tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=6
objective=cross_entropy
feature_names=anmdc_ra flag_emergency agegroup_rm adm_past_year count_proc pat_remoteness indstat_flag
feature_infos=-1:6:5:8:14:1:4:11:3:21:9:23:2:10:13:18:7:19:12:20:15:16:22:0:24 -1:1:0 -1:7:6:3:5:2:8:4:0:1:9 [0:295] [0:48] -1:0:1:2:3 -1:0:1
tree_sizes=4338 4297 4260 4290 4228 4347 4285 4338 4334 4359 4283 4295 4224 4203 4282 4332 4171 4252 4348 4249 4293 4267 4277 4264 4164 4292 4281 4266 4255 4234 4207 4150 4296 4178 4228 4113 4223 4252 4227 4223 4249 4064 4187 4117 4177 3978 4247 4234 3992 4227 4197 4179 4146 4055 4119 4233 4100 4258 4188 4086 4016 4144 4125 4089 4288 4140 4072 4020 3716 4140 4172 4224 3629 4206 4115 3967 4100

Tree=0
num_leaves=40
num_cat=13
split_feature=0 1 3 2 1 3 2 0 2 4 3 3 0 0 4 3 0 2 2 4 4 4 4 3 3 3 4 3 3 3 4 4 4 4 3 4 3 2 3
split_gain=5813.92 4268.86 1531.4 911.934 287.952 294.889 258.019 203.674 96.1728 79.7711 78.1867 72.2866 49.6368 39.592 35.0512 27.1638 27.087 18.4104 15.6169 13.9999 13.4075 12.9453 11.1327 10.1307 9.93322 9.24543 9.14766 8.93142 8.32878 8.21827 7.13259 9.8112 6.33853 6.25115 5.98554 5.72401 5.14864 4.34843 4.31247
threshold=0 1 1.0000000180025095e-35 2 3 2.5000000000000004 4 5 6 3.5000000000000004 1.5000000000000002 1.5000000000000002 7 8 1.0000000180025095e-35 92.500000000000014 9 10 11 13.500000000000002 8.5000000000000018 1.5000000000000002 2.5000000000000004 30.500000000000004 1.0000000180025095e-35 3.5000000000000004 5.5000000000000009 33.500000000000007 1.0000000180025095e-35 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 4.5000000000000009 3.5000000000000004 1.0000000180025095e-35 9.5000000000000018 1.0000000180025095e-35 12 1.0000000180025095e-35
decision_type=9 1 2 1 1 2 1 9 1 2 2 2 9 9 2 2 9 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2
left_child=1 2 6 4 5 8 20 11 16 14 -9 34 22 38 -3 19 33 30 -16 -4 -1 -8 37 29 -18 -13 -14 -27 -15 32 -12 -32 -7 -2 -5 -31 -24 -6 -10
right_child=3 9 15 7 12 23 21 10 13 -11 17 25 26 28 18 -17 24 -19 -20 -21 -22 -23 36 -25 -26 27 -28 -29 -30 35 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-6.9204071861503067 -7.1475453080640303 -7.2019802080175968 -6.6836420809634163 -7.288162134718533 -7.2472978417500276 -7.1797464963782014 -7.1323764712948678 -7.3333468719231227 -7.2501005524955771 -7.1780394444115965 -7.2393041054412057 -7.2418885802138959 -7.3151579486152292 -7.2985542862570583 -7.2441607605490184 -7.2567618057098624 -7.2436425688264841 -7.304374568144274 -7.3066756701474738 -7.2567618057098624 -7.2567618057098624 -7.2208225008428926 -7.2567618057098624 -7.2567618057098624 -7.2084047876041337 -7.1729112043676482 -7.2543569377682706 -7.2580339111636771 -7.2613844126350333 -7.0813588690554807 -7.2907641158299388 -7.2488197965527128 -7.2567618057098624 -7.2326790774867646 -7.2585418709832883 -7.2567618057098624 -7.2083419279950673 -7.2817034549559976 -7.211864167945583
leaf_weight=139.79341231961735 97.586098636733368 10.69763806578703 245.40819856245071 303.5087635575328 23.019609665498137 72.222264339448884 139.75326183764264 3010.2675937707536 93.694319462869316 38.247208250220865 40.639331702608615 82.247205733554438 361.17823916720226 184.52527560596354 26.590184983564541 1.1347794116009016 225.3421147025656 711.13406642526388 352.82553012762219 0.31627309485338528 1.120691523188724 66.332118194317445 34.489968410693109 3.1296244107652447 187.62883742316626 57.549024163745344 13.933626034064217 5.4470820545684537 122.9851526550483 138.80796452518553 110.79560720641166 60.749792410992086 11.976818333612753 42.508090100483969 118.56085129920393 0.87415347597561677 42.072774348547682 46.555540441302583 65.207904699025676
leaf_count=198459 138539 15187 348396 430879 32680 102531 198402 4273554 133014 54298 57694 116763 512750 261963 37749 1611 319909 1009568 500892 449 1591 94169 48964 4443 266369 81700 19781 7733 174597 197060 157292 86244 17003 60347 168316 1241 59729 66093 92573
internal_value=-7.25676 -7.04032 -6.8713 -7.2932 -7.23281 -7.20681 -7.03852 -7.31699 -7.2321 -7.27916 -7.32507 -7.25968 -7.29334 -7.2652 -7.2947 -6.68645 -7.20541 -7.29693 -7.30187 -6.68441 -6.94115 -7.15567 -7.24615 -7.11053 -7.22547 -7.2056 -7.31081 -7.18153 -7.28546 -7.10828 -7.26562 -7.27545 -7.18781 -7.16803 -7.28118 -7.08278 -7.22356 -7.26944 -7.22962
internal_weight=0 1022.22 593.859 6268.64 1767.74 1246.49 346.999 4500.9 1019.48 428.361 3933.59 567.313 521.25 466.413 390.113 246.859 553.065 923.319 379.416 245.724 140.914 206.085 146.138 227.011 412.971 145.243 375.112 62.9961 307.51 223.881 212.185 171.545 84.1991 140.094 422.07 139.682 76.5627 69.5752 158.902
internal_count=10350532 1451203 843077 8899329 2509586 1769589 492621 6389743 1447311 608126 5584352 805391 739997 662147 553828 350456 785164 1310798 538641 348845 200050 292571 207466 322278 586278 206196 532531 89433 436560 317835 301230 243536 119534 198886 599195 198301 108693 98773 225587
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13
cat_threshold=64 2 896 2 899 10368 768 76160 10501504 3456 64 769 768
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=15
split_feature=0 1 2 2 1 3 0 4 3 3 4 2 3 4 0 4 3 3 0 0 2 2 3 4 4 3 3 3 3 0 3 4 3 3 2 4 3 4 5
split_gain=3886.88 1948.97 810.334 703.851 232.843 218.528 190.972 153.226 139.7 77.1594 68.5855 64.7962 60.9225 50.898 44.7213 32.414 29.9569 27.5505 25.0515 24.3892 16.7763 14.4048 10.6233 9.63944 8.56606 7.01616 7.92767 6.80384 7.76846 5.25214 5.13218 5.08807 4.31282 4.16027 4.02754 3.91915 3.42734 12.1631 3.17266
threshold=0 1 2 3 4 1.5000000000000002 5 1.5000000000000002 1.5000000000000002 1.5000000000000002 3.5000000000000004 6 1.5000000000000002 1.5000000000000002 7 1.0000000180025095e-35 53.500000000000007 4.5000000000000009 8 9 10 11 30.500000000000004 2.5000000000000004 5.5000000000000009 3.5000000000000004 10.500000000000002 3.5000000000000004 18.500000000000004 12 1.0000000180025095e-35 8.5000000000000018 1.0000000180025095e-35 1.0000000180025095e-35 13 9.5000000000000018 6.5000000000000009 1.0000000180025095e-35 14
decision_type=9 1 1 1 1 2 9 2 2 2 2 1 2 2 9 2 2 2 9 9 1 1 2 2 2 2 2 2 2 9 2 2 2 2 1 2 2 2 1
left_child=1 3 4 7 5 11 12 16 13 -8 15 19 30 -5 23 -3 -1 29 -13 -2 25 -17 -19 34 -16 -11 -27 -14 -29 35 -4 -9 -25 -20 -6 -7 -22 -38 -21
right_child=2 10 6 8 14 17 9 31 -10 20 -12 18 27 -15 24 21 -18 22 33 38 36 -23 -24 32 -26 26 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.4875442823699242 0.064507341899902079 0.052525220654769528 -0.029413412666654648 0.14390799989337313 0.00908511594086704 0.07868375028417654 -0.074733118318936892 0.18497770139899439 0.24899026271653113 -0.024411257878207582 0.070883893175347129 0.019072842464515006 0.013625885262953977 0.049991232495054196 -0.056092432797789971 0.012033844242594918 0 0.15369702316224598 -0.038889479034816224 -0.0012444072077206841 -0.051628583110228936 -0.047620312486323854 0 0 0.0023267279555495533 0.025596562788421019 -0.01800829509091861 0.07624903088420594 0 0.005156259157284882 -0.0016404573246823076 0 0.044244444588277282 -0.0057405141052519161 -0.02393335203688229 0 0.013978276725874039 -0.036043060094468109 0.019822769868562361
leaf_weight=138.47103024669923 180.57615421939408 11.29912386916112 294.13938134961063 335.16762200964149 23.238188789691776 265.94058128620964 2788.6229282700224 79.800960462540388 168.22608622373082 103.52179906913079 41.375027585891075 114.45813716290286 83.477868579269852 134.59293248708127 340.71807500731666 26.92688753362745 0.89838106790557404 108.71218544826843 193.96832588320831 64.250681183417328 498.54497443587752 335.66999427555129 3.1296244107652447 34.489968410693109 13.967127335490657 67.894923402636778 38.267462864110712 57.351403534412384 10.663678777229505 38.902141209575348 118.35028814338148 2.8111216269899151 44.156970746000297 87.694438666978385 45.410306994686835 1.8022623911383551 39.288269044598565 140.27964721940225 239.43469756876584
leaf_count=123231 240509 15187 430879 357020 32680 351333 4273554 70512 135055 147991 54298 159453 116763 153122 512750 37749 1182 129663 285917 88714 742229 500892 4443 48964 19781 97556 55683 74880 14553 51620 168316 2955 59729 124576 66093 2521 58492 208847 330840
internal_value=0 0.155528 -0.0340616 0.240246 0.0217209 0.0440353 -0.0578035 0.392304 0.163329 -0.0661078 -0.0201126 0.0141683 -0.00238064 0.122216 -0.0342723 -0.035442 0.484427 0.101048 -0.0147658 0.0374588 -0.0378514 -0.0427516 0.149508 0.0099307 -0.0516669 -0.0079422 0.0071708 0.0459497 0.066248 0.0707339 -0.0227743 0.181413 0.0306461 -0.0301112 -0.0118565 0.0750801 -0.0451975 -0.0232329 0.0148666
internal_weight=0 1275.24 6041.25 859.968 1800.85 1298.87 4240.4 221.981 637.987 3676.42 415.271 880.382 563.983 469.761 501.981 373.896 139.369 418.487 396.121 484.262 887.797 362.597 111.842 147.295 354.685 209.684 106.162 151.493 68.0151 306.645 412.49 82.6121 78.6469 281.663 68.6485 267.743 678.113 179.568 303.685
internal_count=10350532 1451203 8899329 843077 2509586 1769589 6389743 197880 645197 5584352 608126 1230009 805391 510142 739997 553828 124413 539580 569946 660063 1310798 538641 134106 207466 532531 301230 153239 206196 89433 405474 599195 73467 108693 410493 98773 353854 1009568 267339 419554
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=64 2 896 896 2 10368 768 76160 8396160 3344 64 769 2109362 768 2
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=18
split_feature=0 1 2 3 1 0 2 3 3 4 2 3 0 4 0 3 1 0 0 4 3 0 4 2 2 1 4 4 4 4 3 4 3 4 4 2 2 3 4
split_gain=2852.02 1126.75 715.241 349.691 187.651 178.286 177.125 157.84 75.2071 58.7951 52.5595 51.5777 40.0515 29.8815 24.1087 26.2011 23.2817 22.4533 18.3483 16.3236 16.2575 14.9133 13.4506 13.3865 13.2531 11.247 8.91255 8.37618 8.09305 7.99691 7.51105 6.08789 4.49005 4.13634 4.1052 3.97495 3.72908 3.61385 3.38527
threshold=0 1 2 2.5000000000000004 3 4 5 1.5000000000000002 1.5000000000000002 3.5000000000000004 6 1.5000000000000002 7 1.0000000180025095e-35 8 4.5000000000000009 9 10 11 1.5000000000000002 4.5000000000000009 12 1.0000000180025095e-35 13 14 15 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 5.5000000000000009 30.500000000000004 4.5000000000000009 92.500000000000014 4.5000000000000009 4.5000000000000009 16 17 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=9 1 1 2 1 9 1 2 2 2 1 2 9 2 9 2 1 9 9 2 2 9 2 1 1 1 2 2 2 2 2 2 2 2 2 1 1 2 2
left_child=1 3 4 6 7 11 28 10 -7 13 18 25 27 -3 -10 -16 -13 -12 -2 -8 33 -17 -5 -24 -15 35 -18 36 -1 38 -22 -27 -25 -9 -11 -4 -6 -29 -14
right_child=2 9 5 22 12 8 19 20 14 34 17 16 29 24 15 21 26 -19 -20 -21 30 -23 23 32 -26 31 -28 37 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.081724738956288831 0.056002599028192317 0.050308699978847404 0.0093074258999083573 0.36414993769796883 0.0086753191846102428 -0.072787838730990317 0.19898989172082041 0.065320708535757471 -0.051243673562807658 0.0069304835930999002 0.014775169501563058 0.072333683853106234 0 0.011490872586997275 -0.032454214894192833 0.040374151805310225 -0.028503793546349812 -0.030307227240579212 0.013312802073480645 0.099975547843454388 0.12449938378313881 -0.011334539333723866 0 0.19026891979911686 -0.045346788206690199 -0.042903926343210219 0.022314787796599463 0 0.031648031292765728 0.0022510668518124738 0 0 0 0.01180164162044639 0.084164973098027285 -0.013829566276716951 -0.023009099917591341 0.040462577288248036 -0.056200393463133318
leaf_weight=218.58967266895343 192.58923696918646 11.90751989855198 93.510543383890763 94.062543880718295 23.476357551524416 2588.0606263617519 365.81493320653681 282.58561821503099 447.54312369466061 26.091231830301695 139.39300063461997 76.15529090387281 19.179191183997318 27.252408120722976 262.87966586259427 70.38544946355978 30.11065157270059 251.03852194646606 308.39212068979396 141.93333364947466 126.73800717730774 76.110144031234086 15.840905451157596 99.822924956330098 320.0798598874826 169.46266550687142 50.9070993285859 34.489968410693109 131.68841806054115 13.999617702676913 3.1296244107652447 25.392920746235177 1.1219369865139004 45.994825460598804 18.318087812396698 115.41548881388735 44.386836908524856 46.151447800570168 302.9012902630493
leaf_count=201724 240509 15187 138951 54914 32722 4273554 258221 347199 687900 31901 192088 99419 30526 37749 402657 104990 39370 377858 419554 120278 129663 115251 9916 61422 500892 251020 67407 48964 135126 19781 4443 37650 1476 58275 22397 171574 66171 59729 482104
internal_value=0 0.122162 -0.0318052 0.175511 0.0195359 -0.0553508 0.137705 0.0387064 -0.0638486 -0.0179683 0.0127995 -0.0018883 -0.032046 -0.0330063 -0.0356831 -0.014163 0.0415158 -0.0136375 0.0332057 0.175724 0.0845858 0.0160948 0.291801 0.16897 -0.0404304 -0.0212213 0 0.00922453 0.0659352 -0.0492695 0.121354 -0.036907 0.175168 0.0602799 0.0639091 -0.00253923 -0.0111481 0.0282883 -0.0537613
internal_weight=0 1472.52 5840.38 1068.87 1834.45 4005.93 858.026 1349.86 3444.98 403.649 891.413 560.955 484.585 359.24 856.918 409.375 157.173 390.432 500.981 507.748 458.448 146.496 210.848 116.786 347.332 403.782 81.0178 148.505 350.278 336.08 129.868 194.856 100.945 328.58 44.4093 208.926 67.8632 80.6414 322.08
internal_count=10350532 1451203 8899329 843077 2509586 6389743 715349 1769589 5584352 608126 1230009 805391 739997 553828 1310798 622898 206196 569946 660063 378499 539580 220241 127728 72814 538641 599195 106777 207586 336850 532411 134106 288670 62898 405474 54298 310525 98893 108693 512630
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=64 2 896 2 10368 60 768 16853376 9454094 2 27270528 3344 2101296 5 769 2 71 768
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=21
split_feature=0 1 2 2 3 1 3 3 0 0 0 2 4 0 4 4 2 2 5 3 3 0 2 3 3 0 3 4 4 4 0 0 2 3 2 4 0 4 4
split_gain=2223.94 894.905 520.533 289.159 154.419 115.311 92.9984 81.2315 53.3673 50.1687 49.4108 48.183 35.2982 31.3489 28.2228 26.5303 24.1862 20.1844 19.9925 18.2112 13.8785 12.0403 9.69985 12.2928 9.02896 8.10202 7.89698 7.45952 7.17387 9.42085 6.95815 6.93149 6.9001 6.73701 5.59581 5.48778 4.64342 4.45088 4.4215
threshold=0 1 2 3 1.5000000000000002 4 1.5000000000000002 1.0000000180025095e-35 5 6 7 8 4.5000000000000009 9 1.0000000180025095e-35 4.5000000000000009 10 11 12 2.5000000000000004 3.5000000000000004 13 14 37.500000000000007 2.5000000000000004 15 53.500000000000007 5.5000000000000009 1.0000000180025095e-35 2.5000000000000004 16 17 18 1.0000000180025095e-35 19 1.0000000180025095e-35 20 10.500000000000002 1.0000000180025095e-35
decision_type=9 1 1 1 2 1 2 2 9 9 9 1 2 9 2 2 1 1 1 2 2 9 1 2 2 9 2 2 2 2 9 9 1 2 1 2 9 2 2
left_child=1 3 5 15 8 7 10 16 14 20 33 -3 28 -7 -5 26 25 21 19 31 -8 24 38 -24 -11 -2 -1 -15 -13 -30 -18 -9 -20 -4 -10 -23 -19 -12 -6
right_child=2 11 6 4 22 13 9 18 34 17 37 12 -14 27 -16 -17 30 36 32 -21 -22 35 23 -25 -26 -27 -28 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.24061187860755615 0.022467536785223424 0.037293810640128142 -0.031354227170492133 0.098171290573565273 0.043772435642287728 0.013147853837912924 0 -0.0008943572530760957 0.022984354798897332 -0.018938575006530484 -0.072376501607377505 0.0045696274101014317 0.044559349023894773 -0.051487663119731679 0.044908885458586636 0.034350264416368813 0.0026613159736924145 0 0.029570079727517209 0.085699899535625679 0.059345883512928424 0.0011545324033916753 0.1637288893080055 0 0.022467820648411976 -0.010162465837592762 0 0.0021778024902048775 -0.053425111153075217 -0.014319331865423633 -0.033158087370577835 0.040755630297415316 -0.00024600718201266093 0 -0.008513763671941085 -0.036739244310156169 -0.053356722255330148 0 -4.2193522627287402e-05
leaf_weight=240.26585565239657 241.55283176718513 84.506087340298109 242.19336272444343 456.62227542011533 26.996981350355782 90.743516332586296 65.460007176094223 37.666376256500371 62.41596541745821 53.844106501783244 2293.048643541988 15.890731207269708 26.017188712430652 305.62102860643063 265.13007132423809 21.336858713708352 52.499725301808212 36.403242219646927 125.84863663651049 182.07325831934577 45.285587718593888 27.320430095831398 352.33728209580295 4.8358252476900807 101.40689672832377 66.804860175470822 0.74683870642911543 14.031122466549276 295.95378971862374 140.28856644046027 190.21189209719887 261.08460531604942 118.28788237075787 84.057103866711259 76.901298212935217 151.63435148407007 411.82374548958614 13.943731495412065 16.993892278871499
leaf_count=155341 310521 118736 391349 344653 14877 124756 93864 50475 88115 83609 4071950 20898 31225 512750 235320 17398 71577 57905 146871 187211 58811 42147 213616 4353 150207 90950 940 19781 470193 209500 297491 332998 142535 129884 115284 238393 667586 24761 11701
internal_value=0 0.0861246 -0.0350708 0.1257 0.0983643 0.0103851 -0.0567657 0.0253398 0.070348 -0.0271622 -0.0664885 -0.0200849 -0.0325132 -0.0337548 0.0805069 0.221657 -0.00317831 -0.0359821 0.0466797 0.0583231 0.0279761 -0.0132077 0.151006 0.157653 0.00545215 0.014182 0.239673 -0.0469466 -0.0407415 -0.0432233 -0.0250687 0.036202 0.016067 -0.0230597 0.00590403 -0.0288047 -0.0498753 -0.0717213 0.026109
internal_weight=0 2087.24 5212.85 1524.58 1262.23 1686.43 3526.42 1276.03 861.07 893.178 2633.24 562.656 478.15 410.396 721.752 262.35 551.069 782.433 724.961 480.824 110.746 334.206 401.164 357.173 155.251 308.358 241.013 319.652 452.133 436.242 242.712 298.751 244.137 326.25 139.317 178.955 448.227 2306.99 43.9909
internal_count=10350532 2052150 8298382 1201598 1027919 2287916 6010466 1630629 783372 1392522 4617944 850552 731816 657287 579973 173679 770539 1239847 860090 570684 152675 514356 244547 217969 233816 401471 156281 532531 700591 679693 369068 383473 289406 521233 203399 280540 725491 4096711 26578
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=2112 2 896 768 2 64 2109569 21013633 771 74112 768 96 1 17318192 4 10553272 8393984 31195149 768 193 17138688
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=21
split_feature=0 1 2 3 1 2 3 3 0 0 2 0 2 2 2 3 0 4 4 4 2 4 5 3 4 4 0 0 3 3 0 4 0 3 4 0 4 4 0
split_gain=1736.44 609.807 463.251 200.747 94.9621 93.5238 88.1384 64.1085 47.5767 44.13 43.337 27.994 20.3006 19.2589 18.3029 17.6159 17.273 16.9749 16.6826 14.383 14.1605 13.9175 13.3511 11.6851 10.4042 18.346 10.3776 9.06571 7.78212 7.17646 6.80895 6.75315 6.26192 5.91423 5.20211 4.13328 4.12294 3.93652 3.81587
threshold=0 1 2 2.5000000000000004 3 4 1.5000000000000002 1.0000000180025095e-35 5 6 7 8 9 10 11 5.5000000000000009 12 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 13 1.0000000180025095e-35 14 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 15 16 92.500000000000014 4.5000000000000009 17 3.5000000000000004 18 1.0000000180025095e-35 1.0000000180025095e-35 19 10.500000000000002 5.5000000000000009 20
decision_type=9 1 1 2 1 1 2 2 9 9 1 9 1 1 1 2 9 2 2 2 1 2 1 2 2 2 9 9 2 2 9 2 9 2 2 9 2 2 9
left_child=1 3 4 5 7 18 8 12 33 23 19 31 30 28 24 20 22 34 -1 21 38 -3 -7 -8 29 -26 -22 -20 -5 -11 -2 -6 -14 -4 -12 -16 -10 -13 -9
right_child=2 10 6 13 11 16 9 15 36 14 17 37 32 -15 35 -17 -18 -19 27 -21 26 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.12512788028371966 0.020126486516354073 0.050648297513774747 -0.029414521468534439 0.19973571861622097 -0.009186093499824315 0.057202478116391987 0 0 -0.070326097577616029 -0.0057654830140020192 0 -0.049781140899220748 0.0025062842476362385 0.077462737660902614 0 0.079940652228056894 0.0018861798150578539 0.0074455135388794072 0.079101167333660183 0.050832151604577991 0.028524725719445945 -0.016749058994722541 0 0.053696673322095226 -0.038953508790379829 0.010843711345660074 -0.0057819503594859134 0.011929852373786532 0 0.041051225489097662 -0.0095905967218580801 0.029955577832819942 -0.031305843828858919 0 -0.047891742925456705 -0.051034831445990296 0 0 0.046255936947648534
leaf_weight=394.73328989889706 247.03257233201293 9.1593094544368778 234.72639955492923 246.37941086757928 58.048892908263952 461.50234887492843 65.460007176094223 24.828553500410635 2133.1172046920983 45.312612125184387 12.280910990783012 274.35670051188208 52.639426504494622 149.14804145268863 36.403242219646927 95.535008281993214 109.11080443829997 52.792701217054855 230.5519208140322 58.148152666515671 116.31310135393869 108.05077486333903 55.60832973435754 48.049844408815261 172.94539044058183 87.230593936925288 157.27666416217107 65.366357165272348 1.4797649750835251 24.577723139780574 66.130378504749388 50.767126227961853 184.01594316883711 84.057103866711259 309.3170865320717 390.45118413551245 13.943731495412065 13.132565488340331 361.81421365804272
leaf_count=225879 310521 11849 391349 123021 86994 372600 93864 30131 4071950 69862 15909 484556 71577 74502 57905 82647 157302 65860 133384 78122 139570 165747 43267 58811 275835 133814 196485 69721 1922 34845 90950 67263 297491 129884 513065 667586 24761 18474 411257
internal_value=0 0.0718428 -0.032834 0.10116 0.00940261 0.0787035 -0.0543246 0.0225617 -0.0642335 -0.0253192 -0.0183031 -0.0315615 -0.00296942 0.164181 -0.0339288 0.0409216 0.043979 -0.03635 0.10457 0.019279 0.0316118 -0.000196102 0.051549 0.0256687 -0.0122355 -0.0218289 0.0096245 0.0704409 0.191603 0.0150792 0.0126262 0.00880685 -0.0234256 -0.0214558 -0.0454483 -0.047575 -0.0696454 -0.0460028 0.043365
internal_weight=0 2263.63 5038.17 1713.88 1701.89 1316.87 3336.28 1305.59 2465.84 870.431 549.749 396.305 549.818 397.007 756.921 755.768 626.221 374.391 690.652 175.358 660.233 117.21 517.111 113.51 330.066 260.176 273.59 295.918 247.859 69.8903 313.163 108.816 236.655 318.784 321.598 426.854 2147.06 287.489 386.643
internal_count=10350532 2052150 8298382 1201598 2287916 1002153 6010466 1630629 4617944 1392522 850552 657287 770539 199445 1239847 860090 573169 594834 428984 255718 777443 177596 415867 152675 514356 409649 336055 203105 124943 104707 401471 154257 369068 521233 528974 725491 4096711 503030 441388
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=2112 2 896 2 899 21013633 2109569 899 22095233 768 992 96 64 768 3 10495362 64 10553272 8393984 17138688 29368329
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=20
split_feature=0 1 2 3 3 1 2 0 0 3 2 4 0 2 0 2 4 4 2 3 5 4 4 0 2 3 3 0 4 4 4 3 4 0 4 2 4 0 4
split_gain=1379.63 431.768 410.588 128.169 84.3639 78.7596 73.0398 57.8224 53.2956 53.0095 38.3907 33.9345 28.998 25.5888 24.9707 17.615 16.233 15.6326 15.2558 13.3221 12.8436 11.489 12.7927 10.6753 9.64407 8.15024 7.68488 7.04495 6.81065 6.78914 6.66617 5.86174 5.35828 5.28753 4.4087 3.92485 3.64889 3.18789 3.17555
threshold=0 1 2 3.5000000000000004 3.5000000000000004 3 4 5 6 1.5000000000000002 7 1.0000000180025095e-35 8 9 10 11 1.5000000000000002 4.5000000000000009 12 1.0000000180025095e-35 13 2.5000000000000004 1.0000000180025095e-35 14 15 1.0000000180025095e-35 18.500000000000004 16 3.5000000000000004 4.5000000000000009 3.5000000000000004 8.5000000000000018 1.0000000180025095e-35 17 1.0000000180025095e-35 18 2.5000000000000004 19 2.5000000000000004
decision_type=9 1 1 2 2 1 1 9 9 2 1 2 9 1 9 1 2 2 1 2 1 2 2 9 1 2 2 9 2 2 2 2 2 9 2 1 2 9 2
left_child=1 3 5 6 7 9 30 25 24 13 21 -5 15 27 28 -8 18 34 26 -9 -11 22 -3 -15 -6 -4 -13 -2 -7 -21 -1 -26 -17 -27 -12 -14 -10 -38 -36
right_child=2 10 4 11 8 14 12 19 36 20 17 16 35 23 -16 32 -18 -19 -20 29 -22 -23 -24 -25 31 33 -28 -29 -30 -31 -32 -33 -34 -35 38 -37 37 -39 -40
leaf_value=0.12490784730785907 0.025801229485467925 0.048840656567730185 -0.030934451006708882 0.18522351650362892 0.044362383601287914 -0.010349888436684086 0.025595854016934923 -0.072675133376344833 -0.043125898994895044 0.056570136752301818 0 0.078394453907479456 0.023455454314937601 -0.029422031809099969 -0.044434135701864191 0.079448910606089634 0.11488130998148859 0.020860444265909377 -0.0038506709152427961 -0.052928514466380965 0.012887388225779351 0.045818787375889847 -0.015652249463433 0.0025795011219411114 -0.018937834510144417 0.010569728852275882 -0.00087540749820667484 0 0.028000852892845002 -0.013474129651872261 0.029679229953661953 0.023847845904087443 0.045992382931737852 -0.018565759573476073 -0.051189952064576286 -0.00073711582928648973 0.014142269407169034 -0.018924779940577841 -0.016674509594779643
leaf_weight=270.24996524106245 344.50332812813576 9.6343787269433943 276.72691071487498 144.09054186934372 105.41398635943187 64.76556830998743 239.98520986991934 1456.8765784553252 203.64030778052984 323.83774211595301 12.280910990783012 37.766362227965146 79.825551529938821 187.94979191524908 265.68132139981026 509.9561095314566 85.323734918260016 21.283260253432672 53.480574643297587 750.94624800165184 161.82930288277566 61.175511033507064 106.25843010295648 159.73455820529489 47.677021736395545 99.214404589554761 5.298412504605948 154.06431875831913 53.560596759954933 94.75914011610439 39.352151718980167 24.084910512145143 308.01004518626723 69.242149130033795 217.6443496979773 105.99887281976407 17.812961444782559 16.725404044787865 109.12819905643119
leaf_count=123231 412187 11849 491248 53451 149216 100430 183348 2980689 349992 318681 15909 15018 96058 302346 487402 276816 42301 24360 26487 1435303 167631 78122 165747 228023 70777 139226 3704 201761 69455 178271 27144 35008 205401 122618 382441 148639 29176 28942 172124
internal_value=0 0.0611039 -0.0306586 0.0836897 -0.0518499 0.00852572 0.0688882 -0.0583273 -0.00844759 0.0201879 -0.0165234 0.141634 0.0536809 0.00423494 -0.0295254 0.0603044 0.0843454 -0.0341114 0.0341509 -0.0647466 0.0455399 0.0183379 0 -0.0151967 0.0288692 -0.0207038 0.0599726 0.0183866 0.00668844 -0.0494634 0.114021 0 0.0684698 -0.00129351 -0.0407146 0.0106408 -0.0371411 0 -0.0428755
internal_weight=0 2416.74 4879.05 1879.34 3163.12 1715.93 1553.38 2747.77 415.355 1331.92 537.405 325.96 1243.78 846.252 384.007 1057.95 181.869 360.337 96.5453 2302.58 485.667 177.068 115.893 347.684 177.176 445.183 43.0648 498.568 118.326 845.705 309.602 71.7619 817.966 168.457 339.053 185.824 238.179 34.5384 326.773
internal_count=10350532 2052150 8298382 1201598 6010466 2287916 1060637 5347355 663111 1630629 850552 140961 910262 1144317 657287 665565 87510 594834 45209 4594263 486312 255718 177596 530369 255001 753092 18722 613948 169885 1613574 150375 105785 482217 261844 570474 244697 408110 58118 554565
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=2112 2 896 2 768 21275777 2110384 899 64 768 22095241 12 928 1 1843758 86 67512 8320 192 8913930
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=22
split_feature=0 2 1 3 3 5 1 3 0 0 2 2 3 4 0 2 2 3 0 4 0 2 2 0 0 0 4 2 4 4 4 4 0 0 3 4 3 3 4
split_gain=1113.14 362.161 316.915 89.1947 79.2513 65.6298 65.499 43.7144 43.6358 38.1785 36.7588 35.3342 30.1475 27.3469 22.2753 19.1681 14.3492 12.7039 11.4944 10.3501 9.491 9.27497 9.05881 8.48257 8.47037 8.15762 6.96718 6.59847 6.40136 5.55112 7.09636 5.45159 5.21569 4.91958 4.64714 4.53632 4.50487 4.37406 4.34597
threshold=0 1 2 1.5000000000000002 1.5000000000000002 3 4 1.0000000180025095e-35 5 6 7 8 5.5000000000000009 4.5000000000000009 9 10 11 5.5000000000000009 12 1.0000000180025095e-35 13 14 15 16 17 18 4.5000000000000009 19 5.5000000000000009 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 20 21 1.0000000180025095e-35 10.500000000000002 39.500000000000007 1.0000000180025095e-35 1.5000000000000002
decision_type=9 1 1 2 2 1 1 2 9 9 1 1 2 2 9 1 1 2 9 2 9 1 1 9 9 9 2 1 2 2 2 2 9 9 2 2 2 2 2
left_child=2 6 3 10 8 15 7 16 37 12 18 34 20 29 -8 -5 33 21 38 -12 -6 -9 26 36 -23 -21 -10 -7 -16 -13 -31 -11 -18 -2 -4 -24 -14 -3 -1
right_child=1 4 11 5 9 27 14 17 22 31 19 13 23 -15 28 -17 32 -19 -20 25 -22 24 35 -25 -26 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.037687375329314515 0.015775592574014709 -0.025546671061529719 0 0.040621043815808645 0.021643592138311223 0.069737463897144067 0.01038342548926767 0.033881435103924967 -0.042138455866669949 -0.050186738298695438 0.077473883764596976 0.0035364497993622696 0.06244293671969952 0.038603199956310702 -0.044931215774321014 0.13668714532433843 0.0022101701324497248 0.063804172409161905 -0.0075957204833476625 0.048842659675226621 -0.0214008294042306 0.023927227543165008 -0.070879051207000596 -0.0018707397063520599 -0.0065534128188978417 0.0008937342115251678 0 0.021398137679818671 0.0032627305392669255 -0.047161039654416023 -0.011859837116457285 -0.017506882005911495 -0.02837271649375599 -0.0090495957001966634 0.046839384917539015 0 0 0 0.006629590532480337
leaf_weight=287.08877578866668 257.80404587375233 220.99547650641762 31.367020755016711 99.206476609688252 23.284201990405563 69.44979336153483 94.013156418164726 416.82153658318566 268.77698760770727 284.86189378250856 500.69073502067477 16.347974575881381 70.308787913643755 28.42131420772057 265.74292882124428 377.36332417151425 52.907421499025077 107.88264426699607 70.334064788068645 263.99172221316257 257.50599242228782 122.10327284951927 1554.0437064257567 30.295498085964937 158.90097891469486 66.976940501481295 42.488515406817896 188.56745758210309 13.569128295057451 257.39817146706628 135.5429633538588 156.57555692322785 174.85785807686625 65.500092606525868 57.820785894233268 10.491041718400082 4.4278378207818596 84.270036715839524 99.318114929948933
leaf_count=211431 310521 391349 41804 45597 29272 26923 124756 441388 587795 519840 260593 20898 91656 31225 512750 151337 71577 82647 106361 148940 417735 139570 3398132 47364 196485 71741 91037 82086 19781 470193 209500 280687 297491 90950 76932 19747 5968 129884 96589
internal_value=0 -0.0286158 0.052794 0.0708013 -0.0493999 0.0995656 0.00765412 0.0180296 -0.0596141 -0.0215529 0.0522812 -0.0149467 0.00138973 -0.0267906 -0.0276561 0.121964 -0.00317941 0.032488 0.0240961 0.0650002 -0.0151137 0.024804 -0.0653335 0.0413898 0.00708776 0.0422291 -0.0357019 0.04303 -0.04023 -0.0349506 -0.0373984 -0.04023 -0.0208793 0.00947774 0.0323124 -0.0700048 0.052472 -0.0183761 0.0307396
internal_weight=0 4738.43 2549.89 2022.99 3008.33 734.587 1730.1 1356.78 2181.07 827.26 1288.4 526.898 385.822 437.71 373.325 476.57 551.069 805.708 456.741 831.659 280.79 697.826 1875.8 105.032 281.004 330.969 311.266 258.017 279.312 409.289 392.941 441.437 227.765 323.304 89.1878 1564.53 74.7366 305.266 386.407
internal_count=10350532 8298382 2052150 1201598 6010466 305943 2287916 1630629 4617944 1392522 895655 850552 591995 731816 657287 196934 770539 860090 414381 481274 447007 777443 4096711 144988 336055 220681 678832 109009 532531 700591 679693 800527 369068 401471 118736 3417879 97624 521233 308020
cat_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=2112 896 2 1 2 21013633 19182001 60 771 74112 13 768 64 8193 768 64 2109616 10495362 64 771 8393984 10553272
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=22
split_feature=0 2 1 2 3 1 3 1 0 0 3 4 3 2 0 4 4 0 4 4 2 5 0 3 2 4 2 4 4 2 4 4 0 2 0 2 4 0 3
split_gain=902.32 322.422 228 89.6953 68.5924 55.1804 47.1167 41.5225 44.7706 34.6508 33.3627 33.304 31.4532 26.3364 23.4427 19.9043 18.8983 14.8127 14.5259 13.9676 11.572 11.5542 11.2233 9.93172 9.80832 8.52651 8.35052 7.41456 7.51715 7.54107 6.16322 5.79389 5.29197 5.23776 4.82125 4.69531 4.4934 4.19102 4.02924
threshold=0 1 2 3 1.5000000000000002 4 4.5000000000000009 5 6 7 1.0000000180025095e-35 4.5000000000000009 4.5000000000000009 8 9 4.5000000000000009 3.5000000000000004 10 1.0000000180025095e-35 1.5000000000000002 11 12 13 3.5000000000000004 14 1.0000000180025095e-35 15 1.0000000180025095e-35 2.5000000000000004 16 4.5000000000000009 2.5000000000000004 17 18 19 20 10.500000000000002 21 1.0000000180025095e-35
decision_type=9 1 1 1 2 1 2 1 9 9 2 2 2 1 9 2 2 9 2 2 1 1 9 2 1 2 1 2 2 1 2 2 9 1 9 1 2 9 2
left_child=2 5 3 17 14 10 9 8 -6 24 20 13 32 -4 -3 25 -9 31 -8 35 -2 22 -12 -24 -5 -7 30 -15 -29 -30 -16 -1 -10 -14 -22 -20 -28 -18 -11
right_child=1 4 11 6 7 15 18 16 12 38 21 -13 33 27 26 -17 37 -19 19 -21 34 -23 23 -25 -26 -27 36 28 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.12628551279173181 0.0079352502332335362 -0.023503706409950493 0.027101935484166513 0.02434787493486644 -0.041255827016853236 0.0067950915255265594 0.11487616019431 -0.061248096420254777 -0.01967728969589138 -0.0055635773521546632 -0.0013483369895242996 0.052119668343764969 -0.0058208157188338171 0.010752167493485272 -0.040541739803043174 0.016357531167347044 0.021069376267239592 0.038463149356440615 0.023118553186131079 0.071684117364121461 0.0020815512957077552 0.0067416740812761529 0.027432534751859111 0.066297510966487755 0.051678733096217178 -0.042547913870921689 -0.069626374647438538 -0.041581586791596348 0.010012865830311614 -0.024858605759192402 0 0.042545279841655043 0.0074604904062858584 0.053471617028645592 -0.027350524881555833 -0.010385172654951223 0 -0.014911122667889099 0.015134362784727951
leaf_weight=274.42154537542956 319.23164969758363 280.07947601767955 66.958124038937967 397.74311918206513 160.72632586309919 19.617610185290687 112.67311073059682 232.87140054133488 103.0976093277568 153.080190611945 62.317687653470784 42.285615606408101 6.7151755813392811 19.646414246410131 249.00389125937363 58.483466450299602 23.587256643630099 129.58108248654753 41.934865142276976 63.680924523738213 53.024312046356499 258.62022093037376 356.611714609724 131.65149849076988 853.29382557922509 270.86904049228178 1393.6247167804977 279.57277640129905 71.759810424642637 94.33231139741838 41.695080415549455 62.492280335223768 94.882161573099438 124.14363054611022 162.21444889588747 39.127967298089061 10.345945075561756 22.271927851310465 144.45526263565989
leaf_count=71566 392579 529732 83816 272073 306287 35988 35573 417721 178805 226582 67208 46501 11356 25324 568648 82959 37635 93919 17280 28939 71577 281123 392213 99151 411306 520326 3275257 520760 106563 150053 89385 26923 167995 186673 285917 18954 19482 37346 159037
internal_value=0 -0.0280499 0.043654 0.0579042 -0.0490245 0.00611483 0.045245 -0.0220153 -0.00305161 0.0372134 0.0155144 -0.0115667 0.0173399 -0.0196707 -0.059141 -0.0274872 -0.0508183 0.097734 0.0851642 0.0445675 -0.00334197 0.0280005 0.0358712 0.0409319 0.0442454 -0.0379554 -0.0638391 -0.0282182 -0.0317299 -0.00979273 -0.0341179 0.113233 -0.00662114 0.0510081 -0.0197346 0.00695514 -0.0686697 0.00146587 0.0039157
internal_weight=0 4435.69 2847.04 2272.48 2743.04 1692.64 1805.99 768.295 489.565 1548.57 1343.67 574.555 328.839 532.269 1974.75 348.97 278.731 466.495 257.417 144.744 534.47 809.201 550.581 488.263 1251.04 290.487 1694.67 465.311 445.665 166.092 290.699 336.914 197.98 130.859 215.239 81.0628 1403.97 45.8592 297.535
internal_count=10350532 8055363 2295169 1362152 5826322 2229041 1169744 1343818 851116 1068998 1589768 933017 544829 886516 4482504 639273 492702 192408 100746 65173 750073 839695 558572 491364 683379 556314 3952772 802700 777376 256616 658033 98489 346800 198029 357494 36234 3294739 74981 385619
cat_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=2240 896 2 768 2 2 5620232 64 769 21341185 64 768 1 13893640 28 64 148 2097200 1 8393984 224 8401162
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=22
split_feature=0 2 1 1 3 3 4 2 3 4 5 3 2 2 5 0 3 3 0 5 2 0 2 0 0 4 5 3 4 4 2 4 2 3 0 3 3 0 3
split_gain=743.351 322.443 199.896 98.9527 74.885 54.6154 48.5649 34.2526 29.3521 26.9265 24.2428 23.8636 22.5302 20.9064 18.5058 13.6455 13.3727 11.5051 10.9067 10.1231 9.21383 8.92524 8.53647 8.20788 8.11405 7.89811 7.89363 6.59209 11.4625 8.64527 6.51796 7.67071 6.37414 5.73038 5.51323 5.00886 4.9176 4.70834 4.35877
threshold=0 1 2 3 3.5000000000000004 1.0000000180025095e-35 4.5000000000000009 4 1.5000000000000002 4.5000000000000009 5 4.5000000000000009 6 7 8 9 1.0000000180025095e-35 5.5000000000000009 10 11 12 13 14 15 16 1.0000000180025095e-35 17 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 18 1.0000000180025095e-35 19 28.500000000000004 20 2.5000000000000004 1.0000000180025095e-35 21 23.500000000000004
decision_type=9 1 1 1 2 2 2 1 2 2 1 2 1 1 1 9 2 2 9 1 1 9 1 9 9 2 1 2 2 2 1 2 1 2 9 2 2 9 2
left_child=2 3 4 5 7 13 12 23 -3 30 20 19 36 -2 16 17 18 -10 -9 21 -6 -7 -18 -1 -15 -12 -13 -14 29 -29 31 -5 -21 -22 -11 -30 -4 -8 -19
right_child=1 8 6 9 10 11 37 14 15 34 25 26 27 24 -16 -17 22 38 -20 32 33 -23 -24 -25 -26 -27 -28 28 35 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0638769058325485 0.007295404226692382 -0.064559824609183428 -0.0036220022520593118 0.027435487809386011 0.0070465098299916373 0.036945948200832593 -0.00025296337162504593 0.026279522829693674 -0.021565088931660807 0.020233823721140617 0.054903212571059345 0.066047352708867038 -0.040565261978123629 0 -0.0053979771199315144 -0.040912375229109225 0.0012316893336984983 0.039014330093347149 -0.0032644942080299966 0.013791746620449186 0.11894903486548336 0.0078221664506628718 0.048507736381346624 0.018967053207972661 -0.033865192304088944 0.0061640244702627564 0.0084728321216554856 0.0093397841994661748 -0.008076598392080336 -0.049056856062314219 -0.053826881866066129 -0.023042737920692856 -0.013863597078201388 0 -0.018189962839534637 0.02269981188574104 0.032038575148424557 0.060853963725462423 -0.0042022611759444826
leaf_weight=624.54032631817972 321.37024147232296 1438.4392204800679 34.30325905274367 8.4471503889071737 31.851292789680883 242.42624775043805 13.122377619263716 432.9992062211968 91.053454977925867 71.408346716256347 72.452512418676633 139.95372665225295 254.10743003804237 82.362395750562428 130.99319585738704 399.67333430031431 68.534749860176817 36.880142658192199 142.87529371579876 118.08559419866651 258.64385783905163 285.3017876726517 454.83925197762437 132.17143529723398 266.74697015911806 85.646375208511017 71.473534383403603 12.062033239344599 128.74146057252074 73.958534836943727 336.47931103387964 86.891268603591016 135.19087268281146 5.9214380775229065 13.773641917388884 47.398319157655351 62.359404474089388 53.22364970901981 10.703606293362098
leaf_count=238831 392023 3567885 46682 15451 14454 274180 14515 308146 161600 109562 22645 111527 466783 138954 99926 778813 45991 51966 220033 125996 83532 346767 249230 110474 543434 39370 67360 15586 216051 139033 691880 176485 200597 3107 25202 73520 79826 65926 17189
internal_value=0 -0.0274558 0.0367555 -0.000612611 0.0501103 0.011204 -0.0103928 0.0403389 -0.0563097 -0.0377099 0.0870648 0.02588 -0.020268 -0.0102689 0.0275911 -0.0324829 0.0318371 -0.000964479 0.0190356 0.0160672 0.10477 0.0233898 0.0441604 0.0577553 -0.0260326 0.0335076 0.0543848 -0.0283264 -0.013459 -0.0379849 -0.0474286 -0.00989134 0 0.11308 0.00847421 0.000848144 0.0177529 0.0556286 0.0275604
internal_weight=0 4156.66 3120.75 2179.91 2441.47 1662.91 679.276 1986.95 1976.75 517 454.515 992.432 612.93 670.48 1230.24 538.311 1099.25 138.637 575.874 781.005 296.417 527.728 523.374 756.712 349.109 158.099 211.427 516.268 262.16 86.0206 431.818 95.3384 253.276 264.565 85.182 176.14 96.6627 66.346 47.5837
internal_count=10350532 7796871 2553661 3219418 1435739 2200838 1117922 1272631 4577453 1018580 163108 1126427 1037481 1074411 923326 1009568 823400 230755 528179 947540 101093 620947 295221 349305 682388 62015 178887 910973 444190 154619 883816 191936 326593 86639 134764 289571 126508 80441 69155
cat_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=10432 960 2 2 771 1 771 768 3 19239969 64 1 5 2098946 8 8256 25171200 1 768 768 8455482 2048
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=22
split_feature=0 2 1 1 3 3 4 2 3 2 4 0 2 0 5 5 0 3 3 4 4 3 2 3 2 4 0 3 0 0 3 0 0 2 3 2 4 4 2
split_gain=607.093 287.963 152.722 84.7734 55.4263 45.5894 41.5575 35.1155 27.9597 26.4676 23.8137 21.9812 19.9827 17.2365 13.481 12.7269 12.1947 9.93573 8.18108 9.86928 12.3383 6.77318 6.7268 6.32124 6.3061 7.07254 6.19814 5.62093 5.00798 4.18007 3.89832 3.7972 3.69723 3.37866 4.45751 3.23556 4.39432 3.1427 2.94392
threshold=0 1 2 3 4.5000000000000009 2.5000000000000004 4.5000000000000009 4 1.5000000000000002 5 4.5000000000000009 6 7 8 9 10 11 5.5000000000000009 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 12 2.5000000000000004 13 1.0000000180025095e-35 14 1.0000000180025095e-35 15 16 23.500000000000004 17 18 19 28.500000000000004 20 2.5000000000000004 1.0000000180025095e-35 21
decision_type=9 1 1 1 2 2 2 1 2 1 2 9 1 9 1 1 9 2 2 2 2 2 1 2 1 2 9 2 9 9 2 9 9 1 2 1 2 2 1
