tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=15
objective=cross_entropy
feature_names=adm_past_year agegroup_rm an110mdc_ra count_proc drg11_type_m flag_emergency sex_cat indstat_flag pat_remoteness post_transplant cc_chronic_kidney_disease cc_congestive_heart_failure cc_diabetes_complications cc_hypertension cc_renal_disease cc_severe_liver_disease
feature_infos=[0:292] -1:7:6:3:5:2:4:8:0:1:9 -1:6:5:8:14:1:4:11:3:21:9:23:2:13:10:7:18:19:12:20:16:22:15:0:24 [0:50] -1:1:0 -1:1:0 -1:1:0 -1:0:1 -1:0:1:2:3 -1:0 -1:0 -1:0:1 -1:0:1 -1:0:1 -1:0:1 -1:0
tree_sizes=3973 4031 4063 4077 4110 4194 4200 4113 4174 4199 4126 4115 4077 4025 4163 4208 4107 4116 4059 4067 4129 4222

Tree=0
num_leaves=37
num_cat=15
split_feature=2 14 11 1 1 12 12 2 0 2 5 0 0 0 0 5 0 0 15 0 3 3 3 3 2 3 2 3 9 0 3 0 3 3 0 3
split_gain=5477.22 1995.04 720.91 435.609 402.5 91.9882 77.18 75.574 62.8797 49.3689 46.526 38.3898 30.7145 27.0978 26.2979 26.1481 22.3972 22.1792 11.8233 7.8818 5.52488 3.31945 2.96527 2.81892 2.46417 2.25931 1.63115 0.572898 0.42158 0.418956 0.271707 0.256906 0.0622919 0.0490687 0.00359054 0.00259164
threshold=0 1 2 3 4 5 6 7 32.500000000000007 8 9 17.500000000000004 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 10 1.5000000000000002 2.5000000000000004 11 34.500000000000007 11.500000000000002 9.5000000000000018 4.5000000000000009 16.500000000000004 12 15.500000000000002 13 9.5000000000000018 14 35.500000000000007 13.500000000000002 29.500000000000004 8.5000000000000018 4.5000000000000009 199.00000000000003 8.5000000000000018
decision_type=9 1 1 1 1 1 1 9 2 9 1 2 2 2 2 1 2 2 9 2 2 2 2 2 9 2 9 2 9 2 2 2 2 2 2 2
left_child=3 2 4 11 5 7 9 14 10 13 23 20 32 -6 -2 21 -9 22 -11 27 -1 -7 -8 -3 -17 28 -19 -14 29 -4 -12 -13 -5 -10 35 -33
right_child=1 8 25 12 6 15 17 16 33 18 30 31 19 -15 -16 24 -18 26 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 34 -34 -35 -36 -37
leaf_value=-7.181635427031134 -7.7028277708910977 -7.3666576276589222 -7.5238944184087355 -7.6605667397813315 -7.7484626143695481 -7.5834939936904249 -7.7316575931872409 -7.7448371161309995 -7.7066103662932743 -7.7849339082556916 -7.6335559315733184 -7.7028277708910977 -7.5131687130044291 -7.6862382999862735 -7.6454813208370718 -7.685415271951892 -7.7014572422892247 -7.7028277708910977 -7.6966585434319459 -7.7028277708910977 -7.7028277708910977 -7.7028277708910977 -7.7005549201333316 -7.7028277708910977 -7.7154718083925067 -7.7028277708910977 -7.6500563965279103 -7.7028277708910977 -7.7028277708910977 -7.7028277708910977 -7.7028277708910977 -7.687965037193492 -7.7028277708910977 -7.7028277708910977 -7.7028277708910977 -7.7028277708910977
leaf_weight=181.1935558951227 130.01612325559836 115.11493672453798 108.36676996306051 57.145576648588758 295.33087011851603 53.879315961792599 66.908267430670094 368.05344248446636 4.2953132595284833 2400.5315246461541 29.068817830528136 1.8573474098811846 43.182763353514019 64.3232296219212 151.72096688853344 11.09761693846667 148.48673721123487 4.8917216335539706 4.8479609586065626 1.6065130256465625 0.14707195910159399 0.88243175460956891 14.971113382780457 0.1565459196572182 17.228171699913222 0.33474660629872133 28.067284857505001 0.077596248360349729 0.062257455079815283 0.061806314100976034 0.14616967714391549 2.2114930782699966 0.060904032143297537 0.70874247775645915 0.011278524470981099 0.0081205376191063605
leaf_count=401634 288194 255164 240206 126669 654631 119429 148309 815828 9521 5321023 64434 4117 95719 142579 336305 24599 329136 10843 10746 3561 326 1956 33185 347 38188 742 62214 172 138 137 324 4902 135 1571 25 18
internal_value=-7.70283 -7.73456 -7.74949 -7.30944 -7.75743 -7.69835 -7.77523 -7.70967 -7.40842 -7.77879 -7.39825 -7.21155 -7.57762 -7.73531 -7.67108 -7.61363 -7.7319 -7.69861 -7.78422 -7.51835 -7.18207 -7.58578 -7.7242 -7.36713 -7.70283 -7.52482 -7.65037 -7.51348 -7.52414 -7.52402 -7.63397 -7.69136 -7.66067 -7.70285 -7.68803 -7.68799
internal_weight=0 4019.55 3870.06 287.502 3761.24 881.365 2879.87 798.277 149.491 2765.03 144.486 185.429 102.073 359.654 281.737 83.0875 516.54 114.838 2405.38 44.8669 181.341 54.7617 81.8794 115.271 28.3258 108.826 32.959 43.2604 108.491 108.429 29.215 4.08824 57.2065 5.00406 2.23089 2.21961
internal_count=9547027 8909749 8578388 637278 8337165 1953635 6383530 1769463 331361 6128979 320269 411022 226256 797210 624499 184172 1144964 254551 5331769 99452 401960 121385 181494 255511 62787 241223 73057 95891 240481 240343 64758 9062 126804 11092 4945 4920
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=6144 1 1 992 896 1 1 10757824 26518529 2 2 1 2360816 7430146 1
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=17
split_feature=2 14 1 14 11 12 1 12 2 2 0 11 3 0 0 0 0 2 0 15 1 0 11 3 2 3 0 0 0 3 3 0 3 0 0 3 3 5 0
split_gain=3213.19 1395.91 582.833 202.022 194.371 135.31 95.8846 75.1385 63.8536 50.9287 35.69 33.789 29.7054 27.2045 26.5318 24.1082 22.3868 20.6147 17.7361 11.5125 11.3663 10.6622 9.19056 3.69389 3.51745 3.47727 3.17767 2.86636 2.6121 1.92435 1.56616 1.31312 1.08564 1.06696 0.841614 0.81913 0.552838 0.465179 0.428085
threshold=0 1 2 3 4 5 6 7 8 9 32.500000000000007 10 1.5000000000000002 2.5000000000000004 2.5000000000000004 14.500000000000002 1.5000000000000002 11 1.0000000180025095e-35 12 13 1.0000000180025095e-35 14 10.500000000000002 15 9.5000000000000018 9.5000000000000018 1.0000000180025095e-35 31.500000000000004 16.500000000000004 10.500000000000002 17.500000000000004 10.500000000000002 18.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 15.500000000000002 16 199.00000000000003
decision_type=9 1 1 1 1 1 1 1 9 9 2 1 2 2 2 2 2 9 2 9 1 2 1 2 9 2 2 2 2 2 2 2 2 2 2 2 2 1 2
left_child=3 2 4 6 7 9 15 8 18 13 29 19 21 24 22 30 -10 37 -2 -11 -15 35 27 38 -4 -19 -23 -7 32 -3 -1 36 -16 -14 -13 -8 -6 -9 -5
right_child=1 10 5 23 31 14 12 17 16 11 -12 34 33 20 28 -17 -18 25 -20 -21 -22 26 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.25894227083394583 0 0.2175410468715549 -0.01047206948144222 0.43768006977382146 0.13797996972875015 -0.031580255329496515 0.0065466792413682142 0 -0.038043161449363823 -0.080589475342315087 0 0 0.13549241102624715 0.044982046869402853 0.079271784892487193 0 0.0038262972931862871 0.10389189396003132 0.053580068892755212 0.00607790972573676 -0.011887224520946066 0.063849045568246499 0.037656407219791063 0 -0.05078267313817611 0 0 0 0 0 0 0 0 0 0.022269589945851254 -0.010969700665855085 0 -0.014183962465772932 0
leaf_weight=204.81331929482985 109.80636082653655 192.29664842667989 91.758200811309507 53.49985299949185 96.879453474772163 43.050557542941533 41.308549370238325 4.2773686147411354 382.92193844309077 2211.4649700515438 4.9878535652824203 8.4102598580066132 66.376953580824193 27.585820531763602 35.812295825890033 2.4887967973772893 159.67016673463513 69.055191534542246 139.90037056419533 4.8779342703055582 38.288777813315392 38.340999756124802 5.5936824303353196 0.13259377528447558 191.45775424083695 1.1174682490527619 2.7453502345888401 36.963111862685764 1.2387836311827403 0.21203626005444576 0.13183450722135504 0.28289268125081335 0.49559738198877212 0.23534980573458497 14.158457267913034 12.673478873068232 0.11865007743472133 15.438029470824405 0.015338793280533447
leaf_count=269751 243397 319799 212775 77686 179598 97676 77589 8436 881111 5321023 11092 15608 116209 60021 75089 4788 352119 138615 292836 10746 83445 63100 10390 242 443815 2466 4986 83818 2629 470 241 529 1038 479 26290 22173 263 34655 34
internal_value=0 -0.0294501 -0.0440845 0.249144 0.0213915 -0.0676552 0.196593 0.00443039 -0.0061601 -0.072807 0.211161 -0.0785395 0.0868816 -0.0291046 0.0272861 0.245079 -0.0252031 0.0784631 0.0321625 -0.0801866 0.0188737 0.033482 -0.0048835 0.436729 -0.04289 0.0923935 0.0589257 -0.020042 0.0746674 0.217238 0.258741 0.137229 0.0779315 0.134919 0.0160154 0 0.137758 -0.00791162 0.437581
internal_weight=0 3888.12 3690.62 422.762 979.468 2711.16 369.115 882.187 792.299 2588 197.497 2238.91 161.681 349.091 123.154 207.434 542.592 89.8881 249.707 2216.34 65.8746 95.0684 85.6074 53.6478 283.216 70.1727 41.0863 80.0137 37.5467 192.509 204.945 97.281 36.3079 66.6123 22.5687 53.982 96.9981 19.7154 53.5152
internal_count=9547027 8909749 8578388 637278 2134025 6444363 559316 1953635 1769463 6173723 331361 5373667 284536 800056 270640 274780 1233230 184172 536233 5331769 143466 167848 191884 77962 656590 141081 68086 181494 78756 320269 269992 180390 76127 116688 41898 99762 179861 43091 77720
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=6144 1 896 1 1 1 960 1 8660672 26518529 1 13705229 1 96 1 16785409 2
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=17
split_feature=2 14 1 11 0 2 5 0 12 2 0 0 11 3 0 1 0 5 4 2 0 0 3 11 3 0 3 3 0 3 2 11 3 0 3 3 3 1 3
split_gain=2239.04 1014.53 538.502 235.336 126.466 108.095 89.0789 94.0392 48.6205 38.8467 22.9571 18.6121 17.0755 12.6929 12.0717 11.7337 9.92403 9.07113 7.62001 3.63869 3.57829 3.38718 3.14759 2.96128 1.91926 1.81693 1.52878 1.46323 1.21301 1.02801 0.854644 0.664328 0.630636 0.422488 0.352078 0.2465 0.231374 0.350111 0.186273
threshold=0 1 2 3 1.0000000180025095e-35 4 5 1.0000000180025095e-35 6 7 23.500000000000004 21.500000000000004 8 2.5000000000000004 4.5000000000000009 9 4.5000000000000009 10 11 12 1.0000000180025095e-35 1.0000000180025095e-35 8.5000000000000018 13 2.5000000000000004 20.500000000000004 5.5000000000000009 11.500000000000002 26.500000000000004 16.500000000000004 14 15 15.500000000000002 29.500000000000004 10.500000000000002 5.5000000000000009 1.0000000180025095e-35 16 13.500000000000002
decision_type=9 1 1 1 2 9 1 2 1 9 2 2 1 2 2 1 2 1 1 9 2 2 2 1 2 2 2 2 2 2 9 1 2 2 2 2 2 1 2
left_child=4 2 3 5 15 18 7 -7 9 13 17 27 16 31 23 24 -11 29 25 -5 -15 -20 -8 26 36 -2 -10 -6 30 -3 -16 -4 -21 -13 -17 -14 -1 -38 -19
right_child=1 10 8 19 11 6 22 -9 14 12 -12 33 35 20 28 34 -18 38 21 32 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.0048374063117406739 0.083118286769666636 0.17548830249757411 -0.036736782852491268 0 0.23809816423610669 -0.032600363607816714 -0.0568317982592225 0.034664775801477588 -0.029673945894841798 -0.084573998818090038 0 0 0.01063927212843873 -3.7491636144973386e-05 0.047662379617691104 0.12128646219025266 -0.040166809594725329 0.04533757472285941 -0.0055307057467262992 0.13108293426099235 0.034575865960279985 0.028176060098289803 0 0.0089389972808173457 0.03217484334990689 0 0 0 0 0 0 0 0 0.012495051842824713 0 0 0 -0.0095226360178565679 0
leaf_weight=21.498559381929226 93.393126545357518 198.99109726015013 75.855532225221395 13.417490865307625 299.1119886310189 385.19193939209799 391.22016476793215 385.71835106465733 49.597668275178876 1703.0617532815959 6.7403465433453666 2.2034965543425633 9.7640549296629597 39.009286491054809 10.110769952909321 170.57346806008718 163.76438891104772 38.10150882601738 19.742502488690661 116.23714614790515 16.808352762920549 31.622037144989008 4.4627432319684877 3.0444402421999248 9.3379800612456147 3.6196544100239398 6.0411043890053397 0.14031216967850824 1.033521982084493 0.15609477867837895 3.4628891682077656 0.10358406166778777 0.14544796338304777 5.5539347716839984 0.090369166398885592 1.337063096143537 5.4208557953243144 10.835149871185424 0.16818153258645807
leaf_count=45234 197433 253710 178079 21983 336754 923217 926010 868388 111882 4414730 13565 3668 17881 91836 19532 193772 417315 63416 45472 191094 39030 65893 10531 5405 17207 7356 13310 300 2137 346 6880 198 320 8969 163 2476 10455 20756 324
