402 -0.031524556504329747 -7.8220600762260353e-05 -0.013889732841079609 0.021181852229812628 -0.034504902567859756 -0.0063453676107689903
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leaf_count=143886 52269 25400 65894 8479 31692 11278 40851 24195 76141 46849 534826 4982 60357 522527 8077 30555 258504 207760 45657 39777 174662 84570 41673 17642 7305 23611 5539 22303 31574 10530 29716 166494 35417 22868 43174 99454 33444 9876 11651
internal_value=0 0.00599493 -0.0165217 -0.0225705 -0.0189524 -0.0261107 -0.00792538 -0.0122927 -0.0224128 0.00944528 0.00838571 0.0047405 0.0173427 0.00257518 0.0025887 -0.00993409 -0.00190927 0.0216042 -0.00121349 0.0087514 0.0157959 0.037012 0.0657269 -0.0218003 0.00658786 -0.0335562 0.0739622 0.0180622 -0.0365842 -0.0198999 -0.0191782 -0.0433299 0.00265374 -0.0092886 0.0135617 -0.0103765 0.0418087 -0.00447588 0.0237888
internal_weight=0 32046.2 12844 9770.42 9023.59 6414.67 6337.79 5597.32 3340.54 25708.4 24951.2 17801.3 7149.87 17225.1 3073.59 1696.89 11269.1 6488.27 2608.92 1701.47 4795.16 1693.1 576.169 1187.66 344.187 843.477 522.162 1376.7 3797.9 907.448 1090.25 2707.66 2256.78 1066.31 1190.47 2616.77 757.264 1786.64 740.467
internal_count=3111459 2409152 702307 526920 474651 346995 408059 355557 229903 2001093 1942249 1368051 574198 1315857 175387 87190 793330 513841 127656 85434 382422 131419 52194 56635 15382 41253 47212 88197 239062 42222 61290 177772 125654 58285 67369 107933 58844 153762 52502
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=2432976 14 1572868 897 1 2 264720 8 268288 1 1 1056808 262144 2 604 897 513 1 16384 2098256 2 4210698 24578 29360128 2 331520 262208 512 2361088 2 12
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=29
split_feature=0 1 1 0 3 5 0 0 5 3 0 4 0 7 8 3 2 4 2 2 0 2 1 3 4 4 0 2 6 5 6 6 2 0 0 1 0 3 0
split_gain=385.828 141.262 112.974 110.117 89.1706 138.866 79.3491 72.093 75.3269 80.2652 70.0616 69.9701 66.0559 53.9458 51.8266 50.9714 53.3389 47.9758 67.1532 58.8961 48.7645 41.0482 40.9187 40.8613 37.0326 34.9016 34.6062 34.0337 29.7862 29.0174 28.9412 26.8655 26.6153 26.4746 24.0981 22.5906 22.1219 21.7041 21.4205
threshold=0 1.5000000000000002 1.0000000180025095e-35 1 2 3 4 5 6 7 8 9 10 11 12 13 1.5000000000000002 14 2.5000000000000004 1.0000000180025095e-35 15 2.5000000000000004 4.5000000000000009 16 17 18 19 3.5000000000000004 20 21 22 23 5.5000000000000009 24 25 3.5000000000000004 26 27 28
decision_type=9 2 2 9 1 1 9 9 1 1 9 1 9 1 1 1 2 1 2 2 9 2 2 1 1 1 9 2 1 1 1 1 2 9 9 2 9 1 9
left_child=2 3 7 -2 14 6 24 31 9 -9 21 36 27 15 34 -3 25 22 19 -19 -21 -7 28 -8 -6 26 -17 -13 -4 -22 -11 -1 -12 -32 -5 38 -10 -33 -20
right_child=1 13 17 4 5 10 23 8 11 30 32 12 -14 -15 -16 16 -18 18 35 20 29 -23 -24 -25 -26 -27 -28 -29 -30 -31 33 37 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.023431366191390336 -0.062081492779926063 0.0066744298129964548 0.02446744204876641 0.027262820277278017 0.0053179968335826102 -0.019855264627999688 -0.027704633907816103 -0.00091572583129156081 0.018772573327585695 0.021617841841753124 -0.024724171860561323 -0.045653863398700451 0.0025189847109320491 0.028018567809872465 0.076998869535579675 -0.039774838332939114 0 0.026462903137926916 -0.029628704077883213 0 -0.048525354996839569 0.029267254610968536 0.02531920366485152 -0.055419590109457621 -0.057653813279357868 -0.05365512483388446 -0.00081926165447417933 0.0055914856438123673 0.0089682175924874503 -0.012040812921541723 -0.0211567878984164 0.0097860218491641268 0.0048972757084190721 -0.051969232791444275 -0.0077423888281970277 0.035335164641061477 -0.0078672954637171253 -0.0020904888634072634 0.012027587694303463
leaf_weight=765.9566544436384 598.21499171666801 2199.2913627625676 1476.8597680686507 173.8629138469696 547.78615874785464 199.01231234217994 1128.3170571418013 1155.8095932290889 1576.1556725704577 56.024403137387708 1354.4234302245313 607.77081347559579 1082.0023083933629 539.27697473193984 50.119371184380725 347.13869770208839 1375.0552359473659 331.34700266132131 92.615115074440837 839.89650788693689 516.59477420873009 620.91013617254794 2709.2763326554559 1686.3202365100151 80.621258940198459 361.15356329351198 610.13171546114609 142.41286178259179 8794.7715705302544 450.2749816570431 664.44248876022175 3002.8152891127393 356.7243956993334 792.76032504322939 2205.0505459835986 404.80850815959275 348.73352732229978 3027.944873604225 1593.1896602045745
leaf_count=73037 46321 121111 117333 8434 28662 11082 74179 45683 97299 2036 70017 33680 64987 34634 2234 18718 80713 22759 8619 51223 24410 22680 200616 113160 5399 23772 23020 11320 709447 19592 36381 307116 24974 41068 99177 33108 18761 262515 127756
internal_value=0 -0.0138579 0.00597052 -0.0215339 -0.0183058 -0.0248543 -0.0379047 -0.000958125 -0.00854394 -0.0213042 -0.00684541 0.000516168 -0.0132781 -0.00106033 -0.00193697 -0.00447754 -0.0136412 0.0113073 0.00195651 -0.0103527 -0.0175897 0.0165169 0.0143189 -0.0449583 -0.00449587 -0.0278239 -0.0164403 -0.0352483 0.011323 -0.0323841 -0.0361221 0.00617961 -0.0182936 -0.0390606 -0.0046708 0.0146553 0.0138019 0.00379912 0.00898361
internal_weight=0 14433.4 30432.5 9001.36 8403.15 5974.11 3443.04 13222.8 6426.11 2669.04 2531.07 3757.08 1832.19 5432.05 2429.03 4892.77 2693.48 17209.6 4228.73 2138.11 1806.77 819.922 12980.9 2814.64 628.407 1318.42 957.27 750.184 10271.6 966.87 1513.23 6796.72 1711.15 1457.2 2378.91 2090.61 1924.89 6030.76 1685.8
internal_count=3117033 808287 2308746 506319 459998 350153 221400 993883 351215 125168 128753 226047 109987 301968 109845 267334 146223 1314863 287467 117984 95225 33762 1027396 187339 34061 65510 41738 45000 826780 44002 79485 642668 94991 77449 107611 169483 116060 569631 136375
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=2431824 1572868 896 2 21004296 330256 2 960 49155 2 64 1 1 897 2 2365952 112 2 2 9453572 12 2 8 12 4160 4194432 320 833 65552
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=27
split_feature=0 1 4 0 2 5 3 8 2 6 3 3 2 6 0 3 5 3 2 4 2 0 0 1 2 3 0 3 1 2 0 7 3 0 1 0 1 6 3
split_gain=319.434 137.361 131.287 125.254 146.103 101.279 204.648 59.3699 57.3287 45.9617 49.1848 43.6493 40.0953 38.3031 37.9049 43.9523 38.2199 37.2272 56.9932 81.9463 56.8695 47.4134 36.9089 32.795 52.0461 32.5268 32.0277 50.4327 31.669 25.8621 25.5636 25.4152 25.333 38.21 25.0185 24.9765 22.2169 20.9561 21.5819
threshold=0 1.5000000000000002 1 2 2.5000000000000004 3 4 5 8.5000000000000018 6 7 8 1.0000000180025095e-35 9 10 11 12 13 1.5000000000000002 14 1.0000000180025095e-35 15 16 2.5000000000000004 1.0000000180025095e-35 17 18 19 8.5000000000000018 2.5000000000000004 20 21 22 23 5.5000000000000009 24 3.5000000000000004 25 26
decision_type=9 2 1 9 2 1 1 1 2 1 1 1 2 1 9 1 1 1 2 1 2 9 9 2 2 1 9 1 2 2 9 1 1 9 2 9 2 1 1
left_child=2 3 5 4 7 6 22 9 31 -2 -11 29 37 -3 -4 -16 -17 21 19 35 -21 -15 -1 32 -25 -14 27 -20 -28 -7 -27 -6 -8 -34 -24 -19 -18 38 -5
right_child=1 13 14 12 8 11 23 -9 -10 10 -12 -13 25 17 15 16 36 18 26 20 -22 -23 34 24 -26 30 28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.0028809890889044676 0.026503671655006979 0.035523989617156186 -0.062403620381316943 0.01676461321486095 -0.0010203527122652747 -0.0048980027635380074 0.004292380546056687 0.060943151751489705 0.035267698963617561 -0.0071258628836926062 -0.026226890414501065 -0.011575319429477489 -0.013880430798966881 0.0038286705952036378 0.017717516844643507 -0.050934655041393842 -0.024279951206158397 0.011737333170410359 0.039181551378268425 0.018948937677395295 -0.040050813051135746 0.030456732920031412 -0.052550365157843983 0.056068767277070025 0.00017992838252044502 0.019975549078278174 0.0021344643562693083 0.0092986516219905769 0.034338488893087812 0.041212610962993529 0.0013276431120649512 0.029748842583936615 0.033349869522423123 -0.024021640273214823 -0.00037752562593843078 -0.0042064153443719561 0.024383021225605671 0.023535409054872673 0.00024235769270124598
leaf_weight=232.31804871896747 179.90425400331151 614.07879912899807 524.23862732842099 1629.5677006125916 5269.6928805304924 131.56467572692782 1078.9027062100358 64.302349810721353 490.51825164444745 2071.6849474449409 4461.7510807293002 306.58272659324575 1090.3890752582811 1144.4325361070223 151.54285104270093 775.54738053516485 897.76820228225552 2546.3623652821407 1060.8879844022449 182.85820974968374 704.26646385737695 1758.9511460475624 1388.6175401168875 214.72750103683211 557.08045975328423 879.82705039391294 2244.1909326734021 1326.0329734839033 329.54891146207228 561.55906514567323 3935.4923887561308 252.42150557343848 94.012058548629284 909.83564985601697 111.16525649372488 1526.1732883413788 74.220798374037258 1504.0961103395093 1585.8583258700091
leaf_count=15056 9669 45341 41171 167654 321350 6754 39629 3275 49465 77968 229939 15343 88411 94520 6636 50066 48530 179022 81966 12301 36550 150104 93740 9426 28071 70242 181171 109465 24455 23469 329888 16423 4974 51761 5112 88060 4255 141992 152284
internal_value=0 0.00351802 -0.0184678 -0.00109621 -0.00776192 -0.00988674 -0.0162031 -0.0178093 0.0035335 -0.0188758 -0.020296 0.0184291 0.00689966 0.0115678 -0.0378394 -0.0295612 -0.0341337 0.0102814 0.00726199 -0.000261643 -0.0273404 0.0202573 -0.0428794 0.000304928 0.0176192 0.00134134 0.0148151 0.0231309 0.0066956 0.0317659 0.00493316 0.000485249 -0.00612688 -0.0172892 -0.0486446 0.00572061 -0.0196459 0.0137539 0.00881104
internal_weight=0 36853.3 8009.68 23415.5 12790.3 5586.37 4586.66 6777.64 6012.63 6713.34 6533.44 999.706 10625.2 13437.8 2423.32 1899.08 1747.54 12823.7 9920.32 4959.66 887.125 2903.38 1732.1 2854.56 771.808 5905.71 4960.66 2386.92 2573.74 693.124 4815.32 5522.11 2082.75 1003.85 1499.78 4072.54 971.989 4719.52 3215.43
internal_count=3105508 2661515 443993 1658560 708089 293335 247769 320851 387238 317576 307907 45566 950471 1002955 150658 109487 102851 957614 712990 315933 48851 244624 113908 133861 37497 488541 397057 191431 205626 30223 400130 337773 96364 56735 98852 267082 52785 461930 319938
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=30982159 2 2106848 2 14 1 8 896 526 8 524292 768 2 768 2 328480 29360140 7 2372416 60 266240 1 769 12582912 2362896 1 833
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=31
split_feature=0 1 3 6 0 7 3 5 3 2 4 0 0 0 2 3 5 0 0 0 5 0 2 0 0 5 1 0 4 0 6 6 1 1 0 2 3 4 0
split_gain=266.64 126.551 85.9346 67.8156 57.6234 52.432 55.13 74.8662 50.7138 85.3335 77.7465 94.4357 66.9925 50.3951 50.8369 62.212 43.7084 42.5291 42.452 36.5477 31.9434 31.9426 28.0295 26.2614 24.0752 23.3852 19.9912 27.3085 23.4338 28.2963 19.8911 18.9719 16.8538 19.8523 15.5144 13.6547 13.2462 13.1541 21.4754
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 7 5.5000000000000009 8 9 10 11 3.5000000000000004 12 13 14 15 16 17 18 1.5000000000000002 19 20 21 2.5000000000000004 22 23 24 25 26 3.5000000000000004 11.500000000000002 27 1.0000000180025095e-35 28 29 30
decision_type=9 2 1 1 9 1 1 1 1 2 1 9 9 9 2 1 1 9 9 9 1 9 2 9 9 1 2 9 1 9 1 1 2 2 9 2 1 1 9
left_child=2 13 16 24 -3 6 32 18 12 10 23 -12 -5 -2 15 37 17 35 -8 -9 31 -11 -14 -10 -4 -23 27 28 -18 -30 -7 -17 -6 -34 -24 -1 -16 38 -15
right_child=1 4 3 8 5 30 7 19 9 21 11 -13 22 14 36 20 26 -19 -20 -21 -22 25 34 -25 -26 -27 -28 -29 29 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.0024321829568476339 -0.059560275343520708 -0.036949535956347486 0.014660181503777013 -0.002696543964039276 0.00049031455407135276 0.048472809257404631 -0.0057607846377921218 0.020378866215548158 0.016051624977360658 -0.014776601082953037 -0.028595632731360898 0.00073909846856950675 0.029867719997722732 0.011816420472094786 0.0035714047998373737 0.01223906844192404 0.032152856809100634 -0.035019298347327713 -0.032509058293631987 -0.010912103412975896 -0.018211805604667463 -0.0026055533207442858 0.029421813162149105 0.00332190479470373 0.050065582872276762 0.032172544795983589 0.036782093864370369 -0.011784487775588678 -0.037481028120441101 0.035398636993804689 0.010407808586978611 -0.047255427035344896 0.023620156994798934 -0.011510583661225739 0.0076569891347648134 -0.018922301518311074 -0.014137222350507461 -0.028460765451437692 -0.014992407698450333
leaf_weight=725.13257437874563 342.07559839100577 459.41590513056144 490.01231311936863 1655.6082599167712 2338.043690614868 192.1881751192268 1040.5720293507911 768.19556329597253 1862.0567534682341 165.80743401078507 1661.0859868228436 3042.2034865685273 1921.2436561197974 439.03078758530319 802.65335456072353 38.345686630811542 326.24670161120594 897.51502553548198 1564.0418700006558 647.29898324178066 725.02495088195428 198.60719254473224 412.50661310250871 12251.490538142971 429.71269607194699 1488.9039140879177 130.55739967874251 798.25710418075323 105.03769652778283 44.034196741878986 519.04828591912519 1504.6230236976407 736.11278167692944 171.31671408528928 1703.4111138703302 451.4473754374776 784.60165777686052 283.73130623286124 737.50166308542248
leaf_count=59515 30786 33485 36467 120364 94831 13225 51091 42853 147049 16773 92638 162426 143928 18579 38090 2940 16879 46770 88070 40674 46602 16700 31807 979088 32676 146498 10417 40882 6387 2007 30637 126055 57356 10223 154209 27301 35915 18596 35291
internal_value=0 -0.0117841 0.00480502 0.00670078 -0.00396174 -0.0018446 -0.00444942 -0.0122412 0.00572651 0.00339094 0.00134222 -0.00973225 0.0140717 -0.0233338 -0.0204755 -0.0268764 -0.00988694 -0.0190603 -0.0222692 0.00599811 -0.0371679 0.0236976 0.0209808 0.00506678 0.032912 0.0277691 0.00350044 -0.000449186 0.0174511 -0.0120704 0.0234382 -0.0456035 0.00515588 0.0165116 0.0125647 -0.00573203 -0.00516191 -0.0099484 -0.00472113
internal_weight=0 14093.8 30760.9 27282.6 8436.23 7976.82 7265.58 4020.11 26362.9 20670.2 18816.8 4703.29 5692.77 5657.59 5315.51 3728.26 3478.23 2074.09 2604.61 1415.49 2267.99 1853.32 4037.16 14113.5 919.725 1687.51 1404.13 1273.58 475.319 149.072 711.236 1542.97 3245.47 907.429 2115.92 1176.58 1587.26 1460.26 1176.53
internal_count=3106080 815299 2290781 2080623 462445 428960 385098 222688 2011480 1561172 1381201 255064 450308 352854 322068 248063 210158 133586 139161 83527 175597 179971 329944 1126137 69143 163198 76572 66155 25273 8394 43862 128995 162410 67579 186016 86816 74005 72466 53870
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=2431824 6 8 524293 1 897 2 768 2 65616 2097920 1572868 897 2 264720 29369376 24706 2 4112 266240 2128 2 328256 2 64 8 8 69696 964 2 8389768
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=26
split_feature=0 4 1 5 0 0 5 3 4 2 0 7 1 7 2 7 6 8 0 2 0 2 3 0 2 2 0 1 1 1 1 3 3 6 0 2 3 3 0
split_gain=230.172 110.526 108.455 87.409 171.37 78.8338 135.063 94.2057 90.2402 85.9173 56.9348 48.6887 39.1055 38.8369 36.2589 35.666 35.3822 33.7941 33.023 32.7455 32.3876 54.7144 37.7003 31.997 30.5273 92.3124 71.4022 42.0256 36.715 35.6779 28.9482 27.5719 25.9882 25.5365 23.436 27.714 23.1029 21.2036 20.8843
threshold=0 1 2.5000000000000004 2 3 4 5 6 7 3.5000000000000004 8 9 5.5000000000000009 10 9.5000000000000018 11 12 13 14 1.0000000180025095e-35 15 2.5000000000000004 16 17 1.0000000180025095e-35 1.5000000000000002 18 5.5000000000000009 8.5000000000000018 14.500000000000002 7.5000000000000009 19 20 21 22 7.5000000000000009 23 24 25
decision_type=9 1 2 1 9 9 1 1 1 2 9 1 2 1 2 1 1 1 9 2 9 2 1 9 2 2 9 2 2 2 2 1 1 1 9 2 1 1 9
left_child=1 3 5 4 31 6 7 17 16 10 19 -9 -6 14 18 36 -7 38 -8 -10 -3 22 -22 -4 28 26 27 -26 -25 -28 -27 -1 -12 -33 -11 -36 -5 -18 -2
right_child=2 20 23 15 12 8 13 11 9 34 32 -13 -14 -15 -16 -17 37 -19 -20 -21 21 -23 -24 24 25 30 29 -29 -30 -31 -32 33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.010849064918273393 0.003491515365760531 -0.049512718809808079 0.02791707436199168 0.021056538824116469 -0.046968717832657193 0.020949960981021372 0.0038947538623907985 -0.043536066159304145 0.011850388122356932 0.037891860140253621 0.012175911020252582 0.0064916590961750439 0.0081495376962151655 0.037489126058557733 0.033063252373230427 0.074105130534759478 0.022569280000397828 0.050652480175487104 -0.016894971268909272 -0.038273200048007085 -0.0011298670733572 0.0063999586630199834 -0.0473894989068262 0.013474381286448667 -0.0023452099624117141 0.010096674065754227 0.014467092541026428 -0.050873382518611669 0.048073773962701745 -0.031832726146557792 0.031997633347555531 0.018630135814858673 -0.014594874879288629 -0.013540136410137691 -0.0082222015500085909 0.058853436953833355 -0.011789696226831877 0.004581837316803874 -0.014223644718202392
leaf_weight=1251.4385344475741 820.39606304035988 907.33707382506691 1163.8920285536442 645.72525835293345 1333.8838994677644 1733.9117486306932 3847.8088312782347 1501.9537945804186 122.21712232124992 323.56375693017617 554.0619616357144 202.927455940051 123.12478695507161 302.95454667508602 322.20731988619082 75.445888250833377 672.30616594431922 62.719579781871289 910.5849789303029 1200.787004335667 262.70945329091046 414.84257553215139 694.94511949724983 1766.5920557996724 290.87049761344679 3082.5665877975989 820.82462764997035 510.59444078290835 369.3125923962798 175.20422773226164 768.24216031539254 252.5469235869823 876.15481604053639 1478.1220641498221 363.7326528057456 42.690175743307918 270.25059468776453 11464.229821676388 2840.6705359917833
leaf_count=53351 41500 68533 75430 32268 93598 146584 236734 87951 6569 29752 32374 11022 5646 20788 31638 4312 57105 3567 52274 62326 13574 19255 48728 120471 22466 253059 51149 34750 25533 8928 59060 14094 35295 84733 25448 3455 13776 977985 140526
internal_value=0 -0.0160302 0.00291447 -0.00813311 -0.0141653 -0.000124851 -0.00682321 -0.0179268 0.00403749 -0.0102537 -0.0183745 -0.0371849 -0.0417579 0.00434266 0.00209898 0.0182053 0.00766523 -0.00868091 -0.000129072 -0.033017 -0.0344306 -0.0228841 -0.0359141 0.0124864 0.00999401 0.00602131 -0.0124639 -0.0339341 0.0201784 0.00528629 0.0147568 -0.000163624 -0.00397079 -0.00836147 0.0194962 0.00165923 0.0110798 0.00567376 -0.0102056
internal_weight=0 7710.37 37114 5430.54 4439.12 28165.9 10812.2 5428.67 17353.7 3483.21 2753.22 1704.88 1457.01 5383.56 5080.6 991.422 13870.4 3723.79 4758.39 1323 2279.83 1372.5 957.655 8948.1 7784.21 5648.3 1797.49 801.465 2135.9 996.029 3850.81 2982.11 1430.22 1730.67 729.987 406.423 915.976 12136.5 3661.07
internal_count=3105607 451868 2653739 301778 251422 2002893 626000 284566 1376893 195219 136564 98973 99244 341434 320646 50356 1181674 185593 289008 68895 150090 81557 62302 650846 575416 429412 117293 57216 146004 60077 312119 152178 67669 98827 58655 28903 46044 1035090 182026
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=26787855 2 2 8388622 6301088 2 992 2 80 1 1 1 12 1 2105728 524300 896 2363392 67392 769 900 12 264704 526 512 6292480
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=29
split_feature=0 4 7 3 5 0 5 0 0 3 4 2 2 1 6 7 1 0 0 3 5 0 0 2 4 8 3 0 1 3 2 3 1 3 1 0 2 4 8
split_gain=190.53 99.1188 96.8855 85.1713 82.0095 72.5629 63.4686 151.689 58.396 53.864 51.8468 62.7137 50.8996 37.1446 35.249 31.9697 31.3817 32.5616 30.6291 34.9969 35.0657 29.2467 25.522 22.4219 23.3187 22.3519 26.5485 39.0229 23.3995 22.3345 21.0863 18.598 18.4307 17.9673 17.5536 17.5314 17.2055 16.3179 16.0668
threshold=0 1 2 3 4 5 6 7 8 9 10 3.5000000000000004 6.5000000000000009 5.5000000000000009 11 12 2.5000000000000004 13 14 15 16 17 18 5.5000000000000009 19 20 21 22 1.0000000180025095e-35 23 1.5000000000000002 24 1.0000000180025095e-35 25 1.0000000180025095e-35 26 2.5000000000000004 27 28
decision_type=9 1 1 1 1 9 1 9 9 1 1 2 2 2 1 1 2 9 9 1 1 9 9 2 1 1 1 9 2 1 2 1 2 1 2 9 2 1 1
left_child=1 6 3 4 5 -2 7 13 12 30 -11 -12 16 -1 -4 22 17 -5 -3 -20 -21 -6 36 24 -23 26 27 -9 -28 -27 -10 -16 -7 -14 -22 38 -8 -34 -33
right_child=2 18 14 8 21 32 15 25 9 10 11 -13 33 -15 31 -17 -18 -19 19 20 34 23 -24 -25 -26 29 28 -29 -30 -31 -32 35 37 -35 -36 -37 -38 -39 -40
leaf_value=-0.045865007095970939 -0.0051176723197442625 -0.056230073210556022 0.03814589207538046 -0.017702030292062437 0.028628371089964435 -0.046502073009122874 -0.010091782215964865 0.039940625628533725 0.02337190589444527 0.0070680527593926018 -0.015940460748926182 0.017412337860620124 0.023118173697718552 0.0080288728352056454 -0.0054852644658564221 0.065609318695261973 0.0055761336663938225 -0.0032554290959744105 0.01667107069390476 -0.046151435712351051 -0.027929481912286176 0.0052317688118159907 -0.015048318164733546 0.021247203202047225 -0.017031534738515527 -0.015801116053515363 -0.020219250694642001 -0.0056040869122450793 0.00037891917153342643 0.065027561430562139 0.0093081335044686714 0.03596742220964852 -0.014353694067317922 -0.0046740137389439359 0 0.0079520741753392778 0.026825373082350418 -0.048779029663454126 -0.019110756619344825
leaf_weight=1197.970399637823 1798.2457993524149 445.19698773999698 804.94150511105545 2347.2279766697902 365.77111617347691 767.37018427136354 131.98844970588107 297.13242427178193 2235.0477464108262 10417.562327016145 2273.0658790022135 712.00532358256169 923.60973262786865 123.29250124772079 408.5003096134169 82.627021743217483 2129.6647516009398 4802.798040702357 153.24738256447017 704.55416294443421 481.90346371813212 953.55665194080211 286.85759666585363 356.35083058243617 854.72103703382891 29.960973439738154 827.70906874688808 390.52756022359245 1465.0278350973967 59.236208479385823 2329.6605191940907 546.28501435706858 717.57148015720304 274.99134696507826 439.35637033544481 915.3563828789629 531.62553285667673 176.13499141042121 32.479887403547764
leaf_count=90515 134669 40933 60464 123371 20260 54847 6650 12493 163640 882852 121052 55402 85898 5603 31247 4856 166344 247201 6697 50305 30904 54905 14806 32364 44085 1531 56498 16628 65591 2869 198564 39535 29435 25717 21682 68487 25653 11414 2372
internal_value=0 -0.0146218 0.00267084 0.00122176 -0.00956418 -0.0195374 -0.00719915 -0.0124785 0.00351327 0.00697241 0.00372338 -0.00779149 -0.00239364 -0.0402495 0.0207854 0.0146758 -0.00493911 -0.00812311 -0.0323174 -0.024886 -0.0292895 0.00398493 0.00807 -0.000505093 -0.00523447 -2.42947e-05 -0.00180148 0.0147769 -0.00706284 0.0423469 0.0163317 0.0125451 -0.0343693 0.0166894 -0.0153377 0.0176847 0.0186623 -0.022827 0.0310836
