tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=10
objective=cross_entropy
feature_names=adm_past_year agegroup_rm an110mdc_ra count_proc drg11_type_m flag_emergency sex_cat indstat_flag pat_remoteness cc_hypertension cc_osteoporosis
feature_infos=[0:292] -1:7:6:3:5:2:4:8:0:1:9 -1:6:5:8:14:1:4:11:3:21:9:23:2:13:10:7:18:19:12:20:16:22:15:0:24 [0:50] -1:1:0 -1:1:0 -1:1:0 -1:0:1 -1:0:1:2:3 -1:0:1 -1:0:1
tree_sizes=2252 2440 2882 2583 3046 2661 3272 4010 4007 3430 3925 4008 4022 3576 3994 3992 4077 4029 4002 3965 3892 4047 4044 4011 4081 3969 3935 4053 3942 3544 3952 4035 4037 4044 4013 3349 3555 3941

Tree=0
num_leaves=20
num_cat=7
split_feature=2 5 1 2 2 0 4 3 0 0 0 0 0 0 0 2 3 0 0
split_gain=1371.53 377.511 40.3384 27.1025 8.87529 8.6753 4.59127 3.56589 1.57464 1.32737 1.0379 0.865153 0.229717 0.171541 0.14758 0.200744 0.0709561 0.00103658 0.00921672
threshold=0 1 2 3 4 1.0000000180025095e-35 5 11.500000000000002 2.5000000000000004 7.5000000000000009 143.50000000000003 4.5000000000000009 28.500000000000004 60.500000000000007 2.5000000000000004 6 10.500000000000002 7.5000000000000009 4.5000000000000009
decision_type=9 1 1 9 9 2 1 2 2 2 2 2 2 2 2 9 2 2 2
left_child=1 7 4 5 6 -4 9 10 -6 -2 -1 14 16 -13 15 -7 -3 18 -10
right_child=2 12 3 -5 8 11 -8 -9 17 -11 -12 13 -14 -15 -16 -17 -18 -19 -20
leaf_value=-8.8318568868777909 -9.1737672326862043 -9.1782123142949796 -9.2430637168302106 -9.2829206018171142 -9.2405387152546403 -9.2050160880666585 -9.2190439056326685 -9.2130755984196533 -9.2130755984196533 -9.2130755984196533 -9.2130755984196533 -9.1878117595773521 -9.2130755984196533 -9.2130755984196533 -9.2157992785388334 -9.2130755984196533 -9.2130755984196533 -9.2130755984196533 -9.2112973024958276
leaf_weight=78.680760660208762 48.958014520751021 56.008892297068087 62.832438191915571 586.56790239967813 38.925100818560168 9.0462135710404237 10.410803101651252 0.16132587027095624 5.3780940151700616 1.4660912215476845 0.046862273811710931 9.9149603619371156 0.28386573094030509 0.30789510963950384 10.090943156144929 28.136408317448513 0.086844767000001322 2.1784974904512637 2.4231783839277341
leaf_count=789120 491019 561735 630171 5882918 390395 90728 104414 1618 53939 14704 470 99441 2847 3088 101206 282191 871 21849 24303
internal_value=-9.21308 -8.9582 -9.26522 -9.27386 -9.21024 -9.2214 -9.18912 -8.83278 -9.2321 -9.17631 -8.83206 -9.19993 -9.17879 -9.18877 -9.21308 -9.20889 -9.17835 -9.21308 -9.21255
internal_weight=0 135.269 816.637 706.897 109.74 120.329 60.8349 78.8889 48.9049 50.4241 78.7276 57.4964 56.3796 10.2229 47.2736 37.1826 56.0957 9.97977 7.80127
internal_count=9547027 1356661 8190366 7089743 1100623 1206825 610137 791208 490486 505723 789590 576654 565453 102529 474125 372919 562606 100091 78242
cat_boundaries=0 1 2 3 4 5 6 7
cat_threshold=64 2 768 22118561 10825616 2 1048704
is_linear=0
shrinkage=1


Tree=1
num_leaves=24
num_cat=9
split_feature=2 5 1 1 2 2 0 4 3 0 0 0 1 0 0 3 2 3 0 0 0 3 3
split_gain=988.195 169.245 38.509 34.9751 16.6074 7.66577 4.41542 4.06757 2.21783 1.35039 1.24359 1.22501 1.17495 0.237509 0.216266 0.217358 0.11111 0.0655091 0.0348594 0.00905971 0.099999 0.04218 0.0193295
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 11.500000000000002 2.5000000000000004 34.500000000000007 7.5000000000000009 7 28.500000000000004 10.500000000000002 4.5000000000000009 8 10.500000000000002 60.500000000000007 1.5000000000000002 3.5000000000000004 1.5000000000000002 3.5000000000000004
decision_type=9 1 1 1 9 9 2 1 2 2 2 2 1 2 2 2 9 2 2 2 2 2 2
left_child=1 3 5 14 6 9 -4 11 10 -2 -5 -7 19 17 15 -1 18 -14 -8 -3 21 -21 -23
right_child=2 12 4 8 -6 7 16 -9 -10 -11 -12 -13 13 -15 -16 -17 -18 -19 -20 20 -22 22 -24
leaf_value=0.021489790740561534 -0.0272437485757764 -0.0015526124125486219 -0.027530825114710777 0.29430884606560048 -0.067811290126997256 0.034983780453136479 0.0058875978056888078 -0.0063347838509636824 0 0 0 0 0.037116833925806357 0 0 0 0 0 0 0 0 0.0072448522040858502 0
leaf_weight=24.322682442369121 34.594644673910807 7.5827324066194688 58.305623366846703 96.039834242910729 547.0044211501372 54.450424668568303 50.269045100438234 10.568905439613443 0.15325378041597915 9.3603464301559125 0.4905341259072874 1.5521383328232321 47.302777134071221 0.27301297495432564 0.49386426845012366 0.46905069004424049 2.4695268683499298 0.074580810236510753 0.29772499915270501 0.32885462274134603 2.8170696774250246 0.77063367812661454 0.13311845245334553
leaf_count=171161 356622 73548 602568 674252 5882918 527268 501843 106675 1537 93838 3645 15567 458441 2738 3511 3258 24651 748 2986 3194 27297 7470 1291
internal_value=0 0.187444 -0.051052 0.25335 -0.0600573 0.00230021 -0.0121268 0.0210391 0.271651 -0.0190093 0.29357 0.0325475 0.0299174 0.0323384 0.016406 0.0204496 0.00356277 0.0369847 0.00488939 0 0 0.0056584 0.00678285
internal_weight=0 181.252 768.873 121.969 658.346 110.526 111.342 66.5715 96.6836 43.955 96.5304 56.0026 59.2828 47.6504 25.2856 24.7917 53.0363 47.3774 50.5668 11.6324 4.04968 1.23261 0.903752
internal_count=9547027 1432091 8114936 857364 7014966 1099970 1132048 649510 679434 450460 677897 542835 574727 461927 177930 174419 529480 459189 504829 112800 39252 11955 8761
cat_boundaries=0 1 2 3 4 5 6 7 8 9
cat_threshold=1048640 2 768 6 21069985 4722727 2 18 160
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=28
num_cat=10
split_feature=2 5 1 2 0 4 1 3 0 2 3 0 0 0 1 0 0 2 0 2 0 0 3 3 0 0 0
split_gain=745.605 91.1538 33.2749 23.2147 6.95309 6.87817 6.31184 6.28984 5.12119 4.05556 1.36054 1.13852 0.961961 0.932204 0.91515 0.222403 0.153587 0.144432 0.105382 0.161053 0.0985214 0.083084 0.0614915 0.0132898 0.00823375 0.00373012 0.105419
threshold=0 1 2 3 1.0000000180025095e-35 4 5 4.5000000000000009 24.500000000000004 6 7.5000000000000009 3.5000000000000004 2.5000000000000004 4.5000000000000009 7 28.500000000000004 60.500000000000007 8 2.5000000000000004 9 11.500000000000002 1.5000000000000002 10.500000000000002 11.500000000000002 143.50000000000003 1.5000000000000002 3.5000000000000004
decision_type=9 1 1 9 2 1 1 2 2 9 2 2 2 2 1 2 2 9 2 9 2 2 2 2 2 2 2
left_child=1 6 5 4 -4 9 7 8 -1 12 24 -11 -2 18 25 22 -15 -7 19 -6 -14 23 -16 -9 -8 -3 -27
right_child=2 14 3 -5 13 17 10 21 -10 11 -12 -13 20 16 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28
leaf_value=0.29408652913556715 -0.013620877300353485 -0.00099904394365467721 -0.027733960201438181 -0.065715957624528878 0.0066669857677682355 0 0.087145095200773737 0.0090751730564371767 0 0.034143936091029316 0 0 0.0066131643254946889 0.022887193641176726 0.035135463883270344 0 0 -0.025210219325781859 -0.0033609657614621759 0 0 0 0 0 0 0.0058139838304039288 0
leaf_weight=48.660508442495484 27.881285005132668 7.3726089643605501 59.937508235016139 511.14728350867517 9.6863687924560491 0.48426558008941356 92.890181248236331 3.004221194889396 0.35412055164488165 47.524858446697181 0.54707514960318704 6.6786953398841424 6.5802304865792385 10.686776455208015 48.435967795114266 0.2723994299012692 0.30789510963950384 21.502942851504489 10.355259815107273 28.293573480863415 0.90127488043071924 1.4623171172133878 0.074580810236510753 0.070991359476465621 0.0032903298633745184 1.1866878690489104 2.7825158960913541
leaf_count=248403 293167 71523 630171 5882918 90728 4917 513476 15336 2421 442527 3187 63241 65741 99441 452052 2732 3088 222000 101206 282191 9030 7640 748 712 33 11442 26956
internal_value=0 0.151688 -0.0475769 -0.0563041 -0.00770983 0.00160676 0.195477 0.252733 0.29232 0.0162457 0.0798425 0.0273776 -0.00446665 0.0108183 0.0287034 0.0306498 0.0219642 -0.0269092 0 0.00296583 0.00404932 0.00712729 0.0350071 0.00884104 0.0871401 0 0
internal_weight=0 207.117 741.968 630.415 119.267 111.554 146.993 53.5522 49.0146 89.5663 93.4405 54.2036 35.3628 59.3299 60.1248 48.7829 10.9947 21.9872 48.3352 37.9799 7.48151 4.53753 48.5105 3.07521 92.8935 11.3418 3.9692
internal_count=9547027 1356661 8190366 7089743 1206825 1100623 791208 274512 250824 873706 516696 505768 367938 576654 565453 455532 102529 226917 474125 372919 74771 23688 452800 16048 513509 109921 38398
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10
cat_threshold=64 2 768 22118561 2 960 22548526 18 128 1048704
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=25
num_cat=10
split_feature=2 1 1 3 4 2 0 0 3 0 3 3 2 0 0 0 2 5 5 3 3 0 2 3
split_gain=599.167 73.9545 28.8523 12.7262 6.30646 5.2956 4.77173 4.56886 4.70412 3.04004 2.65612 2.04468 1.78332 1.71589 1.22543 0.759935 0.42624 0.381689 0.31624 0.314356 0.211072 0.188664 0.140959 0.0458638
threshold=0 1 2 1.0000000180025095e-35 3 4 20.500000000000004 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 10.500000000000002 5 1.0000000180025095e-35 7.5000000000000009 3.5000000000000004 6 7 8 1.5000000000000002 10.500000000000002 32.500000000000007 9 11.500000000000002
decision_type=9 1 1 2 1 9 2 2 2 2 2 2 9 2 2 2 9 1 1 2 2 2 9 2
left_child=1 6 4 18 9 13 11 10 -9 12 19 17 -2 -4 22 -7 23 -1 -3 -5 21 -10 -11 -12
right_child=2 3 5 7 -6 15 -8 8 20 14 16 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25
leaf_value=0.24236577929942663 0.0086470700051232436 0.092419287642703352 -0.025142948961917169 0 -0.029370954871696494 -0.068407079700714912 0 0 0.065135157277056835 0.028185080344610855 0.025877849567357936 0 -0.015057542365824362 0 0 -0.021602333861893152 0 0.030158509400650558 0 -0.0090065309187647366 0 0 0 0
leaf_weight=50.611896089074435 13.382510983348764 82.765937056108669 46.139484639454167 12.237766668884431 20.967725679947762 419.35976893098996 0.50200034702720486 16.597287070202583 17.232466995730654 38.789167597496998 25.606204341456763 0.21330621064407651 23.56963585390622 43.067349039534747 2.959610097896074 59.282218959087913 6.3846184465292017 13.02336508133885 1.4872123517270655 38.130572493544605 0.1236192699871016 0.10963607083249272 10.219782697080516 0.07875859494379156
leaf_count=220418 122391 439458 503924 72327 222000 5154289 3902 120716 128945 374465 178686 1758 234351 426701 29642 728629 66508 118858 13942 287146 1087 867 95227 790
internal_value=0 0.11827 -0.0490146 0.0611459 0 -0.0578921 0.201854 0.0269495 0.0482834 0.0126723 0.00493552 0.224977 -0.00292149 -0.0148718 0.0244313 -0.0635662 0.0208245 0.225717 0.091665 -0.0054453 0.0643236 0.0647527 0.0278271 0.0217872
internal_weight=0 265.105 677.737 200.754 109.888 567.849 64.3506 116.501 34.063 88.9207 82.4379 63.8486 36.9521 89.2068 51.9686 478.642 32.0696 63.6353 84.2531 50.3683 17.4657 17.3421 49.009 25.685
internal_count=9547027 1655408 7891619 1310472 1078076 6813543 344936 857072 251615 856076 605457 341034 356742 930625 499334 5882918 245984 339276 453400 359473 130899 129812 469692 179476
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10
cat_threshold=1048768 896 768 2 21069857 10560024 64 2 2 10751778
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=30
num_cat=12
split_feature=2 5 1 6 2 0 1 4 0 4 0 3 2 1 0 1 0 0 2 0 0 3 0 3 3 0 0 3 3
split_gain=497.615 37.8085 32.623 27.1233 12.2978 3.79557 3.25016 3.24795 2.9097 2.67916 1.81026 1.15648 1.11307 0.985429 0.770189 0.714188 0.452448 0.414023 0.256337 0.189929 0.184967 0.12464 0.0781759 0.0710925 0.0511749 0.00940082 0.0915736 0.0406661 0.0200126
threshold=0 1 2 3 4 17.500000000000004 5 6 1.0000000180025095e-35 7 6.5000000000000009 10.500000000000002 8 9 3.5000000000000004 10 34.500000000000007 7.5000000000000009 11 1.5000000000000002 28.500000000000004 11.500000000000002 143.50000000000003 1.0000000180025095e-35 10.500000000000002 1.5000000000000002 3.5000000000000004 1.5000000000000002 3.5000000000000004
decision_type=9 1 1 1 9 2 1 1 2 1 2 2 9 1 2 1 2 2 9 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 6 9 12 23 8 -6 10 -2 22 -4 25 -9 17 21 -10 -7 -17 24 -8 -5 -1 -15 -3 27 -27 -29
right_child=2 13 5 11 7 18 16 14 15 -11 -12 -13 -14 20 -16 19 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 28 -30
leaf_value=0.0039657224183204023 0.041643750511900543 -0.0015813401756764062 -0.017773923901570798 0.17551528799854685 -0.020223631126589686 0.006114937210832519 0.07543841777843939 -0.041969456084619328 0.014015745208290851 0 0 0 -0.065626009256451942 0.029827484427104783 0 0 0 0 -0.004573314588737885 -0.0067542418379251167 0 0 0 0 0 0 0 0.0070270393055270001 0
leaf_weight=15.204260832550064 30.713439054896298 7.5936998440884036 80.390390938380733 91.219126885458536 51.471790732131922 3.3489451655186713 86.836847482605663 38.923516018592636 40.162024412893516 9.4957160627163812 1.9156287151999993 0.17578632935328542 373.02020110369631 51.642326157307252 5.0803349854249964 11.078753296875222 0.21866050182143126 2.4650635487341779 5.0603460066049575 18.257908879357274 0.27326232819905172 0.060025946339009262 0.011861941660753383 7.8823891103893393 0.074813397681281368 0.33070424523611996 2.8578264014795423 0.83324301386164734 0.14272812689159764
leaf_count=77714 305766 73548 843028 391580 567865 38821 342107 462448 382072 109687 21474 1338 4885542 458441 57415 134034 1573 24682 63296 218806 2738 602 118 42332 748 3194 27297 7470 1291
internal_value=0 0.108261 -0.0443418 0.131834 -0.00704584 -0.0587575 0.0640289 -0.0199841 -0.00615716 0.0254138 0.037311 0.175089 -0.0611171 0.0237276 -0.0391974 0.00395168 0.0691191 0.0101279 0 -0.00193136 0.0260937 0.0753483 0.175488 0 0.0297086 0 0 0.00540837 0.00653384
internal_weight=0 265.358 671.384 201.609 209.564 461.82 110.202 167.439 123.436 42.1248 32.6291 91.4068 453.411 63.7486 44.0039 71.9638 87.1155 42.6271 8.40929 29.3367 51.9904 86.8969 91.231 23.0866 51.7171 11.7582 4.1645 1.30668 0.975971
internal_count=9547027 1432091 8114936 857364 2284249 5830687 464328 1847322 1327459 436927 327240 393036 5728570 574727 519863 759594 344282 406754 102117 352840 461927 342709 391698 120046 459189 112800 39252 11955 8761
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12
cat_threshold=1048640 2 896 2 10552960 36 2 2 21069985 18 768 10487984
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=26
num_cat=12
split_feature=2 1 1 0 4 3 2 0 2 0 0 3 3 0 1 1 2 0 2 0 3 1 5 0 3
split_gain=405.344 51.7952 24.3311 13.324 11.1762 5.99902 5.03057 3.85169 3.32703 2.80088 2.44118 2.34097 1.62857 1.4663 0.875863 0.624781 0.329868 0.329545 0.293371 0.527663 0.28612 0.144304 0.0928499 0.0255452 0.000278616
threshold=0 1 2 1.5000000000000002 3 1.0000000180025095e-35 4 8.5000000000000018 5 15.500000000000002 1.0000000180025095e-35 2.5000000000000004 8.5000000000000018 7.5000000000000009 6 7 8 12.500000000000002 9 11.500000000000002 10.500000000000002 10 11 143.50000000000003 1.5000000000000002
decision_type=9 1 1 2 1 2 9 2 9 2 2 2 2 2 1 1 9 2 9 2 2 1 1 2 2
left_child=1 7 4 5 6 8 13 12 22 -4 -8 14 -1 -2 24 -13 -17 -6 19 -12 23 -20 -3 -5 -7
right_child=2 3 9 20 17 11 10 -9 -10 -11 18 15 -14 -15 -16 16 -18 -19 21 -21 -22 -23 -24 -25 -26
leaf_value=0.16465329098309897 0.030201911591177161 0.045350163858081799 -0.060727508667724805 0.082096642118512475 -0.042076285707202676 0.0010609782606483473 -0.020756006362867722 0 -0.0037663287633491528 0 0.011081642434912076 0 0 0 -0.014244956340220202 0.021284816098278477 0 0 0 0 0 -0.0052091713949400202 0 0 0
leaf_weight=83.723678044036205 40.65627914416109 73.186026539740851 410.43376917047135 58.408267297054408 49.407760742389655 4.6313752566129525 45.710304847467341 2.3107836686758665 6.7602944930549702 9.5390284237582801 42.915573732781922 3.4092010389067582 0.82161569799791223 2.2831241836975087 38.122155069591827 25.132141440211853 6.1856054588570286 0.76458332167385279 2.6068861981548253 2.8030297154255086 0.12382637547852837 14.856126508566378 0.89934292023826756 0.011031426831322189 10.959295052147354
leaf_count=329457 410575 291461 5542815 347869 605353 20225 515875 10893 56438 117825 447883 20408 4586 26497 262763 160502 65074 8829 23431 31899 1087 160637 8051 109 76485
internal_value=0 0.0877516 -0.0447186 0.0448514 -0.0103397 0.0224198 0.00283451 0.148291 0.0380118 -0.0582652 -0.00732222 0 0.163628 0.0229761 -0.00922467 0.0158624 0.0177755 -0.0413815 0.00194484 0.00615615 0.0818193 -0.00080874 0.0411057 0.0820739 0.000730761
internal_weight=0 314.685 621.976 227.829 202.004 169.285 151.831 86.8561 80.8457 419.973 108.892 88.4398 84.5453 42.9394 53.7128 34.7269 31.3177 50.1723 63.1816 45.7186 58.5431 17.463 74.0854 58.4193 15.5907
internal_count=9547027 1655408 7891619 1310472 2230979 961407 1616797 344936 355950 5660640 1179725 605457 334043 437072 359473 245984 225576 614182 663850 479782 349065 184068 299512 347978 96710
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12
cat_threshold=1048768 896 896 2 10563072 64 65 3 64 298 512 2
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=32
num_cat=12
split_feature=2 1 1 0 2 3 4 3 2 2 0 3 0 0 1 0 0 1 0 2 0 3 1 3 0 5 0 0 0 0 3
split_gain=333.997 31.3665 22.2171 10.1391 7.09793 6.44656 4.8156 4.739 3.015 2.59735 2.59705 2.07066 1.92288 1.64619 0.827067 0.745449 0.730234 0.600247 0.341951 0.321549 0.256229 0.243467 0.231947 0.131315 0.113933 0.0665741 0.0643939 0.0217368 0.0145124 0.0207171 0.000261917
threshold=0 1 2 1.5000000000000002 3 2.5000000000000004 4 1.0000000180025095e-35 5 6 20.500000000000004 2.5000000000000004 3.5000000000000004 1.0000000180025095e-35 7 7.5000000000000009 1.0000000180025095e-35 8 7.5000000000000009 9 4.5000000000000009 10.500000000000002 10 10.500000000000002 21.500000000000004 11 6.5000000000000009 143.50000000000003 11.500000000000002 2.5000000000000004 1.5000000000000002
decision_type=9 1 1 2 9 2 1 2 9 9 2 2 2 2 1 2 2 1 2 9 2 2 1 2 2 1 2 2 2 2 2
left_child=1 5 6 7 13 10 9 8 25 16 -1 14 -6 -4 30 -11 -2 -13 23 -19 -14 27 26 -7 -24 -3 -15 -5 29 -18 -9
right_child=2 3 4 21 12 18 -8 11 -10 15 -12 17 20 22 -16 -17 28 19 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31 -32