left_child=2 3 4 5 7 9 12 -1 -3 26 24 22 -4 21 31 33 17 -10 -14 20 -20 -11 -9 -21 25 -5 -2 -24 -12 -8 -19 -7 -16 -6 -35 -13 -37 38 -17
right_child=1 8 6 10 15 14 29 11 16 13 28 35 18 -15 32 37 -18 30 19 23 -22 -23 27 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 34 -36 36 -38 -39 -40
leaf_value=0.06075258573746798 0.019408073264071301 -0.062244524813474159 0.021284271586053401 0.026661621326275659 0.0039309308716640864 0 -0.00024673103851624768 0.0068750970749489881 -0.020285523096209852 -0.0090751582358513886 0.018679350133802501 0.0091301355142167587 -0.038805523707663381 -0.028973863104967985 0.016357727262327617 -0.0003263847529277066 -0.038676271297029288 0.036031193647272607 0.018895239154281318 -0.0081638941271568993 -0.04669927590691246 0.018350324855886484 0.026030354676904607 0.025649059402393926 -0.051555528454638948 -0.021716788092259208 -0.0021703183579536464 0.044807689950594601 -0.01781039023479554 0.055294843377309333 -0.0040964996370704164 0.051490292614278212 -0.0091883737759135675 0.1076128131226773 0 -0.021242630131571412 0.013010594097593933 0.0053509746062149243 0.048054573056310612
leaf_weight=482.66334329510573 487.22572779963957 1348.5762875446235 72.083011239534244 8.6818425658275356 24.402570836129598 20.971289230277762 13.119064689904917 153.44233508274192 89.113062204269227 163.46492753445636 72.865865344530903 204.49010778422235 252.48330008899211 318.76932597658015 85.398743156518321 10.110379266843665 383.66768135712482 38.345199853472877 12.886215473292394 132.15694928204175 80.611769110604655 131.30153434423846 657.76746968302177 51.149832504044753 318.8631511592248 84.913889207527973 143.87106879317435 593.00092944642529 13.52563974203076 56.556959062290844 10.658778686425647 271.99976397660794 54.639941915986128 210.86666292429436 5.9214380775229065 79.117766298295464 21.308799790160265 67.600687763188034 44.304697741463315
leaf_count=177597 534293 3567885 86489 15451 11066 20117 14515 111923 161600 306600 109562 247435 480501 600292 86784 2382 778813 51966 16331 222350 154770 187667 418395 77040 691880 176485 176589 221015 25202 65926 17189 230237 58259 59980 3107 107399 30785 31102 13553
internal_value=0 -0.0255052 0.0323241 -0.000460616 0.0434893 0.010242 -0.00934013 0.0363144 -0.053872 3.34639e-05 -0.035569 0.0278023 -0.0188065 -0.0140631 0.0370339 0.0799499 -0.0304578 -0.000675232 -0.0255749 -0.0107481 -0.0328357 0.00270102 0.0330617 0.0021452 -0.0451242 -0.00871465 0.0142057 0.0357292 0.00734545 0.0504233 0.0252646 0.0479483 0.00489701 0.0945255 0.101354 0.00168689 -0.00961635 0.0281277 0.0442441
internal_weight=0 4046.85 3226.04 2176.49 2555 1677.64 671.047 2191.79 1870.36 1244.63 498.85 1709.13 601.371 613.536 433.01 363.206 521.785 138.117 529.288 276.805 93.498 294.766 1404.21 183.307 412.459 93.5957 631.097 1250.77 86.3915 69.676 49.004 292.971 140.039 241.191 216.788 304.917 100.427 122.016 54.4151
internal_count=10350532 7796871 2553661 3219418 1435739 2200838 1117922 1314549 4577453 1805441 1018580 1136952 1037481 1094559 395397 121190 1009568 230755 950992 470491 171101 494267 751333 299390 883816 191936 710882 639410 134764 80441 69155 250354 145043 74153 63087 385619 138184 47037 15935
cat_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=10432 960 2 2 768 768 8256 769 28054786 1 1 19239969 8 768 2168632 8455482 2048 21303304 594736 5 228 640
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=20
split_feature=0 2 1 1 3 3 4 2 3 4 2 3 2 0 0 0 3 2 0 0 3 4 4 4 2 0 4 3 0 3 4 0 4 5 4 2 0 4 3
split_gain=499.29 254.11 117.398 72.5915 43.929 39.3698 35.3547 33.515 26.678 20.9644 19.0653 16.197 14.5801 11.8711 11.3662 10.4494 8.57924 8.31373 7.97591 6.94565 6.58784 7.44199 6.65181 6.24992 6.06104 6.78124 5.53003 5.2852 4.90075 4.77951 4.54748 4.46247 4.33955 4.19886 4.1893 4.01122 3.86411 3.78927 3.72818
threshold=0 1 2 3 6.5000000000000009 1.0000000180025095e-35 4.5000000000000009 4 1.5000000000000002 4.5000000000000009 5 4.5000000000000009 6 7 8 9 6.5000000000000009 10 11 12 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 13 14 1.0000000180025095e-35 35.500000000000007 15 1.5000000000000002 2.5000000000000004 16 2.5000000000000004 17 1.0000000180025095e-35 18 19 4.5000000000000009 23.500000000000004
decision_type=9 1 1 1 2 2 2 1 2 2 1 2 1 9 9 9 2 1 9 9 2 2 2 2 1 9 2 2 9 2 2 9 2 1 2 1 9 2 2
left_child=2 3 4 5 7 12 10 13 -3 24 26 17 -2 29 23 16 -10 -7 -19 -14 36 22 -22 33 25 -5 -4 -6 -13 34 -28 -11 -25 -9 -1 -8 -12 -31 -18
right_child=1 8 6 9 27 11 35 14 15 31 20 28 19 -15 -16 -17 38 18 -20 -21 21 -23 -24 32 -26 -27 30 -29 -30 37 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.050385055113511025 0.0049776258604362217 -0.059873625017835122 0.040216819142433892 0.01561060320219685 0.083159125813143553 0.035372978329311258 0 -0.0043797784052338794 -0.017918424472840849 0.017002955169453448 0 -0.0018523267641864429 0.00028201870897399381 0.017939936570595224 0 -0.036262731329143948 0.036360241237589179 0.028811354648970989 0.0014693679144462055 -0.030473780267154821 0.014227347724809556 0.012644651540294219 -0.03988978641118468 0.002184837108614026 -0.048733961554602342 -0.025004583156532052 -0.011767701584018502 0 0.046543381204997951 0.071647084206141839 0.016481119083233121 -0.017331244226833895 0.025215136851549958 0.032055178748185698 0.023533554856880877 0.053228411357175535 -0.039659763749943712 0.00094275382542300149 -0.0035636637593779229
leaf_weight=347.48022958525689 329.33647153608035 1267.271151490073 12.069998784805646 34.37187759578228 211.37484734266764 109.87153834739001 22.867826517031062 16.429389781318605 95.419333541358355 74.481203287752578 22.332281148526818 16.017690203443635 81.605734403885435 235.26883138442645 235.27095561288297 367.64807806033059 32.316111952881329 101.21528061953722 591.20276526192902 251.80501941236435 5.0142720589064984 67.611935420864029 46.487880769418553 252.31071056699147 314.73452777485363 46.643395238032099 108.19227292743744 10.093314604251644 212.95957755681593 274.98175695794635 66.964224561757874 13.215741727850398 128.71994762372924 682.69151194021106 244.67349344893591 50.030371668399312 261.3970520804869 17.496793606551364 10.434313660429323
leaf_count=98778 160979 446371 9430 8480 65170 104629 15749 7474 24393 29809 4970 9327 17433 152264 88770 97139 16538 78966 413574 68061 4081 21596 13013 144515 89777 12764 36615 6343 138974 56561 44806 3191 80361 328311 99035 33624 66263 5803 3189
internal_value=0 -0.0237064 0.0286119 -0.000505655 0.0380263 0.00919228 -0.00828255 0.0331428 -0.0513931 -0.0336333 -0.017325 0.0212645 -0.009267 0.0461397 0.0205768 -0.0283828 -0.000704846 0.0130934 0.00723094 -0.0229187 -0.028693 -0.0048195 -0.0276425 0.0248518 -0.0429668 -0.00582978 0.00732219 0.0801729 0.0439028 0.0522145 0 0.00615329 0.0119674 0.0310221 0.0414422 0.045707 -0.0372545 0.0688289 0.0250409
internal_weight=0 3950.55 3319.76 2177.46 2656.79 1694.01 662.968 2435.32 1773.09 483.447 590.07 1031.27 662.747 1119.9 1315.42 505.818 138.17 802.29 692.418 333.411 402.843 119.114 51.5022 1080.15 395.75 81.0153 187.226 221.468 228.977 884.632 175.156 87.6969 381.031 699.121 592.154 72.8982 283.729 292.479 42.7504
internal_count=3107126 1723594 1383532 1135964 1133385 991943 250147 1061872 587630 144021 200774 745470 246473 412441 649431 141259 44120 597169 492540 85494 109923 38690 17094 560661 111021 21244 90851 71513 148301 260177 81421 33000 224876 335785 197813 49373 71233 62364 19727
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=10432 960 2 2 898 899 768 8256 8256 19239969 512 256 8393984 256 2168098 22282248 8455482 8 96 128
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=21
split_feature=0 2 1 1 2 3 4 3 4 3 2 5 5 2 3 0 3 0 3 0 3 4 2 4 0 2 4 0 3 4 5 2 4 4 4 2 2 5 4
split_gain=412.111 227.462 88.4614 61.5895 36.3204 32.5877 30.1485 25.6449 18.6903 17.6617 17.49 15.766 15.4817 12.4083 9.95208 9.02068 8.98895 8.86772 6.7945 6.49453 6.46081 6.27984 6.09366 6.00478 5.75258 5.61836 5.04512 4.35101 4.28549 4.27012 3.85627 3.83507 3.70969 8.30216 3.63513 3.46579 3.45908 3.12546 2.92812
threshold=0 1 2 3 4 1.0000000180025095e-35 4.5000000000000009 1.0000000180025095e-35 4.5000000000000009 1.0000000180025095e-35 5 6 7 8 4.5000000000000009 9 3.5000000000000004 10 1.0000000180025095e-35 11 1.5000000000000002 1.0000000180025095e-35 12 1.0000000180025095e-35 13 14 6.5000000000000009 15 5.5000000000000009 3.5000000000000004 16 17 1.0000000180025095e-35 2.5000000000000004 3.5000000000000004 18 19 20 4.5000000000000009
decision_type=9 1 1 1 1 2 2 2 2 2 1 1 1 1 2 9 2 9 2 9 2 2 1 2 9 1 2 9 2 2 1 1 2 2 2 1 1 1 2
left_child=2 3 4 5 16 13 10 -3 23 17 -4 14 20 -2 24 28 29 21 30 38 22 37 -11 35 -7 -17 -27 -10 -9 -1 -12 -8 -14 -34 -23 -5 -13 -6 -15
right_child=1 7 6 8 9 11 31 15 27 12 18 36 32 19 -16 25 -18 -19 -20 -21 -22 34 -24 -25 -26 26 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.04785297701270224 0.0045528292490745271 -0.061648216411990968 -0.030345034019970331 0.021018587263025249 -0.0061454969521045014 0.029870792198112311 0 -0.014582582001764093 0.01654981946804988 -0.0015671821017016611 0.0015103168728397669 0.010699263563433949 0.022410898940411022 -0.039022324470363169 0.049214809969546199 -0.011326406012794657 0.088662113469668999 -0.0039321428056106871 0.015834191492944155 -0.0022812479583707037 0.05012605872574824 -0.0013169387355918675 0.029992489620176199 -0.043799348554623363 0.0066643005604946825 -0.045751262355554906 0 -0.017316350677724 0.017033965046607875 0.0069778891798034622 -0.02681155133011523 0.049403647911201116 -0.012030320007334101 0.026017667634348537 0.023903213679265314 -0.015081145984051501 -0.0076692617384007461 0.026433649341672638 0
leaf_weight=438.77069326658966 330.83445132005727 905.28356324444758 307.19027078017825 8.7486646341276337 7.9299496109597385 229.31723607151071 23.174171345599461 94.044781957287341 74.925122807268053 61.482216319651343 68.322789473255398 145.95159547909861 214.47442548611434 150.28144553073798 163.50447877350962 151.63267601645202 106.94752139173215 179.50962624419481 155.51321551634464 154.34896267580916 543.40183668181999 204.77824593876721 213.44026983948424 352.28363024481223 323.47735584713519 491.29663664597319 15.950749151583294 13.206335250462869 31.500197569141164 57.756097323028371 46.041257677046815 52.331802033004351 119.71040183556033 61.149924557772465 40.171956727688666 17.692728396999886 186.19305899503524 500.15993224247359 20.877031943527982
leaf_count=134940 183661 340647 84529 1945 4553 184732 15810 26437 29902 25505 22307 141118 74469 42126 97919 47733 24982 45255 65231 37690 176552 149557 86040 103501 231669 156487 4699 3251 15948 33651 15121 34666 52645 28064 31725 5036 98991 264073 5576
internal_value=0 -0.0219612 0.0255094 -0.000245128 0.0333884 0.00851196 -0.00688494 -0.0490465 -0.0314146 0.0259457 -0.0155524 0.0193289 0.0342007 -0.00841958 0.0272251 -0.0330019 0.0556145 0.0144292 0.0025628 -0.0212501 0.0421573 0.0189801 0.0234232 -0.0405877 0.0184748 -0.0373687 -0.0432085 0.00576181 -0.00278656 0.0443366 -0.0127684 0.0421006 0.0138958 0.00128258 0.00388487 0 0 0.0254304 -0.0332627
internal_weight=0 3861.35 3402.26 2171.64 2749.68 1704.79 652.574 1689.71 466.856 2146.21 577.068 1048.44 1213.66 656.342 716.299 784.425 603.474 932.55 269.877 325.507 818.324 753.04 274.922 378.725 552.795 658.88 507.247 88.1315 125.545 496.527 114.364 75.506 395.335 180.86 244.95 26.4414 332.145 508.09 171.158
internal_count=3128743 1759068 1369675 1167117 1132011 1023482 237664 591951 143635 938438 187188 754429 443275 269053 514320 251304 193573 495163 102659 85392 288097 449908 111545 110482 416401 208919 161186 33153 42385 168591 37428 50476 155178 80709 181282 6981 240109 268626 47702
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=10432 960 2 2 768 108 1 1 768 19141633 64 2621990 24 2098434 32 8455482 1 96 768 768 8
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=23
split_feature=0 2 1 1 4 3 3 3 2 0 4 4 5 5 2 2 0 3 0 4 4 0 4 4 0 4 0 3 4 0 4 2 2 0 2 0 5 3 0
split_gain=339.949 198.056 83.5818 50.4351 31.6905 30.7297 28.7503 23.6009 22.0171 17.0664 15.1795 15.949 12.6246 10.7432 10.4824 10.361 9.06108 11.1216 9.02851 7.95959 11.4532 6.58151 7.18872 5.67963 4.54921 4.31498 4.11026 3.69262 3.53608 3.51338 3.24332 3.06791 2.99332 4.22812 2.93713 2.84897 2.84127 2.74192 2.70522
threshold=0 1 2 3 4.5000000000000009 6.5000000000000009 1.0000000180025095e-35 1.5000000000000002 4 5 1.0000000180025095e-35 2.5000000000000004 6 7 8 9 10 5.5000000000000009 11 1.0000000180025095e-35 1.5000000000000002 12 5.5000000000000009 5.5000000000000009 13 5.5000000000000009 14 2.5000000000000004 1.5000000000000002 15 3.5000000000000004 16 17 18 19 20 21 1.5000000000000002 22
decision_type=9 1 1 1 2 2 2 2 1 9 2 2 1 1 1 1 9 2 9 2 2 9 2 2 9 2 9 2 2 9 2 1 1 9 1 9 1 2 9
left_child=2 3 5 6 10 8 14 23 18 30 38 -12 32 21 35 36 17 -9 37 -7 -21 -8 -23 -3 -6 -11 -16 -17 -18 -14 34 -15 33 -10 -5 -2 -13 -1 -4
right_child=1 7 4 9 24 19 13 16 12 25 11 15 29 31 26 27 28 -19 -20 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.031359980127564711 0.0081719013099773793 -0.05863176573414855 0.039353544985356176 0.009570517441301607 0.048248511753835592 0.083223509020189976 -0.00047289487389886144 -0.020428359147493313 0.031010894827889199 -0.044792912127653184 -0.03395616279028197 0.026295577178188513 0.0035485413935267538 0.01976489097262682 0 -0.02602499266990187 -0.043731460731088502 0.026219629382235529 0.013553230976895411 0 0.05410420767889023 0.030669939007234477 -0.0028441686473727871 -0.012089513687101573 0 0 -0.027073164569517163 0.0057376910766431151 -0.011021029584961263 -0.016361029657418449 0.015185572849877583 -0.0028810391769383578 0.0087897221284254871 0.0041726769809978768 -0.020936499930704455 -0.010387001838651232 0 0.050141004130930283 0
leaf_weight=808.32546290144091 257.46400277345674 1028.0030595244025 15.245922048838111 9.277906137809623 58.442483322462067 118.06797000172082 82.496646537416382 103.14765485786484 389.65958097879775 295.82540895938291 349.77428195651737 75.560023852391168 272.30109480570536 31.779291123675648 69.822466831101337 109.15340857909177 192.00110065061017 51.573340293747606 313.61825628488441 76.969000700686593 66.532655706221703 577.88510554144159 48.169544852280524 62.115426818287233 23.192562045471277 19.180392666719854 238.21470828048768 18.219261495105457 102.56350796687184 79.484598101233132 66.323797947290586 288.19218160249875 314.32116176583804 129.79717889204039 40.923799026757479 67.072584601759445 41.810682176204864 355.57511927734595 14.961572752625216
leaf_count=270255 140541 410467 9674 1886 36692 25659 44550 25896 184031 92172 93138 33722 142986 30606 15057 30527 56071 24142 193205 27348 22226 418195 36062 23472 18336 4025 67894 6915 28764 30601 28232 194434 170513 49222 11630 11530 19066 70155 5733
internal_value=0 -0.0212237 0.0218081 -0.000861511 -0.00839362 0.0292889 0.00699939 -0.0479908 0.0253301 -0.0302773 -0.0168146 -0.0211135 0.0137899 0.0172285 -0.00920665 0 -0.0251428 -0.00144394 0.0336178 0.0618115 0.0311215 0.0237306 0.0272072 -0.0566424 0.0405624 -0.0408839 -0.021316 -0.0181917 -0.0342816 -0.00139535 0.00153385 0.000481081 0.0203107 0.0256188 -0.0115041 0.00279446 0.0175046 0.0381452 0.0311731
internal_weight=0 3632.03 3631.01 2092.63 706.36 2924.65 1661.1 1539.4 2663.08 431.531 624.725 594.518 1185.56 1028.52 632.574 244.743 449.286 154.721 1477.52 261.57 143.502 708.551 626.055 1090.12 81.635 315.006 308.037 127.373 294.565 351.786 116.526 319.971 833.778 519.457 50.2017 324.537 117.371 1163.9 30.2075
internal_count=3105630 1665626 1440004 1096814 253803 1186201 958869 568812 1110968 137945 198775 183368 577353 723847 235022 90230 134873 50038 533615 75233 49574 498807 454257 433939 55028 96197 82951 37442 84835 173587 41748 225040 403766 233253 13516 152071 52788 340410 15407
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=11456 960 2 2 899 65800 1 1 768 916 23433505 8256 30670857 9280 8392960 8256 512 112 64 768 10552120 9 1088
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=22
split_feature=0 2 1 1 4 3 3 3 2 2 0 2 2 3 3 0 3 0 0 2 5 4 3 4 4 5 4 0 0 4 0 4 2 4 0 4 2 4 2
split_gain=284.111 174.27 64.3202 42.1984 27.1925 24.7336 22.525 22.0794 18.2036 14.6752 14.2011 9.82948 9.15097 8.85952 7.85594 7.75155 7.56932 10.5847 7.28802 7.23692 9.98437 6.93834 6.86792 6.71527 5.1556 5.91025 4.10567 4.10472 3.77547 3.60226 3.31341 3.25844 3.22282 2.77581 2.6601 2.6501 2.46099 2.36687 2.6999
threshold=0 1 2 3 4.5000000000000009 6.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 4 5 6 7 8 4.5000000000000009 18.500000000000004 9 10.500000000000002 10 11 12 13 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 14 10.500000000000002 15 16 5.5000000000000009 17 1.5000000000000002 18 2.5000000000000004 19 4.5000000000000009 20 3.5000000000000004 21
decision_type=9 1 1 1 2 2 2 2 1 1 9 1 1 2 2 9 2 9 9 1 1 2 2 2 2 1 2 9 9 2 9 2 1 2 9 2 1 2 1
left_child=2 3 5 6 9 8 11 -3 15 34 37 -2 -8 30 -15 -1 26 -18 33 20 -7 23 32 -11 25 -20 -9 -13 -6 -12 -14 -25 -23 -10 -4 -29 -26 38 -5
right_child=1 7 4 10 28 19 12 16 18 21 29 27 13 14 -16 -17 17 -19 24 -21 -22 22 -24 31 36 -27 -28 35 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.040248176869031045 0.0032658273770396918 -0.058375230226497876 0.024936773736940594 0.0091554264439261002 -0.0017174463222078347 -0.0010594181708715226 0.00078662520576815772 -0.034346434272685293 -0.019666779391218213 0.0056588067210679993 -0.042123343982367611 0 0.018379424085578841 0.049618419862358078 -0.0068134262092737798 0.008917270358357739 0.027247921250874104 -0.025276430575348507 0.024228418439980706 0.016374799071553339 0.07632480476042329 0 0.023619097621529 -0.04963759566370135 0.01323517834461479 0 0.005877091194600041 -0.03241053267590014 0.042403646280859901 0 0 -0.018036777653818274 -0.022813586650708678 0.005738077877591204 -0.0043127340557372155 0 0 0.012246713148227811 -0.019927516048011726
leaf_weight=671.44447317934828 322.87222549587023 774.26168364059413 65.607618989713956 9.4651499405154027 13.912236596166622 18.546081011299975 360.44076259125723 618.47981061198516 54.594595159578603 23.929991342592984 280.8160979890672 100.12332330679055 380.36410133427125 131.61163307388779 10.765716336609328 166.31321702850983 34.638895727111958 38.935745894850697 1003.3390510594472 109.99531551852124 146.6765017886064 85.643201928964118 30.650496747635771 114.84433606182574 450.93056940782117 108.1669121220184 4.9438482340192413 178.49854977166979 70.197166952129919 19.561015359358862 164.96096431367914 176.0888362461119 101.14733508895733 40.899970586178824 14.334200721990781 24.368761030200403 230.47619331022725 68.843494487489806 39.905209473043215
leaf_count=185275 151560 329871 32499 1912 11948 6474 216997 213199 20860 10033 91407 23753 290150 81791 6365 97462 13936 11710 407336 33633 35104 27819 14674 32090 201518 46007 1361 52984 43894 4041 126695 51283 25269 16206 5544 6689 135418 33548 11607
internal_value=0 -0.0197331 0.0196164 -0.000861481 -0.00713104 0.0259949 0.00618647 -0.0456427 0.0224436 -0.0151964 -0.028264 -0.0082769 0.015091 0.0215133 0.0431679 0.0350599 -0.0298887 0 0.0159636 0.0545255 0.0676632 -0.0212457 -0.00508122 -0.0307418 0.017481 0.0220172 -0.0333132 -0.0201568 0.0375094 -0.0383399 0.0137559 -0.0349197 -0.0137913 -0.00706208 0.0175017 -0.0275688 0.00928917 0.000449203 -0.0105762
internal_weight=0 3563.86 3697.74 2092.6 696.355 3001.38 1674.01 1471.26 2726.16 612.246 418.591 625.863 1048.14 687.702 142.377 837.758 696.998 73.5746 1888.41 275.218 165.223 532.304 217.441 314.863 1792.91 1111.51 623.424 302.991 84.1094 300.377 545.325 290.933 186.791 95.4946 79.9418 202.867 681.407 118.214 49.3704
internal_count=3109922 1669576 1440346 1099499 255053 1185293 956984 570077 1110082 199211 142515 234986 721998 505001 88156 282737 240206 25646 827345 75211 41578 161168 67762 93406 790279 453343 214560 83426 55842 95448 416845 83373 53088 37066 38043 59673 336936 47067 13519
cat_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=11456 960 2 2 770 769 65800 768 128 8384 10817840 128 992 4 3 29692168 2048 856884 148 2112 209 768
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=22
split_feature=0 2 1 1 4 3 2 3 0 4 5 2 4 3 0 2 2 3 2 2 0 0 0 2 0 3 4 4 5 3 0 4 4 4 4 4 2 0 4
split_gain=234.608 106.787 68.5444 57.3416 34.27 32.0243 27.6748 23.5278 19.7628 18.6617 15.8975 11.3913 11.0878 10.4663 10.1785 10.1172 8.84174 7.90441 7.51992 7.47129 6.6274 6.37767 5.70477 5.64516 5.59149 5.35296 4.15886 5.87195 3.81362 3.67257 3.65866 3.34719 3.63716 3.26696 2.92496 2.84232 2.65911 2.4528 2.41163
threshold=0 1 2 3 3.5000000000000004 1.5000000000000002 4 1.0000000180025095e-35 5 1.0000000180025095e-35 6 7 4.5000000000000009 6.5000000000000009 8 9 10 4.5000000000000009 11 12 13 14 15 16 17 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 18 28.500000000000004 19 1.5000000000000002 3.5000000000000004 2.5000000000000004 11.500000000000002 5.5000000000000009 20 21 7.5000000000000009
decision_type=9 1 1 1 2 2 1 2 9 2 1 1 2 2 9 1 1 2 1 1 9 9 9 1 9 2 2 2 1 2 9 2 2 2 2 2 1 9 2
left_child=2 3 6 5 9 11 12 8 31 23 15 28 22 30 -15 -9 -11 -7 37 -10 -13 -18 -1 -4 -19 -20 -12 -28 -2 -26 -3 36 -33 -24 -32 -5 -8 -6 -17
right_child=1 13 4 35 18 17 7 10 19 16 26 20 -14 14 -16 38 21 24 25 -21 -22 -23 33 -25 29 -27 27 -29 -30 -31 34 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.011441497224616248 -0.013622576157694022 -0.0055373070176171647 0.046327922735232979 -0.042925016914556233 0.0058414784622082454 0.0072353989161770983 0.020755463279553722 0.0094539837487811421 0.0006385141248274141 0.0056237096663115417 0.015311873273323293 -0.032636290620315776 0 0.022659975767446855 -0.028517479834029958 0.038244749514765169 0.0043841115956188888 -0.00030602902376805906 0.0045731906223030272 -0.036058132547046123 -0.0056964320893691418 -0.033966581936567673 0.050023002134736538 -0.0018878536942522962 0.040322778078828246 0.043678514796895607 -0.014082326285248062 0.014747226760617833 0.0061753625236232092 -0.00076302873887256015 -0.053723037686845602 -0.0078927113392666236 0.016915567475941709 0.01709018435295671 0 0 0.0061698298256734445 -0.0180911870774455 0
leaf_weight=135.61860894790152 88.41768597176997 54.196858933632029 10.564670950698199 351.72265720070573 51.613017502211733 413.50005841595703 306.41670899881865 259.92744206855423 71.245453771873144 53.688053567981115 244.15183127167984 225.57651932048611 76.047392226173542 30.094777322432492 43.911821849469561 731.7813920484914 30.872674237034516 40.194601579074515 86.601869122852804 108.50645355257438 237.70206836721627 491.19351181545062 528.59999588836217 29.288350167276803 202.09563022386283 93.824687175045256 144.20077438323642 84.888573837495642 340.2159828163567 7.2771183530567205 853.23344779753825 165.19531319951057 54.616650377982296 107.25112181529403 4.4567952184006563 23.508710110123502 435.84200074026012 30.78421445452841 12.738974697946103
leaf_count=69671 51490 19960 7329 121084 19856 292650 127829 98230 16606 19161 80937 70927 55492 12663 13723 246927 9621 20360 28615 38712 74101 150544 157970 11143 119058 68335 60996 37268 193105 4614 355376 112998 34144 58420 1363 5249 223020 11439 5905
internal_value=0 -0.0214796 0.0149692 -0.00724487 -0.00946377 0.00123907 0.0213164 0.0155157 0.00429484 -0.0222945 0.0238322 -0.0107936 0.0371595 -0.0476873 -0.00485169 0.0308226 -0.0274125 0.0176241 0.01877 -0.0226794 -0.0209612 -0.0310143 0.0410469 0.0273682 0.0311401 0.0283166 0.00670039 -0.00177107 0.000637154 0.036212 -0.0510862 0.0102953 0 0.0452592 -0.0526862 -0.0408108 0.0135005 -0.00363909 0.037038
internal_weight=0 2916.1 4345.46 1930.21 878.431 1554.98 3467.03 2619.51 1141.82 615.607 1477.69 891.912 847.517 985.894 74.0066 1004.45 575.754 663.067 262.824 179.752 463.279 522.066 771.47 39.853 249.567 180.427 473.241 229.089 428.634 209.373 911.887 962.071 219.812 635.851 857.69 375.231 742.259 82.3972 744.52
internal_count=3106891 1355723 1751168 952638 326043 826305 1425125 1083572 553309 197798 530263 389623 341553 403085 26386 351062 179326 436682 128245 55318 145028 160165 286061 18472 144032 96950 179201 98264 244595 123672 376699 497991 147142 216390 356739 126333 350849 31295 252832
cat_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=77248 992 2 2 768 11328 1 768 10752048 13 768 96 160 1049133 128 10240 771 12845064 2 21266433 67 1344
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=23
split_feature=0 2 1 4 3 2 3 4 3 2 3 5 1 4 0 0 2 0 0 2 2 5 0 0 4 0 4 4 5 4 2 0 4 4 4 0 4 0 3
split_gain=195.952 135.216 49.6371 45.733 30.9328 27.5715 22.2149 17.4629 15.3757 14.9538 14.3783 13.6071 12.2226 11.7515 10.5737 10.5637 10.4314 9.71401 8.91396 8.13516 7.53269 6.3769 8.04845 6.32605 5.76585 5.60439 6.3559 4.62498 4.30047 4.14372 3.92471 3.49153 3.32896 3.31987 3.09901 2.93247 2.76937 2.53785 2.50235
threshold=0 1 2 1.0000000180025095e-35 5.5000000000000009 3 1.0000000180025095e-35 3.5000000000000004 1.5000000000000002 4 6.5000000000000009 5 6 4.5000000000000009 7 8 9 10 11 12 13 14 15 16 5.5000000000000009 17 2.5000000000000004 10.500000000000002 18 4.5000000000000009 19 20 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 21 1.5000000000000002 22 1.0000000180025095e-35
decision_type=9 1 1 2 2 1 2 2 2 1 2 1 1 2 9 9 1 9 9 1 1 1 9 9 2 9 2 2 1 2 1 9 2 2 2 9 2 9 2
left_child=3 2 6 4 9 8 14 12 25 18 27 16 32 19 -2 -12 24 -9 28 33 -16 22 -10 -18 -8 26 -5 31 -1 -22 -13 -3 -7 -4 -23 -32 -24 -15 -33
right_child=1 10 13 5 -6 7 11 17 21 -11 15 30 -14 37 20 -17 23 -19 -20 -21 29 34 36 -25 -26 -27 -28 -29 -30 -31 35 38 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.017248006413716356 0.0023560162464019764 -0.0049292882449865532 0.022377544215136158 -0.028541178539176898 0.064913879020687668 -0.008256322124573931 0.0396829397841734 0.032998361079349892 0.045463607181698298 0.028635643065201128 0.022804781536190886 0.017554296305600646 -0.030528373118940778 0.0077050099716131767 -0.0013397531851756543 -0.028137379287090605 0.018256604113063048 -0.0043246755574236767 -0.012573785587696487 -0.044384451845637281 -0.039225925296648742 -0.0096992213661680343 -0.006555803914330075 -0.0019565638975466595 -0.0017491321700501918 0.0099351159538788331 0.0059116520944585953 0 -0.0079313988355345696 0 0.0056088629908337059 -0.059985745400174088 0.010039985844149701 -0.01219514280350549 0.018112562729640045 -0.012544924554701329 0.017093945562510874 -0.018232593723010393 -0.036522185159873932
leaf_weight=411.14796007348923 348.60220982111059 52.543429249170003 7.5852085594669907 67.863970815087669 179.0498792049475 350.6274449788034 257.62650706031127 102.67986341984943 234.25314401654759 1075.0973458397784 40.593147351639345 33.12623712758068 273.53976214901195 86.212610761693213 160.55864195927279 40.68747385093593 292.00166563841049 103.10295510198921 128.02668836421799 308.62198936508503 165.70610307890456 58.394176587229595 44.834059616638115 239.15367890574271 19.854867507587187 469.32945570471929 76.625330205104547 8.4354885035718308 42.439175210194662 23.707283659343375 77.348280517617241 544.43965690649929 95.236970259255031 66.773804333904991 39.348310303990729 253.60871589157614 80.047444878873648 13.803058814199174 390.40721551279421
leaf_count=199328 180599 19566 1828 27575 35518 169478 138611 50937 63721 335190 16034 30267 81001 38247 25430 13129 214886 38732 41970 111358 58394 19631 18605 156465 10812 195136 40429 2625 22026 7306 48012 260834 48405 21001 19846 151209 43125 3897 148719
internal_value=0 -0.0169866 -0.00318355 0.0157322 0.0270756 0.00498192 0.00415435 -0.00731719 0.0157156 0.0217265 -0.0456938 0.0125551 -0.0148809 -0.0308404 -0.00947279 -0.00119001 0.0194921 0.0160713 0.00710218 -0.0382887 -0.0208148 0.0292842 0.0347228 0.00913069 0.0347317 0.00450038 -0.0100972 -0.0493383 0.0138325 -0.0329034 -0.00282474 -0.0499991 -0.00333121 -0.000341956 0.000716706 -0.00734616 0.00661413 0 -0.0514054
internal_weight=0 3431.4 2354.29 3831.64 1835.76 1995.88 1871.29 925.187 1070.7 1656.71 1077.11 1172.72 719.404 482.997 698.574 81.2806 808.637 205.783 581.614 382.981 349.972 456.877 359.135 531.155 277.481 613.819 144.489 995.826 453.587 189.413 364.083 987.39 445.864 74.359 97.7425 330.957 124.882 100.016 934.847
internal_count=3109882 1659229 1198322 1450653 634032 816621 1021991 388553 428068 598514 460907 750262 298884 176331 271729 29163 520774 89669 263324 134187 91130 164928 125451 371351 149423 263140 68004 431744 221354 65700 229488 429119 217883 22829 39477 199221 61730 42144 409553
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=76992 992 2 913 60 1 2 31461656 10752816 608 64 65600 768 768 5 192 2622245 10240 3 512 21266433 524816 8388922
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=24
split_feature=0 2 2 1 1 4 3 3 0 5 3 3 4 4 0 2 3 3 2 0 3 5 0 2 0 3 2 0 4 5 5 4 3 0 3 5 2 0 0
split_gain=164.869 84.5659 46.5715 43.7303 36.0792 26.8177 23.47 16.8517 14.9379 11.6661 8.61786 8.48435 9.24465 13.0167 8.3093 8.18796 8.10673 6.41678 6.33764 6.10972 5.01057 4.43665 4.62795 4.22683 3.80018 3.78471 3.35753 3.18448 2.79483 2.69431 2.64223 3.63988 2.64065 2.59411 2.44479 2.36011 2.23145 2.08836 2.00776
threshold=0 1 2 3 4 4.5000000000000009 1.5000000000000002 1.0000000180025095e-35 5 6 6.5000000000000009 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 7 8 2.5000000000000004 5.5000000000000009 9 10 8.5000000000000018 11 12 13 14 40.500000000000007 15 16 11.500000000000002 17 18 3.5000000000000004 3.5000000000000004 19 2.5000000000000004 20 21 22 23
decision_type=9 1 1 1 1 2 2 2 9 1 2 2 2 2 9 1 2 2 1 9 2 1 9 1 9 2 1 9 2 1 1 2 2 9 2 1 1 9 9
left_child=2 3 16 6 7 11 15 8 -4 20 28 27 13 -13 -12 29 30 24 -10 -17 26 22 -19 -7 35 -22 -9 -6 -3 -2 31 -1 -11 -5 -14 -8 -26 -18 -32
right_child=1 10 4 33 5 23 17 9 18 32 14 12 34 -15 -16 19 37 21 -20 -21 25 -23 -24 -25 36 -27 -28 -29 -30 -31 38 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0320549894244389 -0.012061636637369078 -0.047324493433089032 0.0076315483316115986 -0.0082926242965173282 0.0012470496839163472 0 0.017554659733102242 0 0.00034498471225446158 -0.01309009939070554 0.021870413415219038 0.02726114960128407 0 -0.029343734941976153 -0.02470664395345824 -0.029687481965311898 0.057472896965818081 0 -0.033172698685826431 -0.00398181453637077 0.044106685469212543 -0.0020896564216132192 0.040633407235006615 0.032508202422580582 0.0051568717847034901 0 0.020098666348516193 -0.035373649900442387 0 0.0047209992955053459 0.020437122882543797 0.0035136645681175522 0.0069894879575760687 -0.042161233512852753 0.024992914924373024 0 -0.013757402418353293 0.016008811554712846 0
leaf_weight=414.70840047241654 86.141461411083583 814.35276867778157 986.76776139606955 91.900905739312293 15.302697577659274 59.05735161647317 234.5253535034426 117.9922088025196 71.570324160566088 107.78175587035366 25.626696893450571 19.492416891851462 88.311173297290225 194.90503016728326 47.631285562412813 214.45068723466829 157.86545264814049 27.67904682669905 109.57875790609978 232.74677033911576 141.56174408365041 26.356951272988226 139.02104737659101 84.455486359103816 68.329302640398964 6.9718599907355374 1089.1301108364714 270.83258348543313 5.2697320949519044 345.48787914047716 55.437355209549423 85.795034872542601 79.0951619304833 257.22120020462899 36.380396104301326 101.82676959084347 82.825493811251363 103.76091534545412 166.4345210652682
leaf_count=154433 44318 370829 502537 31601 3957 25100 159823 44926 16533 42754 12665 9332 30255 58180 15006 70762 24246 13277 41570 73142 36280 15831 77113 52350 57714 3415 378434 87402 1618 192124 47422 62707 28618 94805 17942 67781 43339 50244 49538
internal_value=0 -0.0186254 0.0121363 -0.00621322 0.00641748 -0.0121678 0.000955386 0.011897 0.00243121 0.0186901 -0.0434306 -0.0212969 -0.00820372 -0.0202553 -0.00416231 -0.00950854 0.031023 0.0147208 -0.0209064 -0.0183499 0.0218047 0.0294273 0.0338782 0.0226803 0.00694894 0.0407117 0.0184812 -0.0336132 -0.0468276 0 0.0232521 0.0276816 -0.00326634 -0.0367296 0.0104882 0.0125607 -0.00434789 0.0479152 0.00852435
internal_weight=0 2801.39 4463.19 1908.51 3479.19 768.737 1559.39 2710.45 1167.92 1542.53 892.88 625.224 339.089 214.397 73.258 878.827 984.002 680.564 181.149 447.197 1355.66 193.057 166.7 143.513 487.507 148.534 1207.12 286.135 819.623 431.629 722.375 500.503 186.877 349.122 124.692 336.352 151.155 261.626 221.872
internal_count=3109923 1341748 1768175 941630 1379585 284518 815224 1095067 560640 534427 400118 207068 115709 67512 27671 380346 388590 434878 58103 143904 463055 106221 90390 77450 328657 39695 423360 91359 372447 236442 314100 217140 71372 126406 48197 227604 101053 74490 96960
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=110016 992 768 2 2 11328 3 10752032 768 160 1049133 3 12845068 100 11010594 8 32896 2 1 22020137 1 768 65600 66944
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=22
split_feature=0 2 2 1 3 4 1 3 0 3 0 0 5 3 3 0 3 3 0 4 2 2 4 0 4 0 2 4 3 3 2 0 0 3 2 2 5 4 4
split_gain=138.02 72.4381 39.7066 31.1853 29.6855 23.9603 16.2869 20.2953 16.2578 14.7474 14.5574 11.0764 9.98669 9.60229 8.59265 7.86725 9.29322 8.44392 7.34891 6.89926 6.24913 5.17499 8.82817 5.07055 4.67225 4.00942 3.63117 4.19326 2.8828 2.85624 2.51583 2.50093 2.23678 2.16323 2.10725 1.97455 1.95846 1.94487 3.02101
threshold=0 1 2 3 1.0000000180025095e-35 4.5000000000000009 4 5.5000000000000009 5 1.0000000180025095e-35 6 7 8 6.5000000000000009 1.5000000000000002 9 1.0000000180025095e-35 4.5000000000000009 10 3.5000000000000004 11 12 1.0000000180025095e-35 13 1.0000000180025095e-35 14 15 2.5000000000000004 2.5000000000000004 3.5000000000000004 16 17 18 36.500000000000007 19 20 21 1.5000000000000002 4.5000000000000009
decision_type=9 1 1 1 2 2 1 2 9 2 9 9 1 2 2 9 2 2 9 2 1 1 2 9 2 9 1 2 2 2 1 9 9 2 1 1 1 2 2
left_child=2 8 13 9 32 15 7 11 28 10 37 30 21 24 26 16 34 -18 -9 -8 -12 22 -11 -7 -1 -16 -10 -28 -2 -14 -6 -26 -3 -15 -5 -27 -29 -4 -39
right_child=1 4 3 5 6 23 19 18 14 12 20 -13 29 33 25 -17 17 -19 -20 -21 -22 -23 -24 -25 31 35 27 36 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0.032932963946327741 -0.036944259334116089 -0.00080134166925762513 0.0093223795333370989 0 0.014420742224527203 0.033843663006502545 -0.04779762841257866 -0.012040435253455307 0.0097282160097076995 0.035202325884676831 2.6879597879033846e-05 -0.027614656626603173 -0.013464930343004229 0.067692763195610073 0 -0.033388167073685353 0.019446182718745045 -0.019983192597235883 0.033584842828698926 0 -0.033079241726732697 0.0091519315153326154 0.012715129359427072 0 0.018712190784947371 0.02457332443469612 -0.013485303016156204 -0.009077824336614566 0 0.0073812448609929492 -0.0068434684282195138 0 -0.050160672240937454 0 -0.026111593021615427 0.0043762068301006632 0.0087890731989744165 -0.0063686588599708273 0.018972699891469075
leaf_weight=404.41718647337984 106.29635339570814 33.579483665787848 771.65222127741436 34.632028293533949 77.951002286863513 71.261334532988258 165.28395401401212 17.972456843766849 111.19008656393271 439.45706867874833 72.924658049712889 283.1136423672724 108.38503861776553 55.62349051941419 161.45171023992589 251.06665611240896 134.02280748798512 47.45095413751551 98.4247845771024 37.303135567140998 112.36031179710699 503.69050024315948 454.91261786420364 74.83953562672832 421.21215358073823 209.40720350551419 365.00976072737831 40.25854635858559 29.701366563356714 80.555507161974674 52.298195995797869 130.03632456809282 617.79725645242434 2.7242950846557497 154.79688200273085 154.29660433100071 154.76541267803987 192.95029028641875 28.804293547815178
leaf_count=108644 39443 14114 356337 10020 23515 40084 63410 5879 65023 119654 17225 106406 42647 12551 106059 89614 44132 18282 52334 12723 45046 175438 175241 48396 193163 146829 147519 13704 17635 28948 20022 75992 308393 1605 46437 98940 69625 128564 17404
internal_value=0 -0.0174487 0.0108629 0.00559643 -0.0331686 -0.0117183 -0.0177982 -0.00697158 -0.000413503 0.0106065 0.00176402 -0.0177132 0.0168338 0.0280228 0.00343004 -0.0204427 -0.00805502 0.00634547 0.0249387 -0.0402687 -0.0210264 0.0196567 0.0246066 0.0208742 0.0238553 0.0128137 -0.00366899 -0.00723891 -0.0290249 -0.0032642 0.00451868 0.0153235 -0.0489516 0.0647777 -0.0225664 0.0180307 0.00303627 0.00693733 -1.67549e-05
internal_weight=0 2716.1 4547.78 3533.76 1383.72 768.07 732.347 529.76 1332.38 2765.69 1178.69 413.363 1587 1014.01 1196.38 621.969 370.903 181.474 116.397 202.587 185.285 1398.06 894.37 146.101 955.666 525.156 671.224 560.034 135.998 188.941 130.249 551.248 651.377 58.3478 189.429 363.704 195.024 993.407 221.755
internal_count=3106997 1311573 1795424 1403469 606796 296965 284289 208156 704777 1106504 564576 149943 541928 391955 647699 208485 118871 62414 58213 76133 62271 470333 294895 88480 377799 351828 295871 230848 57078 71595 43537 269155 322507 14156 56457 245769 83329 502305 145968
cat_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=634304 896 768 2 2 5505028 11328 27529223 3 41152 5259273 160 226 74944 25165834 512 112 65984 21233664 129 768 2
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=24
split_feature=0 2 2 1 1 3 0 3 4 2 3 0 4 0 2 4 4 3 0 5 5 4 2 3 2 0 3 3 4 4 0 0 0 2 5 0 0 0 4
split_gain=114.926 62.8434 33.0883 31.5491 26.9322 14.4812 13.4586 13.404 12.9378 9.89119 7.56998 9.67806 6.45579 6.59552 6.10845 6.09811 9.42256 7.2672 5.47812 5.4278 5.40341 5.39399 5.20364 4.79734 4.52672 4.12069 3.94778 3.69457 3.41002 3.38164 3.33653 3.32426 3.24638 3.07693 3.02544 2.96106 2.88875 2.83075 3.14121
threshold=0 1 2 3 4 1.5000000000000002 5 3.5000000000000004 3.5000000000000004 6 1.0000000180025095e-35 7 1.0000000180025095e-35 8 9 1.0000000180025095e-35 2.5000000000000004 4.5000000000000009 10 11 12 1.0000000180025095e-35 13 24.500000000000004 14 15 1.5000000000000002 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 16 17 18 19 20 21 22 23 5.5000000000000009
decision_type=9 1 1 1 1 2 9 2 2 1 2 9 2 9 1 2 2 2 9 1 1 2 1 2 1 9 2 2 2 2 9 9 9 1 1 9 9 9 2
left_child=2 3 7 5 6 14 15 21 12 26 -3 29 35 -14 -2 17 24 -4 -16 -9 22 -1 -7 -21 -17 -24 -8 37 -13 -12 -23 -11 -28 -5 -32 -6 -29 -10 -39
right_child=1 10 4 33 8 20 9 19 27 31 11 28 13 -15 18 16 -18 -19 -20 23 -22 30 25 -25 -26 -27 32 36 -30 -31 34 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0.022270161248597792 1.8589777341899628e-05 -0.050166804458182092 0.012377071942243309 -0.0012218578030648204 0.02252964193642672 0.029769572466697349 -0.0032851604654113987 0.0012387318966674507 0.013200148910362412 -0.0014543797035879991 0.024792681034474365 -0.03950048498354878 0.0078433268801138926 -0.031030100822638101 -0.028302038844996293 0.0054825984575584694 0.020158833454221065 0.037432168840255881 -0.0036589043312830988 0.04618719505145346 -0.0012914021739911584 -0.0032895942312065082 0.016097644629878248 -0.0011142747068424393 -0.014131991272049699 -0.0039887757833731033 0.028451992144706263 0.034658717858607878 -0.010617602522172654 -0.0076031282284898293 0.015815130410832972 -0.031167665472907953 0 -0.036577101589219382 0.00041164839366875626 -0.0098873407997154047 -0.0036153522836034446 -0.019781796171314245 0.0067414606791164483
leaf_weight=630.66460126335733 429.5287460097461 417.30228717610589 899.43055870995158 60.200623720797012 17.117271999799414 167.15021151743713 183.92449462920194 65.359795234253397 38.584279653528938 97.917924779729219 29.285776872740826 204.6003141310066 25.821256833733059 372.99509530488285 174.69311290548649 163.39052458794322 188.44959519867552 141.69733748293947 253.62330551951891 282.6664415455889 210.01823251281166 141.80157808557851 156.17674083518796 8.4023387689958309 214.41641223302577 154.5212762982701 57.269660445104819 18.651142713817535 125.46544219745556 28.427758199482923 486.4084128390823 108.11692230736662 81.576526866410859 264.16550178836042 236.32055659635807 9.9324122712714615 8.7549369195476192 83.37997206649743 32.748560423176968
leaf_count=184366 223558 230818 367582 19971 9188 81930 55233 21735 18051 46354 12596 84777 7886 122665 61218 72742 94645 22425 81800 71715 125746 78415 107589 3889 107605 107159 28443 11837 51338 11906 229883 45744 42702 104534 111406 3643 4157 27533 11790
