tree version=v4 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=22 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 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 feature_infos=[-5.2436349182205699:7.2129482335665767] [-5.313572496370857:6.0355561575079451] [-4.4254176910284588:5.1890396518991615] [-4.4734057155441533:4.0910431965160994] [-3.5309978799860642:3.7303116051627594] [-3.9188014213762266:3.3327140693936523] [-5.7790635659617635:3.6489270554212685] [-3.6019428016503752:3.070326795033846] [-3.3634454263607552:2.4407649152280881] [-4.4188741570900092:4.9889988001157191] [-3.7104059666728197:4.3920562175512616] [-2.4603583140481797:2.4519881342818759] [-4.4254176910284588:5.1890396518991615] [-4.4734057155441533:4.0910431965160994] [-3.5309978799860642:3.7303116051627594] [-1.323055388406331:5.6554623541727613] [-1.4204318805213019:4.6683106351212098] [-1.9840679465350475:2.5240687920340688] [-1.5116202202962388:5.6728547907615541] [-1.6143716522561842:3.8924946169352777] [-1.2794314774426359:8.5631611070918314] [-1.223402841124106:1.2280165539127579] [-1.4012382462904036:1.4251758816272215] tree_sizes=3352 3383 3385 3373 3382 3365 3360 3377 3375 3380 3395 3392 3390 3368 3392 3393 3399 3389 3393 3381 3373 3380 3393 3386 3378 3378 3383 3382 3396 3382 3382 3394 3386 3377 3387 3396 3389 3378 3397 3388 3408 3412 3400 3408 3399 3380 3422 3410 3393 3379 3403 3391 3388 3400 3404 3392 3407 3407 3409 3412 3411 Tree=0 num_leaves=31 num_cat=0 split_feature=18 19 7 19 4 8 19 8 19 7 11 18 16 10 7 19 20 19 8 16 18 19 18 16 7 8 19 7 7 15 split_gain=44.8775 21.802 27.1392 32.0363 31.4666 26.0801 51.4591 43.2373 30.0744 18.0122 17.9995 14.7319 18.961 14.4325 14.2817 14.015 20.4723 16.2087 13.7183 12.5341 14.1186 19.3265 17.3096 13.9445 12.3337 11.971 11.1459 18.1144 8.7151 8.62528 threshold=0.48226937939012354 -1.0021053393299104 1.2013993490601882 -0.35963848798632625 1.0527626292138992 -0.083256386245417077 -0.65764217295137406 -0.89543512201362707 -0.47083466745117813 -0.43821066732536756 0.18921104841102573 2.8599540568488875 2.7819084489587262 0.18219766971362542 0.69898613969550716 1.2166798163657184 0.056790426979597651 0.34848060414054188 0.66921041554542249 1.0779876098989034 0.10132360788974888 0.33673506153727056 -0.17553756449326188 -0.067814247159023816 0.57832674557690866 0.45121832290502462 -0.49198328438151312 1.7112384280232285 -0.8712813594348876 0.17522003749721857 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 7 13 -3 -8 -9 -1 12 14 -7 15 17 -17 -2 -10 20 21 22 25 29 -22 -5 -4 -28 -19 -24 right_child=11 2 26 19 -6 6 8 9 18 -11 -12 -13 -14 -15 -16 16 -18 28 -20 -21 24 -23 23 -25 -26 -27 27 -29 -30 -31 leaf_value=-0.60594500962589015 -0.65122828948676803 -0.58377851352601384 -0.56157899834567626 -0.57794213309196429 -0.68646538384887335 -0.60664283386147133 -0.67164284352513637 -0.61621060503153591 -0.58783848378487191 -0.66717174897032183 -0.56641306304347916 -0.67270572811890106 -0.58547914223842579 -0.56744726899939701 -0.67318198650906147 -0.67708015866533344 -0.60800281468317385 -0.61741448126158205 -0.64073000657376589 -0.56744726899939701 -0.59718610071693379 -0.65326079990926345 -0.62231150577554906 -0.65979812398549331 -0.55922639590816314 -0.61343249451179616 -0.62794402739730426 -0.57230659667243267 -0.57859810534739609 -0.58106680990314308 leaf_weight=17.234832167625427 7.3843798041343716 10.980479240417479 15.279193997383116 24.776032388210297 6.1021451354026786 13.039126813411711 11.703081130981447 8.6420152783393878 10.553067684173586 22.477541565895081 26.009068667888641 6.3035513162612906 9.4476400017738325 24.048817873001099 6.529556691646575 9.2416211962699872 6.6325660943984976 11.304881393909453 7.5857859849929801 10.931280851364134 26.230461418628693 7.8363905549049369 14.871769011020666 6.5049574971199027 10.906681656837462 13.063726007938383 8.8926198482513445 12.916130840778349 9.6490461826324481 6.5833677053451529 leaf_count=46 27 24 26 51 27 35 48 25 24 90 47 26 21 44 27 39 18 33 26 20 65 29 45 25 18 37 28 25 20 14 internal_value=-0.606662 -0.601965 -0.60509 -0.608826 -0.620171 -0.61646 -0.604823 -0.63496 -0.634149 -0.65302 -0.582168 -0.629071 -0.624501 -0.581227 -0.631767 -0.625651 -0.648218 -0.613009 -0.609958 -0.598095 -0.601119 -0.608725 -0.603421 -0.621322 -0.586038 -0.590195 -0.581227 -0.594993 -0.59954 -0.609656 internal_weight=383.662 317.169 273.925 236.837 115.132 109.03 66.9299 42.1 29.8419 31.1196 43.2439 66.4932 60.1897 37.0879 50.7421 44.2125 15.8742 28.3383 18.1389 121.705 110.773 73.6362 65.7999 27.9601 37.1371 37.8398 37.0879 21.8088 20.9539 21.4551 internal_count=1030 819 726 647 343 316 177 139 98 115 93 211 185 79 164 137 57 80 50 304 284 201 172 84 83 88 79 53 53 59 is_linear=0 shrinkage=1 Tree=1 num_leaves=31 num_cat=0 split_feature=18 9 17 7 18 8 8 16 8 7 4 16 2 0 17 16 8 21 18 6 17 16 10 10 4 4 7 7 6 18 split_gain=41.1622 21.9568 21.3046 22.035 17.8041 23.6415 29.4934 27.0912 25.2192 24.8513 20.7056 20.6348 19.1159 25.0758 20.2341 21.3085 17.6209 21.9379 16.8967 15.4977 20.782 15.2107 19.7344 15.3169 16.2823 13.4746 11.9234 10.9881 10.766 9.69894 threshold=0.48226937939012354 1.3450426453235529 1.8287858786615938 1.2013993490601882 0.10132360788974888 0.6916942393402804 -0.09683854019735344 -0.9345177239126522 -0.1693061538586845 0.22632176964440678 0.67304757828428363 -0.39928815982141447 0.70427229020063686 -0.37748615320604789 0.22535393826855243 -0.44472163947744581 1.2286891751667761 0.0023068563943257621 -0.29759827717794024 -0.1658546999761753 0.19617682620180488 2.4084326697086458 0.15669612407754754 -0.52162706975614392 -1.9509697975499307 -1.2157789453822239 0.57832674557690866 0.037713053216601088 0.18955928840991423 -0.44783008728423207 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 21 3 4 5 6 8 27 9 19 16 -11 13 -9 15 -15 17 -7 -19 20 -1 22 23 24 -2 -26 -6 -8 -21 -16 right_child=1 -3 -4 -5 26 10 7 12 -10 11 -12 -13 -14 14 29 -17 -18 18 -20 28 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.023858212774319248 -0.025650223516937777 -0.04555583571565771 0.083535901816639974 0.057085293689110084 0.041193703790480235 -0.029697418617346361 0.037885378983052026 0.054323701620737547 -0.026530149185983412 -0.045829483725396226 -0.045472204371942014 0.021644607003306397 0.061064865905224433 -0.0078118496620171772 0.0065368803424202771 0.051136134314750635 0.047442715157754306 0.049709513191083431 -0.015308589586492817 0.060582823817912877 0.045831897501565459 0.044742069303825446 0.051563936608796962 -0.035684715530003769 0.04615383798727471 -0.00010882248868527022 0.077107282365965327 0.080866990308646913 0.030392718198863151 -0.046007136646233973 leaf_weight=7.8716672509908658 8.5547083765268273 5.6191370487213126 8.6500001549720746 38.409545630216599 32.622436508536339 10.616111367940903 7.1766662895679501 18.918510675430298 8.9886695742607099 6.7775125205516842 5.385945498943328 10.245654851198195 19.336865141987801 9.0173625349998456 6.5386043787002563 14.225419193506243 12.013329207897185 9.9559014588594401 5.632425561547282 21.070759445428848 7.5399352461099625 13.335218712687491 7.9785804897546759 8.5597484111785906 11.284778609871863 11.380650162696844 11.168442636728285 21.066462174057961 21.456201940774918 6.1218975633382779 leaf_count=31 34 25 13 80 80 43 18 41 36 30 24 30 39 32 21 32 28 23 21 43 18 32 18 36 27 39 18 33 58 27 internal_value=0.0326348 0.011194 0.0370935 0.0358065 0.0328209 0.0294822 0.0341352 0.0449414 0.0209539 0.0266477 0.00959647 -0.00521917 0.0354188 0.0263728 0.0116447 0.0282664 0.0173572 0.00356456 0.026217 0.0360106 0.0102368 0.0164136 0.00850367 -0.000132856 0.00961454 0.0229247 0.0503531 0.0699452 0.045351 -0.0188704 internal_weight=387.519 66.7128 320.806 312.156 273.747 229.956 186.352 102.402 83.9504 74.9617 43.6037 17.0232 74.1587 54.8218 35.9033 23.2428 38.2178 26.2044 15.5883 57.9386 15.4116 61.0937 47.7585 39.7799 31.2201 22.6654 43.7909 28.2431 42.527 12.6605 internal_count=1030 211 819 806 726 628 489 243 246 210 139 60 192 153 112 64 115 87 44 150 49 186 154 136 100 66 98 51 101 48 is_linear=0 shrinkage=0.03 Tree=2 num_leaves=31 num_cat=0 split_feature=18 9 17 5 16 16 18 18 8 8 16 5 14 20 17 10 5 13 16 10 10 14 17 15 8 0 14 18 5 10 split_gain=37.873 20.7926 19.229 21.3028 16.8105 15.7511 17.0057 20.1357 16.4605 17.5108 25.9557 37.3587 30.7853 16.031 15.7037 15.6757 15.4315 18.6391 14.0251 18.2474 14.5347 15.2911 13.9833 13.8057 12.4963 17.3434 12.4201 8.81923 8.50295 13.0699 threshold=0.48226937939012354 1.3450426453235529 1.8287858786615938 1.513973321756992 0.99274604806085531 -1.0954036329121635 0.10132360788974888 -0.10458696095868873 0.68448820060887006 1.0000000180025095e-35 -0.32623674483979398 -0.81824473131368003 0.061623058883032732 -0.57374502192126198 -0.44611474518398581 -0.30018085411848566 0.28869637314005564 0.12746101100303589 2.4084326697086458 0.15669612407754754 -0.52162706975614392 -1.9509697975499307 -0.70002995508439925 -0.87335019849267359 1.1431895962373033 0.53756786257741462 -1.2157789453822239 -0.23647701487313794 0.41060915293162564 -1.0446597694116593 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 18 3 4 5 15 7 8 9 10 11 -7 -13 -9 23 -1 17 -11 19 20 21 -2 -10 -14 25 -24 -23 -5 29 -8 right_child=1 -3 -4 27 -6 6 28 13 22 16 -12 12 14 -15 -16 -17 -18 -19 -20 -21 -22 26 24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.046430457994404553 -0.025083947347928567 -0.044863404435964975 0.079246082208204296 0.069669441168217702 0.066130409844725471 0.059452499755166539 0.011473736969430768 0.026994778677307332 0.033659177585870476 0.045724787353661631 0.046463740963363073 -0.039650467153922411 0.020427224989369455 -0.019057378433804964 0.040813264552397498 0.057778677832395438 0.05826017457556653 -0.0042724617634794307 0.042840516398733833 0.049275670209140608 -0.035015021260673108 0.044161047740234265 -0.038351139959699423 -0.045975917731619409 0.029750872586196332 0.031312239161049915 -0.00010556098625525475 