leaf_value=0.14901508717418263 -0.014422819804425458 0.040720423566384278 -0.019568043676230454 0.072355735545793429 -0.062852647453537969 0.027367763570153206 -0.026444229644931861 0.0010466332881318788 -0.0037139978532031402 0.024293958238425124 0 0 0 0.0078357671392421929 -0.013648928864223246 0 0 0.020286376826584421 0 0 -0.018330358512085636 0 -0.0053753818330280001 0 0 0 0 0 0 0.0030915576252462072 0
leaf_weight=74.801203890478064 13.234424790789488 76.57959616043081 40.863133782295336 63.403582333194208 352.19675128183735 25.737613540462924 18.940255749534117 4.6362891628887128 6.7348871870490248 55.276636185313691 0.50216059924423362 3.4092010389067582 11.218078341851649 22.856120945951265 37.583131955099816 1.4352915433919395 13.285141928863601 25.672605872357963 0.57599645073059846 6.1856054588570286 42.238448110460013 0.12382637547852837 14.384490408665439 0.21312220852996588 0.41492459591972952 0.89934292023826756 2.3517591355193863 0.011031426831322189 0.9148297995197926 6.8597306446536086 10.959295052147354
leaf_count=233232 147050 291461 492141 347869 5172349 103930 222000 20225 56438 487659 3652 20408 155132 238429 262763 14388 133223 160502 2396 65074 574401 1087 153931 1726 3987 8051 23173 109 9176 64580 76485
internal_value=0 0.0761539 -0.0425026 0.0404604 -0.0513859 0.12207 0 0.0203805 0.0339403 0.0107302 0.147828 0 -0.0575966 -0.00899943 -0.00864157 0.0199372 -0.00443841 0.0149026 0.0255893 0.0168894 -0.0161287 0.0721072 0 0.0268826 -0.00146134 0.0370281 0.0058117 0.0723354 0 0.00170121 0.000721853
internal_weight=0 338.028 596.47 236.198 486.524 101.83 109.946 172.66 84.2138 91.0061 75.3034 88.4461 405.653 80.8704 53.1787 56.7119 34.2941 35.2674 26.5267 31.8582 53.4565 63.5384 40.0073 25.9507 14.7994 77.4789 25.2079 63.4146 21.0597 20.1449 15.5956
internal_count=9547027 1655408 7891619 1310472 6813543 344936 1078076 961407 355950 856076 236884 605457 5901882 911661 359473 502047 354029 245984 108052 225576 729533 349065 419520 105656 157918 299512 261602 347978 206979 197803 96710
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12
cat_threshold=1048768 896 768 16875553 2 64 21500966 65 3 64 198 2
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=14
split_feature=2 6 1 5 2 2 0 1 1 4 4 0 4 1 0 3 0 3 3 0 3 0 3 3 1 2 0 0 0 3 3 3 3 0 0 3 0 3 3
split_gain=279.344 24.0191 22.5277 19.2737 11.4417 9.00119 6.16179 4.71427 3.7493 5.0801 2.32449 2.1325 1.83231 1.73122 1.43717 1.36219 1.18528 0.842001 0.784166 0.773349 0.771512 0.744229 0.692473 0.578255 0.475021 0.613773 0.328948 0.30704 0.538194 0.419691 0.153223 0.589818 0.129333 0.090326 0.0743913 0.0987841 0.0649648 0.0578606 0.0575212
threshold=0 1 2 3 4 5 4.5000000000000009 6 7 8 9 1.0000000180025095e-35 10 11 6.5000000000000009 3.5000000000000004 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 3.5000000000000004 10.500000000000002 10.500000000000002 1.5000000000000002 4.5000000000000009 12 13 7.5000000000000009 1.5000000000000002 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 2.5000000000000004 7.5000000000000009 60.500000000000007 1.5000000000000002 3.5000000000000004 16.500000000000004 7.5000000000000009 6.5000000000000009
decision_type=9 1 1 1 9 9 2 1 1 1 1 2 1 1 2 2 2 2 2 2 2 2 2 2 1 9 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 5 7 6 12 27 18 16 15 11 23 14 36 32 21 30 33 -3 -12 -9 -10 -18 -7 26 -26 -13 29 38 -4 -1 -32 -2 -8 35 -15 37 -5 -29
right_child=2 3 4 13 -6 10 17 20 9 -11 19 24 -14 34 -16 -17 22 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.034304667272688015 0.016108212251731938 -0.026752760785290215 0.027885664890656872 -0.061654629847754855 -0.020292896910230784 0.026356358569555635 0.13877093620777767 0.061629874122103606 0 -0.037914195537079309 0.011410179824899176 0 -0.0068037203747495084 0 0 0 0 0 0 0 0 0.024887570300758537 0 0.0029191830755400943 -0.010426548451611865 0 0.0063815539162531383 -0.01031731650778374 0 -0.01274011987338295 0 0 0 0 0 0 0 0
leaf_weight=30.341470129598747 34.030453175313596 15.64338718117506 76.479887901106849 16.915233183295648 288.54432195890695 45.270509722395218 7.9870018041328859 92.277291918020637 68.356019227918296 23.469342202617554 34.42277467596432 41.80258544782555 9.2129135713839769 11.845566655203585 1.9363702613627527 3.1909684319471117 10.531023809802717 4.343926221226865 9.6464787077493366 4.815714727905287 0.16436408087611099 1.2318659336669942 3.6296537067755699 3.8492617514639269 15.381900981396029 13.586110052121512 2.4837886565219369 11.359456060876255 10.140347894383011 5.9696348217985351 15.837154959917827 10.0950375754619 0.16180391264788241 0.15303304706321785 5.9814248062029938 1.1735513291278028 0.1038453774744984 0.091499460206249661 0.48501955209212688
leaf_count=123394 304430 58300 954848 135403 4521493 524860 72993 248039 194770 134774 462448 382412 109687 97581 21474 9111 52297 44562 44662 57415 1220 5978 19773 44080 173387 180936 24729 122713 107808 71885 110309 65567 1336 1566 44402 9518 825 738 5304
internal_value=0 0.0724991 -0.0371643 0.102865 -0.0503952 -0.00606351 -0.012063 0.119964 0.0352184 0.0452981 -0.0176712 -0.00550349 0.0206855 0.0134384 0.030043 0.0585649 0.00412063 0.0200418 0.00720436 -0.0350116 0.127997 0.0606344 0.0177448 -0.0178516 0.00265198 -0.00140715 0.00795949 -0.0226457 0 -0.025306 -0.000331066 -0.00525009 0.0339661 0.0258493 -0.00169997 -0.00469734 0.0225654 0.0276367 0.00514837
internal_weight=0 320.525 612.417 153.843 405.463 206.954 116.918 117.732 166.683 96.2482 161.613 122.374 45.3415 36.1111 36.1286 72.7789 70.4343 12.484 25.2899 39.2385 92.4417 69.5879 14.1607 49.1198 73.2544 28.968 44.2864 104.434 21.9848 82.4495 56.2737 25.9322 34.1923 8.14003 19.0005 13.0191 17.1106 17.0067 11.8445
internal_count=9547027 1356661 8190366 640688 5903172 2287194 1381679 352221 715973 344633 1850267 1330404 436927 288467 327240 209859 371340 119121 102962 519863 249259 200748 72070 568940 761464 354323 407141 1262558 235825 1026733 299270 175876 305766 74559 151501 107099 136966 136141 128017
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=64 2 896 2 22118577 10552960 7 60 2 2 2 333 768 42
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=17
split_feature=2 3 1 5 0 1 2 2 1 3 3 0 2 2 6 0 0 3 3 3 0 0 3 0 0 3 3 0 2 1 2 3 2 1 3 0 1 2 3
split_gain=235.956 23.1637 19.0776 11.9347 6.26638 4.30681 3.36176 2.50829 2.18422 2.46944 2.05439 1.65865 1.29085 1.14974 1.05655 1.57045 0.93297 0.71608 0.713956 0.700543 0.406552 0.389411 0.686349 0.344706 0.27465 0.259304 0.251016 0.207711 0.171301 0.134985 0.1208 0.117045 0.0826954 0.0674753 0.0554869 0.0370446 0.0112855 0.00340475 0.000743672
threshold=0 1.0000000180025095e-35 1 2 1.0000000180025095e-35 3 4 5 6 2.5000000000000004 1.0000000180025095e-35 15.500000000000002 7 8 9 1.0000000180025095e-35 4.5000000000000009 5.5000000000000009 3.5000000000000004 10.500000000000002 32.500000000000007 7.5000000000000009 5.5000000000000009 2.5000000000000004 17.500000000000004 10.500000000000002 4.5000000000000009 10.500000000000002 10 11 12 4.5000000000000009 13 14 1.5000000000000002 28.500000000000004 15 16 8.5000000000000018
decision_type=9 2 1 1 2 1 9 9 1 2 2 2 9 9 1 2 2 2 2 2 2 2 2 2 2 2 2 2 9 1 9 2 9 1 2 2 1 9 2
left_child=1 5 3 4 6 30 -2 21 9 16 36 -4 34 17 15 31 28 27 24 29 25 22 -6 32 -17 -16 -25 -11 -3 -14 -1 -10 -9 -18 -12 -35 -5 -33 -36
right_child=2 8 11 10 7 -7 -8 23 14 13 12 -13 19 -15 20 18 33 -19 -20 -21 -22 -23 -24 26 -26 -27 -28 -29 -30 -31 -32 37 -34 35 38 -37 -38 -39 -40
leaf_value=0.0045847447381936191 0.0041141552080127784 0 -0.058716666221261198 0.0016527104117103307 0.029115570362536605 0.09253274767397611 -0.0259033491269899 0.0036987227270550253 -0.0044856626376259577 0.032612181063904531 0 0 0 -0.00022417462655222655 0.050055748382252574 0.02620001863248328 0 0 0 0 0 0 0 -0.011800818617652111 0 0 0 0 -0.013097435803533806 -0.0485328275653754 0 0.0010652187397070267 0 0.0067778132277797835 0.0040310522921338451 0 0 0 0
leaf_weight=21.189981077121047 28.191968712038943 1.8086430559123983 282.43148004811519 1.3170003089617239 56.73965200123348 144.87391486496927 54.465167145841406 21.715276058552263 27.574677170130602 19.012258230184678 3.5164765768640791 6.4513809073978328 1.8469392675542622 5.1005582095749586 69.280643148238596 27.045346657389022 1.983666861000529 1.8903149630423275 6.7536561425731625 0.39952932921732909 0.32918050414445943 4.182789127014984 3.6997122844986725 13.082952644850591 0.47385426270920916 0.20792610743956075 1.876603403557964 0.27737053175223891 34.789259809396754 62.969157350016758 2.1592147876508561 0.56779268882382894 3.9715296187641824 9.3323179975122859 4.6047262123247492 0.28043039813201254 3.2083148787205564 2.2332619856897504 0.0090726018534040831
leaf_count=98435 343605 18735 4533525 11797 602793 435647 689680 250233 140531 111376 47937 85069 19855 49721 306345 117586 13789 9316 31121 5000 2143 48249 43249 152913 3319 1741 22199 1311 224893 879310 18520 4857 47460 54901 65463 1831 43165 9290 117
internal_value=0 0.0596209 -0.0384612 -0.0136757 0 0.0881405 -0.0165672 0.0153187 0.0297154 0.0039413 -0.0406755 -0.0559169 -0.0438831 0.0208148 0.0363913 0.0119728 -0.00537491 0.0242167 0.021341 -0.0448798 0.0492482 0.0232948 0.0271505 -0.000806143 0.0251602 0.0497421 -0.00880995 0.0318658 -0.0129198 -0.0504355 0.00101964 0 0.000558099 0.00336909 0 0.00480803 0 0.000604457 0.00400378
internal_weight=0 377.164 554.68 265.797 187.926 168.223 82.6571 105.269 208.941 74.4748 77.8712 288.883 73.3459 26.2805 134.466 64.6486 48.1943 21.1799 34.2729 65.2156 69.8177 64.6222 60.4394 40.6464 27.5192 69.4886 14.9596 19.2896 36.5979 64.8161 23.3492 30.3757 25.6868 11.5964 8.13028 9.61275 4.52532 2.80105 4.6138
internal_count=9547027 1655408 7891619 3273025 2200381 552602 1033285 1167096 1102806 485873 1072644 4618594 1017682 171724 616933 306704 314149 122003 152026 904165 310229 694291 646042 472805 120905 308086 175112 112687 243628 899165 116955 154678 297693 70521 113517 56732 54962 14147 65580
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=1048768 960 2 6 10561560 2100770 46 8388608 64 2 128 512 64 8388888 2 256 128
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=34
num_cat=14
split_feature=2 1 1 5 0 0 2 2 3 6 3 2 0 3 0 2 3 3 1 0 1 0 1 3 3 3 3 3 3 1 0 1 3
split_gain=197.86 20.2274 17.1729 10.7194 10.3667 5.38479 3.11331 2.69043 2.60408 2.93924 2.2836 2.1843 2.08048 1.94132 1.51342 1.2439 0.94294 0.674713 0.568117 0.43843 0.346748 0.295511 0.192106 0.173834 0.166649 0.125004 0.115313 0.0539785 0.0454888 0.0281096 0.0161106 0.0112131 0.000733129
threshold=0 1 2 3 1.5000000000000002 1.0000000180025095e-35 4 5 1.5000000000000002 6 2.5000000000000004 7 8.5000000000000018 1.0000000180025095e-35 15.500000000000002 8 1.5000000000000002 10.500000000000002 9 7.5000000000000009 10 2.5000000000000004 11 10.500000000000002 10.500000000000002 1.0000000180025095e-35 5.5000000000000009 1.5000000000000002 4.5000000000000009 12 143.50000000000003 13 8.5000000000000018
decision_type=9 1 1 1 2 2 9 9 2 1 2 9 2 2 2 9 2 2 1 2 1 2 1 2 2 2 2 2 2 1 2 1 2
left_child=1 12 3 5 7 6 -2 8 9 20 29 19 16 31 -4 27 -1 22 -12 26 -3 25 -17 30 -18 -13 -7 -15 -23 -10 -6 -5 -29
right_child=2 4 14 13 23 11 -8 -9 10 -11 18 21 -14 15 -16 17 24 -19 -20 -21 -22 28 -24 -25 -26 -27 -28 32 -30 -31 -32 -33 -34
leaf_value=0.1088871071518369 0.0039370094248129426 0.0065564369711970981 -0.056472434204341539 0.0016473511449504111 0.055020642766853867 0.025316501669999443 -0.024794521416446464 -0.009339998463084042 0 0.036228092535369003 0 0 0 0 0 0 0.03347886033294422 0 0.016007380853991927 0 -0.00261466274303076 -0.0092048133221939252 -0.046997087798445303 0 0 0.0051267284463116861 0 0.0039751677078713726 0 -0.012742487346271054 0 0 0
leaf_weight=74.341576076942147 28.308172403791104 30.376475093667977 266.3274361803924 1.3191782286303351 73.844678092100366 61.762667781698838 53.072674947768974 17.355010646868323 8.8122752568451688 48.532106564693095 3.3933962499213521 5.7177395059261498 2.8524574578041202 3.5164765768640791 6.4513809073978328 1.8469392675542622 53.143916072760476 0.39952932921732909 28.093952522889598 4.3962361428202703 24.68476723729691 11.851266551013394 59.986483558815962 0.12417784431454393 0.21443097024166391 17.560055295361963 3.7617855648386458 4.6233228483542916 1.8217137830069976 29.902248739032075 0.011483052825495998 3.2083148787205564 0.0090726018534040831
leaf_count=139442 343605 104923 4533525 11797 347869 642827 689680 163638 58720 147478 18974 66652 10893 47937 85069 19855 192865 5000 160502 50946 98721 140204 879310 1087 1736 200889 44015 65463 21563 208451 109 43165 117
internal_value=0 0.0528329 -0.0364585 -0.0129252 0.0271365 0 -0.015611 0.0103104 0.0145739 0.0234844 0 0.013968 0.0846556 -0.0390001 -0.0536466 -0.0422257 0.0914621 -0.0432712 0.0138337 0.02099 0 -0.00124002 -0.0488252 0.0548184 0.0331355 0 0.0245686 0 -0.008413 -0.012692 0.0550035 0 0.00394793
internal_weight=0 395.683 535.94 263.162 265.131 188.252 81.3808 191.15 173.795 103.593 70.2019 106.871 130.552 74.9093 272.779 70.3818 127.7 62.233 31.4873 69.9207 55.0612 36.9508 61.8334 73.9803 53.3583 23.2778 65.5245 8.14887 13.673 38.7145 73.8562 4.52749 4.6324
internal_count=9547027 1655408 7891619 3273025 1310472 2200381 1033285 961407 797769 351122 446647 1167096 344936 1072644 4618594 1017682 334043 904165 179476 737788 203644 429308 899165 349065 194601 267541 686842 113517 161767 267171 347978 54962 65580
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=1048768 896 960 2 10561560 64 2 2100778 8388608 3 99 512 64 256
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=17
split_feature=2 2 6 0 5 9 4 1 1 3 1 2 1 3 6 1 0 3 3 3 0 0 3 0 3 3 1 3 8 1 1 0 3 3 0 3 0 3 3
split_gain=167.46 20.6721 15.4978 10.4955 9.39301 6.87124 4.67245 3.28304 2.73756 2.71837 2.3147 1.8312 1.70152 1.20661 1.26948 1.04819 0.99808 0.982906 0.786733 1.05193 0.585939 0.557204 0.52428 0.5121 0.490317 0.487986 0.312041 0.268036 0.429801 0.248632 0.196574 0.12826 0.121281 0.112858 0.0670821 0.109317 0.0575219 0.0561603 0.0464525
threshold=0 1 2 1.5000000000000002 3 4 5 6 7 3.5000000000000004 8 9 10 3.5000000000000004 11 12 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 4.5000000000000009 38.500000000000007 1.5000000000000002 7.5000000000000009 10.500000000000002 10.500000000000002 13.500000000000002 13 2.5000000000000004 14 15 16 9.5000000000000018 1.5000000000000002 7.5000000000000009 1.5000000000000002 3.5000000000000004 16.500000000000004 7.5000000000000009 4.5000000000000009
decision_type=9 9 1 2 1 1 1 1 1 2 1 9 1 2 1 1 2 2 2 2 2 2 2 2 2 2 1 2 1 1 1 2 2 2 2 2 2 2 2
left_child=2 10 8 5 7 25 13 21 16 23 18 30 36 14 15 -5 27 -18 -2 32 -16 -4 -8 -10 -9 29 -13 28 -1 -3 33 38 -20 -7 35 -14 37 -6 -23
right_child=1 3 4 6 12 11 22 24 9 -11 -12 26 34 -15 20 -17 17 -19 19 -21 -22 31 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0016929164240093596 0 0 0.0116850346618768 0.024002675434751 0.027424494405095191 -0.017080658424714942 0.094908083818476915 0.038051870375414361 0 -0.057321577024084358 0 -0.0078495348924034376 0 0.035953154813567971 -0.006898436847724447 0 0.023608964532095912 0 0 0 0.015903703135106157 0 0 0 0 -0.0087845086223991859 0 -0.0097417664962072253 -0.033991149451212059 0 0 -0.02128616791480327 0 0 0 0 0 0
leaf_weight=5.204068237588217 9.3331392632535408 16.761943549499847 23.187853927345717 17.302261446118791 18.383996230295459 8.4531939164007746 17.0320076245298 119.78108325031644 100.35359584382968 9.2218540022586222 213.02718987723711 7.8220808673795545 12.320315672790459 8.4338888013226079 38.402774981903349 15.85143268379761 11.576964270570896 3.9773958614532594 8.5612151868263044 7.2606880415114565 0.70637777549563807 3.6476685873640231 1.3728473163137085 1.4127226684795449 0.17544201119744585 0.30913267334108141 35.641548533392779 10.536506155156529 43.083480330053135 129.65974751924659 4.0918870729728942 0.40491672878852103 19.544147722888738 0.18319014002918343 6.4852488754258948 1.2464979569776904 0.10901767636096238 0.10509097545582236 0.13743746068212193
leaf_count=18396 40869 91101 88447 86277 135403 43458 42048 248039 300433 33552 478472 13666 56060 39278 142992 39056 52292 19668 34671 21446 1775 12476 2868 5641 521 574 134986 65340 158919 324144 9878 1483 72528 908 43860 9367 771 606 480
internal_value=0 -0.0316455 0.0511743 -0.00995581 0.0726616 -0.0227284 0.0123068 0.0832288 0.0234802 0.0311044 -0.0513031 0.00209157 0.00924177 0.0228504 0.026138 0 0.000528389 0.014141 -0.00555333 -0.0128041 0.0345635 0.00388026 -0.0132349 0.0373304 0.0887609 -0.0326725 -0.00535251 -0.00319448 -0.00676871 -0.0331213 0.017581 0.0140647 -0.0191172 0.0213058 -0.00342173 -0.0058958 0.0194534 0.0237339 0.0154321
internal_weight=0 559.751 371.351 302.024 185.985 202.923 99.1016 147.334 185.367 110.988 257.726 56.1919 38.6502 80.6967 72.2628 33.1537 74.3784 15.5544 44.6992 35.3661 39.1092 27.3779 18.4049 101.766 119.957 146.731 43.4636 58.8241 48.2875 146.422 12.7283 4.19002 28.1054 8.63638 20.0521 13.5668 18.5981 18.4891 3.78511
internal_count=2872749 1620995 1251754 973009 597513 618715 354294 351446 654241 339626 647986 202896 246067 309378 270100 125333 314615 71960 169514 128645 144767 102886 44916 306074 248560 415819 148652 242655 177315 415245 54244 14439 107199 44366 109287 65427 136780 136009 12956
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=64 816398 2 2 1 2 7 60 768 9503360 333 2 796 64 12 256 904
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=19
split_feature=2 1 3 8 5 0 1 2 0 2 2 1 3 6 2 8 0 0 3 3 1 0 6 0 0 3 3 3 2 3 0 1 3 1 2 1 3 3 0