internal_value=0 -0.027298 -0.0415215 0.00542678 0.186054 -0.00807048 -0.0189872 0.000718402 -0.0735194 -0.0767508 0.158179 0.234031 -0.0803292 -0.0127101 0.00162216 0.104563 -0.0815335 0.162818 0.0624026 0.120226 0.0153331 0.014271 -0.0558753 -0.0177145 0.014793 0.0810476 -0.0252965 0.237954 0.0456996 0.175301 0.0491566 -0.0358549 0.122486 0.00592618 0.115434 0.0070383 0 -0.00489568 0.0449794
internal_weight=0 3771.92 3527.77 1444.77 524.766 1314.97 1166.59 770.91 2082.99 2009.7 244.157 307.01 1877.93 131.777 73.2904 217.756 1866.83 237.417 148.377 129.8 55.8176 51.3645 395.683 58.6832 47.0925 97.0128 55.6388 299.252 14.6072 199.147 13.5737 75.9591 116.383 7.75743 170.664 11.1011 37.7546 16.256 38.2697
internal_count=9547027 8909749 8578388 3257697 637278 3044300 2728146 1791605 5320691 5161545 331361 349691 4852402 309143 159146 287587 4832045 317796 316154 213397 130866 111365 936541 130597 93652 204789 125192 337054 28549 254056 26412 178277 191414 12637 193935 20357 76445 31211 63740
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=6144 1 960 1 8651776 2 1 16786433 1 15 2 2 5775375 1 8390636 1 8
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=23
split_feature=2 11 1 12 14 14 1 3 2 2 2 0 1 2 0 2 8 1 14 5 3 5 15 0 0 9 1 0 0 0 0 0 2 3 3 3 3 6 0
split_gain=1583.86 789.856 467.637 160.04 111.168 105.498 90.5639 87.9618 53.2501 41.4751 36.1908 35.698 35.6886 31.1122 28.8311 28.7222 16.7816 16.4124 14.097 10.7457 10.2289 8.0943 5.22632 4.29609 3.26255 3.18097 3.09421 2.7145 2.37507 2.27251 2.18637 2.16842 1.9931 1.61925 1.59051 1.58405 1.55965 1.38608 1.05186
threshold=0 1 2 3 4 5 6 1.5000000000000002 7 8 9 4.5000000000000009 10 11 2.5000000000000004 12 13 14 15 16 2.5000000000000004 17 18 19.500000000000004 17.500000000000004 19 20 11.500000000000002 35.500000000000007 1.5000000000000002 1.0000000180025095e-35 18.500000000000004 21 5.5000000000000009 15.500000000000002 10.500000000000002 7.5000000000000009 22 1.0000000180025095e-35
decision_type=9 1 1 1 1 1 1 2 9 9 9 2 1 9 2 9 1 1 1 1 2 1 9 2 2 9 1 2 2 2 2 2 9 2 2 2 2 1 2
left_child=4 2 3 6 7 10 13 12 18 -5 20 22 29 36 -10 25 27 -13 -8 23 -4 -15 -12 -11 -18 28 -22 38 34 -1 -17 37 -7 -32 -3 -6 -2 -9 -14
right_child=1 15 5 9 35 32 8 31 14 19 11 17 16 21 -16 30 24 -19 -20 -21 26 -23 -24 -25 -26 -27 -28 -29 -30 -31 33 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.013022296713616181 0.062531922689554639 0.16297706643220727 -0.031047588090084691 -0.018239310801686906 0.24308728857045003 0 -0.050698012790478836 0.072632340023932707 -0.011854311559903741 0.10537149315892835 -0.081689676565692135 0.0053555288640066137 0.013652767469334089 0.012647425381856318 0.051313387637039846 -0.00074131021147315931 0.13439867405476999 -0.047158683989200083 0.01009109007747523 0.016944331725767928 0.030902658189174967 -0.023856543083215106 0 0 0 0 -0.0025979692192291634 0 0 0.013761656559148409 0.033089142098540685 0 0.059703027572596094 0 0 0 0 0.18106194274731346 0.052079004763419735
leaf_weight=50.436065951624187 148.99303623987362 190.87703017919557 41.038815690320916 29.697886607638793 100.83069613703992 8.9869902693608292 511.14319396851351 74.221359883027617 244.42140841117362 160.33103161977488 1648.8830676558136 84.308672822022345 65.850784243753878 194.50828326586634 67.127223728632089 14.318221480672944 72.782164413278224 94.295875243056798 22.665868952171877 39.246218705317006 27.980211267451523 51.396618791826768 3.0304204699932589 2.0050416273006695 0.73204862218699318 0.54285637402790499 20.56454398581991 3.5863350485160472 0.40338953412719902 18.332266092387727 25.587698503746655 0.37824532520607945 30.740360213472741 4.0664261930796775 0.26917341139051032 0.14720277980086294 1.7220401717931952 155.66644759423798 84.349708889320027
leaf_count=71820 296712 259918 99052 64551 77720 10835 1280165 72393 564925 243920 4613922 213139 77841 418667 139600 20528 71331 247154 27186 77129 64809 122774 7218 3768 1495 678 47571 4784 886 21395 36021 744 39031 5715 569 242 3306 161908 75605
internal_value=0 -0.0252829 -0.0379875 0.0046274 0.142063 -0.0694341 -0.00987006 0.112724 -0.0280933 0.0759986 -0.0734219 -0.0762452 0.0642903 0.0275253 0.00407013 0.140852 0.0798554 -0.0257304 -0.0463629 0.0886993 -0.00202309 0.00209024 -0.0814255 0.10375 0.121047 0.154578 0.0209234 0.0376955 0.162179 -0.000756932 0.015476 0.159257 0.0577096 0.0273645 0.162657 0.242702 0.0583094 0.159634 0.0419746
internal_weight=0 3669.15 3433.09 1473.26 627.313 1959.83 1241.98 526.335 845.358 231.28 1920.1 1830.52 296.069 396.62 311.549 236.065 227.301 178.605 533.809 201.582 89.5836 245.905 1651.91 162.336 73.5142 192.092 48.5448 153.787 191.55 68.7683 43.9723 230.266 39.7274 29.6541 191.146 100.978 150.715 229.888 150.2
internal_count=9547027 8909749 8585434 3242703 637278 5342731 2853335 559316 2011876 389368 5292865 5081433 324271 841459 704525 324315 231056 460293 1307351 324817 211432 541441 4621140 247688 72826 262051 112380 158230 261373 93215 62264 235045 49866 41736 260487 77962 300018 234301 153446
cat_boundaries=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=6144 1 960 1 1 1 768 74558 5251085 16785408 41 8652368 8652528 1 48 1 2 2 1 1 24 5325585 2
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=23
split_feature=2 14 1 1 12 11 2 2 12 14 3 5 0 5 11 0 2 0 0 0 0 2 0 2 0 2 11 1 3 14 4 3 3 0 3 3 2 0 13
split_gain=1263.67 581.586 374.437 138.44 90.6229 74.3393 44.1824 38.1963 37.234 32.5672 48.9199 37.9738 30.1572 28.3162 25.2664 17.5573 14.5842 13.1702 11.2956 10.9816 10.6043 10.393 8.88267 6.79994 6.3831 4.42761 4.3603 3.83818 3.73795 3.14061 2.83426 2.53659 2.4442 2.21989 1.78118 1.69142 1.66009 1.47459 1.21895
threshold=0 1 2 3 4 5 6 7 8 9 1.5000000000000002 10 1.5000000000000002 11 12 2.5000000000000004 13 2.5000000000000004 1.0000000180025095e-35 10.500000000000002 16.500000000000004 14 2.5000000000000004 15 20.500000000000004 16 17 18 2.5000000000000004 19 20 11.500000000000002 5.5000000000000009 24.500000000000004 9.5000000000000018 13.500000000000002 21 20.500000000000004 22
decision_type=9 1 1 1 1 1 9 9 1 1 2 1 2 1 1 2 9 2 2 2 2 9 2 9 2 9 1 1 2 1 1 2 2 2 2 2 9 2 1
left_child=3 2 5 6 7 8 37 22 12 10 18 24 16 -14 17 26 -2 -9 -5 -20 25 34 36 -7 31 -3 32 -24 29 38 -27 -11 -6 -17 -10 -12 -4 -1 -8
right_child=1 20 4 9 15 23 28 14 21 11 35 -13 13 -15 -16 33 -18 -19 19 -21 -22 -23 27 -25 -26 30 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.061154336870184539 -0.034054834346848965 0.12070817506704981 -0.0084057193956258679 0.027095385717822291 -0.026402601036909369 0.086277741305559569 -0.045101757841582539 -0.081107164411443361 0.068009213387247608 0.21432707273007714 0.13301590130592408 0.050186605419830159 0.040960240918086373 -0.022758927016566826 0.0052670597789384174 0.06436173309248587 0.00032882560788739709 -0.043368865516487103 0.084111990164224784 0 0 -0.0064121001577187369 0.021463103713918054 0.011436330093529146 0 0.042146639907485212 0.020220443754755651 -0.011453333070991731 0 0.001430964715220244 0 0 0.0036765206804850051 0 0 0 -0.041834188384176407 0 0
leaf_weight=78.554056808265159 334.34961303303135 189.1775931569864 88.788399512734031 138.27644142863574 52.853318829787895 82.361119008506648 70.128430261043832 1460.072780338407 69.969063637690851 97.842674876970705 276.27933718124405 49.846374812594149 154.39525740969111 81.291925988422008 27.929691117693437 30.831195951177506 167.24055302023771 262.96149060351308 176.28743775095791 11.900962847605113 7.8185187382914583 18.759404178301338 26.67635754251387 54.18736927077407 3.1595297795138313 57.898202682845294 6.5955947605543761 28.876936234446475 16.735167753708083 1.5471997444692522 15.655375118338268 0.28623349635745299 7.6137610068835775 1.350799993291729 0.99195326119661231 0.38230878036119875 130.12319720300729 2.4757859727833411 0.80258538833004323
leaf_count=113722 835009 197740 212775 176084 127632 99284 170501 4423755 115744 66210 282463 34657 316126 181549 41166 57911 362480 750460 180855 18691 13494 43097 56695 72571 3966 61141 9527 71580 31374 1875 20154 354 17396 2782 2010 782 368186 3360 1869
internal_value=0 -0.0281357 -0.0408713 0.101554 -0.0639091 0.0105593 0.0117251 -0.0687998 -0.00121059 0.11984 0.0995402 0.175905 -0.00959272 0.0177652 -0.0744045 0.0214382 -0.0232891 -0.0763596 0.0617726 0.0786487 0.104871 0.0503072 -0.0249863 0.071656 0.209883 0.107954 -0.0073074 0.00399998 -0.0296072 -0.0395315 0.032036 0.213625 -0.0193358 0.0607902 0.0603777 0.132725 -0.0341468 0.0544557 -0.0435571
internal_weight=0 3358.77 3088.22 924.505 2124.67 963.546 170.243 2025.43 826.998 754.261 603.126 151.135 737.277 235.687 1750.96 99.2447 501.59 1723.03 326.465 188.188 270.55 89.7204 274.465 136.548 101.288 262.731 67.0627 55.5533 89.2134 72.4782 73.5536 98.1289 60.4671 32.182 70.961 276.662 218.912 81.0298 70.931
internal_count=9547027 8460264 8167735 1086763 6139865 2027870 322701 5924617 1856015 764062 658875 105187 1695164 497675 5215381 215248 1197489 5174215 375630 199546 292529 160851 709236 171855 70530 279035 154555 128275 205619 174245 81295 66564 145028 60693 117754 283245 580961 117082 172370
cat_boundaries=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=269312 1 896 15 1 1 2048 26255489 1 1 2 2 1 446 2622450 8389344 11010672 1 96 1 2 16785409 1
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=24
split_feature=2 1 14 2 14 11 2 12 1 6 0 2 2 14 5 0 5 0 3 12 1 0 0 1 3 0 12 2 15 0 2 3 0 0 0 0 3 1 1
split_gain=989.29 365.009 185.127 154.033 123.322 108.892 61.579 57.5474 56.4652 40.1735 38.1128 35.6976 29.484 22.0488 19.1132 17.6979 17.6314 15.999 15.6931 13.2422 12.7967 10.9791 10.3138 9.95784 9.13097 8.56317 8.19626 10.9702 7.55219 6.96315 6.14935 4.60224 4.58973 3.83168 3.08645 2.77982 2.64446 2.53255 2.29717
threshold=0 1 2 3 4 5 6 7 8 9 1.0000000180025095e-35 10 11 12 13 1.0000000180025095e-35 14 4.5000000000000009 4.5000000000000009 15 16 1.0000000180025095e-35 1.5000000000000002 17 2.5000000000000004 20.500000000000004 18 19 20 16.500000000000004 21 11.500000000000002 4.5000000000000009 1.0000000180025095e-35 29.500000000000004 9.5000000000000018 8.5000000000000018 22 23
decision_type=9 1 1 9 1 1 9 1 1 1 2 9 9 1 1 2 1 2 2 1 1 2 2 1 2 2 1 9 9 2 9 2 2 2 2 2 2 1 1
left_child=2 4 3 9 6 8 10 11 12 15 18 24 -5 28 19 38 25 -10 20 22 -2 -14 -8 29 -3 31 27 -12 32 -11 33 -4 -13 -9 -6 -25 -7 -26 -1
right_child=1 7 16 5 34 36 14 30 17 23 26 13 21 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 35 37 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.011292896891760464 0.0075069094198051385 -0.029150577249633942 0.15563123438819615 0.05340824909971327 0.078781048479477575 0.090820602166312867 -0.034405175368879597 0 -0.0585930796402864 0.11877990576556358 -0.0066299702279903261 -0.081132923026546372 -0.02775159189424628 0.013426181580691069 -0.057042953173935144 0.05399834804353703 0.05115822455854048 0.010500017501738228 0.0366876665170272 0.026951914535452426 -0.036895194086284167 0.012624546447282441 0.0044876552960751211 0.047382838048092686 0.029144953117182917 0 0.069838149530646113 0.031573016741609589 0.0014918851462935338 0 -0.0086276861179621842 0 -0.038564479915631965 0.051726898082025942 0 0 0 -0.0014862045685732775 -0.012404720351609147