0.03864772440046594 0.015244420629799107 0.060660399459352227 leaf_weight=1.3713712692260767 8.4864403456449455 5.5359453409910193 8.8416087031364423 19.91233529150486 12.192362621426581 10.565414994955061 5.917003482580184 11.830339848995211 14.071592986583708 19.604507401585582 26.925404071807861 13.982393503189085 6.4909135401248861 16.009175404906273 11.878315567970281 24.665922150015831 33.612337157130241 10.203595474362372 13.506600290536879 8.0967413336038572 8.4632236212492042 11.437767758965489 11.503882870078089 4.9797353595495242 6.7748417258262625 4.4646464288234702 11.380267336964611 14.079872786998747 6.8795744180679312 27.27036440372467 leaf_count=6 34 25 13 34 22 21 18 33 37 45 62 60 19 61 29 49 67 35 32 18 36 27 49 22 18 12 39 34 20 53 internal_value=0.0313689 0.0108199 0.0356119 0.0343879 0.0316762 0.0301146 0.0277381 0.0242112 0.02798 0.0327273 0.0228973 0.00964926 -0.00444592 0.000512383 0.0166361 0.05229 0.0443245 0.0286103 0.0158428 0.00822451 -0.000133548 0.00929672 0.0101537 -0.00840027 -0.00438948 -0.0188739 0.0220835 0.05682 0.0455986 0.0518909 internal_weight=390.934 66.907 324.028 315.186 281.194 269.001 242.964 202.897 175.058 138.243 74.8222 47.8968 37.3314 27.8395 23.349 26.0373 63.4204 29.8081 61.371 47.8644 39.7677 31.3045 36.815 11.4706 22.7434 15.9685 22.818 33.9922 40.0669 33.1874 internal_count=1030 211 819 806 738 716 661 570 476 360 213 151 130 94 70 55 147 80 186 154 136 100 116 41 79 61 66 68 91 71 is_linear=0 shrinkage=0.03 Tree=3 num_leaves=31 num_cat=0 split_feature=18 9 17 19 7 19 15 17 8 6 19 11 10 16 18 8 8 0 16 19 10 11 15 15 8 20 17 19 7 19 split_gain=34.9206 19.7074 17.5688 22.0619 24.1804 31.6993 24.6912 29.6588 23.6686 22.3116 18.3908 16.0605 15.2174 25.0732 14.1083 13.291 12.9983 22.9138 12.9565 22.4718 13.6638 21.7345 12.9116 24.86 14.0146 11.2373 10.2869 9.69043 16.939 9.4849 threshold=0.48226937939012354 1.3450426453235529 1.6331766267058394 -1.0021053393299104 1.2013993490601882 -0.42268069997890928 -0.073016125256129147 -0.46564423092589707 0.42316334150825025 0.24243989271471925 -0.6522015736607899 0.18921104841102573 -1.0021352899213258 -0.23376892491657378 0.27680060332069495 -0.85586822223223591 0.72197807748016729 -0.13979248878042869 2.4084326697086458 1.2166798163657184 0.15669612407754754 -0.68541694826964916 -0.51855434938022216 -0.20910061790141546 0.32469108404592706 0.39698219862559825 -0.32928216894420231 -0.49198328438151312 1.7536674860577059 0.82413585708896731 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 18 3 11 5 6 7 8 15 -9 -11 26 13 -7 16 -5 22 -18 19 20 21 29 -14 24 -24 -21 -1 -6 -29 -2 right_child=1 -3 -4 4 27 12 -8 9 -10 10 -12 -13 14 -15 -16 -17 17 -19 -20 25 -22 -23 23 -25 -26 -27 -28 28 -30 -31 leaf_value=0.012943854173670586 0.0099983812807212559 -0.044211623603128622 0.064002277307575781 0.0077632993059225091 0.069106935588735513 0.04881555301804117 -0.036171678136913882 0.044187636627470113 0.026788792393544574 0.027241495810003125 -0.033809367125642635 0.066646784009830831 0.05841752308322639 -0.026858697193327244 0.064900088723855331 -0.045664755741943265 0.035378255873088467 -0.025283466261379763 0.041078517124980791 -0.037479638321699683 0.059081382721531954 -0.032731426831633076 -0.020883466079332141 0.04660595689534263 0.036826927868950116 0.014070230312681764 0.060488336511539779 0.0079589524705331715 0.061186890076864918 0.055227608275044415 leaf_weight=11.443308964371683 9.2162036597728783 5.4503255337476721 16.919543847441673 6.3387873172760036 16.110465705394745 7.2120754718780509 8.6099270880222303 35.945681661367416 11.73969431221485 11.588581264019014 7.1997760832309714 27.02620005607605 25.239088878035545 8.686925068497656 16.024619057774544 12.36413097381592 17.841513395309452 8.1706151962280256 13.660926982760428 11.132582619786264 7.2802502065896979 6.9026181399822262 9.8640278875827807 34.021903365850449 6.147387981414794 5.7827497571706763 6.3787330389022818 9.3830429166555422 12.615246996283529 7.6255792379379264 leaf_count=34 29 25 30 20 26 16 36 83 32 31 30 46 49 34 28 55 45 32 32 48 14 29 37 76 15 18 12 29 23 16 internal_value=0.0301883 0.0104667 0.0342338 0.0326088 0.0293168 0.0256044 0.0122436 0.0171376 -0.0065994 0.0303399 0.00384655 0.0520682 0.0350112 0.00746852 0.0387441 -0.0275569 0.0346059 0.0163239 0.0153046 0.00796003 0.0231263 0.0121021 0.0409237 0.032099 0.00127374 -0.0198566 0.0299606 0.0514294 0.0384833 0.0304772 internal_weight=393.923 67.0512 326.871 309.952 265.103 226.995 93.7866 85.1767 30.4426 54.734 18.7884 44.8482 133.208 15.899 117.309 18.7029 101.285 26.0121 61.6009 47.94 31.0247 23.7444 75.2724 50.0333 16.0114 16.9153 17.822 38.1088 21.9983 16.8418 internal_count=1030 211 819 789 697 619 287 251 107 144 61 92 332 50 282 75 254 77 186 154 88 74 177 128 52 66 46 78 52 45 is_linear=0 shrinkage=0.03 Tree=4 num_leaves=31 num_cat=0 split_feature=18 17 19 7 19 4 8 8 19 19 11 17 11 2 8 17 16 20 17 11 4 21 16 19 10 19 20 18 18 18 split_gain=32.2671 16.4291 18.3065 22.315 31.5277 27.5498 16.405 39.425 32.5472 24.2745 13.9183 13.0252 12.1225 11.7372 15.481 10.8516 12.7551 10.6913 9.4505 9.28947 9.79317 9.61664 9.90761 9.08333 8.90368 8.42241 16.6492 7.52599 11.2428 14.1998 threshold=0.48226937939012354 1.8287858786615938 -1.0021053393299104 1.2013993490601882 -0.35963848798632625 1.0173240378165211 -0.083256386245417077 -0.89543512201362707 -0.65764217295137406 -0.47083466745117813 0.18921104841102573 1.8855830858305562 0.42250727852723236 -0.42816173251059569 -0.62147926903137984 1.1534202416186021 0.99274604806085531 0.17561519692591951 -0.32928216894420231 -1.2876439444702825 -1.9509697975499307 1.0000000180025095e-35 2.4084326697086458 1.8149321245245538 0.18219766971362542 -0.27885701558803122 -0.37583608348186653 -0.48840383273933657 0.10132360788974888 -0.10458696095868873 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 10 4 5 6 7 -4 24 -10 18 12 19 -9 -15 16 27 -11 -1 20 -2 -21 23 -23 -8 -5 -27 -6 29 -29 right_child=11 -3 3 25 15 -7 8 13 9 17 -12 -13 -14 14 -16 -17 -18 -19 -20 21 -22 22 -24 -25 -26 26 -28 28 -30 -31 leaf_value=0.0125133893618691 -0.023506940860821977 0.072674639517567155 0.050622248917681259 0.063633401402068218 0.046749480556655634 -0.045261173085044668 0.028778631161715321 0.015577597094838596 -0.030433681333863712 0.0078998775955529399 0.062778335108877481 -0.031289800254323041 -0.021903807912275107 0.0068140151411340165 -0.045250946841217075 0.05953858256153001 0.060958229485853374 0.056064774373372088 0.057855603424689629 0.0021358448855990351 0.027930244908753021 0.037765667682139674 0.058787639410234273 -0.0058950506493021752 0.060353280058824045 0.057141536069437365 -0.00036126527225391602 0.028374312536911115 0.040116670926464162 -0.0044526936029825335 leaf_weight=11.481263101100923 7.9801408052444458 9.1099350452423078 11.404856383800505 19.777319177985191 17.248275637626648 6.6867444962263098 13.532139137387274 8.3367842137813586 11.239306449890135 11.075932621955877 27.644988045096397 6.2017080634832373 7.3075620085000983 8.1095119565725344 14.035726472735403 15.1707716435194 12.521290913224218 6.6308777481317511 6.4675107896327964 10.620854392647741 5.7184171080589277 12.202621623873716 10.508033290505407 6.6123629659414283 19.796217188239098 12.22226929664612 7.201924815773963 32.921773180365562 28.201205149292946 18.536904230713844 leaf_count=34 32 13 24 33 37 30 35 25 46 35 47 26 29 26 63 28 22 13 12 35 15 30 20 24 36 23 23 86 64 64 internal_value=0.0290839 0.0329482 0.0318181 0.0288957 0.0254064 0.0137674 0.0175568 0.00303997 0.0273211 0.00404903 0.0494225 0.0101308 0.0143454 -0.0147629 -0.0261849 0.0357608 0.0324643 0.0259368 0.0288516 0.0192835 -0.00203466 0.0265945 0.0354535 0.0224215 0.0475332 0.0498526 0.0358212 0.0287827 0.0248925 0.0165491 internal_weight=396.505 329.354 320.244 274.65 235.448 110.848 104.161 41.8869 62.2745 28.9461 45.5938 67.1517 60.95 30.482 22.1452 124.6 109.429 17.7068 17.9488 53.6424 13.6986 39.9439 29.323 18.815 33.3284 39.2015 19.4242 96.9082 79.6599 51.4587 internal_count=1030 819 806 713 634 333 303 138 165 94 93 211 185 114 89 301 273 48 46 156 47 109 74 54 71 79 46 251 214 150 is_linear=0 shrinkage=0.03 Tree=5 num_leaves=31 num_cat=0 split_feature=18 18 9 7 8 8 14 8 17 1 8 0 16 3 7 9 0 1 17 2 5 18 17 16 6 16 8 7 14 7 split_gain=38.4056 16.4213 19.0532 18.1764 17.582 16.7966 17.5451 15.6392 15.6073 13.8623 20.7137 14.975 14.2375 12.5752 12.1973 15.6753 15.3736 16.3407 11.3688 11.9981 11.3389 13.0593 10.4412 10.2011 9.12081 8.88018 7.99575 17.7582 8.41514 7.20569 threshold=2.5197101719563828 -0.10458696095868873 1.4416416897927518 1.7112384280232285 0.6916942393402804 0.27358016079011477 -0.72650828442226445 1.0659099260399765 0.34027114163613198 -0.054142732243535614 -0.47664295313694477 0.13427561018073897 -0.34000019187643521 0.29321168544923093 0.50124995671603367 0.39060854002866308 0.49450959602236982 0.080750859509437098 -0.0985237471429527 -0.73880522429994111 0.30230925057965707 -0.33968938223770395 1.235624879262575 0.57469134716998316 -0.64231940299104517 -0.47176658687529954 -0.051110152289157912 0.037713053216601088 -0.12822554564027178 0.19492993076280177 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 14 4 5 8 -7 25 9 26 13 -12 -13 -11 16 -16 17 18 19 -3 21 29 23 -18 -10 -6 27 28 -1 -8 right_child=-2 2 -4 -5 7 6 20 -9 24 10 11 12 -14 -15 15 -17 22 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.024340947990072789 -0.023976487863541729 0.019990346572219087 -0.023522059010680236 0.071577927054226012 -0.021494742504809847 -0.047236132434552297 0.0016239029730991267 0.033968369560369631 -0.04610951599729235 0.055990425996857919 -0.036412479891721382 -0.011191180305978238 0.04716100056725224 0.0088811391903995552 0.053310492838885226 0.012636101027311192 -0.037467730536487304 0.046097391106847255 0.02600250653992835 -0.034193121373303062 0.062644133012952144 0.06658442033120178 0.029289106968270771 0.010481825506071312 0.05030240433776928 