internal_weight=0 7648.21 37142.9 34435.4 5989.72 3459.32 5423.96 4390.86 28445.6 17967.3 13402.6 2985.07 10478.3 1321.26 2707.56 1033.1 9279.69 7150.03 2224.26 1779.06 1625.81 2530.4 950.472 2164.63 1808.28 3069.59 2980.4 687.66 2292.74 89.1972 4564.71 1902.62 1661.08 1198.6 921.26 1494.12 663.614 893.706 578.765
internal_count=3108339 454214 2654125 2452020 381979 230365 303693 251728 2070041 1421510 1059306 176454 648531 96118 202105 51965 536916 370572 150521 109588 102891 151614 47109 131354 98990 155610 151210 29121 122089 4400 362204 141641 95696 111615 52586 110394 32303 40849 41907
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=30982159 2 1 14 2 264720 2 18366464 75680 768 2 8 1 8224 524292 768 2 336384 8437760 2 1 513 12 11 515 240 2426624 2 1
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=30
split_feature=0 1 4 5 3 0 5 4 2 3 0 2 3 0 8 8 2 0 3 6 6 3 0 3 0 6 2 6 0 3 1 2 2 0 1 3 0 0 3
split_gain=151.521 80.13 70.5756 58.9004 132.354 56.4305 77.5205 75.2032 77.5051 63.6221 45.6406 49.1033 33.2079 32.4332 89.113 54.1585 41.9864 40.3733 35.1789 30.839 29.1869 32.1948 28.5931 28.4292 25.5942 24.9042 24.2634 23.038 21.0878 20.6367 19.4029 35.2964 20.1222 19.0861 18.8263 18.0414 16.3864 16.0405 19.9946
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 3.5000000000000004 7 8 2.5000000000000004 9 10 11 12 8.5000000000000018 13 14 15 16 17 18 19 20 21 11.500000000000002 22 23 24 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 25 5.5000000000000009 26 27 28 29
decision_type=9 2 1 1 1 9 1 1 2 1 9 2 1 9 1 1 2 9 1 1 1 1 9 1 9 1 2 1 9 1 2 2 2 9 2 1 9 9 1
left_child=2 5 3 4 22 6 9 25 29 -2 -4 23 -5 15 16 17 20 18 -3 -11 24 -22 34 -12 -15 -7 33 -16 -10 -9 36 -32 -33 35 -1 -8 -6 -13 -39
right_child=1 13 10 12 30 7 26 8 28 19 11 37 -14 14 27 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 31 32 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.044192929135517783 -0.0080984489117569992 0.047804013051500831 -0.044800662398892299 0.025363461941132582 -0.032958501302044724 0.020799653367064186 0.013375273808001379 0.0080132010698058757 0.00041730914803578956 0.02041089437393661 -0.00064010239706392474 0.02720417931523866 -0.011146054013865633 0.022375396750166018 0.064065600791984298 -0.020628178578244658 0.031504618786129722 0.0095472311219206851 0.015664219895490984 -0.043329957033948381 0.0071562611669270795 -0.0043241258264321248 -0.003734574927924934 -0.04044498517401196 2.0178737273563099e-05 0.0034663991581339116 0.043033999295267154 0.0048365598067633773 0.053894133675437141 -0.03209945430749328 0.052494412173329411 -0.019527782687900688 0.021270588893023426 -0.013283288162917021 0 -0.0055713662198908186 0 0.0064095823228183029 -0.026626841762821603
leaf_weight=1177.5924478535308 1419.9384592652787 567.97371070273221 846.77389573527034 773.0946802952094 122.25178847403731 920.43798864865676 962.96401240350679 120.47414082544856 179.90300292195752 56.150412466144189 266.23899733705912 151.35270918288734 321.75611893739551 1081.1087704907404 261.13213475886732 444.00008565047756 444.59727563522756 5022.8269816846587 1072.8388245669194 1176.9280972486595 3474.8692104264628 7931.5707073606318 300.01989798492286 730.15303037513513 1002.7864564650226 7007.6906464390922 96.573551702313125 119.76707264245488 109.63148236228153 1194.6154778751079 167.44375050230883 208.72527949535288 213.78692790050991 920.82384592702147 108.38292416906916 949.75915227737278 2141.4138011256 473.98429825971834 240.76454770297278
leaf_count=93842 67195 30799 69065 38517 9442 80748 62928 8396 12481 2258 13863 6939 16260 80387 21316 31664 35869 348098 63182 81323 276168 548183 20682 54515 75066 601879 9772 9256 6175 56514 11588 8255 15077 48821 5087 52942 95361 23528 12207
internal_value=0 0.00248153 -0.0124955 -0.0059055 -0.011064 -0.00307589 -0.0110268 0.00157931 -0.0179176 -0.0233283 -0.0256816 -0.0159374 0.0144826 0.00641668 0.00362267 0.0119415 0.0022443 0.014257 0.0278409 -0.0396416 0.00119003 -0.000787734 -0.0338319 -0.0308312 0.0119621 0.00561776 9.61696e-05 0.0495619 0.0264636 -0.028284 0.00181739 0.0175632 0.000494387 -0.001698 -0.0403029 0.00389231 -0.00232361 0.00114289 -0.0051427
internal_weight=0 36539.4 8243.74 5534.47 4439.62 15115.9 5583.14 9532.75 1604.62 2653.02 2709.27 1862.49 1094.85 21423.5 14315.8 7107.64 13934.9 6663.64 1640.81 1233.08 13490.3 11406.4 1586 996.392 2083.9 7928.13 2930.12 380.899 289.534 1315.09 2853.62 589.956 422.512 2833.55 1285.98 1912.72 2263.67 866.102 714.749
internal_count=3105648 2611420 494228 314111 259334 1091432 325239 766193 83566 150776 180117 111052 54777 1519988 1046245 473743 1015673 442079 93981 83581 979804 824351 119611 68378 155453 682627 174463 30572 18656 64910 139723 34920 23332 164691 98929 115870 104803 42674 35735
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=30990351 2 2 14 2102688 2 2 960 4718604 526 2365440 1 1 266240 62 8 12 769 1589250 896 1824 12 1 80 768 384 433 1589248 1048579 796
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=27
split_feature=0 7 3 2 4 0 0 1 0 2 5 0 0 2 6 1 3 8 3 2 1 0 0 0 7 2 8 0 3 1 0 2 5 1 0 0 3 6 1
split_gain=137.174 87.6392 82.5048 88.1396 101.182 96.8626 94.7872 79.3426 56.1411 52.6762 50.3455 112.336 44.2577 39.8282 34.6573 26.2273 25.0754 24.935 22.4828 21.5471 20.9682 20.0177 19.9173 16.905 16.6696 14.4243 14.3642 13.6238 13.1083 15.6891 13.0211 12.9076 12.8802 10.5082 10.3459 10.2685 9.20965 8.4275 8.33035
threshold=0 1 2 5.5000000000000009 3 4 5 1.5000000000000002 6 1.5000000000000002 7 8 9 3.5000000000000004 10 10.500000000000002 11 12 13 2.5000000000000004 8.5000000000000018 14 15 16 17 1.0000000180025095e-35 18 19 20 1.0000000180025095e-35 21 9.5000000000000018 22 3.5000000000000004 23 24 25 26 4.5000000000000009
decision_type=9 1 1 2 1 9 9 2 9 2 1 9 9 2 1 2 1 1 1 2 2 9 9 9 1 2 1 9 1 2 9 2 1 2 9 9 1 1 2
left_child=10 2 12 4 6 9 20 -8 38 -6 15 19 27 -7 23 28 -16 18 -14 -12 -4 26 -10 -3 -21 -25 -18 33 -1 -30 -20 -24 35 36 -34 -23 -2 -29 -5
right_child=1 14 3 8 5 13 7 -9 22 -11 11 -13 17 -15 16 -17 21 -19 30 24 -22 32 31 25 -26 -27 -28 37 29 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0060143366888098862 0.013113486091882884 0.011123191748106626 0.0035919199085978678 -0.017786738609773124 -0.021787861584563532 -0.030593355760022856 -0.017172118269178936 0.0044729491516504287 0.036181707732717776 0.0046051531778164533 -0.016011852868216062 -0.050852933416275996 0.027821884395719667 -0.0044111143659442747 -0.009227445963013876 0.023895227631372029 0.040319268062639718 0.048140923862770565 0 0.013540541925515563 0.022471958677447411 -0.011792342138411632 0.0093896776942096714 0.064121206482921689 0.062193775322501699 0.026392338394620015 -0.014492715300210275 -0.011600625530577616 -0.054262361708778253 -0.027997028113334613 0.014025563451407361 0.030554406283010805 -0.016742837418761924 0.018876279351031745 0.0270196792606133 0.0095666623613427249 -0.0011751829223751002 0.0042957442441844606 0.014404903429717003
leaf_weight=179.76706996804569 557.13162129884586 325.97017126018181 12095.857468684786 534.57521147863008 1011.4940501034725 3035.3674085446401 4838.4173163513187 2551.8314448960591 590.6211810731329 2704.4124714669306 174.27063979092054 357.82650644076057 878.26654852973297 764.99886118026916 493.83943083661143 49.784612264251336 380.38113673834596 209.81644024490379 1055.3044449258596 659.37860204372555 598.59707920625806 326.2885656086728 1498.3274873630144 234.59615995967761 61.018879777519032 362.22106000769418 30.332585881464183 983.30080066353548 541.31698709633201 752.43628943443764 1981.2478754881304 374.83799726516008 29.297762850299478 455.62610541447066 378.6781023562653 534.95165745005943 1713.0619930725079 439.35794204182457 60.275847904384136
leaf_count=10722 28702 21402 991801 39349 44786 192497 239913 167351 46059 145745 9577 35558 68275 42467 35566 2621 25178 16071 94381 29394 37562 21493 139111 17283 3800 27291 2230 64300 54821 50192 136757 32001 2402 41173 27135 42093 85154 30083 5033
internal_value=0 0.00108771 -0.000197844 -0.00259816 -0.00439572 -0.0142701 -0.000669745 -0.00965683 0.0134025 -0.0026091 -0.021709 -0.00639849 0.00863142 -0.0254108 0.0171971 -0.0338776 0.00970254 0.0159266 0.0138114 0.0125441 0.00455307 0.0155269 0.0200245 0.033225 0.020383 0.0433686 0.0341056 0.00122369 -0.0364669 -0.0398926 0.00930771 0.0141232 0.00842739 0.00540061 0.0224951 0.000988475 0.00237819 -0.00650304 -0.0132969
internal_weight=0 42029.3 38932.7 30659.6 27601 7516.27 20084.7 7390.25 3058.64 3715.91 2775.8 1252.49 8273.11 3800.37 3096.56 1523.3 2173.77 4124.64 3914.82 894.668 12694.5 1679.93 2463.79 922.787 720.397 596.817 410.714 4148.48 1473.52 1293.75 3036.55 1873.17 1269.22 2725.82 407.976 861.24 2270.19 1422.66 594.851
internal_count=3107329 2910644 2688571 2123675 1862122 425495 1436627 407264 261553 190531 196685 78329 564896 234964 222073 118356 156097 315484 299413 42771 1029363 120531 217171 65976 33194 44574 27408 249412 115735 105013 231138 171112 93123 155029 29537 63586 113856 94383 44382
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=18399236 1 768 2 2431873 4471896 6295578 2 49152 2368299 8 515 1 512 10748424 8398912 10385 1 1 2367522 897 4195344 2 4259857 12738 512 1
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=28
split_feature=0 1 0 4 2 3 5 4 5 8 0 0 8 8 2 4 2 0 0 3 6 3 0 1 3 2 6 0 0 8 3 1 1 1 2 1 3 0 3
split_gain=113.23 83.0475 66.15 50.2705 61.0605 49.6252 45.2668 99.4701 36.6711 52.5534 32.3462 29.8065 78.2196 43.2947 35.885 68.2541 47.2347 31.2375 29.3286 28.1845 26.2571 25.9326 25.2891 24.8763 23.2736 23.2285 21.5662 18.9928 18.8805 23.17 16.7483 16.5914 23.0423 16.1151 15.3631 14.7784 14.3941 14.3755 14.1095
threshold=0 1.0000000180025095e-35 1 2 3.5000000000000004 3 4 5 6 7 8 9 10 11 2.5000000000000004 12 1.0000000180025095e-35 13 14 15 16 17 18 6.5000000000000009 19 4.5000000000000009 20 21 22 23 24 25.500000000000004 4.5000000000000009 2.5000000000000004 1.0000000180025095e-35 3.5000000000000004 25 26 27
decision_type=9 2 9 1 2 1 1 1 1 1 9 9 1 1 2 1 2 9 9 1 1 1 9 2 1 2 1 9 9 1 1 2 2 2 2 2 1 9 1
left_child=6 2 3 26 28 10 23 36 9 20 34 13 14 17 15 24 -17 21 35 -20 -7 -3 -10 -1 -13 -24 -2 -6 29 -5 -28 32 -19 -9 38 -16 -8 -15 -4
right_child=1 11 5 4 27 8 7 33 22 -11 -12 12 -14 37 18 16 -18 31 19 -21 -22 -23 25 -25 -26 -27 30 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.035531699186151358 0.00091047328457187341 0.040622478415793084 0.021365028762545858 -0.039572432002512016 0 0.0093114386349535932 0.032363519027577108 -0.046038970083731923 0.0077649177343781656 0.056529495670186371 -0.043241119017468313 0.0092298608348904531 0.042010190438044652 -0.025227589003717518 -0.012966736132493439 0.02173441974483048 -0.023411790602676699 0.0052735097426654561 0.0019175703260293836 0.016820537584867231 -0.019781215844940282 0.013447624854313179 -0.025376367807416075 0.0079354328159921741 -0.0019297532422406828 0.0076356713968100459 0.0018908273142646433 0.049068334271171764 -0.0079303953477850141 0.023959934293819849 0.018924056347017715 -0.023201358172221354 0.02179854125822123 0 -0.021126480617993118 0.0081327715340294721 0.0039977158779269826 0.021844894619022247 -0.015962104452040996
leaf_weight=1349.9107738905586 5511.9632456988329 598.02465090854093 170.47764571767766 700.45605743990745 182.45063860621303 316.88700300070923 294.99793209217023 433.57006573886611 2000.8009773904923 71.432869739830494 647.3321396302199 2767.6022842910606 457.78486552531831 395.8842777707614 924.38214265881106 232.6732952692546 1901.9807500998722 3864.8111730432138 2302.9941921099089 2990.8400335214101 2608.4595346956048 1093.7565197185613 515.39367202646099 122.5415821444476 5482.9828204821097 313.05080001545139 1034.7960228449665 114.42006943095475 513.69791932147928 36.7981557471212 1464.3840591693297 131.40251564607024 1094.5704761303496 75.836579681141302 890.04816393181682 466.19261947227642 492.33515880617779 40.033393011661246 151.28400127321947
leaf_count=111405 466554 31327 7326 42793 12192 17823 15505 38066 125294 3576 39902 200272 33603 27944 80694 12490 104955 277595 169304 210763 156336 63424 35193 6887 349051 15442 95032 8133 20316 1555 120851 6854 63889 6040 49085 37891 24373 3247 12821
internal_value=0 0.00105002 -0.00426369 0.00126784 -0.015012 -0.0111482 -0.0196853 -0.00563765 -0.00644503 -0.0141182 -0.0252824 0.00476608 0.0025023 0.0101709 0.00135483 -0.00230108 -0.0181193 0.0121941 0.00706442 0.0104565 -0.0165012 0.0239433 0.0016179 -0.0316284 0.00180613 -0.012575 0.0044964 0.023588 -0.0247445 -0.0347447 0.0121304 0.00805112 0.00908997 -0.0390235 -0.0143742 -0.00561998 0.0162355 -0.0192051 0.00325097
internal_weight=0 41990 17244.1 9558.97 1547.82 7685.17 2769.19 1296.74 5826.02 2996.78 1859.14 24745.9 17527.4 7218.48 17069.6 10385.2 2134.65 6782.57 6684.41 5293.83 2925.35 1691.78 2829.25 1472.45 8250.59 828.444 8011.14 296.871 1250.95 737.254 2499.18 5090.78 4959.38 509.407 1211.81 1390.57 787.333 435.918 321.762
internal_count=3105803 2903527 1230224 767426 84989 462798 202276 83984 353664 177735 109134 1673303 1199023 474280 1165420 666768 117445 443089 498652 380067 174159 94751 175929 118292 549323 50635 682437 20325 64664 44348 215883 348338 341484 44106 69232 118585 39878 31191 20147
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=18399237 330320 2 7 2 2 2 1 9512 2365440 1 1 2 266240 4260888 387 12 62 2101642 769 1 80 80 1 75 6 262144 1
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=28
split_feature=0 3 7 5 3 2 4 0 0 7 0 0 2 0 0 5 0 2 6 4 0 8 3 6 5 0 1 2 1 0 5 1 0 1 1 0 1 1 6
split_gain=95.5318 70.5689 65.656 56.5995 49.7184 52.0354 95.2389 54.5841 43.4478 41.5075 39.1501 36.0894 35.6658 50.8081 31.9607 28.9158 21.9616 20.8628 19.337 17.6417 15.3312 14.8111 17.0947 13.7695 13.5381 20.1629 13.5098 13.308 13.2646 12.5687 12.3972 11.5775 11.0794 10.3603 9.82655 9.53128 9.44176 9.31763 8.39928
threshold=0 1 2 3 4 3.5000000000000004 5 6 7 8 9 10 2.5000000000000004 11 12 13 14 9.5000000000000018 15 16 17 18 19 20 21 22 1.0000000180025095e-35 1.0000000180025095e-35 5.5000000000000009 23 24 3.5000000000000004 25 1.5000000000000002 1.0000000180025095e-35 26 8.5000000000000018 2.5000000000000004 27
decision_type=9 1 1 1 1 2 1 9 9 1 9 9 2 9 9 1 9 2 1 1 9 1 1 1 1 9 2 2 2 9 1 2 9 2 2 9 2 2 1
left_child=9 3 4 11 14 6 8 -8 -6 12 28 27 26 37 31 -15 -5 -12 20 29 36 22 -16 -13 -20 -26 -1 32 -7 -18 -11 38 -2 -21 -31 -29 -4 -14 -3
right_child=1 2 18 16 5 10 7 -9 -10 30 17 23 13 15 21 -17 19 -19 24 33 -22 -23 -24 -25 25 -27 -28 35 -30 34 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.049516472962689212 0.023224416326914535 0.013851706354945726 0.0040448857134874078 0.027617700576080446 0.0042166139365374033 -0.011423804780145708 -0.027074063904819468 -0.005348939284215563 -0.0069421575389058523 0 0.0086103297376758092 0.0071518523101247126 -0.053490224575239664 -0.021925282119826851 0.024395221839578079 0.010866926952916895 0.020407438025065963 0.031047137117130325 0.00067520977506831809 -0.020619392202440884 0.035678172709980603 0.038291019067997457 0.0083920605026655635 -0.034358661509641057 0.040436398334271886 -0.0043856476303943291 -0.023158853451150631 -0.00068227689094368243 0.018756007548864279 -0.013516159603521941 0.041358175677509462 0.013583656690068413 -0.0051314523103864387 0.0070141726655833557 0.014392214272634655 -0.031026855363562696 0.033585668131259371 0 -0.0023682911240581962
leaf_weight=469.78091452078661 131.44468447030522 312.74329028744251 478.26164803456049 254.97296377748717 10157.393259063945 1245.7378011660185 2223.2061649045208 2524.8783266567625 5260.031902742805 164.33692663407419 4785.3796775195515 66.049450185499154 248.88367284316337 387.77927568193991 905.39866514224559 721.51249016984366 358.89534021588042 446.97112614940852 890.64137165108696 517.8639654845465 745.51132057560608 226.57712766784243 3076.3076199546922 1247.010189927998 211.45587830070872 143.91436332010198 602.34725905524101 198.76878622546792 130.37777044298127 315.03627853584476 94.827213888405822 643.03012450505048 656.32995293883141 144.56277656869497 163.66985749662854 274.65584619669244 128.33479248429649 30.408685151836835 3159.26800990419
leaf_count=46446 6070 18076 34918 14432 819487 87567 152050 116640 296072 10688 365181 4309 27995 27757 68936 35646 25293 36177 65610 28378 53763 16254 232208 80349 14864 10150 46920 12843 10983 14933 7107 60912 44841 9640 10856 14692 7470 2173 169308
internal_value=0 0.000956853 0.00235561 -0.0110637 0.00120441 -0.000886996 -0.003421 -0.0157581 0.000382252 -0.0182475 0.00677941 -0.0204583 -0.0223828 -0.0111078 0.00793842 -0.000603239 0.00259858 0.0107297 0.0176104 -0.00208308 0.0258595 0.0140386 0.0123427 -0.0318992 0.00776277 0.0235135 -0.0360138 -0.00754471 -0.00795538 0.00722014 0.0175974 0.00155269 0.0001327 -0.014113 -0.00303877 -0.0203123 0.0118677 -0.0462401 -0.000682665
internal_weight=0 42024.7 37695.4 4329.26 35097.3 26774 20165.5 4748.08 15417.4 2719.88 6608.47 2574.26 2460.71 1388.58 8323.32 1109.29 1755 5232.35 2598.12 1500.03 1352.11 4208.28 3981.71 1313.06 1246.01 355.37 1072.13 1261.2 1376.12 837.601 259.164 4115.04 787.775 662.427 478.706 473.425 606.596 279.292 3472.01
internal_count=3107994 2903262 2636626 266636 2449851 1884157 1384249 268690 1115559 204732 499908 163104 186937 93571 565694 63403 103532 401358 186775 89100 96151 317398 301144 84658 90624 25014 93366 78446 98550 51082 17795 248296 50911 38018 25789 27535 42388 30168 187384
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=18399237 6 1 2 768 2 8397930 4463704 1 4264090 4532752 4 2360106 2 336418 12 2 4204752 1 512 8 2 2368962 80 2 4260352 4456464 12
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=30
split_feature=1 0 8 0 2 3 3 2 2 0 1 1 7 1 4 2 0 8 6 0 5 3 0 0 0 8 3 0 3 7 1 7 3 0 0 0 0 3 0
split_gain=79.2055 96.8488 52.7519 50.0463 43.5619 47.8123 46.57 36.757 102.793 91.2734 54.528 46.5349 31.2796 29.9662 29.6071 46.6781 50.5008 37.3616 36.2081 30.133 41.6408 27.0764 26.6825 24.7485 23.4729 35.7246 24.9228 23.3862 23.1057 19.0539 18.5525 17.4666 16.7075 16.5959 16.5138 16.485 16.0325 14.8663 24.8454
threshold=2.5000000000000004 0 1 2 1.5000000000000002 3 4 1.0000000180025095e-35 1.5000000000000002 5 5.5000000000000009 8.5000000000000018 6 14.500000000000002 7 6.5000000000000009 8 9 10 11 12 13 14 15 16 17 18 19 20 21 8.5000000000000018 22 23 24 25 26 27 28 29
decision_type=2 9 1 9 2 1 1 2 2 9 2 2 1 2 1 2 9 1 1 9 1 1 9 9 9 1 1 9 1 1 2 1 1 9 9 9 9 1 9
left_child=1 2 3 -1 6 -6 31 11 9 10 32 22 -7 -11 18 16 17 -16 19 20 33 -18 -2 -10 -20 26 -26 -13 -4 -12 -25 -5 -9 -3 -17 -15 -8 38 -21
right_child=7 14 28 4 5 12 36 8 23 13 29 27 -14 35 15 34 21 -19 24 37 -22 -23 -24 30 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.043144156070623857 0.024092547911754764 -0.005344249114432504 -0.013429893909639938 -0.038259247800513714 -0.03235169522944726 -0.0027925923171682621 -0.020199056086941149 0.017599185092633376 0.020157659293169802 0.011929523753305393 -0.051315494326614912 0.013639648913930836 0.032366454438728091 -0.043385528398171676 -0.02286392082261628 0.047095940993299223 -0.024301577615441217 0.04148908242652484 0.0017168004469712153 -0.0087333474347777718 0.0066847100494357888 0.0025161096180557094 0.0024481443480871062 0.0022690380652522373 -0.00070262103047541414 -0.02471664689974987 0.021284054363991414 0.060134189445654553 0.056170711523308797 0.0011134152059605769 0.021464064943463652 0 -0.018548674703756356 -0.025207645820340813 0.0074989975577045556 0.0062236117979656905 -0.003615702097801736 -0.0019203038600029692 0.0094703158403316619
leaf_weight=469.04544908064418 864.35854561824817 777.80533560202457 45.324912599870004 1130.0135878934525 495.62559437251184 4219.8161056464305 959.1687259755563 184.41961276496295 1988.3505097996676 1137.7063357918523 747.23353000869974 255.13687102985568 238.70306451211218 135.24356749537401 2026.2389845987782 151.2039519357495 385.57769555610139 64.374343419447541 2593.4331681414042 869.1811533276923 1042.5161499672104 3190.0768785948167 1684.0952476038365 2809.770794694894 613.50742099492345 186.3235488308128 2614.4707843357464 294.17828351841308 126.75706314516719 62.502518061548471 600.24263707618229 150.54531321988907 252.07667471945751 1155.6946331702638 352.76528405002318 85.276273464784026 1615.0737525272416 4099.0242047721986 4065.4891972432379
leaf_count=52102 61513 33109 2775 100923 29426 239413 52879 13834 154061 71330 48685 16274 15636 6402 122252 11822 17366 3445 248050 77317 67752 186820 103084 204675 40106 16064 157405 18024 6710 4689 40361 9831 14257 55715 33652 6000 79378 329226 353035
internal_value=0 -0.00263719 -0.0112 -0.0123023 -0.0104246 -0.00411293 -0.0183916 0.00709269 0.00343784 -0.0127322 -0.0318365 0.0163152 -0.000638219 0.00508274 0.000709944 -0.00523575 -0.00790222 -0.0200873 0.00276843 -0.000385888 -0.00906552 -0.000529636 0.0102035 0.0113216 0.00907993 0.0145013 0.0171084 0.0421551 0.0391968 -0.0470161 0.00587566 -0.0338351 -0.00250384 -0.0177292 0.0229419 -0.0260393 -0.010124 0.00246778 0.00615922
internal_weight=0 33637.8 9450.07 9277.99 8808.95 4954.14 3854.8 11100.6 8002.82 2604.46 1246.23 3097.77 4458.52 1358.23 24187.7 6170.24 5666.27 2090.61 18017.4 12009.7 2976.02 3575.65 2548.45 5398.36 6007.73 3414.3 3227.98 549.315 172.082 809.736 3410.01 1280.56 436.496 1933.5 503.969 220.52 2574.24 9033.69 4934.67
internal_count=3105398 2342209 589073 579588 527486 284475 243011 763189 564294 165197 81465 198895 255049 83732 1753136 375357 329883 125697 1377779 916154 156576 204186 164597 399097 461625 213575 197511 34298 9485 53374 245036 110754 28091 88824 45474 12402 132257 759578 430352
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=12107823 1 1572868 3 30 8456006 1 2 4203600 1 1 16843648 2 3 15017742 3174730 16783504 1 515 24138420 11 1 1 896 16777728 273600 542848 32800 835 266240
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=30
split_feature=1 0 6 3 4 2 0 7 0 1 6 0 2 5 0 3 0 8 5 3 2 0 0 8 2 3 8 0 0 2 0 2 3 3 5 5 0 2 3