internal_value=0 -0.0162036 0.00970287 -0.00563527 0.00251335 0.000307237 0.00790767 0.0199209 -0.0154109 -0.00531729 -0.0389685 -0.0243954 -0.0245815 -0.0279817 -0.00804404 0.0124161 0.00322577 0.01702 -0.0159093 0.0375979 0.011041 0.0149843 0.0165084 0.0425845 -0.00534641 0.00593696 0.00494125 0.00506315 -0.0303122 0.00742599 0.00876539 -0.020798 0.0165554 -0.0325875 0.0114575 0.00864392 0.027114 -0.00098812 -0.00973456
internal_weight=0 2675.16 4595.8 1870.08 2744.17 1545.71 2136.19 1851.62 607.985 528.806 805.082 387.779 425.866 398.816 857.845 1607.38 566.257 1041.13 428.316 356.429 687.866 1495.2 477.848 291.069 377.807 310.698 322.771 182.119 330.066 57.7135 864.531 206.035 138.846 324.366 722.729 27.0497 27.4061 154.713 116.129
internal_count=3106574 1304940 1801634 913505 1100225 789000 883475 701409 216750 218476 391435 160617 143382 130551 366576 664999 274992 390007 143018 97339 422424 604070 296678 75604 180347 214748 126378 73368 136115 24502 419704 92098 71145 124505 341289 12831 15994 57374 39323
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=634304 992 896 2 2 8256 112 2363393 32896 768 1049125 2 1 608 81 2097709 526336 3072 524672 256 1 3136 8640 1088
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=21
split_feature=0 0 2 3 1 2 5 2 4 4 3 4 3 2 4 0 3 3 5 1 6 3 4 5 0 0 3 2 4 0 4 3 5 2 1 2 4 3 3
split_gain=102.599 47.4314 42.5896 22.5749 20.2211 16.9537 13.5848 13.2392 12.3795 11.8972 11.5159 11.2909 10.4629 10.1563 8.64668 9.10696 6.25917 4.65338 4.40157 3.76209 3.29124 3.17118 6.31077 3.00664 2.71745 2.20762 4.51798 3.89949 2.09421 2.04157 1.9843 1.93477 1.92533 1.81339 1.81169 1.78143 1.71291 1.63048 1.43663
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 3.5000000000000004 3.5000000000000004 7 5.5000000000000009 8 6.5000000000000009 2.5000000000000004 9 10 11 3.5000000000000004 1.5000000000000002 12 13 14 6.5000000000000009 15 2.5000000000000004 16 3.5000000000000004 30.500000000000004 17 18 19 20 2.5000000000000004 4.5000000000000009 35.500000000000007
decision_type=9 9 1 2 1 1 1 1 2 2 2 2 2 1 2 9 2 2 1 1 1 2 2 1 9 9 2 1 2 9 2 2 1 1 1 1 2 2 2
left_child=7 5 10 14 6 12 13 -1 17 -6 24 19 -2 -5 15 -4 -8 23 -14 35 -17 -9 -23 34 28 30 27 -27 -3 -24 37 -28 33 -19 -7 -10 -26 -12 -20
right_child=1 2 3 4 9 8 16 21 11 -11 25 -13 18 -15 -16 20 -18 32 38 -21 -22 22 29 -25 36 26 31 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0014525742942893818 0.016068833432791769 0.010018905315753744 -0.010684109640150406 -0.011238260909148239 -0.041551772723220748 0.011616645557488011 -0.023114436273982408 -0.040574787718741234 0.0030245873710656648 0 0.014450505496535971 0.015898899755979887 0 0.023142668949639813 0.0060802833967682542 -0.04507908063191169 0.0097583935599397011 0.038447013848756463 0.046378150857196598 -0.021907770750186323 0 -0.026910999187777864 0.02111423393157609 -0.0096892294615460971 -0.014716102139315752 0.015925788479532712 0.035129248682958733 0.0011529261428534887 -0.0051288082935722866 -0.0044733502121676967 -0.010176681013019759 0 0.0003450121223649964 0.0032108967559847119 -0.0092108357419792789 -0.0093556309461814858 0 -0.0029794904987394382 0
leaf_weight=159.75669139888487 1332.1711194997188 158.93641648351331 224.09791975541157 75.987324213492684 158.09204015388968 473.46169130282942 161.06136462172435 609.14914860118006 155.6240955152316 105.51068702319753 95.73528087863815 175.05469477953739 48.946116887032986 326.80036925917375 39.744021772392443 359.48694966448238 48.304161014879355 106.75877724483144 218.67747751326533 188.87472952835378 20.845646992223919 78.012993099429877 21.910171280353097 45.170902446960099 214.83577137428802 517.46558213690878 110.40344999326044 354.04511395646841 123.78145130322082 16.52063887467375 60.100517900602426 5.8678128574974826 58.342689281969797 59.462262147339061 7.4431443427456534 193.37865562387742 120.06828198197763 37.965551419853 2.0782471445854744
leaf_count=72973 366900 88304 69996 32273 56879 227055 63234 295367 70516 38007 63293 77482 10046 140391 14828 185946 25061 16686 32928 61714 11348 32345 9459 24941 72485 357273 47011 210978 89857 6158 38355 3465 12410 12663 3549 107278 36164 19583 1022
internal_value=0 0.00462492 -0.00357836 -0.0157572 -0.00468091 0.0135354 0.00503477 -0.0309892 0.00521924 -0.026474 0.00666589 -0.0038047 0.0206385 0.0155498 -0.0297258 -0.0327292 -0.0134427 0.0140579 0.0390298 -0.0112468 -0.0419734 -0.0366849 -0.0126491 0.00733428 -0.0038832 0.0124422 0.0142805 0.0106847 0.00249202 0.0110235 0.00041707 0.032439 0.0259099 0.0303645 0.00998964 -0.00340821 -0.00965332 0.0080295 0.0438138
internal_weight=0 6384.58 3319.14 1519.93 875.756 3065.44 612.153 885.35 1463.57 263.603 1799.21 712.932 1601.87 402.788 644.175 604.431 209.366 750.639 269.702 537.877 380.333 725.593 116.444 526.076 617.622 1181.58 987.782 871.511 282.718 38.4308 193.801 116.271 224.564 166.221 480.905 349.003 334.904 133.701 220.756
internal_count=3106223 2689921 1664731 637963 355845 1025190 260959 416302 614294 94886 1026768 316990 410896 172664 282118 267290 88295 297304 43996 239508 197294 343329 47962 255545 286810 739958 618727 568251 178161 15617 121231 50476 41759 29349 230604 177794 108649 82876 33950
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=13652493 8256 896 2 899 1 768 9 17140864 2 2 1 3 2163984 17039362 768 9441793 9 104 2 80
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=21
split_feature=0 0 2 1 4 3 2 3 2 3 2 2 1 0 4 3 0 4 5 0 4 2 4 0 4 4 4 3 4 4 0 4 4 5 2 2 0 3 5
split_gain=86.5335 42.2274 41.0273 15.8059 20.9212 16.0061 14.0828 11.6635 9.99077 9.26198 9.01949 7.04355 6.72374 6.25984 12.6102 5.68257 5.64943 12.1043 5.30255 4.74704 4.70415 4.38126 4.22695 4.02355 3.7218 7.38146 3.61752 3.18106 3.1717 2.41151 3.1473 2.15789 1.74741 1.41865 5.72889 4.95457 1.35495 1.27743 1.18861
threshold=0 1 2 3 2.5000000000000004 5.5000000000000009 4 1.0000000180025095e-35 5 1.0000000180025095e-35 6 7 8 9 1.5000000000000002 4.5000000000000009 10 2.5000000000000004 11 12 1.0000000180025095e-35 13 1.5000000000000002 14 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 5.5000000000000009 15 2.5000000000000004 1.0000000180025095e-35 16 17 18 19 92.500000000000014 20
decision_type=9 9 1 1 2 2 1 2 1 2 1 1 1 9 2 2 9 2 1 9 2 1 2 9 2 2 2 2 2 2 9 2 2 1 1 1 9 2 1
left_child=8 6 7 5 10 13 15 29 -1 12 26 27 33 14 -4 32 20 -18 23 -12 -9 31 -15 -7 38 -26 -5 -6 -14 30 -3 -11 -2 34 -8 -35 -13 -17 -23
right_child=1 2 3 4 11 18 9 16 -10 21 19 36 28 22 -16 37 17 -19 -20 -21 -22 24 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=-0.0024931130499485765 0.022959842217968682 -0.0030327600796625342 -0.019929821383621229 0.028458326565757891 0 0 0.023793744453793408 0.021496219215282119 -0.038615766391105179 -0.002030811094672525 0.0042791734542047448 0.001793367985485861 -0.020861668949647565 0.010083563160657602 0.0076496894501111891 0.045834194239887327 -0.035415422399706672 0.013547760026189773 -0.0023498240980342473 -0.041237645438551795 -0.010385389237212758 0 -0.00027674182388354613 0.034994936261654834 -0.001890566815745484 0.022177982204906386 -0.0077703165013943299 0.028787509665329156 0.0041616460654055332 0 -0.047999001473194795 0.015053244753595405 0.0095372745417097466 0.010539950058642528 -0.0048888147837919758 -0.0069291253433631031 -0.01559544778339275 0 0.022973683281032577
leaf_weight=127.04750405141385 428.78889878059272 49.702111258404329 323.12794511993707 9.6957944160385505 55.941144002208603 57.446655528183328 107.59369392364169 58.028946714723133 554.32488825450127 266.03876017473522 12.735542272654129 23.845041075284826 161.97731444842066 722.34653227300441 269.82708232145524 109.83784645120613 130.94620427132759 43.957354360914906 45.955332379438914 228.74840643799689 58.108542268470046 12.295250561728608 710.32548015998327 214.45512006760691 270.76665335232974 176.62989833869506 46.952524704334792 93.398254110768903 32.367841663770378 10.39754861743131 221.40316794444516 62.87690954192658 342.95114486676175 260.88726790185319 89.184257467510179 304.05633481123368 80.794945622226805 1.1503693042322982 496.75439623760758
leaf_count=58631 80955 18185 152871 5395 35258 27469 44311 27844 276636 82419 3235 8291 51377 379072 133307 16976 51753 16805 24980 91563 26245 3075 410645 100359 80014 61568 14050 54629 12585 4872 121391 25498 103257 169209 60475 131539 28022 938 109875
internal_value=0 0.00366093 -0.00385763 0.00100384 -0.0136399 0.00471326 0.0120454 -0.0273939 -0.032808 0.00737635 -0.0305522 0.00628636 0 0.00113701 -0.00702134 0.0227422 -0.0106553 -0.0204651 0.0245778 -0.0375044 0.00433751 0.0128531 0.00480858 0.0290205 0.016167 0.00777973 0.00239767 0.0187734 -0.0153576 -0.0419233 -0.0435699 0.00134692 0.0179493 0.00425349 0.0108973 0.000805575 -0.0101587 0.0446433 0.0224386
internal_weight=0 6592.3 3468.14 2895.6 552.112 2343.48 3124.16 572.544 681.372 2241.43 298.132 253.979 956.067 2025.63 592.955 882.728 291.041 174.904 317.857 241.484 116.137 1285.36 1432.67 271.902 956.446 447.397 56.6483 149.339 194.345 281.503 271.105 328.916 771.74 761.722 196.778 564.944 104.64 110.988 509.05
internal_count=3105579 2770312 1736241 1469146 240443 1228703 1034071 267095 335267 831945 114243 126200 469496 1075895 286178 202126 122647 68558 152808 94798 54089 362449 789717 127828 254532 141582 19445 89887 63962 144448 139576 107917 184212 405534 104786 300748 36313 17914 112950
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=5259788 106560 15 2 770 768 768 400 2 17039521 19142689 3 128 24 8650754 17040513 6 133 120 8389664 8
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=27
split_feature=0 3 0 2 4 4 1 3 4 2 0 0 0 3 0 2 0 4 4 2 0 2 4 0 2 3 5 2 2 2 2 5 2 2 2 4 3 1 5
split_gain=74.9015 38.8584 37.3622 30.3216 21.7349 35.3228 23.2012 19.0903 12.6416 11.6294 12.7712 11.0412 10.9926 9.24794 7.80239 6.42193 5.95748 5.37661 9.87502 8.85901 4.44182 3.55733 3.45773 3.31219 3.23168 3.15704 3.0722 5.8007 3.01898 2.67713 2.50865 2.50496 2.45976 2.14572 2.0476 2.03043 1.86323 1.8257 1.79827
threshold=0 1.5000000000000002 1 2 1.0000000180025095e-35 1.5000000000000002 3 6.5000000000000009 3.5000000000000004 4 5 6 7 6.5000000000000009 8 9 10 1.5000000000000002 3.5000000000000004 11 12 13 2.5000000000000004 14 15 1.0000000180025095e-35 16 17 18 19 20 21 22 23 24 5.5000000000000009 2.5000000000000004 25 26
decision_type=9 2 9 1 2 2 1 2 2 1 9 9 9 2 9 1 9 2 2 1 9 1 2 9 1 2 1 1 1 1 1 1 1 1 1 2 2 1 1
left_child=-1 2 17 20 7 6 9 14 12 10 -6 31 24 33 34 -15 -11 32 19 -19 25 -22 -23 30 -5 37 -16 -28 -14 -20 -10 36 -2 -13 -3 -25 -7 -4 -27
right_child=1 4 3 8 5 11 -8 -9 23 16 -12 13 28 15 26 -17 -18 18 29 -21 21 22 -24 35 -26 38 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.035981955981406466 0.014564287013398259 0.0062381418722707487 0.0035219528435436829 0.00066063716049479264 0.027887920541723878 -0.0053824170162816943 -0.044259258313634808 0.047426386231783559 -0.0061279392020939872 0.0068284777018317554 -0.0094629648068833214 0.0073067022614487004 -0.0194603756970535 0 0.023003322045554924 0.050798133836078299 -0.027117843246099827 0.0083930069738482795 0 -0.018733721881032169 0.0078435675324877423 -0.016467942128580937 0 -0.017722973443930666 -0.017609852206410152 0.017647071302313341 0.020415090609070867 -0.0078265634167072242 -0.04788516668841572 0.025020407500362225 0.020299049469727291 -0.014776942547487536 0.0044190920337431119 0.022620871681242841 -0.013604519704358603 0.0011438724104312484 0.010411931814706114 -0.012958283774712762 -0.0026946418037304973
leaf_weight=493.96309596825449 690.62843681059894 35.258288977172924 260.49007815305959 118.87945785446209 151.67010418020072 76.6703727748245 149.29561710151029 236.13512688467745 16.452743331406964 40.458212261233712 133.15976824198151 404.53735370660434 229.34877018090629 32.441101652133511 482.84331832645694 116.23865654427209 151.54547073179856 147.91690762768849 59.888480756082572 280.77749213334755 92.521628136193613 291.78916801538435 176.09517183175194 96.346368977290695 192.90293561099679 185.06262167359819 88.297012415860081 116.82089924887987 299.51403556294099 101.44464524061186 55.574717177791172 58.501382716902299 619.19915524355019 227.90302724106004 88.383571401791414 49.070667322303052 148.23618440807331 57.267848158167908 19.584696001780685
leaf_count=249875 205099 23999 173201 33869 43839 45482 54836 63467 6220 22453 79076 189199 103604 11522 132696 41595 46722 63923 30044 145738 44448 106675 68000 36383 56952 124627 27205 37244 180596 52866 19797 33334 268544 93748 45667 18447 78341 35121 11378
internal_value=0 0.00290903 -0.0032597 -0.0122561 0.0120671 0.00467432 -0.0135243 0.0232558 -0.0239966 -0.00125922 0.0104876 0.0157297 -0.0296283 0.0215444 0.014427 0.043554 -0.0187277 0.00678399 -0.000635741 -0.00900854 -7.03784e-05 -0.00629975 -0.0100847 -0.00102912 -0.0105077 0.00605149 0.0184336 0.00445429 -0.0383209 0.0179686 0.011552 -0.000537744 0.0103402 0.0145044 -0.00597112 -0.00997096 0.0037056 0 0.0149635
internal_weight=0 6779.15 4040.76 2140.9 2738.4 1690.66 626.129 1047.74 1058.09 476.834 284.83 1064.53 840.645 781.12 811.603 148.68 192.004 1899.86 590.028 428.694 1082.81 560.406 467.884 217.444 311.782 522.405 687.961 205.118 528.863 161.333 72.0275 283.408 1309.83 632.44 123.642 145.417 224.907 317.758 204.647
internal_count=3105832 2855957 1785532 1019318 1070425 740147 246926 330278 455868 192090 122915 493221 375021 336064 266811 53117 69175 766214 292571 209661 563450 219123 174675 80847 90821 344327 197145 64449 284200 82910 26017 157157 473643 282947 69666 54830 123823 208322 136005
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=1064972 33856 896 2 912 2630464 6587664 21309568 21495984 548 2631824 785 80144 512 9175218 38 1 779 96 785 32 5 803 449 260 2 3
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=25
split_feature=0 3 0 2 4 4 1 3 4 2 0 0 3 0 0 2 4 4 2 0 0 4 5 0 2 2 2 4 2 2 3 2 5 2 2 3 4 5 3
split_gain=65.5958 31.4992 31.2762 25.8549 17.8123 29.1087 20.299 14.6253 13.3899 9.91427 9.46854 9.365 6.62345 6.13624 5.73577 4.73656 4.30603 8.09757 7.74201 3.83784 3.81511 3.55788 3.45303 2.99144 4.1137 2.83237 2.80072 4.1729 2.70335 2.50544 2.41404 2.10233 2.02249 1.92196 1.85366 1.83824 1.75857 1.63532 1.60523
threshold=0 1.5000000000000002 1 2 1.0000000180025095e-35 1.5000000000000002 3 5.5000000000000009 2.5000000000000004 4 5 6 6.5000000000000009 7 8 9 1.5000000000000002 3.5000000000000004 10 11 12 5.5000000000000009 13 14 15 16 17 2.5000000000000004 18 19 1.0000000180025095e-35 20 21 22 23 2.5000000000000004 1.5000000000000002 24 5.5000000000000009
decision_type=9 2 9 1 2 2 1 2 2 1 9 9 2 9 9 1 2 2 1 9 9 2 1 9 1 1 1 2 1 1 2 1 1 1 1 2 2 1 2
left_child=-1 2 16 19 7 6 9 14 23 10 -6 12 31 -10 28 -14 32 18 -18 30 -11 -15 35 24 -5 -25 -21 -28 -3 -19 36 -7 -2 -16 -34 -13 -4 -30 -24
right_child=1 4 3 8 5 11 -8 -9 13 20 -12 22 15 21 33 -17 17 29 -20 26 -22 -23 38 25 -26 -27 27 -29 37 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.03392280398880565 -0.0084990412380312897 0.024146255155604507 0.0074637801385086721 0 0.019540661238213006 0 -0.042023768509018233 0.038595744822457458 0.010347338699557455 0.0032297602356672799 -0.010974084331687292 -0.0037509091806268453 0.0011811310742343407 -0.02097220811058028 -0.016644317487219604 0.048888463987079731 0.0079181175996094737 -0.0023375529226068322 -0.017418982620056447 0.0065565680694118517 -0.028326415240044485 0.0033771578308142828 -0.023950900612904495 -0.016997983157736252 -0.024549228831367391 -0.044951032966547171 -0.016269513713461661 0.0011251342315450196 0.0099198061274624431 0.020919091896540398 0.013490421439774497 0.015797905932732389 0.01781241111561286 0.0018774674149986117 0.0069529482223604821 0.011039186973736589 -0.0063541063203996079 -0.0056219221322246094 0
leaf_weight=487.92648746362829 17.870739737467375 264.5387418178434 141.07182656280929 114.85349868203048 213.40998189416132 100.39606516671483 142.39120008071768 314.70145542174578 120.3573261819256 27.780697212176165 124.8926263890462 85.245238927163882 53.711108831281308 172.36646397897857 34.34120072631049 90.73701181949582 148.73914817691548 31.620525318372529 275.68429882332566 94.120350056211464 110.30770789209055 47.36267360203783 50.157257499609841 209.31271222225041 95.117075425630901 268.70635139277147 292.22397138222004 182.47177982373978 291.64124207323766 132.64267209387617 203.28446719434578 512.44626127398806 282.55067365054856 129.68087463977281 1021.5046765416919 170.61921050347155 169.52302783451159 34.040374169591814 15.724657965940422
leaf_count=247699 8011 64355 85522 40749 69237 36996 54199 84158 46627 14130 69603 50569 20112 68881 18564 30486 64509 16801 144958 45867 38748 17626 28504 92469 24503 162789 108144 71638 79448 67371 135129 235762 100042 75841 365515 89149 111141 11377 8414
internal_value=0 0.00266358 -0.00292285 -0.0112589 0.0108443 0.00411884 -0.0125482 0.0208493 -0.0223276 -0.00117796 0.00751317 0.0140281 0.0197786 -0.00465711 0.0118691 0.0389928 0.00618976 -0.000420777 -0.00815196 -6.0427e-05 -0.0209939 -0.0141794 0 -0.030396 -0.0124396 -0.0355479 -0.00578828 -0.00913815 0.0162277 0.0161848 0.00569828 0.0134824 0.00934529 -0.00303295 0.00998917 0.0050104 0 0.00703773 -0.0159992
internal_weight=0 6788.15 4021.38 2110.77 2766.76 1697.82 618.782 1068.94 1028.08 476.391 338.303 1079.04 757.29 340.086 754.242 144.448 1910.61 588.687 424.423 1082.7 138.088 219.729 321.746 687.99 209.971 478.019 568.816 474.696 590.22 164.263 513.879 612.842 1321.93 164.022 1304.06 255.864 310.595 325.682 65.8819
internal_count=3105643 2857944 1778292 1011085 1079652 745909 245917 333743 453644 191718 138840 499992 323356 133134 249585 50598 767207 293639 209467 557441 52878 86507 176636 320510 65252 255258 225649 179782 155180 84172 331792 272758 473568 94405 465557 139718 196663 90825 36918
cat_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=5259277 33856 896 2 944 2630608 8468706 9175218 8723778 612 785 71952 11020288 5 17115136 71 96 512 834 529 65 8 531 546 3
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=25
split_feature=0 3 0 2 4 4 1 4 3 2 0 0 3 0 0 0 4 2 2 4 4 0 2 0 0 5 2 5 0 5 2 5 2 3 2 4 3 3 4
split_gain=56.3215 26.064 25.9559 22.6742 13.8868 24.6007 18.1254 12.1732 11.27 8.49179 9.08189 7.81655 7.19658 5.47356 5.21543 5.06522 4.42089 3.7478 3.55127 4.39363 5.97773 3.45921 3.03513 8.38871 3.02779 3.71711 2.28913 2.80901 2.15072 1.97832 1.93858 1.92908 1.68003 1.6226 2.21914 1.54374 1.49957 1.40427 1.64384
threshold=0 1.5000000000000002 1 2 1.0000000180025095e-35 1.5000000000000002 3 2.5000000000000004 6.5000000000000009 4 5 6 6.5000000000000009 7 8 9 5.5000000000000009 10 11 4.5000000000000009 1.0000000180025095e-35 12 13 14 15 16 17 18 19 20 21 22 23 36.500000000000007 24 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 1.5000000000000002
decision_type=9 2 9 1 2 2 1 2 2 1 9 9 2 9 9 9 2 1 1 2 2 9 1 9 9 1 1 1 9 1 1 1 1 2 1 2 2 2 2
left_child=30 2 18 24 8 6 9 22 14 10 -6 31 21 -11 32 -9 -17 -14 -2 20 29 -13 23 -5 37 -26 28 -28 -16 -20 -1 35 -3 34 -10 -7 -8 38 -4
right_child=1 4 3 7 5 11 36 15 33 13 -12 12 17 -15 26 16 -18 -19 19 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0033542371228539218 0.010575331656725867 0.0057007404613971125 0.010250063394611257 0 0.023046098380654977 -0.0056081228514224812 -0.0068804564516313574 0.011762901556392568 0.0034258585936230313 0.0075201239437674653 -0.0081463292901808124 0.017094918601804353 0 -0.024676160906224182 0 -0.019003961247641397 0.0069319130268805764 0.041932313457835241 0.0079306466220265999 0.022251131200303701 -0.0088608425347956911 0.00065997761481861959 -0.037506451795124199 -0.028770924666742644 -0.015812810746983798 0 0.01094538489905101 -0.0083566134774480643 0.027124799755746609 -0.0071247599590612779 -0.035072218406608291 -0.012913209480448827 -0.012120415409991439 0 0.042271125590138826 0.0087870449283845992 -0.047476447554773885 0.013983286690422446 -0.0049428630339130785
leaf_weight=64.459999998303829 802.53283389817807 35.63974413042888 87.842355371540179 163.67028739933448 159.14181430751341 69.499586283724057 43.007415108528221 91.491089007759001 54.462476592074381 39.94069712064811 130.68563599718618 386.81454674486304 30.61531839100644 145.37767551152501 57.202733358804835 190.90322618641949 55.075074186795973 122.42279829172185 561.72412701847497 63.975609395536594 442.26460697126458 255.71989706653403 316.66911478618567 190.17377372001647 154.65098854576354 559.97857010739972 394.37964220627327 44.929565210535657 214.24351415384444 51.388504088565242 408.02617751601792 59.840150566073135 86.218042617954779 7.724301633948925 195.02691214322113 165.60186930408236 93.689164660609094 140.94148450141074 137.14512563694734
leaf_count=21939 239479 23983 54614 56560 43990 35839 16534 33296 15478 22418 77476 142719 11008 45495 28063 78715 20370 42543 240616 35715 227310 146536 166157 97926 58312 252927 113427 14975 42669 25473 225895 32866 44471 3173 49069 92672 36439 95567 92877
internal_value=0 0.00243959 -0.00266157 -0.0103316 0.00983176 0.0038405 -0.0116055 -0.0208371 0.0185689 -0.000938867 0.00878939 0.0128531 0.0177489 -0.0163025 0.0116049 -0.00397744 -0.0115684 0.0368175 0.00557495 0.00148992 -5.87096e-05 0.0115853 -0.0286581 -0.016245 0 -0.00387787 0.0147972 0.00781276 0.0226825 0.00594132 -0.0319299 -0.00038365 -0.00493404 0.0365004 0.0377777 0.00312887 -0.0400407 0.00682888 0.000320471
internal_weight=0 6802.61 4010.43 2088.54 2792.18 1702.36 611.842 1007.98 1089.83 475.146 289.827 1090.51 795.573 185.318 832.613 337.469 245.978 153.038 1921.89 1119.35 1055.38 642.534 670.513 353.844 1080.56 714.63 710.755 439.309 271.446 613.113 472.486 294.942 121.858 257.214 249.489 235.101 136.697 365.929 224.987
internal_count=3105591 2857757 1775914 1007321 1081843 746535 242352 453024 335308 189379 121466 504183 342806 67913 267588 132381 99085 53551 768593 529114 493399 289255 320643 154486 554297 311239 199134 128402 70732 266089 247834 161377 68454 67720 64547 128511 52973 243058 147491
cat_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=5259277 33856 896 2 912 2630464 2917648 2631824 524464 9175186 548 771 8288 100 17049984 69904 2 322 3 18876418 3 768 5 260 14
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=26
split_feature=0 2 0 3 1 4 5 0 5 2 0 3 0 3 0 4 2 0 1 2 0 4 5 3 4 0 4 2 2 4 4 0 0 2 3 2 5 5 3
split_gain=46.0591 23.9121 26.176 21.5922 13.208 13.8299 10.0784 9.4036 7.45095 7.30923 6.87976 11.6679 5.94953 5.38587 4.69699 7.2803 4.53599 4.20903 3.99459 3.95054 3.72853 2.92773 2.63159 2.63079 2.83628 2.44702 2.86751 2.27369 1.99546 1.82629 1.75123 1.83265 1.76568 1.72022 1.56847 1.28191 2.50672 1.03892 0.943066
threshold=0 1 2 1.0000000180025095e-35 3 2.5000000000000004 4 5 6 7 8 4.5000000000000009 9 1.0000000180025095e-35 10 2.5000000000000004 11 12 13 14 15 4.5000000000000009 16 2.5000000000000004 1.0000000180025095e-35 17 5.5000000000000009 18 19 2.5000000000000004 4.5000000000000009 20 21 22 29.500000000000004 23 24 25 7.5000000000000009
decision_type=9 1 9 2 1 2 1 9 1 1 9 2 9 2 9 2 1 9 1 1 9 2 1 2 2 9 2 1 1 2 2 9 9 1 2 1 1 1 2
left_child=27 8 13 9 6 12 7 -5 20 14 11 -10 -6 18 15 -4 29 -8 35 -7 -2 33 -18 28 -25 -11 -27 -1 -22 -15 31 38 -32 -20 -13 36 -3 -37 -12
right_child=1 2 3 4 5 19 17 -9 10 25 30 34 -14 16 -16 -17 22 -19 21 -21 23 -23 -24 24 -26 26 -28 -29 -30 -31 32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.0017560324071691702 0.016770984014453837 0.0099428393854609012 -0.035283204257440449 0.02179579693712632 0 -0.010453639490208846 -0.019212533429414758 0 0.014599303155444516 -0.0021338590900262314 0.014150075981711469 0.050623756568539215 -0.04046344845738567 -0.0045622512937448807 -0.0042940949653942689 0 -0.0010538639833042615 0 0 0.014490190741667301 0.0017156321833208612 0.0060096338422890045 0.01394058513850777 0.021807173645846414 -0.0051973868645298661 -0.043896123088328048 0 -0.033003307162486069 -0.01549883616374728 0.01115622696183737 0.0093614878435196898 0 -0.010384740412238436 -0.021301000196793138 0 0.0067298555708410965 -0.011331976316096639 -0.00099644826382273887 0
leaf_weight=62.762078720028512 52.436656628648052 37.192222705110908 149.1779528996849 343.95314678689465 62.159511613179347 68.281271160958568 160.37099301176204 424.11026296239288 691.07657662418205 52.964638496545376 340.07203207857674 110.64685236482183 151.40199176761962 272.72928068577312 408.0286126377905 68.796712913186639 93.052982478344347 208.97274880309124 31.646651270566508 100.55596214470279 52.253317047288874 33.164788243360817 1013.837505090778 33.810191515367478 48.95062846437213 208.74351213482441 9.7245356640196388 383.75842745008413 182.95516149885952 66.110582779307151 22.154503192286938 228.359249272733 84.862726301682414 126.39347319549415 2.0532845698762676 606.29668567690533 117.43612572108395 146.56695433455752 20.066226153285243
leaf_count=21569 40421 11367 72780 174270 21702 23150 73536 207452 207800 20266 197220 22357 66726 82576 147242 26893 28718 102256 10763 55425 23727 12740 257301 10491 24742 127943 4741 221141 63305 26203 16513 153768 59874 43319 1004 326364 36900 78057 6240
internal_value=0 0.00210584 -0.00148952 -0.00891561 -0.00137362 -0.0168742 0.00388043 0.0103923 0.0116354 -0.021003 0.0147379 0.0211446 -0.032286 0.00547809 -0.0125044 -0.0236615 0.00944752 -0.0087153 0 0.00304143 -0.000404078 -0.0118953 0.0124257 -0.00563202 0.00604095 -0.0348423 -0.0400539 -0.0297333 -0.0113016 -2.34811e-05 0.00617887 0.0085036 -0.00302742 -0.0176073 0.0491526 0.00303685 -0.00368165 0.00487294 0.0125528
internal_weight=0 6831.37 4961.67 2417.24 1519.81 382.399 1137.41 768.063 1869.7 897.436 1499.29 803.777 213.562 2544.43 626.003 217.975 1445.73 369.344 1098.7 168.837 370.406 191.205 1106.89 317.969 82.7608 271.433 218.468 446.521 235.208 338.84 695.515 588.498 107.017 158.04 112.7 907.492 154.628 752.864 360.138
internal_count=3108862 2866152 2038690 1124382 724517 167003 557514 381722 827462 399865 664776 231161 88428 914308 246915 99673 394798 175792 519510 78575 162686 66822 286019 122265 35233 152950 132684 242710 87032 108779 433615 357228 76387 54082 23361 452688 48267 404421 203460
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1064972 768 41024 2 1 11015554 2 240 2691168 21240448 791075 24 4261538 2 98 79232 4 21300353 768 512 8392576 262160 129 128 2 5
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=23
split_feature=0 2 0 3 2 1 4 5 0 3 4 3 4 4 3 2 2 0 1 2 0 4 4 5 2 0 4 4 6 3 3 0 0 5 0 4 5 0 4
split_gain=40.7767 19.845 21.7032 17.3636 10.014 9.13306 8.27212 7.67761 6.21795 6.26096 5.76908 5.06714 6.29752 6.99387 8.55283 5.25267 4.90439 4.74091 6.73423 4.73338 4.51044 4.05154 3.40971 3.24889 2.72587 2.35067 2.33213 4.10909 3.20518 2.32936 2.16676 1.99266 1.922 1.56224 1.48789 1.43684 2.46763 1.54355 1.41426
threshold=0 1 2 1.5000000000000002 3 4 5.5000000000000009 5 6 6.5000000000000009 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 5.5000000000000009 7 8 9 10 11 12 4.5000000000000009 7.5000000000000009 13 14 15 1.5000000000000002 4.5000000000000009 16 9.5000000000000018 29.500000000000004 17 18 19 20 1.0000000180025095e-35 21 22 5.5000000000000009
decision_type=9 1 9 2 1 1 2 1 9 2 2 2 2 2 2 1 1 9 1 1 9 2 2 1 1 9 2 2 1 2 2 9 9 1 9 2 1 9 2
left_child=-1 8 11 4 17 7 25 16 9 33 20 26 13 15 -15 -13 -5 21 -19 -14 -7 -4 -21 32 -12 -6 31 28 -28 -9 -11 -3 -10 38 -29 -25 37 -37 -2
right_child=1 2 3 5 6 10 -8 29 23 30 24 12 19 14 -16 -17 -18 18 -20 22 -22 -23 -24 35 -26 -27 27 34 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.02823419287957369 0.015738196066946639 0.0046480179218751248 -0.02733801260456302 0.00064113256056540203 -0.010559799737699665 0.0025631840140007537 0.011787319458391289 -0.022012067556945583 0.026558698438142427 0.043707037479704967 0.015898789588811826 -0.00063896533358776908 0 0.003837567001459324 -0.023683145240585526 0.015326935599834125 0.018671871623949801 0.0032444355262565422 -0.018540094758988282 0.032043954501115454 -0.032752296641416254 0.0042666674138593392 -0.0012520040334675581 0.0063955640805990702 -0.0093024710900633922 -0.037968272289040851 -0.014127091245799412 0.018239955773933902 0.013077745610047046 0.0017911214099296654 0 -0.010776851536968758 -0.0020971870577945052 0.0037100037557163431 -0.0010496198194162537 0.0053109261114238429 -0.01515208959711299 -0.0068887747506165961 0
leaf_weight=439.14963702233217 752.75996111385757 700.80447306254064 161.22216650679184 330.06663609403768 138.81335575798585 29.211976423335727 21.877780681839795 82.741140219965018 44.49702535913093 71.752237499109469 42.801745048520388 270.8360302229994 108.01390262006316 295.65515179518843 135.74232182730339 536.03491243929602 333.83006179239601 442.39969857367396 166.32161233379156 199.05170616877149 110.14051774454128 22.739150832232554 13.504577426996546 190.5509409213264 40.460595096141333 288.77769566002826 324.83565779554192 40.287339295377024 14.204998851433627 24.984366204560502 3.770469299866817 47.393023379874649 9.0191345638886542 318.3050731550029 29.708813415199984 238.81530902470695 90.703272119222675 119.88589020632207 47.919119605445303
leaf_count=244191 264861 314470 68407 189668 45256 9582 10049 39426 27419 14500 23237 82345 38971 96510 39709 104115 146915 164283 70538 81708 46952 6810 5834 100498 12097 198969 167214 24975 7060 13009 1843 11955 5172 124440 6876 150966 51528 64454 30827
internal_value=0 0.00193656 -0.00135081 -0.00861343 -0.016405 0.000939341 -0.0281118 0.00640475 0.0105646 0.0149189 -0.015328 0.00455853 0.00824855 0.00445857 -0.00514865 0.00995403 0.0106796 -0.0081781 -0.00278571 0.0203981 -0.0262178 -0.0209974 0.0276582 0.00225066 0.00236588 -0.0320622 -0.000203813 -0.00624873 -0.0112039 -0.0141017 0.0404563 0.00282891 0.01969 0.0120527 0.0109131 0 -0.00333972 0.00019902 0.0145348
internal_weight=0 6840.44 4952.46 2236.39 1242.15 994.237 449.469 771.622 1887.98 1194.51 222.615 2716.07 1558.84 1238.27 431.397 806.871 663.897 792.683 608.721 320.57 139.352 183.961 212.556 693.472 83.2623 427.591 1157.23 409.037 339.041 107.726 75.5227 748.197 53.5162 1118.98 69.9962 639.955 449.404 358.701 800.679
internal_count=3107639 2863448 2026940 1045198 564312 480886 254274 389018 836508 436471 91868 981742 449192 322679 136219 186460 336583 310038 234821 126513 56534 75217 87542 400037 35334 244225 532550 206125 174274 52435 16343 326425 32591 420128 31851 367446 266948 215420 295688
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1064973 768 41152 224 2 3 595424 28 131 66080 2 96 264192 4 156 21302272 1 64 264722 9 64 1 2099728
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=24
split_feature=0 3 0 2 5 4 0 0 5 2 0 4 2 0 4 4 1 4 4 2 3 2 4 4 2 4 1 5 1 0 0 4 4 2 5 0 2 3 3
split_gain=34.4003 16.3336 15.9859 13.8838 9.85349 8.80591 6.93956 5.74709 5.5458 4.66569 3.99922 6.91045 5.73328 3.98036 4.06116 3.65339 4.00923 3.51612 12.6998 3.51119 3.60197 3.36503 2.78985 7.89744 2.39127 3.7018 4.21336 3.11898 2.25173 2.1427 2.10596 2.09018 1.94442 1.8409 1.63812 1.6125 1.58851 1.58026 1.48424
threshold=0 1.5000000000000002 1 2 3 2.5000000000000004 4 5 6 7 8 2.5000000000000004 9 10 5.5000000000000009 1.5000000000000002 11 1.0000000180025095e-35 1.5000000000000002 12 9.5000000000000018 13 2.5000000000000004 1.0000000180025095e-35 14 4.5000000000000009 15 16 17 18 19 9.5000000000000018 1.0000000180025095e-35 20 21 22 23 3.5000000000000004 1.0000000180025095e-35
decision_type=9 2 9 1 1 2 9 9 1 1 9 2 1 9 2 2 1 2 2 1 2 1 2 2 1 2 1 1 1 9 9 2 2 1 1 9 1 2 2
left_child=32 2 24 10 6 30 21 8 36 31 15 12 -12 -7 -15 16 -4 19 -19 -9 -21 -3 23 -11 -2 26 34 -28 35 -20 38 37 33 -1 -26 -23 -6 -8 -5
right_child=1 4 3 5 7 13 9 17 -10 22 11 -13 -14 14 -16 -17 -18 18 29 20 -22 28 -24 -25 25 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0024270494858853364 0.0080263611113928594 -0.007610130355014514 0.015603480215796939 -0.016344366177474774 0 0.0084238233420673419 0.012754605621890592 0.014816714779629259 -0.015757585489040833 0.011729727564610739 0.0084359863683472359 0.0047034801157278972 -0.019427185850801141 -0.024108464883970091 0.0076246374458537828 -0.0027968530300076463 -0.011873827930995395 -0.03241419775488856 0.0079341927387983468 -0.013008605833118116 0.014941880703632849 0.015923266574845746 0.018503673293856406 -0.016487094769064271 0.0093918812462188972 0.019509902676290498 0 -0.025404572695451356 -0.0046031637603792313 -0.0090596998481804799 -0.033643108590751071 -0.003932189218017022 -0.031842401791211679 -0.015912553704307331 -0.00012115113279066374 0 0.023478664944876156 0.025034813054537527 0
leaf_weight=43.941431755258236 825.92770098651818 199.90418097270594 265.57661477259535 137.27191649793531 43.099989339680178 118.57649515707453 477.97725897561759 94.415886660834076 19.32413443090627 215.92448107030941 54.015831345721381 241.06748200146831 365.56054085082724 88.555795606094762 25.741141757913283 373.97570481876028 28.988960642906022 147.02746691730863 174.55719953216612 148.56900956953177 26.41266400704626 188.385849700775 82.883102097315714 136.05754737232928 179.86825163953472 66.958786030125339 97.011552521493286 69.886739154404495 75.835568679292919 65.495220306445844 283.92558122471382 7.4556267336593001 299.9885463914834 88.413906371759367 716.14728836191352 126.09464614698663 133.15481661766535 489.28625846470823 56.463541262142826
leaf_count=18724 239681 103929 135332 41676 19938 42936 178905 28513 9572 52967 33234 128152 159904 47646 11286 188508 10736 59671 69505 41143 8076 103453 30507 44589 81368 35803 35314 25163 34440 36839 196267 3434 169947 56759 345074 54961 74022 128746 19912
internal_value=0 0.00175608 -0.00230776 -0.00846666 0.00752455 -0.0194251 0.0112994 -0.00119254 0.0119545 0.0150854 -0.00199322 -0.00743719 -0.0150937 -0.00189206 -0.0138252 0.0030792 0.0111275 -0.00600169 -0.011968 0.0017087 -0.00548894 0.00139785 0.00470781 0 0.00401761 0.000656562 -0.000753548 -0.014205 0.00698709 0.00165369 -0.0271477 0.0190516 -0.0261405 -0.00948329 0.00180706 0.0110132 0.0187327 0.0198336 -0.011055
internal_weight=0 6847.38 3995.52 2039.72 2851.86 710.534 1999.8 852.056 195.579 1409.58 1329.19 660.644 419.576 232.873 114.297 668.541 294.566 656.477 387.08 269.398 174.982 590.22 434.865 351.982 1955.8 1129.87 1062.91 166.898 390.316 240.052 477.661 974.719 432.344 132.355 896.016 314.48 176.255 967.264 193.735
internal_count=3106632 2861202 1777992 1015589 1083210 359723 735931 347279 103532 439148 655866 321290 193138 101868 58932 334576 146068 243747 166015 77732 49219 296783 128063 97556 762403 522722 486919 60477 192854 106344 257855 311085 245430 75483 426442 158414 93960 307651 61588
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=5259277 99392 960 1 25463314 801296 6 976 2818 512 8659090 2 773 263 771 2 1 2 8454242 17053824 496 2 8389138 96
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=22
split_feature=0 2 0 2 1 4 0 3 0 4 0 0 3 4 5 3 3 0 2 5 5 4 4 6 5 5 3 4 0 4 0 2 5 3 4 4 0 3 4
split_gain=29.2838 16.1451 17.8763 17.6663 10.3015 14.0917 8.37372 7.256 4.84946 7.4923 4.73829 4.72331 4.65306 4.11156 3.8882 3.56188 3.42538 3.23248 3.08951 2.82201 2.31399 2.3022 4.77371 3.39347 1.84988 1.65928 3.0092 2.23095 1.59783 1.27964 1.26405 1.19817 3.47548 1.18067 1.46423 1.09588 0.944391 0.851778 0.745912
threshold=0 1 2 3 4 2.5000000000000004 5 1.0000000180025095e-35 6 2.5000000000000004 7 8 6.5000000000000009 1.0000000180025095e-35 9 2.5000000000000004 1.0000000180025095e-35 10 11 12 13 4.5000000000000009 1.5000000000000002 14 15 16 1.0000000180025095e-35 4.5000000000000009 17 10.500000000000002 18 19 20 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 21 29.500000000000004 6.5000000000000009
decision_type=9 1 9 1 1 2 9 2 9 2 9 9 2 2 1 2 2 9 1 1 1 2 2 1 1 1 2 2 9 2 9 1 1 2 2 2 9 2 2
left_child=-1 11 16 4 6 10 15 17 13 -10 -6 12 31 -9 -8 -4 21 -5 33 -7 37 22 36 -24 -20 27 -27 30 -26 -19 -13 38 35 -18 -35 -33 -3 -14 -2
right_child=1 2 3 7 5 19 14 8 9 -11 -12 25 20 -15 -16 -17 18 29 24 -21 -22 -23 23 -25 28 26 -28 -29 -30 -31 -32 32 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.029841603120814644 0.017442438167735982 0.0037779062756064133 -0.01950304888289088 -0.0062441301381323602 0.0065963625436410269 0.010220638592045694 0.0095587915163635549 0.020601692262285962 -0.029711798479085446 0.0063964439358701235 -0.034203477629416217 0.010186233000054763 0.042071921482562689 -0.0091045656891905365 -0.0022860280313758297 0 -0.0067339157594198439 -0.043344438699858198 -0.0012488015958653734 -0.0092188944214972573 0 0.014988501666260722 -0.014798468990697269 0.013770064716727939 0.028663415524970551 -0.025382623846343579 0.00099342824956677651 -0.010594493400184387 0.0088414315810482549 0 0 0.015928628851397762 -0.0014672833428465897 -0.00023691675600522462 0.015475244692877805 0.0055872243364909445 -0.007663622676924416 0 0
leaf_weight=276.3318784886651 294.97932244144613 706.98461001130636 198.47383425057342 90.081218486884609 12.52755753180827 139.55991538640228 768.8027352502686 58.676690277279704 137.80798134737415 55.501449502044125 215.23647956228524 269.01583567037596 68.705780387099367 56.866078414037474 352.68346741335699 114.20778830346535 162.61753707390744 194.10595270768681 93.312071792781353 80.014641870759078 21.24091551656602 62.104880717874039 292.4465480518702 13.057213588530429 36.137171157868579 34.281315895728767 68.915437469229801 50.464443516160827 1006.8541460660344 3.1897655761858905 118.85571465227986 291.64150777866598 290.67617396533024 133.64742830675095 44.320430350169772 429.95641709241318 28.212379645498004 1.6774784266017366 8.4613430054741894
leaf_count=169015 129848 314529 85115 28934 3577 60370 351592 30181 63777 23591 101822 134083 13895 26630 154041 62795 65849 151343 28911 34033 6750 29328 151677 6874 22560 10937 37787 28762 236308 1295 64731 78895 118383 30646 12787 223791 7214 760 6300
internal_value=0 0.00125782 -0.00168214 -0.00772973 -0.00260909 -0.0154077 0.00139416 -0.0222373 -0.00915727 -0.0177403 -0.03136 0.00891841 0.0119354 0.00473189 0.00562511 -0.0118867 0.00404125 -0.0338559 0.00715769 0.00171818 0.032441 0 -0.00147523 -0.0115612 0.00958219 0.000280384 -0.00861307 0.00354649 0.0108385 -0.0405942 0.00681764 0.00968178 0.00684992 -0.00048797 0.00390135 0.0104953 0.00261277 0.0370031 0.0160753
internal_weight=0 7006.3 5057.43 2477.74 1881.51 447.339 1434.17 596.229 308.852 193.309 227.764 1948.87 1407.34 115.543 1121.49 312.682 2579.69 287.377 1476.89 219.575 91.6242 1102.81 1040.7 305.504 1136.3 541.533 103.197 438.336 1042.99 197.296 387.872 1315.71 1012.27 340.585 177.968 721.598 735.197 70.3833 303.441
internal_count=3109716 2940701 2085779 1179096 853345 199802 653543 325751 144179 87368 105399 854922 578622 56811 505633 147910 906683 181572 397061 94403 21405 509622 480294 158551 287779 276300 48724 227576 258868 152638 198814 557217 421069 109282 43433 302686 321743 14655 136148
cat_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=1064964 768 41024 240 2 4522017 19142689 20971648 595448 1 21302401 24 9 9 1 4 5 8192 10488320 512 9 64
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=24
split_feature=0 3 0 2 5 2 2 0 0 0 0 2 5 0 4 0 3 4 4 3 2 5 2 0 1 4 4 2 3 3 2 4 4 2 4 2 2 3 3
split_gain=24.7771 13.1804 19.7186 13.5014 7.6093 9.70631 7.01829 6.4112 6.35433 5.84953 4.97679 4.85545 4.3474 3.3542 3.17173 3.58093 2.53172 2.31135 5.4234 2.27131 2.31006 2.21795 1.9817 1.95635 1.8749 2.72525 2.03633 1.87001 1.86866 3.55422 1.77063 1.57545 3.03783 1.39584 1.29609 1.20791 1.16256 0.932938 0.855641
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 7 8 9 10 11 12 5.5000000000000009 13 12.500000000000002 2.5000000000000004 1.0000000180025095e-35 5.5000000000000009 14 15 16 17 18 1.5000000000000002 3.5000000000000004 19 25.500000000000004 8.5000000000000018 20 4.5000000000000009 1.5000000000000002 21 10.500000000000002 22 23 2.5000000000000004 14.500000000000002
decision_type=9 2 9 1 1 1 1 9 9 9 9 1 1 9 2 9 2 2 2 2 1 1 1 9 1 2 2 1 2 2 1 2 2 1 2 1 1 2 2
left_child=-1 2 11 13 6 8 10 19 16 12 37 -2 22 24 15 -5 -6 18 -11 20 -8 -15 -7 -21 25 -4 -26 -19 29 -9 -23 32 33 -13 -12 -33 -34 -3 -39
right_child=1 4 3 14 5 9 7 28 -10 17 34 31 -14 21 -16 -17 -18 27 -20 23 -22 30 -24 -25 26 -27 -28 -29 -30 -31 -32 35 36 -35 -36 -37 -38 38 -40