0.016383020085089871 0.054365562965890693 -0.0077788343587911098 0.062373738441789922 0.043456672364069603 leaf_weight=10.876505717635157 11.833668962121008 7.7063976526260376 7.604403927922248 11.964238345623015 10.226117223501207 1.6201757043600071 8.599041089415552 23.999242037534714 0.9055221825838079 11.523135453462599 8.9997361153364235 9.4139503389596886 6.2694957107305553 9.1484127044677717 25.320208698511124 12.857547253370283 8.5636508464813286 24.694424614310265 31.792727589607239 7.0363358408212644 39.077654093503952 8.2487445026636106 6.782221943140029 7.4820797294378272 35.679924458265305 12.235743865370749 15.009947434067724 8.9739998728036863 10.095965623855593 6.512386977672576 leaf_count=30 47 22 30 17 39 7 27 58 4 22 38 33 13 28 50 38 35 54 86 29 66 14 18 23 73 36 29 32 18 14 internal_value=0.0292656 0.0308844 0.0226555 0.0354987 0.0336806 0.0377076 0.0502305 0.0171297 0.031386 0.0246895 0.0129877 -0.00556574 0.0121352 0.0351417 0.025311 0.0396121 0.0195062 0.0263723 0.0159051 -0.00587006 0.0527596 0.0362244 -0.00191824 -0.015109 0.0479161 -0.00086143 0.036495 0.0275378 0.0426496 0.0196521 internal_weight=401.054 389.22 139.84 249.38 237.416 190.955 64.058 46.4611 126.897 90.3111 45.3547 24.6832 15.6834 20.6715 132.236 38.1778 94.0578 71.2299 46.5355 14.7427 62.4378 23.3602 22.828 16.0457 36.5854 22.4619 44.9564 29.9465 20.9725 15.1114 internal_count=1030 983 385 598 581 448 128 133 320 243 134 84 46 50 355 88 267 191 137 51 121 55 76 58 77 75 109 80 48 41 is_linear=0 shrinkage=0.03 Tree=6 num_leaves=31 num_cat=0 split_feature=15 3 8 5 6 5 7 6 20 7 8 7 4 6 5 3 19 8 19 7 15 20 8 6 17 7 6 8 8 20 split_gain=29.7755 31.6429 14.7583 23.7965 18.9212 17.5511 14.3602 20.0428 13.4274 12.8685 17.566 20.965 12.7038 12.4051 13.2482 11.2339 9.90809 18.364 9.57674 12.3654 19.5032 10.4339 11.8663 9.08437 8.96778 8.91983 13.9112 11.8007 26.0704 11.8053 threshold=0.35176755446253821 0.60223110255429912 -0.051110152289157912 0.50925020795500398 -0.3592268371008529 -0.76184800147062026 0.057203065059202855 0.4719015783160137 1.4660837897790553 0.48892187492940586 0.66921041554542249 0.11538207537007845 -0.16242346950291289 0.20688238238417408 -0.42008983834911012 1.0619286357469289 1.2869003630961695 -1.0076298834371546 -0.7200659784555451 1.7112384280232285 0.089645134189433415 -0.48592202066115525 0.97246870520892348 0.087571505546210224 0.084476189694382489 0.037713053216601088 -0.20607308066367572 0.089793483249922743 0.45623579972138645 0.41638769188437902 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 8 3 4 5 -1 13 23 16 10 25 24 -13 -6 -15 18 -2 -18 -11 20 21 -20 -23 -8 -12 27 -27 -4 29 -29 right_child=1 -3 9 -5 6 -7 7 -9 -10 15 11 12 -14 14 -16 -17 17 -19 19 -21 -22 22 -24 -25 -26 26 -28 28 -30 -31 leaf_value=0.029237372310597979 0.033808765287275694 -0.031873487297586531 0.052522970413302186 -0.033092899849712407 0.053396989512146074 -0.023560817664407388 0.0087876624199731655 0.039934196277761701 -0.01585870686431708 0.061958909890600378 0.048106031646792446 0.010561578931579359 -0.046710854570673047 0.0027415687152867623 0.049113990060044299 0.01820382445208521 0.033290207373733671 -0.02595826003567504 -0.0019279775375054572 0.067032325832950657 0.065455430239491852 0.048636473465105808 0.0012576019081688011 -0.045721912997625881 0.0044268015940572992 -0.017563043838043 0.051912753653068321 0.0083722175610060259 0.050557237006092499 -0.047829102062338917 leaf_weight=11.205293327569963 38.723154515028 12.612859278917311 11.845358565449713 6.3572036623954764 33.664438262581825 11.463362917304037 6.2524163872003573 12.662249729037283 8.236485153436659 30.379117712378502 11.651844635605814 7.3643457591533643 6.6181447356939316 11.799980148673059 10.459672361612318 12.77920190989971 10.784468963742258 8.3563777059316617 11.106890752911559 13.015912115573881 12.739570483565329 15.116872206330308 6.942614644765853 4.9144514352083206 6.6417341679334632 2.7837747037410727 38.011463910341263 12.076257511973386 12.071669250726698 4.6624805033206931 leaf_count=29 94 53 23 26 66 45 20 29 30 49 25 22 29 37 21 35 28 33 36 19 21 32 22 22 21 10 73 36 24 20 internal_value=0.0282238 0.0116708 0.032238 0.0232278 0.0267236 0.00253774 0.033598 0.0140963 0.0199796 0.0367797 0.0298392 0.0111093 -0.0165464 0.0419076 0.0245317 0.044512 0.0250809 0.00742392 0.0482768 0.0412226 0.0339046 0.0217856 0.0337253 -0.0152016 0.0322477 0.0372611 0.0471719 0.0273163 0.0169527 -0.00728234 internal_weight=403.3 78.7133 324.586 108.779 102.422 22.6687 79.7532 23.8291 66.1005 215.807 113.727 32.2761 13.9825 55.9241 22.2597 102.08 57.864 19.1408 89.301 58.9219 45.9059 33.1664 22.0595 11.1669 18.2936 81.451 40.7952 40.6558 28.8104 16.7387 internal_count=1030 238 792 295 269 74 195 71 185 497 283 97 51 124 58 214 155 61 179 130 111 90 54 42 46 186 83 103 80 56 is_linear=0 shrinkage=0.03 Tree=7 num_leaves=31 num_cat=0 split_feature=15 3 8 7 6 4 6 20 7 8 7 11 3 20 19 8 1 21 19 7 15 11 10 10 19 19 17 10 19 8 split_gain=27.6737 29.8189 13.693 15.6254 23.4438 18.597 12.7178 12.5506 11.9233 16.3033 19.6098 13.5577 10.4073 9.74918 9.18999 17.2139 9.08239 11.2707 8.88045 11.5105 17.9674 9.06419 12.6061 8.81924 14.3909 8.59453 8.27638 7.17108 6.09106 5.83173 threshold=0.35176755446253821 0.60223110255429912 -0.051110152289157912 0.057203065059202855 -0.3592268371008529 -0.94407350743456031 0.20688238238417408 1.4660837897790553 0.48892187492940586 0.66921041554542249 0.11538207537007845 -0.11686208566949492 1.0619286357469289 -0.39032573306275437 1.2869003630961695 -1.0076298834371546 0.14040510051897828 0.0023068563943257621 -0.7200659784555451 1.7112384280232285 0.089645134189433415 0.97952524305306932 1.0317823752342206 -0.091164001494469585 -0.46202439156691305 -0.4053162570872994 0.084476189694382489 0.54498688407842966 0.17881775274732001 0.23748426458715891 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 7 3 4 5 -1 -6 14 9 23 26 -12 18 -8 28 -16 17 -5 -10 20 21 -20 -23 24 -4 -18 -11 -25 -2 -30 right_child=1 -3 8 16 6 -7 13 -9 12 10 11 -13 -14 -15 15 -17 25 -19 19 -21 -22 22 -24 27 -26 -27 -28 -29 29 -31 leaf_value=0.030072175275393669 0.015900406643210942 -0.031246279667639269 -0.0062945421018710673 -0.045291727954189315 0.051240171032071895 -0.028505576667669962 0.038448184602444521 -0.015450271465183752 0.059591307681794971 0.046153605386712863 0.012837543952765224 -0.04641223828976819 0.017589936369721886 -0.0015120937295269718 0.032000179145980849 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85 34 15 21 33 46 12 internal_value=0.027243 0.011295 0.0310972 0.0224333 0.0298774 0.0015151 0.0396197 0.019294 0.0354559 0.0287891 0.0107506 -0.0161386 0.0428697 0.0222897 0.0241913 0.00718499 0.00513795 -0.0102982 0.0464741 0.0397017 0.0326616 0.0210279 0.00220594 0.0359047 0.0213127 0.0212499 0.0310476 0.04254 0.0325502 0.0409905 internal_weight=405.205 78.8663 326.339 109.227 76.3604 19.5232 56.8372 66.3842 217.112 114.316 32.3376 13.9099 102.796 22.8139 58.1831 19.1738 32.8666 16.7853 89.9685 59.3341 46.2151 33.3249 13.6176 81.9781 25.6251 16.0813 18.4277 56.3531 39.0092 25.8866 internal_count=1030 238 792 295 190 64 126 185 497 283 97 51 214 60 155 61 105 61 179 130 111 90 43 186 68 44 46 118 94 58 is_linear=0 shrinkage=0.03 Tree=8 num_leaves=31 num_cat=0 split_feature=18 18 15 4 17 17 16 18 18 16 7 7 5 16 4 7 17 16 20 8 20 5 7 17 7 5 4 6 5 15 split_gain=32.3406 13.7634 15.4232 14.9704 11.154 10.645 13.6365 10.8193 13.3502 33.3509 15.3718 17.0777 12.3514 11.621 13.701 8.54449 8.15452 12.6493 12.1401 7.97936 7.75874 14.6282 13.2309 9.71684 11.869 10.9956 7.06208 6.87808 6.45342 9.13181 threshold=2.5197101719563828 -0.82088753139414139 -0.87769920987895345 1.0000000180025095e-35 -0.65242692159215887 1.365623717136446 0.54099241586172286 -0.10458696095868873 0.10132360788974888 0.52406429547887123 0.50124995671603367 1.2562876515003372 0.22542321116360445 -0.51652320912672178 0.77126367193146883 -0.35614069321033287 0.28113050429347991 -0.77780435852016327 0.40458463481259072 -0.39613563285027281 -0.61398209187014696 1.6493438450072448 -0.01440566618603575 -0.24707055725358359 0.81209824433339095 0.15172004378072559 -0.14854764864801115 0.39867646455224814 0.67900753245481116 -0.76245652445906897 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 4 26 7 19 13 9 15 12 -12 -10 14 16 -9 17 -4 -19 -7 21 22 -15 -22 25 -25 -1 28 29 -5 right_child=-2 2 5 27 -6 6 -8 8 10 -11 11 -13 -14 20 -16 -17 -18 18 -20 -21 23 -23 -24 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.021763163306379237 -0.022984565420281867 -0.012093956597392964 0.032517347314930195 0.04220191539393324 0.044383433542771959 0.012467956720264397 0.012059663703265158 0.0050254490518654351 0.018289927929718335 0.059581292908622699 0.059738472685748528 0.010508069745807931 -0.030845862874601383 0.025933821957333791 -0.022433035833802999 -0.033917197647083556 0.037386301937017481 -0.035220039092624257 0.023188625199912202 0.056400792260520763 0.053016646220560626 0.058043914344667609 -0.024166510637893743 0.03113511081795646 0.053552607951550375 -0.01300888243775593 0.023447277246913811 0.064654521993519801 0.060374050347458574 0.0024608684676001281 leaf_weight=6.6618220806121826 11.63200096786022 9.7811471819877607 13.799653261899948 24.839516192674637 8.1920091956853849 4.317102104425433 11.44757132232189 8.2159046828746849 51.617588117718697 6.2820516228675833 16.998923331499103 10.115359783172606 5.0552335530519477 14.736079305410389 6.6207291036844245 13.246453896164892 21.419493541121483 7.0755981206893921 5.8510320484638214 26.935916066169739 31.604191288352013 7.6488749235868445 6.9964445084333429 17.151705428957943 13.011447727680205 7.2143447846174231 5.8315523564815539 14.688948616385458 11.22782191634178 6.5829032808542278 leaf_count=25 47 35 34 52 17 13 34 26 144 11 28 30 20 37 25 54 47 29 15 46 59 12 26 42 23 25 15 22 17 20 internal_value=0.0263179 0.0277691 0.0249921 0.0390568 0.0171784 0.0261723 0.0400717 0.0239298 0.0168224 -0.0012147 