split_gain=68.8979 80.2952 31.4672 29.2503 26.634 33.7788 31.6441 26.2286 27.1302 23.9222 22.1853 26.9345 21.7051 21.1683 18.6832 18.1352 23.9989 81.6155 30.6758 25.7931 25.3107 22.7728 17.0168 23.4974 17.986 16.821 16.4606 15.6493 14.6783 14.624 13.3526 13.3501 12.0762 11.6715 11.3363 10.8476 25.1413 10.8461 10.3467
threshold=1.0000000180025095e-35 0 1 2 3 4.5000000000000009 4 5 6 8.5000000000000018 7 8 3.5000000000000004 9 10 11 12 13 14 15 1.0000000180025095e-35 16 17 18 1.0000000180025095e-35 19 20 21 22 2.5000000000000004 23 1.0000000180025095e-35 24 25 26 27 28 1.5000000000000002 29
decision_type=2 9 1 1 1 2 9 1 9 2 1 9 2 1 9 1 9 1 1 1 2 9 9 1 2 1 1 9 9 2 9 2 1 1 1 1 9 2 1
left_child=1 2 -1 -4 10 6 26 8 35 14 38 13 22 31 -9 21 18 19 20 -18 -17 -10 24 -24 -5 37 -6 -7 -14 -19 -11 -12 34 -20 -13 -2 -37 -8 -3
right_child=7 4 3 12 5 27 25 9 15 30 11 32 28 -15 -16 16 17 29 33 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.027925157500307336 -0.019809931705844327 0.001030366989970934 0 0.0083491971866079921 -0.030750439930798869 0.00036159566090308035 -0.0098498924648410119 -0.0026527465425637028 0.023031305920427257 0.002949286093613696 -0.005795423098324576 -0.0062488806309325432 -0.034010043926685496 0.0020244785864850273 0.016126473143870664 0.0092841582622085923 0.00089806709126342011 0.059521118382702604 0.018902031252940404 -0.0090066855877586963 -0.003584522427925071 -0.0041581144677341128 -0.031436165261523957 0.030707825750951115 -0.025352030688090822 -0.014618962287848489 0.020143156546380131 0.033505933897482923 -0.003496415337674039 0.013308427239489998 0.045363457233588866 -0.025943529713324521 0.006290074956628775 0.0052584896345536465 0.009621311589821652 0.013732991672207165 -0.027885624525618824 0.016566059144461302 0.020716306637672492
leaf_weight=120.74191345786676 726.33900767122395 464.14312477270141 815.7669752498623 280.36263874254655 1000.7870301294606 677.6879204842262 198.63526935153641 895.34377612697426 883.91666585602798 137.33413354610093 687.21189239260275 1878.239101516665 158.11696231574751 949.04870248958468 1157.7202380090021 2607.5491836718284 7939.4674212865066 216.62506799446419 1908.4399974517291 3855.5211934664985 3570.5287789424183 426.53418548312038 2159.7972486094222 34.978840861003846 282.74425995745696 678.53687928733416 40.554464092943817 148.485765845282 1027.4916669503436 151.90771830501035 275.68911086861044 749.79782375448849 4225.8599875760265 1113.7810441963375 550.13168426114134 365.31671925564297 185.40297210897552 418.03401946043596 777.28009303449653
leaf_count=7853 53403 37763 36952 16405 65331 47686 10466 62810 59034 7991 30317 147090 14329 56444 79998 158473 558445 15024 132666 250113 226194 31826 188017 2645 21115 27578 1648 14634 54518 11109 19289 31619 398287 82097 37967 22863 19533 16018 60954
internal_value=0 -0.00494203 -0.0158756 -0.0172728 -0.000912168 -0.00890626 -0.0150473 0.00303141 0.00199719 0.0128111 0.00153565 -0.000177896 -0.0208238 -0.00923522 0.00793724 0.00281311 0.0020818 -0.000812825 0.00592815 -0.0023357 0.00181719 0.0140983 -0.0257833 -0.0297763 -0.00835245 -0.00399499 -0.0277211 0.0080298 -0.00886006 0.0436609 0.0341828 -0.0168283 0.00306082 0.0141525 -0.00244806 -0.0119223 -0.00072202 0.0074164 0.0138522
internal_weight=0 18324.4 4880 4759.26 13444.4 3162.72 2336.55 26417.4 23951.3 2466.09 10281.7 9040.29 3943.49 2386.06 2053.06 22674.3 21363.8 12163.5 9200.3 11795 6178.08 1310.45 2757.88 2194.78 563.107 1295.21 1041.34 826.174 1185.61 368.533 413.023 1437.01 6654.23 3022.22 2428.37 1277.06 550.72 616.669 1241.42
internal_count=3116504 1325636 341834 333981 983802 183361 121041 1790868 1620780 170088 800441 701724 297029 118380 142808 1524981 1434121 834691 599430 808558 384667 90860 228182 190662 37520 54062 66979 62320 68847 26133 27280 61936 583344 214763 185057 95799 42396 26484 98717
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=33046574 8 768 2 9296 1 1654789 12 37760 2 567507 512 2373888 1 2 449 8394866 20971528 1 936 1 45457 4194316 4795399 156 188 2 2 81920 579
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=26
split_feature=7 0 3 0 8 0 0 2 0 4 5 0 1 6 2 4 2 5 5 2 3 5 0 1 5 3 1 0 1 3 0 3 1 8 1 2 1 2 3
split_gain=58.3801 76.2851 50.3175 66.3417 42.4857 150.493 76.727 40.1498 38.1961 37.6046 87.5728 37.4611 33.1563 29.3591 27.4152 43.8218 24.351 26.569 24.0708 23.7383 22.268 21.5157 22.4043 19.3755 21.8556 18.0664 17.9373 17.1105 16.1853 15.7462 15.3252 12.3595 11.7272 10.9953 9.12419 8.20239 6.43918 6.2877 6.10234
threshold=0 1 2 3 4 5 6 3.5000000000000004 7 8 9 10 16.500000000000004 11 1.5000000000000002 12 1.0000000180025095e-35 13 14 1.5000000000000002 15 16 17 6.5000000000000009 18 19 1.0000000180025095e-35 20 1.0000000180025095e-35 21 22 23 2.5000000000000004 24 1.5000000000000002 1.0000000180025095e-35 11.500000000000002 6.5000000000000009 25
decision_type=1 9 1 9 1 9 9 2 9 1 1 9 2 1 2 1 2 1 1 2 1 1 9 2 1 1 2 9 2 1 9 1 2 1 2 2 2 2 1
left_child=1 14 4 19 6 -6 16 -7 20 23 35 -12 -10 30 28 18 34 -18 31 26 -8 27 -23 24 -5 -25 -4 -15 -1 -21 33 -16 -31 -2 -3 -11 -30 -17 -29
right_child=13 2 3 9 5 7 8 -9 12 10 11 -13 -14 21 15 37 17 -19 -20 29 -22 22 -24 25 -26 -27 -28 38 36 32 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.058183068059597789 0.038079985345245398 0.054193164979386435 -0.04221451555313957 -0.0020899791406413051 -0.017069405840823015 0.068811170284090103 0.011150713720586479 0.010233890552785186 0.0035048980669784668 -0.01415872099658151 -0.018447027050022907 0.0079543156938413663 -0.028508854843783918 -0.021810773229178432 0.027207592330645916 -0.038504592944437838 0.0047944650910643743 0.043588571499999972 0.011195212988222257 -0.0027633032232169397 -0.0081307677371957598 0.030349790996318689 -0.01142039837744213 0.057586338938742127 0.010407593729636483 0.0086453825537780096 -0.016792761646657686 0.01449212849399184 -0.024574125260339134 -0.035529222271952952 0.013198343884968709 -0.022278422436741191 0.0068083220259102933 -0.010986731087969588 0.017992242843174678 -0.044597791629987719 0.012461838614330529 0.0062532970312759728 -0.0026432290059061193
leaf_weight=222.96239877212793 562.78071229456691 273.73056274559349 560.41278952301946 6278.3097362216795 544.08256719377823 448.37931062944699 618.153019803809 187.61744596902281 14908.58004964795 181.95542760612443 768.06644918606617 1558.6497411804739 299.19949529017322 364.5274195423699 18.924264518893324 451.61143791984068 841.14827402075753 205.58106312947348 673.8814967116341 1106.9626365409931 6067.7154971431009 390.13839898328297 149.51631686434848 71.049933934118599 1764.1252519120462 396.77259802632034 771.12960450968239 267.52825474063866 388.16896129015367 284.63889082777314 1193.4970216113143 428.59180371736875 57.659668247797526 26.782281519146636 185.52300761174411 617.62088014511392 23.303569422801957 13.233877977472728 558.45636075449875
leaf_count=29376 36440 16877 51858 487791 44652 31384 44684 14093 973000 10114 52546 89991 18988 22472 1224 43944 52199 12886 33686 65353 460349 27019 10674 4998 122158 23470 42161 19589 34507 14830 86556 34840 3534 1743 7235 39170 1453 894 41979
internal_value=0 -0.00127506 -0.000231404 -0.00492089 0.00251058 0.0208044 0.0015508 0.0524336 1.60283e-05 -0.00155135 -0.0108905 -0.000802073 0.00279864 0.0120995 -0.0191359 -0.0115268 0.0230812 0.0136946 -0.000309359 -0.0186928 -0.00624775 0.00245292 0.0185907 0.00186872 0.000642717 0.0210337 -0.0284069 -0.00487351 -0.0366176 -0.00929617 0.0209699 -0.0178765 -0.0268954 0.0343877 0.0421823 -0.0387951 -0.0210928 -0.0363223 0.00297336
internal_weight=0 41217.7 38997.1 14417.4 24579.7 1180.08 23399.6 635.997 21893.6 11636.6 3126.29 2326.72 15207.8 3513.23 2220.68 1586.24 1505.98 1046.73 1121.4 2780.8 6685.87 1730.17 539.655 8510.26 8042.43 467.823 1331.54 1190.51 634.435 1449.26 1783.06 447.516 342.299 589.563 459.254 799.576 411.473 464.845 825.985
internal_count=3110717 2864245 2684321 1007974 1676347 90129 1586218 45477 1497021 830238 191821 142537 991988 246472 179924 114588 89197 65085 69750 177736 505033 121733 37693 638417 609949 28468 94019 84040 65336 83717 124739 36064 18364 38183 24112 49284 35960 44838 61568
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 18366468 976 10490018 1 4531073 266240 4268089 2 2 4194392 12 2 2 2 512 2 2389954 2 1 4780482 44 7688238 896 1 152
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=27
split_feature=1 0 3 0 0 2 8 0 8 0 5 2 0 8 8 2 2 5 2 2 0 1 1 1 0 0 1 3 3 0 0 2 0 4 3 3 3 3 5
split_gain=57.625 57.3161 51.1155 61.5775 36.589 36.0267 34.2452 38.6421 30.3999 29.3939 85.9757 30.1914 27.3176 104.148 83.2709 31.731 29.4744 25.9431 25.4477 78.2712 77.4308 38.7483 38.6232 32.7913 23.2158 22.8723 20.0959 19.2138 17.9114 17.9104 17.0426 15.9029 13.2148 11.5445 11.1209 10.7755 10.7301 10.4348 9.78518
threshold=2.5000000000000004 0 1 2 3 6.5000000000000009 4 5 6 7 8 1.0000000180025095e-35 9 10 11 1.0000000180025095e-35 2.5000000000000004 12 1.0000000180025095e-35 1.5000000000000002 13 12.500000000000002 10.500000000000002 5.5000000000000009 14 15 6.5000000000000009 16 17 18 19 1.5000000000000002 20 21 22 23 24 25 26
decision_type=2 9 1 9 9 2 1 9 1 9 1 2 9 1 1 2 2 1 2 2 9 2 2 2 9 9 2 1 1 9 9 2 9 1 1 1 1 1 1
left_child=1 36 3 17 5 8 9 -8 31 11 -11 -5 14 24 15 -6 -15 -3 21 20 23 25 -22 37 -14 -2 29 -9 -27 -21 -24 -4 -28 -7 -23 -34 -1 -20 -25
right_child=18 2 4 6 12 33 7 27 -10 10 -12 -13 13 16 -16 -17 -18 -19 19 26 22 34 30 38 -26 28 32 -29 -30 -31 -32 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=-0.0060386873597482356 0.021939043772530639 -0.037027509841887456 -0.022588923785989118 0.011547381941516143 0.047553685558289122 0.0023447430143114403 -0.058786299358278331 0.032300574112522094 0.046273316259527193 -0.021433087687384427 0.0042768475544926266 -0.0058947674568452998 -0.0083735132603939746 0.057907260099238203 -0.021970090869179511 0.014371273747938715 0.011217847279399973 -0.0084342039899081463 0.013553503798320182 0.014403470956757512 0.011065228932253465 0.011659195024159349 -0.035531132874615075 -0.048924364639029112 0.001567122486098884 -0.015630828051969362 -0.0065387944685704486 -0.024425815085843738 0.0078363325744691525 0.00064203971712713205 0.0053857760155117803 -0.006860533603360074 0.047992013933783211 0.038726756256426298 0.06188569351124517 0.017992660818761021 -0.0471653960728185 -0.018967207855746918 0.011099199693983099
leaf_weight=130.10214933886891 967.18436606111936 884.52049741317751 1298.7163034005789 2113.2726706466638 459.77876767935231 222.11823401949368 196.72931433515623 79.800863192765974 53.930537410196848 2450.0255905864178 2686.0367798078805 1798.4967853651615 2788.3854902749881 368.0650745050516 441.81979107996449 902.56649045576341 258.80363675369881 567.62157309695613 118.71021404012572 1524.8372907566372 1214.4645802638261 123.1639242535457 281.47467031888664 603.8956330959918 13809.758724636282 365.22546347754542 140.73768406116869 77.068457162706181 1546.4626452233642 2537.6445198692381 124.67903613392264 1462.4277904175688 150.57220537553076 144.14261959306896 167.92735354264732 1120.4983395272866 300.0792641605949 209.26628789643291 9.5719645101344195
leaf_count=13952 68939 62762 78392 188923 25949 17801 16477 6522 2518 185438 159782 117428 271658 26709 39431 59545 20317 29057 11930 118101 74028 7808 15061 42813 880818 21554 10964 5905 94150 183656 8297 75822 10300 12204 10261 78856 38469 12504 536
internal_value=0 -0.00223242 -0.00172707 -0.00734168 0.0010114 -0.00882685 -0.00428687 -0.0336453 -0.0127833 -0.00300379 -0.00796716 0.00345937 0.00268697 0.0014255 0.0142759 0.0265688 0.0404809 -0.0262729 0.00604181 0.00297817 -0.0113098 0.0136142 0.00194798 -0.0334716 -0.000100989 0.00969266 0.00974488 0.00360719 0.00297078 0.00598513 -0.0234675 -0.0145292 0.0200058 0.0192679 0.046934 0.023131 -0.0369372 -0.00636021 -0.0470478
internal_weight=0 33494.3 33064.1 10853.6 22210.5 3181.34 9401.43 353.599 2815.07 9047.83 5136.06 3911.77 19029.2 17225 1804.17 1362.35 626.869 1452.14 11206.3 8036.35 2562.06 3169.96 1620.62 941.444 16598.1 2878.87 5474.29 156.869 1911.69 4062.48 406.154 2761.14 1411.81 366.261 291.091 1271.07 430.181 327.977 613.468
internal_count=3105637 2335879 2283458 772294 1511164 186737 680475 28904 156732 651571 345220 306351 1324427 1199502 124925 85494 47026 91819 769758 567046 165169 202712 97386 67783 1152476 184643 401877 12427 115704 301757 23358 154214 100120 30005 18069 89156 52421 24434 43349
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=1572868 15 10491010 20996137 1 264200 1 21307928 2 266240 1 1 2 66374 16 15009550 12 14 3174722 11021440 4727937 2 562 9 785 384 2
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=30
split_feature=1 0 5 3 0 6 4 2 0 1 2 2 0 4 1 0 1 0 0 0 3 0 0 8 3 3 6 2 0 3 6 8 6 8 3 1 0 3 3
split_gain=49.0801 48.618 41.6786 63.6473 46.2825 36.9594 30.264 42.5853 19.8905 18.0712 35.7749 80.7775 78.7865 33.5426 31.7259 28.537 19.8805 16.0542 16.0507 15.0385 13.7955 32.1766 17.0254 31.1636 21.3928 21.0415 13.7096 13.6359 13.3591 13.2514 12.5749 12.1566 12.114 11.5785 11.516 11.3266 13.036 10.729 10.4273
threshold=1.0000000180025095e-35 0 1 2 3 4 5 3.5000000000000004 6 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 7 8 10.500000000000002 9 6.5000000000000009 10 11 12 13 14 15 16 17 18 19 11.500000000000002 20 21 22 23 24 25 26 9.5000000000000018 27 28 29
decision_type=2 9 1 1 9 1 1 2 9 2 2 2 9 1 2 9 2 9 9 9 1 9 9 1 1 1 1 2 9 1 1 1 1 1 1 2 9 1 1
left_child=1 6 3 37 -4 -5 30 29 -9 18 15 12 13 32 38 34 -17 -13 -2 -7 21 -20 25 24 -24 -22 -25 -6 -16 -8 -1 -21 -12 -27 -11 -19 -37 -3 -14
right_child=9 2 4 5 27 19 7 8 -10 10 11 17 14 -15 28 16 -18 35 20 31 22 -23 23 26 -26 33 -28 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.00029903555909110746 -0.021395702977609839 0.012197407977121828 -0.030922408253742924 0.025969408217920893 3.3179375698940161e-05 -0.0078090322903671952 0.0074396559026180618 0.040587868852524356 0 0.015427276669537172 -0.00073771404634354694 0.019221840165297349 0.033869061257289633 -0.058054810749205737 -0.032676323720089988 0.014868657023856311 0.040975502540932823 0.0014591934633944876 0.0045198339953993975 -0.041164365118846358 -4.4122734675979553e-05 -0.021247883092638684 0.0017722786784172423 0.038397890541103291 -0.0086403745619039237 0.011443568369087338 -0.0036696083407705272 0.032058567850233331 0.0042880926914894068 -0.023362752218249447 0.008648878061846086 0.012921638753080661 -0.033578703999231352 -0.013254588114947848 -0.007328564300493114 -0.0097535527697404992 0.026194072412643904 -0.0084631234837914439 0.0065371816057129203
leaf_weight=5717.42729979055 276.04080296203028 240.01469096075743 465.58665401523467 74.110754685883876 3398.0436482431833 236.20210284326458 127.80250991648063 134.98397524328902 366.15115765063092 340.32506822538562 284.67290015460458 1452.9545474443585 180.78369407961145 378.59896950679831 226.80629991390742 813.94984176941216 550.64038273866754 1789.4056636525784 1066.0833927222993 1334.962658171833 3498.0561848802026 814.05638397112489 5291.2041415775893 243.01196739356965 3068.7210729160579 4106.2469255604083 88.519419923773967 109.21496841614135 127.34606141888071 1220.1644313104334 2655.0843767150072 21.327498907921836 179.7712858824525 163.55215525557287 483.89640967210289 98.970718114054762 389.68882100027986 2064.5250435702037 601.89504176750779
leaf_count=445424 27927 9314 44773 5144 188933 20699 8593 12590 20064 26431 15464 115767 13596 33911 11487 51451 33966 128064 93512 133987 232766 42460 352038 16473 220738 246206 5782 9923 8543 72774 223736 1710 10346 12402 29734 6761 24819 111794 35190
internal_value=0 -0.00411873 -0.00996628 -0.0171985 -0.00261244 -0.0318868 0.000421754 -0.0110176 0.0129708 0.00262342 0.00662741 0.00236636 -0.0137655 -0.0361707 0.00337624 0.0174275 0.0260862 0.0110481 0.000900254 -0.0353334 0.00129751 -0.00669096 0.00224223 -0.000769252 -0.00203961 0.00563687 0.0279241 0.0013748 -0.0200458 -0.0202418 0.00301471 -0.0395509 -0.0160163 0.0103179 0.00199945 0.00541603 0.0185089 -0.00601201 0.0147339
internal_weight=0 18165.6 7943.99 3971.14 3972.85 1666.6 10221.6 1849.1 501.135 26515.2 7899.71 5710.89 1979.87 843.043 1136.83 2188.81 1364.59 3731.02 18615.5 1592.49 18339.5 1880.14 16459.3 8691.46 8359.93 7767.86 331.531 3507.26 354.152 1347.97 8372.51 1356.29 464.444 4269.8 824.221 2278.07 488.66 2304.54 782.679
internal_count=3105292 1309458 526277 282648 243629 161540 783181 114021 32654 1795834 545530 403948 128537 59721 68816 141582 85417 275411 1250304 156396 1222377 135972 1086405 595031 572776 491374 22255 198856 20030 81367 669160 135697 25810 258608 56165 159644 31580 121108 48786
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=339537 2 961 12582924 8 2 331264 67398 2 23089332 3167054 1605637 29364232 3 346136 15013696 1 960 388 9 10504320 768 1 1 9 1 897 8987648 512 257
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=30
split_feature=7 3 5 0 0 0 3 0 6 4 1 1 2 4 0 0 0 5 0 0 0 4 0 2 0 0 4 1 1 3 0 3 0 3 2 1 2 6 3
split_gain=47.5233 55.8214 93.6745 58.2742 35.7868 24.3164 22.2014 24.9788 20.935 20.2279 19.7876 18.7396 18.6919 56.2747 36.8205 26.4856 22.3331 15.4832 17.1911 13.4888 12.3053 12.2954 12.2784 12.1797 18.4456 12.0987 11.3068 8.80658 8.40277 7.66602 7.46492 13.9206 6.84415 7.47848 6.4327 6.34727 5.17379 5.10858 4.94592
threshold=0 1 2 3 4 5 6 7 8 9 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 10 11 12 13 14 15 16 17 18 19 2.5000000000000004 20 21 22 1.5000000000000002 11.500000000000002 23 24 25 26 27 5.5000000000000009 29.500000000000004 5.5000000000000009 28 29
decision_type=1 1 1 9 9 9 1 9 1 1 2 2 2 1 9 9 9 1 9 9 9 1 9 2 9 9 1 2 2 1 9 1 9 1 2 2 2 1 1
left_child=1 2 3 26 27 -4 7 37 22 19 -11 -5 13 16 -15 -14 -8 25 -19 -7 -17 -13 29 28 -25 -10 30 36 -9 -2 -1 -32 33 -20 -12 -23 -3 -6 -27
right_child=8 4 5 11 6 9 12 23 17 10 34 21 15 14 -16 20 -18 18 32 -21 -22 35 -24 24 -26 38 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.010997761484503529 -0.0068701776893631498 -0.039224561863135415 0.024392044147670631 -0.040353698755695361 -0.010334274449467922 0.010967464430789742 -0.0063946624215528687 0.011888522661455687 -0.0183462461447912 -0.022002341294780764 -0.0017597651744063634 -0.014992748231057389 0.015394255773813146 -0.022225250077260339 -0.0029262354908469635 0.0035433987444925515 0.003117268100159483 -0.020407211453538441 -0.0088959644075962113 -0.0088221821439134797 -0.0080375856196117871 -0.045276154393432258 0.024175901440618725 0.014542196113256689 -0.0029717013213654882 0.013060328475885683 -0.025399909751594382 -0.0047821826960922197 -0.014865892324202271 0.014227399059971793 0.013623147738954556 -0.0072363977420919047 0.03785284067778736 0.020108049724645125 0.022774737877447795 0.0082458874019031517 0.0027913716841215172 0.0018456300719271548 -0.0022826620268517795
leaf_weight=711.59413332148688 244.14107887778664 278.77318790793652 440.16959249076899 963.67263500229456 976.63124281121418 1504.6893800694961 3146.9187001133105 4313.6618055987637 347.47674702160293 612.23772956000175 512.70130263338797 1124.8438730124617 1559.2018251419649 1937.5735135299037 2103.9834716754267 3359.4861994538223 10795.157301767264 72.550666540162638 98.497750629088841 395.75956626026891 1213.4598895428935 210.50492284854408 1206.9165429316927 831.47397119901143 1860.3100685547106 271.28275897761341 239.39757191628451 170.21884708612924 86.291105708340183 372.22592842276208 514.61140958452597 705.5855855277041 182.32746853318531 198.16011156886816 99.367290613707155 5.0988595945527768 13.745265298639422 453.59335361036938 556.17171540245181
leaf_count=48905 17463 35427 23529 99397 59894 90322 178329 275738 21791 37332 29459 65696 130042 138197 101584 240892 825702 5177 7138 24083 83557 18831 85024 57842 138527 19938 14705 13808 5755 23608 35972 41798 12164 14491 7661 548 1137 32316 41437
internal_value=0 -0.00110845 -0.00856298 -0.0181698 0.00070172 0.00344092 0.00111704 0.00549428 0.0109029 0.00011297 -0.00967822 -0.029142 -0.000423898 -0.00206116 -0.0124095 0.00431497 0.000937357 0.0026446 0.0161224 0.00662902 0.000362229 -0.0203685 0.0182786 0.00794154 0.00247117 -0.0036551 -0.0059915 -0.0257527 0.011199 0.00550424 -0.00311229 0.00147612 0.0230692 0.00967411 0.00263411 -0.0419363 -0.0362441 -0.00632227 0.00277201
internal_weight=0 41140.7 8040.23 4475.31 33100.5 3564.92 32637.7 8521.96 3549.75 3124.76 1224.31 2304.12 24115.8 17983.6 4041.56 6132.15 13942.1 1726.47 551.536 1900.45 4572.95 1340.45 1823.28 7091.74 2691.78 1174.93 2171.19 462.737 4399.95 616.367 1931.79 1220.2 478.985 296.658 612.069 215.604 292.518 1430.22 827.454
internal_count=3105216 2856985 538238 325852 2318747 212386 2268375 570072 248231 188857 74452 184472 1698303 1243812 239781 454491 1004031 122136 38970 114405 324449 85075 126095 477862 196369 83166 141380 50372 281493 41071 126675 77770 33793 21629 37120 19379 36564 92210 61375
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=1 14 2 29624892 17842180 336386 768 525065 12 2 2 8955114 8948288 9012000 2 13139997 17729 2360736 2 8956049 4198624 4780482 2 327 8390688 8 67936 390 1 152
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=25
split_feature=7 3 5 0 0 1 2 2 1 0 0 1 3 2 0 4 1 6 0 5 0 3 8 0 0 2 0 4 4 1 3 1 2 0 2 1 0 3 1
split_gain=38.8604 43.2146 75.5219 51.7942 30.5772 20.686 33.5898 48.3881 49.4866 20.5467 20.0919 18.0606 16.2773 19.2069 16.9656 16.1431 16.4988 14.9992 13.844 12.9967 16.4574 12.1114 11.515 11.3243 11.3002 11.2409 10.8171 10.2614 9.84883 9.39239 8.37549 8.22194 7.38303 7.36772 7.14192 6.41861 6.1569 9.46831 6.26084
threshold=0 1 2 3 4 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 11.500000000000002 5 6 1.0000000180025095e-35 7 1.5000000000000002 8 9 1.0000000180025095e-35 10 11 12 13 14 15 16 17 10.500000000000002 18 19 20 4.5000000000000009 21 1.5000000000000002 1.0000000180025095e-35 22 3.5000000000000004 5.5000000000000009 23 24 4.5000000000000009
decision_type=1 1 1 9 9 2 2 2 2 9 9 2 1 2 9 1 2 1 9 1 9 1 1 9 9 2 9 1 1 2 1 2 2 9 2 2 9 1 2
left_child=1 2 3 28 31 10 18 8 -8 -4 22 -5 13 -12 -14 23 33 26 -7 24 -21 -9 25 -11 -19 -6 -2 -13 36 -22 -26 -3 -29 -17 -24 -20 37 -1 -38
