tree version=v4 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=15 objective=binary sigmoid:1 feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 feature_infos=[-1.1709699451676971:6.7972255664714467] [-1.3537834316989747:6.2494863800668812] [-1.4298461215579881:5.2203459387945488] [-1.4576528260722823:4.5766797827315155] [-1.3777039320242273:7.6526213843715887] [-1.5372576615906433:6.3037555225482276] [-1.6319832406278125:4.384061223963946] [-1.9353181507471569:2.6023576081502995] [-1.1401702060731977:11.884424170540939] [-1.5396834553906769:6.4112428219813546] [-1.2189562366406448:8.9570647598955677] [-1.2243382121089652:1.225423137418765] [-1.4149969992653153:1.4131182690162354] [-5.8675154519701413:8.0486545712044038] [-4.9245650654531188:5.7265756275968407] [-4.9141729386719284:4.4173588697930919] tree_sizes=3300 3411 3412 3402 3412 3403 3405 3418 3405 3413 3426 3412 3418 3415 3414 3422 3417 3406 3408 3406 3413 3406 3395 3416 3412 3394 3398 3410 3419 3416 3405 3409 3413 3425 3414 3414 3425 3409 3426 3423 Tree=0 num_leaves=31 num_cat=0 split_feature=3 10 8 8 3 3 13 9 6 3 2 6 6 15 15 9 13 4 12 3 3 3 3 10 3 8 4 14 3 14 split_gain=194.004 79.5216 57.4783 26.5656 24.7692 21.8197 19.4289 17.9936 31.5582 17.5179 16.0915 15.3532 17.763 17.1576 18.9225 31.4118 16.947 12.8951 12.6516 12.4018 14.266 13.3419 12.3302 12.1001 16.0441 11.1676 10.2651 9.68867 9.67765 9.26013 threshold=-0.080192507902628343 -0.30694534412052848 -0.38608202202859715 -0.86757120881773242 1.0683836379310916 0.80885767874289971 0.34343616985109365 -0.71769426812498349 -0.18610280169226506 -0.36636610454008894 0.35889933070563806 -0.29665951468340263 -0.65849113240812074 0.90556088224265985 0.67929717542651968 -0.27617241918157709 -0.17645940707682517 -0.43693660974933562 -0.70796818219492763 -0.38072350904429281 -0.57347753397128265 -0.90059399949534891 -0.28805190771695793 -0.82989357270259212 -0.21010107847041629 0.27926527670998219 0.45256728825261666 0.39927911597423882 0.16509342569485616 -0.53049260404409371 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 6 -1 5 25 10 19 11 17 28 12 16 14 15 18 -9 -5 -14 20 21 -3 27 -11 -25 26 -4 -10 -2 -24 right_child=2 7 4 9 -6 -7 -8 8 22 23 -12 -13 13 -15 -16 -17 -18 -19 -20 -21 -22 -23 29 24 -26 -27 -28 -29 -30 -31 leaf_value=0.67719370413319291 0.85997208728722319 0.72125189142569646 0.81996798640055812 0.72555511927935346 0.86769628236631091 0.73057683873111789 0.68855134396389994 0.77482742824089568 0.74116892778419974 0.66665558474044784 0.73585935097472555 0.86284028459956208 0.78599123353327449 0.84401098241026573 0.67080764195800779 0.72200892688899498 0.86745589438273973 0.76714562689499377 0.87729435418501911 0.8110219531660896 0.6718202053443274 0.79757223501522567 0.73917465166169838 0.68404021100700985 0.77482742824089568 0.84982876942903318 0.74472378441639953 0.67348592154216891 0.77727337901237115 0.8225637758769998 leaf_weight=35.208087623119354 6.4557344913482684 17.916270017623901 19.507246002554897 58.220990240573883 34.953256651759148 6.8597917556762686 7.7023431211709967 8.7308527976274508 14.787121400237085 16.988774657249451 11.860001415014265 7.736779958009719 9.7983906865119899 6.719749227166175 5.4157458692789069 15.843180343508722 11.366408780217169 27.411617755889893 6.1917197555303582 5.0621957629919043 8.7078949064016324 8.4163309037685412 7.2868069112300873 10.994492158293726 8.7308527976274473 24.429399237036705 5.9047471284866324 8.2303725928068143 7.8263153284788132 6.1297336518764478 leaf_count=87 29 53 79 175 160 21 20 31 47 40 37 35 36 29 13 47 52 95 29 20 21 32 23 28 31 107 19 20 28 25 internal_value=0.76168 0.740203 0.814029 0.715466 0.834591 0.814183 0.758344 0.766476 0.777076 0.72648 0.778907 0.796308 0.788273 0.770474 0.757208 0.771907 0.827215 0.738869 0.821346 0.737867 0.727299 0.745645 0.739175 0.697586 0.724225 0.82569 0.802484 0.716967 0.814655 0.777273 internal_weight=431.393 305.894 125.499 157.555 91.6544 56.7012 33.8444 148.34 108.237 122.347 26.1421 71.8028 64.066 43.9688 37.249 31.8333 20.0973 85.6326 15.9901 40.1027 35.0405 26.3326 36.434 36.7141 19.7253 49.8414 25.412 23.0175 14.282 13.4165 internal_count=1469 969 500 456 386 226 114 513 387 369 94 272 237 154 125 112 83 270 65 126 106 85 115 99 59 205 98 67 57 48 is_linear=0 shrinkage=1 Tree=1 num_leaves=31 num_cat=0 split_feature=3 10 8 1 8 15 13 9 6 3 5 2 2 6 6 13 15 15 9 5 15 7 12 5 6 10 3 2 5 3 split_gain=168.732 66.8161 51.7263 27.1496 21.5355 19.3854 16.3486 15.4503 27.4155 14.419 14.3308 16.3909 14.0628 14.037 15.8538 15.6422 15.2344 15.7826 27.3135 12.5817 12.5526 14.2294 11.7531 9.73082 17.142 9.70909 13.2963 9.40927 9.10806 8.86945 threshold=-0.080192507902628343 -0.30694534412052848 -0.38608202202859715 0.53026910690782691 -0.86757120881773242 0.052672532344245182 0.34343616985109365 -0.71769426812498349 -0.18610280169226506 -0.36636610454008894 0.4344498899465134 -0.10517296012523222 0.35889933070563806 -0.29665951468340263 -0.65849113240812074 -0.17645940707682517 0.90556088224265985 0.67929717542651968 -0.27617241918157709 -0.059297607777419263 -0.67199984104346633 0.084147770336038583 -0.70796818219492763 -0.89168954679545542 -1.2644478379830191 -0.82989357270259212 -0.21010107847041629 -0.96214280499442051 0.31313427080545253 0.16509342569485616 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 6 5 -1 -4 12 23 13 19 11 -7 29 14 15 -9 17 18 22 -6 28 -22 -16 24 -3 -11 -27 -25 -10 -2 right_child=2 7 3 -5 9 10 -8 8 20 25 -12 -13 -14 -15 16 -17 -18 -19 -20 -21 21 -23 -24 27 -26 26 -28 -29 -30 -31 leaf_value=-0.11584266239296502 0.053456991907999511 -0.078261302668772084 0.041350823840080424 0.056347912772859693 -0.067890445199537242 -0.054372072972883503 -0.10594937590494305 -0.028275396453739689 0.021866445132215216 -0.12495937057927538 -0.076804628616559123 0.040446780237101278 -0.063937984904289952 0.056310211379389734 -0.017868137621768896 0.060916313170172598 0.037704211754167237 -0.12137445230081863 -0.076377076628468987 -0.0074746635479594039 -0.024262629991223639 -0.10432919177879207 0.07079533724551447 -0.12781093157663756 0.012877376148590511 -0.10988741654227195 -0.0282753964537397 -0.058359405272598232 -0.069700403386377882 -0.02600269385320407 leaf_weight=36.838465064764023 6.3173553943634051 11.758616477251055 18.401172369718552 44.561186760663986 78.047084793448448 7.9344639182090804 8.0289792418479902 8.8301589637994784 6.4765150994062406 17.836243748664856 8.975021690130232 10.709711477160454 12.164674580097197 7.5621320307254782 9.8688206076621956 11.088952049612997 6.6180351078510276 5.6782976984977713 16.328950032591823 9.6870302408933622 7.9885446131229427 18.17198371887207 6.0162328630685797 8.2884485274553317 9.1929805874824506 11.477828755974771 8.8301589637994748 11.847809106111525 4.6768618822097778 7.9081795811653137 leaf_count=87 29 34 81 205 234 26 20 31 26 40 27 47 37 35 36 52 29 13 47 36 28 47 29 19 36 28 31 37 14 28 internal_value=-0.0404069 -0.0600127 0.00870309 0.0285298 -0.0822182 0.00159365 -0.0434751 -0.0359876 -0.026162 -0.0723779 -0.0248944 9.44046e-05 -0.0244679 -0.00813427 -0.0156982 0.0213776 -0.0322902 -0.044515 -0.0309671 -0.0612197 -0.0609438 -0.0798796 0.0157119 -0.0621266 -0.0382722 -0.0980424 -0.0744015 -0.0869469 -0.0165296 0.00928421 internal_weight=438.111 313.11 125.001 90.5816 162.717 46.0204 34.4192 150.393 109.305 125.878 27.6192 18.6442 26.3902 71.9916 64.4294 19.9191 44.5103 37.8923 32.214 87.7341 37.3139 26.1605 15.8851 41.0879 20.9516 38.1442 20.308 20.1363 11.1534 14.2255 internal_count=1469 969 500 386 456 181 114 513 387 369 100 73 94 272 237 83 154 125 112 270 115 75 65 126 70 99 59 56 40 57 is_linear=0 shrinkage=0.05 Tree=2 num_leaves=31 num_cat=0 split_feature=3 10 4 3 3 9 8 0 11 8 6 15 6 3 5 8 15 7 5 2 9 6 7 7 15 9 10 3 15 5 split_gain=147.725 56.8774 49.2729 23.5243 21.4814 18.4305 17.9706 15.8344 13.0475 14.1466 12.4927 21.0433 18.4138 12.1893 10.8306 10.0922 9.62545 13.7319 9.05597 15.353 13.4012 14.2388 12.437 12.4191 9.24364 17.5512 8.04919 11.2418 8.04679 8.03568 threshold=-0.080192507902628343 -0.30694534412052848 -0.30482236176308269 1.0995869950537107 0.74229505364787718 -0.59153226168551487 -0.86757120881773242 -0.94678561000923878 0.00054246265489983354 -0.13370460314528329 -0.18610280169226506 0.95173321512080278 -0.29665951468340263 -0.36636610454008894 -0.059297607777419263 -0.5664221512440758 -0.67199984104346633 0.084147770336038583 -0.78139450297736779 -0.40413939256415637 -0.8724228732537187 -1.2644478379830191 1.243429429723298 0.60666769590470393 0.47104898574274351 -0.22449084846809139 -0.82989357270259212 -0.21010107847041629 0.013529466562764462 0.31313427080545253 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 5 4 8 15 -1 -3 9 -4 11 12 18 14 -8 -2 29 -18 20 22 21 -9 23 -20 25 -21 -15 -28 -19 -12 right_child=2 7 3 -5 -6 -7 13 10 -10 -11 16 -13 -14 26 -16 -17 17 28 19 24 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 leaf_value=-0.10619004552422051 0.052997215328402361 -0.092583488524176361 -0.058793663520297905 0.060184300609272615 -0.054545553484606296 -0.074266405399026056 -0.062997572954583914 -0.074427219349781124 0.051079373537813513 0.021257754442558258 0.020942683802178952 0.048390617310689554 0.052924012326352791 -0.11432636727434416 -0.0070812354967431978 -0.046750376510330191 -0.014403912610956915 -0.12702178030036665 -0.0065925505619257273 0.017218414315057457 -0.10393949338461279 0.012539417836094136 -0.073995819613517894 0.071894287248701852 -0.10011741421366183 -0.092541546362870986 -0.10086541273283572 -0.026580082098192282 -0.060670067876032754 -0.064621741604686936 leaf_weight=38.141341209411621 5.6173461079597473 10.644276872277258 7.6070416420698193 33.151279091835022 11.251887515187262 20.361800029873848 79.854160085320473 9.6723100394010562 21.66274282336235 20.105232492089272 6.4254089146852476 10.023395091295241 6.5708202421665183 18.501697778701782 9.7132790833711606 4.6226368546485919 7.5639340728521374 9.3238987922668475 25.126115009188648 8.087064117193222 9.9081582427024752 9.1676091551780718 5.2483810335397711 6.3047364056110373 7.6009566336870185 6.6265239417553099 11.86838158965111 8.9212584644556028 8.9608720541000348 4.7891371548175812 leaf_count=87 25 28 24 158 35 60 234 27 98 85 26 46 31 40 36 15 27 20 94 33 24 36 15 30 19 17 28 31 26 14 internal_value=-0.0378794 -0.0558987 0.00834144 0.0263186 0.00780058 -0.046749 -0.0760425 -0.0337734 0.0220084 -0.000716424 -0.0293463 -0.0204884 -0.0278088 -0.067119 -0.0569336 0.00796815 -0.0542819 -0.0710653 -0.0338547 -0.0226414 -0.0568656 -0.0321088 -0.00274621 0.00915118 -0.0553437 -0.0322139 -0.0903372 -0.0689881 -0.0945046 -0.0155973 internal_weight=443.424 319.044 124.38 93.7782 60.6269 30.6018 167 152.044 49.375 27.7123 141.399 104.336 94.3127 128.859 89.5674 10.24 37.0633 25.8487 87.7419 58.9938 28.7481 18.8399 36.6792 31.4309 22.3145 14.7136 39.2913 20.7896 18.2848 11.2145 internal_count=1469 969 500 400 242 100 456 513 207 109 485 372 326 369 270 40 113 73 295 208 87 63 139 124 69 50 99 59 46 40 is_linear=0 shrinkage=0.05 Tree=3 num_leaves=31 num_cat=0 split_feature=3 10 6 10 0 1 1 4 15 0 13 3 5 6 15 6 7 6 4 6 15 1 14 0 5 1 7 5 6 4 split_gain=130.058 48.976 44.5139 33.3194 17.8433 18.2972 23.4621 16.0201 15.7306 13.5866 12.0808 11.8134 11.4132 10.919 19.0484 16.6236 10.323 9.11902 9.03036 11.6593 14.1272 11.3873 8.28456 8.12032 7.89627 14.6328 11.2637 9.78629 10.5624 8.04735 threshold=-0.080192507902628343 -0.30694534412052848 1.3012001722470925 -0.22604582305540358 0.2000813795126139 0.16909085198876381 -0.31432420961005786 -1.088169254166482 0.66200472650857789 -0.94678561000923878 0.34343616985109365 -0.37484944106253076 -0.48349531622393666 -0.18610280169226506 0.95173321512080278 -0.29665951468340263 -1.3994643215563694 0.20720942184015387 -0.43693660974933562 -0.34700988063963245 0.24393151249874886 -0.85939591728408782 -0.2752206203203707 -0.42561236021072063 -0.78139450297736779 -0.12801972994784319 0.65713974353472304 -0.86398186476382033 -1.2644478379830191 -0.40603871039830164 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 3 4 5 6 10 16 -5 -3 12 18 -2 14 15 24 -1 -15 19 20 21 -9 -23 -22 27 26 29 28 -11 -26 right_child=2 9 -4 8 -6 -7 -8 11 -10 13 -12 -13 -14 17 -16 -17 -18 -19 -20 -21 23 22 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.056797755877500224 0.017134943809337229 -0.085440635160368233 0.06201467247653715 0.048971183510676322 0.015464698304836223 -0.097985529630874521 0.072501249493019157 -0.029692001928922785 -0.017321185811731057 -0.069095446272469177 -0.10444980532215256 -0.085082082968861883 -0.067354965849431653 -0.063884299032493652 0.046950553058748332 0.051494627969016049 -0.12330125442908782 -0.004648391324490595 -0.030338665337257889 -0.10568674664231954 0.022845680387337343 -0.04052772568576269 -0.10151502652114863 -0.058690119846869983 0.016623616376101102 -0.053209688067841432 0.071463790510933156 -0.094279307066339718 0.004395473494733247 -0.033825716168520072 leaf_weight=8.112503647804262 8.0756472647190076 10.949027940630911 29.1513631939888 26.089507609605789 13.728679880499838 13.535507053136824 4.8762369602918652 13.423694983124728 13.620447948575018 9.891745403409006 6.7507453709840766 44.601298391819 7.9141215384006527 29.286414369940758 9.8195212930440885 6.4194259345531455 20.787199720740318 8.3493509143590909 28.498131215572357 13.386772215366362 8.0595869123935682 7.5556002110242835 21.171863108873374 4.9163453578948966 13.746583208441725 22.427301958203323 4.5711261481046668 9.6611330509185702 9.6675079166889208 18.600254192948348 leaf_count=22 33 28 142 121 56 35 23 42 50 27 16 109 24 83 46 31 41 30 94 31 30 23 50 14 55 68 22 23 37 63 internal_value=-0.0356086 -0.0522667 0.00799476 -0.00865329 -0.0338958 -0.0503628 -0.027022 -0.0707072 0.026233 -0.0317675 -0.0483627 -0.0637838 -0.0246833 -0.0276418 -0.0193461 -0.0261998 -0.104633 -0.050743 -0.0539919 -0.0638304 -0.0536662 -0.0677099 -0.0854748 -0.00804676 -0.0318312 -0.0213552 -0.00200388 -0.0531077 -0.0327713 -0.012386 internal_weight=447.645 323.902 123.742 94.5909 54.8809 41.1523 27.6168 170.513 39.71 153.389 22.7405 141.613 15.9898 142.44 104.805 94.9851 28.8997 37.6358 97.012 68.5139 55.1271 42.1512 28.7275 12.9759 88.5657 59.3453 36.918 29.2204 19.5593 32.3468 internal_count=1469 969 500 358 187 131 96 456 171 513 73 393 57 485 372 326 63 113 284 190 159 115 73 44 295 208 140 87 64 118 is_linear=0 shrinkage=0.05 Tree=4 num_leaves=31 num_cat=0 split_feature=3 10 6 10 0 1 1 12 15 9 2 3 10 6 15 3 2 6 3 7 15 3 4 6 3 0 15 3 10 3 split_gain=114.929 43.173 41.3127 29.956 15.762 15.6019 21.2326 14.8366 14.565 12.6589 21.7783 16.0099 11.2194 10.0155 13.1462 9.73349 9.37548 11.2018 8.73392 12.8113 17.6778 8.52344 12.3198 7.6228 7.66286 7.30837 6.43608 5.92959 5.7958 8.34086 threshold=-0.080192507902628343 -0.54581705101139455 