leaf_weight=32.745160853868583 69.726817530550761 39.138703323493246 210.05480117310071 87.078057312319288 167.90835832327139 98.872189224377507 178.75058150675613 9.0780372198205459 189.61718591389945 271.94335715426132 76.696513517643325 1203.0153666800761 97.287343014380895 13.188884152536046 190.98239757108968 128.33555006867391 74.453398940793704 21.575111115322215 19.741317244508537 34.574404193845112 161.14824955782387 105.80790129469824 73.327977226465009 142.24894183297874 28.130843825929333 5.5413659738842389 40.050959017302375 233.52045548488968 3.4987817546934812 1.8525914248893958 25.648764534678776 0.83445310508250159 139.20183256044402 22.05818912878749 1.419550566934048 2.4327117741922839 2.3943882852618108 19.881425530416891 48.99640687025385
leaf_count=28850 143127 98235 141521 150128 164196 116206 465642 22038 578073 184535 160663 3968389 263443 14738 513919 106240 61294 50960 43783 56918 413835 249024 157988 168741 63662 7628 62237 474797 8488 3551 50557 895 391903 40837 3032 3294 3129 46426 64105
internal_value=0 -0.034897 0.0644899 0.0454906 0.00500643 0.00716929 -0.00785001 -0.067495 -0.0127171 0.0784752 0.0129221 -0.0718484 0.01505 -0.0755116 -0.0333893 0.0344364 0.134209 -0.0478777 -0.0148701 -0.0138258 -0.0241407 -0.00624411 -0.0227539 0.0978814 -0.000933999 0.151856 0.0335406 0.0222275 -0.0774239 0.113703 0.0186459 0.154745 -0.0778764 0.0349271 0.0775075 0.0428747 0.0888621 0.020467 0
internal_weight=0 2750.69 1522.07 1231.19 1247.85 602.632 1078.52 1502.84 501.366 628.555 600.884 1446.06 290.173 1358.9 477.635 210.077 290.884 211.192 250.616 286.653 230.875 203.095 252.079 418.478 87.151 216.431 350.268 310.217 1345.72 273.796 56.785 210.889 1342.22 31.1362 169.328 144.682 101.267 48.0123 81.7416
internal_count=9547027 7365410 2181617 1970279 2660137 1410963 2492909 4705273 1291628 559316 1298442 4591841 662595 4383518 1194467 199195 211338 629033 600745 680548 556962 512467 623630 360121 208323 150044 697697 635460 4368780 188086 113432 142416 4360292 62875 167228 172035 119335 110088 92955
cat_boundaries=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=269344 960 1 6144 1 1 10552016 1 960 2 16785408 263168 1 2 2 1 768 960 1 65552 1 8921804 24 898
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=27
split_feature=2 1 2 11 5 1 0 12 8 2 0 2 12 14 3 1 14 2 14 3 14 5 3 3 1 14 15 1 0 5 0 3 0 2 2 2 0 0 5
split_gain=805.097 289.865 160.49 175.811 102.787 65.269 57.5971 46.5467 43.4203 35.0391 31.1379 30.9749 28.5096 22.8172 22.2306 18.5503 18.487 18.2163 15.2961 10.863 10.0774 9.07465 11.9433 8.23566 8.02401 7.81076 7.79686 7.75088 7.41957 6.09882 5.33451 4.58828 4.5238 4.417 4.38891 4.30399 3.93492 3.11833 3.95934
threshold=0 1 2 3 4 5 1.5000000000000002 6 7 8 1.5000000000000002 9 10 11 1.5000000000000002 12 13 14 15 2.5000000000000004 16 17 1.5000000000000002 2.5000000000000004 18 19 20 21 2.5000000000000004 22 15.500000000000002 7.5000000000000009 1.5000000000000002 23 24 25 4.5000000000000009 1.0000000180025095e-35 26
decision_type=9 1 9 1 1 1 2 1 1 9 2 9 1 1 2 1 1 9 1 2 1 1 2 2 1 1 9 1 2 1 2 2 2 9 9 9 2 2 1
left_child=2 4 8 5 6 11 12 9 14 23 25 19 13 15 16 -2 24 -8 26 28 34 30 -23 -3 -1 -7 36 -12 -4 -21 -10 -5 -26 -9 -6 -14 -11 38 -13
right_child=1 7 3 31 20 10 17 33 21 18 27 37 35 -15 -16 -17 -18 -19 -20 29 -22 22 -24 -25 32 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.028822574199483159 0.0047769539516210914 -0.027978883556841323 -0.026373204049364347 0.10530871038260495 0 -0.061850270800433538 0 0.027714112632043417 0.15140195788494434 -0.080376464744065887 0.027052592838375328 0.028776347713681205 0 0.039159008724488673 0.079023533488494127 -0.035600059272719996 0.075520251393842996 0.064810887443955911 0.0063852770374518393 0.036873438358571542 0.0072508819569749991 0.0099112135939749615 0.086434396400660488 0.019240684686704621 -0.015975653967134597 0.003059495927934394 0.0025624873958420341 -0.014977543675171793 0.013109595649366918 -0.0063933659328854787 0 0 0.016344287090461148 -0.0083199443625105556 -0.050621649341184627 0.04998159330295239 -0.036439926071522397 0.057970307579283259 -0.0049132878791343362
leaf_weight=115.90759957331466 167.02873874534271 38.015126632380998 141.03419104701607 171.55445472939755 27.953914800164057 184.79260271386011 65.877912852622103 29.673158793186303 152.8704723312112 1064.1096867118322 48.131201447395142 43.745140819257358 21.828564975148765 46.851592663646443 272.4955407048692 233.15112204835168 47.422988506150432 224.44568584827357 11.348607613646889 53.261516500351718 18.471770290809218 47.269875843485352 82.570342262915801 48.813947837072192 86.528967029851628 7.8331032696878529 3.149246903602033 43.48265249049291 33.635181243036641 24.47154031629907 3.295640261261723 6.0527184066595501 34.427429872797802 25.428685314691393 279.76173423361615 69.303537565952865 122.54635174755822 140.2204924376274 28.879300796455937
leaf_count=96697 363944 98235 334404 162887 69914 603544 120991 58483 108166 3823880 109768 67493 29557 40968 183134 626596 23072 359163 12179 102045 25407 34275 58682 110088 99012 6955 7642 108554 61555 59639 3525 6453 30715 50557 759929 84117 364928 216671 63203
internal_value=0 -0.0354575 0.0518372 0.0210218 0.00131231 -0.000884511 0.020268 -0.0664099 0.0829067 -0.0707422 -0.0361937 0.0212687 0 -0.0107452 0.057033 -0.0196086 0.0312837 0.0538427 -0.0748098 -0.00223872 -0.0436062 0.119178 0.0675411 -0.000682438 0.0138087 -0.0578066 -0.0765815 0.00685623 -0.0164973 0.0224804 0.149098 0.102692 -0.0031599 0.0127678 -0.0479204 0.0435764 -0.0770961 0.0462756 0.0149363
internal_weight=0 2497.76 1769.88 927.094 1154.67 749.487 828.487 1343.08 842.789 1287.98 284.24 465.247 538.164 447.031 556.783 400.18 284.287 290.324 1201.15 252.402 326.187 286.006 129.84 86.8291 236.864 192.626 1189.81 91.6139 174.669 77.7331 156.166 177.607 120.956 55.1018 307.716 91.1321 1186.66 212.845 72.6244
internal_count=9547027 7006578 2540449 1903171 2480586 1733831 1625336 4525992 637278 4416952 828821 905010 1145182 1031508 432630 990540 249496 480154 4208629 557643 855250 204648 92957 208323 226424 610499 4196450 218322 395959 161684 111691 169340 129727 109040 829843 113674 4188808 347367 130696
cat_boundaries=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=8657952 960 6144 1 2 960 1 1 16785408 32 1 1 768 1 22020111 1 1 2 902 1 1 40 2 533196 20971665 5251086 2
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=27
split_feature=2 1 12 2 5 1 12 12 0 2 14 8 0 1 3 2 14 3 12 0 15 3 0 1 14 11 1 1 1 11 0 0 2 1 3 2 0 3 2
split_gain=660.938 263.618 134.346 125.3 88.0565 78.2481 48.8095 43.6391 41.875 33.1014 30.6443 26.6751 24.9385 16.3253 15.5372 15.1913 14.7015 11.6724 10.1425 8.21003 7.56732 7.35673 7.23517 8.86717 6.25502 5.70787 5.41201 5.39854 5.39721 4.82985 4.29049 4.11826 4.0374 3.62434 3.54147 3.30497 3.19787 2.86743 3.0315
threshold=0 1 2 3 4 5 6 7 2.5000000000000004 8 9 10 1.5000000000000002 11 1.5000000000000002 12 13 1.0000000180025095e-35 14 16.500000000000004 15 2.5000000000000004 2.5000000000000004 16 17 18 19 20 21 22 4.5000000000000009 8.5000000000000018 23 24 8.5000000000000018 25 23.500000000000004 11.500000000000002 26
decision_type=9 1 1 9 1 1 1 1 2 9 1 1 2 1 2 9 1 2 1 2 9 2 2 1 1 1 1 1 1 1 2 2 9 1 2 9 2 2 9
left_child=2 4 3 11 6 17 10 9 24 21 12 33 13 -2 22 -14 20 27 29 37 30 -3 23 -13 25 -7 36 -5 -16 34 -11 -19 -9 -1 -6 -8 -10 38 -4
right_child=1 7 19 5 18 8 35 32 26 16 -12 14 15 -15 28 -17 -18 31 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0043737539319472834 -0.02685049599267543 0.023478658216640511 0.019027231137613086 -0.051627146699441032 -0.054008375132619371 0.070277668877568242 0.026204070060062853 0.045006905106511806 -0.078779288942183057 0.053438136540312632 0.024361161645788908 0.042621800722904321 -0.033617595996987458 0 -0.0057206027361813945 0.0061985895905120464 0.046080163846404523 0 0 0.0025374943001952965 0.017823212831631182 0.040892185393096747 -0.010909482359299942 0.0012654336799857184 0 -0.0048823618176430245 -0.015359040934039895 0.05984682157557928 0 -0.034558005048660141 0 -0.0080237391638934424 0.09190379999256082 0 0.009300535684150249 0 0 0.10943850089855565
leaf_weight=14.103082927380454 167.82774826744571 36.967038414499257 56.329726612893865 51.541950421640649 259.22389498905977 261.17738395251217 120.84102959895972 30.506012802914483 49.975401481002336 981.96968510755687 80.078751907451078 85.333555160614196 105.7967783107888 225.0030658422329 24.407916561583988 91.472036855557235 11.421159648365572 245.73982781000086 43.207233736960916 10.017574165685799 3.1573204219457685 49.761395494424505 65.035696740320418 118.12268529162975 11.461407765513284 16.973871337599121 28.322457651840523 48.574993816146161 223.75696237228112 8.0477349732827843 118.16401539940853 8.6392492996819765 25.218243225535844 237.00342680481845 2.0432917168072882 50.534971269255038 4.7930767255893434 2.2488339792762408 284.44873892018222
leaf_count=17167 363944 98235 78001 84420 743379 851670 131975 58483 99127 3823880 66955 60003 189992 626596 20283 182090 12179 384556 95284 14098 7642 110088 47727 132385 10171 20428 69649 99619 142349 11162 364928 13134 50557 151730 5425 63784 9770 3573 230589
internal_value=0 -0.0331783 0.0455396 0.0311732 0.00136151 0.000308776 0.0184615 -0.0641814 -0.0297697 -0.0686822 0.00477685 0.0581867 -0.00360871 -0.0182101 0.0381833 0.0227133 -0.07292 0.0325046 -0.0413534 0.0995738 -0.0747896 -0.000603605 0.0174693 0.0044044 -0.047784 -0.0507051 0.0237536 0.000625306 0.0565871 -0.0479147 -0.0753384 0.04375 0.0119482 0.0874117 -0.0502501 0.0618026 0.0350316 0.101987 0.102673
internal_weight=0 2411.24 1848.01 1494.96 1154.08 727.2 841.554 1257.16 372.704 1201.44 670.178 767.763 590.1 392.831 516.657 197.269 1114.71 354.496 312.522 353.045 1103.29 86.7284 268.492 203.456 289.613 278.151 83.0909 100.117 248.165 269.315 1100.13 254.379 55.7243 251.107 261.267 171.376 54.7685 343.027 340.778
internal_count=9547027 7006578 2540449 2214188 2480586 1642544 1625336 4525992 1060815 4416952 1429577 571644 1362622 990540 402747 372082 4208629 581729 855250 326261 4196450 208323 240115 192388 882269 872098 178546 184039 162632 759966 4188808 397690 109040 168897 748804 195759 108897 312163 308590
cat_boundaries=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=8657952 960 1 6144 2 896 1 1 16785408 1 6 768 2171840 1 1 1 898 1 1 100 768 513 1 533196 3 525264 1024
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=28
split_feature=2 1 0 5 0 2 5 2 11 14 11 2 2 6 1 12 3 14 3 2 3 12 1 3 1 11 1 15 2 3 0 12 3 12 0 0 2 2 1
split_gain=540.436 243.681 105.634 103.601 66.0555 58.7835 44.2344 53.8014 37.4259 36.0674 35.5504 33.8049 31.4526 27.433 25.3463 21.0926 16.8247 16.2403 13.9912 12.028 15.2458 11.1258 9.54993 8.10393 7.17194 6.01621 5.94043 5.91372 5.86261 4.9992 4.45926 4.45335 4.39925 4.13712 3.96034 3.9185 3.89295 3.86551 3.13631
threshold=0 1 1.0000000180025095e-35 2 2.5000000000000004 3 4 5 6 7 8 9 10 11 12 13 1.5000000000000002 14 2.5000000000000004 15 1.5000000000000002 16 17 2.5000000000000004 18 19 20 21 22 1.5000000000000002 34.500000000000007 23 8.5000000000000018 24 53.500000000000007 22.500000000000004 25 26 27
decision_type=9 1 2 1 2 9 1 9 1 1 1 9 9 1 1 1 2 1 2 9 2 1 1 2 1 1 1 9 9 2 2 1 2 1 2 2 9 9 1
left_child=2 3 5 4 9 13 7 30 16 14 18 23 29 26 36 -16 33 27 -7 20 38 25 -15 -3 -21 32 -1 31 34 -8 -4 35 -5 -9 -6 -13 -2 -11 -14