0.0227951 0.0413724 0.013907 0.0291064 0.0180306 -0.0190097 0.023595 0.0125421 -0.00878229 0.0503322 0.0352731 0.0223629 0.00980481 0.0407719 0.0304185 0.0180649 -0.000660214 0.0469496 0.0408519 0.0338763 internal_weight=406.799 395.167 317.143 78.0246 20.6854 307.362 42.7006 264.661 111.532 27.7444 83.7871 27.1143 56.6728 153.13 54.7665 21.4624 48.1458 26.7263 12.9266 31.253 98.3631 29.3814 21.7325 68.9817 37.3775 24.3661 12.4934 57.3392 42.6502 31.4224 internal_count=1030 983 815 168 57 780 93 687 313 91 222 58 164 374 150 80 125 78 44 59 224 75 63 149 90 67 40 111 89 72 is_linear=0 shrinkage=0.03 Tree=9 num_leaves=31 num_cat=0 split_feature=15 3 8 20 16 8 22 20 9 7 7 8 11 15 3 3 16 8 3 11 10 16 0 8 8 7 15 11 22 6 split_gain=24.5439 27.6329 12.2903 14.6959 14.0017 17.3743 18.0701 11.6547 10.9158 13.6442 10.6181 14.7693 20.9446 11.9536 9.63253 9.38976 9.22856 11.2165 8.64584 8.61198 7.75593 10.3808 7.91006 7.57097 8.87556 9.67992 12.175 8.03011 7.18999 5.66837 threshold=0.35176755446253821 0.60223110255429912 -0.051110152289157912 0.81317179923752569 -0.32387374630818677 -0.39613563285027281 -0.69463471431099721 1.4660837897790553 -0.19702575396744057 -0.64214568172837483 0.48892187492940586 0.72197807748016729 -0.11686208566949492 -0.40306784000760498 0.46355758322549911 1.0619286357469289 0.57469134716998316 -0.66661563036715255 0.12746101100303589 0.96681506751909463 -0.091164001494469585 -0.41818355608571839 0.56633399703211873 0.15745796672013221 0.52014048402680313 1.7112384280232285 0.089645134189433415 0.97952524305306932 -0.69463471431099721 -0.12701444305133022 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 7 3 4 5 6 -1 16 9 -6 11 20 13 -13 -10 23 -2 -18 -8 -7 21 -4 -22 -12 -25 26 27 -26 -19 -5 right_child=1 -3 10 29 8 19 18 -9 14 -11 15 12 -14 -15 -16 -17 17 28 -20 -21 22 -23 -24 24 25 -27 -28 -29 -30 -31 leaf_value=-0.025352362852519749 0.036167328587739384 -0.030761619769555697 -0.0026844424162512262 0.022743964530842025 0.030790084466868744 -0.044957094881913066 0.042230901343045628 -0.015461024141751822 0.051292033755129716 -0.031275608513236339 0.018473937215634541 0.044419681935798469 -0.034749301642509181 -0.0040821095374189396 0.017314850738492767 0.016181046216156215 0.028154028168583051 0.016035515734245817 0.0069967204571794797 0.0065918906594812868 0.04491238946144277 0.03445792168516542 0.019497327776468405 0.06159000136877045 0.033656859225106112 0.060967577487662482 0.059031872359515805 0.0010141676525990246 -0.025908293978323685 0.0560197490912119 leaf_weight=7.5606586188077918 25.814241126179695 12.361339271068571 11.186136946082117 7.1785491853952434 7.6030476242303848 7.93459904193878 14.896279975771906 8.1883543431758863 18.397567287087444 5.4893324673175794 9.6976702362298948 10.971180990338329 7.6214509159326544 7.8422594517469415 12.688671857118605 12.908815607428549 17.949319243431088 6.6744695156812623 10.821059703826903 4.6122851818799973 45.973573863506317 17.163020759820938 14.496894881129263 24.535844594240189 20.271627053618435 14.659274920821188 11.440596520900725 10.192907124757765 8.1935289204120689 12.862712875008581 leaf_count=29 58 53 36 19 19 36 32 30 34 22 25 23 32 26 34 35 46 19 33 14 90 39 37 37 46 21 18 32 32 23 internal_value=0.025438 0.0104428 0.0290469 0.0208679 0.0156946 0.00407643 0.015419 0.0180654 0.0277457 0.00476737 0.0331575 0.0268908 0.00720575 0.024202 0.0374233 0.0401219 0.0227476 0.0121915 0.0274054 -0.0260075 0.0327496 0.0198021 0.0388195 0.0435256 0.0465212 0.0399848 0.0326446 0.0227352 -0.00707908 0.0441007 internal_weight=408.187 79.1813 329.006 110.045 90.0035 45.8249 33.278 66.8199 44.1786 13.0924 218.961 115.255 26.4349 18.8134 31.0862 103.707 58.6316 32.8173 25.7173 12.5469 88.8196 28.3492 60.4705 90.7979 81.1003 56.5644 41.9051 30.4645 14.868 20.0413 internal_count=1030 238 792 295 253 144 94 185 109 41 497 283 81 49 68 214 155 97 65 50 202 75 127 179 154 117 96 78 51 42 is_linear=0 shrinkage=0.03 Tree=10 num_leaves=31 num_cat=0 split_feature=6 18 8 2 9 16 5 15 18 10 4 16 10 10 2 15 5 5 9 15 15 4 20 16 8 16 16 6 4 4 split_gain=26.2403 29.4554 20.5178 19.1275 14.7586 12.9225 13.1192 12.1661 15.1914 12.8603 12.5984 13.6194 12.1015 20.9499 13.8033 11.2836 10.2568 11.9556 9.72189 8.15963 7.23457 6.92934 6.38474 5.8896 9.94476 9.79063 10.9593 8.62602 5.81477 10.4709 threshold=-0.35315514315742752 0.6915865790795811 1.1431895962373033 0.67795629613609898 0.95215491784123796 1.7156846894645927 -0.33130431444361313 -0.22596384307861306 -0.82088753139414139 0.57754079612028186 0.56532440055184241 -0.55647519764026798 0.070027951316951539 -0.45034896138544006 -0.2895730102748304 -0.082400674958812412 -0.96496990441694142 -1.5619126111158879 0.69068621423304422 -0.76245652445906897 -0.024490767809433611 -0.15367972744732109 -0.28228461842837921 -0.26867970000475233 -1.0626530611312974 -0.02382996640876113 -0.16396033569706223 -0.1658546999761753 0.034915448516817126 0.47938347178069945 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 7 3 5 -3 6 15 8 9 19 12 -12 13 -10 -15 22 17 -17 -13 -2 -8 -5 -1 24 -9 26 -25 -27 -14 -30 right_child=1 4 -4 21 -6 -7 20 23 10 -11 11 18 28 14 -16 16 -18 -19 -20 -21 -22 -23 -24 25 -26 27 -28 -29 29 -31 leaf_value=0.0042515381017369973 0.034626447818387994 0.011384189433466462 0.057815395369236716 0.018475149136023175 -0.04361310357492381 0.03380114713441007 -0.039797960021518711 -0.049060174284752754 0.042968582565007483 0.058321924055470847 -0.02370554448441712 0.036367635252916412 0.052281356663015054 0.014975180428091794 -0.038905453857727437 -0.02460069191195895 -0.037206552870832021 0.024287417431886935 -0.004907118186371141 0.0021875627240076521 -0.0015778870169047624 0.055716639484690987 0.036251012763057214 0.036486602103941154 0.049303397746858824 -0.013411096109482547 -0.0064947577587709717 0.045824208250543334 0.016854665355092453 0.054230658409670021 leaf_weight=11.482009410858156 41.511662930250168 13.301056504249575 7.7779754847288123 10.301549136638643 6.5559112131595603 9.279659762978552 11.662342980504038 0.94471538066863914 10.896380051970484 18.73708014190197 11.045346319675447 11.263420373201372 13.189625009894369 9.1573117375373858 8.0329588949680311 7.8729233443737039 8.0745346993207985 10.514697328209877 9.4409566670656186 8.3891627937555295 7.2147562503814688 7.9796094745397559 10.97647094726562 11.619771629571916 44.452894404530525 2.3604850172996512 9.8776536881923658 35.302245229482651 21.571479633450512 9.8154243081808072 leaf_count=36 92 41 13 29 31 22 49 4 22 28 43 23 24 25 32 31 33 27 30 26 23 14 25 25 82 8 32 70 58 18 internal_value=0.0240031 0.0285241 0.0109635 0.00714205 -0.00677354 0.000598566 -0.00394596 0.0310489 0.0261672 0.0371302 0.0189605 0.00319562 0.0258488 0.0104252 -0.0102031 0.00425167 -0.00902157 0.00335527 0.0175468 0.0291729 -0.0251904 0.0347308 0.0198911 0.0391285 0.0472565 0.0328913 0.0167375 0.0421117 0.0355669 0.028543 internal_weight=400.602 297.466 103.137 95.3586 19.857 77.0774 67.7977 277.609 173.051 68.6379 104.413 31.7497 72.6632 28.0867 17.1903 48.9206 26.4622 18.3876 20.7044 49.9008 18.8771 18.2812 22.4585 104.558 45.3976 59.1602 21.4974 37.6627 44.5765 31.3869 internal_count=1016 714 302 289 72 246 224 642 421 146 275 96 179 79 57 152 91 58 53 118 72 43 61 221 86 135 57 78 100 76 is_linear=0 shrinkage=0.03 Tree=11 num_leaves=31 num_cat=0 split_feature=14 19 8 15 20 15 7 10 19 5 20 17 5 14 15 17 12 0 10 1 3 3 7 17 11 3 17 19 17 10 split_gain=20.7385 21.5649 16.2884 14.0682 13.764 11.4388 11.0729 19.5805 13.7717 19.183 9.93206 13.2649 11.8074 8.37751 8.28843 14.2143 10.6242 7.86774 12.1587 9.00027 12.5977 9.17716 8.60669 7.13099 7.03443 6.87153 10.5137 8.00638 7.66212 8.01391 threshold=-0.58111182904677106 1.0042224604094185 -0.59676031707380472 -0.22596384307861306 1.5303270070291088 2.498759976487233 1.7849721722799889 1.1547926825303474 -0.68693147536007249 0.28869637314005564 -0.41598940707556559 0.29054803839865345 -0.40968747066830685 0.59581540760056528 -0.94564778263652671 0.35881801390511553 1.0000000180025095e-35 -0.30246523203375941 0.082949760728173602 0.068147542349309712 0.74312435441392466 0.09420440199443654 0.077004917039967105 -0.15335065990715138 0.35286733709608825 1.0460012434848915 0.75070542050641786 -0.029016483635248398 0.86387921217886698 0.57754079612028186 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 3 13 6 5 10 7 8 9 14 11 23 -12 -3 -2 16 -16 18 -10 22 21 -21 -19 -1 -23 28 27 -27 29 -5 right_child=1 2 -4 25 -6 -7 -8 -9 17 -11 12 -13 -14 -15 15 -17 -18 19 -20 20 -22 24 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.0054714040472493919 0.034529893710928003 0.033270756271661366 -0.044603684736885842 0.022517584311572154 -0.026713994841537768 0.047472157930558208 0.059752105620913945 -0.025959531602510532 0.0086758622360024237 0.0475622205280491 0.027023402519440048 -0.037055859260984272 -0.014934777020472115 -0.014920543756307494 0.012988871452701979 0.034548045631929918 -0.036897215756537857 0.013551898032183292 0.049880807423958756 0.0024372573713060419 -0.021605927113278578 0.051750572310021704 -0.029033312315247032 0.035468822899197963 0.017434589365256221 0.048696149176945681 -0.015455522261446825 0.0081648748415740682 0.049074280849166478 0.04636526598791528 leaf_weight=10.096680775284769 17.984622076153755 8.3047815114259738 6.082744598388671 31.156325623393059 8.4374323040246946 8.0569992810487729 7.2013661265373221 7.4002133607864371 13.116768896579744 39.812604114413261 31.309759035706517 8.0370628237724286 7.4778753519058254 5.3302563130855551 8.2036980986595172 10.758978843688963 7.2268807888030997 7.9946451783180263 12.671470329165457 11.310799479484556 6.4207909107208243 11.55939355492592 9.1712401956319791 6.1683233082294491 10.050853013992308 11.104745283722881 5.2506224215030661 7.2500061392784128 45.169814884662628 21.388329103589058 leaf_count=34 41 20 28 78 33 17 10 28 38 70 78 33 26 20 23 23 29 22 24 34 24 21 36 15 27 21 19 21 83 40 internal_value=0.0232275 