leaf_value=-0.027890606389867196 0.015816829952270288 -0.0033506415122115576 0.01440557292870661 -0.0050559209155001603 0.034177120285174035 0 0.0019150338889996285 0.010002458841630802 -0.0053268096445249222 -0.0028306896432258285 -0.029796245393691457 -0.0027864506659170791 -0.016617035744517668 0.0053594501925576712 0 -0.031912832027321168 -0.00099872884520814408 0.0080077469198004854 -0.022425984110801628 0.014786607711462058 -0.010762523668198446 -0.00087100689847931343 0.018449045293968416 -0.0051777594084695018 -0.018703142933060923 -0.0023340527384940802 0.0033075046029370533 -0.0074654992357488879 -0.0051163666487373848 0.025057976319678672 -0.016938061662161951 0.021328021851778064 0 0.0057912639916484323 0 0 -0.014188454410427254 0.01120603278109778 -0.0023951133583756832
leaf_weight=267.77841690563946 248.0910147720715 136.24611033500696 167.38459809283086 123.19419964645931 112.00417630588345 104.4257180611603 249.0945909962029 1907.8416097152513 51.835004799373564 355.17105345407617 62.554319768314599 202.15478391686338 23.531615952801076 42.550368432770483 34.426565457833931 369.63605690056283 3.3184522318770169 97.805671200039797 278.65191637126554 113.89947812625905 209.6344940654817 161.62512583177886 136.3069483753643 25.354910127542098 45.01150904779206 127.56234289781423 39.668500494211912 136.97487786004785 25.771979864803143 200.76629210531246 253.60184021558962 22.604891033493914 145.05033620400354 538.28147389035439 0.84691861903411236 25.033031653380021 132.3062832422147 96.462577264450374 10.933483353524933
leaf_count=168389 60464 51532 76125 38372 39497 49513 139300 708636 31311 105077 29765 80043 11212 17189 16359 244737 1072 41748 113927 40696 108889 69719 72697 11084 19169 67363 9255 60828 10413 56753 104337 11387 76100 244928 260 15136 69487 30612 3286
internal_value=0 0.00109103 -0.00433798 -0.0126329 0.00451961 -0.00168356 0.00724299 0.0089038 0.0180096 -0.00536023 -0.00599473 0.00420895 0.00638582 -0.00387858 -0.024754 -0.0271556 0.0291008 -0.00938783 -0.0125216 0 -0.00375069 -0.00945451 0.0117503 0.00967336 0.00239059 0.00669549 -0.00760832 0 0.0114425 0.0119076 -0.0119691 0.000760081 0 0.00308167 -0.0245887 0.0145335 -0.00866213 0.000571397 0.00741727
internal_weight=0 7017.62 2678.18 1364.66 4339.43 1300.03 3039.41 2732.36 167.158 1132.87 307.043 1313.52 264.264 837.404 527.257 492.83 115.323 868.604 633.823 597.983 458.729 457.777 240.733 139.254 379.627 294.947 84.68 234.781 2134.38 2108.61 415.227 1065.43 1017.79 740.436 63.4012 47.6379 277.357 243.642 107.396
internal_count=3106667 2938278 1220170 662625 1718108 526882 1191226 1075771 71880 455002 115455 557545 133422 363157 299468 283109 40569 321580 219004 299969 248189 191245 122210 51780 171912 143488 28424 102576 775802 765389 174056 497081 470558 324971 30025 26523 145587 85430 33898
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1064964 4228160 960 1 515 9 29624849 8663147 797208 25962691 768 6 8456968 17113217 804 12 192 2577 2 152 256 132 142 212
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=25
split_feature=0 2 0 3 5 1 4 2 0 4 3 2 0 0 0 2 6 2 3 0 6 4 4 5 5 4 4 5 4 2 5 4 2 5 3 4 5 2 4
split_gain=21.04 9.91459 10.3266 9.82684 7.67991 5.86292 8.15523 4.61428 4.599 4.13363 3.93492 3.65324 3.64631 3.25831 2.78614 2.6718 2.43084 2.35322 2.76536 2.32415 2.28097 3.57508 5.1945 2.25222 2.0993 1.77945 1.75818 1.74844 1.56227 1.50668 1.49326 1.56178 1.44946 3.01947 1.39329 1.3316 1.21743 0.907174 0.907068
threshold=0 1 2 1.0000000180025095e-35 3 4 2.5000000000000004 5 6 2.5000000000000004 6.5000000000000009 7 8 9 10 11 12 13 1.0000000180025095e-35 14 15 1.0000000180025095e-35 2.5000000000000004 16 17 4.5000000000000009 1.0000000180025095e-35 18 2.5000000000000004 19 20 4.5000000000000009 21 22 12.500000000000002 4.5000000000000009 23 24 1.0000000180025095e-35
decision_type=9 1 9 2 1 1 2 1 9 2 2 1 9 9 9 1 1 1 2 9 1 2 2 1 1 2 2 1 2 1 1 2 1 1 2 2 1 1 2
left_child=7 10 17 9 5 8 -7 -1 -5 13 14 34 36 15 24 -4 -15 18 30 -11 21 29 -23 25 -2 -20 -9 -22 -25 -19 -3 -32 35 -34 -6 -16 -12 -21 -26
right_child=1 2 3 4 11 6 -8 26 -10 19 12 -13 -14 16 32 -17 -18 20 23 37 27 22 -24 28 38 -27 -28 -29 -30 -31 31 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0 0.013805915477733757 0.012542065704558953 0.0021169630748608986 0.013669543321884034 -0.003308140935978521 -0.022673754271692173 0.0063403597589982421 -0.0080597230914080647 0 -0.010332068598039515 0 -0.025059335894638469 -0.00010485461266476434 -0.028767878936831665 0.016558409033217487 -0.016417925972577834 0 0.010613089136401155 0.014904150465956912 -0.0036413628023056321 -0.0036117077101388215 -0.016307930795335452 0.002329161510553028 -0.0031010662726887032 0.00072527471451555819 -0.0011578455974810299 -0.028257282211324081 0.01812837036464891 0.013089459732202775 0 -0.0028973352829406982 0.01422299588734023 0.0085153939584261106 -0.0024906197616680068 0.019556253048874681 0 0.034011846221418861 0.0099415293357931079 -0.0079914838403856228
leaf_weight=119.93032689177198 31.133858050598064 52.301365657884162 125.41813888210163 397.7609285965591 34.0996903093328 169.08365496637998 145.75286156062793 141.80737353178847 567.34624949569115 149.50298560397641 7.2298919337335974 138.65276433365943 37.991626095375977 298.39245048334124 294.81321356637636 89.171991601600894 14.663465802470453 159.96545913850423 517.92040471508517 14.999477904362719 14.937831512652338 275.2731944709376 233.43023898650426 195.03232854910311 105.80118047111318 35.602135433233343 293.26445018214872 73.195321149629308 48.572247442265507 420.56152849661885 546.25629174668575 25.988600656157359 753.74839586979942 293.12340637570014 5.9613162016030392 34.553493092593271 86.856749132042751 99.131188151950482 239.20359478701721
leaf_count=53850 15836 21127 43099 193717 15563 76192 67412 89393 280521 50767 2176 61219 15276 172597 123408 38763 9521 52222 103401 9723 5819 118704 105830 46555 47956 10719 186136 26416 16980 178586 204438 13273 319542 119532 2776 23851 16182 39273 127269
internal_value=0 0.00141826 -0.000930173 -0.00588463 -0.000749657 0.00194684 -0.00898872 -0.0181908 0.00599871 -0.0146837 0.00751072 -0.0182234 0.0233113 -0.0196978 0.00582133 -0.00577616 -0.0260974 0.00326931 0.00595573 -0.00263953 0 -0.00145736 -0.00754553 0.00981827 -0.00113129 0.0131256 -0.022774 0.0131515 0.000107996 0.00349481 0.00043445 -0.000936361 0.00787055 0.00517945 0.0023884 0.0141247 0.030476 0.00572828 -0.00455278
internal_weight=0 6733.43 4848.97 2249.94 1458.66 1279.94 314.837 555.002 965.107 791.28 1884.46 178.714 132.078 527.646 1752.38 214.59 313.056 2599.04 1421.67 263.634 1177.36 1089.23 508.703 797.127 376.139 553.523 435.072 88.1332 243.605 580.527 624.546 572.245 1376.24 1046.87 40.061 329.367 94.0866 114.131 345.005
internal_count=3105620 2776241 1965213 1061143 697400 617842 143604 329379 474238 363743 811028 79558 33634 263980 777394 81862 182118 904070 416493 99763 487577 455342 224534 177655 191061 114120 275529 32235 63535 230808 238838 217711 586333 439074 18339 147259 18358 48996 175225
cat_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=5259789 768 41024 3 2 768 11015426 25 8980704 16846080 25962498 224 1 195 530816 1 1 4 4 32 4 512 9 4 13
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=24
split_feature=0 3 0 2 4 4 2 3 3 0 0 3 0 5 2 0 0 2 0 2 4 3 3 0 0 5 1 4 0 4 0 4 3 0 2 0 4 4 0
split_gain=19.3253 9.67849 10.0841 7.85172 6.54087 15.6673 10.8659 11.2578 9.18308 5.98893 5.78831 5.8646 5.09296 4.84002 4.67628 3.96714 2.97883 2.7222 3.36947 4.57493 4.19651 2.55521 2.53154 2.68749 2.39978 2.21208 1.96998 1.79323 3.48676 1.7484 1.6578 1.64846 1.50107 1.31954 1.29286 1.16485 1.1595 2.26142 1.78203
threshold=0 1.5000000000000002 1 2 1.0000000180025095e-35 1.5000000000000002 3 5.5000000000000009 9.5000000000000018 4 5 6.5000000000000009 6 7 8 9 10 11 12 13 5.5000000000000009 25.500000000000004 2.5000000000000004 14 15 16 17 2.5000000000000004 18 3.5000000000000004 19 5.5000000000000009 36.500000000000007 20 21 22 4.5000000000000009 1.5000000000000002 23
decision_type=9 2 9 1 2 2 1 2 2 9 9 2 9 1 1 9 9 1 9 1 2 2 2 9 9 1 1 2 9 2 9 2 2 9 1 9 2 2 9
left_child=-1 2 17 13 8 6 7 9 14 -6 29 24 -8 35 22 26 -9 -2 36 -20 -21 -13 -3 -24 -12 30 -5 28 -15 34 -16 -17 -10 -29 -7 -4 37 -19 -38
right_child=1 4 3 15 5 10 12 16 32 -11 11 21 -14 27 25 31 -18 18 19 20 -22 -23 23 -25 -26 -27 -28 33 -30 -31 -32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=-0.025107469633473302 0.0067194685105768778 0.0010676997002520715 0.00054820598954710643 0.00050967582699538885 0.024324927121001511 0 0.0003303894977665715 0.0061366317131466858 0.034877961960829311 -0.0040426348479921381 0.011105925783347563 0.030561333398125154 -0.032224027196728566 0.0036862406383437376 0.0058842530690320438 -0.02897956145316721 -0.023275550439248824 0.0032710270841942502 0 -0.029425351395753224 0.0084634720086382634 0 0 0.022829144973745937 0 -0.013619402313145765 -0.014895936647133304 0.012941133986576259 -0.0128665467725807 0.0026955847085731164 -0.006424883515902903 0 0 0 -0.017248151349010012 -0.017807579158624649 0.017123447070634804 -0.0050578428875464919 -0.0040224625200097784
leaf_weight=256.34806622553151 670.3892780658789 156.2955977297097 11.710684765639598 142.04033425434318 137.92752870891127 61.896414299029857 46.665226306417026 12.739798453170804 138.13614665577188 90.152484847712913 432.12548452423653 167.83176247723168 197.0283346370561 295.35533331341867 412.66221847425913 264.21809133562783 131.41144181764685 1076.6889309260005 316.64106076529424 108.8270400945039 8.7202511604264128 15.190788859123129 64.618583147937898 247.92353671611636 278.70977326334105 55.841164557423326 95.667075076227775 140.52232197616831 154.98993688345945 124.67265469965059 89.119147944817087 17.518777631994453 7.8601755884592412 101.7506370725896 73.494850169139681 171.54710188218451 70.015420565963723 419.24661782382464 18.332161741098389
leaf_count=168854 292214 53990 3786 43217 43051 36310 23361 6056 34049 51814 152559 54360 73751 138853 106138 201920 47722 421887 123927 73044 3755 6703 29672 53213 155440 17936 34729 77842 66036 69464 43478 8623 3166 40914 36739 64112 36410 198103 8392
internal_value=0 0.000956135 -0.00213635 -0.0089322 0.00533117 0.00124848 -0.0111058 0 0.0110597 0.0135691 0.0082105 0.0119504 -0.025765 -0.00246503 0.00683735 -0.0183448 -0.0193283 0.00136732 -0.000360564 -0.00788549 -0.0219447 0.0273394 0.0137464 0.0189634 0.00679789 0 -0.00534463 0.00120272 -0.00202489 -0.0037973 0.00283141 -0.0263528 0.0328154 0.00791037 -0.0112241 -0.0154028 0.00166042 0.000686655 0.0114004
internal_weight=0 7026.48 4084.18 1395.32 2942.3 1769.85 615.925 372.231 1172.46 228.08 1153.92 893.858 243.694 875.876 1026.46 519.444 144.151 2688.86 2018.47 434.188 117.547 183.023 468.838 312.542 710.835 557.623 237.707 692.618 450.345 260.064 501.781 281.737 145.996 242.273 135.391 183.258 1584.28 1495.94 88.3476
internal_count=3105590 2936736 1837764 680032 1098972 757330 245755 148643 341642 94865 511575 369062 97112 391543 304427 288489 53778 1157732 865518 200726 76799 61063 136875 82885 307999 167552 77946 323645 204889 142513 149616 210543 37215 118756 73049 67898 664792 619990 44802
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1064964 4294096 960 913 2622402 6586640 2701328 2 330 17049601 2629656 768 4227264 232 2366602 536680 3 2 10488330 10823010 796712 782 528392 64
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=24
split_feature=0 3 0 2 5 2 0 2 5 0 3 0 0 2 4 0 4 4 5 0 4 0 2 0 4 4 2 5 0 3 4 2 4 1 4 4 4 5 3
split_gain=16.0086 8.07539 14.5725 8.84318 4.70436 7.5422 5.44284 5.17398 4.19182 4.03441 4.93224 7.51076 3.80904 3.30762 2.65693 2.88929 2.4872 4.80188 2.48412 2.3121 2.22357 2.03438 1.97611 1.88909 1.6777 3.27194 1.85632 1.72756 1.65733 1.49846 1.51108 1.35258 1.46077 1.33808 1.94584 1.80678 1.15682 0.977103 1.02974
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 7 8 8.5000000000000018 9 10 11 5.5000000000000009 12 2.5000000000000004 1.0000000180025095e-35 13 14 3.5000000000000004 15 16 17 3.5000000000000004 1.5000000000000002 18 19 20 23.500000000000004 5.5000000000000009 21 4.5000000000000009 22 4.5000000000000009 3.5000000000000004 3.5000000000000004 23 12.500000000000002
decision_type=9 2 9 1 1 1 9 1 1 9 2 9 9 1 2 9 2 2 1 9 2 9 1 9 2 2 1 1 9 2 2 1 2 1 2 2 2 1 2
left_child=-1 2 13 19 7 28 8 12 22 29 21 -12 -3 18 15 -5 17 -8 36 33 -14 -11 -7 -18 25 -15 -27 -26 37 30 -9 -21 -33 34 -4 -35 -2 38 -6
right_child=1 4 3 14 5 6 16 9 -10 10 11 -13 20 24 -16 -17 23 -19 -20 31 -22 -23 -24 -25 27 26 -28 -29 -30 -31 -32 32 -34 35 -36 -37 -38 -39 -40
leaf_value=-0.023193818691779975 0.018394468139702698 0.00023100136330264274 0.0079798167282497546 -0.0037568322724509679 0.029704673302596341 0 -0.0025356512060754231 0.017890270613178758 -0.015994893897376374 0.0045399766231064001 0.02505215915289985 -0.0095070130932323142 -0.029568068356841851 0.0021367624068018964 0 -0.028074147263742716 0.0063960107945907479 -0.020691948982413513 0 0 0 -0.0026859236935437869 0.019520139351596699 -0.0094542317046428931 0.018776547698919052 0.0024857669123712154 -0.015029009400127819 -0.0022045104698170861 0 -0.0023467962389017273 0 -0.016549399868173848 0 -0.019494040037936727 -0.0093119224137175934 0.0018434586340423055 0 0 0
leaf_weight=248.96835092346009 241.03535013530927 235.60539531194081 292.93532387119194 120.99311519204639 93.828883735535783 129.11934919864871 376.44442684475507 467.41615736964741 23.062159468958271 1562.8836712667253 203.31926867907168 50.55129990313435 57.992801015308942 688.90432015783153 33.916026319478988 335.27599129425653 158.9274506731017 280.72936029241828 106.27922846691217 157.54661724425387 12.40845404731226 431.96068061285769 123.01828755544557 80.303340914746514 53.384488242067164 39.969946362325572 174.01134049403481 24.382511596952099 23.416602873650845 9.9273360461229441 54.72575101419352 205.95224016325665 39.012393313198118 34.572903619802673 40.535920207417803 38.706944186269538 26.013655173999723 5.4729532973142332 1.5501948600285675
leaf_count=168257 79361 81119 134661 38316 38332 59691 109624 252273 11258 496018 47907 23324 28842 293740 13839 235592 60769 114816 37331 76786 5361 217821 67718 44882 28470 16690 92526 12259 15620 4562 35072 87016 13954 14124 22908 9205 12876 2033 497
internal_value=0 0.000814215 -0.00345884 -0.010916 0.00347704 -0.00138294 -0.00427289 0.00559374 0.0068153 0.00700874 0.00478181 0.017384 -0.00572154 0.00361543 -0.0211878 -0.0235268 -0.00814309 -0.0112929 0.0111529 -0.00363604 -0.0212258 0.00281968 0.011833 0 0.000127411 -0.000944879 -0.0111385 0.0121698 0.018443 0.0149037 0.0161546 -0.00875901 -0.0130137 0.00109236 0.00445741 -0.00805703 0.0158901 0.0232395 0.0260197
internal_weight=0 7036.09 2653.43 1299.45 4382.66 1295.87 1171.6 3086.79 275.2 2780.78 2248.71 253.871 306.007 1353.98 490.185 456.269 896.405 657.174 373.328 809.262 70.4013 1994.84 252.138 239.231 980.653 902.886 213.981 77.767 124.269 532.069 522.142 402.511 244.965 406.751 333.471 73.2798 267.049 100.852 95.3791
internal_count=3105450 2937193 1219654 646401 1717539 525240 468758 1192299 138667 1076977 785070 71231 115322 573253 287747 273908 330091 224440 129568 358654 34203 713839 127409 105651 443685 402956 109216 40729 56482 291907 287345 177756 100970 180898 157569 23329 92237 40862 38829
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1064964 12616768 960 1 513 801305 9 6 2696584 6256 25962562 784 17113217 1 18942728 8389219 224 8454242 128 1 793066 256 2 6
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=24
split_feature=0 2 1 4 0 0 3 4 3 0 5 3 3 4 2 0 1 5 0 3 2 5 2 0 3 2 4 0 4 4 0 0 5 4 3 2 5 0 3
split_gain=13.8064 6.84168 10.9688 13.8978 8.75143 7.73956 9.32248 9.37824 4.43919 7.93945 4.90438 4.81012 4.42082 3.47428 3.4175 3.18277 3.06411 9.54461 8.79629 3.58153 2.95395 2.7199 6.00571 5.97132 3.86533 3.39845 2.60866 2.60347 2.17727 2.06589 6.34649 3.74155 2.93652 1.8231 1.81604 1.44417 1.3822 1.35868 1.26155
threshold=0 1 2 2.5000000000000004 3 4 6.5000000000000009 1.5000000000000002 8.5000000000000018 5 6 30.500000000000004 2.5000000000000004 1.0000000180025095e-35 7 8 9 10 11 2.5000000000000004 12 13 14 15 1.0000000180025095e-35 16 3.5000000000000004 17 5.5000000000000009 1.5000000000000002 18 19 20 4.5000000000000009 25.500000000000004 21 22 23 4.5000000000000009
decision_type=9 1 1 2 9 9 2 2 2 9 1 2 2 2 1 9 1 1 9 2 1 1 1 9 2 1 2 9 2 2 9 9 1 2 2 1 1 9 2
left_child=-1 8 5 4 13 6 7 20 16 10 11 -10 15 -4 -14 26 29 18 -18 33 -3 23 -23 24 -7 -25 -5 -15 -17 31 32 38 -31 -19 35 -8 -32 -16 -2
right_child=1 2 3 12 -6 21 34 -9 9 -11 -12 -13 14 27 37 28 17 19 -20 -21 -22 22 -24 25 -26 -27 -28 -29 -30 30 36 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.021727236492706151 -0.00016023945942748909 -0.00097923097200355662 0.018967597501314104 -0.0044465320788414234 -0.036864312869380328 0 0.026305384022930478 0.0011564691097394073 0.045947122099825266 -0.0092518153675163646 -0.00095271087399836571 -0.0037953411440333202 -0.0017205947923087843 0.0099133808358314781 0.037380979387466234 -0.017573577039838799 0.039639739971393674 -0.022570248577531874 0 0.012797066939448513 -0.033491276337578722 0.013270833811434006 -0.014979062949806591 0.0072409915651412129 0.027013765656306837 -0.0010854839872894715 0.018343558595640914 -0.015377646053146336 0.0019549428267195989 0.00805959592265495 -0.0020662897723225946 0.0066452344814316479 -0.010337475023043267 0 -0.0021401012202575793 -8.9341743696727164e-05 0.0088047209277828335 0 -0.014266530617371188
leaf_weight=246.11045437571011 379.15415274628322 68.033667727882857 18.740319875898422 59.977385951788165 219.66082858316076 86.853404995927121 47.033950225013541 147.86417775797599 94.711710324598243 46.949634021220845 30.51857758895494 5.3273869110853402 30.183038916671649 10.94367009709822 29.124835784285096 149.4679605026322 106.02028990717372 78.427023322714376 102.69924728816841 23.175589424878126 180.92615869992005 66.681923432333861 191.20522584432911 717.39724590721016 150.20857366982091 1241.192840525182 60.361639416369144 128.93266395745741 38.633730449248105 54.273800538183423 90.598189398209797 1266.209510073124 592.76101251665386 25.785064363270067 6.7795696974499142 9.0345135897805431 421.73302783039981 5.6493016674357923 60.752268680080306
leaf_count=168962 211377 38085 10848 23204 119956 43028 27080 71170 19660 21512 11601 2516 12092 3386 16304 62281 52493 32252 47410 12599 106420 27865 81161 251792 63918 497227 26440 53354 15550 24089 47402 337642 259450 12458 3942 4528 259579 1946 22820
internal_value=0 0.000670554 -0.00225966 -0.0127991 -0.0255721 0.000452903 -0.0107927 -0.0171012 0.00392559 0.0184304 0.0288986 0.0378185 0.000336445 -0.00286117 0.0199877 -0.00432056 0.00287708 0.0116455 0.0233659 -0.00745594 -0.0279785 0.00281761 -0.00586625 0.00405846 0.0179732 0.00189813 0.00597151 -0.0105533 -0.0119233 0.00163497 -0.00141736 0.00387059 -0.00797826 -0.0166045 0.0173011 0.023064 0.00632877 0.0310098 -0.0034596
internal_weight=0 7043.98 3664.89 751.675 378.277 2913.21 459.672 396.824 3379.1 177.507 130.558 100.039 373.398 158.617 64.9572 308.441 3201.59 336.107 208.72 127.388 248.96 2453.54 257.887 2195.65 237.062 1958.59 120.339 139.876 188.102 2865.48 1159.37 1706.12 647.035 104.212 62.848 56.0685 512.331 34.7741 439.906
internal_count=3105399 2936437 1561577 345361 187544 1216216 251225 215675 1374860 55289 33777 22176 157817 67588 30342 127475 1319571 157212 99903 57309 144505 964991 109026 855965 106946 749019 49644 56740 77831 1162359 590520 571839 283539 44710 35550 31608 306981 18250 234197
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1064965 896 2 21270736 16876216 8980600 9 96 8684658 2 1 78154 36 3 17 8926210 96 4227200 13370178 20973744 4 114 2 2112450
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=19
split_feature=0 2 0 2 5 0 0 3 0 4 4 4 3 2 3 2 3 2 0 3 3 2 4 3 4 5 0 4 2 4 2 4 3 4 1 3 5 4 3
split_gain=11.8403 6.20464 7.30966 8.48982 7.36414 7.41037 4.70751 9.68978 4.3769 4.08233 3.74007 6.41437 5.26001 4.75583 3.26021 2.65232 2.54103 2.50576 2.44097 2.74382 2.23624 1.77923 1.54313 1.40573 1.36127 1.34083 1.14874 1.12279 1.34817 1.29029 1.2489 1.07472 1.06672 1.06213 1.40661 1.06337 1.83529 1.01227 0.996898
threshold=0 1 2 3 4 5 6 5.5000000000000009 7 4.5000000000000009 2.5000000000000004 1.0000000180025095e-35 5.5000000000000009 8 4.5000000000000009 9 1.0000000180025095e-35 10 11 5.5000000000000009 7.5000000000000009 12 4.5000000000000009 1.5000000000000002 9.5000000000000018 13 14 2.5000000000000004 15 6.5000000000000009 16 1.5000000000000002 29.500000000000004 3.5000000000000004 17 1.0000000180025095e-35 18 1.0000000180025095e-35 35.500000000000007
decision_type=9 1 9 1 1 9 9 2 9 2 2 2 2 1 2 1 2 1 9 2 2 1 2 2 2 1 9 2 1 2 1 2 2 2 1 2 1 2 2
left_child=27 18 10 8 6 -6 14 -8 23 38 11 15 13 -13 -5 20 22 -14 19 -2 -3 -18 -12 37 -23 26 -20 30 -29 -30 -1 -32 -21 35 -35 36 -27 -4 -10
right_child=1 2 3 4 5 -7 7 -9 9 -11 16 12 17 -15 -16 -17 21 -19 25 32 -22 24 -24 -25 -26 33 -28 28 29 -31 31 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0 0.0054440744862726464 0.0050882472252678397 0 0.012604585489872351 0.00040682458235050383 -0.020990415772689855 -0.0093855831835936831 0.017847217636607893 -0.032825333571544574 0.0001941101858511998 -0.0047560058242827677 0.0057107338147997138 0 -0.010727803908015369 -0.0048018859080513534 -0.00028989995254984183 0 -0.026789454720479458 0.017647077463088547 0.022028969784346472 0.022828600117401853 0.020475821141080319 0.01059436142832932 0.0072419134574168657 0 0 -0.0016727172817667107 0 -0.037706474000425802 0 -0.021021888685118773 0 0 -0.014365308323728405 0.004852772575012005 0.0037911035210502313 -0.019373408722788761 -0.01776497883994179 0
leaf_weight=62.999442205604282 1326.8756969370297 771.27610682029626 47.164910876643262 435.9776964205812 256.56717786694935 312.90709302239702 567.64752384221356 133.48589277657447 200.65449586685281 24.883133902956615 154.64854961585661 320.64309989383037 42.608556166596827 289.92786828891258 93.805089351531933 696.83610688819317 92.525745776976692 120.61240124936739 35.600705196353374 136.73706755397143 71.784555820690002 231.67068512573314 70.272578342206543 52.942079306725645 6.7688709329231633 100.06423924944829 8.8075601275777426 26.295227455455461 82.343502916846774 6.3900264065159709 48.489602225192357 14.41010580594593 4.0782644528662777 98.302030012360774 9.0938516584865265 271.05875150047359 25.70122946833726 33.219621902244398 0.55471385963028197
leaf_count=45537 555745 205194 23450 209823 113663 142248 273201 58097 141050 12525 77576 123504 14121 131030 43865 265858 31324 38091 18907 29156 7723 82975 31632 25851 2583 37527 5058 19960 55973 3386 33323 10908 1987 53528 5232 148065 8643 17326 217
internal_value=0 0.000643247 -0.00119193 -0.00557171 -0.00239056 -0.011464 0.00179985 -0.00322682 -0.0189203 -0.0267432 0.00203272 9.90912e-05 -0.00703521 -0.0018419 0.00873834 0.00394108 0.00918625 -0.0216073 0.00530084 0.00739602 0.00758803 0.0144002 0 -0.000813282 0.0182408 0 0.0112843 -0.0202825 -0.0289963 -0.0324336 -0.00764992 -0.0144926 0.0202791 -0.00221084 -0.00985026 0 -0.00636306 -0.00943631 -0.0321217
internal_weight=0 7045.7 5029.38 2159.81 1800.39 569.474 1230.92 701.133 359.419 226.092 2869.58 2313.69 773.792 610.571 529.783 1539.9 555.886 163.221 2016.32 1467.69 843.061 330.965 224.921 133.327 238.44 548.628 44.4083 240.928 115.029 88.7335 125.899 62.8997 140.815 504.22 107.396 396.824 125.765 80.3845 201.209
internal_count=3105862 2936775 2072927 1061316 840897 255911 584986 331298 220419 153792 1011611 785521 306746 254534 253688 478775 226090 52212 863848 586888 212917 116882 109208 66627 85558 276960 23965 169087 79319 59359 89768 44231 31143 252995 58760 194235 46170 40776 141267
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1064965 768 8954944 11 1 19138704 4195210 21239810 149 226 72 595448 72 4 264706 516 792 2 1
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=27
split_feature=0 3 0 1 4 4 4 2 3 3 0 0 0 3 2 0 0 4 2 0 3 0 2 3 2 4 0 1 2 0 1 5 0 2 2 5 2 2 4
split_gain=10.532 5.62461 5.8825 6.20443 6.75866 4.40092 10.9862 8.30022 9.17079 5.97032 4.7174 4.48762 4.45979 4.32039 3.76373 2.67001 2.19001 2.12622 2.11483 2.27883 2.09791 2.02328 2.00633 1.97834 1.87035 1.66773 4.30793 2.54847 4.50168 2.86339 1.95371 1.61893 1.30022 1.29821 1.23357 1.18116 1.16135 1.14909 1.37967
threshold=0 1.5000000000000002 1 2 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 3 5.5000000000000009 9.5000000000000018 4 5 6 9.5000000000000018 7 8 9 2.5000000000000004 10 11 2.5000000000000004 12 13 25.500000000000004 14 3.5000000000000004 15 16 17 18 19 20 21 22 23 24 25 26 1.5000000000000002
decision_type=9 2 9 1 2 2 2 1 2 2 9 9 9 2 1 9 9 2 1 9 2 9 1 2 1 2 9 1 1 9 1 1 9 1 1 1 1 1 2
left_child=17 2 22 18 -5 9 7 8 12 14 -9 -8 -7 33 16 -10 -3 37 19 -4 -18 -16 -2 -15 -6 27 -27 29 -29 -24 -28 36 -11 -13 -19 -23 -20 -1 -39
right_child=1 5 3 4 24 6 11 10 15 32 -12 13 -14 23 21 -17 20 34 31 -21 -22 35 25 -25 -26 26 30 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0.00092717103444715722 0.010437640784377061 0 0.0045358337240112593 -0.033461539593609778 0.0066834801667185308 0.020186027339515262 -0.0032730921100108689 0.0012103687432393508 0.005605213276070469 0 -0.029529819905597294 0.014461164240463582 -0.0042609256371976103 0.033970588359549532 0.011062247397552179 -0.021903793071685974 0.00077108045180824657 0 -0.0025058230070871337 -0.017148196436002138 0.020624849799510559 -0.00041081209006321967 0.0016137252220001731 0 -0.010588655696068322 0.015447863261956405 -0.012159285533046169 0.0063449704870595343 -0.017809393387511648 -0.010245036144240138 0.0045703113298613662 -0.0023209929928597502 0.027950087926366246 0.0033101813938588619 -0.032496035806941145 -0.014195374305391356 0.014713514230422581 -0.020529698652382855 0
leaf_weight=67.98384717310546 160.37426649878034 138.65261653703055 25.992620415461715 139.76526614314935 66.82184200535994 152.31841364155116 304.90251185049419 45.911221594171366 13.003583286568754 24.452109856763855 188.00511914132221 151.82511136663379 80.011563389605726 72.000057283265051 78.764601045433665 128.40504028873693 111.23677097898326 26.536790936093894 12.306944093958007 143.40665323149005 230.72518931739614 438.05225430709834 1717.0295829585957 13.053980660508385 90.805745970486896 188.37353502945916 105.37950644087687 75.617980527982581 175.27333454920154 189.38252055145131 87.56574624501809 816.23843031022261 131.60339013725752 631.92067092719662 88.85321783751715 47.169598960143048 71.532003797910875 45.487548269637045 14.213373447899356
leaf_count=49004 71095 68509 9429 80244 28836 48354 159181 23238 6006 12542 72877 61922 46502 21604 36925 48286 28865 19910 7404 86562 39800 114218 670982 5807 39855 93590 60434 36376 74674 110140 46995 389605 24841 261445 60909 14268 32301 31281 10572
internal_value=0 0.000538545 -0.00182606 -0.0070901 -0.0194009 0.00385006 0.000483662 -0.00995804 0 0.00846732 -0.0231055 0.00625228 0.0117058 0.00985341 0.0050014 -0.0180365 0.0111301 -0.0191208 -0.00302246 -0.0121575 0.015149 -0.000198666 0.000801588 0.029174 -0.00197794 0 0.00588127 -0.00105836 -0.00996932 9.57083e-05 -0.00347209 -0.000507796 0.0255077 0.00651087 -0.0291725 -0.00330107 0.0097704 -0.00552511 -0.0127516
internal_weight=0 7047.88 4065.87 1366.87 297.393 2982.01 1781.36 607.655 373.739 1200.66 233.916 1173.7 232.33 868.8 1044.6 141.409 480.615 243.075 1069.48 169.399 341.962 563.986 2699 85.054 157.628 2538.62 381.319 2157.3 250.891 1906.41 192.945 900.077 156.055 783.746 115.39 485.222 83.8389 127.685 59.7009
internal_count=3105388 2933712 1838522 674236 148935 1095190 755222 245263 149148 339968 96115 509959 94856 350778 302585 54292 137174 171676 525301 95991 68665 165411 1164286 27411 68691 1093191 201019 892172 111050 781122 107429 429310 37383 323367 80819 128486 39705 90857 41853
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=5259269 99792 2 913 2701328 2917648 11011010 330 2629656 18877610 42 270336 10814722 512 450 65616 2 273 66880 2 12 529056 526 516 3 20 794
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=23
split_feature=0 5 2 2 0 0 1 0 4 0 2 0 4 3 0 3 3 2 3 0 4 6 3 6 2 4 4 2 0 3 2 3 5 4 2 3 0 4 4
split_gain=9.06703 4.79196 13.5304 7.7687 6.42635 5.33758 5.28832 5.81128 4.11597 3.52778 4.50156 3.4149 3.67761 3.36988 3.3675 2.62047 2.30763 1.92259 3.29259 2.12815 1.7558 1.47383 1.45045 1.25286 1.19603 1.87322 1.64719 1.17572 1.1919 1.02863 0.965338 0.828071 0.725686 0.718278 0.698505 0.696018 0.68958 0.671123 0.569032
threshold=0 1 2 3 4 5 6 7 3.5000000000000004 8 9 10 2.5000000000000004 2.5000000000000004 11 5.5000000000000009 23.500000000000004 12 2.5000000000000004 13 10.500000000000002 14 1.5000000000000002 15 16 4.5000000000000009 2.5000000000000004 17 18 12.500000000000002 19 10.500000000000002 20 1.0000000180025095e-35 21 1.0000000180025095e-35 22 4.5000000000000009 5.5000000000000009
decision_type=9 1 1 1 9 9 1 9 2 9 1 9 2 2 9 2 2 1 2 9 2 1 2 1 1 2 2 1 9 2 1 2 1 2 1 2 9 2 2
left_child=30 3 5 4 23 21 9 35 -9 10 -4 12 13 14 -5 -12 -15 18 -11 -19 31 29 34 -2 26 -26 -24 36 -29 -3 -1 -6 -7 -25 -13 -8 -14 -35 -37
right_child=1 2 6 11 20 32 7 8 -10 17 15 22 27 16 -16 -17 -18 19 -20 -21 -22 -23 24 33 25 -27 -28 28 -30 -31 -32 -33 -34 37 -36 38 -38 -39 -40
leaf_value=-0.0014429400596700358 -0.0032118254509415282 0.029394637700403889 0.0022963087020011303 0 -0.03000517542411163 0.0023160320294481817 0 -0.029757524559798826 -0.00055863277762579209 0.011273406416320988 -0.021418063597768836 0 0 0.0064815094389400908 -0.01490400732462395 0 -0.016030825170961261 -0.0067609178499923248 -0.0065808602098883342 0.0048740149361952171 0 0 -0.0017385454653792703 0 0.011920886608576899 -0.00047246587451274432 0.013596208617329554 0.0066960414118713623 -0.0047598070400415131 0 -0.022814442395834147 0 -0.010511263361455509 0.024137850328660285 0.0047078027624320676 0.017285528580547972 0.012653626057400237 0 0
leaf_weight=77.684444068916491 468.83874249676592 161.96990313338028 139.71935628616484 307.89135057205567 121.40227630302252 16.668702574446797 26.105150283430703 213.32165742311918 88.584195169285522 270.39156141437707 249.8040898678737 481.10719425539719 12.678535143902991 329.01682314951904 307.60412385110976 47.873366419196827 17.607958120119292 502.44035856046685 110.77453462290578 160.03555807881639 2.075706670904764 17.327867562984466 236.36396824633994 15.045416356297212 834.15303757318179 86.252495906548575 57.856278741848655 140.7356245698611 129.91505482461071 1.5501088513410639 155.58774885510502 6.5352054636459789 41.528346124730888 7.8485797096509469 1185.8795353851747 27.106355335592529 226.04079874102899 1.3750865035690365 3.5602612007060079
leaf_count=61753 181548 64248 83015 154895 89727 10795 8311 102055 40689 97714 106201 203868 7068 147820 174025 26602 8767 167760 37636 80332 784 6939 60395 4859 204034 37438 19327 71089 60825 481 107003 3426 25856 3135 497717 12121 132637 557 2398
internal_value=0 0.000504735 -0.00343106 0.00222293 -0.007753 0.0169284 -0.00654002 -0.0172074 -0.0222485 -0.003511 -0.0106261 0.0037768 0 -0.00376719 -0.00821274 -0.0171333 0.00335553 0 0.00512866 -0.00340569 -0.0247297 0.0246754 0.00576072 -0.00119452 0.00857926 0.0103566 0.00129084 0.00648683 0.000326574 0.0283544 -0.0180481 -0.0284715 -0.00433536 0.0122607 0.00344882 0.00639399 0.0111128 0.0197765 0.0136915
internal_weight=0 7054.99 2078.76 4976.22 623.121 239.045 1839.72 358.678 301.906 1481.04 437.397 4353.1 1471.49 962.12 615.495 297.677 346.625 1043.64 381.166 662.476 130.013 180.848 2881.61 493.108 1214.63 920.406 294.22 509.37 270.651 163.52 233.272 127.937 58.197 24.2691 1666.99 56.7718 238.719 9.22367 30.6666
internal_count=3105850 2937094 873153 2063941 284036 108319 764834 165574 142744 599260 215818 1779905 757126 485507 328920 132803 156587 383442 135350 248092 93937 71668 1022779 190099 321194 241472 79722 271619 131914 64729 168756 93153 36651 8551 701585 22830 139705 3692 14519
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=17842181 1 513 9 12922048 8950250 2 270464 4196266 256 793138 2562 134 10747968 1 1 38 306 560 520 4 132 512
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=23
split_feature=0 3 0 2 4 0 1 4 0 4 4 0 3 2 0 3 3 0 3 2 0 2 4 4 4 5 2 2 0 2 4 4 6 2 2 4 4 2 2
split_gain=7.95056 4.32106 8.028 6.09323 4.18383 3.91069 3.66217 3.93907 3.24523 3.14853 6.34621 7.27236 6.24226 5.21847 4.82953 5.04049 3.8699 3.74321 3.49624 3.00699 2.6318 2.43337 2.36207 2.25753 1.87932 1.80165 1.72376 1.45658 1.25999 1.21881 1.08256 1.70713 2.41203 1.17132 1.16947 0.964224 0.929581 1.73533 0.892518
threshold=0 1.0000000180025095e-35 1 2 2.5000000000000004 3 4 4.5000000000000009 5 1.0000000180025095e-35 1.5000000000000002 6 9.5000000000000018 7 8 3.5000000000000004 9.5000000000000018 9 7.5000000000000009 10 11 12 2.5000000000000004 1.5000000000000002 1.5000000000000002 13 14 15 16 17 4.5000000000000009 1.5000000000000002 18 19 20 6.5000000000000009 1.5000000000000002 21 22
decision_type=9 2 9 1 2 9 1 2 9 2 2 9 2 1 9 2 2 9 2 1 9 1 2 2 2 1 1 1 9 1 2 2 1 1 1 2 2 1 1
left_child=22 2 21 6 -5 25 20 -8 -6 12 11 18 14 -13 15 -7 17 -12 -11 -18 24 -2 36 -22 -4 27 -14 -3 -28 -24 31 33 -33 -23 -32 -31 37 -1 -16
right_child=1 5 3 4 8 9 7 -9 -10 10 16 13 26 -15 38 -17 19 -19 -20 -21 23 30 29 -25 -26 -27 28 -29 -30 35 34 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0015745794490469732 0.010319699523065343 0 0.01136184213635992 -0.026453417760564053 0.0090662484739951893 -0.020110046688470638 -0.025315713620163046 0.0021759064658969369 -0.016985654729546832 0.021971671003679503 0.0089375186156272993 -0.027310505489016604 0 -0.0055794800482837489 -6.7005986205388959e-05 0.0076131561056161125 0 -0.0014909850215258395 -0.007978259930047641 0.027076258958134383 -0.012835051388670341 -0.003686706092894663 0 0.00075694579434075026 -0.00085393063820000817 -0.0018255424459475041 0 0.026741843660742733 0.032817272153254466 -0.035268002649284702 0.018464143381814103 -0.010290898793213364 0.013746843535498694 0.0041621595781886943 0 0 0.0044946445866244642 -0.017578133045544279 0.0059794738895282053
leaf_weight=45.64125965970743 270.44160970684607 23.235671739879766 210.46689255806268 237.77228153756732 71.828185857724748 143.84524764378148 103.84763401011878 48.262650425051106 40.700502030420466 85.513100008887704 425.86195865870104 141.2715738460538 51.790800765302265 544.65168003884901 192.43427002287353 65.603174310614122 42.784973224595888 1188.4108097711578 22.131511322484585 69.917496858339291 194.73765554293641 209.58782470080769 26.178301448220736 179.30371973713045 171.57464875359437 13.973525657173012 21.205949506751494 90.105660236731637 83.403292807633989 78.114673987278366 24.955157695803791 268.47027496319788 12.187418006447841 554.96002486576617 26.713842498837039 6.7319885601464184 31.241512549124309 47.343424596620025 1218.6991617720923
leaf_count=31898 63650 10292 101900 168863 27708 79823 48134 24671 31830 46073 231321 59296 12730 212462 60999 31866 17078 510494 9795 22093 75641 81755 20083 71428 102077 6540 10399 48075 12910 57202 12225 143663 6725 251545 15125 3623 24137 34373 324846
internal_value=0 0.0004928 -0.00264798 -0.00833628 -0.0190632 0.00243035 -0.00325274 -0.0160241 -0.000399139 0.00174556 -0.00042094 -0.00775962 0.00495026 -0.0117267 0.00269153 -0.00989461 0.00285545 0.00123587 0.0123411 0.0188142 0 0.00248137 -0.0168208 -0.00585953 0.00535496 0.0176637 0.0225453 0.0218724 0.0278278 -0.026979 0 -0.000590977 -0.00705466 0.00158098 0.0113118 -0.0303284 -0.00340556 -0.00894815 0.00496907
internal_weight=0 7050.65 2625.81 1258.49 350.301 4424.84 908.193 152.11 112.529 4297.53 2520.54 793.568 1776.98 685.923 1620.58 209.448 1726.98 1614.27 107.645 112.702 756.083 1367.32 235.251 374.041 382.042 127.315 156.4 113.341 104.609 111.025 1096.87 1045.21 280.658 764.548 51.669 84.8467 124.226 92.9847 1411.13
internal_count=3105348 2934032 1226940 652252 228401 1707092 423851 72805 59538 1642185 1108612 327626 533573 271758 497534 111689 780986 741815 55868 39171 351046 574688 171316 147069 203977 64907 36039 58367 23309 80908 511038 483688 150388 333300 27350 60825 90408 66271 385845
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=5259269 8488000 992 602112 2 2107570 2097920 70 32944 184 101 6424 768 3 43 97 2359968 516 1 132 142 330 24
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=21
split_feature=0 5 2 0 1 0 2 4 2 0 3 4 0 4 0 4 4 5 4 6 3 2 4 5 4 3 2 3 2 6 2 4 4 3 4 0 3 6 3
split_gain=7.08156 3.72901 4.50628 4.45035 4.43775 3.85791 5.44889 3.81855 3.77602 3.50669 4.15101 2.60067 3.9839 5.14076 3.26448 2.48399 1.71686 1.69488 1.57447 3.17973 1.42761 1.41046 1.39072 1.30501 2.06792 1.20915 1.12859 0.971444 1.8088 1.10575 0.913158 0.893146 0.835104 0.771589 0.695241 0.692181 0.608101 0.595113 0.553884
threshold=0 1 2 3 4 5 6 2.5000000000000004 7 8 4.5000000000000009 1.5000000000000002 9 1.0000000180025095e-35 10 4.5000000000000009 4.5000000000000009 11 1.0000000180025095e-35 12 6.5000000000000009 13 5.5000000000000009 14 1.5000000000000002 1.0000000180025095e-35 15 1.0000000180025095e-35 16 17 18 2.5000000000000004 7.5000000000000009 28.500000000000004 10.500000000000002 19 4.5000000000000009 20 1.0000000180025095e-35
decision_type=9 1 1 9 1 9 1 2 1 9 2 2 9 2 9 2 2 1 2 1 2 1 2 1 2 2 1 2 1 1 1 2 2 2 2 9 2 1 2
left_child=30 2 9 21 8 16 17 -8 23 10 22 12 13 -11 34 27 18 -7 36 -20 32 -3 -2 24 -5 -23 -17 29 -29 -6 -1 -19 -10 -12 -13 -22 -4 -32 -9
right_child=1 3 5 4 15 6 7 38 20 11 33 14 -14 -15 -16 26 -18 31 19 -21 35 25 -24 -25 -26 -27 -28 28 -30 -31 37 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0022374915340461683 0.0053696613276301222 0 0.0014134732627369903 0.0091992792001690145 -0.034663530368598615 0.0012650385784875116 -0.023722686680854352 -0.005586843104514543 -0.010839053523821583 0.012486197874419428 0.018408033174013919 0.014942399369850541 -0.016102921253809032 -0.01283851312417221 -0.0018025808576153464 0.011100820735107928 0.011811804555722845 -0.01865379681729443 -0.0050234413466990827 0.017714590572883632 0.0087404088169500786 0 -0.005212954334466129 -0.0074804000330160785 -0.002939239668952921 0.026380429289116981 -0.0076876110445004316 0.0032934412915835392 -0.01573273597446647 0 -0.024928103161570528 0 0.0013586121538187851 0 0 -0.0041016875958999836 0.0085259701957472959 0 0.0068147422354425911
leaf_weight=97.045488849980757 1397.4519404011226 43.258644430621644 902.607566590239 346.1907893715761 69.448425530019449 581.56023870974605 207.22184060594009 38.836910022844677 523.46290132855211 162.62548470319598 300.27916625505895 195.98444240591198 173.11444393906277 102.94590954908927 283.45761155584478 19.389886941120494 119.96635463548591 46.182466179743642 693.69204449572135 33.644993043533759 42.52023906368413 32.048636213105056 83.795353389898082 50.651976628665579 157.23166034893075 45.135789919324452 27.131308500946034 40.3327399224072 64.393514076567953 4.0226070468488606 117.82867083144083 30.458470839919755 8.465450147923546 8.3630896537215431 3.1891999831423155 18.356772775296122 160.1004748850246 12.228755605814511 43.001542337457067
leaf_count=71277 554863 18440 317142 127130 36192 277405 146028 27221 217543 69168 68786 114557 88452 47313 139551 9177 50095 20332 273875 13998 12031 11935 46376 20976 66682 22785 13035 18926 30019 2400 88974 12013 3880 3053 1472 9136 25719 8974 19186
internal_value=0 0.000420761 0.00165072 -0.00389701 -0.00575011 -0.00103375 -0.00617612 -0.0167587 -0.00274676 0.00456274 0.00711081 -0.00016535 -0.00583212 0.00130356 0.00443687 -0.0179973 0.00143712 -0.000405058 0.000401653 -0.00291545 -0.00816184 0.0115086 0.00448088 0.00274756 0.00480357 0.0177132 0 -0.0227066 -0.00800011 -0.0323726 -0.0161542 -0.0117378 -0.0100489 0.0175415 0.0132019 0.0020016 0.0029642 -0.0218055 0
internal_weight=0 7060.52 5568.48 1492.04 1371.6 2857.27 947.261 289.06 1146.88 2711.21 1789.89 921.317 438.686 265.571 482.631 224.718 1910.01 658.201 1790.05 727.337 592.805 120.443 1481.25 554.074 503.422 77.1844 46.5212 178.197 104.726 73.471 227.103 76.6409 531.928 308.642 199.174 60.877 1062.71 130.057 81.8385