split_gain=141.843 15.0658 13.5318 12.0083 9.5026 4.48671 3.19892 2.89484 1.92813 1.8698 1.85915 1.7993 2.94605 2.34553 1.90445 1.57423 1.47128 1.35161 1.05368 0.662559 0.585776 0.553207 0.484649 0.392448 0.28499 0.19514 0.160413 0.159986 0.143067 0.142912 0.132036 0.12938 0.103378 0.0987081 0.0756654 0.122392 0.0662796 0.0560843 0.0455596
threshold=0 1 1.0000000180025095e-35 2 3 1.0000000180025095e-35 4 5 3.5000000000000004 6 7 8 2.5000000000000004 9 10 11 8.5000000000000018 1.5000000000000002 1.0000000180025095e-35 10.500000000000002 12 1.0000000180025095e-35 13 7.5000000000000009 2.5000000000000004 3.5000000000000004 1.0000000180025095e-35 4.5000000000000009 14 10.500000000000002 10.500000000000002 15 11.500000000000002 16 17 18 5.5000000000000009 4.5000000000000009 59.500000000000007
decision_type=9 1 2 1 1 2 1 9 2 9 9 1 2 1 9 1 2 2 2 2 1 2 1 2 2 2 2 2 9 2 2 1 2 1 9 1 2 2 2
left_child=2 4 3 6 5 7 28 -2 -3 -6 23 13 15 21 32 20 29 -17 -11 -20 -13 27 34 36 26 30 -12 -4 -1 -15 -23 -19 -14 -24 -8 -36 -7 -26 -10
right_child=1 8 11 -5 9 10 22 -9 38 18 24 12 14 16 -16 17 -18 31 19 -21 -22 25 33 -25 37 -27 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.040332547113660626 0.0045771352767173378 -0.05510194477080587 -0.0061038242854913848 0.093800443283822393 0 0.023902252294798594 0 -0.022763629774383974 -0.006412999107085377 0 0 0 0.029393588124747599 0.04833878168469307 -0.0023103234415796647 -0.018015298284071845 0 0.0049236831981107065 -0.046276403136582669 0 0.016000283364839614 0.013925682914755214 0 0 -0.0090612428398151972 0 0.005833677061195643 0 0 0 0 0 0 0.0091790562395480512 0 -0.0056609153048511919 0 0 0
leaf_weight=61.161392517438799 27.890107462088054 217.200851636484 15.788080531354355 62.151593313858029 10.61748226349664 62.809847564956726 1.3295093251363141 50.625842282064696 29.835353512418809 3.6038961732629096 5.6173236948379808 2.5635795516136568 43.411212334627635 41.4425328799407 9.1341468521786719 48.051716582245717 1.2737231839928416 13.368591889346133 55.616547491099482 0.35897243947692814 9.9979455743232375 17.392135935304402 3.8258067445203778 4.3739526468052636 11.785210206340706 4.5653712579223784 17.242395179022424 1.9159081002144365 3.5031476801377712 0.11940216441143903 0.46260096332116418 17.929410183707663 0.15410693833837186 31.430127518651716 6.642170947532577 29.949756508052815 3.7032521673536385 1.7482732629432565 0.64519675076007743
leaf_count=121112 127718 515925 50537 161573 26047 251172 6582 110032 64342 11456 28258 11990 221847 112885 32375 197551 4350 62047 125178 610 42586 48952 16840 9771 50739 16681 89993 7464 15553 309 1797 99036 186 80284 32961 90989 8665 7049 1074
internal_value=0 -0.0326868 0.0424049 0.0621377 -0.0108161 0.000549984 0.0247939 -0.0133826 -0.0496017 -0.0361306 0.0136284 0.0203274 0.00615231 0.0309041 0.0209057 -0.00240428 0.0455008 -0.00952394 -0.0387464 -0.0453376 0.0103416 0.00265078 0.0015877 0.0199353 -0.000519114 0.0106259 0.000261296 -0.00149103 0.0375458 0.0480913 0.0128242 0 0.0256375 0.00878069 -0.00137366 -0.00339888 0.0232922 -0.00811947 -0.00575803
internal_weight=0 503.675 427.564 199.994 255.993 185.796 137.842 78.5159 247.681 70.1969 107.28 227.57 144.611 82.9598 52.6995 91.9112 42.8357 79.3497 59.5794 55.9755 12.5615 40.1241 73.1774 70.8871 36.3932 22.4201 22.8597 17.704 64.6645 41.5619 17.8547 31.298 43.5653 35.2559 37.9214 36.5919 66.5131 13.5335 30.4806
internal_count=2864516 1428029 1436487 525894 846688 683397 364321 237750 581341 163291 445647 910593 667618 242975 254408 413210 117544 358634 137244 125788 54576 125431 227656 269608 176039 67430 118251 58001 136665 113194 50749 161083 222033 97124 130532 123950 259837 57788 65416
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1048768 960 1 2 930 10561560 29360641 2100778 896 2 64 12 10 2 64 97 4 1048576 4
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=14
split_feature=2 2 1 0 1 8 4 0 1 6 0 5 3 0 3 3 3 0 3 5 3 3 1 8 3 3 1 3 3 3 3 0 0 0 3 0 1 0 3
split_gain=123.161 13.8182 12.7218 9.24584 6.07578 4.0352 2.30285 2.16984 2.10286 1.70731 1.42788 1.02437 2.94984 1.56196 0.935035 0.701333 1.10355 0.632517 0.529065 0.447361 0.431827 1.46093 1.39582 0.605269 0.413681 0.395825 0.331439 0.315873 0.188183 0.180329 0.163806 0.135084 0.099466 0.033078 0.0166814 0.0128111 0.0121929 0.0105611 0.00874571
threshold=0 1 2 2.5000000000000004 3 4 5 15.500000000000002 6 7 8.5000000000000018 8 1.5000000000000002 3.5000000000000004 2.5000000000000004 1.5000000000000002 4.5000000000000009 1.0000000180025095e-35 7.5000000000000009 9 3.5000000000000004 1.0000000180025095e-35 10 11 7.5000000000000009 10.500000000000002 12 1.0000000180025095e-35 1.0000000180025095e-35 5.5000000000000009 6.5000000000000009 3.5000000000000004 3.5000000000000004 28.500000000000004 10.500000000000002 60.500000000000007 13 143.50000000000003 1.0000000180025095e-35
decision_type=9 9 1 2 1 1 1 2 1 1 2 1 2 2 2 2 2 2 2 1 2 2 1 1 2 2 1 2 2 2 2 2 2 2 2 2 1 2 2
left_child=2 4 10 5 6 14 9 -6 15 27 25 13 28 -5 26 38 -17 -11 19 -8 21 23 -23 -7 37 -1 -4 32 -13 -22 -19 -29 -2 34 -14 -9 -16 -15 -3
right_child=1 8 3 11 7 20 18 35 -10 17 -12 12 33 24 36 16 -18 30 -20 -21 29 22 -24 -25 -26 -27 -28 31 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.066480071882674269 -0.0086640470069745835 0.0016103413732007407 0 0 -0.030789522161922156 0.010896990581374196 -0.020229216906575892 0.0022282711062088386 -0.053682758529118441 0 0 0 0.024766860735062114 0.06309234195981693 0.00062374019294655285 -0.020240491485284395 0 0.023478907708931136 0 0 0.010773452865545865 0.00098351156193128499 -0.017514174365278221 0 0 0 0.035404162007936904 0.0052799001780628324 -0.015248117180204177 0 0 0 0 0 0 0 -0.0015555489275572184 0 0
leaf_weight=151.94649478195061 21.456131340237338 9.365095625493268 3.6099040709450492 10.292078857019076 95.695661950416252 23.113735696431831 18.888490523062501 2.2805124744991185 193.15315968220239 22.280077297513344 3.0751223768747868 0.37352853489574123 6.8679136456048573 29.469137726657216 1.7393169350616517 18.894744488112341 7.2067617549328125 39.644205904492992 2.3429404871640136 10.732666039752081 12.426387915846137 26.341766565499711 52.124574910609226 82.428668010434194 0.25094249364337784 0.223839994512672 19.077792463576777 28.887914850234665 10.115422482471331 3.7726730205176855 0.31631511565501469 5.7377830046607405 2.4743540716881389 0.05995820910175087 0.030031615518964716 0.39505855017341662 3.6786176302775848 0.0063629471551384089 8.3688525117031531
leaf_count=334188 84406 40879 16545 32947 217383 70435 36130 6077 478860 71769 9297 2295 44409 96062 8992 66973 20919 180634 3801 17732 51806 135863 217824 259560 892 601 63560 128638 69950 14612 1241 22989 10965 418 37 619 17789 32 31793
internal_value=0 -0.0310828 0.0388332 0.0193811 -0.0100132 0.00682181 0.00167312 -0.0255666 -0.0476564 0.00941101 0.061798 0.048611 0.00116044 0.0556528 0.0277308 -0.00458011 -0.0126627 0.0181627 -0.0128565 -0.0161407 0 -0.00236524 -0.0115081 0.00326138 0.0623896 0.0662755 0.0366411 0 -0.0135603 0.00821925 0.0229206 0.00212128 -0.00729235 0.024463 0.0246653 0.000992199 0 0.0630749 0.00055351
internal_weight=0 488.121 441.024 285.779 251.132 228.313 152.761 98.3712 236.989 120.797 155.245 57.4654 17.4469 40.0185 28.1056 43.8355 26.1015 62.2406 31.9641 29.6212 200.208 184.009 78.4663 105.542 29.7264 152.17 22.6877 58.5562 10.489 16.1991 39.9605 34.6257 23.9305 6.9579 6.89795 2.67557 5.41793 29.4755 17.7339
internal_count=2869922 1421808 1448114 1104028 782384 856986 558305 224079 639424 500642 344086 247042 117109 129933 106886 160564 87892 253644 57663 53862 750100 683682 353687 329995 96986 334789 80105 246998 72245 66418 181875 151627 95371 44864 44446 6696 26781 96094 72672
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=1114304 31492657 896 960 12 2 768 2 2 1 68 2 6 36
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=36
num_cat=11
split_feature=2 2 6 0 1 3 5 1 1 3 2 3 3 0 3 0 0 3 3 0 4 0 3 0 8 0 3 0 3 3 1 0 3 0 3
split_gain=105.718 14.5558 10.9973 8.00354 6.0964 5.17381 4.25617 2.71439 2.0453 1.44298 1.2154 1.07014 1.05907 0.996944 0.997473 0.359757 0.35406 0.320387 0.445878 0.349999 0.288611 0.249384 0.20949 0.205964 0.181037 0.170282 0.129435 0.040761 0.0395074 0.0332236 0.0408844 0.0172435 0.0110121 0.00932877 0.000296766
threshold=0 1 2 4.5000000000000009 3 1.0000000180025095e-35 4 5 6 2.5000000000000004 7 1.0000000180025095e-35 7.5000000000000009 2.5000000000000004 1.5000000000000002 60.500000000000007 10.500000000000002 2.5000000000000004 5.5000000000000009 2.5000000000000004 8 32.500000000000007 3.5000000000000004 2.5000000000000004 9 5.5000000000000009 10.500000000000002 28.500000000000004 11.500000000000002 3.5000000000000004 10 1.0000000180025095e-35 10.500000000000002 24.500000000000004 1.0000000180025095e-35
decision_type=9 9 1 2 1 2 1 1 1 2 9 2 2 2 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 1 2 2 2 2
left_child=2 12 8 4 6 -4 20 21 13 16 29 -8 -2 22 34 28 -10 19 33 -9 23 26 24 -3 -1 -21 -7 32 -12 30 -5 -24 -16 -19 -15
right_child=1 3 5 10 -6 7 11 17 9 -11 15 -13 -14 14 27 -17 -18 18 -20 25 -22 -23 31 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36
leaf_value=0 -0.050728085524347127 0.0085634017001431327 0.071139995040677126 0 -0.034216969821173858 0.036264775418693954 0 -0.0091309624419448482 0.027482710463564566 0 0.031417647799853642 -0.02751398796036672 0 0 0.022651157830162444 0 0 0.012157623180087347 0 0.0071182121442261151 0 0 0.0022775434365088446 0 -0.0080304311548325177 0 0 0 0 0 -0.0040661756721449413 0 0 0 -0.00028670804234829224
leaf_weight=1.4826824472474982 197.28673605258882 105.39564829626397 99.682824843424896 1.2724456373543942 83.12441707351536 72.714781290691462 3.3363513826916451 22.817542771517765 104.87795508353156 23.936323775167693 24.024147337902843 34.836865511795622 3.9361873665693556 6.7339802436617919 5.0578494160290566 0.50842924004245915 1.4536911183604377 16.359458190039739 2.254051235759106 3.6066903932951373 14.818653311056549 0.29471256530814471 3.2423415250668759 16.654119314131094 58.93137437209225 5.9418448219876154 0.151532861047598 0.081675084365997352 0.054464900858873899 0.83455616785795417 4.8221443833754165 2.1994309068541043 0.021873109260923118 0.036296800972194343 6.1022598649287829
leaf_count=6411 552904 402898 204573 2460 224489 211692 10590 103097 274650 93980 79904 79262 9739 22552 25687 763 5710 73136 8202 15941 26317 1214 13817 85714 237782 30243 409 411 86 2336 13443 10144 51 171 34071
internal_value=0 -0.0284308 0.0363671 -0.00992048 -0.0170688 0.0524032 -0.00188666 0.0245006 0.0154831 0.0215367 0.0219137 -0.0237276 -0.047771 0 0.012496 0.0254078 0.0268566 0 0.00687614 -0.00380649 0.00546464 0.0325226 -0.00508093 0.00719402 -0.00710913 0 0.036064 0.0222899 0.0312853 0 -0.00303391 0 0.0225747 0.0120699 0
internal_weight=0 490.905 437.981 289.682 258.166 223.86 175.042 124.177 214.121 130.268 31.5162 38.1732 201.223 83.8535 17.9976 24.587 106.332 51.0159 18.6498 32.3661 136.868 73.161 65.8558 122.05 60.4141 9.54854 72.8663 5.1614 24.0786 6.92915 6.09459 5.44177 5.07972 16.3958 12.8362
internal_count=2864849 1490905 1373944 928262 829270 648678 604781 444105 725266 374340 98992 89852 562643 350926 82772 80753 280360 230790 81509 149281 514929 213315 268154 488612 244193 46184 212101 26149 79990 18239 15903 23961 25738 73307 56623
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11
cat_threshold=192 816390 2 992 2 920 60 4196865 2 8 68
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=20
split_feature=2 2 6 0 1 5 4 1 5 1 0 1 3 1 1 2 1 3 3 1 9 0 3 3 3 2 3 0 0 0 3 1 1 0 1 3 3 0 3
split_gain=90.3955 14.946 8.59146 7.56359 6.61864 3.92845 3.78414 2.49751 1.9925 1.72933 1.4982 1.91482 1.88067 1.28857 1.03207 0.882221 0.848717 1.34758 0.837968 0.682574 0.658303 0.561959 0.534774 0.491824 0.457508 0.327898 0.270875 0.244217 0.24019 0.230051 0.22542 0.209913 0.142355 0.127781 0.0993248 0.0980148 0.08565 0.0672451 0.0618935
threshold=0 1 2 1.5000000000000002 3 4 5 6 7 8 1.0000000180025095e-35 9 1.0000000180025095e-35 10 11 12 13 1.0000000180025095e-35 1.5000000000000002 14 15 1.5000000000000002 3.5000000000000004 7.5000000000000009 6.5000000000000009 16 10.500000000000002 28.500000000000004 60.500000000000007 13.500000000000002 3.5000000000000004 17 18 9.5000000000000018 19 1.0000000180025095e-35 1.5000000000000002 16.500000000000004 7.5000000000000009
decision_type=9 9 1 2 1 1 1 1 1 1 2 1 2 1 1 9 1 2 2 1 1 2 2 2 2 9 2 2 2 2 2 1 1 2 1 2 2 2 2
left_child=2 16 10 4 -3 7 14 21 18 35 12 -12 13 -1 15 -5 17 -2 31 -20 -10 -4 34 -8 36 29 -9 30 -17 -16 -13 -6 -24 -23 -14 -7 -19 38 -11
right_child=1 3 5 6 8 9 23 26 20 37 11 27 22 -15 25 28 -18 24 19 -21 -22 33 32 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0058655661183151016 -0.039243658148028743 -0.0016972665651064714 0 0 0 -0.017012341812067806 0.062772077470790541 -0.022610999439110307 0.019689173604111807 0 0.033085900854867685 0 0.019182054630471426 0.010290525592132834 0.031634974923139679 -0.053089781774560522 0 0 0.013979021071544893 0 0.014072279837464969 0.0057797295247839766 0 0 -0.0047412390833749879 0 0 0 0 0 -0.0049919995303136112 -0.00023651612533578245 0 -0.012968234132860013 -0.0093701860728637783 -0.019467781350771068 0 0
leaf_weight=23.946007870879839 8.7276426889002305 63.686887321691756 24.924635767194562 6.1582141631915874 18.009917042134475 0.45730130349693254 16.993368914660099 149.32801845661015 22.977113563742023 25.975221254426295 31.970949827365985 60.144661295591504 12.773588742900754 34.659014227305306 13.519879781262715 46.722898697567871 139.05171479083583 7.464791461563439 7.9005322015145794 39.835679058964161 9.3221812535193731 4.1876068840356302 2.5407254985548207 1.493587930817738 1.7687101714836888 21.934690285761462 0.16444122123357274 0.33451013827288889 0.33112101880396849 1.2632717129745277 5.4608699600066748 57.880745953774749 4.10292861254129 0.44922074282658275 25.485283000300115 14.13308083997981 23.392451973919378 0.15965061276074166 0.14430043250467761
leaf_count=85027 30811 175629 88449 28705 63010 2468 44969 248039 56779 169561 122150 167869 56805 74325 46055 229484 380946 22417 18600 149146 23331 12954 13320 3216 3760 67511 506 1355 575 4154 18724 192545 14564 1485 102694 77058 64301 1088 872
internal_value=0 -0.025249 0.0347805 -0.00898271 -0.0194823 0.0491979 0.00908228 0.0554081 -0.00252134 0.00581959 0.0149079 0.022709 0.00183692 0.01283 0.0183939 0.0233674 -0.0464668 -0.00535568 0.00218817 0.0106247 -0.0181408 0.000617291 -0.00789775 -0.0133817 -0.0153748 0 0.0593182 0.0283442 0.0275003 0.00586855 0.031758 -0.00179206 0 0.0125924 -0.0121157 -0.00658128 -0.0178447 0.0161696 0.0193814
internal_weight=0 508.435 421.342 328.03 219.613 219.923 108.417 179.054 155.926 40.8696 201.419 97.911 103.508 58.605 89.9301 53.2122 180.405 41.3536 123.627 47.7362 32.2993 29.5615 44.9025 18.487 32.626 36.7178 149.492 65.94 47.054 14.7832 65.6055 75.8907 6.64365 4.63683 38.2589 14.5904 30.8572 26.2792 26.1195
internal_count=2865257 1605944 1259313 1103709 679040 602480 424669 351433 503411 251047 656833 310098 346735 159352 376484 258764 502235 121289 423301 167746 80110 102888 187383 48185 90478 117720 248545 187948 230059 50209 186593 255555 27884 14439 159499 79526 86718 171521 170433
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=64 554246 2 27 2 2 7 2 658 104 29 856 4260360 769 36 1 1114768 544 108 322
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=19
split_feature=2 1 3 8 5 0 1 2 0 2 0 3 1 3 2 3 1 2 3 2 3 1 2 8 8 0 0 0 0 3 0 3 2 0 0 0 6 2 3
split_gain=77.1126 11.265 8.76698 13.8718 6.65086 3.65738 2.47603 2.02735 1.88103 1.90434 1.81774 5.29151 3.7882 3.59402 1.81581 1.56941 1.45753 1.40522 0.927713 0.763198 0.71852 0.678381 0.587678 0.549891 0.538523 0.364531 0.32384 0.295785 0.248127 0.231221 0.22527 0.191741 0.177539 0.143019 0.0992296 0.0814143 0.0598461 0.100533 0.051308
threshold=0 1 1.0000000180025095e-35 2 3 1.0000000180025095e-35 4 5 1.5000000000000002 6 1.5000000000000002 1.5000000000000002 7 3.5000000000000004 8 4.5000000000000009 9 10 1.0000000180025095e-35 11 5.5000000000000009 12 13 14 15 5.5000000000000009 7.5000000000000009 59.500000000000007 2.5000000000000004 8.5000000000000018 32.500000000000007 1.0000000180025095e-35 16 18.500000000000004 28.500000000000004 3.5000000000000004 17 18 4.5000000000000009
decision_type=9 1 2 1 1 2 1 9 2 9 2 2 1 2 9 2 1 9 2 9 2 1 9 1 1 2 2 2 2 2 2 2 9 2 2 2 1 9 2
left_child=2 4 3 6 5 7 22 -2 19 34 12 21 24 23 -6 30 -5 26 -16 -3 -20 25 -1 -14 -4 35 -7 -11 31 -15 -13 -19 -23 -34 -10 -12 37 -8 -30
right_child=1 8 10 16 14 17 36 -9 9 27 11 15 13 29 18 -17 -18 28 20 -21 -22 32 -24 -25 -26 -27 -28 -29 38 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.025928093128555648 0.0029807561482498835 0 0.020938899633058724 0 0 0.021175209505450605 0 -0.019614118725407702 0.0078561400212690761 -0.022093158610510592 0 0.042362980975488088 0 0.015343739207145319 0 0 0.077656617756895738 0 -0.041980714878787129 -0.052805853642156099 0 0 0 -0.019732955649019668 0 0 0 0 -0.0083852280060234246 0 0 0.0065201342422974585 -0.015570036520755452 0 0 0.013082868404851029 0.0017609089287116348 -0.0042377219442898675 0
leaf_weight=72.718843078357168 27.971421250786079 22.48731878313265 50.111427910895145 7.7933305355545599 10.166983781844465 68.198910234452342 1.3448330223036464 47.075709094780905 14.503017110851939 38.02732374120751 6.9200022564473311 41.636163997063704 10.610098295481293 15.945111461885972 3.4662676142834234 7.4969336554131578 68.611095168256725 5.4207789407519185 44.108793852919916 133.73838049034384 3.9218101432816175 0.70170887848507846 3.9225062195328055 67.114362505963072 16.687803253516904 6.0697079402889349 4.3412500273698233 0.35202303146070235 11.476907731725076 0.74784404736419752 0.22071361009875445 16.937985284475872 19.739013660466306 0.56744407391670293 0.68068446236429814 2.717796975368401 39.753380291644135 37.262376344828226 1.7448382922229928