right_child=1 11 6 21 28 10 12 8 -10 37 -12 17 19 22 15 -17 -18 -19 -20 24 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.014052699492257612 0.020213154894430433 -0.025267200267004398 0.1042921303284927 -0.054448885114059833 0.06902788039566278 -0.048342671183961433 0 -0.015427325710696349 0.078476708705909559 0 0.034340153263600362 -0.078805387272647465 0.0099199514446346795 -0.0023995343733899752 -0.035571730068974079 0.021468818658453959 0.039065337166008497 0.0072827597844282643 5.7072470950704253e-06 0.018833505169541586 0.041568054050609413 0 0.056480902222621227 0.024162058414079285 -0.02454193269311716 0.0015240376729876682 -0.019165351491239352 0.00040903876099868391 0.002966035265175472 0.11741731977413256 0 -0.0038230779619238906 0.0011702097997126684 0.014949296653380281 0 0 -0.0036451749840180885 0.047375988291946003 -0.014168996919758401
leaf_weight=70.375126169325085 169.54644346379791 32.874502083956031 363.68298682867317 329.79583739870577 179.94002116730553 204.0678688363696 3.952821066981417 130.72162764967652 121.18714276159881 26.598043950536521 61.501336035231361 846.60470078588696 86.346954378474038 25.557375135424081 340.76837581489235 50.65202663972741 102.2449614306679 11.934029852069214 63.958262024243595 16.371339864475885 190.15746542272973 52.992735996434931 233.92220513758366 40.054654283885611 75.240171729557915 8.4084336033556593 62.60911111117457 1.8688519446295675 43.497152473370079 25.629803574847756 4.0467086738790377 19.898465325677535 2.6173329951416227 26.520196332392516 2.1657450589700593 5.7685828951653084 63.751705453847535 101.7215355754015 54.290957732009701
leaf_count=52946 320283 89512 237409 1052909 282914 599123 2542 303941 94642 23258 52405 3490590 84853 49426 1052777 84543 158677 12558 152825 26274 153636 115775 194400 86065 163178 11863 102760 4470 85588 13973 6422 44800 7608 28632 3993 18531 141815 76726 62385
internal_value=0 -0.0309296 0.0400092 -0.00320126 0.0140526 0.00894403 0.0581015 0.0732902 0.0373123 -0.000445226 -0.0204931 -0.0685949 0.0293332 0.0337568 -0.0111498 -0.0258619 0.0121996 -0.0741091 -0.0369596 0.015792 0.0244579 -0.0448208 0.0518657 0 -0.011143 -0.0509511 -0.000708481 -0.0765765 0.057991 0.0939309 0.100687 -0.0770821 -0.0531226 -0.00712751 0.0642713 -0.0782642 0.0130166 0.0420121 0
internal_weight=0 2331.46 1922.38 1372.46 978.641 721.991 1200.39 748.404 380.674 753.038 329.527 959.004 451.99 392.464 624.719 391.42 259.487 886.075 268.026 422.407 330.795 393.814 259.48 72.9292 91.6115 340.822 132.984 874.141 225.603 29.5826 367.73 872.272 332.413 157.242 182.106 852.373 233.298 128.32 140.638
internal_count=9547027 7006578 2540449 3260052 2071897 1203885 1336564 829723 585892 1699402 804353 3746526 506841 399532 1599418 1137320 491250 3570949 751948 490326 300874 1188155 243826 175577 189452 1072380 155706 3558391 372495 16515 243831 3553921 1060517 332573 286907 3509121 462098 99984 147238
cat_boundaries=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=8657952 992 2 268288 2 3072 1 1 1 8192 4096 2 768 1 1 8652800 1 3 768 1 448 1 2171864 1 1 2696016 5251086 880
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=23
split_feature=1 2 2 12 2 1 3 14 0 12 11 1 6 14 0 12 3 6 14 0 4 3 0 0 0 0 13 4 0 4 3 0 3 14 4 15 1 0 3
split_gain=464.009 199.614 196.619 117.682 77.5141 41.9498 37.2435 32.6584 22.3993 21.4929 17.47 17.3016 15.278 16.3642 15.1814 13.6774 13.434 11.1832 9.70868 8.65402 7.01204 6.70108 5.9666 5.60141 5.25869 5.06016 4.84281 4.83378 4.30279 3.59649 3.54166 3.28561 3.16198 3.09425 2.82549 2.72948 2.3778 1.84651 1.717
threshold=0 1 2 3 4 5 4.5000000000000009 6 2.5000000000000004 7 8 9 10 11 2.5000000000000004 12 1.5000000000000002 13 14 2.5000000000000004 15 2.5000000000000004 2.5000000000000004 16.500000000000004 22.500000000000004 21.500000000000004 16 17 1.5000000000000002 18 2.5000000000000004 4.5000000000000009 1.5000000000000002 19 20 21 22 26.500000000000004 10.500000000000002
decision_type=1 9 9 1 9 1 2 1 2 1 1 1 1 1 2 1 2 1 1 2 1 2 2 2 2 2 1 1 2 1 2 2 2 1 1 9 1 2 2
left_child=2 14 9 4 12 28 8 15 -7 11 20 29 13 19 17 24 -14 21 22 -4 23 33 -13 -5 26 -16 35 36 34 -1 -22 -17 -24 -2 -6 -3 -11 38 -12
right_child=1 7 3 10 5 6 -8 -9 -10 27 37 18 16 -15 25 31 -18 -19 -20 -21 30 -23 32 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0035387035576074167 -0.027880368264237728 -0.074888415213852574 -0.0027354989929541927 0.06727204687559156 0.020110029999618535 -0.031324445942475673 0.049833787727488338 0.017869200917681426 0.012485162371576829 0.028467659774431588 0.11643627693279433 -0.060012968053590049 0.032404029349909207 0.063235126171211992 0.075112000407879617 -0.018453227925832962 0.072289128103887629 0.038782211779669402 0.0071586141990182331 0.033201830393467566 -0.0018231636350413895 0.01568174203312819 -0.02389234380896705 0 0 0 -0.0067103401921041021 -0.010240444299842862 0.044623887204650783 -0.023669165643708297 0.028927416351588926 0.01848666661596093 0.0067553165699979836 0.0072543253067805279 -0.0027563766645661825 0 -0.00099210762259540827 0 0
leaf_weight=123.49715959993773 72.542864348273724 940.67638815891405 196.95358686798136 285.36162595744827 185.51128439401509 441.50212395777635 54.071541821598657 26.816443886986235 125.50726232519082 51.815254791348707 127.44413103625993 247.40344389082748 296.67283862741897 45.888573281583376 47.05622056426364 27.620473286835477 275.55390369784436 60.742819878971204 12.914178315986645 60.776388473575935 28.021437917370349 51.228804389858851 47.499133688121219 6.1739789014100088 10.061700586811638 4.7991968033020376 26.803829177908483 43.502657686476596 132.4056241933722 35.483869008516194 68.426535600796342 8.8183973199047596 20.575090516547789 3.5587020682287394 34.761090080603026 1.8742658514529456 18.564940763375489 0.50817330912104708 1.1005410971411027
leaf_count=254070 140409 3942631 218026 245085 301225 1308135 124786 25935 261701 64980 80701 857979 252598 20402 44651 66365 184674 66034 13008 58888 33674 93416 139512 8743 29362 5510 106303 91782 172736 94460 70689 14927 55180 2012 64598 4585 25381 765 1109
internal_value=0 -0.0480969 0.0229679 0.0359171 0.0233187 0.00302261 -0.0121595 -0.0667774 -0.0209846 -0.0265953 0.0773435 -0.0358684 0.044184 0.0215574 0.029954 -0.0703857 0.054753 0.011361 -0.0476411 0.00727457 0.056793 -0.00471414 -0.0525585 0.0653026 -0.0725842 0.0685044 -0.0733084 0.00836071 0.029038 -0.00355193 0.0193079 -0.000687263 -0.0123374 -0.0218233 0.0154049 -0.0746284 0.0224712 0.114875 0.115564
internal_weight=0 1282.6 2967.9 2366.64 1849.6 973.759 621.081 1042.67 567.009 601.256 517.036 487.373 875.845 303.619 239.929 1015.86 572.227 188.073 328.392 257.73 387.984 127.33 315.478 291.536 979.416 51.8554 969.354 113.883 352.678 158.981 96.448 36.4389 68.0742 76.1016 220.272 942.551 70.3802 129.053 128.545
internal_count=9547027 4542140 5004887 3408535 2967769 2233181 1694622 4190108 1569836 1596352 440766 1414209 734588 297316 352032 4164173 437272 301871 1065679 276914 358191 235837 1052671 253828 4082881 50161 4053519 182143 538559 348530 104363 81292 194692 142421 365823 3947216 90361 82575 81810
cat_boundaries=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=992 10240 22044943 1 8657920 768 1 1 1 768 2 1 1 2 1 2 1 2 2 1 2 1 416
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=26
split_feature=1 2 2 12 2 1 3 14 0 0 5 12 1 11 0 8 6 14 6 3 3 2 0 4 0 0 15 2 0 0 3 12 14 13 2 2 4 1 0
split_gain=391.189 183.062 160.387 84.8242 60.6459 38.9188 31.1651 30.703 23.4468 20.0291 13.8282 12.9444 12.043 11.7878 11.7104 9.55796 9.05779 6.6427 6.15964 5.9112 4.96759 4.95822 6.98805 4.37641 4.60941 4.30858 4.24265 3.79058 3.69818 3.02337 3.01327 2.88649 2.87514 2.7269 2.36172 2.32638 2.24283 2.17037 2.77246
threshold=0 1 2 3 4 5 4.5000000000000009 6 2.5000000000000004 1.5000000000000002 7 8 9 10 2.5000000000000004 11 12 13 14 2.5000000000000004 1.5000000000000002 15 22.500000000000004 16 16.500000000000004 21.500000000000004 17 18 1.5000000000000002 2.5000000000000004 2.5000000000000004 19 20 21 22 23 24 25 1.5000000000000002
decision_type=1 9 9 1 9 1 2 1 2 2 1 1 1 1 2 1 1 1 1 2 2 9 2 1 2 2 9 9 2 2 2 1 1 1 9 9 1 1 2
left_child=2 14 9 4 15 28 8 11 -7 12 36 21 -1 23 16 18 19 31 29 32 -20 33 26 24 -5 -16 -23 -13 -6 -4 -25 -14 -2 -3 -30 -8 -11 -17 -39
right_child=1 7 3 13 5 6 35 -9 -10 10 -12 27 17 -15 25 37 -18 -19 20 -21 -22 22 -24 30 -26 -27 -28 -29 34 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.0051621998531336498 -0.026281982547448408 -0.024521017535679708 0 0.057191563592614937 0.016067364651271378 -0.027365055645725434 0.050169922619459462 0.016834521511296868 0.013644899695602987 0.022812182517395033 -0.028665047591067857 0.015287817715461907 -0.059464443824124316 0.095898972361083828 0.067261669610999428 0.06579965919497173 0.035203413261399259 0 0.015731313455957716 0.015193471536815266 0.048140603930391407 -0.075505149622530549 0 -0.0018418001762428465 0 0 0 -0.020389776688052627 0 0.024358621781349999 0.025910734786669568 -0.0065945866401150993 0.0071716028876532114 0.0079296886756800213 0.044826768963843321 0 -0.0026453857140992737 -0.00019204216723772561 0.028911362407725124
leaf_weight=126.52216875035083 70.322994989692234 74.611575587536208 126.81098486922565 305.54062141629402 238.64592590220855 479.11298133808305 44.551454514745274 27.318637615418993 159.97696902643656 118.94341416681709 70.897584562626434 17.240097794157919 204.22327046000282 144.93878884747392 50.666505093075102 232.91121952299727 63.140879168524407 18.574082380335312 166.77321805024985 51.572390034416458 169.54507787455805 826.58419552003033 6.8915986567153587 28.032553104567342 6.3098394091357468 4.803512177662923 1.8957682060427021 19.027032830141252 13.841182334464975 40.700133306614589 70.779765893617878 33.147748991585104 3.5845117662684052 2.427212696755304 137.3610524070682 15.171004207280928 12.105392961035248 37.063182655954733 22.712128949875478
leaf_count=76120 55666 60550 92603 222117 168279 270563 31322 24467 155971 113908 38935 14776 100010 82729 35744 126923 65997 17871 115942 35253 81386 488826 2795 25285 7181 4591 666 12797 18011 26180 58435 25899 2012 1570 152435 10566 11650 22121 12686
internal_value=0 -0.0455205 0.0206602 0.0319242 0.0210725 0.00484296 -0.00895451 -0.0645939 -0.0164996 -0.0249344 0 -0.0683495 -0.0379751 0.0658117 0.0280451 0.0413518 0.0110804 -0.0490086 0.0272565 -0.00357901 0.035493 -0.0706312 -0.0734038 0.0487061 0.0554587 0.0613658 -0.0750934 -0.000429652 0.028805 0.00770171 0.0171132 -0.0547718 -0.0201702 -0.0171571 0.0428545 0.0459638 0.0185431 0.0585192 0.0121383
internal_weight=0 1220.09 3025.19 2440.78 1885.18 1088.66 698.812 975.996 639.09 584.414 201.946 948.677 382.467 555.602 244.091 796.516 188.621 255.945 503.829 125.48 336.318 912.41 835.372 410.663 311.85 55.47 828.48 36.2671 389.848 167.511 98.8123 237.371 73.9075 77.0388 151.202 59.7225 131.049 292.687 59.7753
internal_count=2870838 805710 2065128 1680735 1284988 807147 468422 606447 426534 384393 164493 581980 219900 395747 199263 477841 158928 143780 316111 92931 197328 554407 492287 313018 229298 40335 489492 27573 338725 118783 83720 125909 57678 62120 170446 41888 125558 161730 34807
cat_boundaries=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=992 10240 22044942 1 269312 768 1 2 1 768 1 1 2 1 2 17896449 2 1 8393588 1 1 1 2621440 8389344 2 448
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=24
split_feature=1 2 2 0 14 2 5 2 2 1 3 12 3 1 14 2 2 6 14 3 2 3 0 0 0 11 0 11 3 12 4 0 4 13 0 15 0 3 0