1.3012001722470925 -0.22604582305540358 0.2000813795126139 0.16909085198876381 -0.31432420961005786 1.0000000180025095e-35 0.66200472650857789 -0.71769426812498349 -0.63588356105984911 -0.3447067295412935 -0.93229234788820781 -0.18610280169226506 -0.70643161559865608 -0.21010107847041629 -0.33086003430191185 0.55241106161544307 -0.57347753397128265 -0.45730456770288552 0.23665580322325777 -0.4162845139122911 0.05010839934749705 -0.44172869779032425 -0.48806842056389649 -0.6795101458094791 -0.22911466904630373 -0.35512621135265993 1.2195241914952646 -0.52642309521447117 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 3 4 5 6 16 -1 -5 11 23 18 -9 21 -15 26 -2 -18 19 25 -21 28 -23 24 -11 -3 -16 -28 29 -12 right_child=2 9 -4 8 -6 -7 -8 12 -10 10 13 -13 -14 14 15 -17 17 -19 -20 20 -22 22 -24 -25 -26 -27 27 -29 -30 -31 leaf_value=-0.099132457928867435 -0.085194937550365613 -0.042156915632550848 0.06061915325181029 0.047541472133445027 0.014781514573988856 -0.090272896300958375 0.070941561552016044 -0.082589857422438989 -0.016347667301700529 0.019467456640774251 -0.026561177957894533 0.02226345854204052 -0.047493209022696908 -0.0053295701455381254 -0.11536633556872736 -0.022650683134475377 0.012934240664999805 -0.080551151405275051 -0.095443512678617837 -0.10449852165926032 -0.0061368390022888044 0.047784710986820522 -0.038337751812472926 0.074848715590731071 -0.049161744609961706 0.034585048461921758 -0.037922791113078308 -0.095800061146187568 0.0088767297305956793 -0.074804818992148386 leaf_weight=34.980340003967285 8.9795794039964694 7.4752750992774963 28.351696401834488 25.544370457530022 13.647168979048727 13.945990860462187 4.7377812266349819 37.177378728985786 13.707664638757704 16.619612365961082 31.82934807240963 6.0466829389333716 58.762325435876846 10.97903525829315 9.668984577059744 9.0143625587224978 9.1478976905345899 4.9319032728672019 15.209824174642561 14.575646474957471 6.652842015027999 8.9152977019548434 7.7729502469301215 4.3874751031398764 5.3853312432765952 5.3033730983734078 9.5682810395956022 8.2332647442817706 6.9808275997638694 12.468958258628843 leaf_count=76 24 23 142 121 56 35 23 88 50 68 109 23 169 39 20 30 36 13 35 33 23 40 25 20 17 21 29 19 28 34 internal_value=-0.0335444 -0.0490003 0.00767441 -0.00818607 -0.0318662 -0.0471168 -0.0254651 -0.071257 0.02523 -0.0342158 -0.0263057 -0.0545157 -0.0610934 -0.0356745 -0.0532989 -0.0677338 -0.0452729 -0.019812 -0.0639486 -0.0498624 -0.0736727 -0.0233668 0.00767112 0.0146704 0.00267164 -0.0103076 -0.0825277 -0.0646912 -0.0334677 -0.0401407 internal_weight=451.001 328.007 122.994 94.6424 55.3903 41.7432 27.7972 130.92 39.252 197.087 141.824 55.2636 95.9397 115.431 47.4639 36.4849 23.0594 14.0798 49.217 34.0071 21.2285 67.9674 16.6882 26.3924 22.0049 12.7786 27.4705 17.8015 51.2791 44.2983 internal_count=1469 969 500 358 187 131 96 333 171 636 478 158 257 373 137 98 73 49 135 100 56 236 65 105 85 44 68 48 171 143 is_linear=0 shrinkage=0.05 Tree=5 num_leaves=31 num_cat=0 split_feature=4 10 3 5 3 2 14 4 6 3 7 9 14 15 7 4 14 6 4 7 4 14 2 7 3 5 13 10 7 3 split_gain=100.254 40.3799 22.8827 19.0444 18.9064 21.9305 18.1261 17.9526 16.1435 14.5705 14.3565 14.0006 13.589 9.46397 9.33396 8.37287 8.15214 8.04927 11.3855 6.96369 6.65916 8.69599 6.1694 12.0127 9.83642 8.88658 7.80089 6.13433 11.9096 6.583 threshold=0.35789330797408853 -0.70616475844692028 1.0038312010127119 0.730106362291712 -0.22115978350942209 -0.12345899586446622 0.33840677190051144 -0.28820239616780169 -0.15119016513222369 -0.40546160520628616 1.2650215130029372 0.36814912522924886 0.91917229853590665 0.64582961662928062 1.4750754078928938 -0.16267724033357109 0.6905668019964416 0.41415976915828628 0.05010839934749705 -0.47539852119302922 -0.34972541936668727 0.62894910542754545 0.14837306037089432 0.59017547137251192 -0.78328090548660756 -1.0029855276285402 -0.28744180829712584 0.47469477348940653 0.084147770336038583 -0.64278828990712822 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 15 11 5 7 17 9 10 20 16 14 13 -8 -2 22 -9 18 -6 -11 21 27 23 24 -1 -26 -27 29 -29 -3 right_child=3 4 -4 -5 6 -7 12 8 -10 19 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 26 -28 28 -30 -31 leaf_value=-0.10115496273003764 0.038135968802016688 -0.045337490268232972 0.017486912742245311 0.044990318356523729 0.034662773650307746 -0.082365035219337981 -0.02755177900740003 0.048756573349206224 -0.054211925609374149 -0.024429408530991223 -0.051841100780369277 -0.037396028043862592 0.017344027747989436 -0.10423669709216113 -0.040709974946232644 -0.03455563356801826 -0.0089441634813618633 0.072439841061357743 -0.040486313790255843 0.053241366423062035 -0.092629869775057244 0.0050005860194918227 -0.09953623225603668 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threshold=0.730106362291712 -0.6698678541465658 -0.53681022189348704 -0.041172018486790689 -0.98694433558084427 -0.3190615305172867 -0.63960864025477604 0.53771941577067728 0.51688448052304381 0.84809234898093055 0.15532469690524675 1.4975896219420062 0.93842041838466084 -0.12345899586446622 0.43713818261733367 0.044596684754873696 -0.62916433678318484 0.76887510851696683 0.48347438117515745 1.5340935038698349 0.60812062866289895 -0.13633737531275922 -0.03916277723233285 -0.70796818219492763 0.61298280003683259 0.41683713155820812 -0.035487746097803391 0.39927911597423882 -0.84863407923120648 -1.3374347730108289 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 18 29 -4 6 27 11 13 10 26 12 -2 15 24 16 -7 -17 20 -10 21 22 -3 25 -15 -8 -5 -6 -23 -1 right_child=7 2 4 9 5 8 23 -9 19 -11 -12 -13 -14 14 -16 17 -18 -19 -20 -21 -22 28 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.041849359417445289 0.020467813527192541 -0.018041172278380809 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4.9071989059448233 6.411973536014556 11.7030041962862 6.417484685778617 15.148019373416902 8.4793467521667498 6.2494003325700751 7.8121190220117596 5.2819001376628867 26.181012734770775 93.637520402669907 leaf_count=52 26 68 33 25 37 30 43 128 38 13 30 35 20 52 45 40 67 50 62 15 24 34 15 70 28 21 29 15 62 223 internal_value=-0.0303887 -0.0373232 -0.0250913 -0.0593372 -0.0150904 -0.0106119 0.0177965 0.0316662 -0.0229578 -0.0237665 -0.00812753 -0.00226333 -0.0296244 -0.0293911 -0.0489173 -0.0143983 0.00880279 -0.0363875 -0.044024 0.0240193 -0.0523193 -0.0580943 -0.0356087 0.0387484 -0.0683285 0.0136202 -0.0313425 -0.0250555 -0.0741908 -0.068874 internal_weight=442.791 398.283 256.024 142.259 167.53 154.956 46.9416 44.5077 108.015 30.0769 24.3225 19.6854 12.9407 95.0043 41.2637 53.7407 26.1498 27.5909 88.4941 13.0104 71.4154 65.0034 27.1194 31.5269 28.8239 16.3789 17.0358 15.4147 37.884 112.182 internal_count=1430 1221 849 372 584 551 186 209 365 97 84 81 46 312 125 187 97 90 265 53 203 179 83 134 80 64 54 52 96 275 is_linear=0 shrinkage=0.05 Tree=7 num_leaves=31 num_cat=0 split_feature=4 3 10 11 3 1 2 0 2 3 2 13 10 2 7 0 13 7 3 3 7 5 13 5 10 13 0 0 9 15 split_gain=80.2333 35.0719 28.2079 17.0443 16.6443 14.2118 14.3609 12.7728 13.185 12.7 12.4878 17.5903 11.6664 11.3242 11.2459 10.5517 9.73122 10.2959 8.71388 8.5684 10.2951 10.3728 10.2219 8.23171 8.18437 7.86584 7.31452 14.2189 10.3816 7.28703 threshold=-0.099022749551171851 1.0995869950537107 -0.67558775477449695 1.0000000180025095e-35 -0.40546160520628616 -0.63960864025477604 0.20202478393980197 0.74577300744271058 0.4312177381029027 -0.033008449381633727 0.19698369349031805 -0.045341404090707603 0.22410357651795959 -0.3461624995268005 -1.1551533030435788 0.083925293653337535 -0.24241268675186123 1.1077477292543116 -0.020965461341488745 -0.52642309521447117 0.57011933017842653 -0.14044483195747079 -0.1165738477258782 -0.62395501088641303 -0.34360484116668061 -0.0871465001684716 -0.24945670162827879 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-0.00635236 0.0101097 -0.043133 -0.0682861 0.0372557 -0.0436046 -0.0351909 -0.0733907 -0.0771051 internal_weight=444.56 158.108 286.452 129.89 164.069 43.6222 28.2211 70.0226 52.2755 122.384 45.1402 37.8582 59.8677 21.7302 24.001 16.1281 39.1684 23.3958 20.6993 120.446 97.8336 24.8675 19.7381 15.4011 22.6129 21.1243 72.9661 56.8948 16.0713 15.7726 internal_count=1430 614 816 465 515 157 111 268 190 301 157 136 197 70 74 66 118 76 79 358 302 86 73 46 56 90 216 173 43 42 is_linear=0 shrinkage=0.05 Tree=8 num_leaves=31 num_cat=0 split_feature=4 3 10 1 5 1 1 15 7 8 2 13 15 2 13 10 13 8 1 1 2 13 2 5 13 5 10 8 0 4 split_gain=72.5171 29.5039 34.4586 19.2313 18.2106 14.3196 15.7726 15.7312 14.5246 10.7703 9.99417 15.5854 9.2952 10.3579 9.06654 11.7081 10.9212 8.03912 9.74195 8.9351 10.3412 8.1113 12.2336 7.8318 7.80355 7.7619 7.36066 8.46241 7.2396 6.89928 threshold=0.35789330797408853 1.0683836379310916 -0.70616475844692028 0.5436225100375025 0.37332267847383777 -0.61533822334012755 -0.78765737514941614 0.16281987854519295 0.084147770336038583 0.28801233918634961 -0.60011189492515149 -0.10124363390154799 -0.055527241736981085 -0.10517296012523222 -0.28429016846353045 -0.44773627054250204 0.049319361795176507 -0.87523591006714685 -0.68338161964704258 -0.30643707466975234 0.13369672189416656 0.080797671489618986 -0.60011189492515149 -0.13490506170433345 -0.49279034909660718 0.47487787130631315 0.16354540198495612 -0.5743613658648018 0.061194582275949351 -0.93110351041060146 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 17 4 12 6 7 26 14 -6 11 -10 -2 -14 -7 -16 -17 -1 21 -20 23 22 -19 -21 -8 -5 27 29 -27 -4 right_child=3 -3 5 25 9 8 24 -9 10 -11 -12 -13 13 -15 15 16 -18 18 19 20 -22 -23 -24 -25 -26 28 -28 -29 -30 -31 leaf_value=-0.081831691593973355 0.075152195190471283 0.042822662229647784 -0.018422330557748421 -0.0063637421167860786 -0.086293272193051024 0.043788180940729643 -0.013199641363538081 -0.05434311796745489 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5.426433637738227 6.5259001404047021 27.488315477967262 5.0011043697595596 leaf_count=65 30 52 20 26 21 51 20 58 25 41 259 35 21 23 31 31 61 22 75 33 38 26 20 27 88 19 23 18 151 20 internal_value=-0.0272081 -0.036345 -0.0388644 0.0173098 -0.00834801 -0.0274741 -0.0436933 -0.0230808 -0.0179915 -0.0428494 -0.0285801 0.00762786 0.027106 0.000757106 0.00535517 -0.00751281 0.0125214 -0.0599669 -0.0526507 -0.0619867 -0.044705 -0.0249391 0.00138169 -0.0205519 -0.0659693 0.0419982 0.00512323 -0.0102484 0.0523715 0.0155652 internal_weight=445.704 369.805 358.399 75.899 37.2188 232.763 85.8767 44.6037 146.886 18.8628 101.054 16.0341 18.356 11.8547 45.8318 34.3357 23.3444 125.637 94.1374 70.4147 36.2692 23.7226 13.1031 19.9455 41.273 38.6803 23.4488 18.0224 31.8489 11.4965 internal_count=1430 1098 1046 332 136 740 247 139 493 62 319 60 74 44 174 123 92 306 241 173 98 68 42 60 108 196 81 58 170 40 is_linear=0 shrinkage=0.05 Tree=9 num_leaves=31 num_cat=0 split_feature=3 8 14 8 14 0 9 1 14 9 1 1 0 0 6 6 15 12 8 6 3 4 7 6 13 14 7 6 5 3 split_gain=65.7854 38.3009 15.9315 14.8119 11.4505 8.89998 15.4283 8.72713 14.5407 9.13519 8.58148 8.52179 8.02994 9.00048 7.81085 7.19413 7.04359 6.68033 6.57492 6.39705 9.19683 7.22974 6.26286 5.9648 11.7764 12.3989 6.56624 7.68224 11.7189 9.00074 threshold=1.0995869950537107 -0.24124261320457854 -1.1261603338728088 -0.82681628085922165 0.74040267005561244 0.075182920463299233 1.5897462610157826 -0.78765737514941614 0.19787500978291414 -0.041172018486790689 -1.021637960491627 0.11111293890194404 -0.5245905290211631 -0.6333291297179281 0.023512229150477855 -0.73055615266177687 -0.15866220656304172 -1.0614825907301215 -0.19997811845076355 -1.0515471424833129 -0.71772542531156613 -0.5209661286692383 -1.4551337198252321 0.16612104757459417 0.23509070836103621 0.37501917314008404 1.5486390661159424 0.092311286967433584 0.15505762569867423 -0.29912919347521022 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 22 7 6 -2 8 10 14 -5 -11 13 17 19 -12 -13 -4 -14 -9 21 -21 -1 26 25 -25 27 28 29 -20 right_child=5 2 12 4 -6 -7 -8 9 -10 11 15 16 18 -15 -16 -17 -18 -19 23 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.02865982481786436 0.0465198291732285 0.039714698588111774 -0.051219653495576084 -0.034291674428756393 -0.0020029333730464637 0.064230931399278268 -0.071012308347816508 -0.085594933747301191 -0.058057624932210672 0.019221466918003641 0.064886752471191217 -0.0086153442109209027 0.039145632034336679 -0.075178923817081869 -0.091736468370741869 -0.0033809857124997922 -0.066921360460660106 0.017245012013486629 -0.0044418450230401963 -0.034031357114498666 -0.054034122234851281 0.027740832410349414 -0.071757972901590972 0.011446725956085389 0.036605606787631938 -0.073291069887044522 -0.060871950599864715 -0.069348806802338167 0.056459655216573229 -0.050922517371214171 leaf_weight=10.137812271714209 9.2473732680082303 13.994398847222326 6.7924775183200836 9.3809487521648389 21.792978316545486 19.33798636496067 3.9999588876962653 10.320995375514029 15.480879440903662 8.9231759309768695 6.7983593940734854 9.8738507032394445 6.2921108305454245 11.197083875536917 11.578901588916777 8.9259544759988803 10.895311594009396 7.4935738891363162 36.248161807656281 18.458518996834758 63.943840995430946 6.3717969357967368 50.019487947225571 10.504676863551142 15.122003778815268 7.3285146355628958 9.2457940876483899 6.0407679975032798 5.9328938126564017 14.614632666110998 leaf_count=28 44 64 20 27 76 113 15 23 40 33 28 33 27 28 24 29 27 29 129 52 167 24 110 42 66 20 25 17 26 44 internal_value=-0.0257976 -0.0311851 -0.0110981 -0.0427074 -0.0362427 0.0426031 0.0110316 -0.0403664 -0.0199459 -0.0462708 0.00355529 -0.0216446 -0.0162957 -0.0416144 -0.0528777 0.0261344 -0.0392021 -0.0153073 -0.0105003 -0.0483372 -0.0440056 -0.0181798 -0.064495 -0.0134743 0.00414744 -0.0233761 -0.0215307 -0.015742 -0.0100404 -0.0177973 internal_weight=446.295 413.71 150.807 262.903 202.746 32.5853 13.2473 180.953 40.5861 140.366 25.1053 29.6923 136.813 25.4831 110.674 15.7243 20.7692 14.2861 111.33 99.0952 88.7742 24.8303 60.1573 105.037 32.9552 17.8332 72.0823 62.8365 56.7957 50.8628 internal_count=1430 1258 537 721 583 172 59 507 124 383 84 93 473 77 290 57 60 49 396 266 243 76 138 369 128 62 241 216 199 173 is_linear=0 shrinkage=0.05 Tree=10 num_leaves=31 num_cat=0 split_feature=5 10 6 10 10 9 2 0 2 1 5 6 6 6 7 11 10 15 6 12 9 6 2 15 10 15 5 7 7 1 split_gain=71.4222 30.8744 12.5597 13.4423 11.8826 10.3062 9.77055 11.7257 9.76744 16.5662 11.9516 14.5578 9.33936 19.3461 17.4708 10.1836 9.38209 12.1603 8.57267 8.47327 8.78041 17.1728 13.9761 7.35639 7.64935 6.80635 6.69651 6.0262 5.89817 5.61789 threshold=0.730106362291712 -0.4979635654824815 -1.2407042253562768 1.5562550706402363 -0.86107290241718681 -0.041172018486790689 -0.05289762540638273 -0.06650233006741138 -0.63588356105984911 -0.6290394712006494 -0.87743437666916202 -0.56186064790442503 0.1750703961169833 -0.16823383739296713 0.19924661957519715 0.61298280003683259 -0.28947107913959985 