right_child=17 4 9 11 5 6 7 21 -10 15 12 27 14 -15 -16 16 -18 19 35 20 29 -23 34 -25 30 -27 -28 32 -30 -31 -32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=0.012693616838800074 0.0076568215008911145 -0.034457782628066765 0.022222447141648002 -0.03811291619215465 -0.0048692788705311371 0.040716069231798158 -0.00015390069137702998 0.022710950516464611 -0.040340341646322796 0.0087466998275645448 0.0085281195515007711 -0.013410855247169602 -0.018996718753589523 3.7565174583890683e-05 -0.00050311956405959353 -0.0070574393853241523 0.0023040896155439076 -0.012068035426178795 0.0055912079271569735 -0.010414194014177884 0.016418688897977037 0.0057297980557525635 0.03259553382315835 -0.013039536638136884 -0.0083140458157632078 0.016206947938364771 0.029178539021211716 0 -0.023278747174186598 0.056182786532281107 0.0099730749050971745 -0.0039489333110629705 -0.045400574304372998 -0.031858858416941437 -0.0013659613669965004 0.020990379434455912 -0.012528846366637501 -0.0052372962568344138 0.0097920417383061224
leaf_weight=475.67502246086951 551.91242297703866 283.75586128240684 444.50750033475924 927.85073118755827 9561.6433432812919 235.97206563840155 972.13232955854619 520.96045455802232 428.1222028004704 1684.9902104777284 5254.8333090764936 1103.8909515308915 508.21975787065458 5517.9810481907334 5708.310934537556 332.00804335449357 616.05245029833168 488.28881851758342 636.91390916565433 156.30827851983486 545.65350282657892 2324.2867623725906 109.11730460100807 231.79703698528465 286.83495969744399 225.09215678193141 556.34672241722001 28.012037155451253 232.01460570516065 59.646113555878401 940.44684277335182 168.48418642970501 174.58735964208608 268.57282917748671 78.852655509486794 613.19568190397695 698.93833528721007 626.77918881800724 113.25073659885675
leaf_count=32821 37297 36691 24506 99480 544743 21059 60934 38997 26935 100359 369313 65520 29294 431703 461992 19154 37376 31690 40806 10938 39188 174493 6340 14428 22017 17645 36772 2229 14375 3917 67878 13694 16812 17274 5260 38229 51713 35825 5591
internal_value=0 -0.00103145 -0.00763111 -0.0164099 0.000551719 0.000931874 0.00637291 0.00171952 -0.0132389 0.00306081 -0.000219032 -0.0269564 0.00185983 0.00421519 -0.00217476 0 -0.00879781 0.00978075 0.019172 0.00509658 0.0157195 0.0092468 -0.00378286 0.0057756 4.88899e-05 -0.00430592 0.0193621 -0.0183328 -0.00492795 0.0229166 0.00533484 -0.0241653 -0.0386725 -0.0202293 0.0187453 0.0135878 -0.00225048 0.0024103 -0.00871877
internal_weight=0 41106.8 7958.93 4381 33147.9 32695.6 5731.58 4245.5 1400.25 3577.93 26964.1 2234.34 16989.3 10772.8 6216.53 3133.42 1216.63 3585.44 1486.08 2477.18 761.608 2845.25 9974.71 1916.79 1715.57 9786.74 1108.26 1306.49 2146.66 605.3 1227.28 452.24 202.599 600.581 187.97 1250.11 1914.64 1102.45 812.189
internal_count=3105288 2855591 537463 324366 2318128 2267743 401453 301359 87869 213097 1866290 184041 1292302 801016 491286 188591 73804 249697 100094 175628 54043 213490 573988 114787 121585 562388 74069 84561 140325 43105 89895 50385 19041 36428 11600 79035 125950 68646 57304
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 14 2 29624892 17842180 270850 4793131 960 8392832 2 8 8987914 2 13140029 529 1 10503489 586178 568017 2 2 515 4261292 4456980 8
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=30
split_feature=6 1 0 5 3 3 0 2 0 0 8 3 2 0 8 8 2 8 3 4 0 2 8 0 7 3 3 0 1 1 3 3 0 2 0 8 2 0 0
split_gain=34.3369 32.9507 37.9964 26.7068 49.6738 25.3386 25.3279 20.2775 18.8009 14.1072 34.4392 21.4785 30.9897 24.1795 18.8971 13.8039 13.1638 13.0214 12.8932 12.0657 20.7231 13.9319 12.683 11.0473 10.6188 15.7485 10.4311 14.4342 10.2047 11.7128 9.62369 8.9844 8.5238 7.61693 7.74168 7.56196 7.25265 7.10725 6.7179
threshold=0 1.0000000180025095e-35 1 2 3 4 5 8.5000000000000018 6 7 8 9 1.5000000000000002 10 11 12 1.0000000180025095e-35 13 14 15 16 6.5000000000000009 17 18 19 20 21 22 3.5000000000000004 15.500000000000002 23 24 25 1.0000000180025095e-35 26 27 11.500000000000002 28 29
decision_type=1 2 9 1 1 1 9 2 9 9 1 1 2 9 1 1 2 1 1 1 9 2 1 9 1 1 1 9 2 2 1 1 9 2 9 1 2 9 9
left_child=5 2 3 4 30 23 31 9 16 14 11 13 -13 -11 28 -6 17 -7 -9 -4 21 22 -21 33 25 -10 -22 -28 38 -30 -2 -5 -12 -1 -35 -32 37 -8 -3
right_child=1 7 19 6 15 8 36 18 24 10 32 12 -14 -15 -16 -17 -18 -19 -20 20 26 -23 -24 -25 -26 -27 27 -29 29 -31 35 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.016678781541745898 0.011250532642927037 0.010179211860564542 0.00092626374299696319 -0.0010198072753499442 -0.03473610477823471 0.036384740534140973 0.00099869611394728616 0.034708844863502314 0.0091837283145415737 -0.0096161786214642581 -0.0073336330577068983 -0.010622505541260478 0.00027897323376087189 0.0077512584030352246 -0.016319668086610978 0.01607304019280488 0.012142495961583752 -0.012728836668943342 0.0039434044649612008 -0.022832611244038695 -0.013858406265235003 0.021776517189257594 0.020697247741025118 -0.011707662546818575 0.014841970644607218 -0.0078907455755495778 -0.0016653064994857016 0.028904421055141117 0.015065400581713743 -0.0089050799189539145 -0.010852592137266383 -0.037556011181847704 0.0289601505327956 -0.017327797217577681 0.0049697107169898403 0.018727728774395439 0.022630460261929407 -0.010837581885075736 0.00073404456626569763
leaf_weight=283.99315156100783 217.29766347061377 990.31322800496127 7749.6671637892723 124.46572784602176 1210.2532272755634 491.42321439064108 2059.4282677579904 248.22403674328234 1131.094687881181 983.56297865393572 50.163273170939647 4463.6057009526412 6086.7126513379626 3548.5766060417518 368.77856200817041 31.121091803419404 1242.8527580668451 35.832777049392462 344.90593963302672 947.72001696657389 180.87960150581785 54.950510427821428 41.852135424735025 828.01542935206089 796.22548770776484 954.58328649256146 327.56128617923241 225.26184037479106 1638.5070011536591 195.80194488959387 1617.6408584113815 246.08297893602867 422.94051640632097 188.56154604582116 427.73579861345934 57.412254748749547 97.151708511635661 617.67852271511219 3156.5285123412032
leaf_count=19710 8412 53891 600328 11483 133252 30727 113885 17371 79699 62503 4458 291814 425028 256399 26642 2561 81630 2567 25013 64882 9012 4140 2264 61988 54428 71779 19025 10239 91226 10865 91290 26720 28494 12684 26800 2348 8516 35514 225596
internal_value=0 -0.00128139 -0.00478016 -0.0107958 -0.0173367 0.00661929 -0.00411531 0.00116589 0.0104559 0.000644802 -0.000962333 -0.00183648 -0.00431781 0.00386542 0.00460916 -0.0326206 0.0185566 0.032003 0.0189716 -0.000751128 -0.0081255 -0.0169538 -0.0201425 -0.00354088 0.00519176 0.00123223 0.00438683 0.0113949 0.00603214 0.0122436 -0.00659787 -0.0273094 0.0247376 0.00382974 -0.00206709 -0.00929659 -0.000551993 -0.00174761 0.00314452
internal_weight=0 38305 15806.4 6278.53 3133.73 6380.32 3144.81 22498.6 4652.01 21905.5 15555.6 15082.5 10550.3 4532.14 6349.93 1241.37 1770.11 527.256 593.13 9527.89 1778.23 1044.52 989.572 1728.31 2881.9 2085.68 733.703 552.823 5981.15 1834.31 1892.35 370.549 473.104 900.29 616.297 1675.05 2774.26 2677.11 4146.84
internal_count=3105183 2663171 1143871 433981 237863 442012 196118 1519300 320830 1476916 1068696 1035744 716842 318902 408220 135813 114924 33294 42384 709890 109562 71286 67146 121182 205906 151478 38276 29264 381578 102091 102050 38203 32952 59194 39484 93638 157915 149399 279487
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=12 33046830 2 961 67 12582924 15995656 2430976 1 769 30442240 1 1 1 92 2 9296 1 13946754 1 896 19 67713 512 796 4744064 35328 1 16642 327680
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=24
split_feature=7 0 3 5 2 0 3 1 2 2 0 2 0 2 0 0 1 5 0 0 3 0 1 0 3 3 3 0 6 1 1 3 1 1 2 0 1 5 2
split_gain=27.1671 33.686 24.7765 26.163 21.7771 26.182 15.3 15.5069 25.0084 47.3039 16.6203 15.1445 21.3913 14.2911 13.9483 13.4595 12.1365 11.7268 14.8387 14.16 12.3117 10.8611 15.4466 10.7912 9.9432 9.19807 9.02391 8.34998 7.80533 7.58492 6.9833 6.94806 6.34245 6.17552 6.00615 12.3574 5.73438 5.72564 5.49792
threshold=0 1 2 3 2.5000000000000004 4 5 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 6 1.0000000180025095e-35 7 10.500000000000002 8 9 1.0000000180025095e-35 10 11 12 13 14 1.5000000000000002 15 16 17 18 19 20 14.500000000000002 1.5000000000000002 21 4.5000000000000009 4.5000000000000009 1.5000000000000002 22 1.0000000180025095e-35 23 4.5000000000000009
decision_type=1 9 1 1 2 9 1 2 2 2 9 2 9 2 9 9 2 1 9 9 1 9 2 9 1 1 1 9 1 2 2 1 2 2 2 9 2 1 2
left_child=1 4 3 11 16 31 15 13 10 -10 -9 12 -3 14 -8 38 -1 19 24 20 34 22 -5 -13 -19 -20 28 -15 -7 30 -22 -6 -33 -14 35 -2 -30 -28 -4
right_child=17 2 6 21 5 26 7 8 9 -11 -12 23 33 27 -16 -17 -18 18 25 -21 29 -23 -24 -25 -26 -27 37 -29 36 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.040442408103651059 0.027629603687611304 0.0094152907185132313 0.0028511054321180402 -0.012513332178014036 0.011387222363822922 -0.012589868503139867 -0.0064589635473719341 0.035463131072429738 -0.013730566732960543 0.0082534082210627326 0.0093050984345452517 0.0043212173991711046 -0.020126211257662716 -0.011113834368947048 -0.00018533576936985454 0.015071649724659662 -0.013742895400246114 0.018868807164150611 -0.00015177133970181424 -0.0046520781663739238 0.020942038268998608 0.010234594510824389 0.020447532246485562 -0.030277187223140885 -0.021688039054600875 0.027085982430737565 -0.00034383069155971465 0.022965049940149834 -0.0034525955671892978 0.03843062093393243 0.004067914317751299 -0.043252499680756444 0.0071877336035286628 0.0065507631576572538 -0.024052491685767546 -0.0099476194216805928 0.030810997494057354 0.020592217336227764 -0.016401196272387362
leaf_weight=323.6819513933151 88.801209527649917 418.85074662603438 642.11141505278647 697.66989900718909 10.262423803447744 400.78085297974758 4179.7343822415569 308.15635752130765 1446.7240591117297 2864.3759620408528 1231.0937789937016 82.855558164534159 746.8794951167074 54.125375520205125 22872.538923769607 1288.3824346994516 528.92416204017354 52.931956160347909 132.07806582230842 1006.0635503851809 451.8509234309895 727.62041055888403 143.09889757598285 690.19045645330334 124.606435407768 703.14736246614484 169.34808463585796 336.84691142430529 68.150480160606094 113.04370081750676 653.50568606564775 196.98779460659716 8.2364623640896735 65.230879383161664 86.146846156101674 226.10219232132658 58.459157112985849 300.29300676134881 157.36358767631464
leaf_count=44252 5310 25138 36102 36174 1141 23401 243378 27887 91808 210675 72352 4993 58047 3354 1630321 87085 46958 3768 9227 66561 34080 48355 10019 45223 8633 49870 13838 26276 3793 7484 42377 28456 609 2839 6003 18600 3498 15866 11663
internal_value=0 -0.000828442 -0.000154417 -0.00804969 -0.0131514 -0.0041049 0.000642474 0.000107794 0.00477634 0.000762988 0.0155962 -0.0155697 -0.0080031 -0.000880617 -0.00117426 0.00886534 -0.0252491 0.00815276 0.0172487 0.00437591 0.0101158 0.00143279 -0.00597902 -0.0264957 -0.00697107 0.0226259 0.00286413 0.0173603 -0.00557417 0.0150736 0.0116011 -0.0327634 -0.0376919 -0.0172651 -0.00426704 0.00177337 0.0125241 0.0126225 -0.00102055
internal_weight=0 41019 38953.8 3572.4 2065.12 1212.52 35381.5 33293.6 5850.35 4311.1 1539.25 2004.01 1230.96 27443.2 27052.3 2087.86 852.606 3638.28 1012.76 2625.51 1619.45 1568.39 840.769 773.046 177.538 835.225 997.032 390.972 527.39 1218.4 1105.36 215.487 205.224 812.11 401.05 314.903 126.61 469.641 799.475
internal_count=3105414 2853501 2671689 230788 181812 90602 2440901 2306051 402722 302483 100239 136240 86024 1903329 1873699 134850 91210 251913 71498 180415 113854 94548 46193 50216 12401 59097 60396 29630 30692 83941 76457 30206 29065 60886 29913 23910 7291 29704 47765
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 18366468 6 2 4 512 8464138 4270848 8360 2425610 2 13140505 16057916 771 6297880 4460576 396 386 72 4195339 1 517 12648972 2
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=32
split_feature=6 1 0 2 0 3 3 3 0 2 2 0 8 3 5 8 3 0 0 6 0 0 0 0 0 2 4 0 5 3 0 2 3 2 6 3 6 0 8
split_gain=26.7209 27.9723 29.2113 25.6333 17.1249 16.584 15.9959 13.4489 12.5199 12.5335 11.5367 11.0676 24.3842 19.6752 26.3777 19.497 12.7068 28.1525 11.8107 10.4785 10.3089 10.2769 9.54469 9.45368 9.26657 7.91769 7.39777 12.9354 8.70132 7.15054 6.79005 6.51726 8.67692 6.49239 6.39214 8.85659 5.75196 5.06137 4.89872
threshold=0 1.0000000180025095e-35 1 1.0000000180025095e-35 2 3 4 5 6 1.0000000180025095e-35 8.5000000000000018 7 8 9 10 11 12 13 14 15 16 17 18 19 20 2.5000000000000004 21 22 23 24 25 4.5000000000000009 26 12.500000000000002 27 28 29 30 31
decision_type=1 2 9 2 9 1 1 1 9 2 2 9 1 1 1 1 1 9 9 1 9 9 9 9 9 2 1 9 1 1 9 2 1 2 1 1 1 9 1
left_child=8 2 3 5 -5 -2 23 -6 -1 22 11 15 13 24 -15 16 17 -3 -18 25 -11 -17 -10 26 -13 -14 28 -28 -4 36 -7 32 -25 -9 35 -8 -12 -31 -32
right_child=1 10 6 4 7 30 34 33 9 20 29 12 19 14 -16 21 18 -19 -20 -21 -22 -23 -24 31 -26 -27 27 -29 -30 37 38 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.00046158221463628052 0.00075803671081461606 -0.00098640804188535503 -0.003275806134593997 -0.035597718622020817 0.0024839338585562606 0.0029901385272918276 0.017376428892869208 -0.013592344022055057 0.01142422368462866 -0.0086733276786103344 0.02935127626362859 -0.0054313754741237581 0.04051874308792066 -0.0086846616949738855 0.0030201814705894869 0.015796602742680743 -0.0073063824448753607 0.016965578630398034 0.0041611946031258696 -0.0017614518205642659 0.016435795558193241 -0.0219912488205007 0.048525738014606142 -0.0034025925643307283 0.0043942031726941309 0.006958979147476319 -0.024872213105497924 0.0034980405184477691 0.010586288808084345 0.0091789247893134703 -0.033444570121866933 -0.00063091703506850793 -0.019516368237213939 0.020198470900055436 6.6180597050624455e-05 -0.0020776351160875428 -0.0045036319064235605 -0.014979182702095209 0.0023532756032157423
leaf_weight=667.19714321941137 203.65758873574669 1443.5985402849037 1482.4191993975546 144.5478669150616 1469.5108655858203 44.380265952728223 491.53441959305201 1063.3282936486066 212.78448510030285 189.86744706123136 275.19617447967175 1096.882491005701 217.49225015414413 5377.1103659524233 2923.081956609909 50.158742133993655 1086.9635381277185 2063.214952991344 4222.5791045203805 139.21046029240824 501.84994772309437 373.53521515848115 176.03855726891197 601.5979625104228 5619.6947540832916 153.13847672939301 296.91836677596439 266.21292067767354 611.52900236658752 302.87092634884175 830.51183241297258 521.55836783454288 1042.2050980685744 27.172537503298372 7979.2030540829874 366.89074297598563 37.893315475899726 71.918803994078189 19.785071380785666
leaf_count=45629 12443 98810 108202 21947 88949 3208 34398 75340 13080 13648 18689 72397 14296 372455 202398 3884 65700 120749 267130 9413 33470 27115 12745 42772 400267 10775 22164 14781 44115 20814 87182 39416 60535 2298 586172 28167 2512 6029 1533
internal_value=0 -0.000611953 -0.00369596 -0.011411 -0.0059337 -0.0242174 -0.00149649 -0.00359867 0.011864 0.0183691 0.00149367 0.00111685 -0.000498388 -0.00126572 -0.00452509 0.00385259 0.00490849 0.00956318 0.00172041 0.020352 0.00916151 -0.0162443 0.0326422 -0.00611288 0.00272253 0.0282554 -0.00191753 -0.0118165 0.000723661 0.0140293 -0.0297536 -0.0109967 -0.0141019 -0.0118585 0.00100494 0.00900554 0.0243582 0.00282248 -0.0318571
internal_weight=0 42917.5 17463 3802.89 2704.56 1098.33 13660.1 2560.01 1747.74 1080.54 25454.5 24766.7 15526.6 15016.8 8300.19 9240.05 8816.36 3506.81 5309.54 509.841 691.717 423.694 388.823 4822.44 6716.58 370.631 2657.08 563.131 2093.95 687.879 894.677 2165.36 1643.8 1090.5 8837.63 858.425 313.089 374.79 850.297
internal_count=3105627 2987055 1273622 292900 188534 104366 980722 166587 118572 72943 1713433 1665389 1082001 1047517 574853 583388 552389 219559 332830 34484 47118 30999 25825 331985 472664 25071 189262 36945 152317 48044 91923 142723 103307 77638 648737 62565 21201 26843 88715
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=8 16302118 5242884 640 78 964 534737 14957056 1 833 2 1 572 2048 8397312 1 2130440 10487808 10768418 17048144 16875777 2 80 2 94 4227076 64 4 400 3 8661478 1
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=32
split_feature=6 1 0 5 3 3 0 4 0 0 2 3 2 8 0 3 0 2 1 0 0 4 0 5 3 8 2 0 8 2 0 3 0 3 3 0 8 0 3
split_gain=23.6142 22.0037 25.292 30.824 52.6774 20.2657 19.876 13.5936 19.0811 13.2817 13.0807 17.0579 12.6813 12.5275 11.9807 11.8815 36.1793 27.0547 25.8753 26.8522 24.4419 23.9302 20.1372 19.9689 16.8784 14.9932 11.0203 9.91528 9.10957 10.3994 14.4079 9.09845 8.98079 8.30025 7.89741 7.73706 7.02182 6.67511 10.3686
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 7 8 5.5000000000000009 9 2.5000000000000004 10 11 12 13 1.5000000000000002 4.5000000000000009 14 15 16 17 18 19 20 1.5000000000000002 21 22 1.0000000180025095e-35 23 24 25 26 27 28 29 30 31
decision_type=1 2 9 1 1 1 9 1 9 9 2 1 2 1 9 1 9 2 2 9 9 1 9 1 1 1 2 9 1 2 9 1 9 1 1 9 1 9 1
left_child=5 2 3 4 36 27 26 37 31 33 15 32 -10 -6 -13 18 23 21 19 34 -19 -18 -20 25 -24 -17 -5 -1 29 30 -11 -9 -12 -7 -3 -33 -2 -4 -39
right_child=1 10 7 6 13 9 -8 8 12 28 11 14 -14 -15 -16 16 17 20 22 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31 -32 35 -34 -35 -36 -37 -38 38 -40
leaf_value=0.0043829013728110362 -0.00528206787535927 -0.0037695244958715676 -0.0066766176827897086 0.014501330453148135 -0.034205012475528228 0.009815837033996952 0.00011669092353312173 -0.02564693254943496 -0.0056433854927701397 -0.00047099408290357259 0.017609616543798452 0.00029745580086283754 0.021546846585219638 0.016052643551197801 0.021479603099452863 0.008850102887354265 -0.006969329087662463 0.005485903867710743 -0.0065219803373500725 -0.0069188652101964112 -0.010836503702019488 -0.026783813897404803 0.0051089379805629729 0.033680926280067754 0.027367189901406703 -0.022646727969219731 -0.040488975792818932 -0.010371769821873262 -0.0094424294852948395 0.0094934860231520365 0.028945781641848901 0.013926012673997817 -0.0057837699796556919 -0.0045192116868600207 0.0065504612475158312 -0.011403979970820183 0.025130944405818936 0.0057450520313902286 -0.0017557595866681966
leaf_weight=782.1925174134667 1363.9941877539386 838.98183507460635 971.3676550645614 19.753051853098441 1174.4515811714227 634.76970085792709 2749.5170635475079 506.92749361821916 377.45865667180624 195.13948869775049 157.2564580286853 422.47670797409955 256.72776757995598 26.827165991417132 918.43945945170708 1341.0286022402579 3303.0358313882607 2961.0025417541619 384.89207111252472 3243.2497674225597 1279.2516797315329 754.43866498663556 671.93220559309702 284.8537397289183 843.62874840013683 136.85655213473365 166.20879057684215 946.65980620175833 140.96643167734146 2070.0408555488684 729.48075998481363 101.09352245059563 885.71695924783126 946.48910958081251 4110.6169988221372 677.62164806999499 48.148270953097381 3608.9009974590736 3612.2012520749122
leaf_count=51021 74997 70344 38535 1758 132972 42773 157601 37723 17049 15105 12419 33677 17392 2133 66155 72697 213094 193457 32663 189966 88702 55677 43754 17566 58866 9244 22090 70373 9654 144323 48226 7041 69102 64882 289491 47529 1797 310963 272440
internal_value=0 -0.00101763 -0.00389719 -0.00930104 -0.0171691 0.00550751 -0.00212353 -0.000873598 -0.0083942 0.00890291 0.000972126 0.00793074 0.00530808 -0.0322136 0.015225 0.000123598 -0.00228827 -0.00508198 0.00255665 6.79509e-05 0.000437242 -0.0108965 0.0129755 0.0105171 0.0180769 0.00534191 -0.0306371 -0.00357849 0.0126541 0.0139186 0.0229017 -0.0152725 -0.00145943 0.00115051 0.00472485 -0.00722947 -0.00351152 0.000875433 0.00196261
internal_weight=0 38198.9 15661.2 5548.9 2613.42 6445.74 2935.48 10112.3 1919.83 4716.89 22537.7 2383.89 634.186 1201.28 1340.92 20153.8 10060.5 8297.73 10093.3 8192.85 4240.25 4057.47 1900.45 1762.74 1515.56 1477.89 185.962 1728.85 3135.63 2994.66 924.62 1285.64 1042.97 1581.26 4949.6 778.715 1412.14 8192.47 7221.1
internal_count=3105251 2658894 1142020 393348 211899 446357 181449 748672 126734 324963 1516874 181353 34441 135105 99832 1335521 650437 550930 685084 549801 282159 268771 135283 99507 102620 81941 23848 121394 217308 207654 63331 92293 81521 107655 359835 54570 76794 621938 583403
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=12 16269606 2 960 67 12582916 2 13401 534727 897 1 6374035 897 23396864 13114578 1079626 2 21018370 2 128 1 13946242 1 20512 71 8400004 384 1 4104 1 16810624 611
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=25
split_feature=7 0 3 5 0 4 3 0 1 0 1 2 1 0 5 3 2 1 6 1 4 0 4 3 0 8 0 4 0 1 3 2 0 2 1 1 3 2 1
split_gain=20.234 23.0211 20.0768 41.1355 30.857 15.0399 18.2786 14.7942 12.2751 22.1549 16.8286 13.6767 11.8359 11.7015 18.2386 11.6002 13.8163 11.1501 10.469 10.3691 10.274 10.8228 9.59623 9.55344 9.04024 11.8455 8.37121 8.24468 7.67753 5.81514 5.53327 13.0419 10.7204 5.2686 5.19265 5.05605 5.01311 4.78233 4.67288
threshold=0 1 2 3 4 5 6 7 17.500000000000004 8 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 9 10 11 1.0000000180025095e-35 8.5000000000000018 12 6.5000000000000009 13 14 15 16 17 18 19 20 21 3.5000000000000004 22 1.5000000000000002 23 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 24 3.5000000000000004 105.50000000000001
decision_type=1 9 1 1 9 1 1 9 2 9 2 2 2 9 1 1 2 2 1 2 1 9 1 1 9 1 9 1 9 2 1 2 9 2 2 2 1 2 2
left_child=1 5 3 4 27 6 -1 -5 10 11 13 -10 37 14 -4 19 -17 24 38 -12 26 -22 -14 -15 33 30 -9 -3 -19 -8 -26 35 -33 36 -35 -32 -2 -6 -11
right_child=17 2 8 7 12 -7 29 20 9 18 15 -13 22 23 -16 16 -18 28 -20 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31 31 32 -34 34 -36 -37 -38 -39 -40
leaf_value=0.02843177730128231 0.0074792727619924886 -0.00075673197092815956 -0.0065203286399608956 0.018355302040729413 -0.033944093777771488 -0.036179996738975977 -0.033847859103428767 0.0078520704789052688 0.014111754997491427 0.038041794716886838 0.0068220134863151861 -0.037540143529899678 -0.0086913728936669037 0.0031914846079083218 0.002174671554804066 0.013205906564910556 0.0013257119333932655 0.00032865799572680753 -0.014298992414514617 0.045647210503543013 -0.019430245568173164 0 -0.03354955495392424 -0.0016824303561677125 0.01493556661626899 -0.025042055420447962 -0.0078081004290959238 -0.019975505180426432 0.029687358909856083 0.0013989698101370361 0.027351386129065472 0.012971437029621634 -0.020890710231872122 0.023415719384043611 0 0 -0.0089262743843060328 -0.0061739374679095071 -0.0043863195876552062