leaf_count=121268 112017 47527 182207 31088 26327 298035 6572 103200 35346 97568 13490 157641 41986 57267 10614 27934 136160 28030 104183 397116 9005 4969 15681 235571 67925 22586 13692 610 39979 2495 935 89799 92510 2673 1155 6305 97755 122722 6515
internal_value=0 -0.0264144 0.0287419 0.0430211 -0.00767205 0.00132071 0.0138007 -0.011474 -0.0423553 -0.0102509 0.0121254 0.0223111 0.00247141 -0.00777327 -0.0301839 0.0373353 0.0709152 0.0129368 -0.0333345 -0.0506013 -0.0397709 -0.00109498 0.0234072 -0.0183341 0.0170173 0.00409865 0.0181732 -0.0183485 0 0.0134959 0.0419256 0.0012207 -0.00985733 -0.0121247 0.00510202 0.0109882 0 -0.00236017 -0.00745672
internal_weight=0 454.62 478.692 231.406 244.832 183.168 155.002 75.0471 209.789 53.563 247.286 86.0695 161.217 94.4174 61.6639 49.3538 76.4044 108.121 51.4969 156.226 48.0306 36.7157 76.6413 77.7245 66.7992 15.7075 72.5402 38.3793 35.5805 16.693 41.8569 22.3588 21.0082 20.3065 15.1837 9.6378 78.3606 38.6072 13.2217
internal_count=2868458 1420718 1447740 531246 841396 691267 363998 215217 579322 134679 916494 329043 587451 337319 150129 186510 167248 476050 123802 444643 113188 142533 136949 277557 250132 42381 311727 98178 164323 59762 158576 117829 100152 95183 36501 19795 227049 129294 46494
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1114304 960 1 2 930 10496024 2373652 837 8389120 6 2100778 16777253 928 64 12 5 128 2 1048576
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=21
split_feature=2 2 3 8 0 1 1 4 0 3 1 6 1 5 2 0 2 1 0 5 3 3 9 0 3 3 9 1 1 0 3 1 3 3 1 3 3 1 3
split_gain=68.2896 12.5414 6.46741 10.7094 6.2169 5.8242 2.82185 2.71314 2.48198 7.38901 2.24077 1.99632 3.01705 1.60835 1.4398 1.87969 1.1797 1.12801 0.593803 0.571451 0.503368 0.917664 0.462101 0.549744 0.400481 0.681095 0.394438 0.331948 0.328071 0.27864 0.240211 0.174792 0.117994 0.096266 0.0663794 0.0580486 0.0410789 0.0403029 0.028443
threshold=0 1 1.0000000180025095e-35 2 4.5000000000000009 3 4 5 2.5000000000000004 1.5000000000000002 6 7 8 9 10 2.5000000000000004 11 12 5.5000000000000009 13 1.5000000000000002 3.5000000000000004 14 38.500000000000007 1.5000000000000002 4.5000000000000009 15 16 17 32.500000000000007 3.5000000000000004 18 10.500000000000002 1.5000000000000002 19 10.500000000000002 3.5000000000000004 20 11.500000000000002
decision_type=9 9 2 1 2 1 1 1 2 2 1 1 1 1 9 2 9 1 2 1 2 2 1 2 2 2 1 1 1 2 2 1 2 2 1 2 2 1 2
left_child=2 10 3 6 5 7 -1 14 11 18 24 17 13 35 15 -3 36 33 27 34 -14 -22 23 38 -2 -26 -7 -10 -16 32 -19 -20 -11 -4 -9 -13 37 -6 -18
right_child=1 4 8 -5 16 26 -8 19 9 29 -12 12 20 -15 28 -17 22 30 31 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0042785456371489941 0.0016821077878489477 0.019408216206344385 0 0.066603952899476335 0 -0.0344166871100395 0.020163247786305051 0.0024437388271747081 0.0086467325589218279 0.050236457263979087 -0.048763751253464202 0.032049952613255224 0.0012832091050584719 0 0 -0.0041604879691787937 0.032433611015934123 -0.016956778597405981 0 -0.022943480643285406 -0.016164186543686471 0.00036941615825490767 0 0 -0.015310281742137669 0 0 -0.00057733738484929797 -0.0072066661870206971 0 0 -0.012293024343774243 0 0.0051626480455678391 -0.0027467798285097204 0 0 -0.0042609432442091196 0
leaf_weight=31.026096957895788 14.254191356012596 69.651708617780969 8.0528951928645238 75.211426152702188 1.3083874380172344 79.776529128801485 115.55947417278367 4.9023176331320428 6.0170567673703772 25.904007114644635 141.50030808923111 38.13423368914664 6.5289980943853143 13.839263524590931 30.183005694554595 10.691686941485385 20.589366732179776 35.012732820956444 3.9026258830053848 24.503384616764379 28.439232326076308 6.861499255130183 6.8248057168602854 0.75775733590853533 16.048812191438632 6.5253403585738843 4.1127729942600117 3.2488688732846658 39.742957381135056 0.22458034207374922 6.7893434307698035 13.582921621688003 0.094136255560441806 25.145944691212208 12.439316504118326 0.07825194021279358 0.85501998462859763 4.9133151927380823 0.037792477436595528
leaf_count=81373 49766 298212 22081 136939 2509 241002 238930 8732 12673 81052 422315 64362 20484 73213 134619 51408 73425 121513 16569 59694 133556 24762 29577 1963 33329 16916 11251 15684 135727 865 27391 64251 229 116173 27860 254 2366 13131 63
internal_value=0 -0.0229706 0.0289705 0.041725 -0.00749194 -0.0137344 0.0135739 -0.000488257 0.0127273 0.027724 -0.0422932 0.00304235 0.0121696 0.0227233 0.0048343 0.0121715 0.0194671 -0.00573821 -0.00310421 -0.017883 -0.00347222 -0.00966307 0.0231443 0.0303831 -0.00108256 -0.00870412 -0.0305874 0.00185728 -0.00266806 0.0493847 -0.0132215 -0.0115634 0.0499839 0.00244577 0 0.0318984 -0.000164189 -0.00337424 0.0323347
internal_weight=0 489.619 443.654 221.797 311.29 276.004 146.586 192.114 221.857 52.9742 178.329 168.882 93.8815 52.0517 150.269 80.3434 35.2864 75.0009 26.7515 41.845 41.8297 35.3007 28.2097 21.3849 36.8283 22.5742 83.8893 9.26593 69.926 26.2227 41.8021 17.4855 25.9981 33.1988 17.3416 38.2125 7.07672 6.2217 20.6272
internal_count=2866219 1613865 1252354 457242 1091539 968505 320303 716252 795112 191323 522326 603789 316631 137829 619966 349620 123034 287158 109177 96286 178802 158318 105028 75451 100011 50245 252253 28357 270346 82146 148904 80820 81281 138254 36592 64616 18006 15640 73488
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=65600 816390 1 992 24 2 768 2 916 2 10486424 4196865 327 2 1 1 992 288 776 64 68
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=22
split_feature=2 1 3 8 4 0 2 0 3 1 3 1 0 1 3 8 5 3 2 0 1 2 1 1 0 3 2 0 1 0 2 1 1 0 3 8 2 0 0
split_gain=58.9685 10.7765 6.50178 8.99333 4.46898 3.41471 2.5891 2.43247 5.79775 2.01524 1.95154 1.78646 1.7302 1.5909 0.985364 1.29067 0.961933 1.12849 0.948138 0.904978 0.766584 0.72558 0.658195 0.603198 1.1255 0.556913 0.377617 0.334718 0.293382 0.288666 0.444399 0.262867 0.258396 0.246006 0.202887 0.169212 0.158843 0.131022 0.130493
threshold=0 1 1.0000000180025095e-35 2 3 1.5000000000000002 4 2.5000000000000004 1.5000000000000002 5 1.0000000180025095e-35 6 1.0000000180025095e-35 7 3.5000000000000004 8 9 5.5000000000000009 10 4.5000000000000009 11 12 13 14 6.5000000000000009 4.5000000000000009 15 5.5000000000000009 16 7.5000000000000009 17 18 19 32.500000000000007 7.5000000000000009 20 21 18.500000000000004 3.5000000000000004
decision_type=9 1 2 1 1 2 9 2 2 1 2 1 2 1 2 1 1 2 9 2 1 9 1 1 2 2 9 2 1 2 9 1 1 2 2 1 9 2 2
left_child=2 4 3 9 6 18 23 11 20 -1 21 35 25 -5 15 28 26 -18 -3 22 27 -7 -11 -2 -25 -8 -6 38 -13 30 -14 -21 -16 -10 -34 -4 -12 -22 -9
right_child=1 5 7 13 16 10 12 8 33 19 36 14 29 -15 32 -17 17 -19 -20 31 37 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=0.026746936596943029 0 0 0.01661039669144649 0 0.0050888522682263453 0.01373576449469462 -0.018626505770141008 0 0.043809420484895639 0.0027534624660220212 0 0 0.0085384233693498578 0.065754575752448696 0 -0.012909029690191285 -0.033742002222083615 0 -0.049079527137627199 0 -0.014433798226514411 -0.0011599982610386616 -0.0082993995111835597 0.024731075997994387 0 0 -0.0070644199321997503 0 0.0087351507889983516 -0.0026868542404616903 0 0.016094509468475331 0.013773442511159684 0 0 0 -0.017826227166502125 0 0.01334347034980919
leaf_weight=33.353408324845077 12.492334719139762 21.854231540673936 32.875919602032809 7.8998412478613318 10.432549766752343 10.115437866901628 48.645238691562554 2.3808578169409866 28.401375252258735 67.01083496199135 7.3127665150896064 2.3797240006097127 59.498312290299509 75.194827506478759 10.661779099806152 93.157927179425315 34.8948706063602 3.8470992950315113 130.84382676134555 3.3556438188388711 16.742319338969544 8.5629330156298256 45.040443643643812 44.555361558363074 2.2016753611533195 3.7254885020229258 9.4959977756298048 5.7947729751103907 13.336357774838687 8.0209415522695036 19.948115373001201 5.6503469874296552 9.5498780759080546 0.23206127595767512 0.7503164179070162 9.5510120463586627 30.579815479959507 0.56759009592496923 2.6425293641805183
leaf_count=55258 34091 47224 87377 29363 23316 29956 131140 4412 85915 143017 17406 11051 261758 119010 32179 361675 91057 10032 417267 6185 82138 24019 125862 214296 6631 11800 19642 21059 49526 23784 95109 14979 41003 905 2837 27344 97767 2611 5662
internal_value=0 -0.0222988 0.0259066 0.0378839 -0.00530022 -0.0378223 0.00126262 0.0103785 0.0244516 0.012601 -0.0064392 0.00131924 -0.00492145 0.0599895 -0.00346237 -0.00857656 -0.0244437 -0.0301769 -0.0469107 0.00116598 -0.00195876 0.00682112 -0.000782353 0.0148546 0.0187148 -0.0162371 0 0.00428161 0.00409 0.00129738 0.00506693 0.0153547 0.0059461 0.0432402 0.00933767 0.0140108 -0.0175202 -0.011018 0.011344
internal_weight=0 467.027 466.53 237.505 257.758 209.269 199.087 229.024 56.7615 154.411 56.571 172.263 139.838 83.0947 129.836 108.874 58.6705 38.742 152.698 121.057 28.1281 18.6784 112.051 59.2494 46.757 52.3707 19.9285 10.8182 15.7161 87.4674 79.4464 9.00599 20.962 28.6334 10.3002 42.4269 37.8926 17.3099 5.02339
internal_count=2865663 1556295 1309368 493674 922656 633639 778609 815694 202702 345301 169148 612992 523591 148373 498271 422252 144047 101089 464491 290043 115882 53975 268879 255018 220927 142940 42958 31133 60577 380651 356867 21164 76019 86820 43840 114721 115173 84749 10074
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1114176 960 1 2 10495624 770 772 6 12 2 16777253 928 2898344 228 64 2208 10 2338 160 192 5 8396820
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=15
split_feature=2 0 1 2 1 5 1 8 3 3 1 3 0 0 2 1 3 5 0 1 3 3 0 0 6 9 0 3 3 3 3 3 3 3 3 3 0 3 1
split_gain=52.864 8.62796 9.24219 7.54696 3.90349 3.02358 2.93561 2.43239 1.5022 1.4476 1.06175 1.17874 0.939384 0.915147 0.873659 0.799943 0.722489 0.663216 0.569982 0.503713 0.440397 0.380536 0.342242 0.259419 0.240993 0.226506 0.162376 0.14606 0.135405 0.135323 0.130498 0.10403 0.0998751 0.0879738 0.0749629 0.0619711 0.0532332 0.0383062 0.0317667
threshold=0 1.5000000000000002 1 2 3 4 5 6 4.5000000000000009 2.5000000000000004 7 1.5000000000000002 3.5000000000000004 1.0000000180025095e-35 8 9 1.5000000000000002 10 6.5000000000000009 11 6.5000000000000009 4.5000000000000009 34.500000000000007 4.5000000000000009 12 13 8.5000000000000018 10.500000000000002 3.5000000000000004 5.5000000000000009 1.0000000180025095e-35 7.5000000000000009 1.5000000000000002 1.0000000180025095e-35 6.5000000000000009 6.5000000000000009 30.500000000000004 11.500000000000002 14
decision_type=9 2 1 9 1 1 1 1 2 2 1 2 2 2 9 1 2 1 2 1 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 1
left_child=1 2 5 10 13 27 23 14 22 33 11 -2 -6 25 19 37 -7 18 -15 -4 -13 -21 -8 -3 -25 35 30 -1 36 -18 -19 -12 38 -9 -34 -5 -26 -11 -27
right_child=3 6 7 4 12 16 8 9 -10 15 31 20 -14 17 -16 -17 29 26 -20 21 -22 -23 -24 24 28 32 -28 -29 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=0.034472176075917488 0.0052735775205220384 -0.0031999598825399353 0 -0.0098350818148590646 -0.02760915672486294 0.0083141424885071601 0.050492463475531393 -0.0034729550672651511 0 0.013534655856052045 -0.050376870490072591 -0.017401264803173236 0 0.013249241447382688 0 -0.0034626101958489322 -0.012023655383597334 0 0 0.029821654726647696 0 0 0 0 0.013280232206057979 0 0 0 0 0 -0.0078326536345713609 0 0.0058516823153459477 -0.017224571323685371 0 0 0 0 -0.0036302153795232887
leaf_weight=122.37104834946513 15.594172734141464 19.578759954543784 4.6955864174669815 37.650885596649459 69.455555586162518 1.3898712416557852 121.45652036320462 111.88324277360516 6.8490303253129232 26.365267364326431 115.0844454481703 22.056832671081796 11.713056282438627 71.539175871377665 3.964468524100087 11.791030595806658 14.327108676719941 2.1055372621267514 6.9817776609706916 20.832279493559337 1.7599285597243568 0.57066899682831618 1.0707665382287803 6.0774492024283973 6.1910926669734163 4.4138819690124365 2.1587184527888885 0.18116616190672985 0.53891407417540893 0.42658938695240145 17.737939983759134 2.5302454537159056 11.566709088710919 49.72241438151832 0.74395464213012097 0.71020696292543917 0.19250333051604673 0.13394972615060297 8.7698124895832752
leaf_count=198605 53229 67087 14332 103035 193986 5635 339264 308761 23295 111413 372989 50296 24804 368784 14221 55849 77643 7969 25858 68817 3836 2227 4500 25002 21960 10300 4451 486 1630 2423 39975 7654 40381 192194 1689 1778 753 289 17594
internal_value=0 0.0219285 0.0110788 -0.0240863 -0.00860312 0.0280912 0.0406139 -0.00112307 0.0451962 -0.00665198 -0.0401133 -0.0030401 -0.0224255 0 0.0141672 0.003956 0 0.00648693 0.0105701 0.0195024 -0.0145282 0.0237581 0.0500914 0 0.00696589 -0.00624385 -7.25556e-06 0.0343125 0.0110354 -0.0106279 -0.00570765 -0.0467084 0 -0.0113041 0.00399034 -0.00930906 0.0126807 0.0112706 -0.00274354
internal_weight=0 530.61 368.655 402.573 245.547 138.696 161.955 229.959 129.376 199.896 157.026 39.4109 81.1686 164.379 30.063 38.2902 16.1436 100.523 78.521 26.0985 23.8168 21.4029 122.527 32.5787 13 63.8555 22.0022 122.552 6.92251 14.7537 19.8435 117.615 25.4944 161.606 12.3107 38.3611 6.3836 26.4992 13.1837
internal_count=2864994 1536386 1052895 1328608 840604 284792 483491 768103 367059 668506 488004 107361 218790 621814 99597 167551 85701 447037 394642 85376 54132 71044 343764 116432 49345 174777 52395 199091 24343 80066 47944 380643 69964 500955 42070 104813 22713 111702 27894
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=3211456 896 554246 964 2 68 12 769 64 92 2 3 2 1 256
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=17
split_feature=2 2 6 0 1 1 1 1 4 2 0 8 3 0 3 2 1 3 3 3 3 0 9 9 0 1 0 2 0 3 0 0 3 0 3 3 1 3 0
split_gain=46.1542 9.47784 6.69283 5.06472 4.16729 2.17759 1.86292 1.8341 1.61827 1.54303 2.75584 1.44282 1.3677 1.65676 1.14028 1.00477 0.996707 0.991117 0.736874 0.727908 0.701697 0.557802 0.540677 0.420939 0.494328 0.334851 0.304299 0.251995 0.231132 0.217779 0.098527 0.0758666 0.0748273 0.0559141 0.0534081 0.0314509 0.0412679 0.0310979 0.0166438
threshold=0 1 2 4.5000000000000009 3 4 5 6 7 8 2.5000000000000004 9 1.5000000000000002 2.5000000000000004 3.5000000000000004 10 11 4.5000000000000009 1.5000000000000002 4.5000000000000009 1.5000000000000002 1.0000000180025095e-35 12 13 38.500000000000007 14 10.500000000000002 15 10.500000000000002 3.5000000000000004 28.500000000000004 32.500000000000007 7.5000000000000009 1.5000000000000002 10.500000000000002 3.5000000000000004 16 11.500000000000002 17.500000000000004
decision_type=9 9 1 2 1 1 1 1 1 9 2 1 2 2 2 9 1 2 2 2 2 2 1 1 2 1 2 9 2 2 2 2 2 2 2 2 1 2 2
left_child=2 7 6 4 22 -4 26 18 9 10 -6 20 28 14 -14 23 -11 31 -2 -20 -8 -13 -3 24 37 -10 29 -27 -7 -1 32 -15 -23 -22 -16 36 -17 -5 -35
right_child=1 3 5 15 8 12 11 -9 25 16 -12 21 13 17 34 35 -18 -19 19 -21 33 30 -24 -25 -26 27 -28 -29 -30 -31 -32 -33 -34 38 -36 -37 -38 -39 -40
leaf_value=0.020983152562049058 0.0029555563271496804 -0.033317417343274695 0 0.029551336267698528 0.020674218510271156 0.045776902180196449 -0.012191851584864168 -0.044769271731199878 0 0.00095317244973244135 -0.0091382098944821875 0 -0.0053055905276162465 0.033005884225471516 0.01441097036927403 0 -0.013144612861660625 0 -0.017457747817461171 0 0 0.016606312060862532 0 0 0 0 0 -0.019666002017031895 0 0 0 0 0 0.0042963789048133328 0 0 -0.0040286723828987523 0 0
leaf_weight=60.890769490244566 18.563092975215113 59.973164742827066 21.148952703573741 21.714578254141095 62.806010826912825 140.04233365039545 63.352915509291051 117.51290026663628 15.351902462734868 59.049676720547723 9.619315573050697 27.45849293252104 52.346905842568958 12.848998249202847 16.316549575160028 1.2599028838958473 31.379678291032178 2.2804520793870315 18.458327881940935 6.9836208815395358 22.367815247271214 29.161418832700299 3.7837452161074898 6.910883899494368 0.75907865441695221 3.7435620328251389 0.71395013347500835 24.727802548342883 3.4645034405039032 5.0190066256109267 0.28670825016160861 0.099159933808551481 0.21080867344426124 9.3078664492568315 0.17563656612764944 0.83689822554879345 4.8046232555934685 0.045940793192129514 0.20242617131589291
leaf_count=135907 65278 193354 96561 76936 248036 221959 186842 396851 37019 254976 45344 90954 185474 30671 42487 2432 109435 5225 43827 18424 99094 87317 10677 29787 1962 17899 2716 52089 8948 14340 1199 308 836 33319 491 2337 12999 77 776
internal_value=0 -0.0197373 0.0228555 -0.00628539 -0.0121355 0.034124 0.00719952 -0.0374786 -0.00149928 0.00214045 0.0111776 0 0.0359771 0.0130553 0 0.0175835 -0.00416967 0.0282164 -0.00239109 -0.0116229 -0.00685352 0.00911922 -0.0286832 0.0209785 0.0275654 -0.0146652 0.0171974 -0.0167566 0.0451704 0.0198632 0.0156337 0.0326988 0.0161922 0 0.0139787 0 -0.00295309 0.0294363 0.00376188
internal_weight=0 468.285 467.696 306.767 270.435 248.723 218.972 161.518 206.678 162.855 72.4253 152.348 227.575 84.0677 68.8391 36.3319 90.4294 15.2286 44.005 25.4419 95.231 57.1174 63.7569 29.4305 22.5196 43.8233 66.6237 28.4714 143.507 65.9098 29.6589 12.9482 29.3722 31.8781 16.4922 6.90142 6.06453 21.7605 9.51029
internal_count=2865163 1619739 1245424 1095359 968829 592124 653300 524380 764798 657791 293380 500337 495563 264656 228452 126530 364411 36204 127529 62251 320031 180306 204031 108762 78975 107007 152963 69988 230907 150247 89352 30979 88153 133189 42978 17768 15431 77013 34095
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=65600 816390 2 27 6 771 769 2 8389272 1 11534520 416 1 1 68 128 68
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=39
num_cat=14
split_feature=2 0 4 6 2 1 1 2 1 1 1 8 3 3 3 3 0 3 0 3 3 0 8 0 3 0 3 0 3 1 3 3 0 6 3 3 3 0