0.0266176 -0.00378018 0.0286009 0.00951473 0.0138112 0.0232999 0.0217885 0.0239135 0.0324597 0.00951242 -0.00552546 0.0189343 0.0144316 0.0188484 0.00807981 -0.0103752 0.0151917 0.0289226 0.00892531 0.0168339 0.0243311 -0.00920016 0.0100547 0.0357903 0.0365045 0.0219782 0.0326866 0.0400137 0.0322248 internal_weight=401.506 321.922 19.7178 302.204 79.5841 71.1467 180.884 173.683 166.283 83.9868 63.0897 24.3021 38.7876 13.635 44.1742 26.1896 15.4306 82.296 25.7882 56.5077 39.3418 32.921 17.1659 16.265 21.6102 121.32 23.6054 18.3548 97.7145 52.5447 internal_count=1016 780 68 712 236 203 450 440 412 186 186 82 104 40 116 75 52 226 62 164 106 82 58 49 48 262 61 42 201 118 is_linear=0 shrinkage=0.03 Tree=12 num_leaves=31 num_cat=0 split_feature=6 18 8 2 17 4 1 4 3 1 20 20 1 2 4 4 18 19 21 5 5 6 8 2 8 1 0 19 17 3 split_gain=23.4741 26.2589 18.6381 17.3065 12.4375 11.7295 10.6499 10.3869 15.4732 10.1136 9.1281 9.38912 7.82634 7.33589 7.11112 9.03612 6.80596 13.7182 15.1765 9.22119 6.87983 9.02026 6.8505 6.64684 8.53643 6.22128 6.8376 5.20313 4.96136 5.85498 threshold=-0.35315514315742752 0.6915865790795811 1.1431895962373033 0.67795629613609898 0.34027114163613198 -0.16242346950291289 0.74734157994835571 -0.94407350743456031 -0.64502287966672656 0.52447429496852804 0.23788961228369981 -0.35179964245262968 1.1442556937680333 0.26436105482852817 -1.9509697975499307 -1.6256719487675559 -0.82088753139414139 -0.36391618535070364 1.0000000180025095e-35 0.59967872073021511 -0.17988333658315053 0.075877118049828454 0.15745796672013221 -0.11130686150230669 0.52014048402680313 -0.21735196353178274 -0.35851889804074183 -0.099888969069565056 0.4517984822579223 -0.072211804036651506 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 4 3 6 9 -3 7 8 14 16 11 -11 -5 23 -1 -16 19 18 -18 20 -2 -22 -20 24 -9 26 -19 -27 -6 -30 right_child=1 5 -4 12 28 -7 -8 13 -10 10 -12 -13 -14 -15 15 -17 17 25 22 -21 21 -23 -24 -25 -26 27 -28 -29 29 -31 leaf_value=-0.032178671683176861 0.045446613986656677 0.017917635382745812 0.054633629298033948 0.048615510813666586 0.053156001661894554 -0.028384790990231001 0.031953649193500265 -0.033710410690953062 0.04045306132058963 0.013002969257362947 0.024396036804982178 -0.035847754105734049 0.0087273308587445374 -0.046639856439571657 0.030754113906395666 -0.011744310471547274 -0.027230363463458605 0.032228540422455605 -1.0055516068280111e-05 0.055562862232596759 0.0018286483656739178 0.036889142616140763 0.031126864779829247 0.01050071271820003 0.010673228337305836 0.018868101533103671 0.00058865917178946682 0.045716656819253514 0.047360330108454682 0.029552176397839417 leaf_weight=6.2509914934635153 13.975945785641668 9.275845795869829 7.8394457399845114 11.046519413590433 15.956193059682844 10.495289549231527 8.4978708773851377 12.601796314120294 9.5237975120544416 7.9827368855476379 15.783707872033117 6.3639111369848269 7.3877761811017981 5.6609296798706046 7.3488646447658565 11.626496598124506 8.4217354804277402 16.124352544546131 10.439939424395563 15.628341048955916 13.163208395242693 13.254233673214911 16.270054742693901 9.9547543227672595 5.6480764001607886 8.4948769062757474 9.9346307516098005 27.611993059515953 23.613148435950279 56.075206637382507 leaf_count=26 27 27 13 21 27 45 21 51 21 22 39 25 22 25 17 40 33 36 33 23 40 28 37 29 16 22 30 52 43 125 internal_value=0.0224864 0.0267489 0.0101647 0.00651616 0.0291157 -0.0066615 0.000273588 -0.0036499 0.00787279 0.0245428 0.00865331 -0.00866632 0.0326298 -0.0154736 -0.00442735 0.00471467 0.0276655 0.0228693 0.00788472 0.0359954 0.0284246 0.0194193 0.0189566 -0.00921822 -0.0199743 0.0313375 0.0201663 0.0394 0.0378865 0.0348291 internal_weight=402.253 298.865 103.387 95.5479 279.094 19.7711 77.1136 68.6157 34.7502 183.45 30.1304 14.3466 18.4343 33.8656 25.2264 18.9754 153.319 97.2976 35.1317 56.0217 40.3934 26.4174 26.71 28.2046 18.2499 62.1659 26.059 36.1069 95.6445 79.6884 internal_count=1016 714 302 289 642 72 246 225 104 447 86 47 43 121 83 57 361 243 103 118 95 68 70 96 67 140 66 74 195 168 is_linear=0 shrinkage=0.03 Tree=13 num_leaves=31 num_cat=0 split_feature=10 0 10 4 7 7 7 15 9 1 15 0 0 11 9 2 20 2 4 9 10 7 4 10 11 19 17 4 20 19 split_gain=18.7309 12.2312 9.15325 13.6944 13.456 13.9266 11.8095 16.672 11.4547 10.7813 12.7536 10.2313 16.6297 8.91083 11.5184 8.07841 13.5511 12.1309 7.924 16.4779 6.77079 6.44055 10.2998 6.4353 5.89158 6.98292 5.86862 5.37792 8.46338 7.27392 threshold=-1.0021352899213258 0.92673652847424204 0.028100825769384163 1.0173240378165211 1.0812400731854241 0.74797755034543656 -0.2751918521020939 -0.42081013689001684 0.27726181385199633 -0.19404424592968597 -0.78829023551542965 0.44630038365736213 -1.0391271754393892 1.1555061569226892 0.77192789065937384 -1.2753225978984217 0.68592814376195488 -0.29781246589789701 -0.53855223293635446 -0.91696918940087613 0.8120855468476581 -0.58607936021112439 -0.15367972744732109 0.78195542391962969 0.91385869340372639 -0.70903625538189863 0.81160855156206535 0.45625206429779119 0.087536866371375019 -0.9658898438841298 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 6 11 5 -5 8 9 21 10 -8 12 -4 14 -3 -1 17 -17 19 -9 24 -2 -23 -13 27 -26 -20 28 29 -14 right_child=1 13 3 4 -6 -7 7 18 -10 -11 -12 23 20 -15 -16 16 -18 -19 26 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.016673974857806806 0.042801071834781143 0.010860677628091656 -0.047663943918665019 0.013007453917861424 0.029915049537494555 -0.045716118223577115 0.028365059225901382 0.031460407950141843 -0.0023390145988821027 -0.037276518816086991 -0.021208991500127092 0.0072793250535145059 0.060602410946081403 0.026229678232866968 -0.03593715750234084 0.016849217726931636 0.047452911333813109 -0.033990409973148901 0.017104394921719085 -0.033600517886172562 0.052589596581026 0.0034477200474595502 0.0409169054382892 0.04071129142831291 0.03334759547173749 -0.0072417191641768013 0.0440154327645597 0.050642691924580298 0.009465626183188143 0.033111303512616631 leaf_weight=13.584740549325941 31.604573637247082 13.602095231413843 2.0517326444387427 10.534897208213808 19.26862259209156 5.5491863638162604 9.7896082103252446 8.3939813524484617 9.2177843451499921 7.7944045364856711 8.9317633509635925 18.843912065029148 10.814264833927153 12.985504940152166 7.2599470168352118 11.640754342079164 7.0149440616369239 6.6298452317714718 13.655536130070688 6.0134048908948889 24.57806371152401 12.827704191207884 13.605956852436071 7.1473207324743262 10.532803043723108 5.9806872904300681 15.653388693928717 23.00332610309124 10.764550179243086 43.527193874120712 leaf_count=49 64 38 9 29 44 25 24 20 30 32 32 54 15 31 30 32 14 27 36 24 39 39 27 14 22 20 30 41 29 96 internal_value=0.02178 0.0238942 0.0256553 0.0298762 0.0130051 -0.00725283 0.0197426 0.0111386 0.0287274 -0.00762939 0.00471382 0.0336693 0.0370747 0.0067193 -0.00542487 0.00198492 0.0120095 -0.00159894 0.0225221 0.00430505 0.0384203 0.0336614 0.0227339 0.0164728 0.0350917 0.0186474 0.0314771 0.0381737 0.0337681 0.0385822 internal_weight=402.802 363.932 330.085 192.597 35.3527 16.0841 137.488 70.2321 67.256 26.5158 18.7214 157.244 131.253 33.8475 20.862 38.8703 25.2855 18.2706 43.7163 14.4074 129.201 58.0382 26.4337 25.9912 104.623 16.5135 29.3089 88.1093 65.106 54.3415 internal_count=1016 894 795 437 98 54 358 198 160 88 56 339 271 99 68 122 73 59 110 44 262 130 66 68 223 42 66 181 140 111 is_linear=0 shrinkage=0.03 Tree=14 num_leaves=31 num_cat=0 split_feature=6 15 8 2 11 17 16 16 7 14 19 8 16 6 2 3 21 15 14 15 15 21 16 3 11 19 14 3 8 7 split_gain=20.6291 21.1939 17.0386 15.8539 14.2038 12.6961 10.9473 12.1383 10.4684 12.9575 9.1251 12.697 9.21254 10.954 7.37184 11.136 7.43193 7.31278 13.0777 9.34396 8.91777 16.4017 14.3189 12.4642 8.79527 6.61466 6.3369 5.49071 7.91452 11.3288 threshold=-0.35315514315742752 0.71945055730518559 1.1431895962373033 0.67795629613609898 -0.22394919941639649 0.34027114163613198 0.87643296177769336 2.7819084489587262 1.8152712377342337 1.0339677619637369 -0.16341630252333891 0.45623579972138645 -0.614865791742088 -0.52762339225659149 -0.9098503386567004 -1.8981834573704133 0.61516170515354196 -0.98256892838149024 -0.12050140304526037 -0.22596384307861306 -0.4968577416687488 1.0000000180025095e-35 -0.45806948198401604 0.09420440199443654 0.33161937431206107 -0.26338292734099955 -0.15367972744732109 -0.072211804036651506 0.60915051463250225 1.2013993490601882 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 3 4 10 8 -3 -8 9 17 12 14 -1 -14 15 -12 -16 18 -2 20 21 22 -19 -22 -23 -11 -5 -7 -29 -30 right_child=1 6 -4 26 -6 27 7 -9 -10 25 11 -13 13 -15 16 -17 -18 19 -20 -21 23 24 -24 -25 -26 -27 -28 28 29 -31 leaf_value=0.015257417662626862 -0.0050960237723669385 0.026269702441464645 0.051989392583356872 0.015574779178365885 -0.037259377019572708 0.047414312018942431 -0.044188630293729977 0.013851351377131052 0.053324653256221412 -0.02453668073808413 0.010201289742730518 0.047097546541987771 -0.046239179151641975 0.0057199547114960454 0.024539661171068639 -0.047097371339484703 -0.01134314729971612 -0.025180810692543482 0.045097256009499841 0.035333208834574088 -0.029515608381425962 0.041903473711328736 0.025063298028258248 0.016453904745204403 0.016173787992235594 0.010756978397164402 0.050966375358376184 0.037406025915102892 -0.010519960079917541 0.041162163274890168 leaf_weight=7.923606380820277 5.6214245557785025 6.8616449236869839 7.8667342513799658 10.462083727121355 8.1987099945545179 28.024721071124077 7.8886261135339719 5.5068038552999496 9.5573733896017057 6.9862109571695354 7.3085295855998993 7.8043323457241049 8.8129860609769821 6.235254526138303 18.286522746086128 5.2423942089080757 7.2561514228582373 10.669545337557794 27.65490448474884 29.885603934526443 8.3100211918354052 27.855511963367462 9.7878536581993085 14.696556791663168 20.949711069464684 15.128517135977743 8.061829060316084 48.99828152358532 8.4734576344490034 6.9465990215539923 leaf_count=22 18 18 13 29 34 49 37 16 14 27 22 15 39 19 46 23 26 40 50 64 