leaf_weight=82.099304633622523 188.78107454592828 1897.4282735330053 5784.6267387240659 476.0958600648446 675.76925326476339 275.14451255952008 98.33458934596274 1551.4454601960024 35.955392777454108 91.710552162141539 201.66275536152534 276.53097371000331 999.66684813343454 10911.723851020215 4035.3322844359791 1340.6729622733546 3705.0251153216814 161.22608570999 51.637919262517244 113.12149958708324 412.26432755403221 762.48359200090636 183.24612196150701 6237.3889787998633 1172.3395701588597 63.648884744965471 383.42068726045545 230.0022487891838 297.49887670297176 45.836504444829188 167.67597226961516 99.180632568779401 236.21157367451815 111.99721932603279 269.31561017921194 113.52264082164038 796.427808686567 114.78530632297043 10.681142178131266
leaf_count=6083 13541 123883 297918 27737 81834 40782 13441 92919 1923 6628 15290 17699 60363 803960 265601 88522 260984 9113 3756 7512 26884 44863 18766 492631 80029 4155 22503 14526 19126 2786 10964 6808 16235 8248 19573 7341 58266 11817 687
internal_value=0 -0.00075532 -0.000473127 -0.00506325 -0.0118876 -0.0212524 -0.00064876 0.00267847 0.000598408 -0.0149746 0.000846258 -0.0291542 -0.0207871 -0.000162284 -0.00291812 0.00594864 0.00459181 0.00695731 0.0130976 0.0237144 0 -0.00720362 -0.0135241 0.00140153 0.0046508 0.00914107 0.0045245 -0.00320759 0.0212504 -0.021381 0.0109654 0.002343 -0.01003 -0.00134323 0.00793989 0.0176841 -0.00537335 -0.0306507 0.0291565
internal_weight=0 40984.1 40482.7 7686.61 4100.9 501.415 226.27 3585.71 32796.1 466.516 32329.6 312.486 1973.47 26969.1 9819.96 5360.48 5045.7 3677.83 154.03 314.784 3109.61 1174.75 1182.91 17149.1 3219.1 1852.58 1934.87 2127.43 458.725 144.171 1788.93 616.591 335.392 1366.52 381.313 281.199 985.209 790.555 102.392
internal_count=3105697 2852298 2789206 526095 311189 63092 22310 214906 2263111 30693 2232418 19622 172780 1860110 563519 372308 349506 253399 11071 22802 187169 71747 79129 1296591 225160 125532 115422 138409 28239 16227 121377 41348 23043 99628 27821 18305 71807 93651 7315
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 1572868 14 2 29628984 2 960 271874 8654730 20996906 2 1 9 2 6307920 2 960 17348819 1 8405313 2 4795911 316 6308896 136
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=40
num_cat=29
split_feature=1 0 6 3 0 0 5 3 0 8 2 0 2 3 0 3 0 3 3 6 3 0 0 2 0 2 2 0 1 1 1 0 3 0 1 0 0 5 5
split_gain=17.7433 20.2865 14.1345 21.3125 29.3938 19.3938 25.172 25.188 19.2581 16.0099 18.934 15.3831 14.8313 12.3933 12.1178 11.9105 11.8694 11.568 11.5342 10.9865 10.9078 23.3262 14.5985 9.64958 9.0018 8.50683 25.1707 41.1271 24.6275 24.1746 18.6813 10.9189 14.482 10.3505 10.1021 8.47897 8.28145 8.13638 7.06429
threshold=2.5000000000000004 0 1 2 3 4 5 6 7 8 1.0000000180025095e-35 9 6.5000000000000009 10 11 12 13 14 15 16 17 18 19 2.5000000000000004 20 1.0000000180025095e-35 1.5000000000000002 21 5.5000000000000009 14.500000000000002 8.5000000000000018 22 23 24 4.5000000000000009 25 26 27 28
decision_type=2 9 1 1 9 9 1 1 9 1 2 9 2 1 9 1 9 1 1 1 1 9 9 2 9 2 2 9 2 2 2 9 1 9 2 9 9 1 1
left_child=1 13 5 11 18 6 7 -3 -9 10 -6 -4 20 -1 -11 -8 17 -2 38 -13 22 -22 -7 -20 -14 30 27 28 -27 -29 33 34 -33 -18 -28 -31 -32 -30 -5
right_child=16 2 3 4 9 12 15 8 -10 14 -12 19 24 -15 -16 -17 25 -19 23 -21 21 -23 -24 -25 -26 26 31 29 37 35 36 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0018330013117190643 0.025396842690749939 -0.025168302219593541 0 0.0069466572157894065 0.023155953005678465 0.010378189392370056 0.0050201554522491393 -0.018188390984860452 0.0014949099051433535 0.02320716642990495 0.0070261012251045599 0.0060283876610066943 -0.0024825656768366986 -0.035611732150729186 -0.026855946856954201 -0.0064474831632527277 0.014578593550747421 0.00076594716715961005 -0.0094605103180873378 -0.026850014516226886 -0.011491780750014342 0.00042442107626147242 -0.0007323010854835679 0.001603368384757905 0.020659215444627892 -0.0019190753015512611 0.002102583898419246 0.007936002389078196 -0.040404108179491374 0.0025903304628362555 0.0330208233099724 0.026227219308323082 -0.0055881883690728912 -0.00063701277791659199 0.012685623814866879 -0.034560599650010217 0.0060324795698326363 0.012215672248456065 -0.0050291269562168193
leaf_weight=111.10025848122314 427.43908680730965 1143.4922087310697 830.91781152301701 1882.9252036963589 997.35827333922498 1428.8522070342442 1626.0811750581488 770.18667032732628 1215.5598882326158 25.613956672721542 3011.099869810394 97.894123638980091 213.19917954795528 239.21403115137946 159.91397273936309 1921.8657628902001 529.64289600413758 381.56289831339382 1965.202956546098 504.92124757776037 2588.7282861588756 4259.6043948548613 5867.5087127867155 1222.6220131981536 474.15690319496207 311.83440823422279 1999.3061756202951 1217.7665415366646 514.05466648627771 67.323719815933146 308.98517016507685 116.48124455963261 1479.9727082534228 1924.2250915333861 1770.0887922414113 171.61363243137021 266.08488134096842 9.1805273608770204 609.72639498289209
leaf_count=14023 35335 102627 67489 129771 54703 108317 98149 33721 63319 1715 189050 6717 14409 38117 13230 118880 43227 27151 161746 34046 206470 283088 420805 88445 37602 19823 144629 71513 40211 4504 16809 8471 100028 109206 126828 10474 16786 559 43316
internal_value=0 -0.00129625 -0.00101549 0.00182732 0.00351147 -0.0025246 -0.00698665 -0.0134987 -0.00619971 0.00982771 0.0112559 -0.00934871 -0.000482279 -0.0239969 -0.0164534 -0.0011138 0.00325689 0.0147165 -0.00113558 -0.0210012 -0.00121103 -0.00407703 0.0014473 -0.00513263 0.0135128 0.00230672 0.000483838 -0.00818023 -0.0253231 0.0019154 0.00677476 0.0042648 -0.0024992 0.00271889 0.00719328 -0.0250448 0.0225928 -0.0383262 0.00385808
internal_weight=0 33167.7 32817.4 11308.2 9874.46 21509.2 6677.19 3129.24 1985.75 4193.99 4008.46 1433.73 14832 350.314 185.528 3547.95 11495.6 809.002 5680.48 602.815 14144.7 6848.33 7296.36 3187.82 687.356 10686.6 7657.62 2291.77 835.07 1456.7 3028.94 5365.85 1596.45 2453.87 3769.39 238.937 575.07 523.235 2492.65
internal_count=3105309 2329755 2277615 790228 681976 1487387 416696 199667 97040 258698 243753 108252 1070691 52140 14945 217029 775554 62486 423278 40763 1018680 489558 529122 250191 52011 713068 527040 147084 60593 86491 186028 379956 108499 152433 271457 14978 33595 40770 173087
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=1572868 1 3 16795891 10577161 2 78 82176 1 4278608 785 10487304 820 3149832 721 896 8 897 4196514 4196480 262674 66374 8416102 3 12658566 262192 9243714 2 2
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=40
num_cat=32
split_feature=6 2 3 0 0 8 8 2 0 3 3 0 2 3 5 0 3 3 1 0 3 4 2 2 0 0 0 8 0 7 3 3 0 3 3 3 3 0 2
split_gain=15.2842 15.6875 18.2504 45.4467 32.8579 119.596 60.1643 37.1466 62.45 37.3095 27.5343 23.9247 20.6455 18.274 14.9895 21.3989 14.3362 12.9414 10.7514 11.246 9.29563 9.0788 11.1841 9.05222 8.39959 8.19574 7.90558 11.9491 7.25008 7.07156 7.05869 6.98213 6.78991 9.28127 6.78026 6.56883 5.26191 5.14625 4.9388
threshold=0 8.5000000000000018 1 2 3 4 5 1.5000000000000002 6 7 8 9 2.5000000000000004 10 11 12 13 14 5.5000000000000009 15 16 17 2.5000000000000004 1.0000000180025095e-35 18 19 20 21 22 23 24 25 26 27 28 29 30 31 1.5000000000000002
decision_type=1 2 1 9 9 1 1 2 9 1 1 9 2 1 1 9 1 1 2 9 1 1 2 2 9 9 9 1 9 1 1 1 9 1 1 1 1 9 2
left_child=17 2 3 10 6 7 11 9 -9 -6 21 34 13 -7 18 -16 -3 25 20 -20 -5 -2 -23 -8 35 -1 -12 -28 -14 31 -13 -26 33 -31 -4 -19 -27 -18 -37
right_child=1 16 4 14 5 12 23 8 -10 -11 26 30 28 -15 15 -17 37 24 19 -21 -22 22 -24 -25 29 36 27 -29 -30 32 -32 -33 -34 -35 -36 38 -38 -39 -40
leaf_value=-0.010244891539320471 -0.0042034226365197467 0.023333890630310685 0.0080616006882838608 0.010254478359781036 -0.0056881142857224849 -0.013500895211050698 -0.043623643356639069 -0.021854234815932849 0.00063303265830752628 -0.01958803680471765 -0.037769256519242504 0.025786262361326192 0.021124461669266285 0.055531768674632123 0.014383521018288907 -0.013103763176358807 -0.018499748248736219 0.017687015959533082 -0.0072715549666774598 0.026647279709555577 0.0025247985488612429 0.036956988359933149 -0.0015216165591565222 -0.010117400618799604 0.004744636050792856 0.0091068047739956311 -0.0079985068755722057 -0.046669476358565914 -0.012254164099072337 -0.001797197966149645 0.010627337413611644 -0.0067044692122014294 0.0032023990153831625 0.031029168565027992 -0.0022783304377739138 0.013733463211908901 -0.0054788353707398655 0.0043329379125297577 -0.0039111908650288924
leaf_weight=788.60370378103107 1810.4484803632367 463.83771114598494 1104.2380014538066 3238.0868876844179 5755.4739424124709 25.739884082227945 212.64096399163827 1354.3639241157798 10616.893766463443 2995.9924771309015 253.92852263280656 738.23879372444935 108.33107571490109 383.60339113126975 375.93469561939128 826.80442627455341 80.546160506899469 1041.6328162773279 91.992773475940339 474.85418532503536 3299.9492877451121 98.012822905788198 145.44069655053318 198.9092280510813 1484.649087436439 571.09073879919015 606.07003472920042 73.989886264782399 71.023620099178515 101.98234417720232 889.17598802340217 771.45501222502207 583.35744679730851 247.11965538753429 1329.7029926762916 236.28551805124152 356.83709933393402 503.64953350706492 330.5388386992272
leaf_count=60009 113499 33512 64500 246267 414088 1510 17392 127486 705237 238664 11397 44857 8955 27333 27899 61827 6490 66299 7774 31896 213272 5109 10396 15276 104003 35751 51130 2230 4956 6482 48462 57612 39730 16203 77693 15560 24860 37900 22182
internal_value=0 -0.000843838 -0.00119617 0.00213641 -0.00266829 -0.00431129 0.00506225 -0.00561184 -0.00195201 -0.0105602 -0.00832738 0.00888368 0.038967 0.0508393 0.00595758 -0.00411749 0.0110219 0.00438287 0.00772366 0.0208758 0.00644755 -0.00156271 0.0152275 -0.0298966 0.00705422 -0.00290235 -0.0222202 -0.0142221 0.00703549 0.00385425 0.0181374 0.000653308 0.0110656 0.0214697 0.00234595 0.0129683 0.00319329 0 0.00320832
internal_weight=0 38127.9 37079.8 11295.5 25784.3 21311.4 4472.91 20722.7 11971.3 8751.47 2987.89 4061.36 588.698 409.343 8307.62 1202.74 1048.03 6513.55 7104.88 566.847 6538.04 2053.9 243.454 411.55 4797.02 1716.53 933.988 680.06 179.355 3188.56 1627.41 2256.1 932.459 349.102 2433.94 1608.46 927.928 584.196 566.824
internal_count=3105698 2657007 2579105 782696 1796409 1528229 268180 1485475 832723 652752 193761 235512 42754 28843 588935 89726 77902 448691 499209 39670 459539 129004 15505 32668 328071 120620 64757 53360 13911 224030 93319 161615 62415 22685 142193 104041 60611 44390 37742
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=12 769 24417025 19141120 1 1 4718613 226 768 2097664 2 2 8981634 92 67 590978 513 2 12849928 2695293 2101760 1 9439257 1 60 904 1130518 288 56 312 64 6295576
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=40
num_cat=32
split_feature=1 2 2 0 0 0 1 6 0 3 8 2 0 5 0 8 5 3 0 7 3 0 3 3 3 0 3 3 0 2 3 6 1 5 3 4 6 0 0
split_gain=14.0247 18.7197 43.8345 48.7563 18.1271 17.9176 15.1798 13.1103 18.9809 26.1525 15.8507 19.4177 14.9186 24.1723 24.2295 18.4318 12.5776 11.0855 11.0631 10.1911 9.93068 9.61527 12.6435 9.38514 9.0546 8.44374 8.29758 8.10644 7.25718 5.89911 6.00771 5.7044 6.33374 5.33901 5.33246 5.31003 5.0915 5.02949 4.67787
threshold=4.5000000000000009 1.0000000180025095e-35 1.5000000000000002 0 1 2 14.500000000000002 3 4 5 6 1.0000000180025095e-35 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 8.5000000000000018 24 25 1.0000000180025095e-35 26 27 28 29 30 31
decision_type=2 2 2 9 9 9 2 1 9 1 1 2 9 1 9 1 1 1 9 1 1 9 1 1 1 9 1 1 9 2 1 1 2 1 1 1 1 9 9
left_child=4 5 3 16 24 -2 35 12 9 33 11 -11 13 14 15 -6 19 36 26 27 -7 22 -15 -23 -1 -8 -4 -3 -22 34 -31 32 -19 -9 -14 -5 -10 -12 -35
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leaf_value=0 -0.0046533502566786962 -0.0041305821606259759 0.011915077318242505 0.017914603097979678 -0.0055397818570892508 0.0053599958227697414 -0.030653457563005526 -0.015857085727087768 0.0067102586763765504 0.026600893154767258 0.014161050157749567 0.0082429533286829393 0.0069404155621124496 0.010692171470607583 -0.01841684033277826 0.033954261093674241 0.018458074991069658 0.017799056218094741 0.012733397123780367 0 0.038560315166618321 -0.029431822944408378 -0.0023583752758908191 -0.0030791863280552056 -0.030050147129181894 0.0055446214203743339 -0.0071013612628200804 -0.041807606674594669 0.015013475219533957 0.031399180784557952 0 -0.0059322628848963626 -0.0033643040250935681 0.020481265557080668 -0.00071489028681523013 -0.0033050256705253762 0 -0.020538682040502975 -0.0048865907892794175
leaf_weight=133.45890675712144 391.6877959506819 106.55055703292601 307.93352290964685 458.89948771463241 2763.5393847317901 459.68668339226861 115.38073885336053 428.71135502087418 1789.4893265238497 762.60333432373591 14.21803115098737 2663.3539166908013 929.54870206071064 1340.6275575959589 1969.0914500022191 92.084571362473071 23.957105798879638 199.61897357169073 1836.69807793363 72.778057722025551 304.57128280180041 113.90219081635587 1523.9036495651817 1755.6806063707918 279.80300536856521 77.506781140808016 627.67883816058747 539.88774227752583 520.66705174010713 80.110509698046371 124.92550416162703 3582.3789747824776 305.50870256626513 50.997565127327107 14197.734470746596 115.14783757028636 3091.8072479528491 170.08025547419675 320.43861142045353
leaf_count=15643 26684 6870 20414 28275 172347 28732 6796 32437 128739 39203 1032 169899 64159 78045 138157 5763 1337 15703 132910 5247 24518 7573 94453 112635 42399 5135 40352 40529 24196 5048 8211 268784 20885 2991 1040065 6780 219815 14006 17999
internal_value=0 0.00441719 0.000807163 -0.0126745 -0.000781901 0.0132859 0.00479258 -0.000537615 0.00197231 0.00731771 0.0109686 0.0126116 -0.00189975 -0.00499193 -0.00995556 -0.0038093 -0.0302455 -0.000643813 0.00831491 -0.033346 0.0188559 2.40921e-05 0.00370925 -0.00542467 -0.0206812 -0.0171002 -0.000303167 -0.0371786 0.0254315 1.65006e-05 0.015755 -0.00448955 0.00487638 -0.00853588 -0.000207778 0.0132088 0.00252589 -0.0151517 0
internal_weight=0 5959.03 4282.42 1510.11 38683.6 1676.61 766.935 38270.4 13379.2 4410.4 3610.26 3425.96 24891.1 9558.83 4824.72 2855.62 743.173 8968.8 2772.31 719.216 1284.93 4734.11 2864.53 1869.58 413.262 192.888 935.612 646.438 825.238 15332.3 205.036 4087.51 505.128 800.148 15127.3 574.047 4881.3 184.298 371.436
internal_count=3114766 398775 294645 100969 2715991 104130 46986 2657949 931493 277567 224140 209102 1726456 608973 316267 178110 53983 653926 193676 52646 77446 292706 172498 120208 58042 11931 60766 47399 48714 1117483 13259 305372 36588 53427 1104224 35055 348554 15038 20990
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=8464198 1572868 18894864 1 15017216 7 1 14770601 2 14680104 1 2 908 13444241 1 802 82304 309 1 785 542856 643 769 599374 85 8 2 512 2 12 10486784 336896
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=40
num_cat=29
split_feature=7 1 0 4 5 3 0 0 2 0 2 5 0 0 2 8 0 8 3 3 0 3 3 2 1 6 0 8 3 0 8 3 2 2 1 0 4 6 1
split_gain=12.7228 12.6509 18.2637 18.2614 14.8891 20.8186 26.5424 17.5049 10.6329 12.6556 10.4904 9.97132 12.1837 9.4451 7.89072 10.0076 9.238 7.3787 6.98258 6.72226 6.6251 6.57099 6.47383 6.4657 6.33919 6.133 7.91852 9.35269 7.76632 13.0926 11.7647 7.45825 6.09201 22.93 32.3359 29.3469 23.1913 23.241 16.3334
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 3.5000000000000004 7 1.0000000180025095e-35 8 9 10 1.5000000000000002 11 12 13 14 15 16 17 18 1.5000000000000002 4.5000000000000009 19 20 21 22 23 24 25 1.5000000000000002 1.0000000180025095e-35 7.5000000000000009 26 27 28 5.5000000000000009
decision_type=1 2 9 1 1 1 9 9 2 9 2 1 9 9 2 1 9 1 1 1 9 1 1 2 2 1 9 1 1 9 1 1 2 2 2 9 1 1 2
left_child=1 2 3 25 5 17 23 18 9 21 -11 13 24 14 15 16 22 -4 -6 -8 -16 -5 -2 -7 -13 28 27 -27 29 -1 -30 -28 33 35 -35 38 37 -36 -3
right_child=11 32 4 8 7 6 19 -9 -10 10 -12 12 -14 -15 20 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 31 -29 30 -31 -32 -33 -34 34 36 -37 -38 -39 -40
leaf_value=-0.010534262925022964 0.015720697689838355 -0.010327349217884842 -0.0028489417923471595 -0.0091183890639010522 0 -0.00052281063889807785 -0.015036717764669045 0.00034868470159134544 0.0062619472041049659 0.010665578801271993 -0.022538622544320971 0.015666034920582449 -0.0007831315944971754 -0.0052697495054911357 -0.019947729067794476 -0.018221192761820021 0.02365107744716952 0.027190960069303091 -0.031062404600989371 -0.033660484994063829 0.0035818662849130276 0.024467726202425665 -0.0029905644275379306 -0.017994925675066564 0.046836624215676852 0.017284869855479376 0.0098677054916892302 -0.013515903833392493 -0.0049318125932404418 0.0088878549638194883 0.014751979393645462 -0.0052142106205348981 0.0023318463301989704 -0.0024119514962193042 0.0097462709566856764 0.0071917474301738133 -0.04534448390932156 -0.033086517813338899 0.011709629050625586
leaf_weight=383.36138829938136 266.74918784259353 1915.6127830843907 1520.3961320265662 65.428750359802507 127.94738989981124 946.45044038712513 577.76486794569064 3695.1881082607433 272.21714285784401 76.273173171211965 836.00320945325075 610.22956927510677 357.75680791470222 1012.4865705266129 133.2551275753649 75.104468694305979 481.55618050048361 55.486252188682556 230.82194233353948 683.86587527144002 318.23184620356187 85.048736164462753 395.67807530140271 259.30957025056705 76.521190447267145 834.4569429741241 545.04283450951334 77.880711927311495 2691.5293109525228 1750.5334261626704 307.16270186391193 689.1680666168686 13058.009117782698 3436.0202581364429 259.32657774712425 4678.5803803382441 305.31271529110381 177.1532034559641 368.69670301117003
leaf_count=34952 18575 116265 71581 3155 12730 70969 44517 214988 20844 5274 59112 45141 23948 65344 9827 4906 29650 1985 29033 88481 21267 3329 30805 15530 4199 53319 56535 7284 195866 142046 27148 66864 910827 218297 13734 302405 28858 9277 26497
internal_value=0 -0.000589285 -0.00270725 0.000469903 -0.00610645 -0.0104005 -0.0160611 -0.0017203 -0.0101059 -0.0146298 -0.0189914 0.00548967 0.0136876 0.0020716 0.00670343 0.0109197 0.0135051 -0.00110932 -0.0216366 -0.0260864 -0.00388984 0.0094411 0.00458323 -0.00482966 0.0210787 0.00248468 0.00693098 0.0138437 0.000523132 0.00513098 -0.0026815 0.0013114 0.000862516 -0.000834466 -0.00668565 0.00264703 -0.0252297 -0.00850525 -0.00650706
internal_weight=0 40910 16711.3 8614.11 8097.23 4043.27 2467.39 4053.96 1334.97 1062.75 912.276 3727.57 1044.51 2683.06 1670.57 1219.09 1143.98 1575.88 358.769 1261.63 451.487 150.477 662.427 1205.76 686.751 7279.14 2146.55 912.338 5132.59 2133.89 2998.69 1234.21 24198.7 11140.7 4177.81 6962.89 741.792 436.48 2284.31
internal_count=3105364 2851702 1225542 675728 549814 293063 219497 256751 91714 70870 64386 253662 73288 180374 115030 83936 79030 73566 41763 132998 31094 6484 49380 86499 49340 584014 184002 60603 400012 176998 223014 123399 1626160 715333 270166 445167 51869 23011 142762
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=1 4562001 2 2 896 25166380 8388620 4460544 2 2447686 16057916 1 10485808 1 796 112 1548 27 154 1 263233 1 579 266241 1 645 3723488 2 1
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=40
num_cat=27
split_feature=3 0 4 1 2 2 0 0 0 3 1 7 8 0 6 2 3 0 3 8 0 2 0 0 0 4 3 0 2 3 3 3 1 4 1 2 1 0 1
split_gain=11.705 21.5757 14.3426 12.1422 14.4745 26.0973 35.5973 18.4602 13.8466 13.3573 10.8474 10.7548 10.5893 10.5602 10.2827 10.5109 10.636 10.2252 9.00809 8.95911 9.73421 8.89656 8.50002 8.30563 7.84917 7.13669 10.8227 6.95118 12.4135 6.93663 6.7697 6.47532 6.02219 5.84213 4.83734 4.31635 3.88108 3.88107 3.5799
threshold=0 1 2 4.5000000000000009 1.0000000180025095e-35 1.5000000000000002 3 4 5 6 14.500000000000002 7 8 9 10 10.500000000000002 11 12 13 14 15 1.0000000180025095e-35 16 17 18 19 20 21 2.5000000000000004 22 23 24 7.5000000000000009 25 1.0000000180025095e-35 5.5000000000000009 9.5000000000000018 26 14.500000000000002
decision_type=1 9 1 2 2 2 9 9 9 1 2 1 1 9 1 2 1 9 1 1 9 2 9 9 9 1 1 9 2 1 1 1 2 1 2 2 2 9 2
left_child=1 2 12 8 7 6 11 9 25 -5 -8 18 27 32 19 16 22 -18 -6 20 -10 -22 -16 -12 38 26 -2 34 -29 -17 -15 -26 33 -7 -1 -4 -11 -21 -9
right_child=3 -3 35 4 5 13 10 24 14 36 23 -13 -14 30 15 29 17 -19 -20 37 21 -23 -24 -25 31 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.017839388632002379 0.018958810120301404 -0.025651785887000206 -0.022728020267127617 0.057688654485551966 0 0.00054464599022700951 0.012317022265543133 -0.0087770009761257758 -0.00013301549898088274 -0.0088454656365066671 -0.028174118992695358 0.0062159135832742874 -0.030264746969976421 0.023121088081712267 0.017834371775973062 -0.0089280138247755762 -0.0059535321011265829 -0.00075693759600976981 -0.035049628652000085 -0.027327160429289961 0.016932755437380594 0.0044876931806438316 0.0018808908119810957 0.0079968585970919877 0.023246660580242641 -0.030036840910656806 -0.022056746650557041 0.0048270886426286085 0.036862348793210264 0.019407610898882547 -0.0043201649387983833 0.0055985767398273609 0.018393461320140896 0.0167257081082334 0.010543143730564678 0.0031439895430885887 0.024304252033998223 0 0.013641596780707638
leaf_weight=120.29849988641217 83.446071560436394 462.1193178560352 271.47803386137821 111.70072411221918 108.57653703191318 754.84346124669537 566.30457708542235 325.81175014015753 2144.4097648571478 63.767245167167857 105.99384558817837 68.330556388478726 42.708762976457365 58.391124365385622 439.53894755034707 72.212146986625157 4476.7275561587885 24960.647190048883 502.85686574020656 85.099424513056874 889.36689895694144 1894.2729470956256 1340.9087684946135 73.941253127064556 327.14982589997817 211.30738871078938 91.989475449721795 500.01088619593065 149.49615482747322 362.74308999232017 874.08743581781164 758.45807237911504 743.59130641981028 315.54634592821822 60.978954682359472 49.057900355895981 23.732030387036502 85.793528053211048 52.795202632551081