split_gain=39.7539 8.69443 5.63189 5.34074 4.20293 3.8002 1.83074 1.76188 1.58031 1.55208 1.46091 1.36963 0.900558 0.52503 0.428896 0.392399 0.558887 0.366616 1.51389 1.0601 0.947133 0.280098 0.197192 0.191362 0.166725 0.127769 0.0822704 0.0764229 0.0536148 0.0884699 0.047284 0.0389484 0.0369828 0.00950794 0.00543912 0.145144 0.00380722 0.000244314
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 7 8 9 10 7.5000000000000009 4.5000000000000009 2.5000000000000004 1.0000000180025095e-35 7.5000000000000009 1.5000000000000002 2.5000000000000004 3.5000000000000004 4.5000000000000009 10.500000000000002 11 60.500000000000007 5.5000000000000009 10.500000000000002 1.5000000000000002 32.500000000000007 4.5000000000000009 12 10.500000000000002 7.5000000000000009 28.500000000000004 13 2.5000000000000004 1.0000000180025095e-35 9.5000000000000018 1.5000000000000002
decision_type=9 2 1 1 9 1 1 9 1 1 1 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 1 2 2 2 1 2 2 2 2
left_child=3 5 4 8 10 7 34 -2 21 28 26 31 -4 23 15 -13 -17 25 19 -19 27 22 24 -12 -1 -8 33 -20 29 -6 -21 32 -10 -3 35 -5 -30 -15
right_child=1 2 12 6 9 -7 17 -9 11 -11 13 14 -14 37 -16 16 -18 18 20 30 -22 -23 -24 -25 -26 -27 -28 -29 36 -31 -32 -33 -34 -35 -36 -37 -38 -39
leaf_value=0.021126891544515289 0.011260746568159358 -0.0053141801897839576 -0.029360644268720398 0 0.0016973710122579783 -0.039288175060220656 0.040357546919038617 -0.011646402531586929 0.015854180400266819 -0.019015060602590089 0.021725204503299015 0 0 0 0 -0.016342186304896755 0 -0.0051088638020761121 0.031709842090824641 0.013850620817432194 0 0 0 0 0 0 0 0 0.0040743911625695196 -0.0032576075391820797 0 0 0 0 0 -0.0062618630815505496 0 -0.00027172439478289283
leaf_weight=59.132710605976172 16.622095948841888 5.9077024698854075 49.271794246546051 9.1008820688875911 8.1814246945978066 152.69976653820413 146.59982865653728 36.96049441852665 20.055105162835396 40.259700565784442 95.682849406159221 69.482136883525527 3.9450295985334369 1.6882780307059864 22.307726420389372 36.925985080655664 3.3537683689282849 52.176418993600237 13.270208690199066 16.544284948140561 2.2888141979492493 0.72212220914661784 6.8241234534143578 0.4011581663362439 1.2677522835656407 3.462722968622983 4.6895044835946456 0.10459157563309496 4.590211732491297 30.286857922343188 0.16207621125067717 0.1168357786082187 0.10896768626116582 7.0785086479372712 3.6222051693912354 8.4033240546559664 0.046601711081166175 3.0895114275845117
leaf_count=132591 69937 17527 142756 31359 37394 476989 222256 104094 62976 125138 438750 176522 9278 8210 101590 141565 15977 185607 30667 42479 5236 2726 14879 756 3935 8946 15569 315 19380 116620 470 447 377 21107 17020 48146 188 15740
internal_value=0 -0.0186354 -0.00425885 0.0208681 0.00305181 -0.0331363 0.0308285 0 0.00663144 -0.0100276 0.0141593 0 -0.0267014 0.0185467 -0.00472112 -0.00773448 -0.0132212 0.0324896 0.0125823 0 0.0269937 0.0157596 0.0182406 0.0213379 0.0184887 0.0398787 -0.00117462 0.0313922 0 0 0.0134555 0.0127901 0.0156025 -0.00462367 0 -0.00107004 0.00393435 0
internal_weight=0 461.401 255.119 476.033 201.902 206.282 255.735 53.5826 220.297 83.3648 118.538 152.351 53.2168 100.862 132.07 109.762 40.2798 234.609 84.5464 68.8828 15.6636 67.9467 67.2246 96.084 60.4005 150.063 17.6757 13.3748 43.1051 38.4683 16.7064 20.2809 20.1641 12.9862 21.1264 17.5042 4.63681 4.77779
internal_count=2865519 1619433 968413 1246086 816379 651020 592501 174031 653585 298720 517659 499454 152034 463456 435654 334064 157542 495976 264774 228556 36218 154131 151405 439506 136526 231202 54203 30982 173582 154014 42949 63800 63353 38634 96525 79505 19568 23950
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
cat_threshold=65600 2 2 11550368 288 6 1057432 771 898 35 12 3 514 2
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=16
split_feature=2 1 0 1 2 8 1 6 3 2 9 0 3 3 6 3 4 7 3 0 1 0 2 3 0 3 3 0 3 2 0 3 1 3 3 3 3 0 0
split_gain=34.8959 9.06044 6.93198 5.65421 6.84401 3.1088 2.99047 2.78733 1.64914 1.57266 1.51891 1.74486 1.43521 1.19615 1.17899 2.29869 1.09998 0.898599 0.758533 0.575303 0.536292 0.532649 0.848605 0.72696 0.437623 0.434527 0.38208 0.277706 0.272676 0.25867 0.240424 0.219501 0.175398 0.148195 0.145749 0.127294 0.111942 0.111032 0.102412
threshold=0 1 2.5000000000000004 2 3 4 5 6 3.5000000000000004 7 8 3.5000000000000004 7.5000000000000009 1.5000000000000002 9 1.0000000180025095e-35 10 11 4.5000000000000009 4.5000000000000009 12 5.5000000000000009 13 4.5000000000000009 23.500000000000004 1.0000000180025095e-35 1.5000000000000002 8.5000000000000018 5.5000000000000009 14 11.500000000000002 4.5000000000000009 15 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 10.500000000000002 20.500000000000004 9.5000000000000018
decision_type=9 1 2 1 9 1 1 1 2 9 1 2 2 2 1 2 1 1 2 2 1 2 9 2 2 2 2 2 2 9 2 2 1 2 2 2 2 2 2
left_child=2 9 3 4 14 13 36 12 17 16 11 25 24 20 15 -1 19 -7 35 -2 -5 22 23 -8 -3 -9 34 29 -10 -23 -29 -17 -19 38 -13 -11 -4 -28 -12
right_child=1 7 6 5 -6 8 21 10 28 18 33 26 -14 -15 -16 31 -18 32 -20 -21 -22 27 -24 -25 -26 -27 37 30 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.020582992148815395 0.022248524432804336 -0.048444466966088381 0.051213730637972743 0.026028679829502379 -0.0079643034625212061 -0.011537401562807867 0.021386939774501037 0 0.011412042255103862 0 0.0076743479637165456 0 0 0 0.037577996060470381 -0.006964626394761031 0 0.0064388041739273025 0.00083449615519626339 0 0 0 -0.00022051078123726199 0 0 -0.027822471748797525 0.011861027457976391 0.0089504321359628464 0 -0.0093344977360573633 0 0 0 0 -0.0065552908807073058 -0.015509892950402277 0 0 0
leaf_weight=39.631227290003153 32.983132524634129 117.40447128371306 58.595725077640964 18.708971037009178 43.658226091509277 226.52612479122399 30.121457646790081 21.944936292529746 16.670246733850949 8.156964552530555 13.649429006072751 2.3221866001513245 1.9337803668022377 15.207085004425606 86.957364251422405 33.398026184295304 5.7791565516818073 5.0949707195686624 4.7098888962791525 3.0551383814090505 6.495852599979119 2.0941256762598641 11.111140146538672 1.6763647267944168 2.0348449142838936 43.427566082740668 3.9705112237024869 5.7940797570117848 6.1187205899041137 16.241977721343581 7.7805101558187744 4.0192325611642437 4.2280052380119741 5.0541340341369496 7.4548389515657618 23.257984823525476 0.087153842345286558 0.47435422666603688 0.72986176129779856
leaf_count=46212 159965 387821 177871 39712 198162 710369 68159 70267 59423 32204 33953 4900 5925 69091 128709 88831 10745 17072 16458 13005 18078 10307 54975 4770 4517 141419 9045 20629 19149 56056 28970 14003 12521 14449 17437 96395 186 1008 1599
internal_value=0 -0.0249336 0.0143294 0.00746028 0.0186477 -0.000927089 0.0332905 -0.0343357 -0.00626718 0.00173755 -0.0124256 -0.0178823 -0.0464932 0.0156356 0.0273749 0.00831047 0.0124396 -0.00975076 -0.00673689 0.0196209 0.024967 0.00535176 0.0110664 0.015573 -0.0478082 -0.0234609 0 0 0.00796777 -0.00691878 0.00326048 -0.00361325 0.0017144 0.00114401 -0.00195492 -0.0137069 0.0458904 0.0103205 0.00590344
internal_weight=0 298.343 640.217 506.714 207.664 299.05 133.503 220.401 258.638 77.9423 99.0278 79.5944 121.373 40.4119 164.006 77.0485 41.8174 235.849 36.1248 36.0383 25.2048 74.8197 42.909 31.7978 119.439 65.3725 14.2219 31.9107 22.789 18.3361 13.5746 37.4173 9.32298 19.4334 9.77703 31.4149 58.6829 4.44487 14.3793
internal_count=2864367 1021112 1843255 1421332 475917 945415 421923 692340 818534 328772 294077 244076 398263 126881 277755 149046 183715 739962 145057 172970 57790 243866 127904 72929 392338 211686 32390 115962 78572 66363 49599 102834 29593 50001 22337 128599 178057 10053 35552
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=19988704 768 896 65728 12 793 2 8662784 1 2 2 1 120 2097216 65568 23
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=19
split_feature=2 2 8 5 1 4 0 1 1 1 5 2 0 9 0 1 3 0 3 3 0 3 3 6 2 0 3 1 3 3 3 3 2 1 2 0 3 3 3
split_gain=30.844 7.6931 4.44798 9.61695 6.85896 4.34347 2.77539 3.21134 2.08725 1.41396 1.33151 1.00661 0.944638 0.881286 0.877164 0.869109 0.841252 0.695922 0.599553 0.911154 0.546095 0.508764 0.506829 0.425969 0.339526 0.302232 0.263271 0.252073 0.251527 0.23752 0.235159 0.184582 0.147597 0.130174 0.0993224 0.0712628 0.0557169 0.0523723 0.0367182
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 8 9 10 4.5000000000000009 11 1.5000000000000002 12 1.5000000000000002 16.500000000000004 4.5000000000000009 1.0000000180025095e-35 13.500000000000002 7.5000000000000009 3.5000000000000004 13 14 12.500000000000002 1.5000000000000002 15 7.5000000000000009 5.5000000000000009 1.5000000000000002 3.5000000000000004 16 17 18 22.500000000000004 1.5000000000000002 10.500000000000002 3.5000000000000004
decision_type=9 9 1 1 1 1 2 1 1 1 1 9 2 1 2 1 2 2 2 2 2 2 2 1 9 2 2 1 2 2 2 2 9 1 9 2 2 2 2
left_child=2 21 4 8 20 6 7 24 38 26 17 22 29 -9 16 -7 -5 18 19 -6 37 27 -11 -13 -3 -17 32 -2 35 33 -16 -32 -8 -12 -15 -10 -14 -1 -4
right_child=1 5 3 14 10 15 9 13 28 11 12 23 36 34 30 25 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.026935855605291867 -1.903065227252809e-05 0.012011594384702479 -0.0034510424977141404 0 -0.0011453171908512329 0 0 -0.025359751271892491 0.045702861085725209 -0.0090859039925182909 0 0.0012558823217417826 -0.0045002634794577166 0.0031165425692816036 0 -0.031449741443451765 -0.019094557249946967 0.0027941860342993279 0 -0.019691775839630457 0 0 0.0056107164625818539 0.022946729362032927 0 0 0 -0.040489911097996566 0 0 0.011071616767991455 0 -0.0097081086921480212 0.016603621070462562 -0.0032784055308077566 0 0 0 0
leaf_weight=107.01827796670841 27.010682575193641 13.564389730756373 5.2138107623104588 1.5874738402271784 103.46176340727834 16.094334468343732 2.8731539328364306 55.740220634786965 136.69827319592878 18.395519564171995 6.6680104713741457 50.976715460674313 4.5543285897656451 8.4879725961727654 4.1349836783265328 45.852551725020021 21.908647993725026 1.1296380748099171 6.4569277878545099 54.635268967082084 0.91191480476845654 2.8610698006013981 4.0870573918800792 57.023108676035918 18.256823203460957 0.60798760461329848 6.2087760535396219 97.785607978261396 1.0405472708589503 0.70065727995097304 6.0116766799037578 0.90749161803978484 15.374881676525552 21.745228307845544 8.5924247931106965 0.87759891519090061 2.1682552724596462 0.085807612689676627 0.21476771682500828
leaf_count=237663 72152 60519 20158 6992 215090 41466 10938 170287 219478 79682 34632 233248 29138 23533 23851 129778 123620 2791 16225 132780 2792 8386 20921 262679 58433 1240 19744 365334 2610 4373 29322 4678 43123 122323 20636 2825 10455 243 948
internal_value=0 -0.0167069 0.0180946 0.0303214 0.0075192 -0.00556869 0 -0.0101379 0.0418495 0.00867442 -0.00274371 0.012612 0.00783475 -0.0193452 -0.00550863 -0.0243734 -0.0140188 -0.00755543 -0.00958837 -0.011268 0.0242602 -0.03499 0 0.0162067 0.0072062 -0.0271378 -0.00381476 -0.0379867 0.0426987 0.015025 0.00229868 0.00834095 -0.00880781 0.0164049 0 0.0455364 -0.00197084 0.0268564 -0.000946674
internal_weight=0 449.793 488.131 178.595 309.536 322.136 259.581 104.642 144.045 154.939 201.52 130.482 35.8365 72.8206 34.5503 62.5549 23.4961 165.684 164.554 158.097 108.016 127.657 22.4826 108 31.8212 46.4605 24.4568 124.796 138.616 29.1139 11.0542 6.91917 18.248 28.4132 17.0804 137.576 6.72258 107.104 5.42858
internal_count=2865086 1622099 1242987 434482 808505 1176227 1003743 333408 246019 670335 567807 596530 200921 214456 188463 172484 130612 366886 364095 347870 240698 445872 100603 495927 118952 131018 73805 437486 224913 161328 57851 34000 54061 156955 44169 222303 39593 237906 21106
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=65600 553222 1 2 778 2 288 2 35 2 4456464 1 68 2 1049240 257 1310720 128 2099352
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=20
split_feature=2 1 0 1 6 3 5 0 1 3 2 0 2 2 3 3 2 3 7 3 0 1 0 1 4 3 3 1 3 3 1 1 0 3 2 0 8 3 1
split_gain=26.5988 6.36166 5.97105 5.84484 5.46053 4.85073 2.33264 2.16103 1.4198 1.15507 2.49847 1.91581 1.78875 1.02106 0.996499 1.45965 0.972599 0.942865 1.078 0.870191 0.819539 0.809537 0.704462 0.670966 0.522186 0.508832 0.516667 0.418534 0.389184 0.409548 0.33922 0.322176 0.213113 0.190653 0.190084 0.168906 0.110594 0.090822 0.0754586
threshold=0 1 1.5000000000000002 2 3 1.0000000180025095e-35 4 4.5000000000000009 5 1.0000000180025095e-35 6 1.5000000000000002 7 8 4.5000000000000009 1.5000000000000002 9 3.5000000000000004 10 2.5000000000000004 2.5000000000000004 11 4.5000000000000009 12 13 2.5000000000000004 1.0000000180025095e-35 14 1.0000000180025095e-35 6.5000000000000009 15 16 6.5000000000000009 9.5000000000000018 17 60.500000000000007 18 5.5000000000000009 19
decision_type=9 1 2 1 1 2 1 2 1 2 9 2 9 9 2 2 9 2 1 2 2 1 2 1 1 2 2 1 2 2 1 1 2 2 9 2 1 2 1
left_child=2 13 3 17 7 -6 16 21 -9 10 -3 -12 -11 22 15 -7 23 18 36 30 -17 -4 24 -5 -2 26 -8 -21 -15 32 -18 37 -30 -23 -33 -10 -1 -27 -16
right_child=1 9 4 6 5 14 25 8 35 12 11 -13 -14 28 38 20 19 -19 -20 27 -22 33 -24 -25 -26 31 -28 -29 29 -31 -32 34 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.016485127526183294 0.010120245390765004 0.0037873905316108654 0 0.056113209835318992 0 0 -0.00091862063200615724 0.027905265081591846 0 -0.026731775668590693 0 -0.041975172402363967 0 0 0 0 0.00020990940907435895 0 0 0.02740296454801221 -0.012367390536007328 0 0.019948033205438545 0 0.011956846588607406 -0.01300956124525429 0.014331501969121899 -0.017856313920458659 0 -0.0081282778950386141 0.00018420136238906162 0 0 -0.006096460513571024 0 -0.016774981633843059 0 -0.0047492675753870277
leaf_weight=1.9957796637099818 41.249391444544017 9.9450408883931214 7.2097005402538343 16.127174958295655 48.122282840387925 29.652970956885838 2.8097786953803725 10.460740090253237 23.157175476248089 17.295397475634672 36.87560579347155 13.270255436691512 115.09844158969827 5.5759368274157195 0.83734584304329474 13.065858274938362 8.3539752850592777 8.9162424667956639 8.1840539132936083 3.9836923583279713 23.364686505428836 57.836225198800093 3.8323287850434999 184.96009265897737 4.4022580334421937 6.6205630269323592 32.071276447681157 13.352327745593358 16.258709173322138 0.66090700205677322 40.541959437010519 1.9225640906515762 1.5029916776620655 0.21182836887601197 11.114709469569791 0.26903969442355347 112.55538151433575 0.37737235269742075 6.1916454026941201
leaf_count=5386 229274 33628 23818 75257 101662 100698 10343 39061 78023 41583 129783 36990 410070 18671 2569 45003 22318 31993 23606 12725 69857 183736 17876 273599 8515 41395 135432 43881 42641 1209 146663 7882 2729 581 59064 837 336869 1664 18274
internal_value=0 -0.0235264 0.0116755 0.00390361 0.0245648 0.0368243 0.0112032 0.00217906 0.0173761 -0.0320419 -0.00787361 -0.0168038 -0.0396562 0 0.00858697 0.0134109 0.0153052 -0.0108901 -0.0142565 0 0.0219057 -0.00555009 0.00839282 0.0181446 0.0136719 -0.0022648 -0.00907117 0.0119616 -0.00781376 -0.0132669 -0.00494484 0.00192323 -0.0162541 -0.0102755 -7.34694e-05 0.022963 -0.0170097 0.00851369 -0.00278542
internal_weight=0 265.967 674.266 453.887 220.379 121.235 322.235 99.1447 33.887 192.485 60.0909 50.1459 132.394 73.4825 73.1125 66.0835 267.319 131.651 122.735 66.232 36.4305 65.2578 49.484 201.087 45.6516 54.9163 34.8811 17.336 23.9985 18.4226 48.8959 20.0352 17.7617 58.0481 13.0373 23.4262 114.551 6.99794 7.02899
internal_count=2865165 972969 1892196 1228077 664119 338063 830223 326056 117921 652054 200401 166773 451653 320915 236401 215558 574443 397854 365861 225587 114860 208135 255665 348856 237789 255780 145775 56606 65250 46579 168981 110005 45370 184317 66946 78860 342255 43059 20843
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=28377312 768 27 2 2 98 13320 16 273168 8454208 1 17 4 2 544 32 36 8388736 8 24
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=20
split_feature=2 0 6 1 2 2 0 1 3 0 3 1 4 0 1 3 2 0 1 2 3 3 0 8 1 3 1 3 3 3 1 2 0 3 1 3 0 2 2
split_gain=23.4784 6.96789 4.30721 3.74733 3.46354 2.80441 2.66861 4.08221 2.4446 2.04259 1.93497 1.89375 1.33537 1.20863 1.08394 1.02032 0.974253 0.826981 0.778456 0.763845 0.541753 0.503916 0.411753 0.389062 0.530372 0.993993 0.433136 0.871812 0.367323 0.359593 0.482439 1.17576 0.308577 0.274092 0.260109 0.199842 0.157443 0.13969 0.127528
threshold=0 1.0000000180025095e-35 1 2 3 4 1.5000000000000002 5 1.0000000180025095e-35 9.5000000000000018 1.5000000000000002 6 7 4.5000000000000009 8 4.5000000000000009 9 1.0000000180025095e-35 10 11 3.5000000000000004 1.5000000000000002 2.5000000000000004 12 13 4.5000000000000009 14 1.5000000000000002 2.5000000000000004 6.5000000000000009 15 16 28.500000000000004 2.5000000000000004 17 1.5000000000000002 3.5000000000000004 18 19
decision_type=9 2 1 1 9 9 2 1 2 2 2 1 1 2 1 2 9 2 1 9 2 2 2 1 1 2 1 2 2 2 1 9 2 2 1 2 2 9 9
left_child=2 11 13 5 36 9 7 17 -8 12 22 16 34 18 -15 -12 -2 35 37 21 -19 -9 -10 26 -25 -26 27 -20 -23 30 38 -32 -16 -28 -3 -4 -5 -1 -7
right_child=1 3 6 4 -6 29 8 19 10 -11 15 -13 -14 14 32 -17 -18 20 23 -21 -22 28 -24 24 25 -27 33 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0073702561610709365 0 0.0048399104406992941 0 -0.028924720297030776 0.0051794838267205786 0.050617346884473204 0.02812237813765784 0 -0.0016161148385816127 0.023795274858090049 -0.036351563096397442 0 -0.00071807666020167425 0.025605099145286043 0 -0.0097596510943488216 -0.01945357131972153 0.018046577845145795 0 0 0 -0.01062742377249104 0 -0.014575116848703162 0.0018242083952684828 -0.0087111827406386524 0 0.0087783084227270446 0.00024599638855227044 0 -0.019310712532211428 0 0 0.030342929888253368 -0.0031112243660601294 0.0060631719210339592 0.0072042545197600096 0