31 55 23 38 55 42 14 96 28 13 internal_value=0.0211006 0.0250866 0.00955009 0.00605757 6.78734e-05 0.0272338 -0.00454446 -0.0203286 0.0227398 0.0210934 0.00451155 0.0122371 -0.0109241 -0.0247099 0.00509511 -0.0137318 0.0143461 0.0241505 0.036618 0.0207542 0.0160321 0.0214073 -0.00114149 -0.000150374 0.030859 -0.000392557 0.0309776 0.0363294 0.031507 0.0127624 internal_weight=403.263 299.803 103.459 95.5924 77.0685 279.546 20.2571 13.3954 187.103 177.546 68.8698 45.8979 22.9718 15.0482 38.0936 12.5509 25.5427 155.431 33.2763 122.155 92.2692 69.2626 20.4574 23.0066 48.8052 22.1147 18.5239 92.4431 64.4183 15.4201 internal_count=1016 714 302 289 246 643 71 53 457 443 212 132 80 58 117 45 72 374 68 306 242 173 63 69 110 69 43 186 137 41 is_linear=0 shrinkage=0.03 Tree=15 num_leaves=31 num_cat=0 split_feature=14 18 8 8 14 7 3 6 18 0 6 1 16 10 10 6 14 18 3 0 18 5 5 16 20 8 5 14 5 1 split_gain=14.4399 16.4912 15.4713 25.2336 24.1335 18.1939 22.5465 17.4529 13.468 13.3849 12.446 11.3887 10.3634 10.2071 12.3397 16.1564 13.197 9.94905 9.92342 16.2469 9.13932 17.6505 13.9163 7.31657 7.31067 9.99779 10.9899 6.64718 6.00041 5.87488 threshold=-0.14172794903097805 -0.82088753139414139 0.56690781916968624 -0.051110152289157912 0.64264155146386925 0.61561155767306641 0.74312435441392466 0.7536983222087531 -0.4620731035317559 0.35958260151438953 -0.20607308066367572 -0.47122222639809791 -0.45806948198401604 0.25859074109815139 -0.49324762424405011 -0.30212996528709329 -0.58111182904677106 -0.74375463495419436 -1.7783826114655457 -0.72362998717738536 -0.4930888345710539 0.261757366950021 0.039488902540690242 -0.11653019320617007 0.58148760343756123 -0.2506120411096216 -1.0569948544247028 -0.092884048479796158 -0.54561886945911531 0.12274215676369532 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=13 10 3 4 8 7 -7 -4 12 -6 -2 -12 -3 14 15 18 -16 -5 -1 -20 22 23 -18 -22 25 26 -21 -19 -29 -10 right_child=1 2 5 17 9 6 -8 -9 29 -11 11 -13 -14 -15 16 -17 20 27 19 24 21 -23 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=0.032517190820792477 -0.046044654587776464 -0.025420000518602104 -0.035610249674465813 -0.048349711678440141 -0.045752355034989638 0.031501191232959226 -0.018778211410084553 0.029122529761554408 0.01765152290156494 0.0074697607614210276 -0.051387799955711633 0.042074958781954476 0.026676359323614358 0.049296638769377836 -0.036434812985183578 0.038810845599987917 -0.047204421382230639 -0.050799711793828355 -0.030647742231371792 0.020073410087306648 0.043778625666500606 -0.032504805745793855 0.012787161443666458 0.006154120040416447 -0.018965647643001647 0.031405250228346837 -0.032815745608730358 -0.048076728660732884 0.041955113525937615 0.043887926261531159 leaf_weight=13.752716362476347 1.5410055220127095 7.3718209862709045 13.040260106325151 1.163358762860297 8.1464814096689242 31.722533583641052 10.745779797434805 5.2607814669609061 12.205472916364668 8.8978212177753431 1.1965107768774021 60.693713158369064 6.4377713501453382 6.6343105137348166 7.9529539048671714 23.999675929546356 6.1602525562047941 0.71625380218028922 9.9143902063369733 8.7601672857999713 12.430675685405733 5.1750244051218024 7.9986774921417236 7.4332429468631771 5.7892986238002768 19.757639884948738 5.9291552752256385 0.67286063730716605 67.715368032455444 20.722687467932701 leaf_count=34 7 28 52 5 37 67 39 13 32 26 5 112 15 12 33 49 27 3 39 24 25 20 22 22 21 46 24 3 127 39 internal_value=0.0206629 0.0248853 0.0205595 0.0262517 0.0125899 0.00800323 0.018779 -0.0170023 0.0237338 -0.0179682 0.0381712 0.0402681 -0.00113366 0.012967 0.0111824 0.0178238 -0.00119924 0.0386524 0.00994186 0.00375108 0.00594979 0.016843 -0.0133139 0.0296992 0.0122271 0.0174695 -0.00127461 0.0401171 0.0410693 0.0341629 internal_weight=399.939 258.25 194.819 134.05 63.7821 60.7694 42.4683 18.301 46.7378 17.0443 63.4312 61.8902 13.8096 141.688 135.054 87.903 47.1508 70.2678 63.9034 50.1507 39.1979 25.0389 14.1589 19.8639 40.2363 34.447 14.6893 69.1045 68.3882 32.9282 internal_count=1008 610 486 315 177 171 106 65 114 63 124 117 43 398 386 237 149 138 188 154 116 67 49 47 115 94 48 133 130 71 is_linear=0 shrinkage=0.03 Tree=16 num_leaves=31 num_cat=0 split_feature=19 11 18 8 8 8 19 8 4 11 7 19 19 2 19 19 4 8 19 16 4 8 7 15 10 16 15 1 19 16 split_gain=15.224 14.433 11.4142 9.05988 19.3457 20.0563 24.7786 22.8866 15.9157 15.4605 14.1322 16.3004 13.7922 14.5603 13.0002 12.7839 12.2036 11.7768 11.9269 11.2787 10.7471 10.5343 9.57573 9.21742 10.3584 8.90414 8.09868 7.25219 7.08028 7.26227 threshold=-1.0021053393299104 0.084698070447322013 2.2694794026328498 1.5628951353592224 0.59198709417365303 -0.051110152289157912 -0.35516648858211636 -0.97838330640520588 -0.0585326431251013 0.31594329236228086 0.82258412309057782 1.0000000180025095e-35 0.32536533594425282 0.67795629613609898 -0.066496646462211595 0.77080459563605619 0.47938347178069945 -0.62147926903137984 -0.47083466745117813 -0.71238306030180343 -0.16242346950291289 -0.66661563036715255 0.044891891856628188 -0.073016125256129147 -0.56064052187692059 2.499785868012331 0.60317038763580255 -0.16747349293188524 -0.68350580022290475 -0.2835297194818181 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 5 6 7 -2 23 17 11 -8 13 14 16 21 20 -9 -19 -5 27 26 -10 -7 -25 -4 -13 -6 -24 -30 right_child=2 -3 25 19 12 8 10 9 22 -11 -12 15 -14 -15 -16 -17 -18 18 -20 -21 -22 -23 28 24 -26 -27 -28 -29 29 -31 leaf_value=0.01276665359139227 0.040188181855349406 0.048631036443562807 -0.031989630176334764 -0.012000354245203253 -0.014638655574106178 0.027558155783754566 0.046906150094072667 0.021754767291271387 0.013140514925120788 -0.04633599830328039 -0.021308429521467186 -0.027008110185687152 -0.036162887232551483 -0.035553725580620289 0.036353044016442154 0.03177779601066448 0.029183995107819664 -0.037622062523589642 0.020173595792397331 0.040340882007074988 -0.038243052648558831 0.022296902086909747 0.054984124192488597 0.016305027447899387 -0.035056204240630121 0.013857949627410113 0.016006859579514192 0.029375830505737478 0.015903834243940099 0.044020013692310483 leaf_weight=15.281147763133047 8.2104390710592252 29.778595462441444 7.0969761610031119 4.2335434705018988 7.2633821368217459 18.997501626610756 23.380141913890839 10.399824127554892 11.332416594028471 10.313975065946577 6.2189697772264472 11.003265261650084 7.380006104707717 6.2103860080242148 15.004774898290632 29.918014839291573 10.379890531301497 10.397891849279398 4.6508904546499314 29.689379081130028 7.9031690061092439 15.896995589137079 26.321203336119652 8.9236366301774961 5.8511980921030036 8.2375803142786008 6.1360573917627326 6.2840234190225592 12.397954374551771 24.820492461323738 leaf_count=40 17 48 31 14 25 44 42 26 29 46 23 41 31 25 31 70 24 45 12 55 32 39 38 24 23 24 16 15 32 46 internal_value=0.0200423 0.0364683 0.0179565 0.0190999 0.0174672 0.0212145 0.0135601 -0.0049818 0.0308332 -0.015352 0.0223696 0.0255158 0.00226298 0.00760901 0.0133324 0.0175718 0.00248057 -0.00279462 -0.0197601 0.0338088 -0.0104412 0.0047068 0.0385449 0.0137366 -0.00403528 -0.00736074 -0.0116083 0.00577766 0.0430758 0.0346541 internal_weight=399.914 45.0597 354.854 339.519 305.597 245.171 136.526 43.973 108.644 35.7626 92.5534 86.3345 60.4256 53.0456 46.8352 62.9543 31.8305 25.4486 15.0488 33.9229 21.4506 33.0363 74.8721 33.7723 14.7748 15.3346 17.1393 13.5474 63.5397 37.2184 internal_count=1008 88 920 865 796 613 377 146 236 129 231 208 183 152 127 166 96 83 57 69 72 96 145 91 47 55 57 40 116 78 is_linear=0 shrinkage=0.03 Tree=17 num_leaves=31 num_cat=0 split_feature=19 17 16 11 18 8 8 8 16 10 18 3 1 1 17 1 6 0 12 14 7 22 19 10 6 17 7 16 21 17 split_gain=14.3473 14.3424 17.6826 13.666 11.9758 10.1218 15.4744 19.4505 21.1277 24.6942 14.47 12.0698 10.6714 10.453 11.3102 10.3569 10.1854 9.72492 10.7202 11.1087 9.45344 8.78388 8.75522 13.8516 12.3823 12.2342 8.73936 8.68419 11.7956 7.71967 threshold=-1.0021053393299104 1.4345648593332367 0.6364720334211621 0.084698070447322013 2.5798556424628849 1.5628951353592224 0.59198709417365303 -0.051110152289157912 -0.48700427484346287 -0.3141275964619738 0.19540040853216942 -0.045128539579362713 0.61415199471545268 -0.16747349293188524 -0.61570757949856392 1.1442556937680333 1.0973076495247114 0.044715367359025711 -0.34965589927716484 -0.78308271583944589 1.3950211036315909 -0.69463471431099721 -0.68693147536007249 0.54498688407842966 -0.055608822310164452 0.22535393826855243 0.044891891856628188 0.29561338975105106 1.0000000180025095e-35 0.35881801390511553 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=3 4 -3 -1 5 6 7 8 9 -2 16 -7 13 14 -8 17 22 18 19 -10 -13 -4 26 24 25 -24 -9 28 -19 -16 right_child=1 2 21 -5 -6 11 12 10 15 -11 -12 20 -14 -15 29 -17 -18 27 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.012368626191925594 0.02398163573105774 0.045305070166936176 0.028520621158107443 0.047264744741055881 -0.022521231090385955 0.053867168436657557 0.015574206438882411 0.012791915860957417 0.012059158956862112 -0.035841535229290282 -0.0096063816839611401 -0.0056834798258014263 -0.035011548137354243 0.016742861505713594 -0.04791023365124155 -0.016708048799447799 0.054820647721580719 0.040682856636837704 0.021770326870957733 -0.036761041991697406 0.037833657267477241 -0.020745098209213449 0.025906348067351419 -0.018717133824686677 0.0425708661091347 -0.03166992945871859 0.050304903725034822 0.042802831741929101 -0.0031693639366260689 -0.00071368621325773715 leaf_weight=15.299428403377531 9.8847682029008883 31.881145879626274 6.4975747466087341 29.721028923988342 7.4208972305059424 13.309110686182978 8.7743842005729693 7.6771216839551952 9.7260808199644107 16.705062493681908 8.2451988458633405 8.9441164433956164 6.7517922222614279 29.483030393719673 7.6142934709787351 7.6850176304578772 14.594887986779211 9.9159172922372836 25.2283656001091 7.3758738636970511 9.0272397845983487 6.5311602503061277 9.5320310741662926 7.4149141162633887 18.979678779840473 5.0978493988513938 20.552597492933273 22.037216052412987 