0.074933188412202034 -0.29665951468340263 1.0000000180025095e-35 -0.54473295975880165 -0.53925838013874572 -0.26747874742906197 -0.27898872625189169 0.82120603230045075 0.96751399833500773 -0.83964768466657846 0.061370457124371572 0.87696299196419003 -0.44824818883253031 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 -3 8 -2 19 -7 -8 9 10 -4 -12 13 16 25 27 17 -10 23 -1 21 26 -23 -18 -25 -14 -21 -15 -5 -11 right_child=4 2 3 28 -6 6 7 -9 12 29 11 -13 14 15 -16 -17 18 -19 -20 20 -22 22 -24 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.071710767898836278 -0.02244449756435106 -0.057280732783926459 0.025322546808960223 0.0085257059681190205 0.048210354086247673 0.024428982333953568 -0.066858324580671785 -0.0011983678890026331 0.0013323501345483262 0.073652566911556569 -0.062031209913356394 0.035307722145654474 0.059758369817557291 -0.044810473228778534 -0.046563467288566758 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115 20 20 97 17 17 38 43 22 27 internal_value=-0.0251395 -0.0316395 -0.0192478 -0.0155613 0.036376 -0.0470619 -0.0230549 -0.0374205 -0.0197793 -8.1443e-05 -0.0200873 -0.0404725 -0.0265077 -0.0328375 0.000351302 -0.0614879 -0.0176485 -0.0466697 -0.00652129 -0.0530265 -0.0451603 -0.0312069 0.0223717 -0.0147414 -0.00185455 0.0358955 -0.0462142 -0.0766855 0.0234637 0.0440491 internal_weight=446.558 403.882 223.946 204.157 42.6757 179.937 35.8088 27.4916 184.243 46.9101 32.2776 22.2771 137.333 111.14 26.1924 38.5068 72.6337 20.1306 52.5031 144.128 101.426 53.3934 11.683 45.0464 32.0211 14.9021 41.7104 28.5375 19.9139 14.6325 internal_count=1426 1206 738 689 220 468 115 83 606 164 101 64 442 344 98 104 240 54 186 353 258 143 40 152 114 65 103 72 83 63 is_linear=0 shrinkage=0.05 Tree=11 num_leaves=31 num_cat=0 split_feature=5 3 4 11 7 13 2 5 4 13 0 6 6 6 12 4 12 0 6 14 3 14 1 5 3 3 6 3 5 0 split_gain=64.6078 27.3766 16.8032 27.6178 18.4942 16.6143 14.6293 13.4193 12.5704 10.5997 14.0505 9.75829 12.2746 18.2034 8.91577 8.25718 9.15673 12.502 11.4778 8.02147 6.49884 6.49693 11.5736 7.1432 6.52165 9.86067 9.72884 8.19304 7.47309 5.92184 threshold=0.730106362291712 1.0683836379310916 -0.31690650321102304 0.61298280003683259 0.59017547137251192 -0.14283022089453312 -0.71621452530060836 -0.39554485415043034 -0.34972541936668727 -0.46104105157774816 -0.32882976651239515 -0.15119016513222369 0.16612104757459417 0.3993104163118229 1.0596038604810418 0.35789330797408853 1.0596038604810418 0.070595579065322142 -0.31150073093092473 0.68115844918388213 -0.16976572792475927 -0.24992144256183155 -0.47004862603111158 -0.74032854466811326 -0.058757140645166808 0.55653696792601981 -0.16107550998981257 -0.26025940094103733 -0.44320068853454003 0.15036302095322324 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 6 8 -6 -4 -7 9 10 -1 15 20 29 -2 16 17 18 -8 21 -13 22 23 -11 26 -26 27 28 -23 -14 right_child=14 -3 3 -5 5 7 11 -9 -10 19 -12 12 13 -15 -16 -17 -18 -19 -20 -21 -22 24 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=0.026639962441908416 0.046933015233185514 0.056638346923922958 0.03431781479425098 0.022977535925734219 -0.045388573392494622 0.080210581458324492 0.075699888093346462 -0.0085088730394593769 -0.1021003279138655 -0.024708943396816604 -0.055336846143904272 -0.074339099682486906 -0.00079406598730732882 -0.050793356415458728 -0.010272280306999887 0.039014504272779159 -0.063763519826227882 -0.038076401797181733 -0.024183877019127914 0.0047513584885412923 -0.030329520353430978 -0.060684712967751381 -0.068382737178553116 0.044697891185253601 0.026126938945786684 -0.059442723687418278 -0.099134198215939329 -0.0058219147261915792 -0.017526859088220263 0.072552825124473017 leaf_weight=11.812095254659654 33.31930573284626 8.9172947108745557 8.3409689068794233 31.07033409178257 14.011801511049272 7.1755422800779369 6.3490751832723591 10.49762488901615 9.4434603899717313 10.56027811765671 9.375859782099722 31.458520948886868 6.8233943581581133 19.337503209710121 8.5613871663808805 5.9939348399639121 10.524479895830153 15.600397497415541 5.258003562688832 7.1662301421165457 11.438535004854204 97.080325141549096 10.148281365633009 5.7122701704502132 6.178566709160803 7.397793635725975 12.349842846393583 8.7110206037759905 11.186230957508085 4.6119034588336945 leaf_count=43 180 45 35 124 37 32 29 33 20 30 25 73 24 57 40 25 28 46 17 25 39 228 23 22 24 18 23 26 33 22 internal_value=-0.0238783 -0.0299986 -0.0319514 -0.0192348 -0.0403015 -0.00472603 -0.0296658 0.0275124 -0.0457437 -0.0430514 -0.00963551 -0.0342118 -0.0453177 -0.021221 0.0352389 -0.0155004 -0.0241604 -0.00884101 0.0304526 -0.0470631 -0.0626039 -0.049256 -0.0264781 -0.000344561 -0.0534673 -0.0205002 -0.056928 -0.0524722 -0.0562256 0.028787 internal_weight=446.412 404.532 395.614 156.807 238.807 31.685 125.737 17.6732 207.122 197.679 21.188 117.396 73.6699 30.7728 41.8807 43.7259 37.732 27.2075 11.6071 176.491 42.8971 169.325 26.4208 16.2725 142.904 13.5764 129.327 116.978 108.267 11.4353 internal_count=1426 1206 1161 519 642 102 395 65 540 520 68 360 215 103 220 145 120 92 46 452 112 427 75 52 352 42 310 287 261 46 is_linear=0 shrinkage=0.05 Tree=12 num_leaves=31 num_cat=0 split_feature=5 3 8 11 14 1 6 8 6 6 6 14 8 6 6 1 14 6 14 4 2 3 5 0 13 13 5 7 7 5 split_gain=58.5432 23.3021 17.1554 14.5159 13.0739 10.4908 9.90958 9.68701 12.5568 8.29828 15.2304 8.1831 7.29442 8.5834 8.36887 6.55266 6.15925 9.64972 5.66781 5.58305 8.60107 5.27806 11.6355 10.8884 9.97865 7.25023 8.56145 7.46423 7.08644 5.78732 threshold=0.65949569884325032 1.0683836379310916 -0.26013970462881003 0.61298280003683259 0.68115844918388213 -0.46033471224794192 -0.16107550998981257 0.27926527670998219 1.3012001722470925 0.16612104757459417 0.3993104163118229 0.93578201799766736 -1.0086188366253412 -0.34700988063963245 -1.2407042253562768 1.4765544873381253 0.68115844918388213 -0.29665951468340263 -0.51143275567771151 -0.031936109574313233 -0.0061314266389815124 -0.61473964758177191 -1.0029855276285402 -0.47235750035083535 0.018957360304669577 -0.21824432153073411 -0.64530474392188353 0.59017547137251192 -0.79884477832911038 -0.74032854466811326 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 6 12 -5 11 8 15 19 -11 16 -1 14 -14 -2 17 -4 -16 -8 -21 25 24 -24 -23 26 -20 28 -27 -30 right_child=7 -3 3 5 -6 -7 9 -9 -10 10 -12 -13 13 -15 18 -17 -18 -19 21 20 -22 22 23 -25 -26 27 -28 -29 29 -31 leaf_value=-0.077219453330275981 0.0063466071450260717 0.054735715675408594 -0.017727770529725417 -0.034658401151744643 0.0015292504013517268 0.038076109919451949 -0.079919371292945018 0.048938275401657627 0.064373569362668789 0.036275859509118429 -0.048872612858660035 0.051528580299957862 -0.060159291112878759 -0.051784554615369585 0.006498645806993073 -0.068609479032857856 -0.065184506079886753 0.055170824369055696 0.046056271265433331 -0.002089303474766871 -0.067558191504641651 -0.035544169079503474 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-0.0383448 -0.0143916 -0.00716704 -0.0409588 -0.0389057 -0.0317185 -0.0276303 -0.0144899 -0.00731205 -0.0267744 -0.0541311 -0.0377644 -0.030134 -0.0411525 -0.0542481 -0.00142184 -0.0197324 0.0127532 -0.0291537 -0.0384334 -0.0530497 internal_weight=445.904 400.339 392.163 127.66 264.503 25.2003 102.46 45.5654 17.1811 54.8637 21.7942 47.5964 244.952 231.826 148.791 11.7655 42.3169 37.0684 126.756 33.0695 20.2303 115.131 55.908 42.0484 13.8596 59.223 13.3142 45.9088 37.8831 26.0038 internal_count=1426 1189 1147 434 713 102 332 237 73 165 77 167 645 619 410 41 143 129 359 88 60 319 147 105 42 172 44 128 100 65 is_linear=0 shrinkage=0.05 Tree=13 num_leaves=31 num_cat=0 split_feature=5 10 3 2 2 2 10 15 5 2 0 2 7 10 8 5 0 3 6 9 6 15 2 2 1 8 8 7 5 3 split_gain=53.2556 25.1009 12.3208 14.182 12.6935 13.0047 11.0681 10.0372 9.44593 9.46614 8.98552 9.4735 7.65376 7.10211 6.27521 6.27632 12.9599 7.96129 6.37188 6.94529 5.91895 7.13281 8.10511 8.33236 8.33418 6.5339 5.98986 5.5389 5.4656 7.94396 threshold=0.730106362291712 -0.39254638491838639 -0.090845972183897783 -0.12345899586446622 -0.97416020724002272 -0.84501615748524272 -0.86107290241718681 0.64582961662928062 -0.059297607777419263 -0.11894869355905065 0.5810085094956573 0.71523760979975559 -0.76602717814363086 0.15461877519325046 -1.0086188366253412 -0.6004637836528407 -0.45540019761543377 -0.21010107847041629 -0.51506756916016716 -0.80558693120270664 -0.16823383739296713 0.95173321512080278 -0.59166270005372035 -0.52311835039165377 -0.37460036973364397 0.13087665569122833 0.16782467669692272 0.79197316160305742 -0.17250359283504266 -0.51342585599316071 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 3 4 13 -6 -2 -4 14 -10 11 -11 -7 -3 -1 16 17 18 19 -16 21 22 25 -24 -25 -14 -22 -5 29 -26 right_child=6 2 7 27 5 12 -8 -9 9 10 -12 -13 20 -15 15 -17 -18 -19 -20 -21 26 -23 23 24 28 -27 -28 -29 -30 -31 leaf_value=-0.079633560694434891 -0.023732867322837164 -0.0036182142436757426 0.036059247942302017 -0.065537794503490912 0.053008102928896919 -0.048325636663659119 0.045268064587898942 -0.019907093326830827 0.028197677640489489 -0.057297896603438314 0.018867172030431961 0.010794586181908365 0.0472497766094866 -0.055059542868442252 -0.050723953387742771 -0.051950520152003167 0.01955537729921264 -0.0014003543553534725 -0.082764778449269147 -0.001567162559119855 -0.056732895335338922 0.052325094290381693 -0.061412591243994785 0.03825881167351905 -0.00078133644197119162 -0.023800589861416213 0.0074781066386283984 -0.015777729262917661 0.015401129476223338 -0.06510252495065684 leaf_weight=11.988816127181051 7.0418956726789466 9.4216600656509382 19.858478054404259 20.651957571506504 8.9743053764104825 11.435710668563841 33.267138510942459 13.428427040576933 8.5884850621223432 23.253781080245975 7.5065897852182379 6.5459152758121482 11.408360555768004 23.310214519500732 31.216059699654572 77.449809849262238 10.616233989596365 10.892556935548781 10.713205114007001 9.3342506587505323 9.633259251713751 6.3256706148385993 7.7970844060182491 8.6927479654550464 9.6879472732543856 4.5169412195682517 5.8299379944801322 7.6692390739917746 8.5531484186649624 9.5148382037878054 leaf_count=23 30 29 94 50 38 31 190 45 33 60 29 25 49 58 73 188 35 35 21 28 24 30 21 36 34 16 20 24 32 25 internal_value=-0.0215937 -0.0270511 -0.014245 -0.0198925 -0.0131487 -0.00448248 0.0332138 0.0134816 -0.0391558 -0.0191292 -0.0300245 -0.0423404 -0.0100067 -0.0402525 -0.044822 -0.0420438 -0.0315004 -0.0402207 -0.0484693 -0.0394086 -0.00466013 0.00181936 -0.00349021 -0.0144996 -0.00446401 0.0270975 -0.032524 -0.052063 -0.0178442 -0.032652 internal_weight=445.125 404.816 196.71 163.423 135.102 102.37 40.309 33.2869 208.106 45.8948 37.3063 29.7997 93.3956 32.7319 162.211 150.222 72.7723 62.1561 51.2635 40.5503 81.9599 66.4967 60.1711 44.2458 36.4487 15.9253 15.4632 28.3212 27.7559 19.2028 internal_count=1426 1206 656 517 443 356 220 139 550 147 114 85 318 87 403 380 192 157 122 101 287 243 213 148 127 65 44 74 91 59 is_linear=0 shrinkage=0.05 Tree=14 num_leaves=31 num_cat=0 split_feature=5 10 10 3 14 2 2 2 0 3 0 3 3 12 0 14 4 13 3 10 14 5 2 1 6 13 13 6 5 5 split_gain=48.3129 22.7026 10.2978 8.97453 17.2318 16.9285 11.2351 15.1132 9.15648 9.07352 9.00408 11.7567 7.90638 8.3821 7.06701 10.0043 6.36289 6.34091 6.3374 5.5564 5.34899 7.10852 5.04485 6.7995 8.2035 5.96208 8.26863 6.24383 9.22891 8.13566 threshold=0.730106362291712 -0.4979635654824815 -0.86107290241718681 -0.16976572792475927 0.36374282515295309 -0.12345899586446622 -0.97416020724002272 -0.84501615748524272 0.1406078702205831 -1.034742877688491 -0.41949422866742053 -0.39860209225436111 0.86024387197872809 1.0000000180025095e-35 -0.60618959604945988 0.27140634278529674 0.45256728825261666 0.63803010106040514 -0.058757140645166808 0.21806560841042064 -0.74357101940880332 0.022818430467024139 0.35889933070563806 -0.02210904622097647 -0.012777074662150629 0.3650877061798144 0.13545192610992549 -0.9520499517638692 -0.6004637836528407 -0.79888200843238899 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 -2 5 16 6 19 -8 -6 -9 11 14 13 18 15 -11 -5 22 -1 -3 -7 -22 23 25 -25 26 27 -15 29 -29 right_child=2 3 -4 4 8 20 7 9 -10 10 -12 -13 -14 17 -16 -17 -18 -19 -20 -21 21 -23 -24 24 -26 -27 -28 28 -30 -31 leaf_value=-0.068813433217364897 -0.022312775975931596 -0.012477638977921059 0.044112646380180517 0.051360344006261688 -0.050744312391465089 -0.082513999019224737 0.054116683588444896 0.052373453521334094 0.011111427972131424 -0.049016852185550693 -0.0022726970366580934 0.02867482159266271 0.0093244287040878601 -0.075906008790604801 -0.080994866118251643 0.026610845332486328 -0.000720612624503735 0.011070421937860226 -0.024637297472203622 -0.054044301241173764 -0.066667646758941976 -0.0016769938192684861 -0.067792801328527649 -0.029877567338197103 0.044195456338700242 -0.070990749352041332 0.005437640042126061 -0.028264227927895139 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-0.0381717 -0.0372185 -0.0336953 -0.00424719 -0.0391936 -0.033895 -0.0408256 -0.0339238 -0.00959254 internal_weight=443.956 404.39 39.5661 224.58 50.3198 174.26 145.874 111.455 24.9401 101.869 96.6054 39.7522 179.81 171.714 33.3338 23.5705 25.3797 124.3 47.4136 34.4193 28.3858 17.0886 117.083 104.985 16.518 88.4673 75.8309 64.4707 53.8718 22.6134 internal_count=1426 1206 220 738 196 542 472 381 81 340 316 114 468 435 89 67 115 327 108 91 70 46 303 275 52 223 195 161 140 65 is_linear=0 shrinkage=0.05 Tree=15 num_leaves=31 num_cat=0 split_feature=3 10 1 3 3 2 1 11 6 0 4 15 0 11 10 15 13 4 6 4 3 0 4 13 6 3 2 10 15 4 split_gain=40.7628 23.5406 12.6089 11.243 10.7667 14.3093 12.2714 21.5229 11.2731 10.9369 9.97686 8.673 8.83337 8.62383 8.15771 8.14583 10.672 8.21468 8.08274 8.14637 12.0144 11.1998 7.34369 7.49426 7.04071 12.2609 8.46081 6.53181 6.14644 5.92421 threshold=1.0995869950537107 -0.70616475844692028 0.58407766489885915 0.80885767874289971 -0.21010107847041629 -0.12345899586446622 -0.60457384070504505 0.00054246265489983354 -1.0515471424833129 0.19021488707101766 0.011725867948580186 -0.78819128733851429 0.97394136666769737 1.0000000180025095e-35 -0.89424220065035553 0.052672532344245182 0.14712780097510739 -0.71655295803808194 -0.08279634304128651 -0.28246374561226412 -0.34055873213726345 0.042173671179491744 -0.34972541936668727 0.41636981966683018 -0.60929868941542742 -0.74203549349924691 -0.69225580355204253 -0.74478601727147631 0.29185172645214014 -0.67626834596740137 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 3 4 5 8 -6 9 15 -8 27 -4 -13 -12 -2 17 -17 -3 19 22 21 -21 23 24 25 26 -10 -1 -25 -26 right_child=14 2 11 -5 6 -7 7 -9 18 -11 13 12 -14 -15 -16 16 -18 -19 -20 20 -22 -23 -24 28 29 -27 -28 -29 -30 -31 leaf_value=-0.042229141931922322 -0.0087873217104451531 0.016200703640513278 0.056136443138866454 -0.0763675643904317 -0.043879772417357674 -0.053805210093654611 -0.048191889769800149 0.051457648237581192 