split_gain=335.302 161.495 110.757 82.8836 47.6961 52.5213 40.5195 47.4519 47.2612 31.4953 30.9032 22.8946 17.8429 17.7237 16.6155 11.5327 11.2619 8.87886 8.28032 8.21664 7.46215 6.48781 5.69329 5.42613 4.70298 4.68134 4.56007 4.24498 4.23099 4.1255 4.1199 3.29465 3.0927 2.88406 2.29026 2.15721 1.85178 1.65667 1.52406
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 7 8 1.5000000000000002 9 1.5000000000000002 10 11 12 13 14 15 2.5000000000000004 16 1.5000000000000002 1.0000000180025095e-35 26.500000000000004 13.500000000000002 17 2.5000000000000004 18 4.5000000000000009 19 20 2.5000000000000004 21 22 1.0000000180025095e-35 23 53.500000000000007 1.5000000000000002 1.0000000180025095e-35
decision_type=1 9 9 2 1 9 1 9 9 1 2 1 2 1 1 9 9 1 1 2 9 2 2 2 2 1 2 1 2 1 1 2 1 1 2 9 2 2 2
left_child=2 11 21 4 5 17 8 12 36 19 15 13 -8 32 23 -10 31 33 20 -7 -15 -1 -23 29 -14 -18 -12 -22 -11 35 34 -9 38 -3 -13 -4 -5 -19 -2
right_child=1 3 14 6 -6 9 7 16 10 28 26 30 24 18 -16 -17 25 37 -20 -21 27 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.0049172264295249974 -0.012168546870613969 -0.074900050061362425 0.074405974506296102 0.050088628594788437 -0.01158826722774467 0.0017778431352895125 0 -0.017979269888115552 -0.052407303082031301 0.027782499794655736 0 0.09461626089895897 -0.0029776162629907188 0.0097796918797549703 0.017039188582031139 -0.027298759286335572 0.01483951807329067 0.0044564356162981001 0.021400700869487518 -0.058742518088300368 0 0.05197347850074259 0 0 0.0083487787855634262 0.064754210696618866 0 0 -0.0016802461742883871 -0.008593052019318332 0.021772607032750416 -0.021842932227383493 0.01633898969037292 0.028993859640967214 0 0 0.04646773432858553 0.012211297905143102
leaf_weight=81.949961982376408 50.95388531734352 61.000635415199213 666.61055112240138 517.48735236637003 149.01840946951415 185.91793782997411 39.730980780761456 159.63787994979066 102.5381426619424 240.90205375324877 199.11840889509767 23.695255495520541 67.063844513148069 58.922648066116381 11.88986324588768 224.68700999395514 144.59712839675194 110.0565567217127 14.023082765168509 86.096886436425848 309.13158769841539 32.479718453192618 42.346356461814139 5.1593671541195354 2.4142381749697952 17.05257406597957 147.72669161031081 6.1012394286808549 19.860186934063677 17.795061802782584 45.459259930968983 107.77631343147368 33.955159568286035 27.557984520652099 52.136850812908961 0.88978592518833366 3.0969434235594226 102.30518389001372 72.44507473797421
leaf_count=71196 25368 48156 439629 305924 83654 108066 46677 80137 90599 142887 153447 24089 48621 32136 11077 184547 100652 84891 13764 57852 163861 19009 33646 2044 3167 15819 129695 6541 12885 12254 32935 55474 20601 21245 53820 305 3471 53896 81169
internal_value=0 0.0157356 -0.0528783 0.0265882 0.00298651 -0.00653273 0.0396744 0.0149494 0.0499306 -0.024969 0.0281784 -0.0270405 0.0634425 -0.0359221 -0.0694448 0.00461143 -0.00143022 0.0245201 -0.0463131 0 -0.0502937 0.0188438 0.0363478 -0.0725397 0.0908967 -0.0202006 0.0482268 -0.0555464 -0.0474931 -0.07332 0.00833803 0.0100925 -0.00275672 0 0.0208812 -0.0746454 0.0726499 0.03518 0.00360445
internal_weight=0 3382.47 859.121 2715.64 982.716 833.697 1732.93 538.273 1194.65 532.777 674.07 666.824 109.209 545.533 702.345 327.225 429.064 300.92 388.179 272.015 374.155 156.776 74.8261 690.455 69.4781 161.65 346.845 315.233 260.762 685.295 121.291 267.414 157.354 88.5586 75.8321 667.5 520.584 212.362 123.399
internal_count=2875206 2286046 589160 1831762 613532 529878 1218230 350547 867683 321690 558288 454284 98465 343440 465309 275146 252082 208188 216302 165918 202538 123851 52655 454232 51788 116471 283142 170402 155772 452188 110844 135611 127138 69401 77909 439934 309395 138787 106537
cat_boundaries=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=15 22044943 16787456 1 792576 2 8654976 3136 896 1 768 1 8392848 2064 2 1 17833985 1 1 1 2 2 1 1
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=29
split_feature=1 2 2 14 0 2 1 12 3 2 5 14 2 5 1 3 4 2 14 2 3 6 0 2 12 0 11 3 4 2 2 4 1 0 9 13 0 3 2
split_gain=285.955 131.993 103.021 62.9796 59.6508 44.1971 29.1207 20.0503 19.4391 23.9218 35.6891 16.9502 16.7734 25.454 14.9291 10.1258 9.90772 7.73946 7.65773 6.89425 6.88276 6.22136 5.67346 5.25867 4.70683 4.22323 4.11905 3.80359 3.69666 2.87255 2.83732 2.79886 2.3181 2.19846 2.17958 2.11304 1.21221 1.20207 0.929617
threshold=0 1 2 3 1.0000000180025095e-35 4 5 6 1.5000000000000002 7 8 9 10 11 12 2.5000000000000004 13 14 15 16 2.5000000000000004 17 26.500000000000004 18 19 31.500000000000004 20 4.5000000000000009 21 22 23 24 25 15.500000000000002 26 27 1.0000000180025095e-35 1.5000000000000002 28
decision_type=1 9 9 1 2 9 1 1 2 9 1 1 9 1 1 2 1 9 1 9 2 1 2 9 1 2 1 2 1 9 9 1 1 2 9 1 2 2 9
left_child=2 7 15 4 5 21 20 14 9 10 -6 22 33 -14 31 17 23 -1 19 -16 -7 35 24 -5 34 -25 -21 -8 32 -11 -18 36 -9 -10 -4 -3 -2 -23 -34
right_child=1 3 11 16 8 6 27 28 12 29 -12 -13 13 -15 18 -17 30 -19 -20 26 -22 37 -24 25 -26 -27 -28 -29 -30 -31 -32 -33 38 -35 -36 -37 -38 -39 -40
leaf_value=0.012063963897660065 -0.0045625728020843529 -0.0096393103240344953 -0.07591485473951827 0 0.044731816330150422 -0.0099901266792184508 -0.049985925108224347 -0.0018840517113374558 0.078955353029035349 0 -0.015571234020476108 0.010197240759144461 0.043933706544547195 8.7349613945489858e-05 -0.002401649902591345 0.037384601191440957 0.024935393715910859 -0.026058664499080487 0.0043781549802390778 -0.056310416690335312 0.020028994817483183 0.013013003238472624 0 0.062277208169734533 -0.00073105734556098696 0 0 0 -0.0083340510245956904 -0.018936548061813691 0 -0.021302635527197689 0.029794952091382609 0 0 0.015003673812380615 0.010588368153308282 0.041127305755924139 0
leaf_weight=83.063726711872732 50.653331558074569 58.455987872031983 584.03138969188149 29.615763231820893 306.18643335843808 184.30860265291994 229.79936785314931 19.096376123954542 119.66833920858335 111.0190484233608 111.95539114435087 11.7311477715848 338.59275541752868 228.43097099901934 58.339126197563019 61.670803730725311 63.173407843743917 50.581976799890981 14.055985188111661 290.27462153413217 88.254551859514322 110.54649577694363 4.9785106860217629 462.23848700622329 17.338389287062455 7.1956000782083711 5.9288087734603314 19.855492906528525 45.24642954589217 121.50108965729305 52.73209758970188 33.516736332327127 50.104829464195063 2.4478823870886108 0.90383895908598688 27.355899512243923 73.947275528247701 106.58850499923574 7.8981069584842762
leaf_count=77151 25332 47115 399379 15253 239321 107665 138258 19326 98595 81454 74876 10799 265577 120180 24557 48768 47544 36944 13734 162417 59594 84263 1962 219326 11861 6842 6487 12787 32676 120970 22490 20652 49465 3191 379 20907 81371 53605 8429
internal_value=0 0.0141751 -0.0504043 0.0236918 0.0151516 -0.00560223 -0.0228473 -0.0251588 0.0279954 0.0138978 0.0273448 -0.0696704 0.0397536 0.0272085 -0.0337546 0.0108419 0.0515568 -0.00351863 -0.0437381 -0.047756 0 0.0226109 -0.0731848 0.0579663 -0.0740805 0.0599391 -0.0530275 -0.0451321 0.00758663 -0.0101574 0.0156591 -0.00313162 0.0194483 0.0726156 -0.0756251 0 0.00279847 0.031345 0.0254507
internal_weight=0 3428.98 814.3 2779.92 2164.97 825.165 522.218 649.062 1339.8 650.662 418.142 618.983 689.14 567.024 526.716 195.317 614.955 133.646 368.599 354.543 272.563 302.947 607.252 499.05 602.274 469.434 296.203 249.655 122.346 232.52 115.906 158.117 77.0993 122.116 584.935 85.8119 124.601 217.135 58.0029
internal_count=2871502 2284259 587243 1839813 1528358 524194 318304 444446 1004164 516621 314197 424380 487543 385757 334550 162863 311455 114095 207195 193461 167259 205890 413581 241421 411619 226168 168904 151045 109896 202424 70034 127355 77220 101786 399758 68022 106703 137868 57894
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=15 22044943 17905665 1 268288 896 1 2887232 2 1 8654976 2 768 2 2048 1 17833985 2 266240 1 1 2 32 267888 2 576 1 1 8450
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=27
split_feature=2 1 1 11 2 0 2 1 3 1 4 14 8 5 2 3 12 2 0 3 14 2 5 3 3 3 2 0 14 1 0 0 14 1 9 13 9 1 0
split_gain=241.164 92.6041 75.6988 64.2051 71.0804 43.239 35.6223 23.166 16.753 15.3909 15.3508 13.4797 12.3533 10.3758 7.83705 6.9525 6.31664 5.33973 5.02686 4.72603 6.59131 6.18417 4.10747 11.0271 8.87186 3.64491 2.69497 2.37304 2.29959 1.87776 1.73774 1.67512 1.66957 1.59155 1.25234 1.24643 1.19277 0.905545 1.21234
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6 2.5000000000000004 7 8 9 10 11 12 3.5000000000000004 13 14 1.0000000180025095e-35 1.5000000000000002 15 16 17 3.5000000000000004 1.5000000000000002 4.5000000000000009 18 31.500000000000004 19 20 4.5000000000000009 17.500000000000004 21 22 23 24 25 26 1.0000000180025095e-35
decision_type=9 1 1 1 9 2 9 1 2 1 1 1 1 1 9 2 1 9 2 2 1 9 1 2 2 2 9 2 1 1 2 2 1 1 9 1 9 1 2
left_child=2 6 10 4 12 7 29 17 13 -5 14 16 19 -7 18 -9 36 -6 -1 20 -3 -21 23 -14 -24 27 -10 28 -8 -2 -18 34 -12 -20 -11 37 -4 38 -16
right_child=1 3 11 9 5 8 25 15 26 31 32 -13 22 -15 35 -17 30 -19 33 21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.026654831583381434 0.00072645028877451495 -0.069365082197572606 0 0.012867788201663982 0.010323271792233558 -0.060219654480636889 -0.048929952449472514 0.044439059312503075 0.06401922576753033 -0.038162403738656807 0 0.06262571998947164 -0.018166905263000938 -0.0017391786127181391 -0.00087575345964972849 -0.018892495996289144 -0.013339782801669234 0.034478890528996158 0.051533695818825602 0.031621528770234268 0.015875667146689653 -0.0022412091706729945 0 0.037587447843573908 0 0.011304626801030462 0 0 0 0.0056969516473005201 0 0 0 0 -0.016075628031566841 0 -0.0078079888450830115 0.017201124528045408
leaf_weight=60.234555093571544 46.805835652310634 294.23307336830476 534.38095196463109 65.116555655142292 123.83697221675538 377.63666377170011 208.67391141093685 240.07988353694964 104.64567927057215 363.42204130991013 89.618336331943283 22.986216152727138 235.26563197714859 154.43341211105871 15.788272786652668 49.676812660269206 31.628895910311257 107.62146032537566 80.416158452775562 75.382968315665494 70.87568318558624 326.94853481737664 65.017847525479738 40.40004754223628 112.26244621141814 9.4634350835840433 135.08796500018798 2.7829808634705833 2.9471543006948187 17.957955648540519 8.7852083334000763 2.5199762918637125 11.843676126387434 17.206769903190434 1.4985483363270748 78.369102240423672 0.21287274095811781 33.742659870302305 28.005428949225461
leaf_count=33929 39191 222398 374479 40782 66142 313767 156462 140004 91661 235626 50971 21534 121717 122017 8309 22804 20131 57375 74351 46831 27110 160376 42385 19753 54945 7481 113178 1089 2647 17154 10448 2503 13030 19266 739 65595 115 19788 31622
internal_value=0 0.0146872 -0.0403164 0.0201515 0.013569 -0.00268639 -0.0358361 -0.024393 0.0119291 0.0548258 -0.00537711 -0.0622485 0.0304609 0.000991976 0.005244 -0.0411964 -0.0661363 0 0.0192181 0.0199359 0.00942875 0.0279222 0.0446205 0.0551621 0.0233227 -0.0534096 0.0322808 -0.0578809 -0.0590508 0.0192451 -0.00913689 0.0615649 -0.0346145 0.0315746 0.063649 -0.00867642 -0.0691995 0 0.00737674
internal_weight=0 3234.59 1013.22 2945.96 2513.41 1293.02 288.631 521.215 771.804 432.557 415.225 597.994 1220.39 532.07 313.763 289.757 575.008 231.458 157.857 767.44 365.109 402.332 452.946 275.666 177.28 223.867 239.734 214.404 211.621 64.7638 40.4141 367.441 101.462 97.6229 364.921 155.905 534.594 77.5364 43.7937