leaf_count=6871 7537 33188 18107 6874 6638 57573 34159 22708 158017 5880 6547 5021 2167 3618 24426 5532 305515 1746128 38320 6606 59438 125372 87821 4660 18489 36030 11785 29255 13428 25930 56074 44771 51092 21749 3247 3915 1767 5829 3203
internal_value=0 -0.00821342 -0.000608514 0.000254596 0.00448704 0.0012328 -0.0095337 0.0123063 -0.000405428 0.0385782 0.0052689 -0.025458 0.00581357 0.00697359 -0.000188906 -0.000869294 -0.00109975 -0.0015644 -0.0299874 0.00395026 0.00482295 0.00867779 0.00628945 -0.0138237 0.00752003 -0.0183225 -0.0013185 0.00900694 0.0137418 0.0140109 -0.00141299 0.0118205 0.0113464 0.00591333 -0.00642645 -0.0179823 0.00138434 -0.0164875 -0.00404556
internal_weight=0 1656.15 1194.03 42974.3 5835.88 4172.46 1426 1663.41 37138.5 199.2 746.24 679.764 873.493 2746.46 36751.7 31652.8 31217.8 29437.4 611.433 5098.94 4928.05 2783.64 1780.45 179.935 1464.21 386.743 175.436 830.784 649.507 434.955 932.479 1085.61 1813.98 1070.39 181.277 320.536 87.4993 170.893 378.607
internal_count=3105287 110178 76990 2995109 389143 285451 95345 103692 2605966 14521 45366 49979 54968 190106 2550614 2195352 2163890 2051643 44958 355262 342827 184810 112247 11207 89171 55352 19322 52801 42683 31462 59692 63260 130414 79322 10118 22022 7647 12435 25911
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 21260637 2 8464198 8987658 1572868 109 1 1 2120558 12 512 21020712 769 1 8439025 12596448 2640000 2117648 2 913 4194561 769 1 137 2 264480
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=40
num_cat=30
split_feature=3 0 4 1 2 2 0 0 3 7 0 4 0 8 6 8 0 3 0 3 3 3 0 3 3 8 1 0 0 0 3 0 2 1 0 2 3 1 1
split_gain=9.73814 18.8052 11.7794 10.2742 14.317 32.7332 30.5463 18.8387 13.3558 15.0231 12.5248 11.9597 9.52635 8.42221 7.79752 8.15689 110.202 36.9398 29.662 28.914 18.5306 13.0246 7.5894 8.06064 7.15204 6.64899 6.63186 5.8649 5.83227 4.88218 4.84721 4.84663 12.8334 4.69213 4.44188 4.27838 3.7848 5.17517 5.02435
threshold=0 1 2 5.5000000000000009 1.0000000180025095e-35 1.5000000000000002 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 9.5000000000000018 23 24 25 26 27 2.5000000000000004 1.0000000180025095e-35 28 5.5000000000000009 29 12.500000000000002 7.5000000000000009
decision_type=1 9 1 2 2 2 9 9 1 1 9 1 9 1 1 1 9 1 9 1 1 1 9 1 1 1 2 9 9 9 1 9 2 2 9 2 1 2 2
left_child=1 2 13 10 7 6 8 -5 34 -10 24 -8 -7 31 22 18 20 -18 19 -16 -17 -20 23 -12 -2 30 -14 -9 -28 -27 -24 33 -33 -1 -6 -4 37 -29 -38
right_child=3 -3 35 4 5 12 11 27 9 -11 14 -13 26 -15 15 16 17 -19 21 -21 -22 -23 25 -25 -26 29 28 36 -30 -31 -32 32 -34 -35 -36 -37 38 -39 -40
leaf_value=-0.016055783746831417 0.015140069987921893 -0.023351159113198645 -0.021209970942308951 0.040551381538415379 0.01506096825839608 0.021265712192810732 0.022587746056377492 -0.0035781510006787573 -0.034854371825408008 0.0038696453195029728 -0.0090967000976412866 -0.019692308836404049 -0.00049700609248678421 -0.027144769814030564 0.028051564710710748 -0.0087127344216868918 -0.028628083050871028 0.033305174481929815 0.0030691739997635308 0.002049212077227617 -0.046086914009649822 -0.0027571983606554983 -0.0010604211180347575 0.0033998441763423491 -0.021328895245403653 -0.02422973167765121 0.016460112769301382 0.0097099725598632381 -0.0068300026180006905 0.01193675491274866 0.0090830535535891908 0.0033976521584327883 0.035904853611941075 0.01235838709652021 -0.010345794056114759 0.004569460666149828 0.017450459182850198 0.038365301458871015 -0.0041853946507294992
leaf_weight=117.13665356568526 25.97183255298296 480.9121028506197 260.66889757150784 183.8561743425671 86.723383575328626 448.61868978920393 261.3257210587617 295.90420991333667 556.40002031606855 97.746607349137776 773.72463144350331 54.331821047700942 928.57108553405851 39.629133281763643 613.23721155151725 369.52344915620051 74.207218958181329 877.38844327873085 4458.0766979615437 1357.8971213372424 238.42505411792081 24824.016595882014 507.53101016348228 1341.4520489892457 372.55127327909577 81.324762407457456 517.84308675816283 312.07497103489004 93.521686648018658 16.17706400109455 2635.798920288973 490.87946518749231 147.76782507769531 58.629521842580289 106.7746127328719 47.990397701621987 133.01194219850004 88.55371041316539 254.67930014268495
leaf_count=6760 2782 34331 17561 12599 5262 35660 16895 19660 39202 6557 60465 3533 61750 1992 37253 32035 5661 62522 330885 93843 14258 1698191 34758 97865 53809 6345 31514 17480 6600 1075 171780 28748 13303 3201 7943 3847 7992 5011 14810
internal_value=0 -0.00752979 -0.000177395 0.000221288 0.0047751 0.00102146 -0.0120125 0.0136346 -0.0216913 -0.0282999 -0.00029607 0.0129892 0.00886011 0.00565058 -9.49278e-05 -0.000681109 0.00628132 0.027213 -0.00104403 0.010685 -0.0257734 -0.00185695 0.00341905 -0.00111614 -0.0171039 0.00644797 0.00455322 0.00740165 0.0124269 -0.0154437 0.00738146 0.00850936 0.0124549 -0.00448206 0.000385772 -0.0162662 0.011859 0.0185414 0.00316382
internal_weight=0 1643.61 1162.7 42987.2 4419.94 3151.86 1163.3 1268.08 847.645 654.147 38567.3 315.658 1988.55 854.043 38168.8 32812.8 1559.54 951.596 31253.2 1971.13 607.949 29282.1 5356.01 2115.18 398.523 3240.83 1539.94 1084.22 611.365 97.5018 3143.33 814.413 638.647 175.766 193.498 308.659 788.32 400.629 387.691
internal_count=3105738 109743 75412 2995995 292468 214916 79392 77552 58964 45759 2703527 20428 135524 54004 2646936 2274648 114476 68183 2160172 131096 46293 2029076 372288 158330 56591 213958 99864 64953 38114 7420 206538 52012 42051 9961 13205 21408 45293 22491 22802
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=2 4475228 2 8466254 10036238 773 1 1572868 2 2102030 1 12 1 4579968 1 327680 60 960 513 16625 97 513 1 18890896 1329392 8653056 5 4194560 8390668 397
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=40
num_cat=27
split_feature=3 0 4 8 7 0 2 0 3 5 0 0 1 0 2 2 8 0 0 3 3 3 3 0 1 1 2 0 3 1 0 3 1 0 3 3 1 2 1
split_gain=9.06316 15.3264 11.664 9.5776 8.57971 9.91297 13.2981 9.96657 9.39437 8.01011 10.2424 8.84726 7.66378 9.57652 8.40076 17.8889 7.42416 94.6262 28.8038 19.8074 19.2137 14.445 8.79274 7.11118 6.23245 6.18953 5.73243 8.11353 10.2271 7.75869 6.49135 5.57654 6.0569 4.96581 4.61444 4.59802 4.56106 4.43079 5.70143
threshold=0 1 2 3 4 5 2.5000000000000004 6 7 8 9 10 3.5000000000000004 11 1.0000000180025095e-35 1.5000000000000002 12 13 14 15 16 17 18 19 8.5000000000000018 1.0000000180025095e-35 1.5000000000000002 20 21 1.5000000000000002 22 23 7.5000000000000009 24 25 26 1.5000000000000002 5.5000000000000009 2.5000000000000004
decision_type=1 9 1 1 1 9 2 9 1 1 9 9 2 9 2 2 1 9 9 1 1 1 1 9 2 2 2 9 1 2 9 1 2 9 1 1 2 2 2
left_child=1 2 3 -1 5 6 8 35 -2 11 34 31 16 -14 23 -16 18 20 19 -7 -18 -19 -20 -15 33 -10 27 29 -29 -13 36 -6 -33 -12 -11 -8 -28 38 -9
right_child=4 -3 -4 -5 9 12 7 37 25 10 24 26 13 14 15 -17 17 21 22 -21 -22 -23 -24 -25 -26 -27 30 28 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0078456954084274357 0.005810958220634049 -0.022362840152289471 -0.016722126131681791 -0.029642955569221887 0.014586169111927519 -0.0018330955929889408 -0.0019493257796268618 -0.032689334923083499 -0.035204356308489344 0.008128859641446216 0.020942025262615599 0.036458946503614191 0.022953944472740781 0.028511649786005795 -0.009024335443811619 0.0043623785852022626 -0.0042086354861744111 -0.0088533586349245023 0.0024273106037768074 0.018315297899873823 0.035269846603258263 -0.041678199836680842 -0.0024699177835324753 0.0057943019058509897 0.047206030800007064 -0.011799756389044017 0.037016659830395073 0.012849887276444167 -0.0055591106911803793 0.0021935683807179271 -0.0092455657943778073 -0.016160675141742926 0.0074751838901559904 0.0037668022765168056 -0.021808364748342676 0.011136412248737515 0 0.00063389024055836318 0.0056297438117139153
leaf_weight=838.91284361924045 116.69249784044223 442.30890510318568 315.30070597073063 42.094542805454694 53.000380767742172 747.32717790082097 506.51226429542294 143.64935569278896 236.61722667433787 44.573046850040555 381.03902184526669 159.46881978015881 202.63968749367632 128.92276127415244 1420.3184110935545 3167.2332168782596 130.54336178582162 507.17053828923963 4261.4401957686059 1230.977999442257 690.45052933658008 190.93018881510943 23203.874484433501 1637.5611012142617 44.733607124071568 385.39815380278742 28.300795470946468 579.26537233230192 530.98579972912557 138.48747666436248 411.86899679107592 482.65376663033385 99.149124547606334 421.59559556213208 85.397162188892253 452.11879786616191 74.484732566867024 61.006598632549867 23.920845449902117
leaf_count=53802 12419 32319 21955 2009 3701 62572 30662 27166 37956 3194 27387 9888 14995 10337 94513 226882 9406 44151 314578 71069 48861 10134 1567950 100491 2325 36644 1621 36540 38342 10081 27437 30489 7281 29110 5929 28661 5708 4953 2027
internal_value=0 -0.00725587 -0.000884918 0.00480801 0.000232915 -0.00018417 -0.0071098 -0.000246569 -0.0174021 0.00493414 0.0125447 0.00179831 0.000170586 0.00327411 0.00245478 0.000121143 -0.000479415 0.00624628 -0.000842599 0.0106699 0.0287402 -0.0200095 -0.00169675 0.00825867 0.0165478 -0.0220353 0.00525575 0.00859455 0.00389769 0.0224213 -0.00320281 -0.00794735 -0.0112888 0.0130383 -0.0102796 0.00412075 0.014941 -0.0175564 -0.0256766
internal_weight=0 1638.62 1196.31 881.007 42980.3 39445.3 1925.92 1187.21 738.708 3535 977.338 2557.67 37519.4 6556.68 6354.04 4587.55 30962.7 1519.09 29443.6 1978.31 820.994 698.101 27465.3 1766.48 847.368 622.015 1922.86 1408.21 1110.25 297.956 514.655 634.803 581.803 802.635 129.97 958.631 102.786 228.577 167.57
internal_count=3105545 110085 77766 55811 2995460 2756427 180488 93469 87019 239033 67945 171088 2575939 447218 432223 321395 2128721 112552 2016169 133641 58267 54285 1882528 110828 58822 74600 129617 94851 74882 19969 34766 41471 37770 56497 9123 59323 7329 34146 29193
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 21260636 2 1 1 1589253 1589248 961 2 13140497 16839106 12296 1 10523762 294912 769 513 992 513 66562 4261388 216 16252960 896 349446 396 584
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=40
num_cat=25
split_feature=7 3 2 0 0 4 0 2 4 0 5 3 3 2 0 2 6 1 1 1 2 0 5 0 0 3 1 2 6 2 0 0 2 1 0 2 0 3 5
split_gain=8.20092 9.5344 27.7987 45.9835 37.02 16.4016 10.0995 12.0345 9.08914 8.74147 14.1833 14.6978 12.0324 10.0254 8.91513 13.1158 7.84928 7.38814 7.33624 6.70045 6.63803 6.55103 6.54959 8.12734 7.84662 6.44368 6.05721 6.04942 5.82998 6.00549 6.5768 5.74965 5.61042 5.40304 11.1048 5.9194 5.69194 18.125 7.50072
threshold=0 1 1.5000000000000002 2 3 4 5 5.5000000000000009 6 7 8 9 10 1.0000000180025095e-35 11 4.5000000000000009 12 12.500000000000002 1.5000000000000002 29.500000000000004 1.0000000180025095e-35 13 14 15 16 17 8.5000000000000018 4.5000000000000009 18 1.5000000000000002 19 20 5.5000000000000009 17.500000000000004 21 1.0000000180025095e-35 22 23 24
decision_type=1 1 2 9 9 1 9 2 1 9 1 1 1 2 9 2 1 2 2 2 2 9 1 9 9 1 2 2 1 2 9 9 2 2 9 2 9 1 1
left_child=1 2 4 26 8 17 -5 -8 16 10 11 20 18 -13 15 -14 -1 -6 -12 -7 -3 -18 24 -24 28 -15 -4 -16 -2 30 -30 -19 -20 36 -35 -36 37 -11 -38
right_child=22 9 3 6 5 19 7 -9 -10 33 12 13 14 25 27 -17 21 31 32 -21 -22 -23 23 -25 -26 -27 -28 -29 29 -31 -32 -33 -34 34 35 -37 38 -39 -40
leaf_value=0.016265348623682705 -0.0069190987571688921 -0.0068012281697098654 -0.026952877186759101 0.01333887082851869 -0.013420704289932989 -0.037464041974171462 -0.00031467116093434266 0.011143079512065064 -0.015826310377650615 -0.010937711091199257 0.0069141609972808759 0.0023210382495749342 0.015901275224419635 -0.0052372937846088931 -0.021529863297604708 -0.0038309433373906856 -0.0065535482989425896 0.02584617804564579 0.047194121168622045 0.010431780547008395 -0.050357049511581847 0.0067426153549227834 -0.0091989359779315587 0.014194366875916931 -0.0051661856469189067 -0.019421427269577084 0.004568750818368641 0.0013934820766106372 0.0057736024198008539 -0.0017082055787400832 0.023914190092591946 -0.01128654236772474 0 0.013210978431025739 0.0055399450086802086 -0.028266534051377981 0.0016939826288736534 0.0065519215906897146 -0.0032394270435630681
leaf_weight=386.56501459877472 252.47670319024473 88.692347531672567 579.74181334744208 913.05610075301956 2519.0654430181312 369.83093335403828 4329.7463716542698 1117.3155737706693 220.81576405436499 630.4662747233524 461.24303073098417 902.18659109337023 444.22778851003386 1078.2968688644469 296.43377434229478 1101.5800323421136 637.24432953930227 56.354815121507272 74.855234805552755 8.9184746650280413 96.211917730455752 769.03184391657123 133.44262261572294 937.54329513013363 1011.2060028312262 528.86497620714363 41.292813383974135 136.55292274185922 744.58325415034778 377.54095502046403 310.73243689315859 31.992454468971118 42.604294394142926 97.726880888803862 37.4445302891545 208.37387395021506 14103.362758059462 4680.8965082421782 3887.2072361219907
leaf_count=29128 18765 3981 39508 62688 203222 34115 270061 86617 17101 40240 26618 55578 19318 62620 33452 93050 46088 3095 5324 819 4890 50997 9327 64481 65087 31565 3019 11319 50159 25715 20951 1789 2732 6968 2303 14155 1013199 316459 260546
internal_value=0 -0.000525111 -0.00289523 0.00114344 -0.00857293 -0.0155661 0.00376953 0.00202526 0.00179454 0.000450013 -0.00320929 -0.00826072 0.00201798 -0.00578241 -0.00162977 0.00183238 0.00436399 -0.012335 0.0142422 -0.0349194 -0.0331826 0.000495505 0.00433095 0.0108813 0.00152823 -0.0105091 -0.0239149 -0.013734 0.00573658 0.00829761 0.0121783 0.0116425 0.0346886 0.00127947 -0.0105606 -0.0212175 0.00148079 0.00435358 0.000607422
internal_weight=0 40878.2 11981 6981.15 4999.82 2986.16 6360.12 5447.06 2013.66 28897.2 5251.75 2694.25 2557.5 2509.35 1978.79 1545.81 1792.84 2607.41 578.703 378.749 184.904 1406.28 3767.53 1070.99 2696.54 1607.16 621.035 432.987 1685.33 1432.86 1055.32 88.3473 117.46 23645.5 343.545 245.818 23301.9 5311.36 17990.6
internal_count=3107049 2852564 848247 461893 386354 243040 419366 356678 143314 2004317 350447 158634 191813 149763 157139 112368 126213 208106 34674 34934 8871 97085 254485 73808 180677 94185 42527 44771 115590 96825 71110 4884 8056 1653870 23426 16458 1630444 356699 1273745
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 46 4718740 29623860 2 329731 2 22045445 2 1 16 256 10 8650784 2 8946193 16057916 896 2 10747952 1648712 2625584 628864 16 2
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=40
num_cat=32
split_feature=1 4 0 5 0 0 3 2 0 2 0 5 0 3 3 3 0 8 2 0 3 3 3 6 0 3 8 1 3 6 2 1 3 0 5 3 3 0 0
split_gain=7.68045 10.6247 37.5172 22.3043 31.1321 25.835 14.6493 14.081 13.961 14.6923 20.2391 19.9822 16.2596 19.3206 16.2051 12.8835 12.4723 11.9792 11.6035 11.4973 9.55145 9.51711 8.69688 8.60217 11.6034 12.5516 8.25504 8.16416 7.75134 7.71081 7.32108 7.42822 7.20048 7.19174 15.9347 10.6214 7.41188 8.14372 6.75348
threshold=2.5000000000000004 0 1 2 3 4 5 8.5000000000000018 6 1.5000000000000002 7 8 9 10 11 12 13 14 1.5000000000000002 15 16 17 18 19 20 21 22 1.5000000000000002 23 24 3.5000000000000004 1.5000000000000002 25 26 27 28 29 30 31
decision_type=2 1 9 1 9 9 1 2 9 2 9 1 9 1 1 1 9 1 2 9 1 1 1 1 9 1 1 2 1 1 2 2 1 9 1 1 1 9 9
left_child=1 8 7 5 28 29 -7 17 9 12 -11 22 13 26 -13 -14 -9 20 -6 -15 -3 -19 -12 24 25 -10 -1 -22 -5 32 31 -26 -4 34 -2 -36 37 -35 -25
right_child=33 2 3 4 18 6 -8 16 23 10 11 14 15 19 -16 -17 -18 21 -20 -21 27 -23 -24 38 30 -27 -28 -29 -30 -31 -32 -33 -34 36 35 -37 -38 -39 -40
leaf_value=0.028903844394904933 0.0015987148993744896 0 -0.012142721062728604 -0.00712315852637865 -0.015963230171630639 0.0071516932526537735 -0.029749732679384584 -0.018914488815621633 -0.0019370564546428498 -0.0097791508872836184 -0.0036120722288339431 -0.011851411361555552 0.0027141329257826356 -0.018149636354535998 0.0138473889533316 -0.013654213196730653 0.043879305503516632 -0.01649630650387705 0.022440820841373978 0.015858487998111601 -0.021916857360414248 0.031662528699849084 0.036753917926286614 0.00030021960900033612 0.0036570949448604534 0.01465721150570054 -0.013326453478656436 -0.0036661887566341728 0.0029184167735384296 -0.009619636420496628 -0.01191725785375018 -0.010043808218890051 0.022247519613771985 0.0018888003226233238 0.036632019943969599 0.006270366968127274 0.0027910423082661631 -0.0085490361054522904 -0.003901932775319895
leaf_weight=416.61141277791467 1350.6484711433295 292.54928770568222 40.607130222721025 1156.7704714132706 55.493445588159375 105.15331573213916 566.72366280423012 17.909668857348152 662.93802248046268 353.04492640902754 45.941004108695779 267.64081756933592 923.61444144503912 225.4778777413303 1119.2288740774966 893.78051150304964 42.242008645902388 29.230121018830687 921.07780665392056 114.99580735736527 1757.1161519167654 63.529293052386492 416.54465407604584 6366.3358103099745 2057.8212645535241 1215.478939044755 24.137754883209709 347.27969255595235 2080.3745217418764 142.50364255905151 496.85192006017314 453.52424471260747 251.33401725802105 1445.9555097411503 231.7323316980619 305.33321692410391 6867.7987666659756 1412.1971410493134 9087.7991962129308
leaf_count=23348 110013 21996 2131 70052 3327 4627 35491 1098 46634 17790 2562 21134 51209 11860 75710 46056 2683 2133 55277 6425 149933 4543 26544 550568 171789 75363 1121 21983 139813 8373 35700 31114 15138 81093 14864 22073 451692 100086 592902
internal_value=0 -0.000847616 -0.004048 0.00070463 0.00408641 -0.0116734 -0.0234756 -0.0139219 0.000145883 0.00498333 0.0109443 0.0151246 -2.91628e-06 0.011601 0.00854441 -0.00529487 0.0245518 -0.015307 0.0193574 -0.00541517 -0.0167721 0.0149557 0.0328322 -0.000988789 0.00262665 0.00872604 0.0247267 -0.0190502 -0.000621471 0.00663312 -0.00114812 0.000975442 0.0156735 0.00213837 0.00774323 0.0219013 0.000990354 -0.00321177 -0.00215519
internal_weight=0 33011.7 7869.89 5320.04 4213.72 1106.32 671.877 2549.86 25141.8 4801.02 2202.4 1849.36 2598.62 781.223 1386.87 1817.39 60.1517 2489.7 976.571 340.474 2396.95 92.7594 462.486 20340.7 4886.61 1878.42 440.749 2104.4 3237.14 434.445 3008.2 2511.35 291.941 11613.7 1887.71 537.066 9725.95 2858.15 15454.1
internal_count=3106248 2326427 538598 334229 268469 65760 40118 204369 1787829 283759 143740 125950 140019 42754 96844 97265 3781 200588 58604 18285 193912 6676 29106 1504070 360600 121997 24469 171916 209865 25642 238603 202903 17269 779821 146950 36937 632871 181179 1143470
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 14206044 2 2111744 19138560 768 12690508 4195336 2 4195340 59 896 932 8 1 8 528 27 3 10 2375936 773 1 71 1 11 3150092 2 572 54 339488 6288
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=40
num_cat=27
split_feature=3 0 2 6 2 0 1 0 2 3 3 0 0 4 0 0 8 2 1 0 0 3 5 3 0 0 3 1 3 1 0 1 0 0 1 1 7 3 1
split_gain=7.37209 13.228 9.50796 6.88863 6.7298 7.87151 6.88877 11.8494 14.2551 11.3174 8.55495 6.57593 6.05922 5.55932 14.7583 5.73227 5.21541 4.10291 4.05673 10.1546 8.0177 12.3963 5.97155 6.83181 6.52861 3.90121 15.3661 4.53823 4.27838 3.77902 3.58905 3.5806 10.9787 4.68136 3.29277 2.83096 2.65534 2.46887 2.18098
threshold=0 1 2.5000000000000004 2 11.500000000000002 3 1.0000000180025095e-35 4 1.0000000180025095e-35 5 6 7 8 9 10 11 12 5.5000000000000009 1.0000000180025095e-35 13 14 15 16 17 18 19 20 6.5000000000000009 21 3.5000000000000004 22 8.5000000000000018 23 24 6.5000000000000009 1.5000000000000002 25 26 12.500000000000002
decision_type=1 9 2 1 2 9 2 9 2 1 1 9 9 1 9 9 1 2 2 9 9 1 1 1 9 9 1 2 1 2 9 2 9 9 2 2 1 1 2
left_child=1 2 16 12 6 37 7 8 10 -10 -5 34 36 15 -15 -9 30 -3 19 -14 21 29 24 -24 -22 26 27 -8 -28 -20 -1 33 -33 -27 -4 -18 -2 -6 -23
right_child=3 17 11 4 5 -7 25 13 9 -11 -12 -13 18 14 -16 -17 35 -19 20 -21 22 38 23 -25 -26 31 28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.010200517431387742 -0.018048481456236574 -0.018439318675502511 0.031676706979319021 0 0.0045208090075910074 0.019039111834809566 -0.033470329031331944 -0.0011469963906469965 0.004928049755411436 -0.010256393963779652 -0.024883852392006668 -0.0065815087382282075 -0.0021284360912671727 0.014192957189476888 -0.0067518135761727898 0.0037687246838534767 -0.037165614237871236 0.0004694862536120403 0 0.027696643740110577 -0.0038491568268028509 -0.023236050160499983 0.038434371021865248 0 0.016899831463222142 0.001347321706320222 0 0.0053321175039221444 0.010397219743585533 0.024972609913454021 0.0049918196662188741 0.011763079644003582 -0.0030552919449056276 -0.0016846671940300012 -0.00096875641686106984 0.00036176983510553319 0.00085648860992236996 -0.021081150108604771 0
leaf_weight=210.703376451449 103.41938558768015 690.3544309506251 158.03599497454707 159.8050166752073 23.886060533346608 319.42853856715374 101.56329886510503 6845.9065915928222 876.81088338352856 989.33801848173607 569.8907270024356 52.789322849013843 155.6129203120945 336.95803279051324 2790.5912342762458 3550.0264165287954 36.557121780468151 98.527159849414602 108.72716384322848 259.0944263790152 317.94163649575785 214.75875225523487 103.86383755900897 84.958917240262963 211.38698166643735 12156.662073391723 485.31716781668365 13.582968508824704 1373.6673841873417 82.303108953870833 358.32055111043155 982.90621869673487 908.74933059257455 8688.0631589902914 14.230960834771393 6.7896179864183059 100.8682220998453 48.180094647337683 23.005996232386678
leaf_count=11418 7007 44794 13660 9885 1758 22031 5133 525097 62709 75474 66033 4068 12089 18552 192324 242098 1643 7552 7082 19213 18504 14714 6390 5760 10910 786206 31531 865 91712 4634 25199 65117 61048 619763 909 526 7274 3278 1255
internal_value=0 -0.00657079 0.00190732 0.000207084 -5.04938e-05 0.0125104 -0.000187385 -0.0017998 -0.0079427 -0.00302677 -0.0196085 0.0184384 0.00625364 -0.000577268 -0.00426327 0.000511389 -0.00424877 -0.0155903 0.00848475 0.0170169 0.00486179 -0.00525993 0.0111955 0.0256704 0.00459591 0.000853214 0.00508715 -0.0249511 0.0075921 0.0115556 -0.000448997 0.00046376 0.00459698 6.84534e-05 0.0264455 -0.0294536 -0.00817041 -0.0113337 -0.0195688