0.035147189825732228 0.029800920723627118 -0.043110024683853179 0.037988748219232621 -0.042463692390917088 0.035313551166588429 0.052296641084973151 -0.090815331737949631 -0.021267421983940521 -0.062693003664691382 -0.044137240275591086 0.054436708856914998 -0.052912654909138157 -0.0035534197373500859 -0.059547606117187471 0.061477898379957187 -0.029240424260468731 -0.054395997965175746 -0.038170052820460154 -0.078743099142126405 -0.0061265401438898668 0.02894210993146841 leaf_weight=105.91899731755257 7.312882840633395 9.1772272139787656 9.3685226142406481 8.4063247293233854 11.059495359659193 31.422247096896172 13.109016150236132 20.551262393593788 9.0014681518077833 6.8404722213745108 6.6751308888196927 6.2097362726926786 7.5723178684711456 7.3823525756597519 21.639999076724052 12.624820485711099 9.7958739101886732 5.1516534239053717 15.623644173145292 16.06812410056591 5.918824464082717 17.280484884977341 8.3265478014945966 5.95919121801853 6.9808178693056133 22.071734070777893 6.9910775721073071 13.849142327904699 7.7146662324666977 11.720838740468031 leaf_count=258 33 31 52 22 31 77 40 95 34 28 18 28 28 30 139 24 29 13 42 72 18 60 22 25 19 56 19 28 27 43 internal_value=-0.0205091 -0.024476 -0.0163518 -0.0194795 -0.0175922 -0.0228016 0.00279936 0.015546 -0.0170847 -0.021449 -0.0417742 0.0190175 -0.00621449 -0.00192552 0.0368681 -0.0416102 -0.060429 -0.0121639 -0.0103413 -0.00586786 0.012736 0.0243876 -0.0151425 -0.00989341 -0.0178978 -0.0302406 0.00309685 -0.0464514 0.0233361 0.00722416 internal_weight=447.725 418.772 284.946 261.796 253.389 201.829 51.5602 40.5008 170.407 19.9495 133.826 23.1506 13.7821 14.0575 28.9529 36.7496 22.4207 14.3289 133.657 118.034 39.2674 33.3486 78.7663 70.4398 56.7659 38.0643 15.9925 119.768 13.6739 18.7017 internal_count=1441 1269 935 827 805 611 194 163 534 68 334 108 56 48 172 97 53 44 437 395 150 132 245 223 171 109 53 286 52 62 is_linear=0 shrinkage=0.05 Tree=16 num_leaves=31 num_cat=0 split_feature=2 10 3 13 10 2 1 7 2 14 15 3 9 3 1 7 15 2 4 4 12 1 3 7 7 13 12 15 13 2 split_gain=37.4385 23.9256 16.9423 12.6097 10.1534 9.24019 11.1127 6.50843 12.9849 6.45034 6.56833 16.7851 9.42862 9.15223 10.89 10.9159 12.1997 11.4197 9.68829 6.73692 6.67408 5.82406 5.76798 8.73496 6.83373 6.50668 7.11943 5.63164 6.5258 6.4852 threshold=1.5666496088613329 0.62389155624324599 -0.17929123015558807 -1.278447087787169 -0.71244653875627628 -0.17258785243281641 -0.6290394712006494 0.4757612941998754 0.18791030532943315 -1.0611002334674031 0.065762119733588212 -0.21010107847041629 0.07097437558379821 0.80885767874289971 -0.63486261679835143 0.19924661957519715 0.95173321512080278 -0.44175906786202973 0.05010839934749705 -0.42952070014380478 -0.70796818219492763 -0.77270460592122692 -0.046047470704501554 -1.2748971188132123 -0.79884477832911038 -0.17645940707682517 1.0596038604810418 -1.0180532174953105 0.46297569555712215 -0.24001500164153264 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 5 -1 7 6 21 22 -9 -6 11 12 27 14 -12 18 17 -17 -16 -13 -21 -3 25 -24 -25 26 -5 -11 29 -29 right_child=-2 2 -4 4 9 -7 -8 8 -10 10 13 19 -14 -15 15 16 -18 -19 -20 20 -22 -23 23 24 -26 -27 -28 28 -30 -31 leaf_value=0.051243936160236161 0.050251858199443666 -0.0033387456583163309 0.042134674156795254 -0.048747606628069415 -0.054444809709103148 -0.052752138583857758 0.021041503225171281 0.012725835162983402 -0.064077995456876716 -0.067577510652241643 -0.044964047662808065 -0.01577396721938484 -0.080154009448322433 -0.07876378416828167 0.037613940746535034 0.0013202668223530317 0.027810697966851334 -0.062097293348020936 -0.023957957497356075 -0.0043294113937308865 0.069927590345703797 -0.062823470350712451 0.021939867122736781 -0.074093797519751689 -0.009611812766053893 -0.058645799967615819 0.0083751940646975328 -0.0085838775880480115 0.040860192799591272 -0.056644191434794482 leaf_weight=4.9683194756507865 18.422927290201187 8.4577458500862139 20.554169610142708 15.019443392753601 14.462328657507895 10.771932572126387 24.023503571748737 14.839074134826662 8.7470623999834043 4.7942405343055716 38.624162942171097 5.720692083239558 6.2470891773700705 8.1648318171501142 16.095334306359295 10.490213274955741 7.8666368126869193 21.956354022026069 10.59399853646755 4.275718867778779 10.35200402140617 8.0136726796626991 7.4812367558479336 8.5804518014192617 7.8844045549631092 65.244863450527191 8.5653304159641266 41.153707444667816 5.4495949745178214 8.4626362919807416 leaf_count=24 120 27 106 35 44 28 97 48 21 11 97 19 13 21 66 36 30 55 35 18 54 20 29 20 27 142 26 130 22 20 internal_value=-0.0195386 -0.0225436 0.00378171 -0.027854 -0.0289734 -0.011595 -0.000646855 -0.0396432 -0.0157573 -0.022197 -0.019868 -0.00947904 -0.021702 -0.0277613 -0.0238188 -0.0116295 -0.0280505 -0.0415939 0.0131737 0.0302304 0.0482221 -0.0322792 -0.0446387 -0.0228599 -0.0432158 -0.0505098 -0.0280022 -0.0156018 -0.0110766 -0.0167811 internal_weight=446.284 427.861 71.821 356.04 351.071 51.2669 40.4949 136.362 23.5861 214.71 200.247 86.4557 66.1073 113.792 105.627 67.0025 40.3132 32.4466 26.6893 20.3484 14.6277 16.4714 112.776 23.9461 16.4649 88.8296 23.5848 59.8602 55.0659 49.6163 internal_count=1441 1321 278 1043 1019 172 144 348 69 671 627 287 196 340 319 222 121 91 101 91 72 47 279 76 47 203 61 183 172 150 is_linear=0 shrinkage=0.05 Tree=17 num_leaves=31 num_cat=0 split_feature=8 2 5 15 4 1 3 3 3 0 2 7 0 2 15 2 3 2 0 2 3 15 2 2 2 2 2 7 5 2 split_gain=37.6959 16.0207 15.0532 9.09603 8.45764 7.2337 8.12846 13.6337 8.68626 11.8717 10.2559 6.59967 8.12158 6.35081 8.59377 6.82031 8.89303 6.23866 6.23749 6.17194 6.13449 5.91888 5.72109 5.96185 6.78856 8.13179 12.6618 7.5813 6.70432 6.5865 threshold=0.28801233918634961 1.4975896219420062 0.33862104279907163 1.6350391638323674 -0.87360469757588477 1.1520867674344333 1.0683836379310916 0.55653696792601981 -0.058757140645166808 -0.10106479143515067 -0.10983766206098665 -1.3994643215563694 -0.63982558548964519 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27 23 39 214 32 22 25 20 24 135 internal_value=-0.0186272 -0.0251112 0.0140648 0.0398631 -0.0265467 -0.0224537 -0.0210692 -0.0224155 -0.0194763 0.00534882 -0.0229647 -0.0407367 -0.0490927 -0.00575991 0.014928 -0.0242048 -0.0047241 0.0401717 -0.0434037 0.0417273 -0.0210581 -0.0165094 -0.0172591 -0.0156316 -0.00113502 -0.00916838 0.00183802 -0.0220399 0.0414285 -0.0218037 internal_weight=444.58 370.998 73.5819 31.9738 364.049 282.548 274.333 267.78 250.76 30.895 219.865 81.5005 60.5997 41.608 19.6115 21.9965 14.767 12.3991 47.9814 12.9941 17.9009 20.9008 171.884 166.582 49.7442 41.8316 33.4848 20.8873 12.5976 116.837 internal_count=1441 1098 343 194 1058 858 833 800 760 116 644 200 142 149 77 72 53 53 121 57 59 58 523 511 162 130 108 59 49 349 is_linear=0 shrinkage=0.05 Tree=18 num_leaves=31 num_cat=0 split_feature=8 6 3 5 10 15 1 3 6 1 13 10 3 15 14 14 15 5 0 10 1 7 14 14 15 1 3 3 0 3 split_gain=34.0714 15.7257 11.7669 12.5172 10.5073 8.69509 7.25918 8.53402 9.72872 7.42359 12.2857 6.20562 9.20588 10.0131 6.91286 5.88533 5.71648 6.89634 5.07566 4.65689 4.75629 11.8858 13.7467 9.83931 7.77852 8.3274 8.19751 7.71802 13.747 7.33509 threshold=0.28801233918634961 0.145328486102447 1.0995869950537107 1.4983825065350496 -0.71244653875627628 0.47104898574274351 -0.30643707466975234 -0.34825986091446992 0.023512229150477855 -0.60957596294442018 -0.28142738800203254 0.62389155624324599 -0.69450336979898486 0.23115379318885934 -1.0611002334674031 0.35420767999426972 -0.11749889005371041 -0.03310580718816742 0.1808410025510476 -0.68357150937212041 -0.61533822334012755 0.19924661957519715 0.24276108847936129 -0.07448650983638129 0.17847144946644042 -0.85939591728408782 -0.68967360210518913 -0.67773350688434175 -0.048848836339002159 -0.47083865126692043 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 4 -4 6 16 9 -8 -9 10 -1 14 -13 -14 -6 -10 17 -2 -7 -16 24 22 -22 -23 25 26 -21 28 -25 -27 right_child=1 -3 3 -5 11 18 7 8 15 -11 -12 12 13 -15 19 -17 -18 -19 -20 20 21 23 -24 27 -26 29 -28 -29 -30 -31 leaf_value=0.025162850075801765 -0.03038003680106633 0.039859444611156696 0.053811773422470392 -0.055967427057116784 -0.058128449602169757 -0.057911522581038315 0.015472571122416658 -0.062602610888357835 -0.02891492299853729 -0.06377480799490591 -0.043272989258874857 -0.024563818846960617 0.072755816781917892 -0.0057543482943492631 0.020188147350637481 0.038201087414171261 0.055123319742088131 0.028836923708421908 0.0021926444403287566 -0.022662060045100477 0.035935772055640212 -0.053333356584622987 -0.022851637898074192 0.065992741523551751 -0.049239004294872268 -0.011995720361388268 0.04715343976133686 -0.029570910384660573 -0.036256409407499128 -0.068571151577284953 leaf_weight=7.6098735332489005 10.184664756059648 31.885750569403172 9.2706941664218885 3.6068595424294463 12.794934853911398 9.9475327134132367 12.184879049658774 14.88847064971924 9.0613497793674451 33.106934830546379 47.445261910557747 17.852285593748093 6.9822198003530529 9.7078622877597791 6.8995692133903495 5.1073509752750388 5.6853703856468227 9.5052503943443281 5.4298989772796622 8.9311318248510378 19.939932301640511 24.118247851729386 19.837160274386406 7.0547131896018982 33.281433999538422 13.597044155001642 7.9446805566549292 23.089362502098098 6.1553442329168231 9.9009127765893918 leaf_count=25 32 196 53 16 34 27 39 33 25 70 113 55 34 33 23 20 26 43 19 26 82 62 64 30 82 41 30 68 18 22 internal_value=-0.0177523 0.0135585 -0.0238931 0.0230638 -0.0255846 -0.00701997 -0.036965 -0.0196505 -0.0343791 -0.0450647 -0.0338136 -0.019128 0.000394136 0.02709 -0.0226121 -0.00472181 0.010959 -0.00179322 -0.0366882 -0.020098 -0.0216968 -0.014606 0.00661801 -0.0285792 -0.0313426 -0.01659 0.0102052 -0.012132 0.0183488 -0.0358339 internal_weight=443.007 72.6385 370.369 12.8776 357.491 40.7527 129.404 41.2421 29.0572 88.1621 55.0551 228.087 34.5424 16.6901 193.544 14.1687 25.3753 19.6899 15.3774 180.75 173.85 100.195 39.7771 60.4177 73.6552 40.3738 16.8758 36.2994 13.2101 23.498 internal_count=1441 343 1098 69 1029 147 325 117 78 208 138 704 122 67 582 45 101 75 46 548 525 324 146 178 201 119 56 116 48 63 is_linear=0 shrinkage=0.05 Tree=19 num_leaves=31 num_cat=0 split_feature=2 4 15 7 4 7 13 3 2 14 9 12 7 14 14 15 0 4 4 7 2 14 0 7 13 7 13 15 1 2 split_gain=29.8859 16.6546 9.00387 14.3495 10.7627 10.5829 9.65973 8.40619 11.6927 10.4759 10.4153 8.03444 7.22153 8.08536 11.2702 6.82344 6.55107 6.28764 6.59498 9.57356 5.43723 5.32918 5.52161 6.05095 8.60314 7.84124 15.1322 7.23066 6.57833 10.7792 threshold=1.5666496088613329 -0.29729043971672242 -0.98258485636012438 0.76209109972396449 1.2359612455108384 0.46700296470091712 -0.311916169753571 -0.090845972183897783 -0.21249237614361086 -0.26718732686383367 1.1487323639142111 1.0596038604810418 0.4757612941998754 0.89700537173332562 0.05442985660175953 0.66200472650857789 0.26697348834596762 -0.34972541936668727 -1.0594918333956154 -1.3994643215563694 0.81380715634244172 0.71816627376053999 0.1808410025510476 0.66774504002887902 -0.22224112549723093 1.4966368566975086 -0.10124363390154799 -0.15866220656304172 -0.79882513949880285 -1.1656804981043793 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 17 3 5 7 6 -3 8 12 -10 11 15 13 14 -4 20 -11 18 19 -1 -9 22 23 24 27 26 -25 -20 29 -26 right_child=-2 2 4 -5 -6 -7 -8 10 9 16 -12 -13 -14 -15 -16 -17 -18 -19 21 -21 -22 -23 -24 25 28 -27 -28 -29 -30 -31 leaf_value=-0.010700071068573886 0.047977019966586022 0.068113454288204589 0.0095440938151673538 0.061598390006779746 -0.074263980153827167 -0.061192228997343272 -0.028109390457292046 0.060231122955799576 -0.066988134913207542 -0.036700723290029061 -0.05415041479555719 -0.027116558076558724 0.022327581793676589 0.037552507673832995 -0.055746009706666523 -0.00097055726180352822 0.01183040962274708 -0.060495403273143893 -0.0272364668907033 -0.065195552637218421 -0.0063715248185059539 0.014704635417818142 -0.06693062002127402 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0.0171907 -0.00180388 -0.0161409 -0.0276413 0.0286913 -0.0180221 -0.0280191 -0.0260421 -0.0459415 0.0470678 -0.0224519 -0.0242859 -0.0225485 -0.0258447 0.0030876 0.0235228 -0.00699881 -0.0330396 -0.018262 internal_weight=441.158 424.11 179.284 28.2384 151.045 16.9406 10.433 144.242 98.9446 46.7619 45.2977 39.4186 52.1827 32.7344 26.96 31.2955 29.3715 244.826 230.777 35.2726 19.3237 195.505 186.309 179.015 158.62 20.3952 14.218 43.8254 114.795 45.4755 internal_count=1441 1321 648 127 521 66 48 496 306 125 190 170 181 106 81 142 86 673 639 82 99 557 523 506 441 65 49 137 304 128 is_linear=0 shrinkage=0.05 Tree=20 num_leaves=31 num_cat=0 split_feature=3 2 0 3 3 13 7 14 13 14 5 2 0 0 2 2 3 13 14 15 14 0 6 14 1 14 6 9 3 6 split_gain=37.0042 14.8843 14.4148 11.3901 11.0865 9.55284 9.46469 9.38916 7.97442 12.1672 7.46567 7.15319 6.68939 9.69912 7.72956 7.75545 17.5849 7.53441 7.16894 9.48025 6.58003 5.90606 7.67641 11.7882 11.9655 5.49439 5.40278 4.51178 4.52944 4.43103 threshold=-0.080192507902628343 1.3845802124871185 -0.63982558548964519 0.42141390383110233 1.0683836379310916 0.12245211424423257 -1.0337952142919904 0.3519068570264885 -0.64159684362214231 -0.33523456005656777 0.64582210502163562 0.85126418903196976 0.59595868622303361 0.15036302095322324 0.14164780383830308 -0.9272152499726638 -0.98004829905924729 0.15537713780794077 0.51377524856834367 -0.52256145516222896 -0.43613415269993577 -0.41191889487425509 -0.73055615266177687 0.25628645368784775 -0.28732329509648064 0.78182827871868443 -0.16823383739296713 -0.20115887089389842 -0.47083865126692043 0.45680425552795639 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 8 7 20 -4 10 -2 -10 -5 -6 13 14 15 -8 -17 -15 19 -14 -1 -18 -23 24 -24 -19 27 28 -25 -9 right_child=1 -3 6 4 11 -7 12 29 9 -11 -12 -13 18 17 -16 16 21 25 -20 -21 -22 22 23 26 -26 -27 -28 -29 -30 -31 leaf_value=-0.0112286607205125 0.06754897969694483 0.049584329944759614 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7.988623872399331 74.531994372606277 10.48444291949272 13.083105966448779 7.7486255466938054 17.842927262187011 6.2065753638744345 7.8564689308404914 4.8187907338142404 5.5902877599000931 8.5981457680463773 leaf_count=32 40 130 19 45 39 89 51 26 29 107 31 16 31 61 30 39 87 36 23 22 173 29 55 26 56 17 19 19 14 21 internal_value=-0.0168768 0.0086577 -0.0252688 0.000143618 -0.0170435 -0.0393839 -0.0174114 -0.0296564 0.0188856 0.00919762 -0.00546932 0.0306112 -0.0191089 -0.0222139 -0.0159029 -0.0121658 -0.00694657 -0.0433041 0.00735033 -0.00933343 -0.048039 -0.0127827 -0.00436661 0.0028728 0.0237382 -0.0172584 -0.0219324 -0.0069439 -0.0219243 -0.0562726 internal_weight=431.714 106.789 324.925 88.3988 46.1121 116.195 208.731 36.4617 42.2867 35.2659 19.1026 9.65039 203.557 182.178 140.219 127.316 107.998 41.9589 21.3788 16.0498 85.1575 99.6594 67.4246 56.9402 30.926 16.7091 26.0142 18.1577 13.3389 