internal_count=3106117 2936892 2316605 620287 567127 1183014 502185 192435 457378 1133591 673078 460513 204933 116481 255580 109749 680829 309750 630734 287873 242590 53160 601239 214788 193812 34720 22212 87537 48945 38592 169225 32345 221423 71839 116029 21167 342861 97948 46407
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=17842181 5 848 831616 2 6302784 160 681 11076440 265218 4198560 1 1 352 2 323 657 1 776 8389480 1
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=40
num_cat=26
split_feature=0 5 0 1 2 2 0 4 2 0 0 4 2 0 0 4 0 4 4 0 3 2 0 2 0 4 4 2 3 2 4 2 0 3 2 2 4 2 4
split_gain=6.35781 3.22661 3.82564 3.73996 3.54544 3.4706 3.43204 4.63177 3.88856 3.06138 2.98313 3.57898 3.23272 2.7638 2.50239 2.4306 2.4146 2.40804 2.2628 2.10377 1.84983 1.99336 1.729 1.58789 1.5555 1.42312 1.57313 1.98083 1.41386 1.26803 1.14168 1.08778 1.05206 3.12108 1.01007 0.938895 0.908102 1.34563 1.18869
threshold=0 1 2 3 4 5 6 2.5000000000000004 7 8 9 1.5000000000000002 10 11 12 5.5000000000000009 13 5.5000000000000009 4.5000000000000009 14 4.5000000000000009 15 16 17 18 3.5000000000000004 1.0000000180025095e-35 19 6.5000000000000009 20 6.5000000000000009 21 22 5.5000000000000009 23 24 2.5000000000000004 25 6.5000000000000009
decision_type=9 1 9 1 1 1 9 2 1 9 9 2 1 9 9 2 9 2 2 9 2 1 9 1 9 2 2 1 2 1 2 1 9 2 1 1 2 1 2
left_child=36 5 -3 4 28 10 25 8 9 -8 11 12 -2 30 29 -15 -10 20 24 35 -12 -22 -14 -21 -5 26 -7 -28 -4 -13 -9 -19 -27 -34 -20 -6 -1 -38 -39
right_child=1 2 3 18 19 6 7 13 16 -11 17 14 22 15 -16 -17 -18 31 34 23 21 -23 -24 -25 -26 32 27 -29 -30 -31 -32 -33 33 -35 -36 -37 37 38 -40
leaf_value=-0.0045554528959841061 0.0010156413069674689 0.011892217843871006 -0.010186194771947958 0 0 0.002786600399895243 0.008794470035465041 -0.0091850942310115289 0 -0.0085188755565113582 0.0051387485612901102 0.022547621704798869 -0.0014346010847730614 0.017610405902984291 -0.0020328262472145524 -0.0041396918757509301 -0.026332583082940949 0.0053746242286912185 0.010750238001339462 0.012437644295613066 0 0.017508321929324746 -0.024285562798105748 0.00034289334182775104 -0.023630322101288192 0.011883116256724171 0.0032009070226043756 -0.0073584928481108831 0.0022187907234260821 0.0025688987533702135 0.0051298273712509545 -0.010002800334733858 -0.015554609230876135 0.019722899282322643 -0.006948506230271663 -0.015661732745436252 0 -0.031833385964933444 0
leaf_weight=120.84700225293636 169.53859351199935 97.560463132060249 487.26060373573273 26.310135250241728 42.165931684336101 1064.5598021142359 95.032420148039819 142.74822339230741 42.976318537628686 306.2139978720661 1525.9751636307337 54.59880323226389 104.91641586626065 133.15229823572736 187.3448234287207 32.561320962864556 159.49380556827964 13.118167369859293 19.577638930699322 159.62039463139081 68.318264252855442 263.25205028701748 90.64171739059384 379.47047068853863 152.40617327758082 166.03073182192747 217.95580727525521 413.66156276053516 54.83722154883435 147.00889118021587 29.901898656433332 98.69192764244508 38.639267916383687 7.5667943849111898 26.598747233249014 41.759339379015728 25.161485601900495 72.670080407711794 5.9538627889269256
leaf_count=90083 77586 44372 198809 10741 22401 342889 39439 75199 27349 148327 626054 33393 41410 63759 87617 14126 118637 5245 9287 65918 15802 66675 45590 137148 78437 65327 72038 171668 19102 84996 14897 53390 20025 3250 12912 22032 19912 56337 3319
internal_value=0 0.000404681 -0.00361487 -0.00521526 -0.0024737 0.00154897 -0.000802659 -0.00568097 -0.0109101 -0.00331292 0.0040949 -0.000902408 -0.00801776 0.0028091 0.00513479 0.0112496 -0.0212485 0.0061375 -0.0164834 0.00229908 0.00711731 0.0142116 -0.015625 0.00505385 -0.0209816 0.00151871 0.000311398 -0.00334419 -0.00821285 0.0120583 -0.00460579 -0.00565416 0.00875819 -0.000310081 0 -0.00889501 -0.015371 -0.0230256 -0.0266717
internal_weight=0 7061.47 1487.57 1390.01 1165.11 5573.9 2850.49 942.08 603.717 401.246 2723.4 754.049 365.097 338.364 388.953 165.714 202.47 1969.36 224.893 623.016 1857.55 331.57 195.558 539.091 178.716 1908.41 1696.18 631.617 542.098 201.608 172.65 111.81 212.237 46.2061 46.1764 83.9253 224.632 103.785 78.6239
internal_count=3105498 2935847 621159 576787 465410 2314688 1176930 501733 333752 187766 1137758 370592 164586 167981 206006 77885 145986 767166 111377 247499 708531 82477 87000 203066 89178 675197 586595 243706 217911 118389 90096 58635 88602 23275 22199 44433 169651 79568 59656
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=17842181 5 569472 2 338 848 6302784 160 264 4471968 256 529184 4198560 331808 6359552 16 4459520 544 264192 128 528 16 9280 323 136 516
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=40
num_cat=25
split_feature=0 3 0 2 0 1 4 4 0 4 1 3 4 1 0 3 2 0 3 2 0 0 2 4 2 4 5 2 2 2 3 4 2 4 6 2 4 2 6
split_gain=5.26323 3.11863 6.90828 4.29577 3.32785 3.05309 3.57434 2.95912 2.74736 2.32809 9.76985 6.44692 5.17193 9.15681 6.79579 3.22254 3.09112 2.87532 2.74291 2.60508 2.16494 1.94453 1.84011 1.83695 1.70106 1.68182 1.59502 1.41662 1.22849 1.177 1.12117 0.81647 1.11692 0.921427 1.99532 0.977716 0.797189 1.47058 0.827897
threshold=0 1.0000000180025095e-35 1 2 3 4 4.5000000000000009 2.5000000000000004 5 1.0000000180025095e-35 6 10.500000000000002 1.5000000000000002 7 8 9.5000000000000018 9 10 4.5000000000000009 11 12 13 14 2.5000000000000004 15 1.5000000000000002 16 17 18 19 16.500000000000004 4.5000000000000009 20 1.5000000000000002 21 22 1.5000000000000002 23 24
decision_type=9 2 9 1 9 1 2 2 9 2 1 2 2 1 9 2 1 9 2 1 9 9 1 2 1 2 1 1 1 1 2 2 1 2 1 1 2 1 1
left_child=23 2 24 5 26 20 -7 -5 -9 10 11 17 13 14 -11 16 -14 -6 -15 -17 27 -12 -13 36 -2 -22 29 -4 -25 -3 -23 33 -33 35 -35 -26 37 -1 -39
right_child=1 4 3 7 9 6 -8 8 -10 12 21 22 15 18 -16 19 -18 -19 -20 -21 25 30 -24 28 31 -27 -28 -29 -30 -31 -32 32 -34 34 -36 -37 -38 38 -40
leaf_value=0.0015496304676122505 0.0089669096980307793 0 0.0099801615041169526 -0.023394969174994569 -0.008506745499489236 -0.024067827843715417 0.0020049799873503513 0.0078118232508470166 -0.016079439783804578 0.01287980636239105 0 0 -0.0020601631507395318 -0.0036686919638345538 -0.0079297432623978495 -0.0023791922572159239 0.0067542318897936956 0.0023847096639402193 -0.038904911845709676 0.023004380752149497 -0.011660815527554132 0.053422452877037833 0.028034655193588304 0 -0.0025936786233251232 0 -0.0017281889570771537 -0.000364533555674478 -0.026596305954744878 0.02416923890914854 0 0.017171452222579646 -6.8189137988144437e-05 -0.0083080416728550897 0.013528600819914008 0.0041273943736040717 0.0050646307519370964 -0.021594077122061968 0
leaf_weight=45.662340441791457 274.24954608973349 23.094254960771654 190.84875138202915 227.08713997840096 249.3354824775306 101.65011725686782 48.393591876461869 73.128241035985411 39.829393651336432 183.91996085223218 6.9233387608837802 51.192578476038761 1050.1282622881699 63.405119324655971 466.0800148264243 28.545254520053277 568.76133764001133 1373.9809923089633 74.716809052028111 86.504960038844729 191.75417698653473 29.948874461246309 78.804360253794584 25.432345601249835 282.62561706268752 181.20772609766573 13.919940148130989 194.60258033376886 78.502210535683844 92.795461422036169 0.84812347480328654 25.668682984774932 27.003777683799854 262.02501856168965 12.268137321691027 484.19805820968759 30.909357684722636 40.137367454721243 5.4405730720027341
leaf_count=32162 63153 10281 63924 168601 136554 48257 25674 31270 31841 97829 3191 12861 497884 30054 157469 11790 247025 348758 37248 27650 75246 16392 16722 19989 122139 75972 6630 140823 60560 49113 402 12277 15168 134597 6687 210866 24079 30542 3965
internal_value=0 0.000360518 -0.00230946 -0.00762548 0.00200576 -0.00328009 -0.0150594 -0.0168781 -0.000698627 0.0013706 0.00411805 0.00245277 -0.000483042 -0.00714528 -0.00121917 0.00244507 0.000949653 0.000369337 -0.0280551 0.0168706 -0.000126418 0.0417165 0.0216468 -0.0139538 0.0024242 -0.00561325 0.0159307 0.00450906 -0.0231114 0.0198754 0.0440376 0.000260644 0.00995565 -0.000212435 -0.00510799 0.0012886 -0.00208665 -0.00763744 -0.0158769
internal_weight=0 7059.45 2616.54 1248.5 4442.91 908.457 150.044 340.045 112.958 4313.1 1791.03 1753.31 2522.06 788.122 650 1733.94 1618.89 1623.32 138.122 115.05 758.413 37.7203 129.997 226.084 1368.04 372.962 129.81 385.451 103.935 115.89 30.797 1093.79 52.6725 1041.12 274.293 766.824 122.15 91.2403 45.5779
internal_count=3105645 2934348 1226495 661608 1707853 429896 73931 231712 63111 1641829 534880 514895 1106949 322600 255298 784349 744909 485312 67302 39440 355965 19985 29583 171297 564887 151218 66024 204747 80549 59394 16794 501734 27445 474289 141284 333005 90748 66669 34507
cat_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=22036485 8488000 992 602112 2 2107570 2 2 2097954 432 33464 69 6424 10486912 99 768 3 224 516 97 142 1 164 330 1
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=40
num_cat=23
split_feature=0 3 2 1 4 0 2 0 3 0 1 5 0 3 0 3 0 5 4 2 3 3 3 2 2 3 3 0 4 0 5 0 3 5 3 5 3 5 4
split_gain=4.80232 3.7348 2.63731 4.76378 8.57095 12.038 5.29283 4.67229 5.10673 4.66862 3.60792 6.55772 4.87874 3.31309 5.04009 3.09776 2.74096 5.86271 2.48997 2.52723 2.29818 2.21544 2.05921 1.92125 1.82286 1.67981 1.43819 1.43091 1.40002 4.96293 2.54061 2.39029 1.28833 1.2437 1.10279 1.04364 0.971906 0.927972 0.870033
threshold=0 2.5000000000000004 1 2 3.5000000000000004 3 4 5 6.5000000000000009 6 7 8 9 8.5000000000000018 10 29.500000000000004 11 12 1.5000000000000002 13 19.500000000000004 1.0000000180025095e-35 2.5000000000000004 14 15 25.500000000000004 9.5000000000000018 16 1.5000000000000002 17 18 19 9.5000000000000018 20 6.5000000000000009 21 5.5000000000000009 22 11.500000000000002
decision_type=9 2 1 1 2 9 1 9 2 9 1 1 9 2 9 2 9 1 2 1 2 2 2 1 1 2 2 9 2 9 1 9 2 1 2 1 2 1 2
left_child=1 -1 10 7 5 6 -5 16 18 24 13 12 -12 28 15 35 17 26 19 -9 38 -20 27 25 -6 -10 -4 -13 31 30 -30 -2 -16 -8 -11 -15 -24 -31 -14
right_child=2 -3 3 4 9 -7 33 8 23 34 11 22 20 14 32 -17 -18 -19 21 -21 -22 -23 36 -25 -26 -27 -28 -29 29 37 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.031187490058845885 0 0.0027355794970200524 0.020537847407366125 0.011578952782716949 0.024544103122494026 -0.031899588685779225 -0.00086260591115674588 0 0.025989854907780319 -0.017911131802968334 -0.0002941589538434705 0.00069060180693110949 0.032948274007050769 0.030807821775140017 0.0031204339251901256 -0.0052071581503190471 0.000721895275020609 -0.014808336854337271 -0.011878525275906745 -0.023331600336662404 -0.00060805798865625567 0.0057667143098997006 0.017116742222004495 -0.0047831046276952532 0.0011991429201801923 0 0 -0.017603352207912145 0.0064967106507481222 -0.0023122937929642229 -0.010452357874023287 0.0083677174437826497 -0.016927265900257289 -0.021338898502535945 0.00067520244005766106 0 -0.00039774878427005711 0.0063030420568827962 0
leaf_weight=61.534236857791257 1345.6721390203747 20.608303730987245 205.51554491609568 131.12087364580657 62.726318376371637 209.55107449245406 109.24554975457431 94.304045537435741 49.309080740204081 52.796292697268655 63.251539402030176 27.513589621026767 159.44736699029454 93.568826839677058 9.7297182452166435 6.8969319435418575 2210.2985072994925 30.413054715158069 97.070683026424376 184.26749505785847 3.2003207925590678 114.59404062284739 18.655647292864163 13.550673251374972 113.06844892197114 5.9037551057990632 21.610241052519996 70.38295650879445 55.64889625221258 90.927118125517154 593.51285377319437 393.22414483968168 34.876586262718774 56.591057421726873 3.767516247695311 24.487800542730838 10.152512502550961 433.50187367771287 1.1483178151538584
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internal_value=0 -0.0197825 0.000198724 -0.00157549 -0.00861574 -0.0157855 -0.000618732 0.000107466 -0.00772481 0.00588775 0.00222536 0.0114574 0.0205073 0.000976243 0.0134491 0.0221766 0.0020957 0.0111958 -0.0118046 -0.0177127 0.0284932 -0.00155414 -0.00467671 0.0122924 0.0139247 0.0185918 0.017497 -0.0124826 1.84266e-05 -0.00250795 -0.00827135 0.0019067 -0.00796878 -0.0120964 -0.0120146 0.0280314 0.00878884 0.00421977 0.0321465
internal_weight=0 82.1425 7201.5 3765.7 738.867 506.509 296.957 3026.84 559 232.359 3435.8 353.752 227.048 3082.05 169.56 124.954 2467.84 257.539 490.236 278.572 163.796 211.665 126.705 68.7635 175.795 55.2128 227.126 97.8965 2912.49 1173.59 649.162 1738.9 44.6063 165.837 56.5638 118.057 28.8082 524.429 160.596
internal_count=3105829 55537 3050292 1673499 368616 261894 128933 1304883 349545 106722 1376793 178058 118691 1198735 45911 29113 955338 122283 311120 183545 87100 127575 59367 38425 79101 31684 108840 44471 1152824 588861 276504 563963 16798 72602 27621 25722 14896 312357 85597
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1048580 896 2 21286096 23 11287874 8417650 2 1 4983441 8980570 9183234 3 40 114 15 525570 13370178 4 20973816 9 9 2
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=40
num_cat=26
split_feature=0 3 0 1 4 3 0 0 5 2 0 2 3 4 2 4 2 0 4 5 2 2 6 0 6 4 2 3 0 4 4 2 4 2 6 2 2 5 3
split_gain=4.11159 2.50959 2.96851 3.46361 4.17461 2.6178 3.61093 1.84691 2.49397 2.54468 2.40689 2.1864 2.60285 2.36717 1.78266 1.76391 1.6873 1.64333 1.63867 1.0591 1.05594 1.03497 1.30758 1.16253 0.947318 0.785607 0.731396 0.826888 0.707595 5.99535 0.692481 0.679543 0.657242 1.18643 0.76246 0.600884 0.504608 0.485381 0.467921
threshold=0 1.5000000000000002 1 2 2.5000000000000004 25.500000000000004 3 4 5 6 7 8 8.5000000000000018 2.5000000000000004 9 2.5000000000000004 10 11 1.0000000180025095e-35 12 13 14 15 16 17 6.5000000000000009 18 17.500000000000004 19 1.5000000000000002 1.5000000000000002 20 1.5000000000000002 21 22 23 24 25 27.500000000000004
decision_type=9 2 9 1 2 2 9 9 1 1 9 1 2 2 1 2 1 9 2 1 1 1 1 9 1 2 1 2 9 2 2 1 2 1 1 1 1 1 2
left_child=15 2 21 16 -5 7 31 24 11 10 -10 13 -13 -9 -6 32 17 -4 -11 35 -17 22 23 30 26 -22 -3 -28 29 -23 -2 38 33 -1 -35 -18 -34 -21 -7
right_child=1 5 3 4 14 6 -8 8 9 18 -12 12 -14 -15 -16 20 19 -19 -20 37 25 28 -24 -25 -26 -27 27 -29 -30 -31 -32 -33 36 34 -36 -37 -38 -39 -40
leaf_value=0.0012371557570185583 0.0060820820545382862 0 0 -0.026658423415090324 0.0073920708405223676 0 -0.026666282990643792 -0.0095243080664613768 0.0079263077442380224 0.0083857909043905509 -0.015836360287341165 0.003197716168276635 0.01336923268127832 0.0099975427211236711 -0.0097003997031955853 0 0 -0.016832185771475897 -0.0035360760809850576 0 -0.029286845209909085 -0.019442441964343405 0.017262484170327323 -0.0052896288310304461 0 0 0.027493941456372087 0 0 0.0063771440510171952 0 -0.00046014273660277923 0 -0.019754368276755807 0 0.012199592451334819 0.011039128823108412 -0.0056438933006236836 0.019494786079816112
leaf_weight=45.926763540424872 420.16058725737093 16.937234869343229 59.3045729353762 122.66403562261257 66.116526667174185 2.1234007404418653 32.225015998061281 199.08181385580974 12.802539596159475 164.74105998224695 172.03816783384536 1749.6452288596192 312.69315829884727 45.353250833955826 89.517943221428141 25.474987564433832 10.712738842179531 95.849563459189085 222.47459668808733 603.98515610125469 68.974635740043595 130.04900480854121 39.861689380508324 120.40654583502328 5.9529736926197065 6.5191568852023911 53.86705728515517 1.3783558632130724 1696.8582561157455 157.89946489888825 205.80179017798218 19.178788240547874 15.895217603305353 38.529992615069204 5.345652854332001 67.792359607017715 14.932710187975319 157.00675731882075 10.966085039544849
leaf_count=32454 165111 8161 16468 77944 28521 630 16343 62397 6399 50455 65035 635415 87612 16861 45117 20090 6832 75768 103163 312493 57114 76242 18672 75009 3018 3656 27823 512 664913 80706 98349 6713 12914 30344 3963 32181 11211 65222 3536
internal_value=0 0.000272843 -0.00130439 -0.00523976 -0.0147316 0.00247513 -0.013421 0.00305358 0.00237929 -0.00310281 -0.0117389 0.00389635 0.00502885 -0.00396751 -0.000926309 -0.0124779 -0.00198877 -0.010355 0.0010306 0 -0.0213694 0.000450175 0.00348997 0.00177433 0.0158817 -0.0246833 0.02028 0.0227602 -0.000650957 -0.00491992 0.00379305 0.00495069 -0.0010987 -0.00652847 -0.014169 0.00880487 0.00520532 -0.00132385 0.0129029
internal_weight=0 7065.45 4043.99 1272.95 278.299 3021.46 64.4933 2956.97 2878.83 572.056 184.841 2306.77 2062.34 244.435 155.634 221.599 994.651 155.154 387.216 839.497 100.969 2771.04 786.231 746.369 78.1356 75.4938 72.1826 55.2454 1984.81 287.948 625.962 32.2683 120.63 89.8024 43.8756 78.5051 30.8279 760.992 13.0895
internal_count=3105367 2933621 1839548 660546 151582 1094073 27222 1066851 1027337 225052 71434 802285 723027 79258 73638 171746 508964 92236 153618 416728 80860 1179002 357141 338469 39514 60770 36496 28335 821861 156948 263460 10879 90886 66761 34307 39013 24125 377715 4166
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=22036485 361936 2 10564048 602112 5 596 8388736 7 450 42 14336 12 516 550 1 208 1 48 262288 596 330 1 20 75 1
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=40
num_cat=26
split_feature=0 3 3 0 2 0 1 4 0 4 0 3 0 5 2 0 3 0 0 2 4 5 2 5 5 6 2 4 4 2 2 4 5 6 3 4 0 0 4
split_gain=4.07642 3.61397 2.2566 5.59873 3.08726 2.58297 2.3555 2.68772 2.16188 1.9206 1.91356 1.87646 2.79007 2.04715 4.41182 2.94123 1.74516 3.78493 3.27519 1.51494 1.48384 1.44329 1.19642 1.10701 1.01601 0.993815 0.926356 0.909046 1.43062 0.994412 0.871444 0.794017 0.773296 0.707374 0.646783 0.511193 1.34257 0.967283 0.480184
threshold=0 2.5000000000000004 1.0000000180025095e-35 1 2 3 4 4.5000000000000009 5 3.5000000000000004 6 25.500000000000004 7 8 9 10 6.5000000000000009 11 12 13 4.5000000000000009 14 15 16 17 18 19 4.5000000000000009 1.5000000000000002 20 21 3.5000000000000004 22 23 7.5000000000000009 1.0000000180025095e-35 24 25 19.500000000000004
decision_type=9 2 2 9 1 9 1 2 9 2 9 2 9 1 1 9 2 9 9 1 2 1 1 1 1 1 1 2 2 1 1 2 1 1 2 2 9 9 2
left_child=1 38 3 19 6 21 10 -8 35 -10 20 13 -13 16 24 -16 17 -7 -18 23 -5 30 -12 31 -15 27 -27 28 -21 -29 -4 33 -28 -2 -3 37 -37 -6 -1
right_child=2 34 5 4 8 11 7 -9 9 -11 22 12 -14 14 15 -17 18 -19 -20 25 -22 -23 -24 -25 -26 26 32 29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.030587942005088943 0.01319543396324626 0.012356036801271661 0 0.0061215004513456659 0.0057702269820504564 0.0089612301744490096 -0.021391956232108874 0.00085059504147499878 -0.029564339657326036 0 0 0.00336624887109296 -0.024578710459116301 0.015606412626487196 0.0045024716082051911 -0.0070121725263361445 0.011950046481298578 -0.00033197703147853149 -0.0048152562411368678 2.7002717848213275e-06 -0.0073866254159763133 -0.0020801934776432875 -0.011773103511796489 0 -0.0014682175413994951 -0.0010498843133560892 0 0.015650301846907837 -0.0083783707182599771 -0.00070627187367481084 0.02104361886904851 0 0.019957151825984277 0 -0.0023243474431241802 0.0020770472344810802 -0.013182099873311072 -0.009171007426625126 0
leaf_weight=60.744256710378977 253.3546036699845 14.496813232413844 22.905834972509187 406.88515554960759 75.315751758680562 498.23434430852649 97.171779338415945 49.289597314113053 114.793280476566 28.293042805162258 152.2186884295661 31.440883688366739 30.228936078114202 122.20057462260593 230.5334256830829 883.92092255625175 410.35638586313871 2075.870763329367 106.89726142918516 668.25456422648858 55.256419900149922 14.113591289627946 143.56332080613356 106.81852508307202 6.6642240305664009 9.5067106630303879 4.5529898676031735 25.667396262579132 226.26142688719847 20.394686644256581 96.215696051949635 26.93819138314575 32.463267218583496 2.6171769483480594 6.8540155765658701 37.38076954906137 109.69513587155234 29.355763327293971 0.23906603420618822
leaf_count=44821 79179 8304 10389 201349 34411 289521 47385 25797 120592 20294 58005 10333 15302 53582 116587 332665 93559 732390 46437 279660 31634 6740 64432 36847 2743 5729 2064 12070 109382 11164 50791 12958 13708 1188 3673 22872 69289 27497 102
internal_value=0 -0.0182733 0.000111162 -0.0021315 -0.00679327 0.00150746 -0.00286311 -0.0133344 -0.0140141 -0.0235439 -6.45567e-05 0.000949393 -0.0129339 0.00130536 -0.00194633 -0.00429694 0.00271296 0.00146723 0.00799343 0.00213839 0.00347439 0.013632 -0.00624066 0.0071019 0.0128082 0 0.0109504 -0.000886181 -0.00199582 0.00900658 0.0174339 0.010149 0.0154504 0.0121569 0.0031965 -0.00508398 -0.00854195 0 -0.0296713
internal_weight=0 82.3342 7205.63 2676.05 1299.22 4529.58 904.385 146.461 394.834 143.086 757.924 4396.35 61.6698 4334.68 1243.32 1114.45 3091.36 2574.11 517.254 1376.83 462.142 133.235 295.782 389.728 128.865 987.101 46.523 940.578 894.516 46.0621 119.122 282.91 37.0163 255.972 21.3508 251.747 147.076 104.672 60.9833
internal_count=3105445 56900 3048545 1287506 723557 1761039 428602 73182 294955 140886 355420 1693119 25635 1667484 505577 449252 1161907 1021911 139996 563949 232983 67920 122437 130172 56325 433777 21501 412276 389042 23234 61180 93325 15772 80367 11977 154069 92161 61908 44923
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=17825797 12682304 992 602112 2 2386080 2365720 10502608 1 513 264728 16778 2100344 784 3 768 1 6 1 68 142 97 8 1 2097312 288768
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=40
num_cat=24
split_feature=0 3 3 0 2 0 5 0 0 4 4 5 2 0 5 3 0 5 2 2 0 1 0 4 4 5 1 2 5 3 5 4 4 4 4 3 2 4 4
split_gain=3.32466 3.06631 1.87177 4.71878 2.89484 2.21131 2.09022 2.09092 1.78957 2.01347 1.65013 1.64802 3.4954 2.93464 2.50996 1.88302 1.78742 1.44234 1.5113 1.19858 1.1716 1.05342 1.02859 1.01615 1.00006 1.4624 1.07171 1.45696 1.3976 0.944536 0.934386 0.884592 0.659614 0.556638 0.537107 0.474825 0.425267 0.404478 0.401805
threshold=0 2.5000000000000004 1.0000000180025095e-35 1 2 3 4 5 6 5.5000000000000009 9.5000000000000018 7 8 9 10 25.500000000000004 11 12 13 14 15 16 17 5.5000000000000009 3.5000000000000004 18 19 20 21 15.500000000000002 22 2.5000000000000004 3.5000000000000004 5.5000000000000009 2.5000000000000004 7.5000000000000009 23 10.500000000000002 7.5000000000000009
decision_type=9 2 2 9 1 9 1 9 9 2 2 1 1 9 1 2 9 1 1 1 9 1 9 2 2 1 1 1 1 2 1 2 2 2 2 2 1 2 2
left_child=1 38 3 19 6 17 20 21 9 -6 11 15 14 -14 -13 16 -7 18 34 30 33 -8 -17 -9 26 -26 28 -28 -21 -20 32 -22 -2 -5 -4 -3 -12 -27 -1
right_child=2 35 5 4 8 10 7 23 -10 -11 36 12 13 -15 -16 22 -18 -19 29 24 31 -23 -24 -25 25 37 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.028549645667414598 0.01095472225725154 0.010663984714414031 -0.0082297046343877984 0.023694054997576861 -0.028018007604489033 0.0062507857285720742 0.0022271140087432631 -0.012108170447771915 -0.0053227133783782478 0 0 0.02080330056186545 -0.00067848474483185974 -0.01286526401425025 0 0 0.00087500047173973193 -0.0029851074207806524 0.021870830759661595 0.0065208615444708852 -0.0088061085256848116 -0.0087966354304916811 -0.019305278588778133 0 0.015417042734986969 -0.0093408167424081177 0.0019902968035187315 -0.015385012823162165 -0.0022243218046599923 0 0 0.0085425448918413829 0 0 0.0057955256504310833 -0.0011498739536195182 -0.016855309142410603 0.00040099088020343547 0
leaf_weight=56.758030842007429 259.04032846738119 14.273717194431812 24.467579270072747 27.386503701636688 113.07198010594584 983.72545023587008 401.03651509237534 302.03567442321946 266.21255765406386 11.679927903271162 6.372809796652291 60.829011271154741 756.64046896056971 266.18961784907151 154.15714602675871 17.33673432568321 2053.2515215059539 19.769476483255858 124.15154684388835 215.7800132643606 34.666624705743743 78.506151223686174 20.693168330239132 32.232956111372914 56.95772427006159 24.0064136395813 32.541267957552918 69.885978638194501 586.5240546635905 4.7464579345541997 106.85654286161298 22.499861792777665 26.821715417550877 2.0138814799138336 20.07985665895103 6.4164135509345206 24.893759369995681 0.87491537432651867 0.33187152972095546
leaf_count=43916 80283 8221 12454 13350 117723 543098 202979 127634 170213 6408 2146 25708 270093 141123 64862 5011 591179 9843 63036 92339 16393 43894 10658 12863 29936 11940 12812 35053 251634 2077 36684 11107 12932 734 9793 3520 10922 498 155
internal_value=0 -0.0168097 0.000105425 -0.00193637 -0.00624168 0.00137796 -0.00244908 -0.00438069 -0.0132418 -0.0229246 0.000783237 0.00107441 -0.00183805 -0.00449716 0.00835743 0.0023482 0.00278146 0.010976 0.014234 0.001959 0.00898516 0 -0.0134649 -0.0100082 0 0.00896572 -0.00103977 -0.00941059 0 0.0189238 0.00635417 0 0.00914101 0.0181296 0 0.00256973 -0.0152154 -0.00296054 -0.0276738
internal_weight=0 77.78 7207.94 2670.63 1291.34 4537.3 900.378 813.811 390.964 124.752 4344.09 4312.82 1237.82 1022.83 214.986 3075.01 3036.98 193.215 173.445 1379.29 86.5669 479.543 38.0299 334.269 986.57 81.8391 904.731 102.427 802.304 128.898 392.719 57.1665 285.862 29.4004 44.5474 20.6901 31.2666 24.8813 57.0899
internal_count=3105224 55812 3049412 1287409 723298 1762003 428954 387370 294344 124131 1664800 1651732 501786 411216 90570 1149946 1134277 97203 87360 564111 41584 246873 15669 140497 434212 42374 391838 47865 343973 65113 129899 27500 93215 14084 22247 11741 13068 12438 44071
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1048580 12682304 992 602121 12 17046296 528666 1 529 17042032 4 2114978 3 49 784 2097306 2 10502352 1 2 129 6 1 37
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=40
num_cat=21
split_feature=0 3 2 1 0 0 2 6 2 4 0 4 5 3 2 4 4 4 3 0 2 0 0 3 0 4 3 4 3 3 5 2 5 3 3 0 4 4 0
split_gain=3.16084 2.94962 1.62823 2.69047 3.88328 2.53524 3.59006 3.58953 5.44427 5.31082 4.84256 2.37897 2.17333 2.07939 1.51408 1.46078 1.28634 4.28281 4.30503 3.21728 2.6964 3.47538 3.2668 1.2616 1.10072 1.95572 1.08584 1.04379 0.95374 0.951028 0.949278 0.896001 0.887108 0.811367 0.767932 1.27517 1.91392 0.854104 0.792017
threshold=0 2.5000000000000004 1 2 3 4 5 6 7 1.0000000180025095e-35 8 3.5000000000000004 9 2.5000000000000004 10 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 5.5000000000000009 11 12 13 14 7.5000000000000009 15 2.5000000000000004 19.500000000000004 10.500000000000002 1.0000000180025095e-35 5.5000000000000009 16 17 18 29.500000000000004 5.5000000000000009 19 2.5000000000000004 1.5000000000000002 20
decision_type=9 2 1 1 9 9 1 1 1 2 9 2 1 2 1 2 2 2 2 9 1 9 9 2 9 2 2 2 2 2 1 1 1 2 2 9 2 2 9
left_child=1 -1 3 24 12 6 23 16 30 -10 -11 15 26 32 -15 28 17 19 -19 -7 22 -22 -18 27 25 31 -5 -4 -8 -17 -9 -2 -13 -32 37 -36 -37 -26 -39
right_child=2 -3 5 4 -6 7 11 8 9 10 -12 13 -14 14 -16 29 20 18 -20 -21 21 -23 -24 -25 34 -27 -28 -29 -30 -31 33 -33 -34 -35 35 36 -38 38 -40
leaf_value=-0.027026257026352859 0.0086277895579460993 0.0022622986749474975 -0.021222199606827207 0.034779935904810863 -0.0052790608706664768 -0.0109075979950024 -0.0073416263382128037 0 0 -0.0019086733886681001 0.043147870059759237 0.0043045014380737505 0 0.027986618104377605 0 -0.018447738317929452 0.0025102971251414002 -0.0025676946617580942 -0.018009413881186334 0.0025637917870281468 0.015510585979317957 0 -0.015417247950765739 0 -0.00026785200295253449 -0.010682857583564676 0 0 0.00038151553373914557 0 -0.020023180079227165 -0.0011548517544731933 -0.0077768894364660598 0 -0.002275938838991457 0.019828557308446682 -0.0008673898117596186 0 0.0084780253697190264
leaf_weight=57.687346444967261 84.12983282568166 21.819739263955853 166.71813527133054 70.10702385546756 40.209759072458837 152.92484870093176 193.33925190372247 64.20721831015544 85.555562135916261 20.124260055876221 62.591941189835779 123.8729564562891 32.912466540146852 17.023725827195449 35.317541546464781 86.436128297566029 217.05584831733722 819.49243641041539 235.13250946691551 1713.4010754958945 220.40210381775978 362.14819131800323 114.75694185424072 8.4247224619321042 794.77876834059134 166.77651682292344 1.370094938261899 2.7343843371781977 339.29009692143882 10.016780966077929 29.936232751497304 225.61384814709891 56.473632702342002 0.83114404266234387 28.47123334009666 92.954490739386529 26.289554184884764 281.98527064413065 227.986162205867
leaf_count=45097 47141 12180 140342 39898 16739 83641 123163 25327 27096 9534 25094 66188 16048 8220 18102 47747 88858 361987 93647 559768 101635 146927 45480 3954 232177 88574 528 1105 166207 4644 12605 103984 23249 335 9946 13051 5463 126523 164731
internal_value=0 -0.016339 2.36275e-05 0.00240169 0.0144727 -0.000889271 -0.00521205 0.000174541 0.0108938 0.0202469 0.0355926 -0.00181415 0.022511 0.00576457 0.0189353 -0.0052349 -0.000561978 -0.00164866 -0.00668998 0.00110266 0.00253387 0.00663967 -0.00387464 -0.0169418 0.00114817 -0.00259025 0.0300026 -0.0197958 -0.00213068 -0.0154322 -0.00535134 0.00136639 0 -0.0138971 0.00260452 0.00919082 0.0131194 0.0014638 0.00458307
internal_weight=0 79.5071 7211.79 2073.59 144.599 5138.21 1039.65 4098.56 263.246 168.272 82.7162 861.77 104.39 232.688 52.3413 629.082 3835.31 2920.95 1054.62 1866.33 914.363 582.55 331.813 177.877 1928.99 476.52 71.4771 169.453 532.629 96.4529 94.9746 309.744 180.347 30.7674 1452.47 147.715 119.244 1304.75 509.971
internal_count=3106935 57277 3049658 864803 73213 2184855 602921 1581934 99991 61724 34628 457520 56474 115759 26322 341761 1481943 1099043 455634 643409 382900 248562 134338 145401 791590 239699 40426 141447 289370 52391 38267 151125 89437 12940 551891 28460 18514 523431 291254
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=17825797 768 2 2170194 611112 7 1 69 6294528 1 80 2130064 97 10495106 8683602 14953474 3 512 9 272 525120
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=40
num_cat=22
split_feature=0 3 5 3 4 3 0 2 0 0 4 2 0 0 6 4 0 4 2 3 0 2 0 3 2 4 4 4 2 4 2 2 2 0 3 4 2 4 3
split_gain=2.53872 2.73286 1.42944 2.34032 2.76913 2.56086 3.47198 5.6989 2.33284 2.27018 1.83082 1.40998 3.99938 1.72048 1.47169 1.15725 1.04922 1.02764 1.01787 0.982532 1.18138 0.85487 0.642347 0.54103 0.5334 0.426609 0.416843 0.369021 0.291543 0.204004 0.198233 0.190589 0.187794 0.176426 0.175705 0.129225 0.121488 0.106057 0.0976056
threshold=0 2.5000000000000004 1 25.500000000000004 1.0000000180025095e-35 6.5000000000000009 2 3 4 5 1.5000000000000002 6 7 8 9 5.5000000000000009 10 6.5000000000000009 11 2.5000000000000004 12 13 14 7.5000000000000009 15 19.500000000000004 9.5000000000000018 5.5000000000000009 16 4.5000000000000009 17 18 19 20 27.500000000000004 7.5000000000000009 21 5.5000000000000009 74.500000000000014
decision_type=9 2 1 2 2 2 9 1 9 9 2 1 9 9 1 2 9 2 1 2 9 1 9 2 1 2 2 2 1 2 1 1 1 9 2 2 1 2 2
left_child=1 25 9 5 22 11 21 10 -9 19 -8 12 17 18 -14 -6 -15 -4 -13 20 32 -7 34 28 -21 31 -23 33 -3 36 -24 -1 37 -26 -5 -30 -22 -2 -36
right_child=2 23 3 4 15 6 7 8 -10 -11 -12 13 14 16 -16 -17 -18 -19 -20 24 29 26 30 -25 27 -27 -28 -29 35 -31 -32 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=0 0.013577992503005232 0 -0.012093573555681579 0 -0.029513785022848293 0 -0.017998193208254298 -0.0066985602069617638 0.012398608024254845 -0.020299893432801388 0 0.015541758355738976 -0.00068300935125249936 0.0016756620829108965 0.011072342981585694 0 -0.0014183932317868278 0.00015043911817549406 0 0 0 0.018195179978285125 0 -0.0018144842803129271 0 0 0 0 0.016839879855770779 0 -0.0063081244636027135 -0.026308006814326785 0 0.018611307727919774 0.019417327570699524 0 -0.015651343542928225 0 0
leaf_weight=7.2781773727838299 4.336017920257289 2.6524116542132115 396.38995436107507 0.45492212311364744 39.430623260021093 18.842874368332559 127.24441266461508 34.957155817435705 263.50507960763935 50.287838149612071 46.227788238960784 88.897362503899785 1291.1966454060675 2608.5981807441058 85.045075776215526 2.2235046243295065 1761.6620194587813 24.90308805926179 61.540363968801103 6.2584258766728453 7.3768415365484543 213.16425914497813 1.3345460065756922 6.6627786644676226 1.2892858196282759 0.19900820057955471 1.0643676870968182 0.92682694346876715 11.933816482545806 3.5602792350982773 12.208325722487645 48.192754607574898 4.3358055217613582 21.448246478132216 1.8189293139730582 0.36548297124682072 28.698673545339261 0.38445483963005234 0.23456524009816337
leaf_count=5980 2516 1561 229465 226 18564 6113 34579 16401 55227 26143 13748 46137 574760 891842 34465 1115 942080 11571 25042 1684 2630 84757 326 3650 632 91 594 355 6699 1706 3412 38505 2645 5830 1037 133 13861 186 142
internal_value=0 -0.014753 4.92534e-05 0.000305484 -0.015821 0.00054768 0.00613951 0.000164672 0.0087482 -0.00898893 -0.0120701 -5.50792e-05 -0.00243636 0.000839177 5.04355e-05 -0.0261252 0.000358866 -0.0105103 0.0102109 0.000122909 -0.00480618 0.0151179 0.00400413 0.00266907 0.0115613 -0.0253071 0.0169838 0.0144773 0.0112184 -0.0122084 -0.00120228 -0.0263031 0.00599348 0.019239 0.0129097 0.012803 -0.0153722 0.00956486 0.0185425
internal_weight=0 77.2844 7209.85 7080.94 57.7054 7023.24 705.006 471.934 298.462 128.903 173.472 6318.23 1797.53 4520.7 1376.24 41.6541 4370.26 421.293 150.438 78.6149 48.6921 233.072 16.0513 21.6145 29.9228 55.6699 214.229 23.6644 14.9517 39.6358 13.5429 55.4709 9.05628 22.7375 2.50842 12.2993 36.0755 4.72047 2.05349
internal_count=3106410 56619 3049791 2991603 24822 2966781 211419 119955 71628 58188 48327 2755362 850261 1905101 609225 19679 1833922 241036 71179 32045 23544 91464 5143 12043 8501 44576 85351 6817 8393 18197 3738 44485 5347 6462 1405 6832 16491 2702 1179
cat_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=17825797 8 8985648 148 6308096 13222338 57 2696104 73736 1 2097984 134 573570 515 10494352 579 27 770 532 409 2 258
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=40
num_cat=28
split_feature=0 3 3 0 2 5 2 0 0 0 2 6 0 0 2 0 5 0 0 4 4 0 4 3 3 2 4 2 2 1 5 2 2 4 1 4 0 0 4
split_gain=2.30065 2.26482 1.40886 3.41982 2.09453 1.85577 10.0096 3.3849 2.98082 2.61595 2.42908 5.55515 4.61056 2.67249 1.97314 1.92976 1.75592 1.62341 1.61511 2.2125 1.28033 1.25373 1.3909 1.16705 0.985185 0.976374 0.972276 0.93676 0.801434 0.666324 0.604229 5.061 1.60196 1.0244 0.915077 0.585091 1.26191 1.04115 0.480179
threshold=0 2.5000000000000004 1.0000000180025095e-35 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 5.5000000000000009 1.0000000180025095e-35 17 5.5000000000000009 29.500000000000004 29.500000000000004 18 8.5000000000000018 19 20 21 22 23 24 3.5000000000000004 25 2.5000000000000004 26 27 1.5000000000000002
decision_type=9 2 2 9 1 1 1 9 9 9 1 1 9 9 1 9 1 9 9 2 2 9 2 2 2 1 2 1 1 1 1 1 1 2 1 2 9 9 2
left_child=1 -1 3 27 16 9 7 23 -8 14 13 12 -12 25 -4 -13 21 29 19 -6 -15 22 -5 -7 -9 -11 -19 -2 -23 -18 32 34 33 -29 -32 37 -37 -20 -34
right_child=2 -3 5 4 18 6 8 24 -10 10 11 15 -14 20 -16 -17 17 26 35 -21 -22 28 -24 -25 -26 -27 -28 30 -30 -31 31 -33 38 -35 -36 36 -38 -39 -40
leaf_value=-0.024037832738712017 0.0063035553598677838 0.001316432659452436 -0.0023740941720725331 0.022961655816814187 -0.02784606392862007 0.021409848616462994 -0.0027746584369641287 -0.013635123790192136 -0.026139740025349464 0.0009657005193659412 0.0043812531276219277 0.025052203592574564 -0.0062239664991031928 0.0091759910668273211 0.021508786380463094 -0.0018249849820503997 0.0023016891802495471 -0.0098417391610725324 0 0.00013738046176207767 0.002696959111159756 0.0059448421056221131 0 0 0.004601115304611182 -0.0064998166159545012 0.0042260118026647229 -0.0050838684195759079 -0.009620360994641846 -0.0067125177341008915 0.010738688787758428 -0.018589779078802368 0.0074278852264239737 0.0079976737939341357 -0.0021565878632668818 -0.0093441886710429242 0.0076502505163619271 -0.012147317308374268 0
leaf_weight=52.923302187467925 282.03694393087062 21.31674715472036 17.347798297007103 43.170331332730711 90.560823330306448 139.16322449098516 163.12846418035042 38.269296068552649 122.33432131263544 324.95160914865846 549.32507830610848 62.952993783765123 1191.9616092901415 675.13390053834883 80.889030097721843 11.941167198136098 352.85006235302717 376.82960619246296 62.28538816197397 9.9427609952690528 932.36864871045691 10.96297925870749 5.836413432552944 2.575227173685561 0.59199141443241288 234.47379522769188 7.4145325095159924 354.66006349947565 27.468676673815935 72.867421461101912 116.90522146140574 97.376958901018952 324.00935553856834 28.285204719286412 22.112328184666694 31.695458919624798 68.654228949599201 119.3107112437574 159.63229970098473
leaf_count=44061 63214 11881 7813 20916 99002 54609 56741 23639 58296 151840 298325 21914 400856 156849 43730 5529 185736 155742 56870 5580 367688 5193 2211 1079 277 115224 2827 135304 13248 40596 46636 50736 156775 14331 10374 33226 28791 71747 86313
internal_value=0 -0.0142309 4.21481e-05 -0.00172831 -0.00542496 0.00114983 -0.00441384 0.0116651 -0.0156915 0.00189183 0.00132556 -0.0012398 -0.00270182 0.00359512 0.0156545 0.0208249 -0.00213903 -0.00394735 -0.0114925 -0.0217194 0.00568483 0.00823904 0.0156851 0.0185069 -0.00621475 -0.0018878 -0.00835792 0.00154565 -0.000587851 0 0 -0.00393866 0.00139118 -0.00281222 0.00650877 -0.00466959 0 -0.00786711 0.0052529
internal_weight=0 74.24 7212.28 2664.87 1279.85 4547.41 466.063 180.6 285.463 4081.35 3983.11 1816.18 1741.29 2166.93 98.2368 74.8942 897.4 809.962 382.449 100.504 1607.5 87.4384 49.0067 141.738 38.8613 559.425 384.244 1385.02 38.4317 425.717 1102.98 236.395 866.587 382.945 139.018 281.946 100.35 181.596 483.642
internal_count=3105719 55942 3049777 1285368 721685 1764409 194641 79604 115037 1569768 1518225 726624 699181 791601 51543 27443 426469 384901 295216 104582 524537 41568 23127 55688 23916 267064 158569 563683 18441 226332 500469 107746 392723 149635 57010 190634 62017 128617 243088
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=17825796 12682304 992 3 785 809720 13369953 77825 738 1 19872 4459168 97 2640112 12 6424 528664 2097562 160 768 576 2 5 197 133 2 279041 279040
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=40
num_cat=23
split_feature=0 3 2 1 0 4 1 0 0 6 4 3 4 0 4 5 3 0 3 0 3 2 5 2 0 2 2 0 2 3 4 5 0 0 3 3 4 3 4
split_gain=2.11282 2.17449 1.14308 2.15707 3.48315 2.09645 8.55075 8.17867 3.9581 4.46979 2.811 4.18758 2.89265 2.38134 4.10819 1.90937 1.71707 2.06545 1.52662 1.52424 1.96853 1.92329 1.52071 1.50194 1.40527 2.09039 1.9923 1.3307 1.11521 0.958553 0.912803 0.872781 3.11816 1.53434 1.472 1.32603 1.81938 0.7736 0.431917
threshold=0 2.5000000000000004 1 2 3 2.5000000000000004 4 5 6 7 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 8 1.5000000000000002 9 4.5000000000000009 10 6.5000000000000009 11 1.0000000180025095e-35 12 13 14 15 16 17 18 19 19.500000000000004 4.5000000000000009 20 21 22 6.5000000000000009 5.5000000000000009 2.5000000000000004 1.0000000180025095e-35 4.5000000000000009
decision_type=9 2 1 1 9 2 1 9 9 1 2 2 2 9 2 1 2 9 2 9 2 1 1 1 9 1 1 9 1 2 2 1 9 9 2 2 2 2 2
left_child=1 -1 3 31 15 6 13 10 9 19 11 -8 -12 14 22 29 27 28 -16 20 -7 -21 -4 -11 25 -15 -26 38 -18 30 -5 32 34 35 -2 37 -37 -33 -10
right_child=2 -3 5 4 -6 8 7 -9 16 23 12 -13 -14 24 18 -17 17 -19 -20 21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31 -32 33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.023367378455028932 0.02415796279676144 0.00136714265786582 0.013944735402517597 0.033599180985477616 -0.0084007932301949223 0 -0.007305851216986581 -0.027725492826388871 -0.00075981291614784694 0 -0.019785919720758747 0.034693155631700903 0.0011324991354827068 0.0019220108113222644 -0.01661768580003024 0 0 -0.0060350226225252407 0.0049465749570592856 0.011495001788698616 0.018119661107351383 -0.001771395419323904 -0.0016206182252818766 0.034558742852216759 -0.0045025459002493362 -0.013693440118246095 0.0013087129767396974 -0.0091643288765937813 0.023338870410896849 0 0 0.0041018731825324438 -0.0033298401049217025 -0.0038416745160713668 0 0.017237007857023031 -0.0022644548647127514 -0.0011196473296985396 0.0080883958900987794
leaf_weight=52.198277793810121 71.401585114363115 21.291065684970818 295.88151300602476 65.760170351713896 24.39308483703644 88.60487145040679 12.066464641437053 196.53110271932383 55.622034770582104 16.278412392814062 63.476254744993639 19.729058451310266 140.02263195457635 87.490671800376731 61.096997747801652 38.837456085369922 20.570520666544326 28.062664262019098 7.1517327259352887 94.350616415700642 118.90097532044456 484.09560844935186 35.197823591413908 33.512680192085099 797.36166367241094 168.3761721829942 1879.0677135828228 358.28231531623169 28.044641075015534 1.4522292352630746 16.77847360924352 408.30288651445881 87.674947592488024 585.01273623178713 5.6630459994194089 93.949702958401758 29.13391179300379 652.28734198125312 40.290851748563