internal_count=2869705 2126137 743568 1902113 1622463 926948 224024 286325 640623 279650 316861 426707 695515 435784 252860 162808 405173 123517 127546 456715 249508 207207 238800 141470 97330 167679 204839 160198 159109 56345 30579 238868 64001 93617 236365 125314 374594 59719 39931
cat_boundaries=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=7389454 7 896 1 269312 2048 896 512 2 1 1 2 2097408 1 8986704 1 266240 2 8396992 1 6 1 384 1 1 1 768
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=30
split_feature=1 2 2 0 14 1 2 2 12 14 3 1 0 3 8 14 6 11 6 0 0 2 12 8 5 2 2 3 2 2 1 6 4 2 4 3 1 0 4
split_gain=210.76 91.41 88.2427 49.98 43.7764 44.3051 26.0586 17.9943 17.896 15.4785 13.9264 12.9841 10.0415 8.13848 7.96708 7.8829 7.31724 6.87072 6.83078 5.77326 5.31961 5.16209 3.74797 3.46493 3.1469 5.32008 3.11274 3.07605 2.83257 2.58503 2.29328 2.19494 2.18302 2.08964 1.97259 1.32198 1.2927 1.15991 1.32651
threshold=0 1 2 2.5000000000000004 3 4 5 6 7 8 3.5000000000000004 9 16.500000000000004 2.5000000000000004 10 11 12 13 14 2.5000000000000004 12.500000000000002 15 16 17 18 19 20 1.0000000180025095e-35 21 22 23 24 25 26 27 1.0000000180025095e-35 28 10.500000000000002 29
decision_type=1 9 9 2 1 1 9 9 1 1 2 1 2 2 1 1 1 1 1 2 2 9 1 1 1 9 9 2 9 9 1 1 1 9 1 2 1 2 1
left_child=1 13 8 4 5 7 16 18 11 20 -8 32 14 21 -5 19 -7 -9 -4 -13 22 31 -3 -6 25 -16 34 -21 -26 30 -10 -1 -2 36 -25 -28 -14 38 -33
right_child=2 9 3 12 23 6 10 17 29 -11 -12 15 33 -15 24 -17 -18 -19 -20 27 -22 -23 -24 26 28 -27 35 -29 -30 -31 -32 37 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.00023059472205762222 0.001185761851964484 -0.072839985506395852 0.0094280889759860726 0.059196321244577944 0.055547469632323876 -0.013748843991324903 -0.040169443177788637 -0.0033353618876484498 0.024181832333396453 0.0093491957711939102 0.0035751252727967485 -0.056733630706413712 -0.0024636089411204068 0.034158590244021063 0 0.0047826912432431638 0.013199803834794228 0.021146125140442167 0.041176769515778158 0.010784343372728338 0 -0.021797876846811028 -0.00054734894599266508 0.037010097582265859 0.016489836903109879 0.038693278256932119 -0.0069675114924232177 -0.020652643774624061 -0.0071405899871415032 -0.007031657973890962 -0.00099833979593721522 0.032424708464453944 -0.020029471048611053 -0.014907492194526962 0 0.010245870421775364 0.019011853942687233 0 0
leaf_weight=48.129108471097425 125.08704822318396 503.56940691317141 150.72828213390312 263.0755435989704 127.56359767355025 117.07872083978145 325.82713619151036 378.42652743164217 55.782347756874515 12.054213864030315 70.377391060959781 210.26528543508903 8.1795017783879285 63.871100498130545 64.39476255181944 13.885907741030676 264.613370941006 124.22738899424439 280.5255674328946 11.518439464256515 14.241262017938423 45.650472345034359 16.246125131932786 136.82872007624246 106.62369340076111 301.30720293373452 23.696189390611835 56.937588190907263 32.133663537795655 35.274691229482414 28.662504673877265 26.61262695165351 31.256951171439141 22.269075354211964 30.482540812110528 94.096807491441723 17.960844851768346 2.9791299527278161 8.0518563126679492
leaf_count=41491 94466 395529 113559 173296 59365 79713 202680 261737 54014 10940 46208 131599 9069 50159 57725 13389 154109 101809 162521 5060 7944 35320 10254 54561 67027 189513 13553 31353 24868 24189 26539 28481 18363 20574 14792 52972 16388 2054 7431
internal_value=0 -0.0457756 0.011583 0.0186225 0.0101394 0.00265333 -0.0143879 0.0171366 -0.0231549 -0.0658951 -0.0312572 -0.0323875 0.0394327 0.0108485 0.0421334 -0.0435017 0.00371521 0.00294674 0.0313851 -0.048519 -0.0697005 -0.00219248 -0.0712794 0.0382307 0.028215 0.0340135 0.0225028 -0.0106417 0.00949721 0.00746955 0.0156507 0.00964503 -0.00378442 0 0.0309603 0.00378566 0.0103303 0.0226348 0.0267453
internal_weight=0 741.405 3509.09 2940.42 2124.47 1711.8 777.897 933.908 568.671 546.111 396.205 448.951 815.944 195.294 767.535 292.607 381.692 502.654 431.254 278.721 534.057 131.423 519.816 412.668 504.459 365.702 285.104 68.456 138.757 119.72 84.4449 85.7727 156.344 48.4094 167.311 117.793 26.1403 37.6436 34.6645
internal_count=2864614 589603 2275011 1876039 1317579 1122336 482710 639626 398972 424667 248888 294230 558460 164936 512429 181401 233822 363546 276080 168012 413727 114777 405783 195243 339133 247238 135878 36413 91895 104742 80553 79457 112829 46031 69353 66525 25457 37966 35912
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=15 17840129 22036751 1 896 2365568 9190400 1 1 768 6 1 2 1 2 2048 1 6 2 2101264 6864 8402992 259 400 2 2 273472 2 384 2
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=24
split_feature=1 2 2 12 0 1 2 1 14 2 8 4 3 11 2 3 2 5 0 2 0 14 14 7 2 6 0 11 3 0 6 0 3 0 12 0 0 0 0
split_gain=179.198 81.5257 74.6167 41.9333 34.7346 32.4198 19.6602 17.0851 14.6599 13.4336 9.74375 8.66144 7.22676 6.96993 9.22812 6.95381 6.9538 8.71756 8.11808 6.2273 5.57623 5.48102 5.11259 7.10722 5.0223 4.88745 4.63989 3.75417 3.02627 2.20554 1.99256 1.83897 1.81765 1.68462 1.63317 1.29529 1.15787 1.12498 1.05505
threshold=0 1 2 3 2.5000000000000004 4 5 6 7 8 9 10 2.5000000000000004 11 12 3.5000000000000004 13 14 4.5000000000000009 15 8.5000000000000018 16 17 18 19 20 1.0000000180025095e-35 21 6.5000000000000009 5.5000000000000009 22 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 23 53.500000000000007 4.5000000000000009 7.5000000000000009 10.500000000000002
decision_type=1 9 9 1 2 1 9 1 1 9 1 1 2 1 9 2 9 1 2 9 2 1 1 1 9 1 2 1 2 2 1 2 2 2 1 2 2 2 2
left_child=1 12 7 4 5 9 10 11 20 21 -7 19 24 14 31 -8 -6 35 -19 26 27 -4 23 34 30 -11 -2 -3 -13 -16 36 -5 -21 -34 -9 -18 -1 -36 -32
right_child=2 8 3 13 16 6 15 22 -10 25 -12 28 -14 -15 29 -17 17 18 -20 32 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 38 -33 33 -35 37 -37 -38 -39 -40
leaf_value=-0.010335685239630306 -0.00059605384179051341 -0.070623177498129117 -0.0033857645080910127 -0.00081708318645129984 0 0.033489046973766437 -0.035578614768617352 -0.056165757027072362 0.0089922364110082611 0.0083151319984641186 -0.0040707518424686045 -0.034046613001186984 0.030900131406917653 0.056623587431064694 0.042584312024189511 0 0.045391275286652343 0.029268331830984731 -0.0066564289121876967 -0.016907461617608862 -0.0024351394539473136 0.021515897837051198 0 0.0029199418992687069 -0.022059034926340659 0.033430306741735527 0.034344263101040363 0 0 0.0049159447370940666 0.025050097476746219 0.014571018342769285 -0.0099164647720818254 0.011605219036306826 -0.014772023631883372 0 0.010368703561468266 0.0056499385117722376 0
leaf_weight=40.219573875830974 36.374117420898983 470.14142758057278 398.240871152404 100.95132687978912 76.935547047221917 43.085542074870318 289.62459368360578 161.55864888356882 12.191702747950329 181.12945911238785 341.94210860857856 76.094296622948605 66.204339179123053 191.85375186958117 262.6627467336366 58.866072571297991 316.24602530137054 95.193002273925231 87.714551673576352 71.047790845070267 24.316223967136466 79.338469929294661 17.249072604754474 11.776650678235454 45.938261071423767 309.70827279318473 60.775200588017469 2.0475822555017649 13.117087661317781 45.173671404190827 35.539432360732462 104.29100162361283 32.143703709196416 49.713902927236632 25.132609706692168 2.8023331380099981 8.042494479857849 3.1265807389281681 2.9427660298533729
leaf_count=35921 21797 393486 266374 82161 72172 22424 177890 110497 10930 126262 204374 45427 61136 85096 133650 35590 215816 57574 57643 48902 15044 49293 16580 8028 36263 167797 50054 2588 10024 23873 35912 89946 21704 41595 16358 3292 5611 3597 2043
internal_value=0 -0.0433217 0.0104929 0.0168362 0.00986576 0.00229867 -0.0129713 -0.0217975 -0.0635676 0.0141952 0.0021826 -0.00513146 0.00917895 0.0378869 0.0275874 -0.0289871 0.0304108 0.0341665 0.0121209 0.0038508 -0.0675373 0.00116425 -0.0416896 -0.0473427 -0.00295051 0.025266 0.0202556 -0.0699467 -0.0278885 0.0377545 0.00880291 0.00631929 -0.00725542 7.91315e-05 -0.0517988 0.0447964 -0.000400144 -0.00561726 0.0211301
internal_weight=0 707.584 3543.87 2985.76 2280.83 1701.94 733.518 558.11 508.697 968.417 385.028 339.266 198.887 704.932 513.079 348.491 578.891 501.956 182.908 250.055 496.505 477.579 218.844 201.594 132.683 490.838 97.1493 472.189 89.2114 307.836 86.7443 205.242 152.905 81.8576 189.818 319.048 48.2621 28.2592 38.4822
internal_count=2864724 598934 2265790 1871227 1456501 1050004 440278 394563 422048 609726 226798 239503 176886 414726 329630 213480 406497 334325 115217 184052 411118 315667 155060 138480 115750 294059 71851 396074 55451 157523 79487 172107 112201 63299 130452 219108 41532 19955 37955
cat_boundaries=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=15 17905665 22036751 1 896 2365568 896 1 2162928 4 2 1 2107040 2621456 2 256 1 1 1 2048 2 1 2 1
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=29
split_feature=2 1 0 2 1 5 2 0 2 14 3 12 11 8 2 6 3 1 0 2 4 11 14 1 2 1 3 0 3 2 1 13 1 3 1 1 6 3 9
split_gain=154.532 94.1195 57.1266 33.778 36.6206 24.5986 35.8551 16.557 16.9907 15.6687 15.5148 13.562 11.0907 10.7621 10.1637 10.1133 9.13588 8.95669 7.88688 9.88961 7.24293 6.66068 6.00757 5.90584 4.96693 4.66926 4.52139 4.37642 3.75874 3.68866 4.24352 3.60088 3.50436 3.19189 2.88827 2.85182 2.61768 2.60615 3.90245
threshold=0 1 1.0000000180025095e-35 2 3 4 5 4.5000000000000009 6 7 1.5000000000000002 8 9 10 11 12 4.5000000000000009 13 1.5000000000000002 14 15 16 17 18 19 20 2.5000000000000004 48.500000000000007 2.5000000000000004 21 22 23 24 3.5000000000000004 25 26 27 1.5000000000000002 28
decision_type=9 1 2 9 1 1 9 2 9 1 2 1 1 1 9 1 2 1 2 9 1 1 1 1 9 1 2 2 2 9 1 1 1 2 1 1 1 2 9
left_child=2 11 3 15 21 7 10 8 13 18 -7 20 28 25 37 35 22 -9 -3 -20 29 26 -6 -16 -13 -4 -5 -19 -10 36 -31 -21 -15 -25 -14 -1 -2 38 -8
right_child=1 9 5 4 16 6 14 17 12 -11 -12 24 34 32 23 -17 -18 27 19 31 -22 -23 -24 33 -26 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0067344995102351576 0 -0.067580577723897778 0.028824820387679757 -0.012836638279561517 -0.049401137187669412 0 -0.014001209622999895 0.0099300546349084182 -0.011669060191707003 0 0.065225110332732414 0.03163115048526674 0.030851131633740349 0 0.0066701240491140309 0.024153328819433741 0.0008429385221458938 0.069307342366247401 0.0047094431410478789 -0.048000837932618896 -0.029979170440211551 0.027699804486272152 0 -0.038278324629336696 -0.0035643579496238221 0.0027858187856230469 0.013837930745378424 0 0.0092332329612176672 0.001179552370402607 -0.022143144511325 0 0.058745045294597426 0 0 -0.015383764444891599 0.023242888227530553 0.010454964933070406 0.019969998155233225
leaf_weight=60.13281876326073 82.507986026001163 417.04084289766615 180.08330490000662 139.69228761602426 290.02323783855536 39.654193321272032 110.46930088035879 85.360068049980327 198.49400588605204 39.148864325194154 98.207515138783492 114.09828131450922 127.92562086804537 24.785423089080723 28.414141480461694 323.85741315816995 31.463326433644397 189.48102157350513 49.757421363436151 112.25338078819914 84.201744778343709 71.703102811530698 15.379578728170598 120.59024042209785 32.556711347395321 168.82663431398396 66.582610402692808 5.374495282303541 97.148046459536999 149.6468752361543 84.530145755998092 16.838035170381772 186.41366734233452 24.89002401389007 26.601712741365191 80.418859145720489 55.16826217182097 213.091879618034 10.822987916355485
leaf_count=38034 64606 351584 93690 78499 200670 42531 68301 55396 161020 32076 73904 93517 69531 14377 19902 201722 21823 118028 34716 82257 51664 46454 10854 86368 23370 98075 43570 5926 83799 103103 54320 12293 83324 19203 16258 58517 45439 100504 5493