internal_weight=0 1626.31 837.427 42987.3 41221.3 391.495 40829.8 16119.3 2595.84 1866.15 729.696 225.056 1765.94 13523.5 3127.55 10395.9 612.371 788.882 1561.65 414.707 1146.95 428.795 718.151 188.823 529.329 24710.5 1974.13 115.146 1858.98 191.03 569.024 22736.4 1891.66 20844.7 172.267 43.3467 204.288 72.0662 237.765
internal_count=3105215 109769 57423 2995446 2880614 27067 2853547 1192172 214101 138183 75918 18637 114832 978071 210876 767195 38786 52346 100551 31302 69249 27685 41564 12150 29414 1661375 129241 5998 123243 11716 36617 1532134 126165 1405969 14569 2169 14281 5036 15969
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 21252188 8 13174283 3719205 900 640 278608 532673 2 17105410 16780178 1 8654084 3183122 664 2 312 2336 14684161 1 260 4194368 803068 1060802 1 556
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=40
num_cat=28
split_feature=6 1 3 0 5 0 0 0 8 2 2 0 3 3 2 1 0 3 1 0 5 1 2 2 6 0 0 4 3 4 3 2 3 3 4 2 0 3 0
split_gain=6.31461 6.45853 11.4227 11.3813 9.62384 16.7142 9.57831 9.56128 7.0819 7.22465 5.60715 4.85409 4.50001 4.49994 4.1624 7.39741 7.3919 5.44985 5.33627 4.9547 4.55499 5.47304 3.26493 3.22796 5.4154 6.14664 5.17978 4.90087 3.86983 3.1939 2.96964 2.92981 2.86978 2.8587 2.64052 2.60549 2.55991 10.0908 2.55133
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 7 5.5000000000000009 7.5000000000000009 8 9 10 1.0000000180025095e-35 1.0000000180025095e-35 11 12 8.5000000000000018 13 14 1.0000000180025095e-35 6.5000000000000009 8.5000000000000018 15 16 17 18 19 20 21 3.5000000000000004 22 23 24 3.5000000000000004 25 26 27
decision_type=1 2 1 9 1 9 9 9 1 2 2 9 1 1 2 2 9 1 2 9 1 2 2 2 1 9 9 1 1 1 1 2 1 1 1 2 9 1 9
left_child=11 2 3 32 5 -5 22 8 9 12 -8 13 -4 -1 15 19 -16 35 30 -13 -19 -22 -6 38 26 27 -25 33 -28 -11 -17 -10 -2 -26 -7 -18 -9 -38 -3
right_child=1 23 7 4 6 34 10 36 31 29 -12 14 -14 -15 16 18 17 20 -20 -21 21 -23 -24 24 25 -27 28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.00063361560931444289 -0.0091735562500642256 0.0015611765185533574 -0.017741790660623515 -0.022188565691250176 0.026179355812000482 -0.0021687227513845636 -0.0025474836883616699 0.0010419479071799703 0.034624792192523471 0 0.014212950842250913 0.037366860556270524 -0.0055949145057498538 0.017610758848316508 -0.014258755729732354 0.0013337943246443603 -0.017571688816783185 0.00071165328739241718 0.020458844084626698 0 0 0.037652184950555875 -0.00080351407627163264 0.026863509840739916 0.008431899495082551 -0.025195948066227433 0.020073530078675069 0.020536474839679839 -0.0017148833979717141 0.021932739592499875 -0.016598201912996005 0 -0.025798212178648135 -0.015313116622237173 -0.015535224132397879 0.0039470452603780166 -0.008136994637635073 0.015917426737362055 -0.00045261131083286781
leaf_weight=149.8213120844448 440.66576666015317 11666.611205792928 466.56869017158169 583.62673375621671 161.09409888845403 2111.4948507367517 2331.2204983431147 8129.0109122734284 29.337580249411985 155.38827522844076 185.40321048651822 76.619789338554256 1329.8776938180672 447.62573504145257 296.8469496028265 155.65170884237159 97.099139103200287 193.19410615414381 64.863806704990566 83.342529818415642 38.368457411648706 78.60096645122394 29.228274381486699 151.27187153755222 36.834898296510801 55.264142483938485 66.367709908867255 83.322903592605144 254.97333340765908 72.887808162020519 116.09541553258896 16.627994237467647 269.02146087487927 84.52998453611508 143.51668824232183 52.006788209546357 224.9476668034913 446.04713433550205 13242.289865931845
leaf_count=9158 35261 726020 35920 75447 8055 156357 143876 614838 1237 9250 15880 5206 86948 27227 21611 9285 6730 12531 2786 6431 2843 4901 1788 10083 2174 4338 3864 5326 17298 4394 7896 735 25880 5179 9304 3762 14720 24986 945791
internal_value=0 -0.000306135 -0.00181305 -0.0052035 -0.00354051 -0.00759152 0.000621669 0.000123985 -0.00589365 -0.00706785 -0.00103795 0.00559859 -0.00928129 0.0128123 0.00163606 0.0086405 -0.0027158 0.00474309 0 0.0244206 0.0122164 0.0259844 0.0202114 0.000689475 0.00712788 -0.00344087 0.0132021 0.00436546 0.00367888 0.00824431 -0.0067273 0.0234687 -0.0169159 -0.0063362 -0.00332893 -0.00851196 0.00159416 0.00742726 0.000479747
internal_weight=0 42767.4 17126 6255.27 5545.58 2838.64 2706.95 10870.7 2070.69 2024.72 2516.62 1850.14 1796.45 597.447 1252.69 496.573 756.116 459.269 336.611 159.962 310.164 116.969 190.322 25641.5 732.565 259.952 472.613 204.688 321.341 228.276 271.747 45.9656 709.687 121.365 2255.01 149.106 8800.01 670.995 24908.9
internal_count=3105316 2984949 1264876 471848 410707 241108 169599 793028 138484 136512 159756 120367 122868 36385 83982 31604 52378 30767 19967 11637 20275 7744 9843 1720073 48262 17017 31245 12679 21162 13644 17181 1972 61141 7353 165661 10492 654544 39706 1671811
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=8 78 16323717 2 24834 262658 17850918 1 14009390 33 529 2106049 326 2098048 2 1 12847590 8938710 2 28 2 570 72 71 2 2394456 17 11843968
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=40
num_cat=27
split_feature=5 0 0 0 2 3 0 2 3 4 2 4 1 3 0 0 1 3 6 0 6 4 1 3 6 2 3 0 2 2 3 1 0 2 8 2 8 0 0
split_gain=6.20631 52.3952 37.4482 25.0187 29.236 24.8848 20.5314 16.8983 16.2329 17.7127 16.0869 16.0549 15.7186 14.0101 11.21 10.3232 10.0996 9.08719 8.57843 8.11561 7.72544 7.78156 7.62612 7.42988 7.367 15.5815 7.12413 6.979 6.93338 6.69958 10.0621 6.67485 6.29611 51.7679 17.4735 15.0773 18.6276 32.4872 13.2782
threshold=0 1 2 3 5.5000000000000009 4 5 3.5000000000000004 6 7 2.5000000000000004 8 2.5000000000000004 9 10 11 3.5000000000000004 12 13 14 15 16 2.5000000000000004 17 18 5.5000000000000009 19 20 2.5000000000000004 5.5000000000000009 21 29.500000000000004 22 1.5000000000000002 23 1.0000000180025095e-35 24 25 26
decision_type=1 9 9 9 2 1 9 2 1 1 2 1 2 1 9 9 2 1 1 9 1 1 2 1 1 2 1 9 2 2 1 2 9 2 1 2 1 9 9
left_child=2 3 5 4 -2 10 -3 13 9 -4 20 16 17 27 29 -11 -7 -5 -16 -12 -1 -22 -15 -6 25 -14 -20 -8 -24 -9 -31 -13 35 34 -34 36 38 -38 -10
right_child=1 6 8 12 23 11 7 14 32 15 19 31 24 22 18 -17 -18 -19 26 -21 21 -23 28 -25 -26 -27 -28 -29 -30 30 -32 -33 33 -35 -36 -37 37 -39 -40
leaf_value=-0.0013036643393700962 0.046651361198037096 -0.01805925502290039 -0.0026749298016670968 -0.0066154429814646969 -0.018507637364901231 -0.015776031823921437 0.0084562738324841288 0.0030933532207731412 0.014163625598053078 0 -0.020709212548481994 -0.037757304729238717 0.048570416012697876 -0.014248320704991158 0.0018981386753298684 -0.034817335565837937 5.7738922915560532e-05 0.0053522497270372463 0.0030467736758482806 -0.0031226606854950819 0.016168187018438706 -0.010461296447899539 0.0093485573200102409 0.014178926364513353 0.0093861349471938502 0 -0.024223810704366223 -0.0069561522000192366 -0.012706183065131067 0.026099855891024776 2.1802147832488888e-05 0.013062958437158457 -0.0029927804624547156 0.018486414030390547 0.039353219043362878 -0.0021676937617123816 0.01328375135874371 -0.033411109226550925 0.0031507655274445492
leaf_weight=1153.5730824606144 311.17151050880784 919.75465754998731 3471.6956997162197 667.0073846281739 90.903648153413087 1593.838009082363 678.66600850177929 1057.176392625086 1401.5857262752252 138.49172834196361 484.4999130112119 349.39869989932049 176.0221899561584 1836.9920523305191 720.58177039574366 255.99622036737856 485.60422010347247 5231.4591810755664 109.47985956538469 676.14073678822024 598.12410585558973 96.983547596610151 290.2035929558333 106.57976709259674 553.60993870999664 115.01744137844071 259.3605533108348 444.2467467613169 226.11754768970422 376.86366899358109 275.7083157831803 4.4859113067504941 3738.6061841237242 1818.4349075512146 69.432024163135793 8021.3598358692834 227.64982923166826 297.71849610563368 5293.3537685565534
leaf_count=65549 15836 88653 229527 35083 4031 144574 44090 93201 83785 9116 31113 33360 13188 123383 49575 21925 30732 327988 7517 36190 34570 6428 18077 5275 38486 7035 18256 31416 13853 25182 19600 570 232054 119886 4277 590949 15665 19248 416062
internal_value=0 0.00162935 -0.000888071 0.00762182 0.0283817 -0.00836997 -0.00437981 -0.00222569 0.000757382 -0.0051413 -0.0021077 -0.015834 0.00585348 -0.00688877 0.00346301 -0.0245379 -0.011988 0.00391956 -0.00420793 -0.011253 0.003551 0.0116 -0.0112239 -0.000195063 0.0184849 0.0311024 -0.0158894 0.0020713 0 0.00848693 0.0163894 -0.0353611 0.00187231 0.00473051 -0.00184095 0.00078795 0.00410935 -0.0133752 0.00557956
internal_weight=0 14446.9 30177 7251.77 508.655 5442.65 7195.15 6275.4 24734.3 3866.18 3009.32 2433.33 6743.12 3476.23 2799.17 394.488 2079.44 5898.47 1089.42 1160.64 1848.68 695.108 2353.31 197.483 844.65 291.04 368.84 1122.91 516.321 1709.75 652.572 353.885 20868.1 5626.47 3808.04 15241.7 7220.31 525.368 6694.94
internal_count=3105305 979725 2125580 446922 25142 383086 532803 444150 1742494 260568 173850 209236 421780 230819 213331 31041 175306 363071 75348 67303 106547 40998 155313 9306 58709 20223 25773 75506 31930 137983 44782 33930 1481926 356217 236331 1125709 534760 34913 499847
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 2454402 17916290 327682 962 4718613 22 2 2 539 8390720 14686240 515 9 1048832 1 2 416 6 76 1088 124 2394648 1 1 2097680 294920
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=40
num_cat=26
split_feature=6 3 2 0 4 0 2 3 0 1 0 1 2 0 3 3 3 0 4 0 7 8 2 0 5 1 2 3 2 0 0 0 7 0 1 1 2 0 1
split_gain=5.36465 5.57046 10.6266 19.3982 15.0497 27.9889 18.288 20.4013 15.9122 11.2684 14.4209 11.1998 10.6025 10.5454 21.8805 14.5663 8.93851 8.76394 8.41053 7.69496 6.32282 5.79533 6.10388 5.28779 5.02415 5.31279 4.68395 4.5991 4.16359 6.45623 4.06563 3.76336 3.57289 3.32543 4.12116 3.26437 3.19098 8.03177 6.70778
threshold=0 1 5.5000000000000009 2 3 4 1.5000000000000002 5 6 8.5000000000000018 7 1.0000000180025095e-35 1.0000000180025095e-35 8 9 10 11 12 13 14 15 16 3.5000000000000004 17 18 4.5000000000000009 6.5000000000000009 19 1.0000000180025095e-35 20 21 22 23 24 1.5000000000000002 13.500000000000002 1.0000000180025095e-35 25 1.0000000180025095e-35
decision_type=1 1 2 9 1 9 2 1 9 2 9 2 2 9 1 1 1 9 1 9 1 1 2 9 1 2 2 1 2 9 9 9 1 9 2 2 2 9 2
left_child=31 19 4 18 9 6 7 -6 -8 13 -11 20 -13 15 -15 -3 -12 -5 33 -2 -7 23 -23 28 25 -19 30 -26 29 -21 -20 -1 -25 -4 -35 -28 38 -38 -33
right_child=1 2 3 17 5 11 8 -9 -10 10 16 12 -14 14 -16 -17 -18 24 26 21 -22 22 -24 32 27 -27 35 -29 -30 -31 -32 36 -34 34 -36 -37 37 -39 -40
leaf_value=0.011791364146155113 0.0053316322234427541 0.0078793821815546661 -0.0019411254381975598 -0.019974212726640978 8.5592677672679531e-05 -0.023490226880540185 0.020867472022556802 -0.028328109727220909 0.00024185018487284939 0.03096280857477415 0.021903300686542154 0.018176823145810067 -0.010309902139037076 -0.019915979090520335 -0.0019742949218303409 -0.00082774241148476251 -0.0015224332988472884 -0.021304362140493041 0.01364539736156436 0.0068628191920063752 0.0044795504107724626 0.018247998801256032 -0.0049103349311870092 0.00022354573801387594 0.0091513738025785479 0.010814073735154832 0.030170465189272619 -0.0021181319643797849 -0.0076511464364497324 -0.01603969033320379 -0.012638730996326789 0.022698419009389969 0.012599055959259951 0.01566128472737166 0 -0.0037722597829175164 -0.016147232247186963 0.0044264926539922447 0
leaf_weight=567.46571031725034 3650.3371906005195 2360.7815547876526 295.55526719731279 213.90585879865102 556.47558741690591 1039.1310679979215 406.50498993106885 398.68538844428258 2518.5030782306567 204.51742126583122 159.96141626837198 109.83763247542083 1371.6247662117239 728.62408828164916 6632.8201912733493 9413.5013851308031 770.82675264310092 164.96670645894483 150.39931109314784 514.48848705552518 58.874560949334409 303.86869449925143 130.19111602171324 6140.2889186572284 548.19479838712141 35.338833518326283 364.89685782243032 844.61975888791494 1569.3593924623565 115.46880098752445 39.826168066472746 164.20347373653203 215.62446981668472 430.62228550540749 281.80678027612157 7.2632421958260229 236.15776584798004 542.27563500427641 347.40451179607771
leaf_count=34323 239171 203884 22247 16169 29888 99802 23827 28330 147317 11033 9424 8100 96238 57449 445173 681046 49047 9654 10901 36295 4303 18410 8863 373768 43381 2747 27453 73144 130467 7714 2967 11959 15044 34088 18751 417 17293 36317 20627
internal_value=0 -0.000264265 -0.0010096 0.00422651 -0.00168676 -0.00588087 -0.000392807 -0.012258 0.00346402 -0.000328755 0.00919616 -0.0138673 -0.00768052 -0.000923023 -0.0038887 0.000913438 0.00293101 -0.00271224 0.01224 0.00148507 -0.0216453 -6.04066e-05 0.0107871 -0.000681551 0 -0.0136647 0.0220512 0.00225542 -0.00487883 0.00153295 0.00585388 0.00516859 0.000746411 0.00611583 0.00970123 0.0285301 0.00176279 -0.00195656 0.0078033
internal_weight=0 42747.7 30108.1 3377.4 26730.7 6459.64 3880.17 955.161 2925.01 20271 1135.31 2579.47 1481.46 19135.7 7361.44 11774.3 930.788 1807.03 1570.37 12639.6 1098.01 8989.29 434.06 8555.23 1593.12 200.306 562.386 1392.81 2199.32 629.957 190.225 1857.51 6355.91 1007.98 712.429 372.16 1290.04 778.433 511.608
internal_count=3107031 2986512 2156780 261919 1894861 437805 229362 58218 171144 1457056 69504 208443 104338 1387552 502622 884930 58471 145095 116824 829732 104105 590561 27273 563288 128926 12401 41738 116525 174476 44009 13868 120519 388812 75086 52839 27870 86196 53610 32586
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=8 784 8974052 2 20257698 192 1376770 790666 12631388 1 1 9 4120 2 10825796 1 1 21513241 2 43 4195344 10848 5620782 1 9248 8897
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=40
num_cat=31
split_feature=1 0 3 4 0 5 0 0 3 0 2 0 0 2 5 0 5 0 3 0 3 2 8 2 0 0 0 3 2 3 6 2 2 3 0 3 3 3 3
split_gain=4.75801 6.59138 7.83079 5.81704 23.3625 14.0971 20.5014 18.0807 11.4936 11.4763 8.92739 10.4687 8.82536 17.1469 16.3009 28.3622 9.29799 32.7713 18.1336 17.7969 8.72792 8.27553 8.22357 8.61374 14.6277 13.5509 8.12058 7.79009 7.53607 6.90037 6.698 6.60759 5.67377 5.59204 5.57112 8.24407 6.98094 4.63897 3.99509
threshold=2.5000000000000004 0 1 2 3 4 5 6 7 8 8.5000000000000018 9 10 1.0000000180025095e-35 11 12 13 14 15 16 17 6.5000000000000009 18 1.0000000180025095e-35 19 20 21 22 3.5000000000000004 23 24 1.5000000000000002 1.5000000000000002 25 26 27 28 29 30
decision_type=2 9 1 1 9 1 9 9 1 9 2 9 9 2 1 9 1 9 1 9 1 2 1 2 9 9 9 1 2 1 1 2 2 1 9 1 1 1 1
left_child=3 2 -2 9 10 6 30 32 -8 38 22 -12 13 34 15 -15 19 18 -18 20 -14 33 23 25 -25 -5 -16 -24 -19 -23 37 -21 -7 -9 35 -11 -36 -6 -1
right_child=1 -3 -4 4 5 7 8 21 -10 12 11 -13 16 14 26 -17 17 28 -20 31 -22 29 27 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=-0.0026368616696205889 0.017762566731136308 0.00095760536296168614 0 0.034176630651566543 -0.0033983679623128395 -0.0095528890504939096 0.0064867726657144888 -0.0089872872494254699 -0.025947002463726495 0.011925286181794439 -0.019129772482047728 0.036646577529913689 -0.0020270594451614627 0.023561944560169898 0 -0.0024766367780556056 0 -0.020741664361197374 0.014426812107567445 0.0022217821297320353 -0.015426548381816844 0.017327868618205729 -0.015721161459325571 -0.032056124572856788 -0.010346489900685296 -0.017019175718766891 -0.017090343366899557 0.027345884326568461 -0.0019312518968365778 -0.006346438026589853 -0.0084667511066666753 -0.0027149660539155756 0.021901329675719231 0.0008145219082681468 -0.0055588173396222181 -0.014738199882475784 -0.021932770452949474 0.021667272421376851 0.021998367099921642
leaf_weight=54.354406034864951 496.21995794388931 10742.583731415332 421.86716958688339 61.115594250906724 69.375901265768334 32.896118626696989 106.05167537787929 711.38326302543283 542.53717679163674 197.09355442086235 18.065952009870671 46.484336489927955 1042.2454455788829 592.78908731386764 568.26677073538303 1171.5226052869693 1437.6057874230901 453.89829020795878 2251.7994742351584 9958.4233486261219 1028.0387307298952 425.27494119247422 28.602751049911603 397.12655696136062 1777.7316528890515 63.494023099658079 540.86622005258687 66.987133639398962 462.28271466412116 126.13872295385227 140.23508579097688 3652.2860823168303 556.99406541336793 2391.8291817448335 570.1799208621087 184.68730617361143 705.48961444140878 224.04134451318532 283.69412163639208
leaf_count=3786 41673 710337 30770 5807 3597 1602 4764 42634 35860 12348 1153 2751 49108 29802 32287 65053 96945 33855 143281 739309 98606 36944 2131 42524 138433 5368 34879 4680 37671 12019 8321 278190 29765 146792 42585 14815 53724 13701 17934
internal_value=0 0.00170286 0.00968812 -0.000644719 -0.00302866 0.000660825 -0.00930045 0.00331987 -0.0201393 8.39976e-05 -0.0110096 0.0185993 -0.00016721 -0.00414696 0.000437858 0.00647002 0.000713297 0.004654 0.00889192 -0.000431234 -0.00898928 0.000523927 -0.0121969 -0.0134903 -0.0150212 0.00901889 -0.00881191 0.012319 -0.0118049 0.0115371 0.00680531 0.00087137 0.0189797 -0.00142733 -0.0121643 -0.00043643 -0.0152337 0.0151443 0.0173839
internal_weight=0 11660.7 918.087 32941.9 7786.37 5326.76 1082.24 4244.52 648.589 25155.5 2459.61 64.5503 24817.5 4530.9 2873.44 1764.31 20286.6 4605.59 3689.41 15681 2070.28 3654.63 2395.06 2299.47 2174.86 124.61 1109.13 95.5899 916.181 551.414 433.652 13610.7 589.89 3103.21 1657.45 381.781 1275.67 293.417 338.049
internal_count=3105804 782780 72443 2323024 538846 335999 66243 269756 40624 1784178 202847 3904 1762458 285493 162021 94855 1476965 311752 240226 1165213 147714 238389 198943 192132 180957 11175 67166 6811 71526 48963 25619 1017499 31367 189426 123472 27163 96309 17298 21720
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=3149836 721 2 13157468 2 19138560 328322 768 12582916 8 20512803 2 32 2 287168 904 16768 962 1 20 17428 2162690 27 242 1 66 65538 856 680 43 3
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=40
num_cat=29
split_feature=5 0 0 3 4 0 0 2 1 0 2 4 0 3 3 6 2 0 3 2 3 2 2 3 0 8 3 3 3 0 6 8 2 3 4 1 3 0 2
split_gain=4.66891 37.4581 27.2442 16.1669 18.9578 14.8859 14.5822 20.7657 14.1174 12.684 12.3602 17.5859 17.3846 16.8896 7.79487 7.70207 14.1677 9.96307 7.98461 7.61413 7.40872 7.25902 7.17859 7.063 6.71661 33.1019 30.5356 22.8502 21.6137 20.6207 13.2054 12.7434 17.5003 8.654 8.52929 6.58454 6.57959 6.53632 6.41405
threshold=0 1 2 3 4 5 6 4.5000000000000009 2.5000000000000004 7 5.5000000000000009 8 9 10 11 12 1.0000000180025095e-35 13 14 4.5000000000000009 15 1.0000000180025095e-35 1.5000000000000002 16 17 18 19 20 21 22 23 24 1.0000000180025095e-35 25 26 6.5000000000000009 27 28 4.5000000000000009
decision_type=1 9 9 1 1 9 9 2 2 9 2 1 9 1 1 1 2 9 1 2 1 2 2 1 9 1 1 1 1 9 1 1 2 1 1 2 1 9 2
left_child=2 6 15 4 -4 -3 7 -2 14 -6 13 36 -13 37 -8 -1 17 -17 -18 -10 -9 -11 23 -15 27 28 -27 35 34 -30 -28 32 -29 -33 -26 -5 -12 -7 -16
right_child=1 5 3 24 9 10 8 20 19 21 11 12 -14 22 38 16 18 -19 -20 -21 -22 -23 -24 -25 25 26 30 31 29 -31 -32 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.012444595058719541 0.041285373508987602 -0.01518703994099552 -0.0028362936886586012 -0.018708926378329625 0.0011962117656864368 -0.0016696718094208942 -0.0022698976303552293 -0.0136199422360078 0.029144220060405346 -3.9956062068837844e-05 0.0053384145104914439 -0.02690280998573303 0.023126490170812378 0.013562277044353994 0.01028877085832338 0.01703536926201463 0 -0.010933013944951036 -0.018990247832732805 0.0077842204132889644 0.015348555551509073 -0.042736250446802959 0.0041294464192086783 -0.02946758938761887 0.0096814168388067098 -0.02877451421704795 0.035716804459296134 0.0098655349932145892 -0.0068753152104302625 0.0022140519182393408 0.0023598893851984261 0.0019376591403961888 -0.0019284937663284426 -0.021384170481432638 -0.0097462375111660518 0.014068635808687816 -0.011758609418371219 -0.011845387454671112 0.0018791093977194131
leaf_weight=2230.000354381802 263.61560343531892 887.70359509455739 3647.8018156957114 790.84217496274505 124.47691112506436 1044.275899544009 1590.3917499465169 120.11338277277537 328.32485474855639 63.584026481781621 396.04608977516182 40.556548042921349 604.80197742860764 19.760436065960675 1782.4767305883579 407.86168874637224 386.02133865811629 134.87992787716212 457.73472492815927 470.71321533014998 151.34074694383889 237.83111913315952 2149.6636137071764 87.082742749596946 3268.1710774532985 71.607464831904508 552.70682503207354 2035.7252543219365 3570.6215086526354 8002.260982250591 192.55270183179528 226.38096035830677 3122.5673953455407 356.89750453748275 203.703188358224 34.326952628558502 405.0751999693457 2062.4831490522483 2061.4860714012757
leaf_count=166409 13110 85686 245120 62906 8520 79011 85220 5277 25663 4646 26719 2684 44439 1380 79597 26560 29010 14419 27808 30006 7365 24384 151707 4372 266143 5709 36152 114904 300466 529454 12536 19443 183578 26952 14256 2157 29422 136893 177331
internal_value=0 0.00148302 -0.000700823 0.000404419 -0.0053442 -0.0032567 0.00690263 0.022394 0.00539074 -0.0246837 -0.00157809 0.00646073 0.018427 -0.0038286 0.00345466 -0.0087961 -0.00253325 0.00945893 -0.0106794 0.0176599 0.0015129 -0.0344151 0.00264161 -0.0192508 0.00146956 0.00258728 0.0218534 -0.00118417 0.00148162 -0.000578511 0.0280396 0.00104273 0.00269834 -0.0125085 0.00835828 -0.0163576 -0.00313513 -0.00858506 0.00589045
internal_weight=0 14465.9 30118.6 26502.1 4073.69 7697.45 6768.46 535.07 6233.39 425.892 6809.75 1446.48 645.359 5363.27 5434.35 3616.5 1386.5 542.742 843.756 799.038 271.454 301.415 2256.51 106.843 22428.4 15861.6 816.867 6566.74 15044.8 11572.9 745.26 5741.57 5158.29 583.278 3471.87 825.169 801.121 3106.76 3843.96
internal_count=3107414 985882 2121532 1857326 282670 562313 423569 25752 397817 37550 476627 103264 47123 373363 342148 264206 97797 40979 56818 55669 12642 29030 157459 5752 1574656 1164716 54397 409940 1110319 829920 48688 344877 298482 46395 280399 65063 56141 215904 256928
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 2446210 17916288 22 2 4718613 327682 14682144 2 8 480 523 1 1114496 782 416 515 2392578 1 1 1 513 24 9 1 768 2 620 2056
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=40
num_cat=26
split_feature=7 8 3 2 0 0 4 4 6 0 1 0 1 0 1 0 1 0 0 3 2 6 0 2 3 0 8 3 1 1 2 1 1 0 3 0 3 2 0