17.3592 internal_count=1412 484 928 354 178 294 634 123 176 136 76 55 615 539 425 395 344 114 76 53 205 305 218 189 111 53 78 59 40 47 is_linear=0 shrinkage=0.05 Tree=21 num_leaves=31 num_cat=0 split_feature=4 2 0 0 6 15 6 9 2 2 9 1 4 8 4 7 8 7 0 15 12 9 2 7 13 1 0 5 15 0 split_gain=36.5011 21.8391 8.77309 11.1859 12.1274 16.955 8.50068 7.87531 10.6008 8.45919 7.61277 12.4676 7.02513 9.01325 8.83848 6.62561 6.11997 6.17339 6.8339 7.49681 7.14864 8.8765 14.9784 5.82366 5.77182 5.54075 4.93931 7.04517 6.25213 7.20201 threshold=-0.57225061307197134 1.3845802124871185 0.59595868622303361 0.061194582275949351 -0.27332358786381317 -0.70643161559865608 -0.41665430658819186 0.60041739634924851 0.15722675507727124 -0.25856151102148667 -0.2060094250383652 -0.12225226831169109 -0.27789042198094588 -0.43704137623075012 0.025666655394034753 0.87696299196419003 -0.54946997858934743 0.43941113317609237 -0.33720057456491276 0.76846816203371715 -1.0614825907301215 -0.16047239512252062 0.14164780383830308 0.4757612941998754 0.47314875920365146 0.29039816043638683 -0.59732981575898936 -0.86398186476382033 0.21545529757458468 -0.35558980406814644 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=15 2 3 4 6 -6 12 8 9 -4 23 24 13 -2 -14 26 -7 18 20 -20 -18 -22 -23 -5 -12 -11 27 -1 29 -28 right_child=1 -3 7 10 5 16 -8 -9 -10 25 11 -13 14 -15 -16 -17 17 -19 19 -21 21 22 -24 -25 -26 -27 28 -29 -30 -31 leaf_value=-0.031740018191317367 0.021239249750368339 0.048663312421896532 -0.023371382998170945 -0.062889681804150471 0.03650853098521787 -0.064493036783002652 0.04662851242785393 0.052260815738224081 -0.037330671905730327 0.0055426764856512621 0.00030845766479822286 -0.030105175127698544 0.070632204887758149 -0.030756161582086345 -0.017735332629173796 -0.00038262535525848202 -0.067379210750677127 -0.049666593156171127 0.044141344122392082 -0.032827076701376856 -0.051858206211364104 0.057043816740380407 -0.050412146049584175 -0.014340564585157936 0.07869097652723725 0.072363744735482002 -0.010870919288771269 -0.057512050280183774 0.0097898401753114227 -0.05929495447119365 leaf_weight=57.601046979427338 14.172707632184023 17.815653376281261 6.5691398084163692 20.636323481798176 12.328428342938421 9.4917930960655195 13.937907636165617 9.5735459849238378 11.655139565467833 5.0962000638246554 5.286220431327818 31.822933629155159 7.0911824554204923 20.233980700373653 4.7085183560848236 12.768370136618612 7.5412125587463334 14.267260581254957 9.0210080444812828 4.872436821460723 8.2167752981185895 8.1043412685394305 5.406358689069747 8.8156837522983533 4.2263797223567963 7.929042249917984 15.610490396618841 49.13995935022831 10.635448202490805 15.111312568187715 leaf_count=148 50 130 22 50 55 21 55 60 37 18 20 99 36 59 17 40 19 37 41 14 20 34 15 28 20 40 46 112 34 35 internal_value=-0.0161029 -0.00482962 -0.00862641 -0.0127461 -0.00452622 -0.0173741 0.0124029 0.012584 0.000428733 0.0228888 -0.0289325 -0.0150918 0.00207886 -0.00933836 0.0353703 -0.0349413 -0.0273005 -0.0211534 -0.0117283 0.0171485 -0.0254358 -0.010878 0.0140449 -0.0483578 0.0351332 0.0462196 -0.0379208 -0.0436046 -0.0232512 -0.0346895 internal_weight=429.687 268.82 251.005 210.181 139.394 79.2496 60.1443 40.8231 31.2495 19.5944 70.7875 41.3355 46.2064 34.4067 11.7997 160.867 66.9212 57.4294 43.1621 13.8934 29.2687 21.7275 13.5107 29.452 9.5126 13.0252 148.098 106.741 41.3573 30.7218 internal_count=1412 997 867 690 473 256 217 177 117 80 217 139 162 109 53 415 201 180 143 55 88 69 49 78 40 58 375 260 115 81 is_linear=0 shrinkage=0.05 Tree=22 num_leaves=31 num_cat=0 split_feature=8 1 12 8 3 7 7 13 2 1 6 0 7 5 7 5 3 6 1 5 8 2 3 8 8 3 8 0 9 7 split_gain=31.8696 16.1251 13.9664 8.10376 8.06567 9.32714 13.1277 14.0169 9.07183 14.5908 9.05439 14.8621 7.88008 8.63134 6.77715 9.47516 9.06116 6.55584 6.1807 15.2167 5.98334 5.47609 10.6054 9.8759 5.10926 5.07427 5.85249 5.00902 8.23561 4.48034 threshold=-0.09860260045778492 0.58407766489885915 -1.0614825907301215 0.864655778017975 -0.090845972183897783 0.87696299196419003 1.8400208966545653 -0.16851392487647851 -0.33086003430191185 0.13785756431102661 -0.15119016513222369 -0.63982558548964519 1.1793678559192158 0.42458991549896735 -0.906671850728059 -0.39855232627850939 -0.42000897351414385 0.1750703961169833 -0.66460920623948705 -0.70512105057148455 -0.26013970462881003 -0.87824449891918488 -0.94825081394485666 -0.67579071864607221 -0.38939090367048568 -0.1012460664785132 0.63077941072678778 0.042173671179491744 -0.15404861260846248 0.084147770336038583 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 29 5 10 7 -7 -6 20 11 18 13 25 -13 -16 -17 -3 19 21 -10 22 -1 -24 -11 26 27 -4 -29 -2 right_child=1 17 12 -5 8 6 -8 -9 9 24 -12 14 -14 -15 15 16 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31 leaf_value=-0.061195693550598354 -0.022609564018459111 -0.0047729135769934731 0.045422894243122763 0.018042638667759438 -0.042963467024496008 -0.030219539510989869 -0.055847221011347786 0.04995977203953806 0.057714020456519133 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7.2934749722480774 5.8427044600248319 13.402981877326964 leaf_count=31 44 29 64 29 34 25 20 55 55 37 92 25 23 46 151 37 28 163 50 35 20 62 30 22 34 65 25 22 24 35 internal_value=-0.0153698 0.00510491 -0.00416373 -0.0302494 -0.0244718 -0.028282 -0.00266176 0.017238 -0.00659005 0.00540437 -0.0320124 -0.0270881 0.00886229 0.0149919 -0.011277 -0.0158357 0.0150892 0.038163 -0.04064 -0.0333816 0.0391139 -0.0429554 -0.0288143 -0.0033208 -0.0222756 0.0244336 0.0150491 0.0257704 0.00319541 -0.0425079 internal_weight=427.525 131.567 102.757 34.2228 295.958 243.974 31.009 22.5658 51.9842 39.093 212.965 173.404 68.534 60.6116 80.0313 72.8775 18.4861 28.8104 93.3727 70.8245 17.6267 60.5004 32.1175 17.97 21.4663 48.4736 36.2684 28.2259 13.1362 27.2944 internal_count=1412 569 377 108 843 663 100 80 180 146 563 471 269 246 241 216 65 192 230 180 75 145 83 52 71 200 135 110 46 79 is_linear=0 shrinkage=0.05 Tree=23 num_leaves=31 num_cat=0 split_feature=4 2 0 7 15 6 5 3 9 11 8 0 9 7 3 2 15 7 0 7 11 7 3 5 4 0 3 6 3 7 split_gain=30.6614 19.0052 7.70861 10.2783 15.938 11.1595 13.8196 9.07738 9.28657 8.41018 12.5402 7.6565 11.0085 8.08091 6.46789 6.41127 6.60783 14.2321 7.76289 6.3204 5.8793 5.6683 5.63836 12.2298 8.30627 7.15658 5.32993 5.3043 5.26932 5.20348 threshold=-0.57225061307197134 1.3845802124871185 0.59595868622303361 0.040929461655192234 -0.64120163911918049 -0.078675057644491578 -0.54105347165976825 0.80885767874289971 0.14226545651155345 0.61298280003683259 0.18244398103910131 0.11030691203185339 -0.29786133927226949 1.3589829409877008 -0.1885193827595458 -0.74915881959909048 0.52198470420027088 -0.14286254577677326 -0.44040298973457842 -0.80901457436589896 0.61298280003683259 0.87696299196419003 -0.22115978350942209 -0.87743437666916202 -0.75862539411072005 -0.63982558548964519 -0.29912919347521022 -0.43162106856193455 0.37266217649224659 -0.79884477832911038 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=21 2 3 4 -2 6 -5 8 15 10 -4 12 -8 -14 -7 29 17 18 -17 -9 -16 22 25 -24 -25 -1 -12 -13 -10 -6 right_child=1 -3 9 5 7 14 11 19 28 -11 26 27 13 -15 20 16 -18 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.047854392576560441 0.054278653594210982 0.047172700173079736 -0.028383072039166565 -0.05117925372347109 0.053088618571569074 -0.058429930032983607 0.065137963267363652 -0.013231003683548917 0.074848032373674725 0.05834806999637733 -0.010218045686490311 -0.046069537239136905 0.023770596933375888 -0.040119435188689406 -0.036573807550503962 -0.012751385721898321 -0.037886191848277427 -0.070844046884452366 0.046725990522910849 -0.085161649471241052 0.021834991790948961 6.8113064157850449e-06 0.03276003642762914 -0.070974388743595226 -0.0033215448203888481 -0.021524748918771805 0.053876813202145282 0.005807709941379368 0.0008992943458331859 -0.0061528219276476602 leaf_weight=81.410396054387093 11.964994199573992 16.806091584265232 17.131181433796883 14.718155503273008 6.8254791200160971 24.411487713456154 9.2598548978567141 6.4737697243690491 5.8269603103399259 7.9481291547417632 4.6978669762611363 9.9310068041086215 13.15813794732094 7.9330694973468772 16.268807284533981 10.703775182366368 20.74685063958168 5.7152603566646709 11.254225298762321 5.7810481488704664 5.8602459132671347 12.702498897910116 9.1650355607271212 9.3333874344825762 8.8288361430168134 37.787043884396553 10.477166764438152 9.7796090394258481 4.1068151742219925 8.1119642406701953 leaf_count=191 60 130 54 39 27 56 44 25 28 42 16 28 48 21 49 33 56 14 47 15 25 40 32 20 27 105 65 32 16 27 internal_value=-0.0146814 -0.00429022 -0.00776248 -0.0116243 0.000227715 -0.0220061 -0.00858769 -0.00733217 -0.000672125 0.0122719 0.000935974 0.00393424 0.019692 -0.000260463 -0.0406831 -0.00771953 -0.0165538 -0.000560661 0.0177328 -0.0471633 -0.0211059 -0.0320336 -0.0348113 -0.0143267 -0.0380877 -0.0395076 0.0340344 -0.0203301 0.0442762 0.0209168 internal_weight=425.119 265.892 249.086 208.832 97.5111 111.32 64.7798 85.5461 73.2913 40.2543 32.3062 50.0617 30.3511 21.0912 46.5405 63.3576 48.4201 27.6733 21.958 12.2548 22.1291 159.227 146.525 27.3273 18.1622 119.197 15.175 19.7106 9.93378 14.9374 internal_count=1412 997 867 690 348 342 212 288 248 177 135 173 113 69 130 204 150 94 80 40 74 415 375 79 47 296 81 60 44 54 is_linear=0 shrinkage=0.05 Tree=24 num_leaves=31 num_cat=0 split_feature=4 3 10 10 3 6 15 15 13 7 5 5 4 2 6 13 13 13 13 7 3 5 4 10 7 10 2 3 10 2 split_gain=27.8417 17.9089 8.48871 11.9693 10.4184 10.5254 7.56073 7.13089 6.46708 6.0754 6.75227 6.07287 10.3267 6.02231 8.58098 7.42171 5.643 5.20035 6.70564 5.17579 5.15008 11.084 7.6213 4.86356 4.74385 4.62455 4.10283 5.10854 4.02602 3.68423 threshold=-0.57225061307197134 1.0995869950537107 -0.30694534412052848 -0.22604582305540358 -0.16976572792475927 -0.012777074662150629 0.34468393798468028 0.79184433428181911 0.56124003469338946 -0.015988658417547756 -0.51902389713872654 -0.25448688166185213 0.05010839934749705 0.19698369349031805 0.73620351351513513 -0.311916169753571 -0.22224112549723093 -0.26024758789140623 0.56124003469338946 0.87696299196419003 -0.22115978350942209 -0.87743437666916202 -0.75862539411072005 1.2427215637705877 -0.18283940200919913 0.44258659476890977 -0.12345899586446622 -0.57828004678556144 -0.89424220065035553 0.22009210663239162 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=19 2 6 -4 5 8 17 -8 9 16 -11 -12 -13 -6 15 -15 -5 29 26 20 -1 -22 -23 25 -9 -10 27 -19 -3 -2 right_child=1 28 3 4 13 -7 7 24 23 10 11 12 -14 14 -16 -17 -18 18 -20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.037780302473312738 0.023994717075422698 0.0014305766743573423 0.072112684356780407 0.0014271404214848463 0.037736815184682901 -0.046941802076992549 -0.055890631306243103 -0.041905947669024758 -0.016123791716552621 -0.038479889074952471 0.04163466017763915 -0.048279385965242796 0.030229768291765814 0.026485617426650128 0.06344319397145215 -0.048304056611582158 0.063856060672267609 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internal_value=-0.0140262 -0.00409033 -0.00794631 0.000198566 -0.00281513 -0.011777 -0.0186727 -0.0354572 -0.00382279 0.00650803 -0.00438829 0.00920503 -0.00877161 0.0191168 -0.00191752 -0.0201009 0.0338781 -0.00793115 -0.0183457 -0.0306032 -0.0332724 -0.013665 -0.0363797 -0.0242214 -0.014132 -0.037351 -0.0297549 -0.012115 0.0398539 0.0115961 internal_weight=422.593 264.224 242.909 138.069 132.516 94.0747 104.84 40.9119 76.7207 50.9282 36.4265 26.0425 16.7549 38.441 18.0503 14.1217 14.5018 63.9282 41.6923 158.37 145.667 27.2295 18.0685 25.7925 20.0191 18.8862 31.496 16.1065 21.3146 22.2359 internal_count=1412 997 834 523 495 311 311 110 267 184 125 96 55 184 88 61 59 201 123 415 375 79 47 83 60 55 86 46 163 78 is_linear=0 shrinkage=0.05 Tree=25 num_leaves=31 num_cat=0 split_feature=6 10 2 1 2 4 15 11 4 2 6 10 15 14 6 6 7 7 1 7 7 7 7 14 2 6 15 1 8 14 split_gain=25.4438 13.4198 6.8957 8.73396 8.36258 10.2623 9.07156 6.78744 11.0338 9.44489 14.0705 7.69567 7.11624 10.4997 8.57314 7.02421 6.33027 5.53544 6.59158 5.41976 9.38423 9.799 6.41601 17.5333 12.9635 11.651 9.90175 11.3414 7.23538 6.69813 threshold=1.3012001722470925 -0.94393403496473649 -1.0157120064149272 -0.7106794266309554 -0.86753768340492254 -1.0485535617782544 0.20088766495657281 0.61298280003683259 -0.4444156702555988 -0.37332566468649603 0.023512229150477855 1.5562550706402363 0.3036811801300397 -0.2752206203203707 -0.19081521787370834 0.31388003085136795 0.87696299196419003 -0.57981150896098599 -1.0147772261271777 1.8400208966545653 0.85165333981884273 1.1793678559192158 0.061370457124371572 -0.24616687803349321 -0.312235134020314 -0.34074821167284269 1.1750982734786251 -0.50664479473748203 0.08235634580314935 -0.774269993249591 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 17 6 -6 -4 11 12 -10 -11 19 13 -9 -14 -12 -13 18 -3 20 22 -22 23 -7 -25 -24 27 -26 -29 -27 right_child=-2 2 4 -5 5 7 -8 8 9 10 15 16 14 -15 -16 -17 -18 -19 -20 -21 21 -23 25 24 26 29 -28 28 -30 -31 leaf_value=-0.039380798603215771 0.043264515165669058 -0.025312872781185044 -0.00014979580492188052 -0.074764904875952845 -0.055266095204677401 0.027264998743692342 0.069106285485748223 0.019052669812961522 -0.01184666150360498 0.077588118539218251 -0.026956073666546544 -0.0016806221052943591 0.046798690561916156 -0.046865688206689585 -0.036325679887597953 0.033776484235174403 0.067678213819635805 -0.047252443673547327 0.033622756975023239 -0.054694137145312773 0.053485260719962568 -0.014191345418522266 -0.0064187819917933056 -0.048304242168983928 -0.023138335332175824 -0.08330410332144246 -0.048889952810185197 0.079456746175851217 0.0029117955434947097 -0.036634712555670579 leaf_weight=52.562672764062881 19.09062471985817 12.96002769470215 17.57238802313805 9.1328819841146451 13.202168345451353 20.800532579421997 6.468958541750907 8.1341127604246157 17.690369471907616 11.57475655525923 8.2745595276355761 12.539429537951948 7.8742164373397827 23.474955603480339 5.1179726719856244 11.212110988795756 4.4597301483154288 11.374864190816881 7.4840074330568305 9.8825393691658956 9.1133131906390208 12.94776815921068 22.391873478889465 31.705579519271851 11.237471714615817 11.804224729537962 8.7389574795961362 7.0668911635875755 5.4821392223238945 22.04944421350956 leaf_count=132 151 34 56 19 30 85 28 28 62 57 27 50 29 58 13 56 26 27 26 30 43 44 72 80 32 25 24 33 22 63 internal_value=-0.0131731 -0.0157736 -0.0123436 -0.0316648 -0.00987723 -0.0121748 0.0184854 -0.0101687 0.000873497 0.0173152 0.0339237 -0.0155878 -0.0170983 -0.0299026 0.0140538 0.00798782 0.0165157 -0.019294 -0.00373814 -0.0187383 -0.0165628 0.0137655 -0.0212987 -0.0126327 -0.0255531 -0.0344 -0.00337547 0.0133462 0.0460175 -0.0529076 internal_weight=433.422 414.331 361.768 40.9518 320.816 296.775 24.0413 283.573 93.3531 48.7518 31.0614 190.22 44.6013 