leaf_count=44430 44171 11801 143002 34637 10962 40551 6454 123539 24809 7336 30199 11520 61933 50753 30349 18210 9120 14008 3482 40528 55701 195744 16163 13017 333055 81153 667011 198382 12637 633 11328 148501 27524 326349 2353 13463 6585 220525 13472
internal_value=0 -0.0136633 6.25164e-05 0.00205418 0.0127757 -0.000696876 -0.00195922 -0.0147176 0.00252705 0.00680487 0 0.0180907 -0.00581143 -9.97239e-05 0.00667352 0.0190697 -0.00373113 0.00671651 -0.0104841 0.00398253 0.0106404 0.000510926 0.0118033 0.030201 -0.00120012 -0.00780198 -0.000352945 -0.00649843 0.0161063 0.0257449 0.0296561 0.000912719 0.00711438 1.96065e-05 0.018637 0.00223635 0.0111221 0.000672977 0.00149716
internal_weight=0 73.4893 7210.71 2080.65 147.221 5130.07 3763.45 431.826 1366.62 835.743 235.294 31.7955 203.499 3331.62 399.328 122.828 530.873 76.6778 68.2487 785.952 207.506 578.446 331.079 49.7911 2932.3 255.867 2676.43 454.195 48.6152 83.9909 82.5386 1933.43 164.74 1768.69 77.0646 1183.67 123.084 1060.59 95.9129
internal_count=3105390 56231 3049159 865241 75770 2183918 1558613 233645 625305 352877 110106 17974 92132 1324968 192996 64808 272428 35765 33831 332524 96252 236272 159165 20353 1131972 131906 1000066 236663 21757 46598 45965 789471 74048 715423 46524 389074 20048 369026 38281
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=17825796 768 2 2170226 2 4511944 8922330 1 14689536 1 2104065 8921098 7 3 69 98464 53 7 262176 104 12 789178 8984040
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=40
num_cat=20
split_feature=0 3 5 0 3 4 3 0 2 3 0 2 4 2 0 5 5 2 0 4 2 4 0 0 3 3 4 4 0 2 2 3 3 2 3 3 3 4 3
split_gain=1.77288 2.08838 1.12731 2.23444 1.79341 2.47423 1.75705 3.01806 4.64701 1.7682 1.72389 1.124 1.10251 1.04158 4.43651 2.82045 1.53474 3.51056 2.14259 1.07155 0.979177 0.776434 0.735419 0.614399 0.499965 0.456728 0.407498 0.36501 0.335272 0.333119 0.315971 0.278438 0.246872 0.189237 0.171994 0.133834 0.105146 0.0997339 0.0841703
threshold=0 2.5000000000000004 1 2 25.500000000000004 1.0000000180025095e-35 6.5000000000000009 3 4 20.500000000000004 5 6 5.5000000000000009 7 8 9 10 11 12 10.500000000000002 13 5.5000000000000009 14 15 7.5000000000000009 29.500000000000004 9.5000000000000018 19.500000000000004 16 17 18 11.500000000000002 2.5000000000000004 19 27.500000000000004 9.5000000000000018 74.500000000000014 7.5000000000000009 67.500000000000014
decision_type=9 2 1 9 2 2 2 9 1 2 9 1 2 1 9 1 1 1 9 2 1 2 9 9 2 2 2 2 9 1 1 2 2 1 2 2 2 2 2
left_child=1 27 3 31 6 23 13 20 9 -9 -10 21 -7 14 19 -16 18 -18 -15 -4 35 22 32 34 30 28 -22 29 -13 -1 -3 -2 -5 -25 -6 -8 -36 -32 -24
right_child=2 24 4 11 5 12 7 8 10 -11 -12 25 -14 16 15 -17 17 -19 -20 -21 26 -23 38 33 -26 -27 -28 -29 -30 -31 37 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=0 -0.026113197581329919 0 -0.020558532332739493 -0.0062792315240363054 0 -0.027633952439677062 -0.0056913215529766237 -0.012480480204315475 -0.0061871823297996523 0.0080081182649893359 0.012406387768286195 0 0 -0.0054029404682556376 0.0099609265129483593 -0.003498985498963607 0.001838863091051838 -0.0073641812019161496 0.0023683156065850714 0 0.0162219886378028 0 0.024895705520148234 0 -0.0022153214993153032 0 0 0 -0.012104300286284796 -0.023539852118394902 0.016197485756255316 0 0.0043766247643352695 -0.0061257599221027611 0.019191907912021567 0 0 0 0
leaf_weight=6.9260781603516079 30.873317088196927 2.786578369908967 129.82493433411582 12.637241971504411 0.45349738688673857 37.631590147619136 11.318087601743175 220.54794531175867 16.462646219559247 10.665261843416372 215.79199422970123 4.1949248974924558 2.1412143875495522 336.03688305302785 177.01110891777353 505.02036507421144 879.44692738515732 674.61429852765286 3607.6293299191748 2.5168406688899259 227.58166004825034 2.7972145896637803 18.029335600556809 1.3147788518690502 6.8129223783325861 1.486303585465065 1.1804779014782969 0.21717469749273632 40.661154859641101 45.001288627536269 12.165488470971466 5.0785369069781146 11.117075405723879 12.1073179213563 1.8789758045459168 8.3462407208571658 0.25657387077808369 0.29236587084597054 0.15155951515771349
leaf_count=5979 16363 1652 103835 5121 226 17924 3624 60430 6085 3229 46324 2566 1073 207349 80691 230564 344025 318055 1468704 988 90041 1302 9736 321 3656 328 627 98 16943 38590 6705 2415 2220 3387 1043 2838 144 111 36
internal_value=0 -0.0124512 8.79487e-05 -0.00796883 0.000318599 -0.0139317 0.000533523 0.0051371 0 -0.00922266 0.00927114 0 -0.0241285 0 -0.00325728 0 0.000493925 -0.0020525 0.00158322 -0.0176251 0.0131346 0.00959048 0.0151912 0.00409469 0.00179501 -0.006318 0.0151071 -0.0220999 -0.0106343 -0.023114 0.0104984 -0.0210412 0 -0.000978726 0.0126954 0 0.0182392 0.0124617 0.0202911
internal_weight=0 74.2019 7206.81 127.027 7079.78 55.7839 7024 711.894 463.468 231.213 232.255 91.0748 39.7728 6312.1 814.373 682.031 5497.73 1554.06 3943.67 132.342 248.426 44.7324 41.9352 16.0111 22.0574 46.3424 228.762 52.1445 44.8561 51.9274 15.2444 35.9519 23.7543 13.4221 2.58905 19.6643 2.13555 12.4579 18.1809
internal_count=3105348 56791 3048557 57030 2991527 24118 2967409 213198 116068 63659 52409 38252 18997 2754211 416078 311255 2338133 662080 1676053 104823 97130 18415 17113 5121 12124 19837 90668 44667 19509 44569 8468 18778 7341 3708 1413 6462 1187 6816 9772
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=17825797 8 2367000 8986160 212 16640 920 9 14680504 6 1 896 806928 515 64 10494352 49280 532 27 770
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=40
num_cat=20
split_feature=0 3 6 0 2 4 3 2 0 5 2 2 1 3 3 4 0 2 2 4 0 3 4 3 3 5 0 0 2 5 5 4 4 3 3 3 3 4 3
split_gain=1.5423 1.93084 1.04417 8.93357 4.88224 2.94901 1.89341 1.89069 3.1423 2.17974 3.57287 3.13742 3.90381 1.63539 1.46761 1.4666 1.36075 2.12039 1.33913 1.8064 2.78684 1.33687 1.31892 1.31076 1.34418 1.1774 3.68481 3.14647 1.00545 1.15607 1.13921 0.999824 0.986298 0.900849 0.58112 0.83594 0.550112 0.547164 0.465898
threshold=0 2.5000000000000004 1 2 3 1.0000000180025095e-35 3.5000000000000004 4 5 6 7 8 9 4.5000000000000009 17.500000000000004 10.500000000000002 10 11 12 3.5000000000000004 13 13.500000000000002 5.5000000000000009 7.5000000000000009 1.0000000180025095e-35 14 15 16 17 18 19 1.5000000000000002 3.5000000000000004 2.5000000000000004 1.5000000000000002 21.500000000000004 36.500000000000007 4.5000000000000009 7.5000000000000009
decision_type=9 2 1 9 1 2 2 1 9 1 1 1 1 2 2 2 9 1 1 2 9 2 2 2 2 1 9 9 1 1 1 2 2 2 2 2 2 2 2
left_child=1 -1 7 6 34 13 -4 16 21 11 -11 12 -10 -6 -12 -13 17 23 19 20 -18 28 -7 24 -2 27 -27 -20 30 -30 -9 33 -33 -19 -5 -36 -15 -23 -3
right_child=2 38 3 4 5 22 -8 8 9 10 14 15 -14 36 -16 -17 18 31 25 -21 -22 37 -24 -25 -26 26 -28 -29 29 -31 -32 32 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.021138392777516172 0.0015681873785757441 0.010128733438968288 -0.025739404622666121 0.0019488606711977948 -0.0024376875890714136 0.039811784135466301 0 0 0.013108979368746429 0.00077090622670604664 -0.027658606108331651 -0.011718662954296988 -0.011859065176677386 0.020259395184086208 0 0.0079119967945198415 -0.0067594536687365274 0.0097782797958774204 0.0024472487974947412 -0.0050895887794079088 0.012423796399040381 -0.015076494518719275 0 -0.0030099817347930364 0.017807848308018886 0.0054260570893729966 -0.0076779389577190564 -0.0069376290603832243 0.0071048225721924768 0 -0.0088641472331586531 -0.013162830369043766 0 -0.0028184276859493478 -0.014210608142512765 0.0015316605224768686 0 0 -0.001992002428956112
leaf_weight=51.143439007966663 135.29648002670729 15.396107219625266 54.79583717919013 49.362520800910715 55.897646069977782 72.156814591289731 37.44934382881911 497.4796857535257 161.78411230784695 58.23017495321983 130.30169268854661 297.28497755534772 55.074899459614244 28.005903431272603 3.7432163779740213 3.3592764440982128 51.037486650515348 93.796838930313243 1897.4482879052666 76.238710220961366 297.2226227374631 52.011293927847873 7.3030832312651901 18.42218030343065 178.61564423174423 255.64537642685173 636.55900725131505 391.44362109847134 304.72425518345699 911.68233926034736 162.67875863987138 65.496955208829604 92.53719362267293 34.75628912152024 39.77290543950221 1.511044306505936 1.3231934852665279 3.2126382614369495 6.7291340479277997
leaf_count=44668 76621 8373 30543 24654 20543 30096 17762 201950 86424 46181 90031 238051 34053 5596 1877 1240 23225 42566 626879 41977 107877 13125 3064 8103 100425 125406 204482 208231 117398 327144 74166 31165 55565 16984 13608 533 303 949 3663
internal_value=0 -0.0117296 0 0.00515188 0.0148274 0.0237807 -0.0161349 -0.000246809 -0.00236013 -0.00786732 -0.0164999 -0.00316809 0.00469201 0.00462382 -0.0241791 -0.00960358 0.00101461 0.00521381 0.000162207 0.005239 0.00865601 -6.5983e-05 0.036861 0.0102823 0.0124282 -0.000478771 -0.00352969 0.00062185 0.000330076 0.00214745 -0.00252622 -0.000284679 -0.00596159 0.00459158 -0.00144347 -0.00902379 0.0175661 -0.012431 0.00166216
internal_weight=0 73.2687 7213.66 347.578 255.333 164.687 92.2452 6866.08 2641.57 709.778 192.275 517.503 216.859 85.2267 134.045 300.644 4224.52 618.922 3605.6 424.499 348.26 1931.79 79.4599 332.334 313.912 3181.1 892.204 2288.89 1876.57 1216.41 660.158 286.587 158.034 128.553 90.6465 41.2839 29.3291 55.2239 22.1252
internal_count=3105501 56704 3048797 146702 98397 59602 48305 2902095 1232589 497857 138089 359768 120477 26442 91908 239291 1669506 331429 1338077 173079 131102 734732 33160 185149 177046 1164998 329888 835110 720658 444542 276116 146280 86730 59550 38795 14141 5899 14074 12036
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=17825797 1 4267816 69 960 4242624 1 9 48 2 590600 320 512 4467712 9 2108560 8391778 24 6 1
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=40
num_cat=25
split_feature=5 0 3 4 3 0 1 4 2 0 2 0 0 4 1 3 2 0 4 3 4 0 4 2 1 0 5 4 1 0 3 0 0 3 2 0 0 3 0
split_gain=1.4206 2.50945 1.62851 2.37117 1.82829 3.21311 3.46828 2.8959 2.48645 2.28554 2.33845 2.88451 2.24564 2.21592 2.12105 8.15165 3.82079 3.77898 3.31448 2.47531 2.07448 1.40182 1.02255 0.829308 1.96074 3.52408 0.887404 0.878661 3.10494 1.19087 0.775525 1.50966 0.736772 0.688503 0.675335 0.831812 0.626786 0.359451 0.389631
threshold=0 1 25.500000000000004 1.0000000180025095e-35 1.5000000000000002 2 3 1.0000000180025095e-35 4 5 6 7 8 6.5000000000000009 9 5.5000000000000009 10 11 2.5000000000000004 12.500000000000002 1.5000000000000002 12 5.5000000000000009 13 14 15 16 3.5000000000000004 17 18 3.5000000000000004 19 20 13.500000000000002 21 22 23 29.500000000000004 24
decision_type=1 9 2 2 2 9 1 2 1 9 1 9 9 2 1 2 1 9 2 2 2 9 2 1 1 9 1 2 1 9 2 9 9 2 1 9 9 2 9
left_child=1 -1 4 36 5 6 7 12 -9 10 11 33 -2 -8 16 17 19 -16 -17 -11 -13 -18 -5 24 26 -26 -7 29 -29 -25 32 -32 -12 -6 35 -3 -4 38 -36
right_child=2 34 3 22 9 23 13 8 -10 14 30 20 -14 -15 15 18 21 -19 -20 -21 -22 -23 -24 27 25 -27 -28 28 -30 -31 31 -33 -34 -35 37 -37 -38 -39 -40
leaf_value=-0.022604593811587227 0.0019308068820299775 0 0.012718307063783688 -0.027037501895600925 0.019653938094910183 0.010689365667626839 -0.02067975202420486 -0.0040348461766771208 0.011838237171535253 -0.0097601167734367722 0.0078135232538058749 -0.016997995695189224 -0.015295203034694355 0.0034613781908807342 0.027462331124576779 -0.023458360913694486 0.0069530377207339296 -0.0032202565013335011 0.0083287259861012687 0.0099881912062909986 0.00026571520373135213 0 0 0 0.011342640009316264 -0.013336854699311999 0.0021589883134095723 -0.0020293451476654733 0.015762593127096405 -0.0051970965962668545 0 0.015140042807975774 0 0 0 0.015276225343233524 -0.0011723511852541569 0 -0.011107061703525205
leaf_weight=38.775941088766558 70.81587189448328 25.512097583385184 2.5803538012551144 37.083008816989604 33.49021618856932 178.28481105194078 184.23267207360186 134.95908985897404 154.84334927442251 527.61412962335453 151.80846583154926 92.681533755996497 162.96294471369038 12.518244777456855 120.75223188519885 56.19765242068388 361.54996841345564 29.204957529684179 16.13463234261144 32.47376386995893 86.551582969943411 976.86349011787388 2.2638707692385642 1310.0421549182065 39.023171895940322 139.92619301906961 731.76754595470265 254.42887060037901 107.25475752141938 625.03700379250949 45.812191913370043 307.56324737967225 150.8213028937098 3.5965798112447365 5.8385411073031719 18.976117488011369 13.528878392360641 1.5146780738723453 38.634598481818102
leaf_count=19904 37573 8100 1406 17877 14946 84667 113521 79852 82373 166748 85100 43387 99852 5632 58099 29366 194838 14602 7965 8720 38982 184528 1091 450049 21936 66420 336793 139814 65071 357489 21136 126907 84688 1218 3961 10467 3763 324 16428
internal_value=0 -0.00917957 6.42365e-05 -0.0135956 0.000269873 -0.00104915 -0.00693491 -0.00178786 0.0040671 0.00217106 0.00636921 -0.00142997 -0.00982033 -0.017566 0.000209454 0.00893402 -0.000778519 0.0216261 -0.0130732 -0.00752953 -0.00800231 0.00197111 -0.0236581 0.000184906 0.00247674 -0.0057589 0.00457375 -0.000797172 0.00328399 -0.00175519 0.00930642 0.0129781 0.00361314 0.0141119 0 0.00753765 0.00387765 -0.00476584 -0.00882848
internal_weight=0 129.252 7154.67 55.4561 7099.21 4106.1 720.332 523.581 289.802 2993.12 872.325 216.32 233.779 196.751 2120.79 222.289 1898.5 149.957 72.3323 560.088 179.233 1338.41 39.3469 3385.76 1089 178.949 910.052 2296.76 361.684 1935.08 656.005 353.375 302.63 37.0868 90.476 44.4882 16.1092 45.9878 44.4731
internal_count=3105593 59184 3046409 24137 3022272 1941042 418803 299650 162225 1081230 416364 98533 137425 119153 664866 110032 554834 72701 37331 175468 82369 379366 18968 1522239 509816 88356 421460 1012423 204885 807538 317831 148043 169788 16164 39280 18567 5169 20713 20389
cat_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=8 3423764 28848677 2 298 10042917 579 9973761 8401412 2 133 278858 16786 612 2 4211864 2 2 4310080 9965568 10037248 920 72 10494352 49288
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=40
num_cat=19
split_feature=5 0 6 0 2 3 4 0 2 2 0 4 3 5 0 5 3 4 3 0 4 0 3 0 3 3 3 3 2 0 4 4 2 4 4 3 1 4 3
split_gain=1.23458 2.40091 1.52275 5.59589 3.24334 1.69296 1.99599 1.58392 2.66929 1.3211 4.60781 3.7476 2.52481 3.29292 2.39957 1.26298 1.01798 1.06257 0.89418 1.67642 1.13642 0.691227 0.644823 1.07663 0.63738 0.616134 0.608522 0.606288 0.596301 0.496794 0.424739 1.01326 0.470959 0.408447 0.380849 0.36144 0.331027 0.289029 0.233028
threshold=0 1 2 3 4 25.500000000000004 1.0000000180025095e-35 5 6 7 8 5.5000000000000009 8.5000000000000018 9 10 11 1.0000000180025095e-35 2.5000000000000004 4.5000000000000009 12 1.0000000180025095e-35 13 2.5000000000000004 14 90.500000000000014 22.500000000000004 2.5000000000000004 9.5000000000000018 15 16 3.5000000000000004 2.5000000000000004 17 3.5000000000000004 4.5000000000000009 39.500000000000007 18 1.5000000000000002 74.500000000000014
decision_type=1 9 1 9 1 2 2 9 1 1 9 2 2 1 9 1 2 2 2 9 2 9 2 9 2 2 2 2 1 9 2 2 1 2 2 2 1 2 2
left_child=1 22 5 25 16 7 29 8 26 12 11 -11 14 -14 -9 -12 21 27 19 20 -6 34 23 -1 -8 -4 36 -18 -24 38 31 -10 -32 -30 -5 -20 -2 -28 -7
right_child=2 -3 3 4 18 6 24 9 30 10 15 -13 13 -15 -16 -17 17 -19 35 -21 -22 -23 28 -25 -26 -27 37 -29 33 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0057558911963882346 0.012424336544217256 -0.021220321577276144 -0.019003501487955165 0.017690162730369632 0 0.016181902157369584 -0.026857915930322291 0.0053975478834078425 -0.0071027224851674389 -0.020497840145734653 0.0049527276951173487 0.010042069611412532 0.015455172373849652 -0.0056085631474226882 -0.00043936967204315035 -0.0014090358167027166 -0.019507964671048265 0.00054877522277967008 0.034638509523278793 -0.0037596918337387945 0.024235065514261616 -0.0015971993423066944 0 -0.011258806059573828 0 0 -0.0074576292853024296 0 0.017991494989280144 -0.0016780138192949861 0 0.0026997762841293217 -0.016377196309528774 0 0 0 0 0.0026798709823726021 0
leaf_weight=12.947142175857151 75.801984263285703 42.467921603281866 47.716427683422808 19.244023209743322 48.072377901211439 3.5633140947902575 30.092417994135758 833.01583821520035 316.37577614832117 176.23533771360235 376.52376519362588 16.340912286250386 220.53426090728317 59.300686921909801 3299.8005838844256 1176.0112255461281 33.187777779254247 14.720401244325329 46.300952056597453 30.640375394548755 39.156441227387404 3.696966776042248 6.8148927800357342 38.786677650481579 5.4185073269181876 1.3929891517036583 16.437715619162194 4.6890654042363158 24.138094561407346 9.7489808940445055 45.016505764499016 79.97658624642645 95.02899328116473 2.9713048297562628 1.0694289635284793 1.3034563123364922 13.665072053729089 12.830487093131522 0.72446478094207112
leaf_count=8487 45731 22002 25911 7701 17406 2043 14566 440270 184097 143097 164823 7273 54548 23674 1199013 477520 10454 6017 13841 18391 17404 2264 2031 18160 3122 622 7738 1605 7296 1899 34746 50934 54035 1189 467 493 8404 6848 504
internal_value=0 -0.00856939 7.87597e-05 0.00683741 0.0135156 -0.000192899 -0.0146986 0 -0.00454908 0.000484354 -0.00174359 -0.0148855 0.00144058 0.0102302 0.000707391 3.10985e-05 -0.000738137 -0.00944713 0.0204336 0.00869879 0.0145554 0.00729924 7.36727e-05 -0.00345372 -0.0237569 -0.0147727 0.0063989 -0.0162773 0.00925381 0.00197788 -0.00776885 -0.00437033 -0.0136119 0.0130546 0.0126676 0.0336615 0.0104402 0 0.0106255
internal_weight=0 128.126 7153.63 291.191 242.081 6862.44 49.5477 6812.9 655.133 6157.76 1745.11 192.576 4412.65 279.835 4132.82 1552.53 76.6077 52.5972 165.474 117.869 87.2288 24.0104 85.6581 51.7338 35.5109 49.1094 118.735 37.8768 33.9243 14.0368 536.398 396.352 140.045 27.1094 20.3135 47.6044 89.4671 29.2682 4.28778
internal_count=3106626 59165 3047461 122576 96043 2924885 22134 2902751 392533 2510218 792713 150370 1717505 78222 1639283 642343 28508 18076 67535 53201 34810 10432 37163 26647 17688 26533 68721 12059 10516 4446 323812 235031 88781 8485 8168 14334 54135 14586 2547
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=8 13222377 1 22612745 193 20201604 529 992 8913176 1 8984328 6 2359508 8430800 573608 579 10510768 14 2
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=40
num_cat=24
split_feature=0 2 3 4 4 1 4 0 0 0 4 2 0 3 1 0 5 2 6 5 2 3 2 0 2 0 2 4 2 2 3 1 3 2 3 4 3 3 3
split_gain=1.09292 1.64251 0.989052 0.907015 0.839065 5.12852 9.76201 6.9302 3.58614 3.05587 2.52309 2.91277 2.66919 2.47562 2.21642 1.92732 2.67232 1.93741 1.76936 1.76214 2.25438 1.72663 2.67998 2.00365 3.90204 1.92164 1.72007 1.5295 1.4939 1.45632 3.5417 3.12117 1.1846 1.14435 0.979524 0.919818 0.809476 0.804832 0.770335
threshold=0 1 4.5000000000000009 1.0000000180025095e-35 2.5000000000000004 2 1.0000000180025095e-35 3 4 5 7.5000000000000009 6 7 1.0000000180025095e-35 8 9 10 11 12 13 14 8.5000000000000018 15 16 17 18 19 1.5000000000000002 20 21 1.0000000180025095e-35 22 5.5000000000000009 23 19.500000000000004 3.5000000000000004 16.500000000000004 2.5000000000000004 35.500000000000007
decision_type=9 1 2 2 2 1 2 9 9 9 2 1 9 2 1 9 1 1 1 1 1 2 1 9 1 9 1 2 1 1 2 1 2 1 2 2 2 2 2
left_child=1 -1 3 -3 5 15 7 13 14 37 18 12 -12 -7 19 16 33 -18 29 -6 -21 23 25 24 -17 -23 -11 -28 -25 30 -10 -31 -22 -2 -19 -16 -15 -8 -35
right_child=4 2 -4 -5 8 6 9 -9 10 26 11 -13 -14 36 35 21 17 34 -20 20 32 22 -24 28 -26 -27 27 -29 -30 31 -32 -33 -34 38 -36 -37 -38 -39 -40
leaf_value=0.0026995550793580026 0.00055798251805868075 0 0 -0.02782281897218853 0.0049932211474163109 0 0.016382559471342345 -0.010876429217986735 -0.011980696554273255 -0.0013302855604855855 0.019003509614170966 -0.021541072318061141 -0.0089994225495322235 0.049310456885881773 -0.0045181544109991851 -0.02045525754022625 0 0.012235956331690249 0.020124515332597195 0 -0.019201791092814516 0.018249085544958656 -0.0049480571311885137 0.0029980021510517298 -0.00098687186471510405 0 -0.031750051670510399 -0.010506674631872952 -0.0015881421424881544 0.0020440409435638083 0.0056794080027079297 0.015476259023823611 0 -0.022327936611871237 -0.0017880553936576932 0.0084126893940613175 0 0 0
leaf_weight=24.257495248202758 21.641939996246947 7.1671310085948781 9.7743695133976853 35.109835268653114 30.459406935638981 14.743114324315682 13.816581193445019 25.068209600685805 144.81074304259528 101.84913882802357 24.644403787737247 40.198934217303758 22.612978660850786 27.578580804605739 32.826993436763587 112.0488821051913 206.50397965845332 422.20616026075004 62.285467679728754 101.34345030036638 209.88347564221476 133.26741053891601 90.911492611776339 1016.1419698751706 467.51661184435216 80.709539102390409 131.11185954860412 179.9944120281798 2119.3681476602505 650.43140178381873 290.10468807800498 253.82862443648628 18.373841478081886 35.625363747618394 7.6646811793907537 111.97479488771933 0.67197579296771337 5.8795196460559955 0.17643955571111192
leaf_count=15237 8547 5541 5349 32873 18933 8442 7236 14709 76565 49137 10533 16949 10427 15194 19073 66654 112584 233266 26283 53505 138015 19802 23063 362734 261385 32107 73417 98414 654017 298075 118143 119127 8183 23639 3310 62935 343 2335 68
internal_value=0 -0.00973884 -0.0174487 -0.0239135 0 -0.000630085 -0.0099713 0.0182434 0.00176556 -0.0159534 0.0043179 -0.00904661 0.00418291 0.0336976 -0.00500787 0.000355713 0.00510346 0.00738282 0.00556375 -0.00932965 -0.0116097 -0.000432908 0.00632011 -0.00111456 -0.00631257 0.0120652 -0.0179054 -0.0217075 0 0.0042413 0 0.00644254 -0.0165803 -0.00973423 0.0109941 0.00349269 0.0475868 0.00719436 -0.0169249
internal_weight=0 76.3088 52.0513 42.277 7208.28 5214.5 500.713 68.0619 1993.78 432.652 1488.92 87.4563 47.2574 42.9937 504.862 4713.78 693.819 636.375 1401.46 360.06 329.601 4019.96 304.888 3715.08 579.565 213.977 412.955 311.106 3135.51 1339.18 434.915 904.26 228.257 57.4437 429.871 144.802 28.2506 19.6961 35.8018
internal_count=3106149 59000 43763 38414 3047149 2070403 269227 38688 976746 230539 676102 37909 20960 23979 300644 1801176 381414 349160 638193 218636 199703 1419762 74972 1344790 328039 51909 220968 171831 1016751 611910 194708 417202 146198 32254 236576 82008 15537 9571 23707
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=22020101 774 2 69458 2410240 49280 358 532568 2 11035904 4 133 1 4 624 992 98480 73 65752 641 585 609 2 209
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=40
num_cat=21
split_feature=5 0 6 0 2 0 4 3 0 0 2 3 0 2 2 4 2 0 0 3 3 3 3 0 3 3 4 0 3 4 0 2 4 4 4 4 2 2 3
split_gain=1.13717 2.14102 1.20928 5.05167 2.38388 1.60711 2.34045 1.48833 2.02892 1.41693 1.34529 1.23633 2.59813 2.10421 1.4335 1.21258 1.18854 3.07587 1.66316 0.814432 0.812924 0.851462 0.693117 1.07704 0.672813 0.605087 1.01019 0.614828 0.546625 0.540017 0.482127 0.463532 0.480272 0.366961 0.334623 0.319234 0.264194 0.240504 0.207037
threshold=0 1 2 3 4 5 4.5000000000000009 25.500000000000004 6 7 8 2.5000000000000004 9 10 11 1.5000000000000002 12 13 14 12.500000000000002 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 15 36.500000000000007 1.0000000180025095e-35 2.5000000000000004 16 9.5000000000000018 1.0000000180025095e-35 17 18 5.5000000000000009 4.5000000000000009 5.5000000000000009 4.5000000000000009 19 20 1.5000000000000002
decision_type=1 9 1 9 1 9 2 2 9 9 1 2 9 1 1 2 1 9 9 2 2 2 2 9 2 2 2 9 2 2 9 1 2 2 2 2 1 1 2
left_child=1 -1 7 19 25 6 24 9 29 10 38 16 14 -14 -13 -7 17 -11 -18 36 21 -12 23 37 -6 27 28 35 -27 -9 -24 -32 -33 -25 -10 -5 -4 -3 -2
right_child=2 22 3 4 5 15 -8 8 34 11 20 12 13 -15 -16 -17 18 -19 -20 -21 -22 -23 30 33 -26 26 -28 -29 -30 -31 31 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.020023633570811106 0 0 0 0.016091515503074798 0.043443943345415049 0 0 0.01476318122261578 -0.02500318230601041 1.0782625671236655e-05 -0.008695107449383439 -0.00054041892990524382 0.0058632445397040879 -0.0011196138392285426 0.019029253142751768 0.015308126693308062 0.010029600882731065 -0.0098920120630485373 0 0 -0.017739276015011917 0.00079428162055283783 0 -0.015079942754411754 0 -0.01777514137597791 0.0020169848063537089 -0.0016216601648501392 0 0 0 0.021041263779212723 0 0 0 0 -0.018795780326253123 0.0097664960176493294 0.0053226905290909565
leaf_weight=43.732964438997442 85.218273563834373 2.7110744617239106 3.703142259066226 19.059378992082205 37.599903590700706 81.172961758871679 4.9978476680698796 2.2370088335010205 37.828979712183354 897.05644505378586 124.39177038944763 19.296461568272207 599.96314829733456 1164.116835507346 104.35934874981467 41.010320743676857 132.62042253834807 400.36985137548618 3048.5876022304874 3.9250675950315772 73.24570580200816 111.81724875915097 2.5873789527104236 37.029329752622289 0.64763468445744266 31.862595843180316 14.076342313346684 3.7078280568239306 4.647010772896464 7.2197415350092342 2.1109240967780352 26.058184070294384 1.0964128599152889 3.9502992970665209 1.4914935905253504 0.99315109010785718 46.143592977663502 8.2815493075831892 52.539753486038535
leaf_count=23546 47366 1482 2510 7595 20261 26722 2370 1192 16334 411060 91627 8413 180285 376742 49734 17403 74371 205693 1318032 1700 40457 69091 1195 17016 269 9903 5849 2275 1534 3697 580 6943 404 1905 703 419 23998 5736 29290
internal_value=0 -0.00826152 4.49747e-05 0.00605165 0.0126562 0.0185008 0.0320944 -0.000193599 -0.0138639 0 -0.00523232 0.000360119 0.00251292 0.00116631 0.0147566 0.00511081 -0.000490628 -0.00302524 0.000476211 -0.0136811 -0.00876026 -0.00349278 0 -0.00373321 0.0420818 0 -0.00718228 0.00593527 -0.0145497 0.00512138 0.00967412 0.0123765 0.0159272 -0.0111922 -0.0207443 0.0114893 -0.0186562 0.00588956 0.00119298
internal_weight=0 127.558 7155.91 293.547 239.775 165.429 43.2454 6862.36 48.7772 6813.58 447.213 6366.37 1887.74 1764.08 123.656 122.183 4478.63 1297.43 3181.21 53.7718 309.455 236.209 83.8252 51.9723 38.2475 74.3463 50.5859 23.7604 36.5096 9.45675 31.8529 29.2655 27.1546 40.9796 39.3205 20.0525 49.8467 10.9926 137.758
internal_count=3105702 58807 3046895 122808 94600 67025 22900 2924087 21926 2902161 277831 2624330 615174 557027 58147 44125 2009156 616753 1392403 28208 201175 160718 35261 26139 20530 27575 17286 10289 11437 4889 9122 7927 7347 18921 17037 8014 26508 7218 76656
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=8 3415604 1 5312265 193 2359478 10494352 18104452 785 599552 610 545 90 4195139 8458248 573578 8429776 589834 515 2 610
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=40
num_cat=24
split_feature=5 0 6 0 2 4 0 3 3 0 2 4 2 0 0 3 5 2 2 3 2 2 0 2 0 0 4 0 0 3 2 3 3 3 0 4 3 4 3
split_gain=0.85461 2.09216 1.04874 4.60027 2.74095 2.48321 1.7494 1.25803 1.2452 2.56537 2.61633 2.41261 1.83654 7.01437 3.81543 1.51041 1.45249 4.17427 2.02312 1.33243 1.11598 1.02987 0.948032 0.756674 0.699626 0.678608 0.677506 0.698811 0.537272 0.466765 0.449083 0.411426 0.386217 0.490642 0.344969 0.328581 0.313383 0.286555 0.187966
threshold=0 1 2 3 4 1.0000000180025095e-35 5 30.500000000000004 1.0000000180025095e-35 6 7 5.5000000000000009 8 9 10 1.5000000000000002 11 12 13 7.5000000000000009 14 15 16 17 18 19 5.5000000000000009 20 21 12.500000000000002 22 39.500000000000007 12.500000000000002 1.0000000180025095e-35 23 3.5000000000000004 11.500000000000002 5.5000000000000009 4.5000000000000009
decision_type=1 9 1 9 1 2 9 2 2 9 1 2 1 9 9 2 1 1 1 2 1 1 9 1 9 9 2 9 9 2 1 2 2 2 9 2 2 2 2
left_child=1 36 7 4 25 6 -6 8 9 16 22 -12 13 19 21 -15 18 -18 -2 -10 -16 -14 -11 26 -7 -4 27 -3 -9 30 -5 -26 33 -27 -25 -36 -1 -30 -8
right_child=2 23 3 29 5 24 38 28 12 10 11 -13 14 15 20 -17 17 -19 -20 -21 -22 -23 -24 34 31 32 -28 -29 37 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.025102801581801632 -0.0026171325609577892 0 0.0036035941457519456 0 0.0171962334754849 0 -0.0058977222182462433 0 0.0099781049277421346 -0.0080958305096220113 -0.014991780237097675 0.0039718181070266647 -0.00014258330707125425 -0.010439552496203477 0.0019672130974396082 -0.0024411806534448185 0.0045153206571421859 -0.015792284851523029 0.005217856383063036 -0.0023510944613205566 0.0073922341245324253 -0.010339532495159414 0.00072109521484918634 0 0.034064311218035992 0 0 0.018522163191106038 -0.020672655007030791 0 -0.016225466623570339 0 0 -0.017026637032901155 -0.016041275249254694 0 0 0 0
leaf_weight=30.056773973265081 447.62853747270856 23.963636345710256 7.2890062957885675 5.185996242420515 18.012429699978384 11.016884934870175 60.094654643820832 3.7728460411744891 459.52750379480131 106.83461631391401 343.98610964999534 40.194977235863917 337.96206603123574 411.79085408058017 1029.4131427349494 883.67092931414663 162.45436836066074 146.00892794757965 820.90112935980142 49.719954735584906 943.96855830821005 160.56824208713078 485.83988096100802 32.454246154338762 72.045851745744585 7.9782869314367408 2.8207560091395854 19.048195486087934 26.646712376736112 4.6503931950428514 55.426792318619846 0.52124193246709083 2.554596916656009 28.898775913781719 9.3004834141465818 3.0727623864368061 4.9381921169697298 1.4193181693553913 21.214873376709875
leaf_count=17294 166868 7297 3711 3220 11764 7532 20509 1993 253502 41589 274055 19456 167855 186849 343394 292666 63892 63274 354475 18348 328702 76689 256749 13070 30062 3247 1299 10442 12322 1947 28700 179 882 9127 5358 1266 2389 734 3066
internal_value=0 -0.00720872 2.66913e-05 0.00561283 0.0124496 0.0177015 0.00250515 -0.000193179 -2.04889e-05 -0.0017977 -0.00574072 -0.0118532 0.000976266 -0.00132563 0.00276674 -0.00534836 0.000551957 -0.0049456 0.00222836 0.00800573 0.00480658 -0.00450796 -0.000805418 6.00853e-05 0.0292454 -0.00333279 0.00817616 0.0134813 -0.0144066 -0.0117154 -0.0150895 0.0304166 -0.00956082 -0.0134891 -0.0046439 -0.0102696 -0.0200282 -0.0163553 -0.00307992
internal_weight=0 125.655 7157.2 294.89 229.627 182.906 99.322 6862.31 6830.47 2553.85 976.856 384.181 4276.62 1804.71 2471.91 1295.46 1576.99 308.463 1268.53 509.247 1973.38 498.53 592.674 90.6601 83.584 46.7207 45.8326 43.0118 31.8389 65.2632 60.6128 72.5671 39.4317 36.8771 44.8275 12.3732 34.995 28.066 81.3095
internal_count=3105773 58415 3047358 123946 90079 73112 35339 2923412 2908363 1240358 591849 293511 1668005 751365 916640 479515 648509 127166 521343 271850 672096 244544 298338 38732 37773 16967 19038 17739 15049 33867 31920 30241 13256 12374 19694 6624 19683 13056 23575
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=8 3415580 1 10801398 192 2375732 29724224 928 284 98060 29723788 5 709 131 160 672 1581063 920 10502144 8388742 64 10494080 2 49345
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=40
num_cat=24
split_feature=0 2 3 4 4 1 4 0 1 2 0 2 0 5 5 3 0 2 0 0 2 5 3 0 3 2 3 2 3 0 2 4 3 4 0 5 3 3 3
split_gain=0.978359 1.41773 0.936527 0.876145 0.760957 4.51382 8.54765 5.97926 2.99329 5.33063 5.09832 4.4996 4.13688 3.61623 3.33807 2.79409 2.72978 2.47099 1.9648 1.69308 3.44387 3.84326 2.2439 1.94696 1.83904 2.74728 2.13279 1.61981 1.51499 1.50193 3.10275 1.4131 1.36322 1.21604 1.18891 1.21292 1.17577 1.07861 1.05555
threshold=0 1 4.5000000000000009 1.0000000180025095e-35 2.5000000000000004 2 1.0000000180025095e-35 3 4 5 6 7 8 9 10 15.500000000000002 11 12 13 14 15 16 1.0000000180025095e-35 17 8.5000000000000018 18 37.500000000000007 19 9.5000000000000018 20 21 3.5000000000000004 2.5000000000000004 1.5000000000000002 22 23 1.0000000180025095e-35 2.5000000000000004 5.5000000000000009
decision_type=9 1 2 2 2 1 2 9 1 1 9 1 9 1 1 2 9 1 9 9 1 1 2 9 2 1 2 1 2 9 1 2 2 2 9 1 2 2 2
left_child=1 -1 3 -3 5 19 7 17 10 18 -6 34 32 36 -14 -15 -8 -7 38 24 23 22 -22 -21 29 -26 -27 -18 -23 -2 -31 -20 -11 -29 37 -36 -13 -12 -10
right_child=4 2 -4 -5 8 6 16 -9 9 12 11 13 14 15 -16 -17 27 -19 31 20 21 28 -24 -25 25 26 -28 33 -30 30 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.002039633813988665 -0.00024065164594042822 0 0 -0.026732733576583886 0.0069094765642104391 0 0.0065284997657564792 -0.010181858503818385 -0.021335169272869346 -0.00043107339124886281 0.012510191487858539 0.020269436536272462 0 -0.014390900603876478 0.031425961540189964 0.013112509006236764 -0.00097729941140169531 0.042191666356300714 -0.0075592563832704894 -0.0093911410293171307 0.0013353853721836842 -0.016948394777072315 0.019102150782790924 0.0022546153049950606 -0.0077464211365732456 0.015088770666792062 -0.0080242859520237124 -0.03013825200199521 0.0053496555426637725 -0.018732999267292685 -0.0010234204675758638 0.0094858051821942076 0.014676326214072539 -0.010092309229058108 0.0022311803554590269 -0.013765606652487584 0 0 0
leaf_weight=24.672895081144816 2824.9996498059845 7.1046888729106277 9.7228164126718166 34.141571779931837 505.56003158343083 19.388760766283667 20.0691045725398 24.565375694422983 53.861665268763318 185.78561853861174 142.18333078850992 16.54374875852227 36.052238637850678 550.08697964093153 127.28904064914241 5.3292869610013431 101.3438479555698 25.385047370684333 45.704718905559275 160.69639741583524 151.51096068763582 45.829128105266136 262.80250173823151 412.27023501456279 52.858034973003669 214.49504023225745 10.19164345046738 127.39836309166276 6.0660869392740997 107.59949482906814 464.67656040010479 81.368246820085915 40.589672558271559 179.02760503412719 64.633026316842006 28.40733176957292 32.709261257812614 75.109706838440616 3.6504612848511888
leaf_count=15444 845232 5529 5320 33287 272974 10219 9677 14567 19435 101021 70868 8482 17213 256356 60184 1356 49139 14308 22360 98474 102100 26739 125559 213491 12945 43634 4441 73534 2450 65613 260262 34583 23332 98599 37397 16837 15103 15972 1980
internal_value=0 -0.0092182 -0.0164662 -0.0228123 2.44452e-05 -0.000569289 -0.00936749 0.0167197 0.00170919 0.00764706 -0.000593048 -0.00516207 0.0139432 -0.0101148 0.0248284 -0.0127385 -0.0150692 0.0308859 -0.00476647 0.000348775 0.00387169 0.00996289 0.0135051 -0.000921865 -0.000598587 0.00665693 0.0115859 -0.0169538 -0.00862113 -0.0013337 -0.00584945 0.00110219 0.0024138 -0.0206488 0.00368489 -0.00306834 0.00855982 0.00776995 -0.0159429
internal_weight=0 75.642 50.9691 41.2463 7206.04 5211.17 497.178 69.3392 1994.86 574.302 1420.56 915.003 389.717 604.669 163.341 555.416 427.839 44.7738 184.585 4714 1039.18 466.209 414.313 572.967 3674.82 277.545 224.687 407.77 51.8952 3397.28 572.276 127.073 226.375 306.426 310.333 93.0404 49.253 217.293 57.5121
internal_count=3106016 59580 44136 38816 3046436 2070983 270043 39094 975453 280108 695345 422371 201750 281297 77397 257712 230949 24527 78358 1800940 568813 256848 227659 311965 1232127 61020 48075 221272 29189 1171107 325875 56943 124353 172133 141074 54234 23585 86840 21415
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=22020101 774 2 69458 2 97 8992944 118 2632488 4 2 49280 184 342146 39160 389 3 8404994 15 641 6216 73 262722 1
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=40
num_cat=20
split_feature=5 0 6 0 3 2 2 0 4 3 4 0 2 3 2 0 4 5 2 3 5 0 5 2 3 3 2 3 0 3 3 2 4 4 4 4 4 3 3
split_gain=0.819425 1.81417 0.964866 3.97609 2.85282 3.0756 2.64301 2.41393 1.54618 1.11517 1.73519 0.966528 1.86101 0.855163 0.844119 3.30991 3.60678 1.08569 2.51497 1.43479 0.926801 0.763345 0.685285 0.64454 0.604042 0.566958 0.549414 0.492958 0.490578 0.469511 0.465406 0.402106 0.382953 0.550072 0.296675 0.286183 0.250036 0.247556 0.113431
threshold=0 1 2 3 4.5000000000000009 4 5 6 1.0000000180025095e-35 25.500000000000004 1.0000000180025095e-35 7 8 39.500000000000007 9 10 5.5000000000000009 11 12 8.5000000000000018 13 14 15 16 90.500000000000014 2.5000000000000004 17 3.5000000000000004 18 20.500000000000004 22.500000000000004 19 4.5000000000000009 2.5000000000000004 8.5000000000000018 8.5000000000000018 3.5000000000000004 74.500000000000014 13.500000000000002
decision_type=1 9 1 9 2 1 1 9 2 2 2 9 1 2 1 9 2 1 1 2 1 9 1 1 2 2 1 2 9 2 2 1 2 2 2 2 2 2 2
left_child=1 26 9 30 6 38 21 8 -8 11 28 12 22 34 15 16 -13 19 -19 -16 -17 -5 25 -3 -12 -2 -1 -23 37 -25 31 -4 33 -14 -7 -34 -28 -11 -6
right_child=2 23 3 4 5 13 7 -9 -10 10 24 14 32 -15 17 20 -18 18 -20 -21 -22 27 -24 29 -26 -27 36 -29 -30 -31 -32 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=0 0.013493674543348322 0 0 0.00089146252551135599 -0.0044322614632887952 0.043182974011314997 0.00011064740663064104 -0.0052990152123473244 0.030543970771071002 0.016409155626485535 -0.024382048549079608 -0.021589842829221547 -0.0061317656806211696 0 0.0012607068686314588 0.0044447987896354671 0.0099645449582542994 0.010282642835085336 -0.002989605637671114 0.009140321235867558 -0.001485272662575651 -0.017904315212494765 -0.0012966217569836669 -0.018490779823030903 0 0 0.018326259541616086 0 -0.0013732348986084785 0 0 -0.016953822428265188 -0.015485371038447738 0 0 0 0 0 0.0013652098210692239
leaf_weight=6.7738751695578685 69.521000200504204 12.967754872632213 15.131480487427323 4.5985286225331947 24.280717642366657 35.484866836894071 51.738197920436505 25.458872212067945 34.28663142491132 3.4976496967719868 28.130178312872886 123.00790583095659 312.79516299175157 0.84799331589601834 3209.2401280606064 316.41934670281626 13.646260077381156 116.39919116432429 1176.2593942532985 242.62748359446414 969.28036019246792 49.02053072473791 27.858482182280568 86.321881810799823 5.2674989567603907 23.035077244741842 9.7150832223851484 5.9903964624973005 9.5983737584901956 6.1981834857142521 1.4248072852496978 40.624106871138792 65.781163988940534 141.80822120491939 0.28392928029643272 7.5778033930546362 3.4370198762189821 0.76091052300762374 6.4675896466360419
leaf_count=4254 44738 4977 9007 2211 8149 10027 18627 15335 15033 1969 14160 106550 183073 322 1286671 135380 6088 50456 473629 60577 387544 19228 16403 39839 3061 10833 5291 1854 1888 2086 677 21015 40398 95127 113 3763 1936 510 2426
internal_value=0 -0.00707384 1.20197e-05 0.00536727 0.0113916 0.0259181 0.00173329 0.0107321 0.0180331 -0.0001975 -0.0121574 -1.7831e-05 -0.00361199 0.0354272 0.000332591 -0.00169818 -0.0145397 0.0010132 -0.00129661 0.00196904 0 -0.00981024 0.00528201 -0.0128967 -0.0212088 0.00931906 0.00677832 -0.013861 0.00240272 -0.0156433 -0.011569 -0.0149447 -0.00639782 -0.00390451 0.042563 -0.0139473 0.0128664 0.0106982 0
internal_weight=0 125.414 7158.15 295.639 238.458 67.3651 171.093 111.484 86.0248 6862.51 47.2546 6815.26 648.377 36.6168 6166.88 1422.35 136.654 4744.53 1292.66 3451.87 1285.7 59.6095 120.415 105.488 33.3977 92.5561 19.926 55.0109 13.8569 92.5201 57.1804 55.7556 527.962 454.603 35.7688 73.359 13.1521 4.25856 30.7483
internal_count=3105225 58383 3046842 124024 93325 21037 72288 48995 33660 2922818 21588 2901230 394335 10462 2506895 635562 112638 1871333 524085 1347248 522924 23293 71974 46902 17221 55571 11481 21082 4367 41925 30699 30022 322361 278200 10140 44161 7227 2479 10575
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=8 8962433 1 22620937 101 464 2359380 20201604 529 27 524568 1 512 6 8388736 1 768 582 10494384 262
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=40
num_cat=25
split_feature=0 1 2 6 0 2 4 2 2 5 0 0 4 3 4 3 3 3 3 0 2 3 5 4 0 5 4 2 0 3 5 3 2 3 2 0 0 2 5
split_gain=0.819267 1.57753 1.32558 0.948307 4.00893 2.87537 2.1288 1.04164 0.944446 3.25301 4.13758 2.50188 2.56975 2.7305 2.37673 1.9073 1.85189 1.90402 1.71655 1.65199 1.26233 0.772708 0.746492 0.732009 2.81597 2.95169 1.26472 1.01294 1.01281 1.65444 2.15204 1.4303 0.895529 0.686222 0.591981 1.45266 1.03432 0.545899 0.660919
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 8 9 10 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 3.5000000000000004 1.0000000180025095e-35 3.5000000000000004 17.500000000000004 11 12 1.5000000000000002 13 5.5000000000000009 14 15 7.5000000000000009 16 17 13.500000000000002 18 30.500000000000004 19 2.5000000000000004 20 21 22 23 24
decision_type=9 1 1 1 9 1 2 1 1 1 9 9 2 2 2 2 2 2 2 9 1 2 1 2 9 1 2 1 9 2 1 2 1 2 1 9 9 1 1
left_child=1 37 -3 8 7 -6 21 -5 23 11 16 12 -10 -14 20 -16 19 -18 -12 -11 -13 -7 -8 28 26 33 32 -28 29 30 -2 -31 -25 -26 36 -36 -30 -1 -39
right_child=3 2 -4 4 5 6 22 -9 9 10 18 14 13 -15 15 -17 17 -19 -20 -21 -22 -23 -24 24 25 -27 27 -29 34 31 -32 -33 -34 -35 35 -37 -38 38 -40