12.454102888703344 5.2831831723451614 leaf_count=40 24 56 16 48 30 20 23 20 28 72 27 28 28 78 33 27 23 20 63 30 16 25 22 25 35 20 32 43 39 17 internal_value=0.0194527 0.0174274 0.0332711 0.0354059 0.01513 0.0160543 0.0141893 0.0179261 0.0100195 -0.0136023 0.0283154 0.0322126 0.000437265 0.00511606 -0.0107014 0.0166715 0.0320444 0.0196289 0.00934019 -0.00899643 0.0161757 0.00382426 0.0272444 0.018396 0.0265839 0.00584363 0.0401032 0.0294365 0.0162689 -0.0285771 internal_weight=399.645 354.625 44.9099 45.0205 309.715 302.294 271.013 213.107 121.012 26.5898 92.0943 31.2805 57.9067 51.1549 21.6719 94.4226 83.8491 86.7376 42.3303 17.102 17.9714 13.0287 69.2542 41.0245 33.6096 14.6299 28.2297 44.4072 22.37 12.8975 internal_count=1008 920 97 88 823 793 729 550 346 96 204 64 179 151 73 250 177 223 121 58 44 41 154 102 77 42 52 102 59 50 is_linear=0 shrinkage=0.03 Tree=18 num_leaves=31 num_cat=0 split_feature=19 17 6 20 8 8 8 5 19 8 5 15 6 3 18 4 18 18 5 8 19 4 3 22 7 10 1 11 5 17 split_gain=13.5404 13.4852 13.2207 12.8776 10.0258 12.707 18.2381 20.3061 15.6599 27.8498 18.2767 14.857 12.4774 11.2926 9.92406 9.90163 9.95766 13.521 9.55944 13.8117 9.46374 10.1446 15.6943 10.024 8.94361 7.73965 7.40511 7.38474 7.26757 6.09303 threshold=-1.0021053393299104 1.4345648593332367 -0.25962313443660484 2.2016745891067138 1.5628951353592224 0.59198709417365303 -0.051110152289157912 0.50925020795500398 -0.45457113661860232 -0.88453745829552521 -0.0068424940365740547 0.035050700314197346 0.0082766781509045501 -0.045128539579362713 0.54218729774822338 -0.174271513579315 -0.33968938223770395 -0.11375614614552655 0.40144390154902304 0.32469108404592706 -0.20471386162453301 -0.91420629239910689 -0.01588593972609597 -0.69463471431099721 1.3950211036315909 0.082949760728173602 -0.16747349293188524 0.084698070447322013 -0.60944882287080471 0.68953840960432677 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 -1 4 5 6 7 8 9 -2 20 18 -13 -6 -3 26 -17 -18 19 25 -10 29 -23 -24 -15 -8 -7 -4 -11 -22 right_child=1 14 27 -5 13 15 11 -9 10 28 -12 12 -14 24 -16 16 17 -19 -20 -21 21 22 23 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.049075377211694846 0.031640930028403812 0.043351019250153507 0.019331902070839797 -0.021151482931686401 0.051535005385770931 -0.0024283715357056308 0.045785478020210858 -0.036184132094672847 0.035764473021514295 -0.0010155017837309307 0.048227314354057652 -0.026061428953603742 0.025620974420825168 -0.0055172150418572033 0.01430403024841978 -0.032962472861089387 0.023603685486195122 -0.023783760460151637 0.045124014105437475 -0.008553599667957516 0.033159041511450778 -0.03296515218906472 0.036868272929813019 -0.0064097223507594723 0.036865369549211185 0.013782332063317157 0.030952091315338479 0.045986189064723508 -0.039089656031505347 -0.00041959188213038629 leaf_weight=1.645076498389243 11.873623490333555 27.791001349687576 13.670954689383505 8.7657290101051313 14.218763738870619 10.934294298291208 17.709400683641437 8.098112538456915 13.026060342788695 6.8058163076639167 16.406504154205322 7.6522547900676754 9.3302296549081785 8.9373472183942813 17.099264889955521 10.869629606604574 11.980025365948675 9.8949754834175128 33.867517307400703 9.3061821311712247 15.362448990344996 10.867114320397372 8.3600855469703657 11.364235699176804 8.9870181679725629 11.04141643643379 13.203980058431624 29.632229164242744 13.387425646185877 7.1164720207452765 leaf_count=7 26 49 33 32 22 35 32 35 27 21 29 29 21 28 48 43 29 38 58 29 36 43 17 37 16 28 30 48 59 23 internal_value=0.0188891 0.016921 0.0344001 0.0146914 0.0157366 0.0138408 0.0172251 0.00972644 0.0129715 -0.00481895 0.0198863 0.0275711 0.00233304 0.0315702 0.0322867 0.00125313 -0.00949337 0.00216837 0.0335302 0.0232128 0.0128514 0.00722743 -0.00401602 0.0119335 0.0157328 0.033495 0.0158312 0.0375713 -0.0262574 0.0225286 internal_weight=399.205 354.257 44.9483 309.367 300.601 268.458 211.575 122.668 114.57 32.0669 82.5029 88.907 16.9825 32.1431 44.8903 56.8829 32.7446 21.875 71.9245 38.057 66.0964 53.0704 30.5914 19.7243 17.9244 28.7508 24.1383 43.3032 20.1932 22.4789 internal_count=1008 920 88 823 791 725 550 353 318 106 212 197 50 66 97 175 110 67 147 89 183 156 97 54 44 60 65 81 80 59 is_linear=0 shrinkage=0.03 Tree=19 num_leaves=31 num_cat=0 split_feature=19 17 16 6 20 8 8 8 5 16 5 5 7 2 2 6 16 9 1 1 17 17 4 2 16 17 5 6 6 4 split_gain=12.8145 12.6602 16.1092 12.4915 12.1394 9.49699 11.966 17.1557 19.2302 16.1302 29.6456 17.7731 20.5734 13.4551 11.5369 11.1573 14.3694 10.8244 9.74716 9.73228 9.74601 8.46518 7.54577 5.86606 5.25391 10.1742 7.36187 4.81056 9.82824 14.6386 threshold=-1.0021053393299104 1.4345648593332367 0.6364720334211621 -0.25962313443660484 2.2016745891067138 1.5628951353592224 0.59198709417365303 -0.051110152289157912 0.50925020795500398 -0.48700427484346287 -0.5960889359119419 -0.13377651909022401 -0.11986800154985014 0.49568834509208137 -0.23697307677112348 -0.017842910741812084 -0.16396033569706223 0.21469390837617261 0.52098278589804325 -0.16747349293188524 -0.61570757949856392 0.35881801390511553 0.013691057108580226 0.34086184272423087 -0.56857369362257171 -0.54691093036621552 0.4675784264213973 0.65553309481656163 -0.30212996528709329 -0.91420629239910689 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=3 4 -3 -1 5 6 7 8 9 10 -2 12 13 27 -13 16 -9 -7 19 20 -8 -22 -21 -24 26 -26 -17 28 29 -11 right_child=1 2 -4 -5 -6 17 18 15 -10 11 -12 14 -14 -15 -16 24 -18 -19 -20 22 21 -23 23 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.04817446278170015 0.029289314264624972 0.042834896055405199 0.003269363253505281 0.036530639476669714 -0.020607965980715581 0.047400083131130442 0.015108831041233509 0.027737027800099068 -0.035495838835062105 0.028224217550048815 -0.0389933476688979 -0.020767382455963771 -0.046768344361842601 -0.016457980690883667 0.043601009363585165 0.0032781626152539899 -0.016749779256556241 0.01249357697220973 -0.028037765425370214 0.034229900594079807 -0.046875380208646435 0.0044577216680961292 0.018766799850680683 -0.021134644606109049 0.0060626464292508255 0.046347258338122942 0.040612919687372157 -0.0022128270745193066 0.044425899924716662 -0.023417150581210619 leaf_weight=1.6258556097745884 10.033072695136072 31.824184015393257 13.063185930252073 43.202705293893814 8.7275930792093259 16.731448024511337 8.7796403318643552 17.404742956161503 8.0088436007499677 17.482246890664094 13.319093465805052 2.7671871483325985 5.4012638330459657 10.311998277902601 26.552536025643349 10.073799312114717 10.462815970182417 15.312495052814482 8.6840069442987424 13.498726114630701 7.2615789026021975 4.8039557784795761 8.2200658023357374 5.5581322312355033 6.7199309468269339 35.189044207334518 9.0002033561468107 6.6218059211969367 15.111855298280714 6.8861346989870098 leaf_count=7 22 56 41 81 32 27 23 39 35 43 59 10 24 37 50 28 37 39 35 29 32 15 21 20 18 59 16 20 27 26 internal_value=0.0183476 0.016433 0.0313205 0.0334585 0.0142699 0.0152839 0.0134393 0.0167248 0.00944542 0.0125892 -0.00965624 0.0182894 0.00916522 0.0145205 0.0375259 0.0267608 0.0110346 0.0307197 0.00121555 0.00649454 -0.00893849 -0.0264368 0.0182885 0.00267054 0.0339472 0.0398878 0.0208948 0.0214497 0.0254185 0.0136312 internal_weight=398.64 353.812 44.8874 44.8286 308.924 300.197 268.153 211.347 122.496 114.487 23.3522 91.135 61.8153 56.414 29.3197 88.8505 27.8676 32.0439 56.8061 48.1221 20.8452 12.0655 27.2769 13.7782 60.983 41.909 19.074 46.102 39.4802 24.3684 internal_count=1008 920 97 88 823 791 725 550 353 318 81 237 177 153 60 197 76 66 175 140 70 47 70 41 121 77 44 116 96 69 is_linear=0 shrinkage=0.03 Tree=20 num_leaves=31 num_cat=0 split_feature=11 9 17 6 8 15 8 7 8 10 9 5 6 5 17 8 15 4 20 17 20 2 8 7 11 11 20 8 6 2 split_gain=9.90471 11.5545 10.9987 17.9494 17.6998 12.5689 12.6229 12.6169 9.37646 9.24769 9.6959 14.0977 14.0137 17.3291 10.6973 9.3929 13.7103 7.99454 10.5385 7.29072 7.71379 11.8078 7.04143 16.0698 6.77855 9.05797 6.67198 6.594 7.62237 6.53743 threshold=-0.65647177261287959 1.3914654812428713 -0.53230105650046744 -0.33452027448278709 -0.57454695326237293 0.71945055730518559 -0.46689251088103806 -1.0214575578127147 0.15745796672013221 0.8120855468476581 0.34345174206248918 0.68987443349703714 1.2008950365577538 -0.13377651909022401 -0.039948270839230048 -0.85586822223223591 1.4391423365364802 0.9849642843746288 -0.13864229243710935 0.54261408157091362 -0.82313173416389607 0.029753885462291508 -0.087064148100267899 0.023099790213060075 0.43731556944930733 1.1430162253443219 0.056790426979597651 0.66921041554542249 -0.1106758980275397 1.2533384743690215 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 9 4 5 -1 7 -7 -4 26 10 15 12 13 14 -12 -2 19 -11 -19 20 21 -17 23 -22 -15 -26 -9 -24 -29 -3 right_child=1 29 3 -5 -6 6 -8 8 -10 17 11 -13 -14 24 -16 16 -18 18 -20 -21 22 -23 27 -25 25 -27 -28 28 -30 -31 leaf_value=0.021508217101160954 0.040715726158502399 -0.024619255862016031 0.019482359076275917 0.042630615267347585 -0.039732187589737088 0.0044150292797253054 0.049416965484558213 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9.376803442835806 6.2558011114597321 11.096469163894655 10.373634949326513 10.447384059429167 leaf_count=19 49 28 31 31 38 40 18 29 30 56 36 27 12 28 18 34 25 36 23 87 20 20 67 28 31 20 17 25 32 30 internal_value=0.0187492 0.0213441 0.00995227 0.0151001 -0.0116647 0.0069327 0.0240073 -0.00502436 -0.0192433 0.0228018 0.020105 0.010131 0.0152108 0.00924878 -0.0172161 0.0239496 0.0208799 0.0336667 0.0205441 0.022984 0.0180755 0.000637729 0.0225478 0.00449379 0.0214161 0.00959989 -0.004851 0.0275023 0.0144769 -0.00231182 internal_weight=390.512 301.558 88.9534 71.8445 17.109 55.407 22.82 32.5869 20.622 284.054 227.568 63.3139 56.0913 48.4346 15.2546 164.254 138.835 56.4855 24.0171 132.248 89.0193 18.1709 70.8484 15.256 33.18 18.8591 13.6915 55.5924 21.4701 17.5043 internal_count=985 732 253 196 57 165 58 107 76 674 559 172 145 133 54 387 338 115 59 313 226 54 172 48 79 51 46 124 57 58 