leaf_weight=6.156500051052717 13.086191260259509 1.7026706924443715 34.842647756777296 31.043521141729798 44.413015951648049 7.5370177981421875 39.684283871221851 77.641744204105635 4.5151021345300277 5.5743392970543928 28.14685617962823 118.6757052498906 7.2303967491116046 6.3305798529472668 20.149872758796853 4.8685081182775312 32.027494308105815 14.686116633813073 10.653779336207661 13.465706058235808 1.6002734617068188 21.861607358740002 18.103132473777805 25.708761430818413 85.849854955304181 3.3900738550000815 16.002639309299415 4.8012761035133744 23.307356174831511 1.9213171652263543 39.201749723200919 21.963891675601189 0.5504069687667642 3.927055726555408 39.785935703570431 19.536437464688788 14.312143668539646 72.824362600847962 2.6915878033905738
leaf_count=35769 69008 6476 72429 83335 166310 43908 50683 96345 9683 14332 78578 407365 20258 23359 64274 14273 88523 39887 14282 52439 5293 62460 63353 96514 264176 12987 50126 18942 69651 5077 201416 94086 2007 19229 153039 81465 38966 163183 14471
internal_value=0 -0.0169042 0.0138752 -0.00299012 -0.0160092 0.00619183 0.0218267 0.010515 0.0355951 0.0187722 0.00739746 -0.0313733 0.0270276 0.00263184 0.0157068 0.0189882 -0.000137515 -0.00514764 0 0.0190673 -0.015758 0.0215457 -0.00499979 -0.00440932 -0.00709334 -0.0102725 0 0.00817548 0.0024044 -0.00381491 -0.00729964 -0.0100545 0.0202477 -0.00322895 0.0314828 0 0.000751287 0.00585879 0
internal_weight=0 381.167 558.605 217.378 89.7687 127.609 302.26 206.942 95.3179 54.2933 55.6336 163.789 48.719 256.345 27.0309 33.0154 45.1137 70.6655 229.314 136.276 16.2864 122.811 22.6182 150.333 114.949 89.2399 35.3848 15.4551 45.169 73.3156 71.3942 61.1656 20.7003 19.9297 41.4886 54.3791 45.3557 78.9809 10.2286
internal_count=2867957 1406570 1461387 841674 288611 553063 696539 479969 216570 194105 165887 564896 179773 764848 89640 92851 157531 199074 675208 280895 45180 228456 73036 476256 373677 277163 102579 33224 132111 358958 353881 295502 66281 69355 159515 153894 122301 198952 58379
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=2162880 2 914 25475120 9438986 83 288 2 96 1057304 832 64 2 34 129 514 2080 2 2097152 786484
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=22
split_feature=2 3 0 1 6 3 1 1 5 8 8 2 1 3 2 3 7 3 3 2 3 2 2 2 3 2 0 1 0 0 3 3 1 3 3 2 8 2 3
split_gain=21.4413 6.92185 5.54027 6.94382 3.21078 4.29083 2.83307 2.03342 1.98149 4.44254 2.49806 1.98147 1.88829 1.79694 1.26661 0.994902 1.38928 0.771582 1.52234 0.765034 0.747139 0.673154 0.639632 0.579374 0.53635 0.293499 0.282324 0.267341 0.186757 0.180745 0.113459 0.11283 0.102079 0.101395 0.142171 0.0650296 0.0720192 0.0469358 0.0674895
threshold=0 1.0000000180025095e-35 1.5000000000000002 1 2 4.5000000000000009 3 4 5 6 7 8 9 6.5000000000000009 10 3.5000000000000004 11 1.0000000180025095e-35 1.5000000000000002 12 1.5000000000000002 13 14 15 1.5000000000000002 16 8.5000000000000018 17 34.500000000000007 2.5000000000000004 6.5000000000000009 5.5000000000000009 18 10.500000000000002 1.0000000180025095e-35 19 20 21 3.5000000000000004
decision_type=9 2 2 1 1 2 1 1 1 1 1 9 1 2 9 2 1 2 2 9 2 9 9 9 2 9 2 1 2 2 2 2 1 2 2 9 1 9 2
left_child=2 6 3 15 7 17 22 20 9 12 23 28 14 -3 -5 16 -1 -6 29 -8 -4 31 26 30 -12 -14 -2 -20 -9 -19 -10 -11 -7 34 -13 36 -17 38 -22
right_child=1 13 4 8 5 32 19 11 10 21 24 33 25 -15 -16 35 -18 18 27 -21 37 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.019930652337087119 0.024568878449438104 -0.03900371408040746 -0.015909934373518522 0.018804791545985175 0.046176203641416419 0 0 0.022561076665029482 0.01672598926760242 0.031797184847440395 0 0 0 0 -8.2240938560699508e-06 0.0058368831136238926 0 0.0021282175289764403 0 -0.019320173425162183 0.0057729521777889238 0 0 0 -0.023486208217331283 -0.0069824201429582317 0 0.020512738817867384 0 -0.0054592131875454575 0 0 -0.0069132982358038834 0 -0.0090089197317242166 0 0 0 0
leaf_weight=121.07428335287841 24.58687246068985 130.65432900849191 23.506517251160403 44.134002001257613 56.162775692078867 0.90612243957002647 4.35599551643827 54.830354170313512 25.683070332903302 95.134177524789266 3.1253590788983301 6.3124888097809224 29.083983708613232 6.9413350289432847 22.002476066030795 5.3514090571043198 9.0628804999541881 7.2043538877042002 3.3337296384488582 18.253945393680628 7.8150863769260468 8.4009126328091934 7.9124781656882979 6.6317069394499404 22.27453635501297 98.61763712985703 0.52577524586376867 38.815229625255597 0.37686715568997797 24.992514841069351 0.31982132649136374 2.7447443325800114 7.2653972759435401 0.067112618984537131 11.760717801720601 2.3544190195461834 1.8937935945941715 2.3728192497728715 2.6435054170142394
leaf_count=372323 90718 491430 80207 56557 117317 2747 15918 138117 132130 181406 10506 33134 73811 23498 125410 19481 27046 21508 12489 72489 32560 33296 32051 15617 99748 220298 1174 119988 1354 87793 1711 6425 22360 123 59691 7831 7429 5833 11007
internal_value=0 -0.0254002 0.00907842 0.00205978 0.0206585 0.0297807 0 0.00305838 0.00970758 0.0132354 -0.002319 0.0120153 0.000877232 -0.0367568 0.0120751 -0.0137855 -0.0169704 0.0345203 0.0120957 -0.0137534 -0.00831427 0.0264159 0.015026 0.00875832 -0.0174359 -0.00463014 0.0197897 0.0205571 0.0197062 0 0.0136262 0.0290424 -0.00569541 -0.00368532 -0.00639762 0 0.00371002 0 0.00304989
internal_weight=0 193.231 746.255 497.889 248.366 138.68 55.6351 109.685 358.152 300.118 58.0345 73.3475 193.838 137.596 66.1365 139.737 130.137 130.509 74.3458 22.6099 36.3379 106.28 33.0251 32.6346 25.3999 127.702 25.1126 42.149 55.2072 32.1969 26.0029 97.8789 8.17152 18.1403 18.0732 9.59962 7.2452 12.8314 10.4586
internal_count=2864531 727278 2137253 1391025 746228 384202 212350 362026 956915 697203 259712 232419 476076 514928 181967 434110 399369 359095 241778 88407 129607 221127 123943 149458 110254 294109 91892 132477 139471 109301 133841 187831 25107 92948 92825 34741 26910 49400 43567
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=28377841 27 2 425 102 2 1 1 1049168 768 8454336 1 525320 9437808 15626 8389312 18874416 516 24 192 1 8388816
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=22
split_feature=2 0 0 1 1 4 1 2 2 8 3 1 0 6 2 3 5 5 3 1 1 7 5 1 3 2 3 0 2 3 0 3 0 2 3 3 1 3 3
split_gain=19.0155 5.56167 3.66447 3.67284 3.31611 2.91102 2.59547 4.96803 2.82579 2.53369 2.19639 2.08435 2.04175 1.98055 1.21303 1.12087 1.03033 0.973353 0.779132 0.525238 0.511479 0.491972 0.491848 0.412519 0.410431 0.348721 0.179134 0.170265 0.151189 0.21894 0.161527 0.115132 0.154307 0.0818772 0.0682981 0.0678269 0.0663267 0.0638813 0.0569995
threshold=0 1.0000000180025095e-35 2.5000000000000004 1 2 3 4 5 6 7 1.0000000180025095e-35 8 9.5000000000000018 9 10 2.5000000000000004 11 12 7.5000000000000009 13 14 15 16 17 4.5000000000000009 18 2.5000000000000004 38.500000000000007 19 4.5000000000000009 2.5000000000000004 3.5000000000000004 30.500000000000004 20 8.5000000000000018 6.5000000000000009 21 7.5000000000000009 7.5000000000000009
decision_type=9 2 2 1 1 1 1 9 9 1 2 1 2 1 9 2 1 1 2 1 1 1 1 1 2 9 2 2 9 2 2 2 2 9 2 2 1 2 2
left_child=2 4 3 10 14 6 8 27 12 22 -1 -4 34 33 38 21 26 20 25 -19 -17 36 23 -5 -25 -7 -15 35 30 -30 -10 32 -13 -12 -3 -8 -11 -35 -2
right_child=1 5 11 9 -6 18 7 -9 28 15 13 31 -14 16 -16 17 -18 19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 29 -31 -32 -33 -34 37 -36 -37 -38 -39 -40
leaf_value=0.026139779731850016 0.013409689479763072 0.033195563549896959 0 0 -0.033533199712237692 0 0.01297637542561784 -0.024892649303494406 0 0 0 0.038805640368738015 0 0.02204392342108814 -0.0089160924307183764 0.0016561667346086742 0 0.017699633589931124 0 0 -0.010109175508827613 0 0 0.025845980202121158 0 -0.023030500597020862 0 0 -0.0085220974138785245 0 0.0059718996302492132 0 0 -0.011252352966077123 0 0 -0.011465174605983015 0 0
leaf_weight=93.577028182779031 16.731497899283571 40.569202613740345 33.658901848793903 1.8424524960864801 120.97354703351812 5.7512726142904285 37.267843454732429 39.881450336981288 22.684471954089531 12.867455248182523 0.099094012068235315 70.104001108273224 4.6761415984365149 23.237627618349507 31.360509022095357 9.1819425224093703 8.5306434973390406 8.4273832723847573 3.530761918242205 6.8677772368973811 13.393776350316331 7.0360961339429187 6.6925956304912679 25.611218427307911 0.72848776256432657 36.650932763368473 14.912869397448956 0.66892607005865912 24.653966248581131 2.5323858268820905 15.293200699874431 6.8561333291727342 1.005418215994722 37.585162796116492 0.088475024225771359 0.24966753212356607 153.07567057681081 0.7509354163921661 0.2031050944206062
leaf_count=98200 79807 162458 88159 7420 429205 22649 121297 144693 140433 50814 426 159869 12315 25881 83389 23788 42150 59744 8578 40663 45802 20082 35751 50892 2057 115955 20613 1988 109697 13656 86822 16433 3791 101269 406 958 433424 2232 771
internal_value=0 -0.014377 0.0131247 0.00710959 -0.027239 -0.00246576 0.00247691 -0.00768571 0.0116201 -0.000286285 0.0165187 0.0284531 0.0242116 0.000714496 0 -0.00595023 0.0134032 0.00312307 -0.0196694 0.014798 -0.00301115 -0.0098758 0.0148357 0.020284 0.0205677 -0.0226576 0.0187967 0.00998927 -0.00016416 -0.00474858 2.27755e-05 0.0338916 0.0384141 -0.00943256 0.0330288 0.0125586 -0.0112313 -0.00939042 0.0106498
internal_weight=0 403.767 536.043 424.418 169.269 234.499 188.566 78.0679 110.498 245.725 178.693 111.624 45.3338 85.1163 48.2951 210.85 46.6811 37.8709 45.933 15.2952 22.5757 172.979 34.8748 28.1822 26.3397 42.4022 38.1505 38.1864 65.164 27.1864 37.9777 77.9656 71.1094 38.4352 40.6577 37.5175 165.943 38.3361 16.9346
internal_count=2864537 1535077 1329460 1061208 593172 941905 794723 268936 525787 770437 290771 268252 175179 192571 163967 674317 88644 169997 147182 100407 69590 504320 96120 60369 52949 138604 46494 124243 350608 123353 227255 180093 163660 103927 162864 122255 484238 103501 80578
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=2162752 896 288 2 912 800944 9438986 12 134 2 1057432 2 2 45 80 1 2 2 258 2080 65536 2
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=22
split_feature=2 2 1 8 3 1 1 4 6 3 1 0 0 6 0 1 3 3 1 2 1 0 1 3 3 0 1 3 3 0 5 1 0 2 0 1 1 0 2
split_gain=17.9469 4.92907 2.99716 2.86083 4.65932 4.56675 2.06722 1.84018 1.47124 1.31206 1.30699 1.60639 1.23201 0.980106 0.880766 0.975281 0.838904 0.719176 0.647008 0.580167 0.560876 0.523751 0.52012 0.509989 0.431569 0.426849 0.414394 0.339366 0.286647 0.277171 0.265377 0.363536 0.258341 0.241204 0.235846 0.223204 0.205353 0.1925 0.188161
threshold=0 1 2 3 1.0000000180025095e-35 4 5 6 7 1.5000000000000002 8 1.0000000180025095e-35 7.5000000000000009 9 1.5000000000000002 10 1.0000000180025095e-35 1.0000000180025095e-35 11 12 13 7.5000000000000009 14 7.5000000000000009 6.5000000000000009 13.500000000000002 15 1.5000000000000002 6.5000000000000009 18.500000000000004 16 17 1.5000000000000002 18 12.500000000000002 19 20 28.500000000000004 21
decision_type=9 9 1 1 2 1 1 1 1 2 1 2 2 1 2 1 2 2 1 9 1 2 1 2 2 2 1 2 2 2 1 1 2 9 2 1 1 2 9
left_child=10 3 12 5 6 25 -5 8 26 17 11 16 33 30 18 -16 -1 36 -6 35 -21 -13 -11 -12 -18 -2 27 -4 -20 -19 31 -9 -28 -3 38 -10 -7 -17 -15
right_child=1 2 7 4 14 9 -8 13 19 22 23 21 -14 34 15 37 24 29 28 20 -22 -23 -24 -25 -26 -27 32 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.020123668482090667 0 -0.01202897704527949 0 0.0023039860590523919 -0.0049780736869930913 0.039222809726388586 0.011588566397074531 0.0037087455084901209 0.0097348361229918252 -0.04152857826574971 0.01009812943525751 0 0 -0.00065297781870315107 0.021329638218886685 -0.024916777771851452 -0.020737186301498425 -0.013276067709897225 0.020584042074889009 0 -0.0014456525542883502 -3.6001930149074943e-06 0 0 0 0 0 0 0 -0.0019268806581444733 0 0.0076885398975332243 -0.025696993270421759 0 -0.0053794595935887221 3.1914476418952201e-05 0 -0.018655732630142991
leaf_weight=6.5418377022506347 113.94308641471434 2.5692842802145606 22.287622845480655 22.450440383006935 22.552123158820905 48.351896693391609 81.318646938991151 5.7031977517326595 11.102920493052805 31.983564781447058 72.610744219306071 32.668938366379734 2.8063675944285924 3.9290233780229755 11.32713476820936 21.091681929756309 16.613805245135158 26.755520853599595 32.245301299917628 54.535106107206957 31.465700862321683 3.4838590486033345 36.985959083329362 1.7349643447887491 1.2405969639148668 0.98498660469340293 39.766153829907125 10.841437546030646 0.88896799842041119 0.34511593043862276 10.785285445481351 2.2158327821525745 23.856057444525504 35.364290406538203 0.38614212196989584 12.840581861240937 58.940830818159156 0.41827868296240822 23.92389023839133
leaf_count=18228 236603 9698 67696 44520 83262 68410 91960 13970 46619 135646 331477 124027 7658 9836 25170 65775 48632 84520 92567 178917 179033 8411 115670 6344 3135 2702 173987 33734 2239 1623 33595 6315 121293 128576 733 43672 153074 1656 64536
internal_value=0 0.00717744 -0.00221556 0.0129054 0.0221921 0.00460645 0.0352236 0.00181657 0.00687827 -0.00348313 -0.0279603 -0.0035338 -0.0194978 -0.0103276 0.00120838 0.0113693 -0.0172761 -0.00941726 -0.00316496 0.013607 0.0158645 0.00429964 0.00404641 -0.0370349 -0.0226841 0.0180607 0 -0.00701788 -0.00978082 -0.0194651 0 0.00812353 0.00228765 -0.0264019 -0.0175842 0 -0.000995425 0.0170368 -0.0187626
internal_weight=0 804.962 294.379 510.584 192.293 318.291 103.769 253.639 206.696 203.363 134.895 60.549 40.7399 46.9434 88.5235 32.8371 24.3962 134.393 55.6864 109.944 86.0008 36.1528 68.9695 74.3457 17.8544 114.928 96.7513 33.1291 33.1343 27.1006 18.7043 7.91903 63.6222 37.9336 28.2391 23.9435 107.293 21.51 27.8529
internal_count=2865519 2325265 1119868 1205397 407149 798248 136480 973936 844951 558943 540254 202433 145932 128985 270669 92601 69995 307627 178068 448241 357950 132438 251316 337821 51767 239305 396710 101430 94806 86143 53880 20285 295280 138274 75105 90291 221484 67431 74372
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=5043462 64 11 1 778 70 2 2 897 2 832 613 16779392 240 84 192 2 464 2048 324 144 8388608
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=25
split_feature=2 2 1 6 4 6 1 0 0 1 6 0 1 8 1 2 2 2 1 3 3 1 3 5 1 2 0 8 3 1 0 1 2 3 0 8 3 0 0
split_gain=15.5152 4.65606 3.06547 2.74683 2.01009 1.65754 1.11431 1.03093 0.973981 1.33771 0.900899 0.71639 0.681963 1.0716 0.635239 1.08574 0.632148 0.604391 0.820095 0.491647 0.480313 0.427312 0.366163 0.259667 0.339595 0.25436 0.209491 0.206175 0.202214 0.198988 0.191273 0.189379 0.182001 0.165969 0.118293 0.100915 2.33356 0.512622 0.217485
threshold=0 1 2 3 4 5 6 7.5000000000000009 1.5000000000000002 7 8 7.5000000000000009 9 10 11 12 13 14 15 5.5000000000000009 2.5000000000000004 16 3.5000000000000004 17 18 19 12.500000000000002 20 1.0000000180025095e-35 21 10.500000000000002 22 23 7.5000000000000009 8.5000000000000018 24 1.5000000000000002 6.5000000000000009 7.5000000000000009
decision_type=9 9 1 1 1 1 1 2 2 1 1 2 1 1 1 9 9 9 1 2 2 1 2 1 1 9 2 1 2 1 2 1 9 2 2 1 2 2 2
left_child=8 3 7 12 5 14 -5 25 -1 11 23 -10 22 31 16 -16 -4 29 -19 28 34 -22 27 24 -6 -3 32 30 -11 -7 -2 -14 -12 -25 -15 38 37 -37 -8
right_child=1 2 4 6 10 17 35 -9 9 19 26 -13 13 20 15 -17 -18 18 -20 -21 21 -23 -24 33 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.034967830546072776 0.013923730889763572 0 -0.0011864735081956615 0 0.011084543249524141 0.0033676591796829498 0.010149196450311451 0 0.01591769770435594 0 0 0 0 -0.0093643685620711306 0.00093466798727818339 -0.015805890020979242 0.010804187778467691 0 0.020851660180487178 0 -0.0037886605515307058 0.0082180526850379205 0 -0.0070156321190581314 0 -0.025511477169612658 0 0 -0.020958117493258349 -0.0051684896109471246 0 0.011836862593916031 -0.018926495848277766 0 0 0.041695045960609856 0 0 0
leaf_weight=83.78453511707994 61.249204728403129 2.544753903601304 23.753471536831057 58.992235417987104 5.9105484784340661 11.271522293023734 134.21626485362503 3.2831965160439713 11.407897403911191 6.0906071528352248 3.9456581582962826 2.7573587698279871 5.1104894647141919 106.75516032170708 25.386403849795897 26.51080070376338 24.9764301499672 28.403391329942679 61.772419842944146 1.7128591795444652 9.8867918528849241 12.668613103713144 5.5426971079214118 10.866456798088619 2.1651686245895689 36.519130668502839 0.48021101771882868 7.0626941829614216 15.544666739217062 12.723055854046835 0.66275798928836493 17.217146718394364 24.137416083354772 0.33676343723345858 4.5509727825701694 54.63477179792244 27.354493375343736 3.8388459533016421 5.8304768974339813
leaf_count=359465 121140 9605 122197 185099 14383 46791 239153 9011 46567 23806 9840 7496 16495 309665 80760 67450 131963 171507 202935 6030 41170 58762 14470 34941 6241 136498 1026 13570 57523 43641 2345 43236 66802 844 16077 53278 72471 6929 13360
internal_value=0 0.00627931 -0.00261373 0.0118894 0.00143162 0.00660868 0.0183841 -0.0198546 -0.0274668 -0.00224464 -0.011363 0.00707774 0.00198258 -0.000642343 -0.000488199 -0.00751 0.00367831 0.0137446 0.0159891 -0.0131797 -0.00570604 0 0.00823362 0 0.00767854 -0.0261584 -0.0180405 0.0110878 -0.018662 0 0.0118164 0.00908168 -0.0190844 -0.00292168 -0.00874619 0.0210277 0.029465 0.0400638 0.00879335
internal_weight=0 820.56 304.987 515.574 262.64 214.797 284.867 42.3471 121.298 37.5134 47.8422 14.1653 230.707 156.189 100.627 51.8972 48.7299 114.17 90.1758 23.3481 133.862 22.5554 74.5174 19.2789 8.07572 39.0639 28.5633 68.9747 21.6353 23.9946 61.912 22.3276 28.0831 11.2032 111.306 225.875 85.8281 58.4736 140.047
internal_count=2864542 2363655 1156435 1207220 1001321 867244 570290 155114 500887 141422 134077 54063 636930 485405 402370 148210 254160 464874 374442 87359 425674 99932 151525 56409 20624 146103 77668 137055 81329 90432 123485 59731 76642 35785 325742 385191 132678 60207 252513
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=5009670 64 11 2 2 2 70 275 2 771 12 784 168 16777392 16779392 768 160 2 464 2048 3 324 12 8388608 1
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=35