31.6091 12.9922 19.4867 16.9992 31.8189 20.444 173.221 163.338 22.0611 141.277 85.0316 64.231 56.2455 32.5255 23.7865 12.549 33.8537 internal_count=1462 1311 1179 106 1073 989 84 959 330 202 140 629 128 86 42 83 76 87 60 553 523 87 436 276 191 160 111 87 55 88 is_linear=0 shrinkage=0.05 Tree=26 num_leaves=31 num_cat=0 split_feature=6 10 0 11 13 0 13 6 6 15 8 0 0 15 6 0 1 10 10 7 15 13 0 13 13 6 6 1 15 3 split_gain=23.389 12.2652 7.68854 14.488 5.36526 11.5928 14.6487 9.09828 7.93403 7.96137 8.31302 7.10635 10.3526 6.30489 6.05413 5.92792 7.05526 4.97582 12.2263 5.0691 4.89223 7.45908 4.72938 4.658 4.63754 4.57125 6.2382 8.40774 8.68564 5.90767 threshold=1.3012001722470925 -0.94393403496473649 0.59595868622303361 1.0000000180025095e-35 0.12245211424423257 0.1808410025510476 -0.46104105157774816 -0.639863970569714 -0.9520499517638692 -0.32436962127442404 -0.26013970462881003 0.19021488707101766 0.39221280831433597 -0.24187361870085369 -1.250265147037237 -0.17007330519248737 0.097708322159769476 -0.30694534412052848 0.2989345201365014 0.34554618000551718 0.18938853083548815 0.35419696369169801 0.74577300744271058 0.64357464319084146 0.89914888341187893 -0.97436839156065325 -0.53925838013874572 -0.57298120144822973 0.09713692260385294 -0.58843478862469079 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 -4 5 6 7 13 14 10 -10 17 -13 -3 -6 16 -9 20 24 -20 -11 -22 -5 -23 -19 -8 27 28 -27 -28 right_child=-2 2 3 22 8 -7 25 15 9 11 -12 12 -14 -15 -16 -17 -18 18 19 -21 21 23 -24 -25 -26 26 29 -29 -30 -31 leaf_value=-0.037724963708153342 0.04234014840089706 -0.0466352614854601 -0.023103060422989135 -0.0001581877382492022 -0.01536875545587417 -0.049743410432444873 -0.041400169669143706 0.035630921206135299 -0.010420622365200371 -0.051611746130333348 0.05465643928142732 0.062109220838938474 -0.026100974749221208 0.023774168893968061 0.046251393150906601 0.07112083236760397 -0.034877421897643833 0.045734935001937219 -0.045200481297932443 0.012090963255971554 0.022400514522334544 -0.055022201138428387 0.054726223580617128 -0.0051694973854492622 -0.015174916436178978 0.012851237570055846 -0.052573484776117042 0.039017194301593679 -0.045339183054769853 -0.017868537042452014 leaf_weight=52.13725520670414 18.5459835678339 8.4542863070964795 17.622756533324718 5.4416627287864712 6.1283667683601406 27.466212838888168 26.423448160290718 12.578760400414469 11.49638491868973 20.54167053103447 8.5620806217193586 6.4658539593219739 6.8501552641391754 5.0959602296352378 11.402873143553732 6.6732632070779827 4.9417506679892531 10.057813286781309 17.024066194891933 4.9933831989765158 7.6980604082345989 12.04898461699486 14.083312697708605 7.6671213060617438 4.5336484163999549 12.917948707938196 17.053451523184776 9.5050590187311155 12.734055310487745 43.646471440792084 leaf_count=132 151 22 65 21 17 75 66 52 34 49 40 29 22 19 44 35 16 45 49 20 25 28 80 24 16 41 41 36 31 137 internal_value=-0.012588 -0.0150591 -0.0117775 0.00976442 -0.0142553 -0.0197333 -0.0145824 0.0126465 -0.00667373 -0.0113389 0.0173579 -0.0172197 0.0167312 -0.0201558 0.0247109 0.0310181 0.0157437 -0.0225658 -0.00868437 -0.0322072 -0.0331628 -0.0193388 0.0394298 -0.0356357 0.0268099 -0.0229871 -0.0179114 -0.00115138 -0.0160354 -0.0276188 internal_weight=430.792 412.246 360.109 37.1477 322.961 187.491 160.024 37.744 135.47 117.939 20.0585 97.8808 13.316 13.5502 17.5312 24.1938 17.5205 84.5647 36.6089 22.0174 47.9558 27.4142 19.525 19.7161 14.5915 122.28 95.857 35.1571 25.652 60.6999 internal_count=1462 1311 1179 166 1013 571 496 144 442 381 74 307 51 41 61 103 68 256 130 69 126 77 101 52 61 352 286 108 72 178 is_linear=0 shrinkage=0.05 Tree=27 num_leaves=31 num_cat=0 split_feature=2 10 3 10 12 2 7 15 2 15 14 7 0 0 3 0 15 15 13 0 4 9 9 2 4 10 2 0 3 6 split_gain=21.6518 13.5958 11.5512 6.82626 6.07848 5.51682 9.67483 6.96315 6.42723 10.0991 4.98249 12.9433 9.25973 11.6965 9.4504 10.4744 8.90501 10.123 7.06522 8.18889 6.06953 5.88125 6.02836 12.2089 5.87218 5.60642 5.79233 5.35654 5.44053 5.26689 threshold=1.5666496088613329 -1.0925538122690714 1.0683836379310916 -0.54581705101139455 -0.70796818219492763 -1.0157120064149272 -0.75076579833772294 0.23665580322325777 -0.84501615748524272 0.13492467531517111 0.37501917314008404 0.33487161021548956 0.075182920463299233 -0.54613162363578582 -0.63795009827965299 0.55944722927982093 0.56110262243811559 0.25373903790695013 -0.22224112549723093 -0.061301338656232211 0.099409026203168785 -0.38041947934994619 0.43141419501999795 0.013737285562088085 0.042731199769048926 0.16354540198495612 -0.49103536038561252 1.791076056174705 -0.26025940094103733 -0.48514058971652324 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 -3 6 7 -5 9 -7 12 21 13 25 -14 20 17 -13 29 -20 -16 -12 23 24 -23 26 -10 28 -17 -15 right_child=-2 2 -4 5 -6 8 -8 -9 10 -11 11 16 14 18 15 27 -18 -19 19 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.058242844203022087 0.049649435074776892 -0.045284328342744096 0.04895692119961334 0.032675680013069447 -0.017447834024759773 -0.0050089173851448673 -0.052108049125960176 -0.039206869335133926 -0.048209868376858749 0.075771604828769795 -0.060758026625615982 0.016803732570941379 -0.053451056718679384 -0.02516537815179748 0.00080632330850473072 0.0035756997167654516 0.03620744414322194 -0.066933720120467 0.07823884889855412 -0.0011105785549683275 -0.054679313571867588 -0.0038917010494684103 -0.061325167485285881 0.05692572677179885 -0.064899218248150092 0.027590337859236987 0.00011292778739134264 -0.031374460002822076 0.066670535143759008 0.029630891813130545 leaf_weight=16.717381328344345 13.774580620229242 23.14172600209713 7.5705387368798247 8.3114280253648776 128.55036209523678 10.546197682619097 17.706052973866463 5.6654275208711615 11.561179786920547 6.1110634356737128 14.907695740461348 8.3589673787355441 13.472693905234335 6.7720803916454289 9.0754300504922885 6.2733812332153311 14.148741051554678 6.3516347631812087 11.298245839774607 4.5652593374252346 10.786930941045282 9.0691508799791425 7.2828216701745978 5.3283062726259223 6.9800724238157263 7.2774033397436133 13.376518428325653 3.4944440424442282 7.5026901736855534 12.441987730562687 leaf_count=40 127 57 51 29 363 35 41 14 28 29 36 33 35 21 32 22 58 17 53 17 33 30 19 25 18 29 42 22 47 59 internal_value=-0.0120216 -0.0140703 -0.0122145 -0.0134009 -0.0216945 -0.0081296 -0.0275597 0.00353856 -0.00515544 0.0246271 -0.007762 -0.0180836 -0.00142122 0.0107303 -0.0175797 -0.0045647 0.00788698 -0.0193518 0.0307073 0.0554034 -0.029327 -0.0352864 -0.0220374 -0.00865292 -0.0304249 -0.0110217 -0.0222896 0.0239138 0.0379383 0.0103177 internal_weight=428.42 414.646 397.928 390.358 151.692 238.666 31.6829 13.9769 206.983 16.6573 190.326 72.4274 117.898 67.2927 50.6056 37.1329 28.8593 14.7106 35.0776 15.8635 19.8624 43.568 28.6604 21.3775 16.0492 32.2151 24.9377 17.2705 13.7761 19.2141 internal_count=1462 1335 1295 1244 420 824 84 43 740 64 676 236 440 249 191 156 108 50 150 70 65 128 92 73 48 99 70 91 69 80 is_linear=0 shrinkage=0.05 Tree=28 num_leaves=31 num_cat=0 split_feature=6 8 0 6 2 3 8 15 13 0 13 6 2 6 13 8 8 15 8 6 8 6 6 0 0 5 0 2 2 5 split_gain=20.1097 9.6579 6.76472 7.6018 8.37626 7.62558 5.38618 5.62683 5.28814 5.50907 5.27188 5.92418 4.92533 11.3921 5.53347 4.42312 8.4644 7.72382 5.80393 8.62972 4.61889 7.69054 6.48716 4.68614 6.87114 5.68898 4.42096 4.09183 4.07649 7.69978 threshold=1.3012001722470925 -0.24124261320457854 0.55944722927982093 -0.36941542216235335 -0.10517296012523222 0.12332431144885865 0.22473711952419814 0.40933965949836859 -0.27280374263462603 0.17606283975562309 1.3884724334267251 -0.037107962735956256 0.18791030532943315 0.12782987482388605 1.0000000180025095e-35 -0.45125581050117464 -0.48935942512946778 -0.24723375923552013 -0.82681628085922165 -0.078675057644491578 -0.76411984097179919 -0.48514058971652324 -0.21977872960517852 -0.15414237975641162 -0.70275866709460377 -0.81186073868372233 -0.40573133776421039 -1.1223743129054078 -0.22249361600215678 -0.34379809093415631 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 6 -4 -5 -6 -3 8 9 -8 11 -9 13 15 -14 16 18 -17 27 20 21 -20 23 24 25 -22 -16 -1 29 -19 right_child=-2 2 3 4 5 -7 7 10 -10 -11 -12 -13 14 -15 26 17 -18 28 19 -21 22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.004433142059799334 0.040913512921866013 0.00062000138841599318 0.069715737679826112 -0.046914150516635472 0.060314800999091173 -0.0056154012554758513 0.0029521294287796628 -0.08331125279861859 0.026472421023834902 -0.052350312284639412 -0.0049985726749182972 -0.019449210482097464 -0.057586180673239187 0.044600915286461235 0.010628039361465105 -0.057576576258622163 0.0324111374289816 -0.020948816402490456 0.044502999076423591 -0.051336595844702876 -0.042943656349298157 -0.026107247759313324 0.038951856364775675 -0.039660483267468058 0.010214904381366385 0.0034552359715698784 -0.040151714539504196 -0.036433791654593393 -0.044204323185605306 0.044813596988592601 leaf_weight=7.0836922526359549 17.559253133833408 65.178842961788177 5.737112537026408 5.755557030439383 7.627424605190753 10.319369524717329 10.359808154404169 8.7731161415576935 8.5817941129207593 7.9660274907946578 7.2779821753501883 6.1963271275162706 16.790345713496208 7.3201746940612784 7.7923675924539593 18.260317876935005 9.0475573688745481 23.488686487078667 10.47877210378647 11.488611370325087 17.416598081588749 6.1016384959220877 6.0679130852222434 15.040465809404855 26.336030527949333 10.643531769514075 9.5261006802320463 45.262388944625854 11.028639391064642 5.4917250424623516 leaf_count=21 151 236 30 18 38 59 46 20 38 23 25 22 40 30 26 44 33 69 37 27 43 16 21 41 85 32 26 115 28 22 internal_value=-0.0114803 -0.0137327 -0.00330097 0.0180727 0.00557253 0.0224051 -0.0088044 -0.021301 -0.00591875 -0.0210872 -0.0399054 -0.0568767 -0.0193995 -0.016776 -0.037133 -0.0187886 -0.0146058 -0.0306308 -0.017334 -0.010476 -0.00537821 0.0185182 -0.0106257 -0.0149582 -0.00812808 -0.025344 -0.0173036 -0.0309035 -0.0183326 -0.00848698 internal_weight=425.998 408.439 143.773 29.4395 23.7024 17.9468 114.334 49.1551 26.9076 18.3258 22.2474 14.9694 264.666 230.557 34.1088 223.237 164.967 58.2694 155.92 103.574 92.0849 16.5804 75.5045 69.4366 54.3962 28.0601 17.3185 52.3461 40.0091 28.9804 internal_count=1462 1311 555 145 115 97 410 174 107 69 67 42 756 664 92 634 471 163 438 302 275 53 222 201 160 75 52 136 119 91 is_linear=0 shrinkage=0.05 Tree=29 num_leaves=31 num_cat=0 split_feature=2 10 8 11 7 13 7 7 11 0 7 1 10 10 2 15 6 2 2 8 7 13 13 13 11 13 15 8 5 10 split_gain=18.9031 12.1266 6.89514 7.3333 6.37442 8.69421 9.76331 5.58344 5.1421 5.10414 7.89879 4.82948 4.59169 7.61386 9.87918 5.7147 4.35661 6.66791 5.25113 5.25171 9.04358 8.49061 6.70449 13.8204 8.54713 5.92461 5.52312 4.74299 4.07646 4.46891 threshold=1.5666496088613329 -1.0925538122690714 -0.24124261320457854 0.61298280003683259 0.79197316160305742 -1.2569294084393714 1.1793678559192158 -0.89635111534913603 1.0000000180025095e-35 0.55944722927982093 1.0407269566447803 -0.44824818883253031 1.3781130058883235 0.21806560841042064 -0.9272152499726638 0.48931276666854856 0.12782987482388605 0.2118890829750891 0.22446222830573934 -0.45125581050117464 0.60666769590470393 -0.26024758789140623 0.10344386238324425 0.35419696369169801 0.00054246265489983354 -0.36645593982915359 -0.40562111870964895 -0.70143388286183572 -0.20694314191795932 -0.34360484116668061 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 12 4 7 -6 -7 -4 -8 10 -5 -1 13 16 -15 -16 18 -18 19 20 21 25 -23 24 -24 -3 -21 -22 29 -28 right_child=-2 2 3 9 5 6 8 -9 -10 -11 -12 -13 -14 14 15 -17 17 -19 -20 26 27 22 23 -25 -26 -27 28 -29 -30 -31 leaf_value=-0.02413403368779983 0.048563053038453874 -0.014412325389401912 0.021628477617392755 0.023784341376330662 0.068738919236133109 0.045497098011267278 -0.052972294176164197 -0.019171001553434514 0.0059612415395737016 0.064982020722396686 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8.6329119205474871 7.0540268719196311 leaf_count=20 127 29 41 95 33 36 24 267 30 33 15 20 18 34 36 21 29 56 16 29 25 167 33 37 36 30 33 40 28 24 internal_value=-0.0109529 -0.012825 -0.011077 -0.00247304 -0.00822917 0.0126471 -0.00129605 -0.0148203 -0.0247308 0.0192715 0.0101661 -0.0550028 -0.0161511 -0.0149912 0.0102242 0.0386926 -0.018119 0.00147161 -0.0207083 -0.0190593 -0.0143834 -0.0194824 -0.0251402 -0.00816217 0.0176702 0.0116401 -0.0344463 0.0172989 -0.0226316 -0.0344692 internal_weight=424.144 411.21 394.846 146.474 115.815 27.7914 22.2584 88.0241 14.8309 30.6582 25.5656 16.3635 248.373 241.347 26.6337 14.2124 214.714 25.0658 189.648 182.48 139.95 120.549 102.005 37.0357 21.5914 18.5434 42.5299 19.4016 29.7423 21.1094 internal_count=1462 1335 1295 574 431 123 90 308 54 143 110 40 721 703 91 57 612 85 527 511 397 332 273 106 69 59 114 65 85 57 is_linear=0 shrinkage=0.05 Tree=30 num_leaves=31 num_cat=0 split_feature=4 10 10 3 4 9 12 0 0 0 10 9 9 8 10 4 3 3 7 2 3 7 7 7 1 14 4 9 3 9 split_gain=17.1083 11.5029 8.36452 8.62902 9.50148 9.94263 7.42037 6.71842 5.9227 10.0948 5.52821 5.44969 8.2879 9.53664 5.37426 7.66224 8.71682 8.99511 10.9508 13.7087 7.30603 5.83591 13.7473 7.32891 8.89907 14.2598 5.15593 5.91723 5.14886 4.72021 threshold=-0.30482236176308269 -1.0573023106441439 1.4545525586843768 1.0000000180025095e-35 0.80617148233039149 2.3138052056801861 -0.70796818219492763 -0.4325286879994284 0.19021488707101766 -0.15889993855525456 -0.43351654374090604 0.54295367192913757 1.2364757614317192 0.88581021074492639 -0.28947107913959985 -0.34972541936668727 -0.32381645867447961 -0.57347753397128265 -0.47093609662558905 -0.9272152499726638 -0.72461196947011208 0.70288914618820453 1.4966368566975086 -1.3374347730108289 -1.1387934068262116 0.11042248606318032 -1.1271919584215755 -0.9919042330220541 -0.30631430836547752 -1.0279001158357279 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 -2 3 6 8 11 -3 28 9 -5 -11 -6 -13 -14 21 16 17 18 29 -20 -21 23 -23 24 -1 -26 -25 -28 -8 -16 right_child=1 2 -4 4 5 -7 7 -9 -10 10 -12 12 13 -15 15 -17 -18 -19 19 20 -22 22 -24 26 25 -27 27 -29 -30 -31 leaf_value=-0.040018123320850613 -0.083281629871741453 -0.027474129379228048 0.03154443143334805 0.047379139359318027 -0.08102893489696697 0.056756073601598282 -0.0040729157228796614 0.0087248575477516192 0.059172271076660399 -0.047197770134948525 0.024769978472178007 0.039751420043885786 -0.085896473320404648 0.026462138973010554 0.017828845771859472 -0.053815749378377679 0.048255116050256307 -0.036402044896944201 -0.045969275248601921 0.04680744789566782 -0.021753925997712868 0.05524841287385545 -0.041223291511596968 -0.0651632325657725 0.079779783311239486 -0.023709799191386629 0.0025833567199793094 -0.033622176606134306 -0.064580174440227497 0.082933129538800415 leaf_weight=9.0480505079031008 4.013860046863555 38.807252392172813 21.534174680709839 11.991679191589354 