leaf_value=-0.0077365386786540126 0.0085859479996780487 0 -0.021606438053841659 0.0012895967684538158 0 -0.0038984675101098234 0 -0.013945770090769364 0 0.0026006120406310519 -0.025537905435564275 0.0064780497588223952 0.0034120841803152672 0.028132788279224455 -0.0022106944586093844 -0.017067019763327716 0.0092753331540214538 -0.0061434146214590143 0.00017227164274731665 -0.013696917397773199 -0.0015958588759582188 0.0097093239546124904 0.0322139096382291 0.017318509692382047 0.013196100101668808 -0.019362937362361058 0.0031421951537854184 -0.013340473944239229 0.01095212098705723 0.021352980885501131 -0.0037966232783435993 -0.0015749836291243534 0 -0.00067607596280331911 0.0054296228759576287 -0.00076093482108541201 0.0020714845631399667 0.0071302029400641502 -0.0035309158605598434
leaf_weight=23.942979781168106 110.9061745267245 20.477139706003072 40.355570835083199 20.201231504717725 106.82199025104637 29.236831016154611 13.599656909966143 72.632802927546436 244.7562925120219 42.833112629676179 127.06400580701302 271.4279473873903 183.61422784202296 59.684566736716079 375.46782187532517 122.57899234598153 162.78712229523808 88.964961403951747 3.9392837947234502 142.82525326982432 389.69936766263709 47.168419576977612 57.438204627847881 41.734911258274224 23.872420602216156 114.86654290677689 26.841396824194817 18.802615844353568 160.87986634580011 28.421048525371589 1092.3387076371655 5.553949882509186 52.14749531482812 5.2325893216184332 457.39025682398642 1368.0864405185712 993.02044158986973 108.31413295784296 24.251466282286856
leaf_count=21792 56653 13816 38038 11355 43542 13489 6052 36497 118358 32503 77539 84253 89015 26118 213173 38299 72020 31430 2098 72332 185855 10337 22493 17456 10482 62897 11970 7355 86132 9601 572005 3212 25350 2834 232831 328583 346424 59288 12008
internal_value=0 -0.00562841 -0.0163418 9.80532e-05 0.00500176 0.0114838 0.0191759 -0.008982 -0.000131891 -0.0018395 -0.00811397 0.000288872 0.00616625 0.0129966 -0.00205869 -0.00719715 -0.00195097 0.00268787 -0.0216676 -0.00922165 0.00149279 0.00205178 0.0304447 0.00065187 -0.00382027 -0.0125649 0.0045338 -0.00362786 0.00104959 -0.00118376 -0.0021921 0.0139346 0.0112071 0.00560142 0.0020763 0.000712515 0.00388638 0 0.00307502
internal_weight=0 217.341 60.8327 7062.84 347.099 254.265 147.443 92.834 6715.74 2215.64 568.414 1647.23 488.055 243.299 1159.17 498.047 437.41 251.752 131.003 185.658 661.127 76.4053 71.0379 4500.09 283.498 143.972 139.526 45.644 4216.6 1237.22 1203.24 33.975 93.8824 29.105 2979.38 1825.48 1153.9 156.509 132.566
internal_count=3105485 144942 51854 2960543 143765 95913 52371 47852 2816778 1042993 287922 755071 233491 115133 521580 251472 208285 103450 79637 104835 270108 23826 28545 1773785 138344 76213 62131 19325 1635441 641471 628658 12813 42806 13316 993970 561414 432556 93088 71296
cat_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=22020613 2 780 1 109864 197 262 961 1 292960 8400274 28704 34 4 534640 2 321 10416 12 640 577 2168072 9207810 15 5
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=40
num_cat=17
split_feature=0 2 3 6 3 0 2 2 4 0 3 5 4 2 5 0 4 4 4 0 5 5 3 3 4 0 0 4 4 3 3 3 3 0 3 3 4 3 3
split_gain=0.707096 1.56629 0.925297 0.918395 3.48265 3.08929 2.57656 1.99354 3.14643 1.90674 0.921136 0.878798 0.87251 0.83925 3.26006 2.75382 3.56436 1.82386 0.719495 2.22958 1.78883 1.00444 2.93536 1.5736 0.9625 0.606521 0.596725 0.591587 0.554043 0.522785 0.520324 0.741732 0.515646 0.498043 0.403192 0.384926 0.372462 0.362131 0.3531
threshold=0 1 3.5000000000000004 2 4.5000000000000009 3 4 5 1.0000000180025095e-35 6 30.500000000000004 7 2.5000000000000004 8 9 10 1.5000000000000002 1.0000000180025095e-35 5.5000000000000009 11 12 13 5.5000000000000009 14.500000000000002 7.5000000000000009 14 15 4.5000000000000009 13.500000000000002 29.500000000000004 7.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 16 2.5000000000000004 7.5000000000000009 1.5000000000000002 21.500000000000004 53.500000000000007
decision_type=9 1 2 1 2 9 1 1 2 9 2 1 2 1 1 9 2 2 2 9 1 1 2 2 2 9 9 2 2 2 2 2 2 9 2 2 2 2 2
left_child=1 12 28 10 5 7 26 32 11 -8 13 -9 30 18 15 16 -15 -17 21 24 -21 22 -2 -23 -20 35 37 38 -3 -27 31 -1 -5 -12 -14 -16 -4 -6 -28
right_child=3 2 36 4 6 -7 9 8 -10 -11 33 -13 34 14 25 17 -18 -19 19 20 -22 23 -24 -25 -26 29 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0099789827337470258 -0.019454207927338159 -0.0048046659327998986 0 0.011152185632783227 -0.0158672875286349 0 0.0072347764193034202 0.023420783856601457 0.032256210485678158 0 -0.0076279007003276101 -0.010226018536687288 -0.00079316834315998504 -0.0065590921347698341 0.00060548861866945817 0.015618951086491924 -0.0058175779459131455 0.010383594036667859 0.0024782777007804715 -0.016146910212272846 0.00015885937033085183 -0.011068476208841186 0.013151605094963395 -0.0025232852194191366 -0.027399845031162967 -0.016823687961256471 0 0 0 0 0.015853778930416878 -0.014086013530872799 -0.014641014135323939 0 0.000846323653404368 0.0083957359379277455 0 0
leaf_weight=26.111495961165929 324.72500222444069 74.263383337325649 13.057313127341333 10.342448226205304 12.270935785170876 63.365928264574904 14.452272913360501 18.698567306695622 67.127347386340261 51.998303810978541 3.7347160733188502 58.335217221814673 31.248214388899214 237.92079291660775 122.82287889392319 840.71076621860993 195.60572879121901 751.26991650728451 83.950730165583082 32.182768420520006 122.02563860436203 3767.8473026811698 42.849072301993147 67.575246902633808 42.741725515516009 42.980061974230921 22.70277001179057 1.6775867270189326 0.57368943930487049 0.025386064604389413 6.526616162096615 45.912423315516207 23.426870771043468 26.70024856826058 9.8312784262525366 9.6250198082998377 8.7390429112128896 2.0203912822180419 0.94616078655235369
leaf_count=14838 132969 60532 7114 4028 6580 35051 6934 7226 31291 14197 1835 23770 22338 116734 64016 351211 86294 390350 37272 15557 66077 1457072 16809 20328 17675 26830 5554 521 262 15 3077 27060 7276 12505 5091 3422 4236 965 335
internal_value=0 -0.00523175 -0.0129352 0.000100308 0.004924 -0.00103199 0.0179183 0.00486467 0.0105852 0.0255429 -0.000125375 -0.000237498 0.000793556 0 -0.0015965 -0.000196889 0.00635913 -0.00227815 0.00076978 -0.00365922 -0.0110053 0.00116231 0.00597061 0.000564221 0.00419737 -0.0133255 0 -0.00842109 -0.0179874 -0.0229164 0.00771404 0.0106917 -0.0079873 -0.0124166 -0.00577786 -0.00387853 0 0.00495812 -0.014568
internal_weight=0 216.263 96.6334 7062.66 347.365 241.296 106.068 177.93 144.161 66.4506 6715.29 77.0338 119.63 6684.86 2200.96 2025.51 433.527 1591.98 4483.9 280.901 154.208 4203 367.574 3835.42 126.692 175.453 39.6178 25.3265 74.8371 43.0054 78.5505 72.0239 33.7693 30.435 41.0795 132.448 21.7964 14.2913 23.6489
internal_count=3105247 144548 72144 2960699 143728 108642 35086 73591 62287 21131 2816971 30996 72404 2802631 1038872 944589 203028 741561 1763759 136581 81634 1627178 149778 1477400 54947 94283 13955 6410 60794 26845 44975 41898 11304 14340 27429 67438 11350 7545 5889
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=22020613 840 1 2941136 97 448 75808 2 961 3 8399890 532592 2 12 88304 10748090 10494080
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=40
num_cat=27
split_feature=5 0 3 0 3 0 2 4 6 2 0 4 5 5 0 0 5 2 2 4 0 2 2 2 0 4 2 2 0 2 3 3 4 0 0 2 4 3 4
split_gain=0.665088 1.70161 0.664598 2.01858 0.691335 2.79427 2.4995 1.90897 1.54153 1.91377 1.46777 1.21546 1.16491 0.956641 1.27859 1.07591 0.861772 2.43862 1.70799 0.654653 0.604679 2.87642 1.26466 0.530364 0.773957 0.867907 0.507379 0.482877 0.406308 0.393298 0.375368 0.372464 0.328664 0.300629 0.289881 0.279779 0.266705 0.25903 0.212534
threshold=0 1 25.500000000000004 2 1.0000000180025095e-35 3 4 5.5000000000000009 5 6 7 9.5000000000000018 8 9 10 11 12 13 14 2.5000000000000004 15 16 17 18 19 5.5000000000000009 20 21 22 23 15.500000000000002 9.5000000000000018 3.5000000000000004 24 25 26 4.5000000000000009 2.5000000000000004 5.5000000000000009
decision_type=1 9 2 9 2 9 1 2 1 1 9 2 1 1 9 9 1 1 1 2 9 1 1 1 9 2 1 1 9 1 2 2 2 9 9 1 2 2 2
left_child=1 31 4 26 5 8 7 -7 16 36 12 20 30 15 -15 -8 18 -18 -2 35 21 -12 -22 24 37 -26 -4 -13 -25 -21 -6 -1 -30 -9 -11 -14 -10 -3 -5
right_child=2 23 3 38 10 6 13 33 9 34 11 27 19 14 -16 -17 17 -19 -20 29 22 -23 -24 28 25 -27 -28 -29 32 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.024014506157204046 -0.0038549191516397945 -0.007634356046511798 0.013692968898517505 -0.020664188036170841 0.023543921561754163 -0.020444989619615214 0.015398595710740596 0.0076897660443771849 0.025022251609223875 0 0.0032131151007591709 0 0.00067680817783501591 0 -0.010604540807970825 -0.00091269494082588999 0.0033968993305113675 -0.011265168257154361 0.0035382388172871026 0 0.0084134861155034414 -0.0037101192040558846 0.00076410827484309695 0 0.021779396208364804 0 0 -0.015676218429001514 -0.016027592482123775 0.011453376896911853 0 0 0 -0.00091872795070242958 -0.0075189349654675502 -0.0054649602278581746 0 0.0012737470430353272 0
leaf_weight=25.252971339985383 369.95962450728985 13.263900726364229 4.852253703866154 39.154893171100412 38.770025858873851 145.94105725488043 23.24970699698315 11.069810953136765 39.519304656416352 4.0588177809549961 1097.3032708855899 6.0453484710305929 30.485110110719688 421.42493279482733 152.34826254760992 32.641535355483938 162.78422630437126 181.49896244703996 1057.5769520646281 18.528301780315815 236.54630169911252 1211.3835231436096 1709.0572690316621 33.842951071979769 19.256607277871812 2.0462776558706528 5.4684427316533384 23.989056610793345 9.2941818025428784 38.02021507997415 0.73520774219650675 5.8350367551320224 3.070930199493886 6.4231115647126016 18.356079910096017 67.822859555031755 2.2652571021462782 12.364461270044556 1.6341689358814608
leaf_count=14450 141815 5721 2487 17047 20091 127505 15651 5214 15952 2378 272732 1990 14955 217954 101429 18194 66938 75890 486705 9573 112151 332589 906188 14551 10666 1000 2797 10214 5402 18656 298 2904 1284 3550 10095 35515 865 2431 762
internal_value=0 -0.00640095 0 -0.00895163 0.00014327 -0.00108524 -0.00594203 -0.0159612 0.000940567 0.0134585 0.000933399 0.000431489 0.00871517 -0.00209545 -0.00376508 0.00633694 0.000109191 -0.00391999 0.00136496 0.00101085 0.000694325 -0.000293141 0.00199596 0 0.00680605 0.014159 0.00728825 -0.0134721 -0.00384844 0.00853295 0.0194393 -0.0184434 -0.0102554 0.00105415 -0.00232081 -0.00188252 0.0209408 0 -0.0172401
internal_weight=0 124.227 7158.91 51.1098 7107.8 2629.12 793.098 163.434 1836.02 64.1995 4478.69 4284.32 194.362 629.664 573.773 55.8912 1771.82 344.283 1427.54 154.856 4254.29 2308.69 1945.6 93.1393 46.9312 21.3029 10.3207 30.0344 46.2081 56.5485 39.5052 31.088 12.3651 17.4929 22.4149 98.308 41.7846 25.6284 40.7891
internal_count=3106589 58409 3048180 23093 3025087 1290135 489497 136269 800638 29290 1734952 1635864 99088 353228 319383 33845 771348 142828 628520 78699 1623660 605321 1018339 41055 19818 11666 5284 12204 21237 28229 20389 17354 6686 8764 12473 50470 16817 8152 17809
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=8 3415572 10498448 15043792 51 1 227 602121 2 4 16786216 29194 5 197 129 32538816 707 40 920 72 156 37 49352 137 802 2359440 322
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=40
num_cat=28
split_feature=5 0 3 0 3 0 2 5 0 4 0 4 6 2 5 5 1 2 4 0 2 4 0 2 2 4 0 2 0 4 0 2 3 2 0 4 2 3 6
split_gain=0.637615 1.70471 0.638494 1.77777 0.639909 2.368 1.5314 2.04339 1.39093 1.121 1.65936 1.0609 1.02708 1.93779 0.891922 0.810041 2.55578 1.40827 0.707956 0.653488 0.591577 0.565881 0.529133 2.36685 1.28705 0.508482 0.473079 0.434556 0.711728 0.729846 0.379527 0.378197 0.352499 0.351475 0.328006 0.31131 0.309754 0.281646 0.226175
threshold=0 1 25.500000000000004 2 1.0000000180025095e-35 3 4 5 6 5.5000000000000009 7 9.5000000000000018 8 9 10 11 12 13 1.0000000180025095e-35 14 15 1.0000000180025095e-35 16 17 18 2.5000000000000004 19 20 21 5.5000000000000009 22 23 15.500000000000002 24 25 3.5000000000000004 26 11.500000000000002 27
decision_type=1 9 2 9 2 9 1 1 9 2 9 2 1 1 1 1 1 1 2 9 1 2 9 1 1 2 9 1 9 2 9 1 2 1 9 2 1 2 1
left_child=1 37 4 21 5 12 7 18 14 10 -8 22 15 26 32 17 -17 -2 -7 -9 -11 -4 24 -24 -10 36 -14 28 -3 -30 -29 -13 -6 -27 -15 -32 -16 -1 -5
right_child=2 27 3 38 8 6 9 19 11 20 -12 31 13 34 25 16 -18 -19 -20 -21 -22 -23 23 -25 -26 33 -28 30 29 -31 35 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.023352341655056216 -0.0026167313429290399 0 0.015767836693080278 -0.02029346316815947 0.021988745233062695 0 -0.018738059040259537 0 0.0061570646218469267 0.0087673404815332475 -0.0028237878551727398 0 0 0 0.0019012086728239551 0 -0.019691318635238927 0.0035625366328164453 0.015626619770076001 -0.0085451327579895726 -0.0039435532179662811 0 0.0029257462862121424 -0.0032455016613408142 0.00010109763655183916 0 0.021980064273172003 0 0.020682766453537185 0 -0.015234548914489183 -0.014455422356561299 0 0.010563501459333191 -0.0085064242992749211 0 -0.0052699222211489644 0 0
leaf_weight=26.079236323465015 493.82424510239071 27.48581447575998 2.8200576750095916 36.344283108279342 39.645345448559965 24.013749904239376 151.91574766105623 74.327871096123999 492.60729703334073 21.590512636830681 226.44829751089128 6.343345410656184 2.8625629573652986 4.2743672111246269 29.638752475861111 300.20222414547607 50.907381635632191 975.50325836719276 59.907450994403916 145.76394429800712 35.975456268177368 7.9735460535302991 1143.1359754555015 1252.923028907564 1365.511462329232 18.513591496186564 40.265008902009868 33.641867630132765 18.04661457803741 1.8069301164941851 8.9267963744932768 23.07776250742609 0.74568793480284412 38.647203894724953 18.98624364548596 3.0541286634688722 67.601679039391456 4.911462908552493 3.7783218784607007
leaf_count=14754 195466 9593 1464 15834 20611 12073 95620 37831 250637 8077 152817 2073 1820 2412 14770 122229 25879 458800 36695 94935 18862 4072 296010 358561 717848 9568 15751 14526 9605 899 5276 9994 313 18775 10899 1290 34960 2389 1371
internal_value=0 -0.00624392 3.90647e-05 -0.00872775 0.00018042 -0.00099799 -0.00568284 0 0.000940193 -0.00926218 -0.0113833 0.000448572 0.000768549 0.0108778 0.00851523 7.15322e-05 -0.00380591 0.00127268 0.0105048 -0.00509782 0 0.00628854 0.000697161 -0.000178414 0.00196057 0.00124757 0.0189817 0 0.00630662 0.0135814 -0.00319084 -0.0125766 0.0181212 0.00776937 -0.00362642 -0.00959173 -0.00105827 -0.0183308 -0.0165451
internal_weight=0 123.953 7156.08 50.9162 7105.16 2626.77 739.943 304.013 4478.39 435.93 378.364 4283.6 1886.83 66.3882 194.792 1820.44 351.11 1469.33 83.9212 220.092 57.566 10.7936 4254.18 2396.06 1858.12 154.401 43.1276 92.9622 47.3394 19.8535 45.6228 29.4211 40.391 57.1608 23.2606 11.9809 97.2404 30.9907 40.1226
internal_count=3105359 58332 3047027 22741 3024286 1290166 456910 181534 1734120 275376 248437 1635123 833256 30882 98997 802374 148108 654266 48768 132766 26939 5536 1623056 654571 968485 78073 17571 41189 20097 10504 21092 12067 20924 28343 13311 6566 49730 17143 17205
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=8 3415572 10498448 15044304 776 6 602121 536612 1 227 2 5 2 131 40 82 281910 707 568 4555264 920 4276296 49352 37 137 2359440 322 1
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=40
num_cat=25
split_feature=5 0 3 0 3 0 0 3 2 1 4 4 2 4 2 1 4 1 2 4 0 0 0 3 0 2 0 5 0 4 1 0 2 0 4 0 4 3 4
split_gain=0.683647 1.54447 0.553104 0.633037 0.562527 2.02246 1.69361 2.34824 3.09554 1.99798 5.30853 6.61384 3.24795 2.57872 1.59599 2.8291 1.18507 1.87017 1.0311 1.00619 0.96309 0.936291 0.89279 0.818927 0.73618 0.650046 1.69962 0.826013 0.544923 1.10239 1.05626 0.435425 0.393957 0.705713 0.696455 0.399079 0.363069 0.311476 0.286337
threshold=0 1 40.500000000000007 2 1.5000000000000002 3 4 3.5000000000000004 5 6 1.0000000180025095e-35 1.5000000000000002 7 5.5000000000000009 8 9 1.0000000180025095e-35 10 11 6.5000000000000009 12 13 14 8.5000000000000018 15 16 17 18 19 1.5000000000000002 20 21 22 23 5.5000000000000009 24 10.500000000000002 9.5000000000000018 3.5000000000000004
decision_type=1 9 2 9 2 9 9 2 1 1 2 2 1 2 1 1 2 1 1 2 9 9 9 2 9 1 9 1 9 2 1 9 1 9 2 9 2 2 2
left_child=1 37 4 -4 5 16 7 8 31 12 22 -12 23 -14 20 -16 24 18 -18 -19 -9 -10 -11 -8 -2 26 27 -7 29 -27 -30 -6 33 -3 -35 -34 -28 -1 -37
right_child=2 32 3 -5 6 25 9 14 21 10 11 -13 13 -15 15 -17 17 19 -20 -21 -22 -23 -24 -25 -26 28 36 -29 30 -31 -32 -33 35 34 -36 38 -38 -39 -40
leaf_value=-0.023273334693946667 0 0 1.39884266608746e-05 -0.014190846168408889 0 0.006009632234884584 -0.010830370297370162 0.0054122378990019947 0.00057610795832927181 0.036955064742894464 -0.019098073495531734 0.011092709229757275 0.0017341269179182318 -0.014102531046262731 0.019696039332659811 -0.0019720894385898829 -0.0023166008634461026 -0.015113065692308907 0.0087606097950261551 0.00081669952297230603 -0.0091175083709015402 -0.015493736711979515 0 0 -0.014397799303043782 -0.00055695169939505465 -0.014628476513857623 -0.0023665594009946106 0.0011011478476547426 0.0072886074216983038 -0.0043153045704100506 0.0083700040433003272 0 0.020013404462166449 0 -0.015407537331236041 0 0 0
leaf_weight=24.720624185050841 7.1246306616958464 27.698501990365912 2.9915644520224305 18.232519174867779 60.14139388629701 126.71821031116997 345.77418409474194 85.984029683691915 9.7091262622852792 17.667150635825237 76.271340426173992 193.06250103701313 1602.7564633834263 77.964412821209407 205.27772873190406 42.399748317402555 100.16965884132514 90.138779892979073 110.73022926856356 6.6963632841507197 31.461730193579569 97.192598267225549 2.5787009571213302 45.802668323914986 155.00109738035098 228.30999779196281 95.300325034622801 359.77653921658202 2082.2307804873053 322.11955293542269 400.2932555912339 155.45807753883128 33.693174116786395 18.314929967280481 1.7898351885960426 9.0064805699512345 1.8378656843560737 5.9422750638332209 3.1834583867166648
leaf_count=13989 4890 9011 1658 8691 35589 60939 110510 38565 4157 8656 41347 93487 461066 31355 95312 19075 63386 74786 58069 1837 16876 38803 1406 10434 97276 134535 71700 181264 814190 180573 191470 94408 14456 10282 877 5325 812 2922 1329
internal_value=0 -0.0064703 2.37271e-05 -0.0102641 0.000139065 -0.000578066 0.00119374 0.00541358 0 0 0.00725293 0.000483706 -0.00122762 0.000586287 0.0106842 0.0145693 -0.00649241 -0.00145062 0.00288822 -0.0117136 0 -0.0122326 0.0372787 -0.00901269 -0.013118 0.000172469 -0.00266339 0 0.000843367 0.003595 6.7009e-05 0.0059252 0 0.00574397 0.0131075 -0.00348431 -0.0125187 -0.0179512 -0.00995377
internal_weight=0 124.349 7157.17 21.2241 7135.95 4086.45 3049.5 687.624 322.501 2361.88 289.58 269.334 2072.3 1680.72 365.123 247.677 469.861 307.735 210.9 96.8351 117.446 106.902 20.2459 391.577 162.126 3616.59 583.633 486.495 3032.95 550.43 2482.52 215.599 93.6864 47.8033 20.1048 45.8831 97.1382 30.6629 12.1899
internal_count=3105313 58191 3047122 10349 3036773 1935727 1101046 342785 172957 758261 144896 134834 613365 492421 169828 114387 300244 198078 121455 76623 55441 42960 10062 120944 102166 1635483 314715 242203 1320768 315108 1005660 129997 41280 20170 11159 21110 72512 16911 6654
cat_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=8 3415572 10485890 26743333 12138021 901 2 519 641 2 2 298 2622501 1642497 264530 4100 9 386128 6 4276378 2 2622469 920 4268104 49352
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=40
num_cat=24
split_feature=5 0 2 4 0 3 3 1 0 0 0 4 3 2 1 3 3 3 5 2 2 0 0 0 0 2 2 2 3 3 2 3 2 4 3 0 3 2 4
split_gain=0.542992 1.31858 0.834941 0.561758 4.70639 3.47079 2.82257 2.54005 4.63696 3.82237 2.49656 2.425 2.31654 1.78092 2.64761 1.57556 1.6834 1.50703 1.25116 3.84387 2.14741 2.81197 1.76698 1.6611 1.44432 1.22463 0.989353 0.793699 0.898685 0.902613 0.668762 0.6272 0.862781 0.697519 0.581317 0.868269 0.57976 0.591485 0.543806
threshold=0 1 2 1.0000000180025095e-35 3 3.5000000000000004 21.500000000000004 4 5 6 7 3.5000000000000004 9.5000000000000018 8 9 1.0000000180025095e-35 8.5000000000000018 9.5000000000000018 10 11 12 13 14 15 16 17 18 19 9.5000000000000018 15.500000000000002 20 5.5000000000000009 21 4.5000000000000009 67.500000000000014 22 6.5000000000000009 23 1.5000000000000002
decision_type=1 9 1 2 9 2 2 1 9 9 9 2 2 1 1 2 2 2 1 1 1 9 9 9 9 1 1 1 2 2 1 2 1 2 2 9 2 1 2
left_child=1 -1 38 4 5 -2 10 9 15 -6 13 34 26 31 17 -9 -17 -15 20 24 21 -12 -21 -22 -20 -14 -11 -7 -29 -30 -13 32 -5 -33 35 -8 37 -10 -3
right_child=3 2 -4 6 7 27 11 8 36 12 18 30 25 14 -16 16 -18 -19 19 22 23 -23 -24 -25 -26 -27 -28 28 29 -31 -32 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.015828718926121765 -0.013842964284569027 0 -0.0053863728401354373 0.0011247257309302909 0.017473461731941958 -0.0026999068857971827 0 0 0 0.0025414227572694709 0 0.012515621077155384 0.018818852200724535 0.018848924915937783 -6.5362740104139041e-05 0.050318898594555628 0 -0.0010497881944034268 -0.0030668134469522823 0 -0.0086234573674385251 -0.013285708830513996 -0.012566561250373733 0.0018049576362228097 0.015018593777552471 0 -0.0015349043293157389 0.015091208856393055 -0.012340870365716787 0.0079035932160000169 -0.0026344130545290791 0.012881521260035542 -0.0075951066082003763 0 0 -0.031306058995218954 0.00063537910514524162 -0.015225495781674162 0.016186902842107741
leaf_weight=36.003379544505151 304.04353769118461 27.348696307788487 43.381302678717475 300.84661769964441 112.317019060647 33.933661361865234 8.2757047964842059 12.288265224553468 6.5795142921124352 952.41977136838977 307.67546425938053 3.5392632456496358 65.755123737792019 188.60098563164502 105.01235996493779 19.213121840322859 1.4048715117969539 9.3932822225615364 21.878106535499683 137.71648670013383 119.72738373335596 236.52950008337939 380.10810116682114 1944.231495024891 74.616869495206629 67.911504532530671 1438.67443689418 55.920311069494346 13.309040419000668 8.905375652597284 4.1519329205038948 46.961506520834519 110.35511930915527 10.752479827264322 5.7860167907347195 29.830592972895829 1.796011893369722 18.969433038844734 16.454641981894383
leaf_count=19860 178872 10590 19663 166229 62089 16485 2748 6844 3831 318652 129586 1568 7163 103791 48771 10640 621 4558 15778 70499 84749 155132 170766 846115 39523 11285 448630 25630 5678 4269 1676 18727 51862 4295 3018 15484 1040 11587 7854
internal_value=0 -0.00580431 0 0 0.00103735 -0.00823066 -0.000740485 0.0026723 0.0196095 0.00196664 -0.000285837 -0.0192181 0.000890402 0.00458736 0.010117 0.0330003 0.0461427 0.0165751 -0.00158619 -0.00555101 -0.000469296 -0.00590003 -0.00925694 0.000904985 0.00902316 0.0124102 0 0.00401249 0.0090546 0 0.00341211 0 -0.00103944 0.00812838 -0.0270189 -0.0296209 -0.0049914 -0.0118157 0.00841214
internal_weight=0 123.188 87.1846 7159.43 3113.44 416.112 4045.99 2697.33 60.2512 2637.08 3994.41 51.5835 2524.76 771.922 303.007 32.9063 20.618 197.994 3222.48 614.32 2608.16 544.205 517.825 2063.96 96.495 133.667 2391.09 112.068 78.1347 22.2144 7.6912 468.916 411.202 57.714 43.8923 38.1063 27.345 25.5489 43.8033
internal_count=3106158 57967 38107 3048191 1113316 230934 1934875 882382 34563 847819 1910381 24494 785730 398233 157120 18105 11261 108349 1512148 296566 1215582 284718 241265 930864 55301 18448 767282 52062 35577 9947 3244 241113 218091 23022 21250 18232 16458 15418 18444
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=8 1318452 312 20480672 2 66898 12914700 3711136 424 2 5 517 519 69712 264449 4542469 4262425 960 618 593 400 384 80 260
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=40
num_cat=24
split_feature=5 0 3 0 3 0 3 0 0 2 6 2 2 1 4 0 4 4 4 1 4 5 4 0 3 2 2 4 4 0 2 2 5 2 4 2 3 2 4
split_gain=0.468935 1.42034 0.959306 0.640286 0.491448 0.604226 0.505323 1.82338 1.3882 1.16744 1.00102 1.61911 1.0991 0.944554 1.32048 1.25386 0.911851 0.666341 0.621128 6.46848 2.64007 0.549135 0.667361 0.47241 0.471947 0.439352 0.438111 0.400915 0.391839 0.353843 0.311637 0.231063 0.222644 0.218036 0.169758 0.141596 0.125105 0.0656844 0.048372
threshold=0 1 2.5000000000000004 2 40.500000000000007 3 1.0000000180025095e-35 4 5 6 7 8 9 10 4.5000000000000009 11 9.5000000000000018 4.5000000000000009 1.0000000180025095e-35 12 1.5000000000000002 13 2.5000000000000004 14 15.500000000000002 15 16 1.0000000180025095e-35 5.5000000000000009 17 18 19 20 21 3.5000000000000004 22 64.500000000000014 23 4.5000000000000009
decision_type=1 9 2 9 2 9 2 9 9 1 1 1 1 1 2 9 2 2 2 1 2 1 2 9 2 1 1 2 2 9 1 1 1 1 2 1 2 1 2
left_child=1 2 3 34 6 36 7 10 21 23 12 38 29 15 -15 -11 18 -14 19 -10 -20 24 31 33 35 -18 -4 -5 -28 -2 -24 -23 -25 -9 -1 -8 -6 -3 -12
right_child=4 37 26 27 5 -7 8 9 16 13 11 -13 17 14 -16 -17 25 -19 20 -21 -22 22 30 32 -26 -27 28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0082787629858076441 -0.00019328575703772904 0 0 -0.01567633472585871 0 -0.013685379415624838 0 0 0.00057408945533052823 0.0017709940693535825 0.021841161516292062 -0.0027146936934180545 -0.0026301375109236444 -0.019397454166362519 0 -0.0081476705261686305 0 0.0060295298881367539 -0.0052883252837357519 0.031032273277514361 0.0016524189475198633 0.00026711162640455968 0 0.0054038888341363667 0 -0.014179408390878091 0.018100464358204171 0 0 0.0046396441110684123 0.011358608885399787 -0.0052113179517685494 0 -0.0097286122683132373 0 0.021381169177323717 0.006349720326368543 -0.01717160825068478 0
leaf_weight=4.1691853097436251 59.137701653147815 7.5959095258731395 2.2069623614661396 19.747667171817739 1.9896383193554359 17.89206528430805 12.106473103704046 25.359746261747205 1759.0666847648536 172.15782969487191 37.225313009432284 18.559218353082542 870.86584718408267 101.47822316515521 46.897783189124311 200.53118503709993 6.0443979199044406 52.910608167177998 755.15742533112643 43.99478548199113 1727.888229121083 46.709889927849872 18.100561058774474 42.505148101023224 1.0925066075869825 22.876466527115557 27.447561445806066 22.898029717784084 1.0576344131841313 528.58703827247518 38.982642238566768 51.730182147533924 430.07633552202606 36.413683777689585 1.31581639702199 28.352873130395892 1.0287348501879021 36.031790940105566 1.9027772948611517
leaf_count=2456 51865 3525 646 9472 1077 8529 5885 10971 503261 81619 14566 11163 387236 75349 25754 132757 2000 24815 318784 22698 790599 24392 9494 25875 475 9935 7435 12159 402 203176 18850 25485 223473 22239 707 15218 577 20636 779
internal_value=0 -0.00538769 0.00076134 -0.00411322 1.63619e-05 -0.00971028 0.000127272 -0.000918068 0.000803424 -0.00411274 0.00109873 0.0116171 0.000291528 -0.00735643 -0.0142586 -0.00318866 0.000316595 -0.00162848 0.000550475 0.00197664 -0.000376993 0.0083115 0.00168772 -0.000135347 0.0164369 -0.0118316 0.011725 -0.00934804 0.0136304 0.0036941 0.0090128 -0.00120581 0.000591449 -0.00669038 0.00332431 0.0205765 0 -0.0151364 0.018674
internal_weight=0 122.471 78.8429 48.1307 7157.62 20.9104 7136.71 2624.61 4512.1 1055.42 1569.19 57.6873 1511.5 521.065 148.376 372.689 4315.03 923.776 4286.11 1803.06 2483.05 197.075 155.523 534.355 41.5519 28.9209 30.7122 42.6457 28.5052 587.725 57.0832 98.4401 472.581 61.7734 5.485 40.4593 3.01837 43.6277 39.1281
internal_count=3106334 57438 33277 24794 3048896 10183 3038713 1291637 1747076 598037 693600 26508 667092 315479 101103 214376 1647277 412051 1635342 525959 1109383 99799 78221 282558 21578 11935 8483 21631 7837 255041 28344 49877 249348 33210 3163 21103 1654 24161 15345
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=8 13165001 557192 10485890 14779472 602121 836 1 227 788 2 277128 2 2 536709 37 515 16 137 326 4 516 112 640
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=40
num_cat=23
split_feature=5 2 0 0 1 3 0 2 0 2 4 0 4 4 0 2 0 3 4 0 1 2 0 3 0 2 0 3 0 4 4 4 3 4 2 0 4 3 4
split_gain=0.466469 5.48445 3.61708 3.08958 2.26333 2.36107 2.38614 2.209 2.42374 1.98844 1.77577 1.13491 1.02068 2.13659 2.58506 1.66486 1.15898 2.48854 1.24348 0.674655 1.30045 6.01366 3.7813 3.80698 2.19863 2.00015 7.32262 3.78997 5.98643 2.91317 1.21345 1.13328 1.08762 0.980553 2.12877 1.7616 1.6923 1.0286 0.929111
threshold=0 1 2 3 4 2.5000000000000004 5 6 7 8 1.5000000000000002 9 2.5000000000000004 6.5000000000000009 10 11 12 1.0000000180025095e-35 1.0000000180025095e-35 13 14 15 16 4.5000000000000009 17 18 19 10.500000000000002 20 3.5000000000000004 4.5000000000000009 6.5000000000000009 10.500000000000002 1.5000000000000002 21 22 5.5000000000000009 1.0000000180025095e-35 4.5000000000000009
decision_type=1 1 9 9 1 2 9 1 9 1 2 9 2 2 9 1 9 2 2 9 1 1 9 2 9 1 9 2 9 2 2 2 2 2 1 9 2 2 2
left_child=7 3 9 -2 12 6 -6 8 -1 -3 -7 -12 16 14 -14 -15 17 -4 -18 20 25 22 -22 -24 31 26 -9 29 -29 -27 -26 -23 -28 -21 36 38 37 -35 -36
right_child=1 2 4 -5 5 10 -8 19 -10 -11 11 -13 13 15 -16 -17 18 -19 -20 33 21 24 23 -25 30 27 32 28 -30 -31 -32 -33 -34 34 35 -37 -38 -39 -40
leaf_value=0 0.017088215977743199 -0.0023438748902787545 -0.0099987224889916786 -0.0034614619558475238 0 -0.01192258323477194 -0.023494346006794356 0.020060522343319481 -0.019810332122876372 0.012088815511517003 0.018232441131323374 -5.6369990142909945e-05 0.011350082211450924 0.0048824337880048136 -0.0080774391909727676 -0.019831960558692699 -0.0026930180253238456 0.010333021001845149 -0.012125610312700522 -0.0045778933815084936 0.00092911817306022505 -0.018563326018383359 0.034548356204665225 0 -0.0012892917161175068 -0.0003357086553421911 0.0013013305882653061 0.027531695863145633 -0.012411785860715188 -0.010880710465617163 0.012786441076472225 0 -0.0094323639613115209 0 -0.0029651305359810688 -0.015028800407574067 -0.0057378253736246471 0.014443160842709194 0.010244584314391354
leaf_weight=220.13685791873286 190.75209753909439 107.36625372779235 65.490973441432288 64.54702838670346 70.353945673785347 24.486567497704527 149.42599945975962 190.62024315898452 69.711247412094963 171.34498804070608 24.259945947065717 21.018902210547822 190.44138075603405 3.8523631767457118 48.07802879709925 31.036267449730076 553.18036364714499 116.65825120030786 259.47901291510789 458.92860765140358 144.16635380775551 80.46374963560811 107.41456801918685 22.565869080877746 175.57055223725911 1764.0839348969821 926.07764182749816 67.316881398321129 20.449596989143174 293.47550611472252 46.199944957596017 5.0624832587782285 74.047856658580713 78.24523281402071 128.56911982485326 64.716003706023912 34.670008242523181 171.60313900286565 45.244009968664614
leaf_count=78675 71509 68172 34062 40681 37624 15358 82358 93295 55764 85204 11215 10542 79771 1698 27624 13450 180725 58955 105619 264401 83965 38587 53352 11166 82517 570115 336196 9848 7941 141878 20145 2706 12639 63492 64262 52849 22556 96767 17917
internal_value=0 -0.00135611 -0.00344912 0.0111116 -0.00543365 -0.0133662 -0.0179744 0.000388044 -0.00743794 0.00599132 0 0.0115328 -0.00316633 0.00134934 0.00597381 -0.013788 -0.00470331 0.00117324 -0.0063104 0.000968239 0.00158769 0.005907 0.0157884 0.0264075 -0.00301782 0.000704535 0.00397248 -0.00101477 0.0161704 -0.00211823 0.00156353 -0.014 0 -0.00117489 0.00133363 -0.00457076 0.00712024 0.0106547 3.11237e-06
internal_weight=0 2091.77 1836.47 255.299 1557.76 289.545 219.78 5189.34 289.848 278.711 69.7654 45.2788 1268.22 273.408 238.519 34.8886 994.809 182.149 812.659 4899.49 3917.52 581.444 274.147 129.98 307.297 3336.07 1190.75 2145.33 87.7665 2057.56 221.77 85.5262 1000.13 981.976 523.048 238.529 284.518 249.848 173.813
internal_count=3105600 924567 812377 112190 659001 157097 119982 2181033 134439 153376 37115 21757 501904 122543 107395 15148 379361 93017 286344 2046594 1464350 292438 148483 64518 143955 1171912 442130 729782 17789 711993 102662 41293 348835 582244 317843 135028 182815 160259 82179
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 513 2912273 561518 2 5244290 1 28115041 262 736 8456418 22 2820 14757322 2 902 8392064 2171906 120 12584202 2165832 804 1049137
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=40
num_cat=25
split_feature=5 2 0 0 1 2 0 3 0 4 0 0 2 2 3 3 3 3 0 2 1 2 0 0 4 2 0 0 3 2 4 4 2 6 3 3 5 3 3
split_gain=0.484064 4.67796 3.29185 2.63738 2.18983 1.94569 2.05951 1.75271 1.94823 1.43965 1.2519 1.04345 1.95444 1.13568 3.04237 1.06328 1.01545 0.857805 0.760346 1.45635 0.768521 5.00247 5.52733 3.56683 2.96199 1.4552 6.95765 2.08971 3.16699 1.74245 1.29483 1.04789 0.749556 0.685229 0.651151 0.646271 0.547054 0.631918 0.474061
threshold=0 1 2 3 4 5 6 2.5000000000000004 7 1.5000000000000002 8 9 10 11 5.5000000000000009 5.5000000000000009 3.5000000000000004 2.5000000000000004 12 13 14 15 16 17 2.5000000000000004 18 19 20 10.500000000000002 21 6.5000000000000009 1.5000000000000002 22 23 12.500000000000002 1.0000000180025095e-35 24 3.5000000000000004 12.500000000000002
decision_type=1 1 9 9 1 1 9 2 9 2 9 9 1 1 2 2 2 2 9 1 1 1 9 9 2 1 9 9 2 1 2 2 1 1 2 2 1 2 2
left_child=5 3 32 33 11 6 -1 8 -6 -9 -11 13 17 14 -4 -14 -15 -13 19 -7 25 22 35 31 -24 26 -20 29 -29 -27 -25 -23 -3 34 -2 -22 -5 -38 -21
right_child=1 2 4 36 7 18 -8 9 -10 10 -12 12 15 16 -16 -17 -18 -19 20 38 21 23 24 30 -26 27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0 0.018554354581324938 0 0.0094329522995809309 0.0013800663872989777 0 0.0018817601403413973 -0.018545560477509094 -0.011913793761339822 -0.021962294603200223 0.017130509976302749 -0.001545800981726099 0.0063056455129688067 -0.015259618320946623 -0.0055596682339764105 -0.013777967522402963 0 0.0021129280204453759 -0.006833550589651763 0.018018035631600326 -0.018200536747095417 -0.0081970470764322553 -0.0055222764345062569 0.0040877774218156119 -0.019768029907167081 0.035514525896756528 0.012568815311994115 0 -0.0031467161252968128 0.013122869411759094 0 0 0.0069520022024007816 0.010026929931959598 0 0 0.0027264424370656353 -0.014685553846356234 0 0
leaf_weight=220.25905816726299 178.52791941945907 79.596063073477126 230.63822520617396 18.173012162973464 70.748568761911883 57.122513824346242 68.009142948096269 24.4811396276491 146.99338584141515 24.863742437766632 21.941445102158468 106.3087258044543 201.17368512137909 487.16162187133159 35.888670450949576 42.026749294076581 170.718946267094 38.634847133216681 219.17188330909994 50.652335909282556 50.577874755086668 46.190221348515479 85.236777336540399 107.04334816773917 87.990254530755919 147.26367684763682 1186.6122744616005 2101.4189414355933 91.758978102297988 360.39447156601818 8.185817341989603 188.67448005661572 153.50009563505591 18.435255712392973 1.6421638193423849 111.05808779409563 35.600330241366464 5.8344675007392643 2.8661946856300338
leaf_count=78669 66094 52392 81532 11487 37668 23981 55776 15349 83245 11471 10828 61987 86721 190482 11841 23668 45149 24212 110947 27522 36033 27786 42563 60142 40844 87399 467495 764487 17772 183808 3687 85813 76832 7158 484 63830 24074 2833 1270
internal_value=0 -0.0014082 -0.00335557 0.0100166 -0.00509533 0.000365111 -0.00699214 -0.0129117 -0.0168946 0 0.00931447 -0.00293859 -0.00711173 -0.000622524 0.00408048 -0.0121304 -0.00308239 0.00048931 0.000911535 -0.00578871 0.00117498 0.00427526 0.0124993 -0.0034066 0.0232683 0.00056094 0.00316283 -0.000712326 -0.0021535 0.00466856 -0.0156438 0.00290864 0.0064951 0.0153166 0.0176236 0 -0.00368982 -0.00918302 -0.0144867
internal_weight=0 2092.89 1834.68 258.213 1601.58 5190.49 288.268 289.028 217.742 71.2863 46.8052 1312.55 388.144 924.407 266.527 243.2 657.881 144.944 4902.22 110.641 4791.58 684.957 334.863 350.094 173.227 4106.62 1405.78 2700.84 2193.18 507.658 115.229 234.865 233.096 198.605 180.17 161.636 59.6078 41.4348 53.5185
internal_count=3105331 925507 813377 112130 684153 2179824 134445 158561 120913 37648 22299 525592 196588 329004 93373 110389 235631 86199 2045379 52773 1992606 360698 183270 177428 83407 1631908 578442 1053466 782259 271207 63829 113599 129224 73736 66578 99863 38394 26907 28792
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 513 815121 562542 2 1 28115041 22021506 736 27331140 264 132 1839105 864 2 902 25168788 12601816 120 12584718 2106532 518 260 1 4
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=40
num_cat=20
split_feature=5 0 2 0 4 0 3 0 6 3 0 2 0 2 0 5 0 3 2 4 4 3 3 0 2 4 3 2 3 3 2 4 4 4 3 0 3 3 4
split_gain=0.463994 1.26893 0.586142 0.760797 0.664543 0.519575 0.425309 0.584222 0.43451 3.3163 4.04973 3.7772 3.2566 1.91909 1.8247 1.60076 0.59333 1.78871 1.97775 1.7708 3.35787 1.23547 0.914497 1.75018 1.99904 0.89054 0.782225 4.40723 0.875218 0.767498 0.698801 0.419152 0.384437 0.274551 0.263378 0.167122 0.140201 0.0965562 0.49435
threshold=0 1 2 3 5.5000000000000009 4 40.500000000000007 5 6 4.5000000000000009 7 8 9 10 11 12 13 9.5000000000000018 14 1.5000000000000002 1.0000000180025095e-35 5.5000000000000009 9.5000000000000018 15 16 4.5000000000000009 4.5000000000000009 17 2.5000000000000004 1.5000000000000002 18 8.5000000000000018 8.5000000000000018 3.5000000000000004 22.500000000000004 19 64.500000000000014 2.5000000000000004 1.5000000000000002
decision_type=1 9 1 9 2 9 2 9 1 2 9 1 9 1 9 1 9 2 1 2 2 2 2 9 1 2 2 1 2 2 1 2 2 2 2 9 2 2 2
left_child=1 -1 3 4 -3 -4 8 36 16 10 13 12 34 35 -13 -15 17 18 21 20 -19 -2 26 30 -25 -21 28 -28 -18 -20 -24 -14 -16 -7 -11 -10 -8 38 -5
right_child=6 2 5 37 -6 33 7 -9 9 11 -12 14 31 15 32 -17 22 19 29 25 -22 -23 23 24 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.016407980483805745 -0.01335597305357126 0.020845886537535635 0 -0.012347656375413164 0 -0.01712703084298901 0 -0.013206344030562964 0 0.018481530163038593 -0.020828507187985016 0 -0.025176327639664958 0.0071003783555026248 0.041317964400198005 -0.012564516056111655 0 0 -0.0011294537573862176 0.011338200308394287 -0.031010226237824512 0.002354196086749312 0.0011751975313933306 0.016290920921992528 0 -0.0075704999141016256 0.010835018636252407 -0.007865645575360106 0.0038169113791417168 0.00355348199656466 -0.013134369242202765 0 0 0 0 0.014364255264709797 0.0067340415311375086 0 0
leaf_weight=25.773424269340467 152.2882935824673 18.80834902529023 33.659745992263197 8.7569215597468482 1.6045360866119143 9.8155233181896602 2.0855384450405841 17.573215100856036 11.484618024769587 11.344549387184085 45.863625648402376 8.8603269508457725 21.930800449568782 20.643887029160396 39.849695164593868 54.73591702801059 3770.4697690671092 30.940986351401079 706.8923506200299 22.944682409579404 46.758016559353564 17.854279964754824 3.4843290611170232 127.79494643528596 107.06757134471263 6.7665230620186767 119.94340542511782 472.60120576241752 667.71964277552615 560.2323974557803 26.721039624651898 0.15727853710995887 0.38864640111569215 3.3922129937564014 0.69111035310197699 83.093024497240549 0.91705082500993729 13.336081709130665 7.3133023225818752
leaf_count=14057 88503 10091 14495 3961 833 6176 1129 8202 8116 6488 27775 3697 5644 8043 10499 19998 1650149 14178 379024 9468 27908 9744 1352 22104 26664 2981 34556 121391 213288 300797 12199 59 131 1453 390 32871 549 2799 3544
internal_value=0 -0.00538406 0 0.0067062 0.0141836 -0.00457975 0 -0.00911173 8.6872e-05 0.00365175 -0.00215147 0.0179334 -0.00307971 0.00457014 0.0287181 -0.00398438 -4.05728e-05 -0.00177737 -0.000515847 -0.012806 -0.0193283 -0.00962194 0.000419395 0.00584371 0.00927564 0.000367711 4.21913e-05 -0.00321093 0.000562301 0.000738334 -0.00748142 -0.019701 0.0354822 -0.0116768 0.0133547 0.0127752 0 0 -0.00457804
internal_weight=0 122.46 96.6867 49.8192 20.4129 46.8675 7160.1 20.5758 7139.52 299.043 215.821 83.2224 34.1237 169.957 49.0987 75.3798 6840.48 1544.68 1437.27 107.41 77.699 170.143 5295.8 265.068 234.863 29.7112 5030.73 592.545 4438.19 1267.12 30.2054 22.0881 40.2383 13.2077 12.0357 94.5776 3.00259 29.4063 16.0702
internal_count=3105306 57409 43352 21228 10924 22124 3047897 9880 3038017 123711 96803 26908 12581 69028 14327 28041 2914306 832603 778068 54535 42086 98247 2081703 62319 48768 12449 2019384 155947 1863437 679821 13551 5703 10630 7629 6878 40987 1678 10304 7505
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=8 1318420 920 11010466 49352 10485890 1 19196116 100 10511410 527 2189568 2 28573863 40 541440 928 67 528 16512
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=40
num_cat=20
split_feature=5 0 3 2 4 3 0 4 3 2 0 0 4 4 2 0 0 5 3 2 4 4 0 0 0 4 4 4 4 2 6 4 3 0 3 3 2 2 3
split_gain=0.404083 1.29154 0.711972 0.681461 0.648469 0.440635 1.63879 0.537571 0.39235 2.52786 3.1181 1.83209 1.07046 0.376989 0.367037 1.5558 1.47623 1.20065 1.46952 1.16146 0.994078 0.69588 2.64387 1.52321 0.563986 1.44295 0.708327 0.390623 0.345533 0.298903 0.199221 0.274047 0.182911 0.133508 0.106273 0.094967 0.0704775 0.0695795 0.0492994