num_cat=19
split_feature=2 7 1 2 0 2 3 2 8 3 3 0 8 6 2 1 2 0 0 3 1 3 3 2 8 3 0 3 3 1 2 1 0 6
split_gain=14.0525 4.46407 3.6753 4.41546 4.21811 3.85938 3.72343 1.84392 1.20501 1.47787 1.19877 1.07741 1.10105 1.35666 0.983062 0.726879 0.589934 0.559963 0.517089 0.465364 0.43889 0.576625 0.458347 0.248349 0.367368 0.200568 0.105078 0.0793759 0.0574035 0.0427135 0.0183323 0.0167344 0.010408 0.000362966
threshold=0 1 2 3 4.5000000000000009 4 1.0000000180025095e-35 5 6 2.5000000000000004 1.5000000000000002 7.5000000000000009 7 8 9 10 11 2.5000000000000004 30.500000000000004 5.5000000000000009 12 1.0000000180025095e-35 4.5000000000000009 13 14 7.5000000000000009 33.500000000000007 4.5000000000000009 6.5000000000000009 15 16 17 146.50000000000003 18
decision_type=9 1 1 9 2 9 2 9 1 2 2 2 1 1 9 1 9 2 2 2 1 2 2 9 1 2 2 2 2 1 9 1 2 1
left_child=19 2 3 11 5 8 18 25 15 -10 16 12 13 -2 -12 -4 -8 28 -6 20 21 -1 -23 24 -19 32 29 -25 30 -9 -5 -21 -3 -14
right_child=1 7 4 17 6 -7 10 26 9 -11 14 -13 33 -15 -16 -17 -18 23 -20 31 -22 22 -24 27 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35
leaf_value=0.0072551954720415889 0.0056111583478325013 0.041757860652686871 0.015913458138160363 0 0.037351753003417434 -0.022233711216135339 0 0 -0.0079542538833506961 0.0068755321418310245 0.016160808106797025 0 0 0.02849699096019518 -0.0024161727668950777 0 -0.015487767304640141 0.011090778024444302 0 0.00039497526145269721 -0.033422487656909937 -0.013506116541556959 0 -0.0048764300837053024 0 0 0 0 0 -0.0055098962131614956 -0.009185622452700019 -0.0018708580558543749 0 -0.00027757900617352542
leaf_weight=6.3613452987592636 100.59809288374527 27.835089199183138 26.417224669672578 5.701780823415902 17.317080293643816 82.15422885794942 5.573404005393968 3.4204199118030374 206.75674837275983 47.649605031598185 10.788085705222329 7.3242690099505117 11.832523159668199 120.86451545292584 5.0887651516532033 10.566014706913846 19.156845802208412 14.008218757495339 0.59905278570658893 3.8267405893711839 75.651004773555542 16.244700262668633 2.0680617333055116 5.7422340188422849 4.2055212958439414 0.20015528155636175 0.30750132739194747 0.7094961807670187 1.764346267293148 8.6812548766611091 70.10659721734919 5.8576471122596541 0.010312487691407024 17.107840914781264
leaf_count=30187 206070 70056 71274 20923 39677 287019 16726 11689 586830 194619 29455 15653 24616 184560 18401 26852 82580 72699 2178 14503 344500 46483 6942 26849 21524 648 1050 3357 4592 31317 322368 21836 27 26645
internal_value=0 0.00574222 0.00311068 0.010193 -0.0025839 -0.00734853 0.016331 0.0305577 0 -0.00356426 0 0.0167999 0.0186685 0.0203929 0.00897695 0.0103897 -0.0123078 -0.00439364 0.0356342 -0.0273411 -0.0309453 0 -0.0089295 0.000606138 0.00649995 0.0351826 0 -0.000974168 -0.00890633 -0.00499581 -0.00927743 0 0.0417326 0
internal_weight=0 832.487 792.032 359.965 432.067 373.544 58.5232 40.4547 291.39 254.406 40.6071 257.727 250.403 221.463 15.8769 36.9832 24.7302 102.238 17.9161 110.009 100.325 24.6741 18.3128 24.6655 18.2137 28.0456 12.4092 6.45173 77.5727 12.1017 75.8084 9.68439 27.8454 28.9404
internal_count=2864705 2400254 2285467 929856 1355611 1166594 189017 114787 879575 781449 147162 457544 441891 390630 47856 98126 99306 472312 41855 464451 428112 83612 53425 124429 94223 70731 44056 30206 347883 43006 343291 36339 70083 51261
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=4780294 1 896 8718016 16777320 2361424 12 3 2 8388688 108 9440416 257 2099232 5 144 8 690 2
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=22
split_feature=2 7 1 2 0 1 3 3 2 6 3 1 8 1 3 5 8 8 9 1 2 0 3 0 3 0 3 6 0 3 1 3 2 3 2 0 2 8 3
split_gain=12.4344 4.13574 3.06578 3.36292 2.71535 3.30657 2.46108 3.23679 3.133 2.94131 2.20755 1.5642 1.47168 1.40301 1.05045 0.955727 1.93528 1.32186 0.880485 0.800523 0.658368 0.655573 0.458568 0.335232 0.291709 0.285569 0.185567 0.134146 0.0879232 0.0723006 0.064134 0.048044 0.0369006 0.024714 0.0238782 0.0178809 0.0150552 0.0301674 0.00850341
threshold=0 1 2 3 1.5000000000000002 4 1.0000000180025095e-35 1.5000000000000002 5 6 1.0000000180025095e-35 7 8 9 3.5000000000000004 10 11 12 13 14 15 8.5000000000000018 5.5000000000000009 4.5000000000000009 7.5000000000000009 30.500000000000004 6.5000000000000009 16 6.5000000000000009 10.500000000000002 17 1.0000000180025095e-35 18 2.5000000000000004 19 143.50000000000003 20 21 1.0000000180025095e-35
decision_type=9 1 1 9 2 1 2 2 9 1 2 1 1 1 2 1 1 1 1 1 9 2 2 2 2 2 2 1 2 2 1 2 9 2 9 2 9 1 2
left_child=10 2 3 12 5 15 9 20 -9 19 13 33 21 27 -7 16 -4 -17 22 -6 -8 29 -12 26 32 -11 31 -1 -29 -2 -20 -5 -13 34 -3 -34 37 -25 -14
right_child=1 11 4 23 6 14 7 8 -10 25 18 24 38 -15 -16 17 -18 -19 30 -21 -22 -23 -24 36 -26 -27 -28 28 -30 -31 -32 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=0 0.025929570748625699 0 0.01451737231227546 0 0.0072064782604501394 -0.019297446287346174 0 0.021120995859087492 -0.0079750395365648565 0.031126240788382151 -0.039827757785172564 0 0 -0.012368392249144268 0 0.0017651796246660795 -0.0014029728339730184 -0.016861972709228099 0 -0.0093417284036062045 -0.018386280189851001 0 0 0.0034198727719567642 0 0 0 0.016207060710352314 0 0 -0.0033274085191904038 -0.010970144445235148 0.043058258151089088 0 -0.0031978724727218574 0 0 0 -0.0015046408646856879
leaf_weight=10.743588853654728 124.75053967725398 0.44910568492196035 75.215538049451425 15.551396704271609 10.366403499432634 127.32348227873626 5.7412944941970636 46.673730748047092 20.850449352310534 43.944698655381217 58.076912144111702 2.4711240237738847 6.3052908613753953 12.491968273043314 10.002696238458155 31.730431473881254 135.39391095819155 21.340842475870886 4.8146461048527271 21.758478504583763 42.07718723158905 2.0351441876991876 6.7090467356738364 2.5446404899994377 0.31749375211802444 0.40202554636198229 0.97570882657600932 6.1420471670826382 0.25794667587615538 0.12366804237535589 17.92636919262441 29.526738400178147 28.707811027357828 1.6109779386861189 7.5165297628118406 0.017093621587263352 1.1917274003280898 0.64847569308039998 7.5601617064603488
leaf_count=49822 244919 1104 140472 88491 26256 407132 23290 132126 81498 86428 263151 8620 8197 59016 37490 145052 313519 92022 16790 51162 145089 4893 27370 14737 991 1530 3009 26792 777 423 60275 168615 77076 5616 20498 51 7041 3767 19544
internal_value=0 0.00560069 0.0030171 0.0128198 -0.000328831 -0.00537712 0.00815766 0 0.0107189 0.0192299 -0.0249218 0.0293891 0.0199618 0 -0.0159955 0.000720637 0.00468209 -0.00731553 -0.0327846 0 -0.016491 0.0233457 -0.037757 -0.00380901 0.0328227 0.030417 -0.00796717 0.0102469 0.0153835 0.025829 0 -0.0094349 0.0388754 0 -0.00255139 0.0367574 0 0.00186696 0
internal_weight=0 825.125 784.035 191.213 592.821 401.007 191.814 115.343 67.5242 76.4716 117.163 41.0901 140.775 29.6356 137.326 263.681 210.609 53.0713 87.527 32.1249 47.8185 126.909 64.786 50.4387 31.5135 44.3467 46.0538 17.1436 6.39999 124.874 22.741 45.0781 31.196 9.57661 7.96564 28.7249 4.38484 3.19312 13.8655
internal_count=2864651 2360658 2246702 563636 1683066 1135687 547379 382003 213624 165376 503993 113956 277976 136407 444622 691065 453991 237074 367586 77418 168379 250235 290521 285660 86738 87958 260115 77391 27569 245342 77065 257106 85747 27218 21602 77127 25545 18504 27741
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=4781318 1 768 8719040 228 8389200 2 546 3 425 2 6 9 1 25 1049120 2 568 25231881 16 2097192 5
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=13
split_feature=2 1 0 2 6 0 1 2 0 1 5 1 0 0 2 3 3 7 1 3 0 3 3 3 3 3 3 2 0 0 3 3 3 0 3 3 0 3 0
split_gain=11.1655 6.32286 4.58071 3.49746 2.72004 2.5699 2.18396 1.79793 1.74101 1.56215 2.03741 1.4445 1.39346 0.983108 0.699855 0.452191 0.443985 0.504766 0.376555 0.459383 0.733409 0.313866 0.296923 0.270664 0.180486 0.159513 0.128029 0.100899 0.0944248 0.0915485 0.0683179 0.689014 0.224014 0.0534588 0.0516384 0.0474685 0.0386758 0.0301041 0.0279143
threshold=0 1 4.5000000000000009 2 3 1.0000000180025095e-35 4 5 7.5000000000000009 6 7 8 5.5000000000000009 2.5000000000000004 9 1.0000000180025095e-35 4.5000000000000009 10 11 1.0000000180025095e-35 1.5000000000000002 7.5000000000000009 6.5000000000000009 1.0000000180025095e-35 7.5000000000000009 9.5000000000000018 4.5000000000000009 12 2.5000000000000004 3.5000000000000004 2.5000000000000004 1.5000000000000002 5.5000000000000009 143.50000000000003 3.5000000000000004 10.500000000000002 7.5000000000000009 1.0000000180025095e-35 28.500000000000004
decision_type=9 1 2 9 1 2 1 9 2 1 1 1 2 2 9 2 2 1 1 2 2 2 2 2 2 2 2 9 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 4 18 15 35 8 25 12 21 13 -4 14 23 -2 17 -13 26 -20 -21 33 27 -5 -3 -7 29 -17 37 -1 31 -8 -32 -11 -16 -6 -12 -9 -38
right_child=1 24 9 11 6 7 30 28 -10 10 36 16 -14 -15 34 22 -18 -19 19 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=0.0050117863696206143 0 -0.037312386098167769 0.014913173700525084 0 0.020584552986745767 0.029023440991938224 0.0016668432198436384 0 -2.6110138013260429e-05 0.040079535526028033 -0.0025566618245381314 -0.018071493865420268 -0.010146805643005073 -0.011242618085933902 -0.0038231612751408652 0 0 0 0 -0.015601083154163205 0 0 0 0.014332836999294961 0 0 0 -0.01901178756411635 0 0 0.0078609519219297631 -0.011899521310064153 0 0 0 0 0.0034169592135338922 -0.0071351028250208823 0
leaf_weight=96.600605670311779 10.413237910190217 86.446376102363502 7.4151986356482693 30.200511371545872 162.23586606764729 34.326684503022989 62.419186049439304 2.8720434889255575 3.0084349284297778 46.364572012607823 7.9693118162540468 87.164026111277053 24.520583025070664 13.938175428604152 17.827046289268768 3.0677670753793791 8.2257860908357525 4.9673996078236078 58.825139892876905 31.599209970299853 11.886323355502098 0.32997131472075025 1.3400637671511493 42.591989630727767 2.1554244585367988 0.24223730635276197 3.7993731249516705 18.031888230740158 7.231786387252213 3.9059206878300747 15.424056663519879 17.667995030737075 1.9317142525542284 0.055634826290769435 2.1266215302384799 0.10470827466633537 5.7765884131149505 7.6884668386701378 0.51328289471712185
leaf_count=256229 39749 403663 18813 86434 227890 136973 125551 12659 7467 116266 39269 411081 75535 52195 51360 8570 35412 18422 133164 113288 36018 890 3639 125343 7559 613 13774 63364 27410 7835 63352 70730 6249 133 5727 388 27104 32304 1909
internal_value=0 -0.0192942 0.00622352 0.00244209 0.00735394 0 0.013794 0.0124458 0.0198756 0.0244068 0.0296599 -0.0069064 0 0 0.00590321 -0.0140885 -0.013799 -0.0164914 0 -0.00447477 -0.0102089 0.0393756 -0.0180036 0.00993085 -0.0339065 0.0285394 0.00251942 -0.0197671 -0.00310422 0.0041655 0 -0.00102808 0.00345969 0.0399775 -0.00159337 0.0195048 0 -0.00631528 0.00195408
internal_weight=0 176.824 766.387 673.442 466.4 88.2226 259.784 55.3697 37.5774 92.9451 61.0094 207.042 31.9358 106.684 92.7462 32.853 100.357 92.1314 206.617 102.311 43.4855 46.7502 22.4397 72.7925 88.6018 34.5689 104.306 21.0997 17.7923 100.507 97.443 80.0872 17.3558 46.4202 19.9537 162.341 14.2592 10.5605 6.28987
internal_count=2864331 743970 2120361 1840442 1054468 332748 494160 217426 145053 279919 185571 785974 94348 321059 268864 115322 464915 429503 560308 282470 149306 117289 75573 211777 411222 137586 277838 71934 72373 264064 265882 196281 69601 116399 57087 228278 68282 44963 29013
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13
cat_threshold=28377336 897 64 2 920 268034 162 2 228 184 1 355 2048
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=20
split_feature=2 1 0 2 6 1 1 5 1 0 0 0 3 2 8 1 6 8 1 3 3 3 1 3 0 3 3 2 3 2 7 3 3 0 0 2 0 0 2
split_gain=10.078 4.37976 3.91677 3.1702 2.25348 1.78073 1.3606 2.15326 1.18899 1.14652 0.760858 0.736022 0.601598 0.512584 1.0211 1.11607 0.50735 0.435519 0.890765 0.423695 0.354483 0.316395 0.309607 0.407577 0.682792 0.303319 0.227658 0.199862 0.195742 0.259335 0.168929 0.226901 0.114094 0.083265 0.0767655 0.0758051 0.0809062 0.0625446 0.0618459
threshold=0 1 4.5000000000000009 2 3 4 5 6 7 5.5000000000000009 1.0000000180025095e-35 4.5000000000000009 1.0000000180025095e-35 8 9 10 11 12 13 1.0000000180025095e-35 1.0000000180025095e-35 7.5000000000000009 14 1.0000000180025095e-35 1.5000000000000002 6.5000000000000009 7.5000000000000009 15 3.5000000000000004 16 17 2.5000000000000004 4.5000000000000009 3.5000000000000004 7.5000000000000009 18 28.500000000000004 143.50000000000003 19
decision_type=9 1 2 9 1 1 1 1 1 2 2 2 2 9 1 1 1 1 1 2 2 2 1 2 2 2 2 9 2 9 1 2 2 2 2 9 2 2 9
left_child=2 10 3 4 22 -6 9 21 13 38 12 16 -2 14 15 -5 -12 20 -19 27 -15 37 32 -24 -25 -14 -3 -10 29 -11 31 -7 33 -1 -9 36 -36 -8 -4
right_child=1 26 6 8 5 30 7 34 19 28 11 -13 25 17 -16 -17 -18 18 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.0046209819743509338 0 -0.037003678185300766 0.01268308346702114 0.016897425212103055 0.017526743403657355 -0.0048963371813710767 0.036293319645009585 -0.0040242578710763376 0.0024496330693028413 0 0 -0.0001853188328068638 -0.016655752562777949 0.0085853063985145833 -0.0060060057305672005 0 0.019443760165841116 0.00056808544571432826 -0.014102731960755219 -0.021675190216898611 -0.0026541220657852987 0 0 -0.014864903044778941 0 0 0 -0.0055097974219209533 0 -0.012132468679730469 0.0062942589929134256 0.00069133143439549191 0 0 0.0074466460637336064 0 0 0 0
leaf_weight=97.072990475644474 5.5856301178901075 73.177573743814719 6.1426914710827987 39.55300686922601 165.73924305444234 75.10495530240587 50.685176568098541 8.5498803869631939 14.659706827365879 1.3834488053835228 17.141625690561341 6.0663661020298596 14.393169903807573 13.282655098340909 8.9381965572392783 26.884290919053456 14.371124181721827 17.670720885165792 48.472612484642013 35.110139897300542 20.334184805851692 0.37404333914309873 58.827755421465554 31.066947710722161 11.890503807182538 1.1044861263944756 2.0688520070925724 15.03112419490026 2.1366298548527984 22.582245324010735 5.7464296347316113 16.671694397758984 3.8042620073465505 3.9059206878300747 5.3655770701298025 1.3044305827934284 0.59801424497709366 0.07306785676337213 1.7729408061495622
leaf_count=256848 18973 370552 12595 181285 229258 185887 128189 41353 53316 6071 67357 19124 49562 49644 34500 79994 58205 57692 174251 147048 72226 993 133167 113056 36023 2841 7280 62933 6005 67332 13368 66746 13779 7835 25067 4636 1795 165 7368
internal_value=0 -0.0212272 0.00515124 0.00173599 0.00662991 0.0124413 0.0213649 0.0261951 -0.0064154 0 0 0.00801608 -0.00799607 0 0.00400108 0.0099171 0.0137923 -0.0048436 -0.00861989 -0.0150818 0 0.0355421 0 -0.00412051 -0.0095585 -0.0142833 -0.0331884 0 -0.00911497 -0.0110745 0 -0.00149753 0.00218109 0.0037894 0 0.00196126 0.00442846 0.03617 0.013396
internal_weight=0 133.909 810.735 709.767 469.831 263.262 100.968 66.9502 239.937 34.018 58.6624 37.5791 21.0833 175.136 75.3755 66.4373 31.5127 99.7602 66.1433 64.801 33.6168 51.1323 206.568 101.785 42.9575 15.4977 75.2464 29.6908 26.1023 23.9657 97.5231 91.7766 104.783 100.979 15.8179 7.26802 5.96359 50.7582 7.91563
internal_count=2864319 593894 2270425 1968856 1055967 495259 301569 202198 912889 99371 216062 144686 71376 649592 295779 261279 125562 353813 231943 263297 121870 129347 560708 282246 149079 52403 377832 116249 79408 73403 266001 252633 278462 264683 72851 31498 26862 128354 19963
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=28380408 896 64 2 920 162 2 484 2200 3 324 2 6 128 355 9440288 66688 1 8390752 9437392
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=25
split_feature=2 3 8 2 2 1 0 1 2 9 0 3 1 1 8 8 2 3 1 0 1 2 2 8 1 6 2 3 1 0 0 3 0 1 0 0 2 0 1
split_gain=8.88432 3.56101 5.39312 4.51799 4.43779 2.75776 1.16806 1.77538 1.36949 1.1112 0.921125 0.918786 2.15106 1.54494 1.12705 1.01484 0.970896 0.800912 0.786766 0.718515 0.766926 0.565963 0.359471 0.485957 0.325229 0.214026 0.19723 0.1963 0.168785 0.140077 0.127652 0.126077 0.0942565 0.0857174 0.077958 0.0644624 0.0523827 0.0491924 0.0148802
threshold=0 1.0000000180025095e-35 1 2 3 4 4.5000000000000009 5 6 7 2.5000000000000004 2.5000000000000004 8 9 10 11 12 6.5000000000000009 13 7.5000000000000009 14 15 16 17 18 19 20 6.5000000000000009 21 3.5000000000000004 34.500000000000007 6.5000000000000009 32.500000000000007 22 9.5000000000000018 2.5000000000000004 23 2.5000000000000004 24
decision_type=9 2 1 9 9 1 2 1 9 1 2 2 1 1 1 1 9 2 1 2 1 9 9 1 1 1 9 2 1 2 2 2 2 1 2 2 9 2 1
left_child=10 2 6 11 24 38 7 8 -2 21 31 12 22 26 32 36 -17 28 -8 20 -12 -9 33 -24 37 -11 29 -22 35 -13 -20 -1 -15 -3 -16 -5 -14 -4 -6
right_child=1 3 4 17 5 -7 18 9 -10 25 19 13 15 14 34 16 -18 -19 30 -21 27 -23 23 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.028594450820691272 0.011988084622003665 9.6806849688177214e-06 0.0035689404712152743 -0.003254731547933311 0 0.037189743977665599 0 0 -0.0050226191029061175 -0.00072397435166481202 -0.0017927700595238762 0.0044839926547012273 0.0036254206582724603 0.021133611435542005 -0.0043782745573756289 0 -0.019710560570888248 0 0.023087343531573306 -0.011463631771205039 0.018978858238040019 -0.016197893673698019 0 0.010805220136011042 -0.0086126017701239534 0.0067249096566889786 -0.0060307321419682969 0 -0.025812828718594749 -0.0012183890409935157 0 0 0 -0.0039415647813530663 0 0.0023240960130973742 0 0 -0.0017275598037208965
leaf_weight=77.830091047895621 74.241128967958502 6.9949419759032025 8.6206658141090866 13.41154911153899 16.274483561526722 99.132055026757371 7.6074522467970382 15.574110195100728 24.222922748875135 12.299866385248606 4.8029969872804941 36.978353699269064 8.2484991649980639 74.823344043430552 10.781953587058521 10.395077565139216 60.867681922794873 2.5791645499575671 14.675176959990495 7.2724959162151199 9.5022805081644037 84.042763722136442 30.551368453147006 93.514979792445956 16.898592190562344 16.835031001584866 16.399275533163745 0.49300397353363301 44.915940917904663 6.4400102090803548 0.25194508960703466 4.3963516339863409 0.20289456901082203 15.173387156552055 0.30902047620475137 4.2045058734038312 1.0903392729815102 2.8548720567196133 9.8587669252810901