internal_value=0 -0.0280491 0.0133564 -0.00473664 -0.0197342 0.0235783 0.00663408 0.0314915 0.0237106 -0.0538067 0.0455078 0.000282961 0.00698393 0.0348975 -0.00603438 0.0146085 -0.0403278 0.0535713 -0.0584791 -0.0291608 -0.00788764 0.00621232 -0.0463622 -0.0233692 0.02443 0.0185791 -0.00229299 0.0641833 -0.00366145 -0.000274111 -0.00814726 -0.0402912 0.0534107 -0.0310268 0.026639 -0.00514888 0.0102638 0.0037128 -0.00562821
internal_weight=0 1237.75 3015.89 1079.25 614.844 1936.63 646.14 1290.49 1010.28 635.039 137.862 602.71 450.169 560.109 508.279 464.409 336.866 280.216 595.89 178.849 456.055 277.978 305.403 173.894 146.655 348.91 206.275 194.856 295.642 371.853 234.177 129.091 211.199 145.48 154.527 140.552 137.676 334.384 121.292
internal_count=2864718 948945 1915773 700143 401870 1215630 416206 799424 620074 512926 116435 436019 330608 289466 299771 298273 233347 179350 480850 129266 319132 168523 211524 125473 116887 191765 122069 123954 244819 267468 157423 94550 97701 105571 85789 96551 110045 174298 73794
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=8666848 896 268288 896 2 8400896 11328 1 1 1 1 264320 2 643 20480012 2 1 1 768 590099 834 2687236 768 1 519 484 386 2 1
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=28
split_feature=1 2 2 12 14 2 0 4 5 0 2 14 5 6 5 2 0 12 11 2 3 6 0 4 11 0 1 0 11 2 2 3 0 3 4 3 1 2 2
split_gain=136.349 67.7049 53.2881 29.1429 26.3482 21.9322 18.4859 16.558 14.6301 15.218 14.1018 12.3838 11.2449 8.43686 6.69992 16.8563 5.32416 4.93567 4.30578 6.16187 4.03885 3.75242 3.73335 3.38809 3.26096 2.50295 2.23151 2.02888 1.92428 1.91854 1.88186 1.8753 1.53153 1.41302 1.2572 1.11283 1.18015 1.04217 0.999632
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 1.0000000180025095e-35 8 9 10 11 12 13 8.5000000000000018 14 15 16 1.5000000000000002 17 1.0000000180025095e-35 18 19 2.5000000000000004 20 5.5000000000000009 21 22 23 1.0000000180025095e-35 4.5000000000000009 2.5000000000000004 24 5.5000000000000009 25 26 27
decision_type=1 9 9 1 1 9 2 1 1 2 9 1 1 1 1 9 2 1 1 9 2 1 2 1 1 2 1 2 1 9 9 2 2 2 1 2 1 9 9
left_child=1 20 8 4 5 7 10 25 9 35 -7 16 -8 -9 15 -6 24 28 19 32 21 -1 -22 37 -3 -4 -20 34 31 -13 -18 -10 33 -5 -21 36 -2 -11 -34
right_child=2 11 3 18 14 6 12 13 17 23 -12 29 -14 -15 -16 -17 30 -19 26 27 22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 38 -35 -36 -37 -38 -39 -40
leaf_value=-0.015597754827324208 -0.00057370002909837509 -0.064104241816134944 -0.0061947289184767192 -0.008174812039445636 0.060484752496754751 -0.0271956388043204 0.014872134167925436 -0.0023468003979026011 0 0.020691077600174471 8.4008430503687778e-05 0.020876426905042024 -0.0049389898270602809 0.075526654791769787 0 0.0041629257443365469 0.009751251224253946 0 0 0.03853377462650958 0 0.01688811341828669 0.037526919571602507 -0.012432301212890374 0 0.021412842520317558 0.047516112348586804 0.0024988103780654359 0 -0.0066016718128402612 -0.016386163582921817 -0.053438146030327462 0.021942473220542543 0.0080891214684312707 0.0077936097183066199 0 -0.035005941842424441 0.0011847232595294018 0
leaf_weight=54.067212863010354 42.447664163744776 451.72974498331314 64.764555359492078 86.405068159045186 131.669921470806 299.09276169503573 770.80628732025798 5.8381736663577612 4.3544171786634243 98.309111669965205 390.12944683685782 5.4957963459310122 398.61913102699327 59.341985253762687 62.25614148232853 116.26825654885033 12.843150400134617 35.774058239447186 16.764892842853442 230.09026672141044 33.731810395693174 29.856167800084222 49.930601242434932 21.374689846852561 2.1167441462166598 16.928598010272253 191.44942442205502 48.882165889895987 2.8125002071319605 7.1003541144309548 11.423913708771581 120.2827254125441 22.298221273056697 67.061995653697522 60.787581668439088 17.638805570590193 96.87946878054936 97.314168172757491 18.725863909581676
leaf_count=39871 24113 430224 46582 69085 45616 177100 573406 5029 3072 84057 242934 5071 240567 22427 38901 63337 7879 22473 6814 111056 24386 30748 38412 15819 2452 15096 78320 25315 2575 5949 7542 81965 18037 54524 33898 12790 70543 69602 17276
internal_value=0 -0.0393207 0.00891441 0.0140895 0.00822064 0.00362977 0.000161717 0.0362889 -0.0189621 -0.00623315 -0.0123546 -0.0572464 0.00791442 0.0668584 0.0340829 0.0407787 -0.0610495 -0.0420587 0.0311582 0.0227776 0.0126395 -3.5289e-06 0.0257269 0.00965894 -0.0634348 0.00105498 0.0458256 0.0303532 -0.0498431 0.00795491 -0.000504059 -0.0515165 0.00437267 0 0.0343739 -0.0278324 -0.0303489 0.0147345 0.0167802
internal_weight=0 658.295 3595.37 3058.18 2315.72 2005.52 1858.65 146.873 537.188 373.964 689.222 490.71 1169.43 65.1802 310.194 247.938 478.114 163.224 742.465 534.251 167.586 83.9234 83.6624 216.998 453.846 81.6932 208.214 339.76 127.45 12.5962 24.2671 124.637 194.491 153.467 290.878 156.966 139.327 195.623 41.0241
internal_count=2864863 592534 2272329 1885320 1470995 1323141 1234007 89134 387009 276924 420034 459117 813973 27456 147854 108953 448097 110085 414325 329191 133417 70619 62798 169478 432676 61678 85134 170269 87612 11020 15421 85037 158922 123609 144954 107446 94656 153659 35313
cat_boundaries=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=15 16787456 22036751 1 1 5120 2 2 2097760 1 2 2 2 10489024 1 1 2106912 2 2 1 512 1 11272902 9963112 2 256 264 8736
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=24
split_feature=2 1 1 11 2 2 9 3 5 3 12 1 14 4 13 14 0 3 5 2 3 0 9 0 1 0 1 14 0 2 9 2 0 0 3 0 0 8 3
split_gain=118.93 51.4538 45.6088 27.7286 34.547 23.4824 22.8382 15.6066 19.4716 12.7096 11.4446 10.6934 7.20466 6.50259 5.11498 4.83719 4.28834 3.84621 3.48572 3.44133 3.07889 2.81892 2.77402 2.47993 1.99476 1.78576 1.78259 1.72892 1.55561 1.43499 1.19018 1.13049 1.03955 0.968881 0.936072 0.847886 0.709618 0.625801 1.81084
threshold=0 1 2 3 4 5 6 4.5000000000000009 7 2.5000000000000004 8 9 10 11 12 13 1.5000000000000002 5.5000000000000009 14 15 1.0000000180025095e-35 1.0000000180025095e-35 16 12.500000000000002 17 31.500000000000004 18 19 8.5000000000000018 20 21 22 1.5000000000000002 11.500000000000002 10.500000000000002 2.5000000000000004 2.5000000000000004 23 4.5000000000000009
decision_type=9 1 1 1 9 9 9 2 1 2 1 1 1 1 1 1 2 2 1 9 2 2 9 2 1 2 1 1 2 9 9 9 2 2 2 2 2 1 2
left_child=1 13 5 4 6 26 7 8 -4 15 12 29 30 14 21 16 -6 18 -11 -13 -21 -1 25 -8 -9 37 -2 -15 -23 36 -3 -17 -16 -22 -19 -12 -5 -7 -39
right_child=2 10 3 11 9 22 23 24 -10 17 35 19 -14 27 32 31 -18 34 -20 20 33 28 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0 0.021776375354147653 -0.067844785428475815 0.018229713919470435 0 -0.028992705506032321 0 0.080917240795498183 0.0020479435273532682 -0.0027377751220380503 0.0070710199336261152 -0.011999508298284341 0.0050450468399079124 0.00035633699653548294 -0.02850163977593977 -0.013770902591485279 0.013526445098005213 -0.0053400530796688175 0.028305930806808086 -0.017762154853638589 0.011529042976960509 0.049553300648477412 0.029536209443200359 0 0 0.046988936686602534 0 -0.001494546964236019 0 0 -0.014819079209497391 0 -0.0034640657981613726 0 0 0 0.0040163100586590268 0.014529018024654628 -0.054609267063705641 0
leaf_weight=43.183781655156054 50.275005322415382 333.7148550816928 1015.2227281807864 41.922572098847013 282.51162914867746 22.416805628650764 30.195720217059716 41.232159122533631 718.32043195910228 176.25240125937853 26.801331838418264 71.273619969928404 6.8614859200897618 72.070439290866489 78.95017552417994 13.712204624898732 169.56135277626163 50.242656594185974 47.797830075098318 72.061940155632328 293.77862123388331 71.864368682436179 1.3313704077736463 6.9103083081427021 110.19882020950899 2.804556100832996 18.859207167115528 10.021275933017021 10.394794287189141 16.318813859892543 0.18315432642702845 83.12740134150954 45.550412188575137 5.5950556069146833 6.8377512903825837 18.056799498677719 14.499768793873953 163.78862140444835 8.6154746391257486
leaf_count=25031 39226 317044 602516 24948 175097 20521 13566 22737 431494 131550 15819 53234 6853 40964 52986 8804 156091 39037 33543 40976 146914 63871 1117 4462 68320 1125 15854 10728 7728 11260 105 54216 39163 3263 5223 17199 7248 148995 7337
internal_value=0 -0.0348355 0.00876901 0.0121774 0.00788797 -0.0279877 0.015192 0.0128093 0.00947262 -0.00869214 -0.0581976 0.0330598 -0.0654908 -0.00355694 0.00388984 -0.0174918 -0.0216279 0.00727564 0 0.0381627 0.0426801 0.0170372 -0.0439437 0.0741876 0.0414705 -0.0473031 0.0144583 -0.0241966 0.0255545 -0.000789502 -0.0675862 1.0854e-07 -0.0081513 0.0488303 0.0251161 -0.00251913 0.00462117 -0.0484245 -0.0501146
internal_weight=0 717.653 3535.66 3267.57 2752.12 268.091 1922.08 1884.97 1733.54 830.043 385.618 515.45 340.759 332.035 249.944 548.913 452.073 281.131 224.05 442.709 371.436 125.443 198.957 37.106 151.431 197.625 69.1342 82.0917 82.2592 72.7412 333.898 96.8396 124.501 299.374 57.0804 44.8581 56.4223 194.821 172.404
internal_count=2866165 597491 2268674 2034499 1746656 234175 1143095 1125067 1034010 603561 357020 287843 324002 240471 188779 394208 331188 209353 165093 244387 191153 96630 179095 18028 91057 177978 55080 51692 71599 43456 317149 63020 92149 150177 44260 33018 32196 176853 156332
cat_boundaries=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=4243726 896 7 1 9190464 2048 1 2 1 512 1 2 1 1 2 3153937 1 768 6 1 3120 1 2162816 12
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=31
split_feature=2 1 0 1 2 8 9 3 5 2 12 2 14 2 3 14 14 5 2 2 0 2 1 0 2 1 3 1 13 3 14 0 11 11 14 1 14 15 12
split_gain=102.488 46.4511 37.783 39.0091 22.3654 18.9808 13.6612 15.3579 12.2054 15.9353 10.8665 10.7387 9.58784 9.49168 7.09236 8.63474 6.8892 6.5679 13.6767 7.17233 6.08984 5.72361 8.57498 5.69499 4.12594 3.96439 3.45646 3.15966 2.87421 2.59357 2.51741 2.38923 2.21539 1.75166 1.71012 1.60272 1.42586 1.3232 1.26768
threshold=0 1 1.0000000180025095e-35 2 3 4 5 1.5000000000000002 6 7 8 9 10 11 2.5000000000000004 12 13 14 15 16 15.500000000000002 17 18 1.5000000000000002 19 20 2.5000000000000004 21 22 1.0000000180025095e-35 23 12.500000000000002 24 25 26 27 28 29 30
decision_type=9 1 2 1 9 1 9 2 1 9 1 9 1 9 2 1 1 1 9 9 2 9 1 2 9 1 2 1 1 2 1 2 1 1 1 1 1 9 1
left_child=1 23 3 13 26 11 7 8 9 -7 16 34 37 14 15 32 -3 19 27 -13 -21 22 -9 28 -25 -23 30 -19 -1 -20 -5 33 -2 -8 -4 -10 -26 -6 -17
right_child=2 10 5 4 12 6 31 21 35 -11 -12 17 -14 -15 -16 38 -18 18 29 20 -22 25 -24 24 36 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.029841793980363164 -0.065630181903039472 -0.015896207254008317 -0.012207509022524198 -0.048004958399952162 -0.030509682155032858 0.064933949929440057 0.043586628767429254 0 0.010177856444319617 -0.0018992282290366824 0 0.01130219309356372 0.016290173196911527 0.011566246613582583 0.023298388998161636 0.00032376194167280949 0 0.0059762915395919916 0.044501055023955287 -0.0044604106776781087 -0.0051393272181599796 0 0.025306373800000545 -0.011320942183024164 0.012451054318583087 0.021770761152562906 0.034989857801048914 -0.022904202742469931 -0.02643160436933973 0.01558812497983139 0 0 0 0.0063983158631850667 -0.030760464693595169 0.009070798473645808 0 0