threshold=0 1 20.500000000000004 2 3.5000000000000004 25.500000000000004 3 1.0000000180025095e-35 12.500000000000002 4 5 6 4.5000000000000009 5.5000000000000009 7 8 9 10 5.5000000000000009 11 4.5000000000000009 1.0000000180025095e-35 12 13 14 2.5000000000000004 1.5000000000000002 5.5000000000000009 5.5000000000000009 15 16 5.5000000000000009 27.500000000000004 17 74.500000000000014 147.50000000000003 18 19 32.500000000000007
decision_type=1 9 2 1 2 2 9 2 2 1 9 9 2 2 1 9 9 1 2 1 2 2 9 9 9 2 2 2 2 1 1 2 2 9 2 2 1 1 2
left_child=1 4 3 -3 29 8 7 32 14 11 28 -10 -13 36 16 19 17 18 -2 27 -21 22 -18 -23 26 -26 -17 -16 -11 -1 31 35 -7 -4 -34 -8 -12 -9 -31
right_child=5 2 33 -5 -6 6 30 37 9 10 13 12 -14 -15 15 24 21 -19 -20 20 -22 23 -24 -25 25 -27 -28 -29 -30 38 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.027798854059235729 0 0.0055358074009033698 -0.015737771998489049 0 0 -0.020694372445788839 0 -0.0032607112102818652 0.016726428828411761 0 0.026769501808010878 0 0 0.0034034310365242747 0.00070614790022828012 0.0059924257879328206 -0.0018963139292250319 0 -0.009245638130303482 0 0.0025378005078622702 -0.0044520682513071062 -0.0038419480975974323 0 0.0087169908764145303 -0.0023679919078905768 -0.0060784162653854572 0 0.02145452614986269 0 0 0.018421910644349355 0 0 0 -0.016260607028126293 -0.0039426754886648461 0
leaf_weight=3.453690664129681 34.921710304784938 23.524858187811333 3.5656937847961672 79.657175015585381 2.5222199852578333 0.51063577266177018 32.904747619119007 3.0916813601215836 9.6011545692454074 29.893011280975774 29.02973373918212 59.558132748978096 3.6299347828607997 2.8516933139180756 174.91985195828602 1972.8938758292206 680.69587921877246 3.8287395833758628 3.4650570016819975 425.80300407837785 73.998193400766468 598.84686235235858 300.59733424989099 789.85294346047158 491.22444483505387 232.94173317642708 1110.9276698853209 13.642834693368057 1.0144753443310026 6.2235155191592622 3.7828149838605887 1.4354719456168812 2.0855478866724302 2.7763130086241281 0.27174465474672604 0.854260727413929 64.222225410951069 4.7609216247801669 0.10459579178132106
leaf_count=2016 19187 10693 786 37274 1595 233 14396 1466 4645 11562 9353 17551 998 929 104624 690815 146789 2213 1411 228732 31493 355955 142645 322616 300693 132006 479241 6041 411 3552 1363 646 1090 1286 148 368 16695 2368 52
internal_value=0 -0.00501391 -0.00989901 -0.0130904 0.0070501 8.28908e-06 -0.00732998 0.00644131 0.000132222 0.00419721 -0.00302988 0.0156978 0.0216331 -0.0125353 0 -0.000535781 0.000982714 0.014285 0.0198702 -0.00479028 -0.00726419 0.000388121 0.00247441 -0.000893061 0.000197135 0.00267735 -0.000316077 0.000578184 0.0126937 0.0156142 -0.0153321 -0.0188842 0.0155982 0 0.0174262 -0.0201897 -0.0147603 0 0.0165491
internal_weight=0 121.828 109.524 103.182 12.304 7158.06 49.6978 10.7205 7108.36 199.8 127.011 72.7892 63.1881 96.1037 6908.56 4496.35 2412.21 42.2155 38.3868 688.364 499.801 2369.99 981.293 1388.7 3807.99 724.166 3083.82 188.563 30.9075 9.7818 38.9773 35.1945 2.86793 6.34201 2.35729 33.759 93.252 7.8526 6.32811
internal_count=3105937 57254 50039 47967 7215 3048683 22078 5305 3026605 62144 38950 23194 18549 26977 2964461 1973645 990816 22811 20598 370890 260225 968005 289434 678571 1602755 432699 1170056 110665 11973 5620 16773 15410 1471 2072 1238 14764 26048 3834 3604
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=8 8962176 264 10498448 140 1903260 9720196 770 17895605 77829 3 52 12862674 3672992 2107712 74 1 2097488 66 152
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=35
num_cat=15
split_feature=4 4 0 2 0 3 0 3 0 4 3 4 2 4 4 3 4 3 0 4 1 5 5 4 3 3 4 4 2 3 0 5 5 2
split_gain=0.355866 0.382417 1.52602 0.437801 2.50542 2.10966 1.65178 1.38252 1.31939 1.43509 3.14955 1.95411 1.14173 0.908305 2.05553 1.39079 0.78032 0.775703 0.766836 1.47378 0.742813 0.676494 0.61807 1.23434 0.825239 0.433989 0.374439 0.646834 0.180314 0.1298 0.115655 0.108285 0.0829665 0.0801786
threshold=13.500000000000002 10.500000000000002 0 1 2 3.5000000000000004 3 23.500000000000004 4 1.5000000000000002 4.5000000000000009 4.5000000000000009 5 1.0000000180025095e-35 3.5000000000000004 10.500000000000002 1.5000000000000002 2.5000000000000004 6 4.5000000000000009 7 8 9 1.5000000000000002 9.5000000000000018 4.5000000000000009 4.5000000000000009 8.5000000000000018 10 1.5000000000000002 11 12 13 14
decision_type=2 2 9 1 9 2 9 2 9 2 2 2 1 2 2 2 2 2 9 2 1 1 1 2 2 2 2 2 1 2 9 1 1 1
left_child=1 3 25 6 8 21 12 20 9 10 -5 -11 26 15 -15 -10 17 -14 19 28 -7 -6 24 -24 -20 32 31 -28 -8 -21 -2 -1 -3 -4
right_child=30 2 33 4 5 7 18 -9 13 11 -12 -13 16 14 -16 -17 -18 -19 22 29 -22 -23 23 -25 -26 -27 27 -29 -30 -31 -32 -33 -34 -35
leaf_value=0.0028064026435268888 0 0.023309017109053275 0 -0.0071897352969254452 -0.005334058588987476 0.010568793073361506 0 -0.012758819375187481 0.0020661529333246428 0.01684340842793287 0.016714216451051121 -0.00040596848070925565 0.0071696859059503064 -0.0057351860551951885 0.0036275177486145768 -0.010538701960846296 0.014480460826061288 -0.0040908884516043589 0.00030012296333784683 0.0072985095266602813 -0.0004339555165518482 -0.019092286291376898 0.00054874379577429572 -0.0072319258526585611 0.0073630906455476987 0 -0.014564116744513017 0 -0.015495764163624748 0 -0.009640712744204645 0 0 -0.006694749057313926
leaf_weight=133.94177917865454 0.96056139274150887 10.267802212445529 1.0824427244951964 162.78771766580758 308.47691737223067 103.73130971519276 34.07015058901743 11.254634720797183 1190.3007461976304 134.25007632991037 47.067189586392487 54.294306318843155 102.42621399516065 738.82565643786074 272.46666385969729 59.760522466327529 150.67604256462801 55.400068919203477 2615.7887742695457 15.652169503853658 24.221449008648051 86.037156951715588 405.75840960523055 282.12054051707673 158.29225822226726 1.696688865951727 16.793981611437633 1.2593715823604714 58.164914384120493 6.8806569000007576 10.896610633702947 13.608311138494171 1.2321831016452041 8.2214429943123815
leaf_count=65458 418 4444 410 99762 194824 53561 14958 5912 427807 64017 26290 23678 55993 361201 127993 8049 81374 27822 1025994 6971 11873 55719 135134 132688 37163 543 9728 764 24947 3130 4485 8224 550 3376
internal_value=0 0 0.00851078 -5.42103e-05 -0.000959988 -0.00697489 0.000589062 0.00155719 0.000221335 0.00532468 0 0.0111296 0.00590256 -0.000624322 -0.00289271 0.000996334 0.00922911 0.00159771 -8.98015e-05 -0.00702439 0.00689984 -0.0107538 0.00013203 -0.00236044 0.000881451 0.0183842 0 -0.00848216 -0.0133448 0.00464573 -0.00924037 0.0012716 0.0252607 -0.00468839
internal_weight=0 7266.81 22.5006 7244.31 3193.47 533.721 4050.83 139.207 2659.75 398.399 209.855 188.544 474.106 2261.35 1011.29 1250.06 308.502 157.826 3576.73 114.768 127.953 394.514 3461.96 687.879 2774.08 13.1967 165.603 18.0534 92.2351 22.5328 11.8572 147.55 11.5 9.30389
internal_count=3105260 3100357 9323 3091034 1460686 321889 1630348 71346 1138797 213747 126052 87695 249363 925050 489194 435856 165189 83815 1380985 50006 65434 250543 1330979 267822 1063157 5537 84174 10492 39905 10101 4903 73682 4994 3786
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=2884440 912 12908882 10572937 4497426 256 1318912 2 5 5 640 513 3 3 17
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=40
num_cat=23
split_feature=0 3 3 2 4 1 2 0 2 0 5 3 1 4 0 0 5 0 2 0 2 5 3 3 3 4 2 4 3 0 3 5 3 3 3 4 2 2 2
split_gain=0.289233 1.08197 0.526142 0.492678 0.42459 2.64967 4.13774 3.34218 3.15382 2.80393 2.65864 2.53742 2.28246 5.43638 5.30897 3.07825 2.01929 2.01483 1.9005 1.52473 2.76104 2.81187 1.3907 1.31403 1.24053 1.16149 1.13283 1.35499 1.12366 1.1102 1.0461 0.954099 0.937352 0.927471 0.899062 0.889082 1.38766 1.23992 0.872501
threshold=0 2.5000000000000004 7.5000000000000009 1 2.5000000000000004 2 3 4 5 6 7 15.500000000000002 8 1.0000000180025095e-35 9 10 11 12 13 14 15 16 19.500000000000004 9.5000000000000018 1.0000000180025095e-35 3.5000000000000004 17 1.5000000000000002 6.5000000000000009 18 2.5000000000000004 19 2.5000000000000004 5.5000000000000009 8.5000000000000018 1.5000000000000002 20 21 22
decision_type=9 2 2 1 2 1 1 9 1 9 1 2 1 2 9 9 1 9 1 9 1 1 2 2 2 2 1 2 2 9 2 1 2 2 2 2 1 1 1
left_child=1 3 -3 -1 12 7 17 38 29 16 24 -12 19 14 18 30 -8 33 34 -2 35 22 -22 -23 -10 -19 -17 -28 -11 32 -15 -31 -9 -7 -14 36 -21 -37 -6
right_child=4 2 -4 -5 5 6 9 8 10 28 11 -13 13 15 -16 26 -18 25 -20 20 21 23 -24 -25 -26 -27 27 -29 -30 31 -32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=0 -0.00072121208668496405 0.011175690677718449 -0.0014585133119172215 -0.015519054310386603 0 -0.020642493397355303 0 0.011076832357376581 0.01812560948964733 0 -0.012952830902878833 0.01301936438707274 0.051990088851152472 0.020020031572940022 -0.0080579932489475824 0 0.026156277347011172 -0.0058553457382995947 0 -0.0084008064179266172 0.013417514461834625 -0.015120603304053543 -0.0042063664436418355 0.0054313924402236285 -0.00017495682814632057 0.0093023514439164855 -0.023768032670244275 -0.0070868176089764123 0.018329193833145598 0.00068369503926078582 0 -0.013093917159417552 0 0 0 0 0.0037909281195895659 -0.015912456574016864 0.0083506666640125304
leaf_weight=7.0938051551202079 3678.9893833508249 14.968565394752661 6.5303753170592236 36.933439238535357 224.35669904491806 53.130718612112105 35.114089163238532 144.39836126154114 19.924131188985484 218.5022315649112 532.52382207466871 5.3533867690130128 16.041477421356834 14.154881759037382 35.025165927851049 21.005459134474222 134.26038614368736 44.334980482482933 20.578521055540477 73.492857235352858 414.95103351649595 44.196717438288033 8.61556201049825 6.0380117649910963 38.017968086060137 81.552949455595808 149.65678731229127 221.75557635354198 8.0187829074566235 66.238778629485751 5.8219398128567255 27.879114489056519 75.543103494914249 3.923162577149923 0.70398777857189898 66.743165724408755 387.27626618271461 44.381404692307115 290.88759028805362
leaf_count=7012 1223397 8507 3693 37969 98304 19486 16826 72542 11676 121161 245692 1300 8780 7508 20433 14688 64492 22413 11034 51471 230718 26881 3720 2545 17111 34536 88393 118356 4285 38225 2569 17046 16683 2268 264 40906 195327 21134 177118
internal_value=0 -0.00525156 0.0028986 -0.0135552 0 0.00125192 0.00684061 -0.00090608 -0.00464854 0.012322 -0.00885942 -0.0112931 -0.000449376 -0.0067903 0.0132783 -0.0116509 0.0212221 -0.00406518 0.0292739 0.000176835 0.00352122 0.00891695 0.0118812 -0.00693926 0.00605465 0.00182321 -0.0140042 -0.0154449 0.00235534 0.00259122 0.0100268 -0.00384862 0.00666925 -0.0155454 0.0409403 -0.000749427 0.000746465 -0.00797105 0.00503758
internal_weight=0 65.5262 21.4989 44.0272 7213.39 2003.96 578.837 1425.12 909.879 395.895 595.819 537.877 5209.43 484.744 72.3492 412.395 169.374 182.942 37.324 4724.68 1045.7 473.801 423.567 50.2347 57.9421 125.888 392.418 371.412 226.521 314.059 19.9768 94.1179 219.941 57.0539 16.7455 571.894 460.769 111.125 515.244
internal_count=3106469 57181 12200 44981 3049288 981164 285467 695697 420275 206764 275779 246992 2068124 272025 40511 231514 81318 78703 20078 1796099 572702 263864 234438 29426 28787 56949 221437 206749 125446 144496 10077 55271 89225 21754 9044 308838 246798 62040 275422
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=17825797 534 2 97 8992944 118 8738002 12 2 67410 4243584 2 4536450 779 39160 389 3 1 262722 1 4 260 225
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=40
num_cat=22
split_feature=4 0 2 3 4 0 4 3 2 5 4 5 0 5 2 0 0 2 2 0 3 6 2 0 3 3 2 0 3 5 4 3 2 3 4 4 3 3 2
split_gain=0.358415 0.399967 1.23612 0.714776 0.708035 1.28205 1.62396 2.02603 1.21454 1.45897 1.26898 0.910535 0.891989 0.862388 8.74045 1.51463 1.34034 1.24687 1.07402 3.30314 1.43913 1.39466 2.15107 1.53548 1.22382 0.821919 1.67997 1.08355 0.70428 0.672286 0.624438 0.547855 0.529489 0.446387 0.565122 0.388054 0.304868 0.258066 0.255255
threshold=13.500000000000002 0 1 3.5000000000000004 2.5000000000000004 2 3.5000000000000004 1.0000000180025095e-35 3 4 3.5000000000000004 5 6 7 8 9 10 11 12 13 7.5000000000000009 14 15 16 4.5000000000000009 1.5000000000000002 17 18 16.500000000000004 19 2.5000000000000004 73.500000000000014 20 7.5000000000000009 1.0000000180025095e-35 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 21
decision_type=2 9 1 2 2 9 2 2 1 1 2 1 9 1 1 9 9 1 1 9 2 1 1 9 2 2 1 9 2 1 2 2 1 2 2 2 2 2 1
left_child=1 2 30 -4 13 6 11 32 9 10 -7 38 -11 18 15 -15 17 -16 19 24 -21 23 -23 -20 -3 27 -27 -10 -13 -9 33 -18 -8 34 -1 -5 -32 -36 -6
right_child=-2 4 3 35 5 8 7 29 25 12 -12 28 -14 14 16 -17 31 -19 21 20 -22 22 -24 -25 -26 26 -28 -29 -30 -31 36 -33 -34 -35 37 -37 -38 -39 -40
leaf_value=0 -0.0092722160304052875 -0.014173315926025066 -0.015728708419284896 -0.0050682240984701336 0.0038409108833058849 -0.0046190397603716737 0 0.0093837474709412873 0 0 0.013799720249456136 0.018351662962475514 -0.013937775714141998 -0.0019810232915112047 0.0037466819792943578 0.020722553332827312 -0.020272347436663014 -0.0085766600766692923 0.0061714884551320867 0.0016390738003929485 -0.0093190281521356999 -0.0019540538459654005 0.020244424071331073 -0.00024832963535040482 0 0.0045673699962614179 -0.0056022150285564209 0.00837078565703127 0 -0.0012737772614744435 -0.0083731023016356404 0 -0.012700579717271655 0 0 0.0084607645303483754 0 0.018234209677681999 -0.005393940012816999
leaf_weight=37.018107931697159 11.871954011614433 237.84361064582481 69.655796457773249 13.176852817647161 10.069215440933474 27.60710683563957 39.05701332706667 153.61358464387013 434.84308122239599 65.498743763419043 37.60483199681039 132.11276998488029 125.82401944079174 8.9642987867118773 73.542409777350258 94.744127152247529 159.21649441504269 154.99228811312059 380.57101414641511 1014.6106924683409 103.67638005045592 38.352190952296951 52.152812226602691 2710.3822872246819 68.289977163760341 237.57643572281813 322.30898253110354 277.25246429283288 1.8253279448254023 16.703584755712654 30.010126922134077 0.69104876677738403 53.885172325011808 6.4053526735515325 11.783084749898988 8.7158744672633457 9.8067560123890853 24.107792905997485 22.344890367676271
leaf_count=21349 4885 151080 60045 7178 5114 14714 14110 83128 227895 40299 21130 71815 64168 5122 32436 41145 84453 51001 192126 372272 29976 12646 22702 974107 31969 96540 135160 127956 769 8876 22200 254 30888 3129 7476 4208 5087 14238 11890
internal_value=0 0 -0.00391884 -0.0110888 0.000145344 0.00177784 0.00637194 0.000150687 0.000154435 -0.00540814 0.00348666 0.0134867 -0.00981546 -0.000429636 -0.00424081 0.0166674 -0.0115581 -0.00352645 0 -0.00223396 0.000143712 0.00103215 0.0117213 0.000516684 -0.0107991 0.00163564 -0.000783099 0.00391846 0.0160524 0.00721153 0.00110819 -0.0185337 -0.00895057 0.00695933 0.00973775 0 -0.00407361 0.0152926 0
internal_weight=0 7266.84 210.68 91.5485 7056.16 1958.13 429.612 263.259 1528.52 256.535 65.2119 166.352 191.323 5098.03 492.151 103.708 388.442 228.535 4605.88 1424.42 1118.29 3181.46 90.505 3090.95 306.134 1271.98 559.885 712.096 133.938 170.317 119.131 159.908 92.9422 79.3143 72.909 21.8927 39.8169 35.8909 32.4141
internal_count=3105536 3100651 144910 71431 2955741 954452 226590 137002 727862 140311 35844 89588 104467 2001289 214411 46267 168144 83437 1786878 585297 402248 1201581 35348 1166233 183049 587551 231700 355851 72584 92004 73479 84707 44998 46192 43063 11386 27287 21714 17004
cat_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=22020613 840 8990872 521 6 2 2336 3 529 336898 790616 70 83 596280 1 160 79112 162 16704 3 210 556
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=40
num_cat=22
split_feature=2 0 1 0 4 3 5 0 5 0 3 4 1 0 0 4 0 4 5 3 4 2 3 4 5 0 2 3 3 2 5 2 2 3 3 4 3 4 2
split_gain=0.27256 1.66355 1.42426 2.77339 1.31344 1.80444 0.98749 0.768857 0.940973 2.34527 0.795597 0.733298 2.42565 5.64164 2.18352 3.1486 1.81821 2.1135 1.75075 1.56007 1.67473 1.27819 1.24547 1.24146 3.05812 2.12038 1.07699 1.50766 0.866602 0.845715 0.78894 4.92055 0.776466 0.708756 1.04615 0.804501 0.801605 0.786447 0.621469
threshold=0 1 2 3 1.0000000180025095e-35 5.5000000000000009 4 5 6 7 6.5000000000000009 2.5000000000000004 8 9 10 3.5000000000000004 11 1.5000000000000002 12 14.500000000000002 5.5000000000000009 13 4.5000000000000009 3.5000000000000004 14 15 16 2.5000000000000004 17.500000000000004 17 18 19 20 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 4.5000000000000009 21
decision_type=1 9 1 9 2 2 1 9 1 9 2 2 1 9 9 2 9 2 1 2 2 1 2 2 1 9 1 2 2 1 1 1 1 2 2 2 2 2 1
left_child=2 4 7 -4 -2 -6 -5 33 9 10 -9 12 16 18 15 -13 30 28 22 23 38 -19 -14 24 -16 -25 27 -17 -18 -20 32 -32 -3 34 -1 -35 37 -36 -21
right_child=1 11 3 6 5 -7 -8 8 -10 -11 -12 14 13 -15 19 26 17 21 29 20 -22 -23 -24 25 -26 -27 -28 -29 -30 -31 31 -33 -34 35 36 -37 -38 -39 -40
leaf_value=0.0043791452608388064 0 -0.0035181372086657151 -0.0089196932829492398 0.017355396433950454 -0.026086812325713915 6.6303910270774832e-05 0 0.020945628963718484 -0.0032838258753138208 -0.0079354799757946123 0 0.021074241706469765 0.013145580769327848 -0.019791648782145961 0.011122848982954341 0 0.0044491642260039077 0.0034746070747872088 0 0.02703024597386974 -0.0017075341489744768 -0.01080961032597918 -0.0018207477257352175 0.0041266207665817444 -0.0092107814348179815 -0.0087749899441090639 -0.0049807681097021423 0.022521687126208684 0.020649965049721861 -0.013479063535738887 0.0067715718312794425 -0.017905993099763002 0.00041419022510052794 0.010112666755273768 -0.0089727508884767659 0 0.00033202558695367512 0.0026237718509808609 0
leaf_weight=340.00697622579173 17.551038462370343 640.82008895768377 24.758353161480045 127.75438913382823 44.398820471426006 7.9702094573003697 13.700799407786688 48.481930028065108 843.57831798424013 24.051671561552212 3.6781611054320811 101.25265518357628 120.20130144849827 171.89832779883 44.541810164431809 64.868955518133589 720.82982352640829 45.985438364303263 31.03062224353198 10.337258426530751 4.572088871500454 104.49683243849722 29.061087491776561 541.92653509432421 354.77088540533441 116.64159908957663 110.38229262952518 14.866160879842935 23.835436518595088 39.733676751842722 102.07607140387699 132.45923547170241 1545.1759720161499 155.34855844505364 204.77282420668053 79.171052181976847 247.15391769376583 15.76777282200055 8.3749435032950768
leaf_count=87465 12773 235396 11173 68210 44631 4475 7041 31134 472952 16937 1434 47517 57119 121768 21185 30322 374953 29681 15905 3266 1722 49332 13385 231642 169566 70750 48527 6446 10233 21701 41226 52940 521623 19795 53859 17682 67657 8812 3095
internal_value=0 -0.000471807 0.000854268 0.0089827 -0.0126831 -0.0198899 0.0145499 0 -0.00201599 0.00573597 0.0160033 -0.000147375 -0.000931578 -0.00807327 0.00173064 0.00885745 0 0.00373104 0.00187482 -0.000185347 0.0161612 -0.00533675 0.00827924 -0.00125836 -0.00558055 0.00105561 0 0.00766745 0.0061346 -0.00703698 -0.00144872 -0.00665115 -0.000646297 0.00187083 3.08733e-05 0.00642215 -0.0026009 -0.00673134 0.0250485
internal_weight=0 5150.06 2128.22 166.214 69.9201 52.369 141.455 1962.01 919.79 76.2118 52.1601 5080.14 3707.6 391.925 1372.54 291.37 3315.68 895.148 220.027 1081.17 23.2843 150.482 149.262 1057.88 399.313 658.568 190.117 79.7351 744.665 70.7643 2420.53 234.535 2186 1042.22 807.701 234.52 467.695 220.541 18.7122
internal_count=3105330 2241179 864151 86424 61879 49106 75251 777727 522457 49505 32568 2179300 1545262 229878 634038 132812 1315384 464199 108110 501226 8083 79013 70504 493143 190751 302392 85295 36768 385186 37606 851185 94166 757019 255270 217793 37477 130328 62671 6361
cat_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=768 17895428 2 9183880 3 1642724 4 264730 2 4507848 8921218 819938 9 44 12 2099056 30 135 3 71 7 154
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=34
num_cat=13
split_feature=4 4 0 3 2 0 3 0 4 4 3 4 0 4 3 4 0 4 5 4 3 5 4 4 3 5 3 5 5 3 0 3 2
split_gain=0.258037 0.329427 1.4325 0.40574 0.339313 2.06451 1.6808 1.17916 1.16102 1.34721 1.14267 1.09705 1.00779 1.23034 2.85079 1.82385 0.683206 1.22688 0.700679 1.04196 0.725856 0.666969 0.624183 1.43167 1.14951 0.543575 1.14836 0.364013 0.156048 0.144444 0.120119 0.112138 0.0637058
threshold=13.500000000000002 10.500000000000002 0 4.5000000000000009 1 2 3.5000000000000004 3 4.5000000000000009 1.5000000000000002 23.500000000000004 6.5000000000000009 4 1.5000000000000002 4.5000000000000009 4.5000000000000009 5 4.5000000000000009 6 1.0000000180025095e-35 9.5000000000000018 7 1.0000000180025095e-35 3.5000000000000004 10.500000000000002 8 1.0000000180025095e-35 9 10 1.5000000000000002 11 1.5000000000000002 12
decision_type=2 2 9 2 1 9 2 9 2 2 2 2 9 2 2 2 9 2 1 2 2 1 2 2 2 1 2 1 1 2 9 2 1
left_child=1 4 3 28 7 12 25 8 9 21 27 -10 13 14 -6 -15 17 29 20 -20 -18 -1 24 -24 -14 26 -7 -8 -3 -9 -2 -19 -4
right_child=30 2 32 -5 5 6 10 16 11 -11 -12 -13 22 15 -16 -17 18 31 19 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34
leaf_value=0.008920581861109422 0 0.022687545506714916 0 0 -0.0070728696202094253 -0.010336703857354433 0 -0.01519339361614426 -0.012861099338053673 0.014117749637006155 -0.011847431921919251 0.0052618023244122751 0.0017997076175528736 0.015587323364044676 0.015573662659372801 -0.00089514068058946835 0.00044783719009449752 0.0062964356659932913 0.0011649398091737873 -0.0057970828725662244 0.007089352506336054 -0.001359548843066546 -0.0048243589514994217 0.0029056491735238326 -0.0097025513382439903 -0.017423962958991374 0 0.007618365013473908 0 0 -0.0086680135044244835 0 -0.0063444636281388611
leaf_weight=39.840791451089899 0.89867207547649564 10.521744853962444 1.2071242558013198 1.6866431813104998 162.54501772535878 151.75233278027008 4.827273616741877 57.217525666063011 36.506112398288678 155.61312122457457 10.828406940971034 14.633467437699435 1193.4826387330249 136.03142018067592 47.825588499399601 54.709755329997279 2662.6250700337041 16.082134795025926 302.57388039380021 396.99906277984701 160.60378973840852 168.60837227813317 731.49101563523436 274.57876193487755 58.951813363120891 83.491914032761997 154.47194844661863 124.33143051783554 1.344247473985887 34.807380719241337 10.355113815137882 6.956140774942468 8.0412104321294446
leaf_count=21232 385 4482 452 546 99663 121677 2311 20710 20629 83751 5743 8250 428090 64214 26661 23387 1047040 7103 93421 177655 37741 89135 361538 128869 7987 55351 73804 63714 575 19426 4353 3130 3319
internal_value=0 0 0.00789172 0.0175955 -2.83997e-05 -0.000832252 -0.00631924 0.00053287 0.00533513 0.00773749 0.00108907 -0.00394985 0.000226879 0.00467533 0 0.0100215 0 -0.00655659 0.000215896 -0.0024175 0.000997865 0.000539373 -0.000500263 -0.00240207 0.000810062 -0.00973329 -0.00471805 0.00608726 0.0241634 -0.0123756 -0.0079116 0.00364728 -0.00458079
internal_weight=0 7265.19 22.801 13.5526 7242.39 3189.32 529.703 4053.07 415.202 364.062 139.987 51.1396 2659.62 401.112 210.371 190.741 3637.86 115.063 3522.8 699.573 2823.23 208.449 2258.5 1006.07 1252.43 389.716 306.224 129.159 11.866 92.0249 11.2538 23.0383 9.24833
internal_count=3106344 3101606 9374 5603 3092232 1463009 322600 1629223 222997 194118 71768 28879 1140409 213925 126324 87601 1406226 50369 1355857 271076 1084781 110367 926484 490407 436077 250832 195481 66025 5057 40136 4738 10233 3771
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13
cat_threshold=2884440 912 12908882 10572929 4497426 5513216 5 10 5 8 3 513 17
is_linear=0
shrinkage=0.1


Tree=73
num_leaves=40
num_cat=23
split_feature=4 4 0 4 2 0 3 3 3 2 5 3 4 0 4 2 0 2 3 0 2 3 2 3 3 4 0 2 0 2 3 5 0 2 3 5 2 2 0
split_gain=0.30541 0.298284 1.85798 1.69752 1.40131 2.02643 1.50912 1.10979 1.05873 1.0309 0.976629 0.9239 0.919441 0.871022 2.44429 1.25344 0.708108 1.60352 1.00541 1.18714 1.17925 0.776914 2.01596 1.6317 0.982261 1.64964 0.721431 1.10737 0.71767 4.07548 0.904454 0.816034 0.688987 2.33285 1.4454 0.666617 2.5428 1.66381 0.616613
threshold=13.500000000000002 2.5000000000000004 0 7.5000000000000009 1 2 14.500000000000002 1.0000000180025095e-35 6.5000000000000009 3 4 2.5000000000000004 5.5000000000000009 5 3.5000000000000004 6 7 8 3.5000000000000004 9 10 7.5000000000000009 11 12.500000000000002 10.500000000000002 1.0000000180025095e-35 12 13 14 15 1.0000000180025095e-35 16 17 18 9.5000000000000018 19 20 21 22
decision_type=2 2 9 2 1 9 2 2 2 1 1 2 2 9 2 1 9 1 2 9 1 2 1 2 2 2 9 1 9 1 2 1 9 1 2 1 1 1 9
left_child=1 16 4 9 5 7 13 -3 -9 38 12 -12 -11 14 -6 -15 21 26 19 -19 -21 28 23 -23 -24 -26 27 -18 35 30 -30 -31 34 -34 -20 37 -37 -1 -4
right_child=-2 2 3 -5 6 -7 -8 8 -10 10 11 -13 -14 15 -16 -17 17 18 32 20 -22 22 24 -25 25 -27 -28 -29 29 31 -32 -33 33 -35 -36 36 -38 -39 -40
leaf_value=-0.0026820707664382951 -0.0085768573336910247 0 0.0056550671884210216 0.0095789665616718214 0.022624036977802527 -0.0043544588979432929 0.024119676110779226 0.021448852073731539 0 0.011436957940630876 -0.013055383861829667 0 -0.0070793798831032166 -0.0022900729963855125 0 0.004986381724356042 0.01081337351356094 0 0.013142596946264516 0 -0.012279887135037849 0.01810598694578985 -0.013866766526956559 -0.0028263336314604702 0.0058719162093931231 -0.011038694115171638 -0.0018260508380544228 0 0 0.010374690481525443 -0.015375151231193651 0 0.0083192910736555117 -0.014108903201759761 -0.004391959511218917 0.0030378358865741843 -0.0085974790633430841 0.0026913451125811449 -0.0054326583874743373
leaf_weight=784.83346706848533 11.553856709128011 24.368245562378434 87.740416282547812 41.15255730964418 60.469357352063525 416.97165311843855 17.450953666644637 45.714827049247106 9.8219527984037978 27.412719612417277 258.46600822723121 70.06483047180518 6.5846615551854475 333.85107261561643 109.42738776950864 488.50168682890217 122.3277448892477 139.88597944039793 71.525202119577443 54.246990627179912 341.64308583967068 38.196953031554585 129.78840277297422 25.30232631083345 93.311757299205055 70.821710968826665 204.25293855455675 147.983271279154 61.927890211271006 384.57397964275879 68.001178886275738 39.725989016049425 31.052801425030339 68.162493098803679 32.694741454164614 306.43217588763946 327.08373467462661 1692.4915048552284 30.832125465167337
leaf_count=264440 4794 17650 50502 20619 29549 174695 5195 22268 4811 17919 171241 36326 3845 138974 55510 237734 68669 97407 32735 35190 215091 7497 29095 5818 14006 25565 103764 65276 55330 210275 41707 24304 17282 35252 14327 107854 106556 516831 19454
internal_value=0 0 0.00104897 -0.00367593 0.00292675 -0.000908563 0.00506262 0.0100253 0.016836 -0.00596432 -0.00841169 -0.0102666 0.00131937 0.0037855 0.00995996 0.00171527 -0.000369101 -0.00246557 -0.00537239 -0.00761827 -0.0101275 0.000208612 -0.00393923 0.0075215 -0.00780006 -0.000457745 0.00154491 0.0049659 0.000723566 0.00391557 -0.00884405 0.00889427 0 -0.00456089 0.00526246 1.48786e-05 -0.00267787 0.000854268 0.000236951
internal_weight=0 7265.1 2028.83 522.253 1506.58 496.877 1009.7 79.905 55.5368 481.101 362.528 328.531 33.9974 992.25 169.897 822.353 5236.27 1213.78 739.211 535.776 395.89 4022.49 357.421 63.4993 293.922 164.133 474.564 270.311 3665.07 554.229 129.929 424.3 203.435 99.2153 104.22 3110.84 633.516 2477.32 118.573
internal_count=3105357 3100563 1006292 319906 686386 219424 466962 44729 27079 299287 229331 207567 21764 461767 85059 376708 2094271 684993 447284 347688 250281 1409278 81981 13315 68666 39571 237709 133945 1327297 331616 97037 234579 99596 52534 47062 995681 214410 781271 69956
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=8993018 609 8917016 84 4 8462464 136 6606660 672 65546 6 544 8401042 544 2361408 519 3 8986656 66 5 143 168 1327872
is_linear=0
shrinkage=0.1


Tree=74
num_leaves=40
num_cat=16
split_feature=4 0 2 3 4 3 2 0 2 4 3 4 0 2 2 6 3 0 2 0 0 3 3 3 4 3 2 2 4 3 4 4 3 3 4 3 3 0 4
split_gain=0.242667 0.285952 1.09158 0.750452 0.489747 1.01585 1.71394 0.933081 1.32774 1.15471 0.99119 0.712631 3.38345 3.77111 3.70967 2.98724 2.97077 2.89734 2.00815 1.71589 1.57147 1.09513 0.744919 0.542417 0.680013 0.538381 1.71223 1.55496 0.401154 0.417024 0.71098 0.365485 0.271203 0.234303 0.182676 0.180154 0.167314 0.151058 0.139028
threshold=13.500000000000002 0 1 3.5000000000000004 2.5000000000000004 14.500000000000002 2 3 4 3.5000000000000004 1.5000000000000002 1.0000000180025095e-35 5 6 7 8 21.500000000000004 9 10 11 12 12.500000000000002 36.500000000000007 40.500000000000007 5.5000000000000009 1.0000000180025095e-35 13 14 2.5000000000000004 7.5000000000000009 1.0000000180025095e-35 1.5000000000000002 116.50000000000001 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 15 1.0000000180025095e-35
decision_type=2 9 1 2 2 2 1 9 1 2 2 2 9 1 1 1 2 9 1 9 9 2 2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 9 2
left_child=1 2 28 -4 11 7 23 25 9 -9 -10 16 13 15 32 -13 17 18 -3 -19 -15 -16 -18 24 -7 26 -6 -27 29 30 -1 38 -14 35 37 -30 -32 -8 -5
right_child=-2 4 3 31 5 6 34 8 10 -11 -12 12 14 20 21 -17 22 19 -20 -21 -22 -23 -24 -25 -26 27 -28 -29 33 -31 36 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.0077211871124308372 0.01203453802543359 -0.015358202725449452 0 0.0091960021027354764 0.034065373675392231 0 -0.014403210475195608 0.0035051741899093771 0 -0.0023054187627831973 -0.014351403414749185 -0.016378465863565072 4.9864904595384917e-06 0.0017459368868496502 0.010635156757219419 0.027065368881236004 0 0 -0.0058113906162172314 0.0080051276056737133 -0.012659844868106574 0 0 0 -0.0013384285437459207 -0.0064746575820225265 0.0097214495070619342 0 0 0 0.0085398576387688604 0 0 0 -0.010100860080308314 0.017571590177950024 -0.0086499364328737286 -0.0077673504374081428
leaf_weight=36.87200402864255 11.168963711796094 267.59032589510025 64.495455666190537 6.0215176369529235 77.18243488718872 11.720678595593201 1.7188576238113453 90.116822956741089 628.15779950769502 132.8434280508809 450.61306790604431 211.37931975812535 279.35865039513737 701.75976810933207 314.70094656495348 22.383758772040892 21.774160251079596 1921.8672985534067 283.90829940936965 614.33456122954522 421.55487697502394 31.773672499344684 7.5384063084493382 2.5524287287844336 2.6160652947146437 130.11287156182516 132.05082076142571 291.35989005982992 14.51991592677223 6.5840464376669834 11.56429751820542 8.6874899819231342 0.17953722272068162 9.6132153253420238 5.1806353450519955 14.484956327709368 24.411888402319164 8.1207037528511155 6.8576266227755696
leaf_count=21168 4727 133759 58192 2924 28041 3449 803 46411 303452 74704 181518 119502 145018 218343 175538 10992 5226 473874 146568 340257 223297 16153 2765 1260 856 63287 85617 156652 10667 3244 6932 4134 77 5035 1971 11309 14142 2622 4175
internal_value=0 0 -0.00338181 -0.0103912 9.76163e-05 0.00145957 0.0144377 0.000874963 -0.000477141 -0.00699398 0.00080351 -0.00037375 -0.00187449 0.000781261 -0.00775511 -0.00952291 0.000494484 0 0.00637689 -0.00138199 0.00343717 0 0.022668 0.0228983 0.0306366 0.00396188 0 0.00596628 0.00116667 0.00592916 0.0088291 0 -0.0156 -0.00239658 -0.00197817 -0.0068109 0.015142 -0.00724275 -0.00440863
internal_weight=0 7268.56 204.112 86.0621 7064.45 1964.35 31.9094 1932.44 1301.73 222.96 1078.77 5100.1 1983.09 1357.08 626.013 233.763 3117.01 3087.7 551.499 2536.2 1123.31 346.475 29.3126 16.8892 14.3367 630.706 209.233 421.473 118.05 79.4322 72.8482 21.5666 279.538 38.6181 15.0202 29.0049 35.9762 9.83956 12.8791
internal_count=3108661 3103934 141922 69425 2962012 950643 10961 939682 606085 121115 484970 2011369 908920 572134 336786 130494 1102449 1094458 280327 814131 441640 191691 7991 5565 4305 333597 113658 219939 72497 45486 42242 11233 145095 27011 5396 21976 21074 3425 7099
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=17826309 840 158 8990904 521 6866400 14 336 1 12934154 329 64 1088 152 160 144
is_linear=0
shrinkage=0.1


Tree=75
num_leaves=38
num_cat=19
split_feature=4 4 0 3 2 0 3 3 0 4 4 0 2 5 2 4 5 3 4 0 4 4 3 4 4 5 2 4 5 2 5 2 0 3 2 3 2
split_gain=0.257365 0.248998 1.37727 0.392685 0.285126 1.86311 1.3319 1.04155 1.0373 0.909222 1.75526 0.756161 1.68334 0.803698 0.64294 0.855595 0.629811 0.994335 0.628551 0.610135 1.15904 0.541256 0.443384 1.08891 0.481701 0.43188 0.751603 0.533957 0.362842 0.300233 0.144656 0.141193 0.125421 0.106343 0.0723054 0.0318318 0.0199905
threshold=13.500000000000002 10.500000000000002 0 4.5000000000000009 1 2 3.5000000000000004 23.500000000000004 3 3.5000000000000004 2.5000000000000004 4 5 6 7 8.5000000000000018 8 1.0000000180025095e-35 1.0000000180025095e-35 9 4.5000000000000009 1.5000000000000002 11.500000000000002 2.5000000000000004 1.0000000180025095e-35 10 11 4.5000000000000009 12 13 14 15 16 1.5000000000000002 17 42.500000000000007 18
decision_type=2 2 9 2 1 9 2 2 9 2 2 9 1 1 1 2 1 2 2 9 2 2 2 2 2 1 1 2 1 1 1 1 9 2 1 2 1
left_child=1 4 3 30 8 11 16 29 9 10 18 12 13 -6 28 -16 17 -7 -1 20 31 -14 24 -24 -13 27 -27 -21 -11 -8 -3 -10 -2 -22 -4 -12 -9
right_child=32 2 34 -5 5 6 7 36 19 14 35 22 21 -15 15 -17 -18 -19 -20 25 33 -23 23 -25 -26 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38
leaf_value=0.0066972832063193601 0 0.021669031171669587 0 0 -0.00011159338127189028 -0.0093870464859723418 0 0 0 0.0068242011843392516 0.019595834443321827 0.00127877305412587 -0.0053600122541616535 0.013048386381230412 -0.014456179999340683 0.0014111256626245716 -0.016787558011083493 0 -0.00046620317775463338 0.0001648706440781673 0.0061136702706328745 0.0027574623799501135 -0.011441596373649519 0.0046097162132024451 -0.0016871160519595274 -0.0094344322341169753 0 0.0046822721354180235 -0.0016018449305037086 0.0070996475406445774 0 -0.013880498663548291 -0.0087169655646674379 0 -0.0067047252764106226 0 -0.011078644119194004
leaf_weight=147.89531768055167 0.86633505186182269 10.943898304307366 1.1509894547925812 1.7080786859733041 14.052962843757996 149.84812679338938 20.088160427883849 1.4181722639477812 33.962525367707713 49.810035429269192 65.255257953205728 1206.5502603485438 125.24586496476695 157.16654066775664 43.579001272912137 1.55291133141145 82.548405761015601 154.08301250567456 182.79571154455334 2473.2653465824842 16.161236117652155 107.13752314545127 82.197647865104955 14.849680286541114 951.93101453078998 74.672113824890403 604.87339125784638 290.40475558504113 5.7268832121044388 110.19888946389256 1.2944171581766557 57.486359272596019 10.382417200744383 6.9363918504677704 8.2265701471478661 0.07409676886163552 9.4734222862170974
leaf_count=78690 365 4503 442 551 7304 121480 10145 665 14737 25931 34624 429160 78513 79532 24961 966 55711 74156 92434 910969 7390 50022 19592 4112 472244 37833 224918 149332 2827 56499 563 24988 4325 3099 3371 35 5058
internal_value=0 0 0.00683161 0.0167355 -1.33783e-05 -0.000754735 -0.00598201 0.000383785 0.00049777 0.00460581 0.00692783 0.000244658 0.00408632 0.0107314 -0.00137379 -0.00844743 -0.00903149 -0.00408263 0.00219637 -3.71876e-05 -0.00624397 -0.000565263 -0.000371305 -0.00611564 0 0.0001525 -0.0019203 0.0007893 0.00250829 0.00533869 0.0230668 -0.0119594 -0.00789968 0.00353078 -0.00483073 0.0195028 -0.0119836
internal_weight=0 7264.56 23.324 13.9464 7241.24 3186.79 527.658 141.179 4054.45 496.689 396.02 2659.13 403.603 171.22 100.669 45.1319 386.48 303.931 330.691 3557.76 114.547 232.383 2255.53 97.0473 2158.48 3443.22 679.546 2763.67 55.5369 130.287 12.2383 91.4489 11.2488 23.0976 9.37756 65.3294 10.8916
internal_count=3112047 3107357 9430 5617 3097927 1464193 323714 72367 1633734 260468 205783 1140479 215371 86836 54685 25927 251347 195636 171124 1373266 50214 128535 925108 23704 901404 1323052 262751 1060301 28758 66644 5066 39725 4690 10489 3813 34659 5723
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=2884440 912 12908882 11097225 4497426 42 4 144 5 5513216 5 16 3 9 3 640 513 17 8
is_linear=0
shrinkage=0.1


Tree=76
num_leaves=40
num_cat=21
split_feature=5 0 3 0 4 2 3 3 0 0 2 4 4 3 1 2 0 4 2 3 0 0 0 1 2 0 3 4 6 4 4 4 4 3 3 2 2 3 2
split_gain=0.268786 1.49172 0.509081 0.796468 0.569179 0.406891 0.317384 0.54585 0.299532 0.288094 1.27825 0.60215 1.20236 0.304668 2.45415 2.31428 1.62811 0.883006 0.309009 1.53142 4.84687 2.32173 1.34555 0.805056 0.771038 0.264463 0.230521 0.207696 0.18885 0.167643 0.252233 0.152842 0.134175 0.114186 0.0769857 0.0303955 0.0239554 0.0107831 0.0103472
threshold=0 1 2.5000000000000004 2 3.5000000000000004 3 40.500000000000007 64.500000000000014 4 5 6 1.5000000000000002 4.5000000000000009 17.500000000000004 7 8 9 3.5000000000000004 10 3.5000000000000004 11 12 13 14 15 16 14.500000000000002 8.5000000000000018 17 3.5000000000000004 1.5000000000000002 5.5000000000000009 1.0000000180025095e-35 8.5000000000000018 1.5000000000000002 18 19 242.50000000000003 20
decision_type=1 9 2 9 2 1 2 2 9 9 1 2 2 2 1 1 9 2 1 2 9 9 9 1 1 9 2 2 1 2 2 2 2 2 2 1 1 2 1
left_child=1 2 3 31 5 -4 9 -8 35 10 11 34 26 18 15 16 -15 -16 19 21 -21 -11 24 -24 -20 -17 -13 -14 29 30 -12 -1 -5 -31 -2 -9 -34 -37 -6
right_child=6 -3 4 32 38 -7 7 8 -10 13 28 12 27 14 17 25 -18 -19 22 20 -22 -23 23 -25 -26 -27 -28 -29 -30 33 -32 -33 36 -35 -36 37 -38 -39 -40
leaf_value=0.010379788663014734 -0.004504932155300726 -0.015222968052453696 0 -0.012994055609110048 0 0.015111963854885191 -0.014639731593278622 0 -0.0033067966735139949 -0.0074835902415463064 -0.0063067720539043892 0.015804330807447753 -0.0072062677435448244 0 -0.019188902318890425 0.00044244490375646594 0.029899185248343969 0 -7.3969007459335649e-05 0.0090567560410038921 -0.013688018857351231 0.0030467984836185374 -0.00045313462542320151 0.0035055644833571855 0.0073436679005007338 -0.0064795278758156827 0 0 0 -0.016001390499235719 0 0 0.00084699380146826392 0 0 0.011703298491503339 -0.0019648376207639872 0 -0.0015394172553730358
leaf_weight=7.1404471692367224 18.157331187794625 35.464707007078687 5.7047416577115664 19.366398902784567 0.64630946033867076 25.907733615575125 9.8115175104467216 1.5518303014687262 4.4665215704590064 223.62558896630071 39.343823180708569 55.435814464988653 15.239793613873191 12.550985226873307 13.304875447778612 6.7709970865980722 33.68532497837441 1.3232003365992557 103.9791897207906 90.970369858652703 250.3092500076018 904.6985330710595 4277.9788837433589 553.12354711561784 387.34327587297594 28.119153913052287 0.69628566777100687 1.8705518751230545 8.4254674702824541 44.958716083681793 46.241392699244898 0.79173624288523559 8.5794191253808076 1.7695572412922036 16.972148780740099 4.0115432497404981 13.023898208666653 0.043752800556830951 3.662588811304885
leaf_count=4023 11261 20062 1616 9908 202 7823 4686 540 2397 133331 20196 31970 9731 4893 8153 2596 9204 659 47893 42071 68428 447743 1611985 284658 227408 7195 291 1158 4484 30166 26788 328 5181 730 8588 1897 6935 23 1453
internal_value=0 -0.00409544 0.00154096 -0.00124487 0.00895871 0.0133511 2.38466e-05 -0.0078499 0 0.000120444 -0.0028865 0.00303907 0.00839921 0.000288365 0.00524976 0.0137114 0.0225471 -0.0126269 0.000152088 -0.00104806 -0.00670005 0.000522686 0.000544474 0 0.00532185 -0.00161151 0.0148659 -0.00240442 -0.00877194 -0.0101161 -0.00142845 0.00638995 -0.00870087 -0.0153381 -0.00178479 0.00741722 0 0.00893573 0
internal_weight=0 120.288 84.8233 48.9019 35.9214 31.6125 7156.78 19.8852 10.0736 7136.89 249.111 108.372 73.2424 6887.78 95.7545 81.1265 46.2363 14.6281 6792.03 1469.6 341.28 1128.32 5322.42 4831.1 491.322 34.8902 56.1321 17.1103 140.739 132.313 85.5852 7.93218 40.9697 46.7283 35.1295 5.60713 21.6033 4.0553 4.3089
internal_count=3108654 57531 37469 26375 11094 9439 3051123 9543 4857 3041580 145363 62999 43150 2896217 32700 23888 14097 8812 2863517 691573 110499 581074 2171944 1896643 275301 9791 32261 10889 82364 77880 46984 4351 22024 30896 19849 2460 12116 1920 1655
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=8 11059681 557216 579 10488002 17825925 790 2 180 8734722 52 2178592 602912 9302528 2 256 3088 1 259 75 32
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
anmdc_ra=724
count_proc=656
adm_past_year=616
agegroup_rm=610
pat_remoteness=226
flag_emergency=118
indstat_flag=40

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

end of parameters

pandas_categorical:[[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 99], [0, 1], [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, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50], [0, 1, 2, 3], [0, 1]]