split_gain=4.39437 4.9971 4.97887 15.765 30.8058 28.4818 8.14038 7.85122 7.78688 7.09298 6.95382 6.62149 6.1632 12.6885 6.15233 8.14002 5.63053 11.5604 8.96121 7.25355 6.89915 5.87871 5.66938 5.52275 18.1267 11.9506 5.07225 5.33167 4.92116 4.81999 4.66714 5.95189 5.32812 4.62966 6.65823 4.29197 4.26772 4.07571 3.93994
threshold=0 1 2 1.5000000000000002 3 4 5 6 7 8 12.500000000000002 9 23.500000000000004 10 1.0000000180025095e-35 11 5.5000000000000009 12 13 14 3.5000000000000004 15 16 1.5000000000000002 17 18 19 20 8.5000000000000018 26.500000000000004 1.0000000180025095e-35 1.5000000000000002 26.500000000000004 21 22 23 24 6.5000000000000009 25
decision_type=1 1 1 2 9 9 1 1 1 9 2 9 2 9 2 9 2 9 9 1 2 1 9 2 1 9 1 1 2 2 2 2 2 9 1 9 1 2 9
left_child=2 33 3 5 28 6 8 10 -1 -10 -7 -6 16 29 -13 -16 18 19 26 22 -21 -19 -18 24 -20 -25 27 -4 37 -14 31 -9 -32 34 -2 -8 -28 -5 -3
right_child=1 38 12 4 11 7 35 30 9 -11 -12 14 13 -15 15 -17 17 21 23 20 -22 -23 -24 25 -26 -27 36 -29 -30 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.014942633674905318 -0.0081769450796985894 0.0026591665513696384 0.00028641975705547641 -0.025280384325679774 0.018471553333630718 -0.012303545211870071 0.0063053481424584909 -0.022446886922957345 0.0075068467380611324 -0.00556605662710588 0.012478921462846128 -0.00076088110642606808 -0.0077927267875326466 -0.024615361441111139 0 0.010407503251383317 0.016127052851787799 0.024016732784267414 -0.0035401174934105678 -0.006858870248151557 0.0094717280377788482 0.00012216845051299957 -0.0042197316631316113 0.005565775183987362 0.0054370686936989713 -0.0023469034794907284 -0.011598595672973045 -0.0066937761510025701 0.0048448700900992781 0.036178082934472715 -0.038082265321556161 0.0220687575045092 0.0066235212427184584 0.0016610483431748321 0.013408770090909889 -0.019641571492996862 0.021985924597423351 0.00035378170635840775 -0.025588019683448034
leaf_weight=447.59849584981566 128.67745474271942 55.578360326355323 1534.4898458304233 513.42274171794998 232.59239239385352 2215.3864270629711 48.362030115851667 34.395867807470495 725.21635082527064 861.23403177980799 83.897414672072046 3113.5022891269764 11.096054888563229 207.56642383302096 1489.4960157277528 1560.7810295443633 412.98823203518987 373.2655181097216 3215.870211583795 1042.2072722869343 301.26079559605569 182.02561016811524 151.84520727605559 2395.0694574833033 7078.3037588985753 8673.5130874080933 14.238002205500379 3203.4355821050995 42.056691350822803 35.109010980813764 227.57866322930204 25.586292366613634 8.4387901154113916 2750.0364671532298 807.83797284099273 207.81870135571808 94.700721656437963 43.365080948104151 66.376542087527923
leaf_count=32459 8602 3602 94798 33592 13274 185650 5095 4166 48310 61364 4490 216391 726 14064 98735 100509 22374 29836 268931 66859 20059 14162 11786 160540 458641 613501 642 209829 3072 2481 23610 2478 844 191064 49461 15883 6519 3292 4058
internal_value=0 0.0031668 -0.000370625 -0.00209391 0.000912948 -0.0064438 0.00158939 -0.0135387 0.00388268 0.000263176 -0.0111214 0.00302601 0.000328838 -0.0143026 0.00227947 0.00546482 0.000483713 0.00502557 4.01068e-05 0.00101592 -0.00283094 0.0172225 0.0102439 0.000933516 0.00260326 -0.000594375 -0.00381174 -0.00439601 -0.0199781 0.0201295 -0.0290594 0 -0.0347894 0.00393472 0.00992222 -0.0140135 0.0146283 -0.0228566 -0.0142661
internal_weight=0 3808.51 40807.7 11880.7 6995.22 4885.51 2290.23 2595.28 2034.05 1586.45 2299.28 6396.37 28927 253.771 6163.78 3050.28 28673.2 2463.59 26209.6 1908.3 1343.47 555.291 564.833 21362.8 10294.2 11068.6 4846.86 4737.93 598.845 46.2051 296 59.9822 236.017 3686.55 936.515 256.181 108.939 556.788 121.955
internal_count=3105749 256787 2848962 853214 468865 384349 163111 221238 142133 109674 190140 428909 1995748 17271 415635 199244 1978477 165076 1813401 121078 86918 43998 34160 1501613 727572 774041 311788 304627 39956 3207 31098 6644 24454 249127 58063 20978 7161 36884 7660
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 1 46 5767316 29624116 2 2 10 20972052 262145 11014164 22112 29625811 22045229 257 1 264272 17 626880 1 529 16072716 769 29360160 1 19984
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=40
num_cat=33
split_feature=3 0 4 8 0 0 1 6 0 8 3 0 4 0 0 0 2 3 3 0 3 2 0 0 0 3 5 2 0 3 6 5 3 6 0 2 1 3 6
split_gain=4.41638 10.6256 6.39126 5.15454 6.02136 5.14628 4.08584 9.8821 18.8617 10.7034 11.5011 10.2601 11.264 21.6682 14.015 7.09722 6.72989 6.65845 4.35556 12.426 10.9664 11.8618 9.30466 7.75455 5.21692 11.2034 6.03959 7.617 4.55955 4.69919 4.24256 4.21757 4.15972 6.30009 5.61221 5.08631 3.98547 3.96707 3.77404
threshold=0 1 2 3 4 5 5.5000000000000009 6 7 8 9 10 11 12 13 14 2.5000000000000004 15 16 17 18 1.5000000000000002 19 20 21 22 23 1.0000000180025095e-35 24 25 26 27 28 29 30 4.5000000000000009 1.0000000180025095e-35 31 32
decision_type=1 9 1 1 9 9 2 1 9 1 1 9 1 9 9 9 2 1 1 9 1 2 9 9 9 1 1 2 9 1 1 1 1 1 9 2 2 1 1
left_child=1 2 3 4 -1 -4 18 11 -9 10 15 37 14 -14 17 -10 -15 -13 19 32 -21 23 -23 -22 25 26 27 -20 29 30 -26 -16 33 -2 -34 -36 -35 -8 -30
right_child=6 -3 5 -5 -6 -7 7 8 9 -11 -12 12 13 16 31 -17 -18 -19 24 20 21 22 -24 -25 28 -27 -28 -29 38 -31 -32 -33 34 36 35 -37 -38 -39 -40
leaf_value=-0.00053430287484272719 0.019566124660792248 -0.018071459340866038 -0.028987641043759629 -0.022204773612325854 0.015473655370003525 -0.00091859552002585942 0.0058298350952329424 0.013439756446247696 0.016620287264751156 0.034677421968223897 -0.020468722913040048 0.01327833313479608 0.015209405299092427 -0.033939064027029085 0.026645404476462527 -0.009850022150352182 0 -0.00079455829729786808 0.020506925366998965 0.0051730168292484441 0 0.0083513553440195034 -0.01157636315510773 -0.020417249836405672 -0.018812054916573076 -0.0043654794661841228 0.021178562927019556 -0.0031554792241447293 0.0048619580687997328 -0.023133960884681955 0.0094066850759797847 0 0.02386276598609801 -7.9956267568516068e-05 0.00254914747122408 -0.016287203225137738 0.010982396887673324 -0.0097666084039671544 -0.00097446036665454344
leaf_weight=491.96663285978138 519.38510863058036 417.17676325238426 77.895320664043538 35.265683840494603 358.93621633341536 219.31456910597626 189.56488800828811 400.93246568925679 142.2145895609865 17.264310429105535 663.79631814587628 556.45344101451337 255.4643412710866 167.81129398703342 624.71340145461727 181.44360869994853 79.615024266997352 684.66575834620744 164.28896324534435 1255.783203840605 251.51432779454626 599.95435632125009 326.30184653878678 633.64441785798408 38.778754869592376 698.19332557142479 391.7728251980152 386.29106493189465 1097.1063994686119 149.71968171326444 124.39127347216709 80.734975701197982 59.010425307380501 548.56042647140566 624.62377687799744 150.05533599364571 618.05034575634636 447.01697361737024 29862.481053697207
leaf_count=30705 32804 32035 6892 1670 24446 14591 11333 25013 10296 959 44237 32287 16985 20588 45040 11368 4956 41693 9020 85030 17650 42970 20316 41257 6523 41059 25480 20234 74309 24628 19248 5098 3689 37874 35058 11144 36379 25487 2114911
internal_value=0 -0.00510681 0 0.00419089 0.00634437 -0.0120892 0.000179206 0.00302608 -0.00373088 -0.0111222 -0.013326 0.00619843 0.0091565 -0.00352811 0.0126355 0.0015048 -0.0232196 0.00549841 -0.000147197 0.00241389 -0.00178039 -0.00677056 0.000840824 -0.0149036 -0.000593395 0.00480835 0.0118117 0.00408328 -0.00089213 -0.0122548 0 0.0236511 0.00758479 0.010438 0.00125765 -0.00118312 0.00561149 -0.00460872 -0.000751953
internal_weight=0 1600.56 1183.38 886.169 850.903 297.21 42991.6 4491.69 1405.65 1004.72 987.455 3086.04 2449.46 502.891 1946.57 323.658 247.426 1241.12 38499.9 5586.88 3067.2 1811.41 926.256 885.159 32913 1640.55 942.353 550.58 31272.5 312.89 163.17 705.448 2519.69 1686 833.69 774.679 1166.61 636.582 30959.6
internal_count=3105262 110339 78304 56821 55151 21483 2994923 295340 91873 66860 65901 203467 166647 42529 124118 21664 25544 73980 2699583 364171 207223 122193 63286 58907 2335412 95793 54734 29254 2239619 50399 25771 50138 156948 107057 49891 46202 74253 36820 2189220
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 21260636 2 1 4194632 8276 9 4477220 1 45 12861825 2 2164788 2164788 8454810 793 528 10826510 512 1591360 20972560 4265088 448 2 1572868 385 2 2 16 6 8400900 385 8
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=40
num_cat=25
split_feature=3 0 0 5 2 0 6 0 3 8 1 1 3 0 0 1 0 0 2 3 0 0 3 2 3 0 0 7 2 3 0 2 4 1 1 2 2 2 2
split_gain=3.42479 8.9844 6.13799 3.66477 3.58628 6.60121 3.7516 5.38926 7.14173 5.82063 4.59092 4.48555 12.4755 12.924 10.4279 4.75305 4.48463 4.43795 4.35975 6.82856 4.48958 4.2673 12.4962 11.0027 5.39183 10.9779 10.2483 3.4543 3.34581 3.0679 3.05816 3.03352 2.85951 2.79002 2.58501 2.35553 3.3504 2.23002 4.15479
threshold=0 1 2 3 11.500000000000002 4 5 6 7 8 2.5000000000000004 4.5000000000000009 9 10 11 26.500000000000004 12 13 1.5000000000000002 14 15 16 17 1.5000000000000002 18 19 20 21 7.5000000000000009 22 23 2.5000000000000004 24 8.5000000000000018 95.500000000000014 2.5000000000000004 5.5000000000000009 2.5000000000000004 5.5000000000000009
decision_type=1 9 9 1 2 9 1 9 1 1 2 2 1 9 9 2 9 9 2 1 9 9 1 2 1 9 9 1 2 1 9 2 1 2 2 2 2 2 2
left_child=1 -1 -3 -4 6 -6 7 8 10 18 29 21 14 15 33 -14 -12 -11 20 -20 -9 22 28 -24 25 -23 -26 32 -8 -2 35 -16 -10 -13 -15 -5 -37 -32 -39
right_child=4 2 3 30 5 -7 11 9 27 17 16 12 13 34 31 -17 -18 -19 19 -21 -22 24 23 -25 26 -27 -28 -29 -30 -31 37 -33 -34 -35 -36 36 -38 38 -40
leaf_value=-0.027941087621181367 0.013745613088973247 0.013511648001912319 -0.0095888024755132681 0.0046978953310179887 -0.011887267860119909 0.015056805322554705 0.0060006339393111306 -0.001748370308784937 -0.0048457144498862785 -0.022660018571082796 0.010068936379955304 0.015510413893944983 -0.00639150083138754 0.0063029328245420395 -0.02333563826251886 0.012920760847781834 -0.0097268237779111998 0.011505103158980512 -0.0059529732337341703 0.0066367122233087772 0.01219737267553603 -0.0012583264464273586 -0.013301011610355263 -0.0018183466970131124 -0.0050322602771848803 0.0041430285055464632 0.00095215668147400994 0.00048865104801954493 -0.015592442215698131 0.0012718655100680885 -0.00034863378518582271 0.0083337124952381127 -0.017988679590793932 0.049789216545710252 -0.013054395535781048 -0.018280298846333167 0.0029712786272734068 0.022390774484371174 -0.0054830380408532496
leaf_weight=110.8904800885648 477.67921000710339 176.29392133222427 664.32748574740253 98.604686842125375 76.127161452779546 341.6637194424402 1254.2335133343004 232.78796904510818 780.25612492318032 90.319642386166379 120.07112065900583 140.55946973129176 1795.2015858204686 2527.9265074394061 37.12532970844768 99.994700930081308 318.39747048995923 15.495421403204089 598.52605491061695 1219.0532848029397 1256.5644988153363 8989.4982760825078 1426.0529916585947 2153.399947627855 5422.5934375561192 6357.3737033812213 5851.9879523190903 560.33026614761911 40.74766103643924 441.34531630424317 126.76688832876971 15.911801341455428 248.74199681350728 70.040866977884434 33.948875116417184 162.37710941990372 74.202136984560639 134.14645249093883 42.464065693318844
leaf_count=10277 37750 12926 48984 4941 5235 22548 95777 18655 60392 6640 7961 9671 125092 168159 2285 6751 20114 1036 39121 80001 77362 643101 115617 155446 368123 384283 445626 36779 3528 33349 5149 979 17704 4324 2088 7726 6018 11245 2703
internal_value=0 -0.00449726 -0.00185285 -0.00449576 0.000172405 0.00908058 7.16584e-05 0.00230949 -0.000736001 0.00500414 0.00440339 -0.00031516 0.00253522 0.00111216 0.0222061 -0.00500525 -0.00336057 -0.0148331 0.00587144 0.00230293 0.00989747 -0.000754006 -0.00346613 -0.00653059 -0.000241422 0.000964617 -0.00190719 -0.00531017 0.00472148 0.00845924 0.000479332 -0.0094994 -0.00872567 0.0316297 0.00576032 -0.00533852 -0.0109052 0.00763996 0.0144138
internal_weight=0 1590.07 1479.18 1302.89 42994 417.791 42576.2 6359.57 2946.82 3412.75 1357.49 36216.6 4720.71 4457.07 263.637 1895.2 438.469 105.815 3306.93 1817.58 1489.35 31495.9 4874.43 3579.45 26621.5 15346.9 11274.6 1589.33 1294.98 919.025 638.561 53.0371 1029 210.6 2561.88 335.184 236.579 303.377 176.611
internal_count=3105466 109969 99692 86766 2995497 27783 2967714 436864 214049 222815 99174 2530850 319349 302090 17259 131843 28075 7676 215139 119122 96017 2211501 370368 271063 1841133 1027384 813749 114875 99305 71099 37782 3264 78096 13995 170247 18685 13744 19097 13948
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 10032256 18436 2 13207051 12 2697429 396 1 1 30688530 8717054 532500 9716000 385 1069058 22560812 517 880 15121 2359618 1 132 8969 2
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=40
num_cat=28
split_feature=5 0 0 3 0 2 4 2 0 1 2 3 3 3 4 0 3 0 1 1 3 6 2 1 1 6 0 3 8 3 2 3 0 3 0 2 0 0 3
split_gain=2.55964 30.7027 20.6562 17.0738 12.9955 17.5532 12.2101 11.4844 11.3762 9.83985 9.45172 13.6417 10.5548 7.90155 10.4352 10.1741 6.94521 6.71011 6.65317 6.51341 6.34352 6.50946 7.07525 6.00589 5.93388 5.68389 5.66196 5.50206 5.95664 5.39964 5.38753 5.89518 5.20945 6.96448 4.92168 5.1717 7.60731 6.78156 4.88808
threshold=0 1 2 3 4 5.5000000000000009 5 2.5000000000000004 6 2.5000000000000004 5.5000000000000009 7 8 9 10 11 12 13 6.5000000000000009 11.500000000000002 14 15 6.5000000000000009 29.500000000000004 3.5000000000000004 16 17 18 19 20 1.5000000000000002 21 22 23 24 1.5000000000000002 25 26 27
decision_type=1 9 9 1 9 2 1 2 9 2 2 1 1 1 1 9 1 9 2 2 1 1 2 2 2 1 9 1 1 1 2 1 9 1 9 2 9 9 1
left_child=2 4 3 7 5 -2 24 19 27 16 11 26 17 14 34 -16 -6 -12 -9 25 -11 22 -22 -8 -5 -1 -10 -3 -29 -7 31 -13 33 -18 -4 36 -36 -37 -34
right_child=1 8 13 6 9 29 23 18 10 20 12 30 -14 -15 15 -17 32 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31 -32 -33 38 -35 35 37 -38 -39 -40
leaf_value=0.00053686693723970337 0.033702277398113697 -0.0020038693093612525 -0.0057644899067201402 -0.012135118311324198 -0.0024574546300432706 -0.017165704972666482 -0.032748817035317825 -0.011117294819364774 -0.0015417296999706935 -0.00016963825931824527 0.015290251844745254 0.012018887078521744 0.0096748553561159314 0.0014837174652040947 0 -0.031625874935812349 -0.0042672995272669953 -0.016608436655588303 0.014990247222681601 -0.016948425958418771 0.043178221611411917 0.009093632579808433 0 0.014080815658057105 0 0.012467323654483225 -0.011055388505567559 -0.023525384914044975 0.005975346706599681 0.010442402610221368 0.0033628906138981176 -0.026965272355300208 0 0.0061975412599058165 0.01799082997659297 0.0075699951198523706 0.00055628833771529447 -0.016271732237054776 0.015072913773278258
leaf_weight=1074.3358739858959 343.61243487033062 333.00734077399829 1526.9873020875966 1526.8489695848257 1593.550027350313 88.836970750940964 321.3082601337519 1057.554696520092 1042.8931709830649 193.49066255288199 42.76794313499704 20.57658785476815 1158.0818438020069 20943.875034650962 162.1847410830087 203.05423920560861 898.072225199081 262.1407026554225 72.014403647743165 105.5004243630683 163.41900456254371 411.88483595079742 51.272077472880483 4.1791944216238326 486.2617077047471 664.59329803485889 2043.971386720601 490.49479087378131 48.717053129337728 111.38982296921313 2165.609710518911 82.774465241120197 343.38207216281444 1828.9100328288041 292.90840181382373 145.61182428104803 1195.1008298876695 271.59371438506059 797.49441122449934
leaf_count=59655 16387 28658 104739 143473 85368 3929 32880 57294 79276 13639 3300 1389 81329 1478637 10608 19929 60821 18954 6988 8952 12004 28478 2883 590 30748 39200 136151 51302 4116 5562 154133 4299 18901 125053 16666 8946 80172 16499 53433
internal_value=0 0.00112009 -0.000495074 -0.00613377 0.00599887 0.0204866 -0.012468 -0.000953989 -0.0031808 0.00457539 -0.00171588 -0.0036963 0.00525035 0.000711739 -0.00343883 -0.0189119 0.00293767 -0.01001 -0.00884936 0.00378042 0.0146945 0.019249 0.033066 -0.0301661 -0.00911973 0.00547373 -0.00799799 -0.0137269 -0.0198105 -0.00143643 0.0020793 -0.0171171 0.0052321 0.00263088 -0.00156594 0.00170227 0.00459574 -0.0075247 0.0108959
internal_weight=0 14516.3 30053.9 5312.6 6825.31 543.839 2338.6 2974 7691.03 6281.48 6818.82 5355.83 1462.99 24741.3 3797.44 365.239 5461.41 304.909 1129.57 1844.43 820.067 626.576 214.691 325.487 2013.11 1738.93 3086.86 872.219 539.212 200.227 2268.96 103.351 3867.86 2726.98 3432.2 1905.21 1488.01 417.206 1140.88
internal_count=3105341 989365 2115976 379780 426458 25878 207691 172089 562907 400580 478831 375248 103583 1736196 257559 30537 343576 22254 64282 107807 57004 43365 14887 33470 174221 98855 215427 84076 55418 9491 159821 5688 258208 185874 227022 122283 96838 25445 72334
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 2446210 17916290 962 327682 2 4718613 480 771 22 2 14682656 523 8391680 320 6 1 2056 771 1 416 515 2097408 132 8916064 4194820 6557696 48
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=40
num_cat=32
split_feature=1 6 0 3 0 4 3 0 5 0 0 0 2 0 3 3 0 3 0 3 6 3 0 0 2 3 2 0 0 3 3 2 7 0 2 1 0 4 4
split_gain=2.50968 4.91322 11.4386 6.99869 7.36976 4.84201 18.6117 14.6067 14.0546 13.9924 12.3129 11.112 10.2602 9.43303 7.63818 7.16235 6.77342 6.6818 5.98981 16.0694 6.25479 8.66293 23.7037 6.52261 8.97854 8.44471 5.4278 8.43315 5.93913 4.94282 4.815 4.53152 4.51703 4.41397 4.21351 4.10123 3.53214 13.2691 12.3057
threshold=2.5000000000000004 0 1 2 3 4 5 6 7 8 9 10 6.5000000000000009 11 12 13 14 15 16 17 18 19 20 21 1.0000000180025095e-35 22 1.0000000180025095e-35 23 24 25 26 5.5000000000000009 27 28 1.0000000180025095e-35 7.5000000000000009 29 30 31
decision_type=2 1 9 1 9 1 1 9 1 9 9 9 2 9 1 1 9 1 9 1 1 1 9 9 2 1 2 9 9 1 1 2 1 9 2 2 9 1 1
left_child=5 2 35 -4 -5 11 10 12 9 17 -7 -1 13 15 -15 -8 -14 -9 19 26 21 22 -20 25 -25 -22 27 -13 -28 -18 -11 -12 34 -23 -21 -2 38 -38 -3
right_child=1 36 3 4 -6 6 7 8 -10 30 31 18 16 14 -16 -17 29 -19 20 32 23 33 -24 24 -26 -27 28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.0149342190745728 0.014741906997313661 0.0087707694273883585 -0.016323586581744754 0.0014355621476733593 -0.014862638779127225 -0.029543822310579962 -0.022310611253492867 0.034833670642477783 0.012185760320944638 0.002636994188730772 -0.0084389883439286526 0.0094338987332071838 0 0.0096156314506209081 -0.0041495586856884707 -0.0057835397025387727 0.034453692042933318 -0.00071186923383585428 0.012947193228592543 -0.018942667061957238 -0.00048287823517832636 -0.0034715789361623576 -0.0098726167587671332 0.0050775041481097901 -0.0050429353900556979 0.0098614048322048023 0.009134109445378449 -0.010500402540296586 -0.0011443902042088028 0 -0.02137059981238601 0.016412712748273085 0.00046806845202300147 0.00051368102385242697 -0.0073289228435002201 -0.0050421702850086221 -0.0013105183092047379 0.0096289709803460116 -0.007267459541045844
leaf_weight=461.47523407591507 399.00249810371315 2181.6369999059243 487.28700623678742 1096.1855266518542 319.47594673704589 368.74306825763779 460.46914395564818 58.979352978989482 1305.3693018868798 78.533680546330288 329.07831486203941 248.8172241167631 308.26856354437768 417.62780546327122 2968.8334856029833 819.43292917101644 102.48668447462842 86.305541080248076 1335.645524926018 648.4297679568117 1141.9254931769683 6208.5465348439175 632.66455618920736 1741.1374644752359 1705.0196217024932 2189.2869586714078 1080.2631490476197 701.38778699951945 1028.3443830695469 76.955331914010458 316.31274151819525 58.006631311844103 266.96414164564339 4787.3315882621682 948.40215772323427 95.544100670027547 5197.3758753110887 1369.7747967161704 565.65703594917431
leaf_count=30782 29976 160342 31219 68498 24631 28256 45669 3863 80848 3767 19682 10723 27188 30452 184196 73283 7927 5638 129180 69060 86770 446088 46958 142001 139707 130008 56493 40840 50300 5750 23297 4832 18220 315655 62704 6400 323561 93070 48167
internal_value=0 0.00123225 -0.00271903 -0.00634032 -0.00234374 -0.000470274 -0.00265201 -0.000949674 0.0065385 -0.00639176 -0.0171666 0.000193585 -0.0037184 -0.00522134 -0.00227201 -0.0124527 0.00947951 0.0165038 -9.38863e-05 -0.00321063 0.000673037 -0.00059541 0.00541241 0.00313267 0 0.00626278 0.00117781 -0.00485633 0.00407275 0.0228181 -0.0161023 -0.00301071 -0.0104438 -0.00171374 -0.0124917 0.0100857 0.00228733 0.000957723 0.00529863
internal_weight=0 11711.9 2397.5 1902.95 1415.66 32881 7755.4 6999.57 1845.5 540.131 755.828 25125.6 5154.07 4666.36 3386.46 1279.9 487.711 145.285 24664.2 4922.61 19741.6 12964.2 1968.31 6777.37 3446.16 3331.21 3058.81 950.205 2108.61 179.442 394.846 387.085 1863.8 10995.9 1596.83 494.547 9314.44 6567.15 2747.29
internal_count=3106001 785864 160724 124348 93129 2320137 544648 491878 117413 36565 52770 1775489 374465 333600 214648 118952 40865 9501 1744707 308340 1436367 937881 176138 498486 281708 216778 158356 51563 106793 13677 27064 24514 149984 761743 131764 36376 625140 416631 208509
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 14774532 562 264378 2 3 13200724 2 20185088 10498234 12591108 4211780 768 388 256 832 20447395 960 1 1 101400 344384 525 130 524448 344 768 1 68888 3708106 2 2
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
anmdc_ra=673
agegroup_rm=425
count_proc=361
adm_past_year=280
flag_emergency=145
drg_type_m=134
pat_remoteness=102
_pat_covid_flag=85
indstat_flag=57

parameters:
[boosting: gbdt]
[objective: cross_entropy]
[metric: average_precision]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 1000]
[learning_rate: 0.1]
[num_leaves: 40]
[num_threads: 4]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 1]
[histogram_pool_size: -1]
[max_depth: 7]
[min_data_in_leaf: 15]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 12194]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 8043]
[extra_trees: 0]
[extra_seed: 26014]
[early_stopping_round: 100]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 3]
[lambda_l2: 30]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 26852]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 159]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: 0,3,4,5,6,7,8]
[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, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 99], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], [0, 1], [0, 1], [0, 1, 2, 3], [0, 1], [0, 1]]