leaf_weight=97.426959377378807 140.96952260797843 313.20522978532244 47.247998092323542 100.87851740044425 291.06372403773275 77.903216702747159 24.523242047333042 118.6605566698272 22.003616117144702 464.78878514457028 44.385466745356098 42.350598184188129 10.415795812092254 460.53597149935376 123.15250566476607 20.255868896376342 6.8734447669703505 54.018991609598743 3.0244487683230536 446.00956768961623 9.7624346413067524 121.01190763687191 82.447980347256816 50.143809828150552 61.308963189920178 485.48000904839137 38.109951152524445 113.17234502176871 108.70531033421867 58.310931954983971 8.0443972008069959 6.2161864918889469 30.084984283836093 1.0467624645680249 16.022254680865444 118.68354371837631 13.992605736944823 0.80716427919105527 23.291002884157933
leaf_count=56858 78004 318137 39689 92685 233323 65163 11724 83384 16953 307767 32354 35579 7550 241093 71840 12728 6823 32355 2197 246602 8964 66174 61506 49860 49193 273951 31044 64338 73496 41101 3129 4095 24947 412 8408 88324 11911 390 11258
internal_value=0 -0.0329215 0.00801941 -0.00572266 -0.0281175 0.0155734 0.00828258 0.00606922 -0.00454757 0.00216605 -0.0560098 0.0280025 -0.0424691 0.00733296 -0.00451795 -0.0154458 -0.0634505 0.0315311 0.0131834 0.0387505 0.0417643 0.0152523 0.0292815 -0.00343834 0.0105925 0.00837642 0.00255648 0.0267632 -0.0136541 -0.0181263 -0.00507231 0.0552321 -0.0254379 0.0618205 -0.00613425 -0.0280315 -0.00290244 -0.0475141 0.0140908
internal_weight=0 696.042 3560.29 1247.61 449.32 2312.69 1522.77 1490.98 683.379 542.692 364.464 789.92 302.287 798.29 337.754 214.601 320.079 726.649 228.527 498.123 455.772 807.6 201.109 331.578 125.445 606.492 147.033 167.191 206.132 61.3354 108.923 31.7862 171.055 25.57 63.2703 140.687 75.3016 291.871 43.5469
internal_count=2865309 598632 2266677 807991 368121 1458686 979453 963222 478207 372930 357314 479233 241263 439870 198777 126937 324960 431136 139991 291145 255566 485015 144890 241318 110964 340125 126858 96693 130354 43298 95814 16231 102951 12136 48097 105277 61104 233713 23986
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=4243726 896 960 6144 6 1 2 8392848 1 524305 1 2098400 1 1 2 10762368 25170048 8393920 224 256 69 134 1 1 1 1 1 256 1 1 1
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=27
split_feature=1 2 2 11 1 3 4 2 2 8 14 12 3 2 0 2 2 2 3 1 0 1 3 14 5 1 3 0 2 11 2 2 0 3 13 6 6 3 0
split_gain=87.5202 56.7842 31.5656 28.1865 16.6156 13.377 17.3612 51.8012 16.9166 12.7748 11.4516 9.175 6.99431 9.76566 6.86775 6.81115 6.4606 5.88019 5.16929 4.98159 4.90814 4.88258 4.60018 4.32875 3.79245 3.36971 3.31419 3.28297 3.23267 3.17999 2.96318 2.73837 2.47924 2.18117 1.31673 1.29859 1.22977 1.08198 1.01577
threshold=0 1 2 3 4 4.5000000000000009 5 6 7 8 9 10 1.5000000000000002 11 4.5000000000000009 12 13 14 2.5000000000000004 15 8.5000000000000018 16 1.5000000000000002 17 18 19 1.0000000180025095e-35 2.5000000000000004 20 21 22 23 2.5000000000000004 5.5000000000000009 24 25 26 2.5000000000000004 1.5000000000000002
decision_type=1 9 9 1 1 2 1 9 9 1 1 1 2 9 2 9 9 9 2 1 2 1 2 1 1 1 2 2 9 1 9 9 2 2 1 1 1 2 2
left_child=1 18 5 4 11 6 9 22 21 12 20 19 17 -14 16 32 37 -2 31 36 29 -9 -8 -18 -17 38 -13 -21 -28 34 -7 35 -11 -27 -3 -1 -4 -6 -5
right_child=2 10 3 25 14 30 7 8 -10 15 -12 26 13 -15 -16 24 23 -19 -20 27 -22 -23 -24 -25 -26 33 28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.00078301974131318405 0.0069244573106129539 -0.062762902471531462 -0.0046487854466743146 -0.010694223887114315 -0.012798671509521126 0 0 0.017050942192950662 -0.041367418897757385 -0.012056930550867276 0.0075601299729777492 -0.0037294467528041194 0.00076036527007211695 0.036507316972883175 0 0.038014838628774611 -0.04653244281553158 -0.015316717572747447 0.026237961575228671 -0.024984533640971394 0 -0.0080326490918575695 0.073187341326826708 0 0.0049285855861194152 0.024830431615808942 0.027936172086048566 0 -0.0024810431148298796 0 0.041909050973477746 -0.017028427403105308 0.016445858883744793 0 0 0.015794153258022924 0.007086464533361635 0.00071042969851569304 0.0067655698623313044
leaf_weight=48.560429836972617 412.81010010914179 351.22474690142553 166.00752935359196 36.00431591499364 67.445780534442747 28.853757560049416 6.8645318754715836 57.283342187816743 135.56134585333348 49.517594394696061 12.751984190719666 30.205111690738704 182.67684073107375 133.47957386438793 74.212415590518503 400.22271389518573 214.91702514304779 119.28722160408506 69.747590281069279 169.86871457290545 22.67222119771759 304.00062332463858 59.375883141416125 29.625562584958971 71.857500348356552 289.9738074336201 112.30228189009358 55.481467090314254 23.558695268700831 2.0490628307452416 169.68262161433813 40.731572195130866 18.926590217481134 31.822666059917537 5.7317619767709393 41.629919540137053 130.53489749567234 54.37497036352579 27.089769454265479
leaf_count=37809 247004 387241 114938 28579 44009 20522 3784 34857 92789 30735 10865 26074 65117 100883 52555 196869 166534 103738 58428 90485 15195 166004 18903 24425 45503 180031 95252 54635 16217 2328 87309 24039 14685 20387 5009 37984 93639 32417 17899
internal_value=0 -0.0332821 0.00688456 -0.00398192 -0.0121039 0.0146023 0.0115484 -0.00272069 -0.0155855 0.0174806 -0.0539781 -0.00143715 0.00844162 0.0196518 -0.0263779 0.0292886 -0.0321687 0.000703983 0.0083611 -0.00836884 -0.0584751 -0.00200472 0.0607432 -0.040638 0.0335042 0.0181666 0.0166909 -0.0182594 0.022893 -0.0611947 0.0384943 -0.00189478 0 0.021716 -0.0620226 0.00591303 0 -0.00548282 -0.000190313
internal_weight=0 595.099 3663.83 1513.43 1128.53 2150.4 1951.86 563.086 496.845 1388.78 394.43 687.959 848.254 316.156 440.576 540.524 366.363 532.097 200.67 521.893 381.678 361.284 66.2404 244.543 472.08 384.891 166.066 225.35 135.861 359.006 198.536 130.922 68.4442 321.796 356.957 90.1903 296.542 121.821 63.0941
internal_count=2865676 578898 2286778 1058076 811180 1228702 1120871 316337 293650 804534 420638 491240 516742 166000 319940 287792 267385 350742 158260 353697 409773 200861 22687 190959 242372 246896 137543 145120 111469 394578 107831 99832 45420 200418 392250 75793 208577 76426 46478
cat_boundaries=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=15 17840129 9248448 1 896 2 266240 8390784 1 1 1 71808 4736 24125457 592960 768 768 1 2 528 306 1 8716288 2048 1 2 2
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=26
split_feature=2 1 0 1 14 3 12 2 4 3 3 6 2 8 1 0 2 6 14 5 13 2 2 1 2 3 3 3 0 8 0 2 0 13 2 0 3 14 8
split_gain=75.5288 38.5814 30.4407 35.4515 31.5389 21.6519 10.081 9.86315 9.45718 17.4756 8.40011 8.26966 7.46171 7.80855 7.17948 6.82736 6.7078 6.51985 6.27927 5.52604 5.07083 4.90423 4.84727 4.7346 4.58891 3.48864 3.40197 3.57405 3.1991 3.62606 2.90771 2.73484 2.72306 2.58339 2.38755 2.09137 1.93031 1.88439 1.75094
threshold=0 1 2.5000000000000004 2 3 2.5000000000000004 4 5 6 1.5000000000000002 3.5000000000000004 7 8 9 10 5.5000000000000009 11 12 13 14 15 16 17 18 19 1.0000000180025095e-35 2.5000000000000004 6.5000000000000009 4.5000000000000009 20 4.5000000000000009 21 1.0000000180025095e-35 22 23 1.5000000000000002 1.5000000000000002 24 25
decision_type=9 1 2 1 1 2 1 9 1 2 2 1 9 1 1 2 9 1 1 1 1 9 9 1 9 2 2 2 2 1 2 9 2 1 9 2 2 1 1
left_child=1 20 3 7 5 12 18 11 9 23 37 25 13 -5 15 21 19 -11 -3 28 24 -4 -7 -9 -1 -2 -18 -28 -16 -30 33 -17 -24 -21 -12 36 -22 -10 -27
right_child=2 6 14 4 -6 22 -8 8 10 17 34 -13 -14 -15 16 31 26 -19 -20 30 35 -23 32 -25 -26 38 27 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.016841401945489127 0.01758472258774715 -0.061754632450510862 0.024641742844078184 0.015311080436070035 0.037253519175852276 0.012174828834641233 -0.00019424211816061781 0.0042349497285936498 -0.034296263220682195 0.03493317265983413 0.012098320233595618 0.023825770929793426 -0.047820633315267078 -0.0226548343146444 0.020521192617081997 0.0063831735810848294 -0.0013445479688684637 0.005636036455408432 0.00024900781873626984 0.031082185688570709 0 -0.0019337639981306951 -0.025652701385523075 -0.014479514516494017 -0.011509920356843444 0.007620357227506625 0.028982321339501172 -0.0073691130756862169 0.059865076971619281 0.0040055155252988403 0 -0.018189472790543542 0.00095648450257226523 0 -0.0099961070369651295 0 -0.027713822060639423 0 -0.010567128741311181
leaf_weight=125.11590885305486 58.308855186187429 278.44842649402563 150.59941918378172 31.947849444150052 65.304112439509481 139.02744166635966 43.115703053510515 203.44587934762239 103.86188885344018 182.50286501232767 80.350902210964705 521.86233190260828 239.71622096240026 204.10913750640611 153.83292171561334 27.641294219705742 131.00434253917774 184.62019617063925 6.900899189640767 62.222165763028897 29.635169354092795 78.18725914980314 47.998243236535927 239.22066629887559 42.478150033406564 23.115505961410236 63.72613152852864 7.7717252526781513 130.5634074377449 43.515772909770021 89.311142839535023 83.241335621860344 33.382152914156904 20.867995635431726 34.400959046673961 54.972882135974942 76.459343848851859 15.578227380698079 151.85849960902124
leaf_count=91600 28223 317554 77324 25710 30893 94231 30513 147188 61658 123929 54092 209185 209879 172548 79257 23127 87517 118552 6827 38549 19102 67045 41264 168156 27236 9687 42036 5632 76545 22683 60610 51360 24936 11085 25053 44648 54146 12788 72417
internal_value=0 -0.0291759 0.00673879 0.000703324 -0.0167378 -0.0237757 -0.0517095 0.00844808 0.00164403 0.00705058 -0.0145308 0.0169214 -0.0352032 -0.0149558 0.0209122 0.00621127 0.0266147 0.0224943 -0.0594228 0.0330331 -0.00267488 0.0161065 0.000955988 -0.00573766 0.00775057 2.4521e-05 0.00668686 0.021065 0.04168 0.0531427 0.0129961 -0.0107176 -0.0135132 0.0236516 0.00284849 -0.0147466 -0.0214236 -0.0304552 -0.00608092
internal_weight=0 657.126 3603.1 2560.61 761.485 696.181 328.465 1799.13 1043.98 809.79 234.192 755.145 475.773 236.057 1042.48 339.669 702.816 367.123 285.349 500.313 328.661 228.787 220.408 442.667 167.594 233.283 202.502 71.4979 327.912 174.079 172.401 110.883 81.3804 83.0902 114.752 161.067 106.095 119.44 174.974
internal_count=2864785 591626 2273159 1630389 599461 568568 354894 1030928 711416 557825 153591 319512 408137 198258 642770 218856 423914 242481 324381 288729 236732 144369 160431 315344 118836 110327 135185 47668 178485 99228 110244 74487 66200 49634 79145 117896 73248 74446 82104
cat_boundaries=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=4243726 896 960 1 1 8919041 2 2 19995776 12 643 8666816 2 1 2 1 73376 8665088 768 258 3 8454177 1 8800 1 12
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
adm_past_year=176
an110mdc_ra=168
count_proc=130
agegroup_rm=103
cc_renal_disease=64
cc_diabetes_complications=44
cc_congestive_heart_failure=38
flag_emergency=36
drg11_type_m=25
sex_cat=22
pat_remoteness=15
cc_hypertension=12
cc_severe_liver_disease=11
post_transplant=10
indstat_flag=1

parameters:
[boosting: gbdt]
[objective: cross_entropy]
[metric: average_precision]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 1000]
[learning_rate: 0.1]
[num_leaves: 40]
[num_threads: 4]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 1]
[histogram_pool_size: -1]
[max_depth: 7]
[min_data_in_leaf: 15]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 12194]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 8043]
[extra_trees: 0]
[extra_seed: 26014]
[early_stopping_round: 100]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 3]
[lambda_l2: 30]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 26852]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 159]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: 1,2,4,5,6,7,8,9,10,11,12,13,14,15]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 30046]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

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