3.9533907622098985 4.1475137174129477 8.1946594417095167 50.597069680690765 11.705639027059076 6.7390055805444717 4.4175718724727648 4.6046772226691237 5.0968411788344365 3.0001773908734322 6.5503179430961609 8.5683393478393537 7.2336439043283454 21.072434738278389 15.147611469030378 9.9628158509731275 6.3700527548790076 7.0789630413055402 7.7201128900051117 11.173011362552641 6.194793835282324 7.1941122859716415 12.710015729069708 100.66788913309574 6.1579438149929038 4.8421445041894859 leaf_count=22 11 115 114 66 11 45 26 182 69 23 20 30 25 26 21 22 32 58 37 43 19 27 19 26 26 21 37 259 16 21 internal_value=-0.0110054 0.000438222 0.00229533 -0.00165575 0.0142275 -0.0125133 -0.0101757 0.000160047 0.0301878 0.0155309 -0.0187013 -0.029763 -0.0138066 -0.0442644 -0.0197687 -0.00914559 -0.00376832 -0.00965332 0.00349391 -0.0117077 0.0200675 -0.0250051 0.00492281 -0.0280183 -0.00171314 0.0241729 -0.032757 -0.0295634 -0.0300334 0.0455002 internal_weight=426.496 184.961 180.948 159.413 55.6565 20.8026 103.757 64.9497 34.8539 23.1483 11.1566 16.6551 12.7017 8.09702 241.534 79.7474 71.179 63.9454 42.8729 31.4805 16.3329 161.787 14.7991 146.988 22.437 13.3889 124.551 113.378 14.3526 11.3925 internal_count=1469 779 768 654 315 137 339 224 178 109 43 92 81 51 690 253 231 199 141 99 62 437 46 391 69 47 322 296 42 42 is_linear=0 shrinkage=0.05 Tree=31 num_leaves=31 num_cat=0 split_feature=0 4 15 6 6 14 7 12 3 14 14 4 7 7 3 1 0 7 6 6 4 11 7 15 1 3 9 3 3 6 split_gain=15.7813 7.31635 5.48377 5.24923 7.80697 7.46393 8.2594 5.12019 5.20605 4.81085 7.66232 5.87285 4.7083 8.42279 7.64216 8.52217 7.54976 5.93943 12.6491 7.65851 4.94231 4.61015 4.25094 4.17836 4.67059 4.52804 15.824 7.16472 11.7393 11.2901 threshold=0.55944722927982093 -0.57225061307197134 1.1300501282913673 1.2065123046055695 0.73620351351513513 0.13094700784680027 1.4750754078928938 1.0596038604810418 -0.26962150926317668 0.94939529509884302 0.87004928867440878 0.15807880253721288 0.052749868895284623 0.4757612941998754 -0.72461196947011208 -0.26028602363368286 -0.5414949272438232 1.243429429723298 -0.078675057644491578 -0.34700988063963245 -0.20085862358084802 1.0000000180025095e-35 0.66774504002887902 -0.18050772511801208 -0.77270460592122692 -0.22115978350942209 -0.67372811223087659 -0.60527017872354016 -0.92199679858578143 -0.58338449163998141 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 23 9 4 5 6 21 8 -4 10 12 -11 14 20 -3 -16 -17 18 22 -19 -14 -2 -15 24 -1 27 -27 28 -25 -30 right_child=3 2 7 -5 -6 -7 -8 -9 -10 11 -12 -13 13 17 15 16 -18 19 -20 -21 -22 -23 -24 25 -26 26 -28 -29 29 -31 leaf_value=-0.010516047072517947 -0.0087985303168082365 0.049437867660581454 -0.045381388961506355 0.056197591139509923 -0.045016342904977094 0.051955104802156642 -0.039308352631657523 -0.068735889799775518 0.0045870908976655238 0.059333634983902039 -0.050926241866978222 -0.011410503364457964 -0.048886905444444809 0.015610374206450115 -0.0095762774921387839 -0.026241926532355998 0.052447179896839183 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internal_value=-0.0105159 -0.0138823 -0.00787809 0.0171313 0.00983075 0.0190097 0.00195516 -0.0287732 -0.0170933 -0.00484866 -0.00690338 0.0260966 -0.00445022 -0.0129073 0.00383377 -0.00110217 0.031726 0.000822865 0.0145816 -0.0218199 -0.031354 0.0248229 0.0414905 -0.0219439 -0.0340014 -0.0165731 0.00366951 -0.0215841 -0.00966547 0.0148115 internal_weight=423.898 377.885 216.578 46.013 38.7682 33.2103 21.8825 27.424 21.2216 189.154 177.377 11.7775 168.014 83.1387 84.8754 76.5861 15.7134 47.6627 29.6476 18.0151 35.476 14.0797 17.6593 161.307 49.7086 111.598 22.1441 89.4539 52.3294 25.301 internal_count=1469 1207 762 262 181 153 95 94 77 668 619 49 595 269 326 293 82 167 111 56 102 68 74 445 128 317 70 247 152 80 is_linear=0 shrinkage=0.05 Tree=32 num_leaves=31 num_cat=0 split_feature=0 10 10 3 3 10 14 4 14 15 2 3 3 7 7 14 7 15 7 8 1 8 8 15 7 7 10 1 0 11 split_gain=14.3566 7.61185 6.90569 8.77418 6.47703 6.2393 6.0872 5.95788 6.20143 7.31127 9.22894 7.54937 6.35244 5.97222 6.58133 5.64377 9.65068 8.58726 8.44476 5.60645 7.43944 5.23869 7.12235 8.41579 5.08861 5.07849 4.83461 4.34273 6.06631 5.19477 threshold=0.55944722927982093 -0.28947107913959985 -0.12708225766800238 -0.60527017872354016 -0.21010107847041629 1.4545525586843768 0.28617658113198635 -0.4444156702555988 -0.75709263488105105 1.1300501282913673 -0.3412023210308443 -0.17478835227071352 -0.57347753397128265 -1.2848554524590072 0.70288914618820453 0.14832986392573144 0.29427749177539675 -1.1891188275328439 0.68216240986450682 -0.84557735782618337 -1.021637960491627 0.15417458187603594 0.53627250106948987 1.1300501282913673 -1.2216578106771074 -0.068512782069700753 0.22410357651795959 -0.39510380434145292 -0.048848836339002159 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 3 -3 26 15 -5 13 -9 10 11 12 -10 19 24 17 -17 -2 -19 -1 -21 -6 -23 -24 -15 -26 -4 -12 -29 -30 right_child=5 2 4 6 21 -7 -8 8 9 -11 27 -13 -14 14 -16 16 -18 18 -20 20 -22 22 23 -25 25 -27 -28 28 29 -31 leaf_value=-0.026854730432448317 0.039702596073956146 0.063803011850678035 -0.029344176127398709 0.027146792922108177 0.041331596875815522 0.06130976257919956 -0.037116817912296513 -0.04171379856103237 -0.026027530350110285 -0.051676795799521807 -0.0085092789840117335 -0.066669218685209586 0.039058655158329805 -0.071661559405260283 0.0062154391549389017 -0.015398631511048477 0.066452172985200952 0.030370277205741703 -0.048175228550475617 -0.011311729481182727 0.068505242411444026 -0.038331452269985633 0.063067622035550067 -0.032489758141229647 -0.023477579827144827 -0.048921706261775534 -0.0070752821556397481 0.054029321798680342 -0.029840520748101673 0.031423845751083521 leaf_weight=12.489111497998239 7.1442724317312232 7.7477995902299908 37.073048755526543 8.1784119457006437 9.9923461675643939 6.6343336626887313 6.7067425698041907 11.955265484750269 11.024998918175701 6.8483672961592665 10.971870437264437 6.7148161679506293 5.6804478019475946 8.4447456598281843 11.001485526561735 6.0908871069550505 8.8103823587298375 4.7891205698251786 11.987964123487471 7.2409075498580933 4.891531974077223 8.1452316939830798 5.8129003271460515 3.8171894177794456 65.21147920191288 28.044892385601997 71.14544416218996 12.654287435114382 5.827584818005568 8.5171520337462407 leaf_count=34 49 32 107 36 50 52 20 39 31 22 36 15 21 18 34 31 61 28 41 20 21 30 39 13 176 67 237 56 17 36 internal_value=-0.0100422 -0.0132498 -0.00492039 0.0206521 -0.00917656 0.0164991 -0.0018082 -0.0193237 -0.00849522 -0.00267547 0.00279078 -0.0218936 -0.00389591 -0.0256473 -0.030521 0.00884144 0.0329957 -0.00620491 -0.0257539 -0.00333867 0.0208687 0.0123657 -0.00391736 0.0251904 -0.034495 -0.0311294 -0.0147041 0.018016 0.0287953 0.00653505 internal_weight=421.595 376.138 158.619 22.633 135.986 45.457 14.8852 217.519 80.1948 68.2395 61.3912 23.4203 16.7054 137.324 112.703 38.8226 14.9013 23.9214 16.7771 24.6216 12.1324 27.7677 17.7753 9.63009 101.701 93.2564 108.218 37.9709 26.999 14.3447 internal_count=1469 1207 564 88 476 262 56 643 273 234 212 67 52 370 295 210 92 118 69 75 41 132 82 52 261 243 344 145 109 53 is_linear=0 shrinkage=0.05 Tree=33 num_leaves=31 num_cat=0 split_feature=4 10 6 2 10 4 3 12 6 15 10 10 2 3 12 3 7 1 15 7 10 2 10 3 3 15 7 7 4 6 split_gain=13.1241 10.033 7.66116 8.12754 7.07518 7.64212 9.92741 8.35926 7.74806 5.8761 5.93766 5.69556 6.42674 6.51723 5.62677 5.28621 4.60181 8.62286 5.68821 4.94987 7.63644 7.43793 5.09758 5.55341 7.1273 5.05401 4.75932 7.45021 5.41328 4.75226 threshold=-0.30482236176308269 -1.0573023106441439 1.3012001722470925 -0.83435994747919329 1.539763698278737 0.77107062347346644 -0.027981444679363334 -0.70796818219492763 -0.012777074662150629 0.84549854476133479 -0.68357150937212041 0.31255579391368754 -0.50017660032807243 -0.14425931615475565 1.0596038604810418 0.42141390383110233 0.59017547137251192 -0.07246261275855663 0.15204331125229495 0.052749868895284623 -0.27395360670065788 -0.36446620223146969 1.4804730911325983 -0.73714115710598571 -0.39860209225436111 0.24393151249874886 -1.3374347730108289 -1.5108280157130576 -1.1271919584215755 -0.36941542216235335 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=16 -2 3 -3 5 6 7 8 -5 10 -8 12 -9 -14 -4 -7 19 18 -18 20 26 22 23 -22 -25 -21 27 -1 -28 -19 right_child=1 2 14 4 -6 15 9 11 -10 -11 -12 -13 13 -15 -16 -17 17 29 -20 25 21 -23 -24 24 -26 -27 28 -29 -30 -31 leaf_value=-0.023927546942217083 -0.077650455198304574 0.070529950281172704 0.057180105217367154 -0.0098026184179283785 0.027589687768832079 -0.011532813297629754 0.0079295522640612428 -0.0429653972366114 -0.057142126843223499 -0.0070384476716134877 0.062606082645485311 0.03963797049777501 0.012518888571810159 -0.043779478521671966 -0.026383742659963422 -0.064536839986642933 0.006001421183448115 -0.043225659321118715 0.077643469493432843 -0.050788051704322226 0.027673671223703913 0.049974797680546176 -0.046997320827816373 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0.00225771 -0.00431186 0.00411681 0.0401527 -0.0355102 -0.0173387 0.000223759 0.0349255 -0.0200999 -0.0163695 0.000160493 -0.00742272 0.000115034 -0.0139233 -0.0362811 -0.023302 -0.00258521 -0.0281952 -0.0190496 internal_weight=419.285 182.048 178.033 165.616 161.692 144.047 125.059 94.2587 36.2761 30.8 20.231 57.9825 49.3154 40.4869 12.4163 18.9883 237.237 32.2316 11.5092 205.005 166.598 49.2249 42.7214 35.8862 23.7752 38.4075 117.373 22.426 94.9467 20.7224 internal_count=1469 779 768 643 622 530 454 305 105 149 111 200 160 137 125 76 690 105 46 585 484 161 132 115 73 101 323 70 253 59 is_linear=0 shrinkage=0.05 Tree=34 num_leaves=31 num_cat=0 split_feature=0 10 10 14 13 8 7 1 1 14 10 0 9 3 5 0 4 5 1 8 8 8 3 7 13 14 10 10 10 14 split_gain=12.5766 6.26832 6.35536 8.05866 6.29898 5.75117 6.25198 6.58288 6.90344 5.93523 5.74506 5.79265 6.22083 5.54622 5.47701 5.44337 5.25578 5.41931 5.7882 4.73782 6.28135 6.39541 4.71669 4.40257 5.42063 12.8525 4.20809 4.16617 6.53487 3.60663 threshold=0.55944722927982093 -0.28947107913959985 -0.12708225766800238 -0.14222376074432733 0.061238961144308469 -1.0086188366253412 -1.3045980693804229 -0.30643707466975234 1.0273857159530142 0.2357073529500103 1.4545525586843768 0.6220502930515116 1.6555400255326711 -0.21010107847041629 0.44177937837840103 -0.013618448634467309 0.77107062347346644 -0.051495090273416914 0.43776237130917589 0.15417458187603594 0.53627250106948987 1.30338663657995 -0.24997426965062128 -1.2216578106771074 -0.28744180829712584 -0.13633737531275922 0.22410357651795959 0.10554573293198641 0.035602365401046138 0.88294561862237464 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 -3 -5 -1 9 15 14 22 11 -2 16 26 29 23 17 -13 -19 -15 -21 -22 -7 -8 25 -25 27 28 -4 -9 right_child=10 2 13 4 -6 6 7 8 -10 -11 -12 12 -14 19 -16 -17 -18 18 -20 20 21 -23 -24 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.05672493609287127 0.069359902790788006 0.06699954603085681 -0.031406497829702729 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4.8210418298840505 4.5126086249947548 6.5865658819675454 10.684004604816439 72.070829585194588 5.9658658057451239 70.740995861589909 14.556787267327307 6.6003752052783957 6.6764491349458686 leaf_count=23 21 32 44 21 35 30 26 163 31 20 52 21 57 50 35 19 51 25 35 30 32 20 33 30 193 23 237 38 25 17 internal_value=-0.00916361 -0.0121682 -0.00458677 0.0200357 0.000940593 -0.017722 -0.0160059 -0.0191451 -0.00770306 0.0081917 0.0159482 0.00869353 0.00245836 -0.00868737 -0.00204507 -0.027042 -0.00593577 0.0101196 0.0286852 0.0114709 -0.00401091 0.0240613 0.0241708 -0.0238127 -0.0201403 0.00557291 -0.0137863 -0.0274689 -0.0139191 -0.00694154 internal_weight=416.712 372.18 157.362 22.4655 15.9716 214.818 205.765 182.136 74.3738 23.6286 44.5315 38.2843 34.7162 134.897 65.3574 107.762 29.9979 18.8843 12.7559 27.2331 17.5574 9.33365 16.7984 99.5422 88.7207 16.6499 107.664 36.9227 22.3659 58.646 internal_count=1469 1207 564 88 56 643 620 537 246 83 262 210 189 476 215 291 132 81 60 132 82 52 63 272 246 53 344 107 69 180 is_linear=0 shrinkage=0.05 Tree=35 num_leaves=31 num_cat=0 split_feature=6 15 1 7 5 5 13 6 4 6 6 6 13 1 6 5 5 14 0 1 10 14 4 7 7 7 7 14 6 3 split_gain=16.0358 7.5145 11.1292 12.2456 10.4718 6.34135 5.72829 5.63608 7.12396 7.04496 8.55091 6.1126 11.6821 9.77559 6.70181 6.07215 7.4549 5.54545 6.03346 5.65754 5.84576 5.11793 5.53269 5.06368 5.3478 4.26037 4.39757 3.99145 7.81558 3.97621 threshold=1.3012001722470925 -0.93401437211522309 0.17826815902433732 0.49953357206163823 1.0626658207920057 0.65949569884325032 -0.28744180829712584 -0.31553678208500963 -0.2680997444645285 -0.46569825183835839 -0.73055615266177687 0.13919172429236804 -0.22772823967460429 -0.50664479473748203 0.45680425552795639 -0.37885000860749329 -0.2377796717575463 0.12278796364458615 0.17606283975562309 0.41662513130776019 -0.011936405283666573 -0.51143275567771151 -0.34972541936668727 0.49953357206163823 -0.18941932666013064 0.77155979865233504 0.33487161021548956 -0.032543631216636525 0.71355738525520651 -0.22115978350942209 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 6 5 7 -1 8 15 10 -10 17 14 -14 -13 21 -17 19 -19 20 23 -3 29 24 -9 26 -12 -15 -29 -23 right_child=-2 4 -4 -5 -6 -7 -8 11 9 -11 25 12 13 27 -16 16 -18 18 -20 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=0.05711340754683393 0.042773889862467183 0.016910635979294646 0.043219259093027214 -0.065079892454854071 -0.065348988220030713 0.029909424790075106 -0.013308246395858168 -0.006320089527899652 0.050351491402956472 0.048372737712202435 -0.026552399336826345 -0.0071956116002765752 -0.036837437751221752 -0.0045436125887316709 -0.066155806850759419 0.057673541485001478 -0.022338996391969134 -0.046532274770302876 0.0015257197442408942 -0.057741634091055233 0.03180764102341499 -0.018189500285587076 -0.061627908808924485 0.019601688784497088 -0.061322298559643766 -0.042756480462252888 0.036166950464244722 0.066825669834124843 -0.013667090660159947 0.011415231295812869 leaf_weight=5.0854515284299859 13.912405624985693 11.510961100459097 14.800281286239622 7.3659591078758231 9.6433128714561445 8.5844547525048238 6.6819532588124284 9.4999103546142596 6.0971171408891669 9.6578107923269254 5.8518324345350319 9.6216577067971247 7.0810600668191936 5.67942693084479 9.6569458246231061 6.5295131355524063 5.2533412575721723 44.914877086877823 7.6421550512313834 6.3284794688224784 7.7482637614011756 128.20358145236969 6.8374120295047751 6.5237826108932486 8.2634095698595065 9.0280158296227437 5.3498408049345016 10.935421027243132 4.1640188470482817 12.442703217267988 leaf_count=27 141 39 82 17 33 42 23 29 32 41 19 37 20 20 26 28 15 113 28 16 34 368 17 22 19 27 24 56 16 41 internal_value=-0.00998978 -0.0118389 0.0106621 -0.0145219 -0.013942 -0.0125393 0.0171255 -0.0135961 -0.00837262 0.011846 -0.00155355 -0.0214189 -0.00680745 0.0138982 -0.0367297 -0.0126329 0.0220003 -0.0289943 -0.0395443 -0.0145412 -0.00600712 -0.0151995 -0.0177057 -0.0180711 -0.0319068 -0.0171974 0.00340192 0.031188 0.0446279 -0.0155704 internal_weight=410.895 396.983 33.9336 19.1334 363.049 353.406 11.7674 344.822 206.762 35.9846 26.3268 138.059 47.1385 27.8599 19.2786 170.778 11.7829 90.9209 52.557 38.3638 32.0354 158.995 147.484 24.2871 17.7633 20.2297 11.2017 20.7789 15.0994 140.646 internal_count=1452 1311 149 67 1162 1129 50 1087 651 143 102 436 175 112 63 508 43 261 141 120 104 465 426 70 48 70 43 92 72 409 is_linear=0 shrinkage=0.05 Tree=36 num_leaves=31 num_cat=0 split_feature=2 8 2 1 5 12 10 10 1 13 2 0 8 1 10 1 10 10 8 14 0 14 2 2 14 1 14 0 1 14 split_gain=12.5738 8.01864 8.55863 7.90673 6.76845 5.43639 10.4775 7.66183 7.2439 12.125 6.04202 7.20157 5.85357 5.63227 5.19291 6.42043 6.31506 7.29623 4.97787 5.72383 9.38594 7.29155 6.91072 6.41485 7.99163 5.81057 5.05296 4.63162 4.58939 5.82231 threshold=1.3302316132131395 0.81801693413379217 0.92424027705701073 0.10525188320799532 0.730106362291712 1.0000000180025095e-35 -0.70616475844692028 0.22945364235352597 -0.67403756518996583 -0.27629057609627067 -0.49103536038561252 -0.023649528291010299 -0.86757120881773242 -0.050114390798769191 -0.58863695711807995 -0.12801972994784319 -0.74478601727147631 -0.92197781383174349 0.43018914198596231 0.37501917314008404 -0.043180726690853745 1.0616174566769694 -0.9272152499726638 -0.75341069558411389 0.179375357489958 -0.79882513949880285 0.93578201799766736 -0.41191889487425509 -0.99966387803586609 -0.002092917285087557 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -3 5 6 -1 8 9 -7 -10 14 -8 -9 16 -16 17 27 19 22 26 -22 25 -24 -25 -14 -21 -12 29 -11 right_child=-2 3 -4 -5 -6 7 12 13 10 28 11 -13 18 -15 15 -17 -18 -19 -20 20 21 -23 23 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.048695432176563205 0.036980003483540184 -0.022129079196757318 -0.054538941233606635 0.042302901549668592 0.037196867048900642 0.062233739385072123 0.032250035382087892 0.008563262097207763 -0.038012448331886044 -0.049723659497017007 0.010790593998012648 -0.02673899761051118 -0.00094615471696040071 0.071774830537439577 0.073433481511960871 -0.00098182793333981429 -0.046082558738259817 0.038058932228405284 -0.045841993340461976 -0.053170729892613934 0.045695585205247233 -0.030790100878795346 0.041535004717229741 -0.011622680965403205 0.041192323817350267 -0.056709659413502617 -0.0034027260717540649 -0.04597021058154413 0.0084539482088976086 0.0082917629911070777 leaf_weight=25.055279165506363 14.025922439992426 7.437444522976878 11.930606506764887 13.233158726245163 6.9981996342539778 7.915453389286994 6.6109998524188986 17.148755550384525 26.946566358208656 10.028405532240869 7.1964209675788808 37.779593765735633 8.3487680256366747 4.4354015365242949 5.1322898268699646 6.6597310751676542 7.9409433007240287 9.9989660829305631 12.630046494305132 24.209460817277435 6.450539365410803 6.0278398394584656 8.9161274433135969 49.720064476132393 8.3678729236125928 10.606178447604178 6.4614008814096442 7.179529622197153 25.564189523458481 7.6035682559013358 leaf_count=65 138 28 37 86 40 31 23 64 73 25 23 116 25 23 27 22 20 36 39 60 29 19 37 163 32 25 25 18 80 23 internal_value=-0.00954139 -0.0111953 -0.0128713 0.0191198 -0.0114978 -0.0124579 -0.0187893 -0.00641 -0.0101835 0.00534369 -0.0174755 -0.0107175 -0.0137383 0.0215528 0.00300543 0.0314063 -0.00735799 0.00525783 -0.0158833 -0.0129526 -0.0278118 0.0087482 -0.00549365 0.00204679 -0.0040144 -0.0321484 -0.0426862 -0.0175565 -0.00508109 -0.0247052 internal_weight=408.56 394.534 373.863 20.6706 361.933 354.934 173.405 181.53 159.946 51.1116 108.834 81.8875 148.349 21.5842 44.1079 11.792 32.3159 24.3749 141.738 129.108 43.1492 12.4784 85.959 67.0041 58.0879 18.9549 30.6709 14.376 43.1962 17.632 internal_count=1452 1314 1200 114 1163 1123 542 581 494 159 335 262 477 87 146 49 97 77 454 415 133 48 282 232 195 50 85 41 128 48 is_linear=0 shrinkage=0.05 Tree=37 num_leaves=31 num_cat=0 split_feature=6 10 12 8 5 1 13 5 5 8 6 10 14 1 8 2 1 8 2 5 7 1 10 14 13 5 10 6 11 14 split_gain=14.0504 5.52584 9.62102 5.62827 8.84739 5.68958 6.73779 6.16059 6.95021 5.38987 5.4931 5.88099 6.877 7.31492 7.02836 7.06813 6.54268 6.51521 5.61955 5.21659 5.20804 7.59938 7.70049 6.09145 7.07213 5.06089 4.88433 5.25601 4.05631 3.99877 threshold=1.3012001722470925 -0.70616475844692028 1.0000000180025095e-35 1.5854093878034925 1.2537888040371834 0.58407766489885915 0.88380257534220374 0.080260681013648597 -0.014431725932466779 -0.92080813918214377 -1.0622725119112142 1.2195241914952646 -0.6024301067978276 -0.26344986459861952 -0.46724168016912887 -0.77116656084590096 -0.58491917589689624 -0.67579071864607221 -0.28669833300760345 -0.89168954679545542 0.052749868895284623 -0.041056424944793717 0.47469477348940653 0.090288683730431224 0.24657702809108722 -1.13003873516126 0.4000982477634652 0.023512229150477855 -1.0000000180025095e-35 1.0917201533533845 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 7 -7 8 9 -3 19 12 13 -12 15 -14 -17 -18 -16 25 23 -22 28 -9 -25 -11 27 -20 -23 -2 right_child=29 3 -4 -5 -6 6 -8 20 -10 10 11 -13 14 -15 18 16 17 -19 26 -21 21 22 -24 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.047331728176821422 0.05743819689448635 0.043778703799082684 -0.012484188787891301 0.042604741902670405 -0.067805159209946078 0.050766994970554015 -0.029133224239368784 0.043402959996231526 0.035819702768936583 -0.03563289387030967 0.056007524313136804 0.026005976487555201 0.042142694486649118 -0.011093286771732429 -0.028751841506407572 -0.030703199764711787 -0.020760771367532248 0.0379649199283566 0.044791461144905537 -0.055310576366944413 -0.081157780126875675 -0.062486859596206513 0.021180129984889228 -0.057698841905774956 0.016326573883398202 0.015892520182667763 -0.033670858092763503 -0.01621139220946281 -0.016809444048464611 -0.0061766261055951587 leaf_weight=25.045515269041061 9.9241978824138624 5.2085708677768698 94.696104981005192 5.6248786374926558 6.0313041284680358 8.6610570624470693 3.7944880798459044 5.2615986615419414 10.29830941557884 10.290634632110597 8.3452813103795069 14.78659528493881 9.7634183764457685 7.9125218987464754 55.69787265360354 15.113231897354121 8.1685669571161252 11.1966803446412 8.0530103594065157 10.731308698654173 7.0884874463081351 9.5683153867721593 7.2210376784205428 6.4080118462443334 6.4985232651233673 8.8763908594846743 6.6984297335147849 6.2881175056099883 9.8780622333288193 3.288978897035121 leaf_count=66 109 19 281 43 21 45 15 34 44 26 37 65 36 28 165 40 23 44 34 27 14 22 31 17 29 29 21 22 33 32 internal_value=-0.0091113 -0.0108155 -0.019773 -0.00689329 -0.0079328 -0.00655351 0.026426 -0.00820089 -0.00417044 -0.00637121 -0.00780704 -0.003954 -0.00718203 0.0233502 -0.0112851 0.00458677 -0.0060481 0.0131935 -0.0204358 -0.0273986 -0.0235257 -0.035143 -0.0229117 -0.00194116 -0.0204266 -0.0117711 0.00157917 0.0180437 -0.0392844 0.0416034 internal_weight=406.42 393.206 119.742 273.465 267.84 261.809 12.4555 249.353 197.429 187.131 181.922 152.024 137.237 16.2578 120.979 44.2419 34.4785 19.3652 76.7374 29.8983 51.924 33.7559 26.6674 18.1681 12.9065 19.167 21.0396 14.3411 19.4464 13.2132 internal_count=1452 1311 347 964 921 900 60 840 660 616 597 515 450 65 385 143 107 67 242 82 180 100 86 80 46 55 77 56 55 141 is_linear=0 shrinkage=0.05 Tree=38 num_leaves=31 num_cat=0 split_feature=6 10 12 8 8 8 8 9 9 9 13 9 3 1 2 3 4 4 1 3 1 3 10 11 2 6 10 2 9 0 split_gain=12.9791 5.03756 9.00621 5.21014 5.14564 6.12963 5.4244 8.25728 8.15964 4.40041 6.37071 5.48304 6.19259 9.24866 10.4423 7.82503 5.46063 9.63281 7.60556 5.44226 5.39554 5.30715 5.28723 6.16524 5.59656 5.11075 5.95365 4.90118 4.16809 4.1606 threshold=1.3012001722470925 -0.70616475844692028 1.0000000180025095e-35 -0.92080813918214377 -0.83103632274005479 -0.74262253512821441 1.5854093878034925 1.1487323639142111 0.73405855251806085 0.10316617723493861 -1.1185113383822209 -0.035366756896870417 -0.52642309521447117 -0.60457384070504505 -0.48541555692091792 -0.080192507902628343 -0.28820239616780169 -0.34972541936668727 -0.12225226831169109 -0.28311293721240921 -0.78765737514941614 -0.43408974650092097 0.68470084613444582 0.61298280003683259 0.3003412462138233 -1.0515471424833129 -0.24228987430557722 -0.50017660032807243 -0.72882394532698369 0.12654568581975806 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -3 -5 -6 7 8 9 10 -7 12 16 -14 -15 29 17 20 -18 -11 28 -13 23 24 -21 -22 -27 -28 -12 -16 right_child=-2 3 -4 4 5 6 -8 -9 -10 19 11 21 13 14 15 -17 18 -19 -20 22 25 -23 -24 -25 -26 26 27 -29 -30 -31 leaf_value=-0.045879396808448464 0.040833250016122175 0.042058978129239782 -0.011891489112221154 -0.041826385312116271 0.034855216732265243 0.040256045685359849 0.041599758824918898 -0.062330182160588166 0.050258344413374935 -0.042841489149121913 0.0065743426260597053 -0.010242851540773291 -0.041898058636365365 0.045839824687588432 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45 30 52 14 29 40 23 33 33 47 23 34 45 27 21 34 internal_value=-0.00870306 -0.0103239 -0.0189052 -0.00657354 -0.0075571 -0.0061507 -0.00760827 -0.00872134 -0.00713088 -0.00864256 -0.00477226 -0.00679776 -0.00942149 -0.0204653 -0.00496888 -0.0176858 -0.000328871 -0.00738456 0.0225536 -0.0210494 -0.001183 0.024466 -0.00958831 -0.0180636 -0.0339657 -0.0109206 -0.0016646 0.0154562 0.0224633 -0.0292688 internal_weight=404.124 391.32 119.011 272.309 266.911 256.389 247.589 242.112 235.136 229.101 174.627 167.11 154.171 69.6161 40.4033 32.3152 84.5552 64.6276 19.9275 54.4746 58.5814 12.9384 35.6993 29.899 20.0591 41.494 32.462 19.8025 17.0873 26.4525 internal_count=1452 1311 347 964 944 918 887 844 820 785 593 557 505 223 145 109 282 201 81 192 187 52 143 110 63 129 106 72 58 79 is_linear=0 shrinkage=0.05 Tree=39 num_leaves=31 num_cat=0 split_feature=6 15 8 10 6 8 6 3 3 3 2 1 15 8 14 6 15 4 14 6 6 2 8 4 8 7 14 13 13 2 split_gain=11.9777 5.95212 10.4505 6.72363 5.39346 4.78432 4.34772 7.10307 7.24447 6.20905 5.74036 7.63082 6.37437 5.25231 7.80099 4.90645 4.87348 6.78632 7.37458 4.94036 8.73639 5.7976 4.93546 6.34944 7.87565 5.99298 4.85177 10.665 6.1884 7.34244 threshold=1.3012001722470925 -0.93401437211522309 -0.08589671049588439 -0.12708225766800238 1.0461385822379277 -1.0086188366253412 -0.31553678208500963 -0.090845972183897783 -0.13549174022363628 -0.21010107847041629 -0.28669833300760345 0.16909085198876381 1.1750982734786251 0.26403910618006127 1.5185259817200791 0.45680425552795639 -0.78819128733851429 -0.2680997444645285 -0.51143275567771151 -0.44172869779032425 -0.65496283824253942 -0.35158704833683008 -0.45990697710558798 -0.41258135260723477 -0.27648755959149157 0.66774504002887902 -0.3298436636895859 -0.2937581954394915 0.11371625306050009 -0.44923848492131696 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 -3 16 8 9 -8 -9 12 -12 15 -15 -13 -7 18 -18 20 -19 -22 25 24 -24 26 -20 -28 29 -29 right_child=-2 4 -4 -5 -6 6 7 10 -10 -11 11 13 -14 14 -16 -17 17 19 22 -21 21 -23 23 -25 -26 -27 27 28 -30 -31 leaf_value=0.0094223359061570752 0.040013934046102873 -0.045441475510854028 0.038593982061418924 -0.055632590299508428 -0.053545139549164192 -0.055826467381015391 -0.02678251209374969 -0.040178375948165188 -0.069283908223420981 0.013649250103183644 0.037051732831624641 -0.00041473793908057435 -0.029572040871190489 0.063295278263818838 -0.035073696486844101 -0.050818287559961317 0.032809236629899929 0.047771834616474274 -0.041878025867260693 0.05152360911299321 -0.036436225757107171 0.024512142923714147 -0.033300182121813418 -0.056706340602326877 0.014350163197995059 0.03272738700222047 0.04422018558178608 -0.033548325187483595 0.0071800562266824521 0.018426116284612073 leaf_weight=9.4735202118754405 12.422868981957434 9.7067641466855985 16.488489590585232 6.8390091136097899 7.5500492900609961 4.5995048880577079 64.585878983139992 8.9566003456711751 8.5924590528011304 11.132224112749098 18.821974232792858 8.654106862843042 4.4364251792430869 4.4995688125491125 3.6506784856319427 10.921257659792898 10.303752914071081 8.404081694781782 9.7917506098747236 7.8283240795135489 10.87594921141863 6.0847070664167395 21.312653869390484 11.423624888062475 14.619930729269983 9.6924420744180662 9.8175642341375191 34.379411146044717 27.310990393161774 8.4691265672445564 leaf_count=33 141 28 99 17 23 13 183 28 20 40 92 30 14 30 15 31 38 43 25 35 33 26 57 29 52 35 36 92 86 28 internal_value=-0.00831688 -0.00985946 0.0105225 -0.0178519 -0.0117352 -0.0108304 -0.0098398 -0.0164203 -0.0257755 -0.0208382 -0.00326155 0.0032238 0.0243436 -0.0144931 0.0192336 -0.0285353 -0.00496975 -0.00374065 -0.00808033 0.0168015 0.00608518 -0.0145707 -0.01095 -0.0242357 -0.0139126 -0.00462432 -0.00865722 -0.00458993 -0.01142 -0.0232754 internal_weight=401.646 389.223 32.801 16.3125 356.422 348.872 339.165 144.251 84.3106 75.7181 59.9406 50.984 23.2584 27.7256 8.15025 19.5754 194.914 190.314 157.121 33.1931 25.3647 16.9607 146.817 47.3562 35.9326 99.4613 89.7688 79.9771 70.1595 42.8485 internal_count=1452 1311 149 50 1162 1139 1111 483 243 223 240 212 106 106 45 61 628 615 478 137 102 59 440 138 109 302 267 242 206 120 is_linear=0 shrinkage=0.05 end of trees feature_importances: Column_3=131 Column_6=112 Column_2=110 Column_7=103 Column_10=92 Column_0=84 Column_15=78 Column_1=76 Column_13=69 Column_14=69 Column_5=67 Column_8=66 Column_4=63 Column_9=39 Column_12=22 Column_11=19 parameters: [boosting: gbdt] [objective: binary] [metric: auc] [tree_learner: serial] [device_type: cpu] [data_sample_strategy: bagging] [data: ] [valid: ] [num_iterations: 500] [learning_rate: 0.05] [num_leaves: 31] [num_threads: 0] [seed: 0] [deterministic: 0] [force_col_wise: 0] [force_row_wise: 0] [histogram_pool_size: -1] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.8] [pos_bagging_fraction: 1] [neg_bagging_fraction: 1] [bagging_freq: 5] [bagging_seed: 3] [bagging_by_query: 0] [feature_fraction: 0.8] [feature_fraction_bynode: 1] [feature_fraction_seed: 2] [extra_trees: 0] [extra_seed: 6] [early_stopping_round: 0] [early_stopping_min_delta: 0] [first_metric_only: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [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: 4] [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] [use_quantized_grad: 0] [num_grad_quant_bins: 4] [quant_train_renew_leaf: 0] [stochastic_rounding: 1] [linear_tree: 0] [max_bin: 255] [max_bin_by_feature: ] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [data_random_seed: 1] [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: ] [forcedbins_filename: ] [precise_float_parser: 0] [parser_config_file: ] [objective_seed: 5] [num_class: 1] [is_unbalance: 1] [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: ] [lambdarank_position_bias_regularization: 0] [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:null