leaf_count=368695 168572 20010 36122 66804 20795 126727 19358 49317 102328 21833 20894 129450 27620 251898 36411 31873 232938 8714 34988 26853 37522 189629 80869 258328 63290 28233 61894 1769 172352 16064 942 15728 580 62678 886 21250 3479 13268 33813
internal_value=0 0.00434319 0.0109164 -0.00128991 0.0233501 0.0306128 0 -0.00208179 0.00539465 -0.00937729 -0.0223857 0.00292686 0 0.0085335 0.0149507 -0.0112922 -0.0155285 -0.0200897 0.0141817 0 0.00714498 -0.0144022 0.00573818 0.00783624 -0.00347709 0 -0.000843504 0.0140094 -0.0243561 0 0.0183194 -0.0278277 0.0190826 0 -0.00018531 0 0.0013353 0 0
internal_weight=0 841.272 403.39 437.882 153.639 125.265 249.75 227.216 98.4641 128.752 104.297 372.771 226.836 145.935 86.1172 80.6016 71.2628 65.1112 22.5346 22.0708 14.7983 99.6169 146.235 124.066 28.3741 29.1349 59.8176 9.99528 62.532 43.4184 14.9271 82.2264 75.0262 22.1683 11.091 17.6161 9.33884 11.4755 26.1333
internal_count=2864774 2393313 909215 1484098 294015 181335 615200 559912 270900 289012 471461 1214978 717795 497183 289775 295910 264811 269120 55288 87038 60185 238946 421885 339197 112680 50066 207408 39291 260406 145514 35930 384423 252478 82688 37297 88054 31099 49390 54608
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=5034246 1 8389360 16779952 70 806 8397912 1 961 801 3 4 176 164 612 19926048 8388624 2 304 2 8388688 260 576 224 64
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=39
num_cat=18
split_feature=2 7 3 2 8 1 1 2 1 2 2 8 3 0 8 0 2 0 0 3 0 0 3 6 8 0 0 3 0 6 0 0 3 0 1 1 0 0
split_gain=8.05566 3.77959 2.40777 5.70701 4.30685 3.68265 3.13369 1.79661 1.62223 1.54367 1.49173 1.14385 1.00267 0.945908 0.759219 0.667435 0.501872 0.325276 0.29555 0.277452 0.246987 0.215137 0.180587 0.166969 0.151808 0.151634 0.144982 0.144645 0.123746 0.121133 0.25977 0.178915 0.0996521 0.0710294 0.0202143 0.0180884 0.0161187 0.0138667
threshold=0 1 1.0000000180025095e-35 2 3 4 5 6 7 8 9 10 3.5000000000000004 10.500000000000002 11 4.5000000000000009 12 2.5000000000000004 4.5000000000000009 5.5000000000000009 5.5000000000000009 4.5000000000000009 7.5000000000000009 13 14 4.5000000000000009 33.500000000000007 4.5000000000000009 22.500000000000004 15 2.5000000000000004 7.5000000000000009 8.5000000000000018 5.5000000000000009 16 17 143.50000000000003 26.500000000000004
decision_type=9 1 2 9 1 1 1 9 1 9 9 1 2 2 1 2 9 2 2 2 2 2 2 1 1 2 2 2 2 1 2 2 2 2 1 1 2 2
left_child=29 2 3 4 8 18 10 32 20 12 16 17 14 23 -8 -10 24 -12 -6 -14 -2 22 -11 -5 -4 -18 34 -13 -7 -1 -31 -32 36 -23 -9 37 -3 -15
right_child=1 7 6 13 5 28 9 26 15 21 11 27 19 35 -16 -17 25 -19 -20 -21 -22 33 -24 -25 -26 -27 -28 -29 -30 30 31 -33 -34 -35 -36 -37 -38 -39
leaf_value=-0.0292079154307224 0.012495405099391127 0.036108180476997286 0.0023263086517423541 -0.020859930030029311 -0.0078298685404512413 0.036710085061487339 0.001887623932461308 0 -0.0087129947946203608 -0.031649183074156269 0.018016827271747429 -0.0067326131485782982 0.012586568059721977 0.0035593388512511919 -0.011199161587923891 0.0031562368579664542 -0.013262887602911923 0 0.00013120998906859422 0 0 0.0020639876602661813 0 -0.00037421221592610687 -0.0029345383948995896 0 0 0 0 -0.0072573658503281915 0.00709464036839208 -0.00031030761069225822 0 -0.0039777962174197207 -0.0058158851597599438 0 0 0
leaf_weight=56.164530282045234 78.38929141616245 30.967656110908145 114.32813041267946 35.702166166513052 20.977866719749731 92.064832606401978 10.052324515636428 3.6405254431520007 99.188546709108778 32.908478078268672 71.674096695622211 10.741853670486305 11.74217459045394 0.90003074410196748 69.214167303784052 9.7380384278403636 20.725806557151376 25.838138378421718 1.9562792797078135 4.0598268198518772 4.7516591032690476 1.3527124065258238 0.84375262604407808 41.26225897590848 39.300280220923014 2.5538181355950647 0.30113729096046959 1.5580972449897661 0.14269171583873586 29.302569490095266 5.4822986619601561 3.1025917397200828 0.11751808323606283 6.4491276699554874 8.839325997214468 0.70461745155625966 0.018917799614427078 0.21293417629203759
leaf_count=268183 181232 73989 289955 129955 43878 111762 34286 12857 203756 139511 278531 42204 40149 4161 262025 15510 89043 111615 3074 12863 9149 4423 3291 163362 99438 9125 1144 5341 293 131696 21178 10932 394 19256 32642 3768 42 1115
internal_value=0 0.00384183 0.00145603 0.00714286 0.0133935 0.0262455 -0.00319685 0.0258441 0.00120045 -0.0139563 0.00219063 0.01013 -0.000809495 -0.0116095 -0.00758354 -0.00470162 -0.0023138 0.014164 -0.00150883 0.0091544 0.0103847 -0.0252061 -0.0309853 -0.015867 0 -0.00992715 0 -0.00248805 0.0337858 -0.0224212 -0.00278282 0 0.0307688 0 -0.00584206 0.000572499 0.036066 0.00215716
internal_weight=0 853.219 809.334 385.991 307.209 115.142 423.343 43.8851 192.068 136.623 286.72 109.812 95.0685 78.782 79.2665 108.927 176.908 97.5122 22.9341 15.802 83.141 41.5541 33.7522 76.9644 153.628 23.2796 12.781 12.3 92.2075 94.052 37.8875 8.58489 31.1041 7.80184 12.4799 1.81758 30.9866 1.11296
internal_count=2865128 2433139 2312071 871015 568654 159007 1441056 121068 409647 515804 925252 437691 349323 302361 296311 219266 487561 390146 46952 53012 190381 166481 142802 293317 389393 98168 46643 47545 112055 431989 163806 32110 74425 23679 45499 9044 74031 5276
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=4772103 1 11609160 1 70 964 2369616 806 96 3155016 3 12 64 2 5 2 144 185
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=33
num_cat=17
split_feature=2 7 0 1 3 2 2 2 3 2 0 0 1 3 9 4 1 0 3 8 2 1 1 0 2 0 3 0 3 0 1 0
split_gain=7.07897 3.33389 2.20597 2.77989 2.8489 2.9701 2.04765 1.6526 1.64009 1.60538 1.36178 1.21077 1.02587 0.713941 0.80324 0.491458 0.475554 0.416561 0.384352 0.352686 0.339576 0.335085 0.291516 0.187215 0.154914 0.137068 0.0948644 0.0904235 0.0849318 0.0802627 0.0257881 0.00942287
threshold=0 1 4.5000000000000009 2 1.0000000180025095e-35 3 4 5 1.0000000180025095e-35 6 3.5000000000000004 5.5000000000000009 7 2.5000000000000004 8 9 10 30.500000000000004 3.5000000000000004 11 12 13 14 8.5000000000000018 15 33.500000000000007 8.5000000000000018 2.5000000000000004 7.5000000000000009 7.5000000000000009 16 143.50000000000003
decision_type=9 1 2 1 2 9 9 9 2 9 2 2 1 2 1 1 1 2 2 1 9 1 1 2 9 2 2 2 2 2 1 2
left_child=22 2 3 4 5 10 13 19 17 26 -2 16 23 14 -5 -15 -10 21 -14 -6 -9 -4 27 -13 -18 30 31 -1 -8 -29 -11 -3
right_child=1 9 8 6 7 -7 28 20 11 25 -12 12 18 15 -16 -17 24 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31 -32 -33
leaf_value=-0.0040509472285412277 0.020863171688013254 0.033447534707720758 0 -0.0077162105452497857 0.015039761942189818 -0.0054679886219136343 -0.023535708260467875 -7.9444731385190875e-05 0 0 0 0 -0.018616048433566942 0 0.0039192627821496018 0.010464571206542574 0.019868219425645303 0 0 0 -0.011309780266203655 0.028144428681358014 -0.025898073140493055 0.0076662487586289761 0 0 0 0.0048124019173012532 0 0 -0.0057757634111482003 0
leaf_weight=24.193622428487291 152.68694935783788 32.182200128219847 13.168248635520284 175.81520350653591 14.761552545329323 36.160179266575142 53.695052324874268 126.04106501225033 4.9219345954552409 3.5906300406932132 6.7698022940676301 11.528239711660719 25.283404838002756 6.7652734703224269 23.878440716747718 37.88646988983237 7.5484800975245889 0.71780024698091338 3.1688572431885396 7.4344183385837832 72.744370135984354 19.29754567708369 61.209852452602718 9.0074048771202779 1.2707945215370253 0.29389465707208806 0.1221266147622363 5.300666806568187 0.92640840926287538 1.4645926619559757 8.8185415156185574 0.012072113262546647
leaf_count=73916 210963 75226 30002 519212 64654 137382 216506 287089 15790 12808 8683 38863 93820 20287 60918 150513 21893 2617 9956 32239 315750 42325 328969 28128 5569 1139 397 19590 3448 2914 32565 31
internal_value=0 0.00346086 0.00119638 -0.000532461 0.00418036 0.0124858 -0.00768727 -0.00242356 0.0135309 0.0239394 0.0177154 0 -0.00633523 -0.00120721 -0.00468864 0.00580946 0.0142943 0.0249886 -0.0138222 0.0109338 -0.0066516 0.0264252 -0.0213157 0.00240771 0.0167477 0 0.0285747 0 -0.0207402 0.000636793 -0.0056851 0.0334216
internal_weight=0 856.497 811.478 715.565 416.598 195.617 298.967 220.981 95.9127 45.0195 159.457 62.7291 48.9879 244.345 199.694 44.6517 13.7412 33.1836 28.4523 22.196 198.785 32.4658 92.1687 20.5356 8.81927 12.7031 32.3164 30.9589 54.6215 6.76526 12.4092 32.1943
internal_count=2864162 2438773 2316607 2027644 1056760 357028 970884 699732 288963 122166 219646 214019 170767 750930 580130 170800 43252 74944 103776 96893 602839 72327 425389 66991 27462 46512 75654 96420 219954 22504 45373 75257
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=4772103 1 928 11544136 16779376 328320 2369616 708 1 2 92 1 8388672 388 769 9437432 144
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=35
num_cat=19
split_feature=2 7 3 2 8 1 2 2 1 3 0 1 0 1 2 0 2 3 2 0 2 8 1 6 0 0 3 3 3 3 1 1 0 0
split_gain=6.46545 3.09287 2.12472 4.63298 4.02069 3.29531 3.17416 1.43435 1.319 1.15391 1.04468 1.00696 0.888931 0.651237 0.603035 1.86846 0.428651 0.423317 0.350086 0.299015 0.284181 0.263142 0.262231 0.128552 0.12592 0.115113 0.0967367 0.0571529 0.0289844 0.0597193 0.0260063 0.0185204 0.0141119 0.00859467
threshold=0 1 1.0000000180025095e-35 2 3 4 5 6 7 3.5000000000000004 2.5000000000000004 8 10.500000000000002 9 10 2.5000000000000004 11 7.5000000000000009 12 4.5000000000000009 13 14 15 16 33.500000000000007 22.500000000000004 8.5000000000000018 5.5000000000000009 1.5000000000000002 4.5000000000000009 17 18 26.500000000000004 143.50000000000003
decision_type=9 1 2 9 1 1 9 9 1 2 2 1 2 1 9 2 9 2 9 2 9 1 1 1 2 2 2 2 2 2 1 1 2 2
left_child=13 2 3 4 11 19 8 26 14 10 -10 20 23 28 21 -16 -11 22 -13 -6 -2 -4 -8 -5 30 -7 33 -15 -1 -30 -9 32 -14 -3
right_child=1 7 6 12 5 25 17 24 9 16 -12 18 31 27 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 -32 -33 -34 -35
leaf_value=0.002535474699258885 0 0.031060084226901475 0.0030665279561708377 -0.019711357963390946 -0.00793343911699247 0.033013854010683262 0 0 -0.017208587534978417 0.0096442371811101511 0 0 0.0036031288091183237 -0.033215136638097047 0.020993018735544097 -0.0027050483921733882 -0.00058769178258422019 0 0.0079575652593333029 0 -0.0082626346802669171 -0.0032471974852331335 -0.022800385312350586 -0.00019180343419743353 0 0 0 0 -0.0042336685055816272 0 -0.0055842513152698043 0 0 0
leaf_weight=6.0844925861092625 7.995014994401572 34.076907532691621 141.35403097297603 34.762444462594431 21.035591313615445 98.453554026786151 23.900919833364242 3.5867231923621148 64.199074875585211 13.805724251491483 29.470619735802757 7.5109773734220653 0.88696677837287896 41.871144552527767 45.206405338602053 15.221426973101186 6.2715145737747671 2.1617120374048673 120.16108750065177 2.0346770756586912 63.496020959522866 47.824339708415209 51.965276582966908 41.132041545428365 0.30670657652808664 0.149965632117527 0.1355777886492423 4.6751123259509759 6.5468101607111731 2.9304732808668632 8.7195367625608871 0.70814848502050143 0.21385365759488195 0.011979962560871082
leaf_count=25956 27994 79742 392634 121451 46055 120293 103729 12790 246848 48302 109475 32360 4335 243240 190190 58604 17906 6916 268277 3218 108758 133519 211441 164550 1168 305 461 22747 14832 8882 32464 3814 1176 30
internal_value=0 0.00288685 0.00076032 0.00610119 0.0116001 0.0236105 -0.00350711 0.0223067 0.000372306 -0.00635627 -0.0118782 0.00028654 -0.0107994 -0.0236126 0.00492886 0.0115156 0.00382852 -0.0178208 0.00610286 -0.001721 -0.00587266 0 -0.0206598 -0.0150168 0 0.030488 0.0266149 -0.0283633 0 -0.00121075 -0.00545563 0.000599711 0.00218734 0.0310356
internal_weight=0 886.759 839.921 398.54 320.837 121.674 441.381 46.8374 363.353 113.747 93.6697 199.163 77.7035 62.108 249.606 60.4278 20.0772 78.0279 127.672 23.0703 71.491 189.178 75.8662 75.8945 12.613 98.6035 34.2245 46.5463 15.5618 9.47728 12.3063 1.80897 1.10082 34.0889
internal_count=2864462 2548805 2422150 902586 607260 169871 1519564 126655 1197478 422531 356323 437389 295326 315657 774947 248794 66208 322086 300637 49273 136752 526153 315170 286001 46422 120598 80233 265987 49670 23714 45254 9325 5511 79772
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=4739332 1 11609162 1 70 8651504 2369618 964 145 768 96 64 1114114 3146762 5 260 2 144 185
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=25
split_feature=2 0 1 1 2 5 1 6 2 2 1 8 2 1 3 1 2 1 3 8 8 2 3 3 0 3 1 2 2 7 3 3 2 8 3 3 0 3 0
split_gain=5.95053 3.02465 4.11434 2.96227 3.72595 1.16298 1.46619 0.999592 1.51091 0.917966 0.917463 0.801097 0.788692 1.0618 0.691481 0.638282 0.601224 0.568549 0.563013 0.584421 0.515257 0.509059 0.356409 0.352011 0.249861 0.172405 0.136367 0.1244 0.115521 0.300773 0.0947636 0.0818412 0.0607199 0.107782 0.0602201 0.0341325 0.025003 0.0204316 0.0113266
threshold=0 1.5000000000000002 1 2 3 4 5 6 7 8 9 10 11 12 3.5000000000000004 13 14 15 3.5000000000000004 16 17 18 2.5000000000000004 5.5000000000000009 4.5000000000000009 1.0000000180025095e-35 19 20 21 22 10.500000000000002 7.5000000000000009 23 24 6.5000000000000009 1.0000000180025095e-35 28.500000000000004 14.500000000000002 143.50000000000003
decision_type=9 2 1 1 9 1 1 1 9 9 1 1 9 1 2 1 9 1 2 1 1 9 2 2 2 2 1 9 9 1 2 2 9 1 2 2 2 2 2
left_child=17 2 18 4 30 12 9 10 14 34 16 27 13 -4 20 22 36 -1 19 -2 -9 -8 -14 -13 -18 -6 -10 -12 -21 -30 38 -28 33 -20 -7 -11 -5 -15 -3
right_child=1 3 5 7 25 6 21 8 26 35 11 23 15 37 -16 -17 24 -19 32 28 -22 -23 -24 -25 -26 -27 31 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 0.032670820176803748 0 0.015137944085894015 0 0.019314814920540182 0 0 0 0 0.0047132084399015258 -0.02127848706707329 0.010678241314027082 0.012398410207370418 0 -0.0091614353823613378 -0.0070799021780263791 -0.025652039316026484 0.0061012130085506761 0 0.017357682277569224 -0.016101328497070248 0 0 0 -0.010181147081812822 -0.0080213494431380442 -0.0010990888324771213 -0.020251582276012998 0 0 0 -0.001501095089217915 0 0 -0.004460870669714242 0 0 0
leaf_weight=2.9917356396326795 4.7970035560119868 79.25980201702987 115.11015859241525 6.4773694485229498 4.1931245716623371 11.066337624730291 8.1842227818960946 2.1781728706628201 8.627978044693009 0.56119914368173596 13.470653994489112 30.961282854066667 9.7542756497969076 200.29558347405327 9.5273570440403983 29.350722078939725 21.643025433178995 58.184169989252041 6.1806075000549745 8.547584008496413 78.367233656168537 43.427902707160683 4.1816171440186745 1.2699741040123615 9.0780252343320154 8.9663447516431898 28.705365696427183 6.5106685744831347 117.92078178032352 9.1321474818214465 0.12506361607665795 0.47555566306982555 3.655187893913534 2.2472244275413678 0.14383231146348485 4.5405237265295 0.077436503386706934 0.077705766721918645 0.014903665854943848
leaf_count=9073 12804 224074 226069 33227 16739 45886 28297 3566 35018 2526 32403 89703 27823 430455 24651 138166 68022 308650 22700 28653 151367 203941 13411 4046 30029 36596 125975 18929 402898 26464 430 1142 16179 9271 687 13882 214 232 47
internal_value=0 0.00262595 -0.00122923 0.0102627 0.0221751 0.00343627 -0.00503636 0.000967793 0.0069789 0.00654563 -0.00462605 -0.011097 0.00616526 0.00794945 0.0129404 -0.00154923 0.00220671 -0.0229088 -0.0137806 -0.0161032 0.0166132 -0.0126815 0.00382533 -0.0169481 -0.00104527 -0.00594615 -0.00361603 0 -0.0168793 -0.0180136 0.029779 -0.00604872 0 0.00324145 0.015208 -0.00244351 0.0116948 0.0118463 0.0326527
internal_weight=0 889.104 579.175 309.929 92.5592 426.694 67.924 217.37 127.882 16.3119 89.4884 52.2126 358.77 315.483 90.0728 43.2866 37.2759 61.1759 152.481 140.398 80.5454 51.6121 13.9359 32.2313 30.7211 13.1595 37.8089 19.9813 135.601 127.053 79.3998 29.1809 12.083 8.42783 11.2102 5.10172 6.55481 200.373 79.2747
internal_count=2864245 2546522 1650344 896178 277886 1131375 295219 618292 341719 62981 276573 145081 836156 656756 179584 179400 131492 317723 518969 470819 154933 232238 41234 93749 98051 53335 162135 51332 458015 429362 224551 127117 48150 31971 46573 16408 33441 430687 224121
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=4772100 27 539 3416178 2 772 2 10815168 263896 260 6 8463096 132 192 2074 512 8 8 8389762 64 704 16779296 1 8384 1
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
count_proc=373
adm_past_year=335
agegroup_rm=247
an110mdc_ra=221
pat_remoteness=53
sex_cat=41
flag_emergency=37
drg11_type_m=27
indstat_flag=12
cc_hypertension=12

parameters:
[boosting: gbdt]
[objective: cross_entropy]
[metric: average_precision]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 1000]
[learning_rate: 0.1]
[num_leaves: 40]
[num_threads: 4]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 1]
[histogram_pool_size: -1]
[max_depth: 7]
[min_data_in_leaf: 15]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 12194]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 8043]
[extra_trees: 0]
[extra_seed: 26014]
[early_stopping_round: 100]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 3]
[lambda_l2: 30]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 26852]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 159]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: 1,2,4,5,6,7,8,9,10]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 30046]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[[0, 1, 2, 3, 4, 5, 6, 7, 8, 9], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 99], [0, 1], [0, 1], [1, 2], [0, 1], [0, 1, 2, 3], [0, 1], [0, 1]]