is_linear=0 shrinkage=0.03 Tree=21 num_leaves=31 num_cat=0 split_feature=18 7 17 8 5 6 6 17 17 4 17 6 8 19 4 19 19 11 3 8 15 19 11 6 6 20 17 18 18 7 split_gain=10.7479 10.176 13.8678 17.1341 14.5466 11.8371 12.0233 14.9569 10.8194 16.0377 12.1804 9.69267 8.6882 7.40466 6.95604 9.42424 6.5494 10.3507 6.50418 6.4441 14.478 11.0148 8.96189 6.90984 9.62679 5.91014 4.61871 9.32206 13.3209 11.8548 threshold=2.5798556424628849 0.49449508655919405 -0.49748899103331501 0.3440915986936211 0.3899938860823467 -0.3592268371008529 0.3817635109396646 0.65351890189624429 1.3715183869097956 -0.95135685992399233 0.68953840960432677 1.3160233134923611 0.025100486762215157 2.8513404653998449 -0.071531237907369274 -0.70903625538189863 -0.039462197416862993 -0.54261101817569324 -1.1755159845507597 -0.58247065420589139 -0.78829023551542965 0.86334755212145065 -0.52079451718944536 -0.14421465398140215 0.40740645944576659 -0.21334510247524915 0.34027114163613198 0.2877621831683993 -0.74375463495419436 1.7112384280232285 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 5 19 8 18 -8 9 10 -4 26 -11 -2 16 -16 17 -5 -7 20 -1 -22 -21 -24 25 -25 27 28 -3 -30 right_child=13 11 3 14 -6 6 7 -9 -10 12 -12 -13 -14 -15 15 -17 -18 -19 -20 22 21 -23 23 24 -26 -27 -28 -29 29 -31 leaf_value=0.030346821769836035 -0.030962014918513289 0.036508100262389542 0.038921341863894204 -0.025414538628063976 0.033690241402134148 -0.04991074047046748 0.027687090252627944 -0.026812606154475817 0.034394860330147714 -0.036978704165957152 -0.010650238609990198 0.0039156764221477351 0.011000619607791322 0.017066431471026992 0.013256960419212163 -0.031159980784568077 0.032480582350421422 0.025350289921724879 0.041081236602753222 -0.032497723408484835 -0.036737975361977364 0.018088375190185978 0.02001582226954509 -0.047232646398228023 0.01715164368631706 -0.0037640694595779244 0.038509875333685467 0.050783126674334031 -0.0024168507730780858 0.039617778437585509 leaf_weight=15.387014687061312 6.633888974785803 25.925589352846146 13.182897984981539 6.9464287608861923 13.66615818440914 0.71571692824363609 20.312669977545742 5.8336586505174628 16.160488039255142 9.1960697174072248 6.7427866458892813 15.16732297837734 5.386283576488494 5.1177821159362793 7.9090792536735561 9.4195245504379255 10.095356300473211 7.5368681252002734 58.150996804237366 10.123006030917166 7.4125449210405332 5.9412868171930313 10.291100412607191 6.2619350850582114 6.9353053718805304 5.1141542196273866 34.772035956382751 10.769097402691839 24.949679389595985 7.9664645791053763 leaf_count=33 30 49 28 26 28 3 46 21 34 39 23 47 15 14 19 37 23 18 107 40 30 15 27 28 18 16 64 17 76 14 internal_value=0.0182087 0.0190865 0.0157417 0.0204363 0.0054658 0.0256151 0.0324559 0.0155273 0.0141373 0.00465044 0.0221465 0.026325 -0.0192566 -0.0100459 0.00366912 -0.0108873 0.0139318 0.00100264 0.0399749 -0.00025142 0.0105109 -0.012345 -0.0082389 0.000346785 -0.0107073 -0.0276912 0.0295811 0.025121 0.0204244 0.0077565 internal_weight=390.023 378.272 258.721 177.589 81.1325 135.682 85.013 26.1463 50.6685 34.508 19.9257 119.55 14.5824 11.7517 41.9073 17.3286 24.5787 14.4833 58.8667 67.4663 28.7408 13.3538 38.7255 28.6025 18.3114 11.3761 104.383 69.6108 58.8417 32.9161 internal_count=985 941 674 439 235 316 177 67 139 105 51 267 54 44 123 56 67 44 110 207 78 45 129 89 62 44 220 156 139 90 is_linear=0 shrinkage=0.03 Tree=22 num_leaves=31 num_cat=0 split_feature=18 7 17 1 17 17 16 9 6 6 18 7 9 7 15 3 22 19 18 18 3 19 10 18 0 16 10 19 15 6 split_gain=10.1185 9.62912 13.1064 11.9655 9.67246 10.0026 10.2669 9.83126 9.31392 9.17717 8.56651 9.55275 7.92599 12.5467 7.87205 7.54579 9.03262 7.49832 17.7371 9.86835 7.47596 7.03627 5.25889 5.20842 12.277 5.15418 4.94934 4.56447 7.64019 6.39495 threshold=2.5798556424628849 0.49449508655919405 1.6331766267058394 1.1442556937680333 -0.33506895513103524 0.62976676502963735 0.6364720334211621 0.36279270752610521 -0.33452027448278709 1.3160233134923611 -0.31314955277743406 -0.32627058724408448 -0.1745655732808776 -0.073634223757128289 -0.39820299771370044 -1.3762674305611331 -0.69463471431099721 -0.41453787735671038 -0.86148485065251645 -0.10458696095868873 0.61867501202088471 2.8513404653998449 0.1181462041376191 -0.7026108550330562 0.24456482274392624 -0.02382996640876113 0.028100825769384163 -0.7200659784555451 -0.22596384307861306 0.099929659278527427 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 4 12 6 10 8 15 27 20 -12 13 14 -1 -7 -17 18 22 -19 23 -2 26 -6 -25 -11 -14 -3 29 -29 right_child=21 9 -4 -5 5 7 -8 -9 -10 25 11 -13 17 -15 -16 16 -18 19 -20 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31 leaf_value=0.019835344650635817 -0.030397129581424414 0.038721372977452387 0.038575444215469316 -0.017921600687163582 0.040852701093418473 0.028669884410768415 0.046795288034073491 -0.022204503690397361 0.029875636953118262 -0.011142854920961041 0.02457393853674663 -0.010567214659201976 0.010215788293429732 -0.036549767790633479 -0.021199840642031648 0.016649551281039485 -0.030324960287635094 0.033389404215351887 -0.035554450615649796 -0.0037615773952472346 0.056216078408568446 0.016500727776858862 -0.0049330881322499553 -0.0086795183647525656 0.038461330534321728 0.024255858598171694 0.041409942319907224 0.033027439118458318 0.033779918527260859 0.0055587222836432533 leaf_weight=13.66918069124222 6.5556461960077268 29.649271547794342 20.058729216456413 10.541490852832792 10.175560563802714 6.3756664395332345 17.459826946258545 7.5635116398334494 19.739932700991631 8.7721108198165876 15.070477679371836 12.939897790551184 10.369889095425611 8.4104517549276334 6.0783972889184978 6.4291293919086465 8.6285474449396116 23.914647206664085 8.0815887004137021 8.8039340972900373 7.8833306431770316 5.1341845095157623 8.1409813016653043 10.126997634768495 9.7678667455911619 6.4048198610544196 8.1954343020915967 11.319912925362585 39.767413109540939 23.38721689581871 leaf_count=34 30 52 37 38 19 15 32 26 41 31 36 44 28 36 22 18 33 48 35 28 11 14 25 34 19 16 15 24 78 66 internal_value=0.0176893 0.0185401 0.0152856 0.0133257 0.0147715 0.0200307 0.0263389 0.00923266 0.0150077 0.0255898 0.0209244 0.00833985 0.00750606 -0.00586434 0.00720452 0.00131437 -0.0102684 0.0130831 0.00338659 0.0233928 0.0302119 -0.00979955 0.0151705 0.0233946 0.0144654 0.00379576 0.0239861 0.0287664 0.0248033 0.0145178 internal_weight=389.416 377.726 258.425 238.367 227.825 132.161 83.424 48.7368 41.1733 119.301 65.9641 28.0104 95.6645 28.158 19.7476 21.4333 15.0577 67.5065 34.7879 32.7186 37.9538 11.6898 26.7063 30.0704 19.8949 15.1769 18.5653 104.124 74.4745 34.7071 internal_count=985 941 674 637 599 328 195 133 107 267 163 80 271 92 56 66 51 179 103 76 83 44 68 72 53 47 43 220 168 90 is_linear=0 shrinkage=0.03 Tree=23 num_leaves=31 num_cat=0 split_feature=9 5 17 17 9 8 8 17 7 1 4 6 19 9 17 7 17 9 1 11 19 9 1 13 0 5 1 8 5 7 split_gain=8.67985 11.1488 8.51698 13.8667 14.1815 12.0914 12.5347 11.5522 10.143 13.8066 9.82002 12.3332 13.6316 10.2826 10.4118 10.1449 10.4151 9.37025 7.63098 9.33767 7.18193 6.91158 9.35772 7.34584 6.64017 6.50885 14.2605 10.2303 9.25514 8.89661 threshold=1.3914654812428713 1.513973321756992 -0.49748899103331501 -0.72502926329615758 -0.29098849379496888 0.34878766433764569 -0.58247065420589139 -1.3309106315308792 0.2617440331968533 -0.015625650250147224 -0.58111182904677106 0.11809511832707816 -0.72668135839627612 0.92856247280911552 1.1123271075064662 -0.7428476731430198 1.4181174392993194 -0.93546701497499452 -0.26187617728159435 0.51214756541846829 -0.029016483635248398 -0.8759834717506102 0.068147542349309712 -1.3433270540189011 -0.35851889804074183 -0.15800591149043988 0.52447429496852804 0.38772948642118815 -0.36256117187230369 0.49449508655919405 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 4 24 6 7 -6 9 -8 15 25 -13 14 18 21 17 -17 -14 -20 -2 23 -23 -4 -1 26 28 -27 -12 -29 right_child=20 -3 10 -5 5 -7 8 -9 -10 -11 11 12 13 -15 -16 16 -18 -19 19 -21 -22 22 -24 -25 -26 27 -28 29 -30 -31 leaf_value=0.0071363852893950265 0.016715825143073283 0.037516369719991831 0.022634639378324342 -0.012901591034008345 0.047060136807124626 0.037130717714097081 0.006275849076373536 0.0026892372858051488 0.019729265722823922 -0.049483529293476589 0.043972815778609828 0.033191951635308407 0.0071664557191169131 0.027914632567480016 0.025322184482815771 0.0029799053102693256 0.028100312308115275 -0.03709224593777101 -0.0038930006896356535 -0.048829442046862091 -0.021586703734750176 0.052668936819987244 0.009604618268446323 -0.01544579979431591 -0.034597020282970292 0.048253925858018645 -0.017002461405981103 0.0021813955756275205 0.0059933158755635556 0.041416964938578923 leaf_weight=7.0623117238283157 8.4065685570240039 24.992166683077812 11.711370706558229 19.80214661359787 12.696500569581987 24.830118611454964 9.6199324429035205 9.0417316854000074 11.610659584403036 6.8370990902185467 17.343361049890518 26.829012274742126 14.015142261981962 15.769721224904059 10.484627351164816 12.66912949085236 7.1643045395612708 8.9703207761049271 9.9477178007364326 7.1554434150457373 9.2578126192092878 10.228779047727587 8.1673182696104032 7.4652550667524329 6.6737427264451963 33.565070793032646 6.9672112613916388 10.573547020554544 8.6571727097034472 10.236870244145392 leaf_count=20 22 45 31 68 21 48 28 27 28 30 31 51 40 35 23 39 16 38 30 31 37 17 23 26 28 54 24 31 25 18 internal_value=0.0171878 0.0181658 0.0167685 0.00978904 0.0148735 0.0200291 0.0115033 0.0286046 -0.00174153 -0.0168895 0.0199418 0.023733 0.0155403 0.00728598 -0.000533381 0.0101437 -0.00325157 -0.0136314 -0.00924484 -0.022693 -0.00335834 0.0204126 0.0335497 0.00781033 -0.01314 0.031631 0.0211134 0.0380078 0.0313271 0.0214818 internal_weight=388.752 371.088 346.096 108.174 88.3721 74.636 49.8059 21.7382 28.0677 16.457 237.921 171.545 84.2017 57.3727 41.6029 66.3765 28.8038 21.6395 31.1183 17.1032 17.6644 37.5727 18.3961 19.1766 13.7361 87.3432 32.9677 54.3755 26.0005 20.8104 internal_count=985 926 881 298 230 182 134 48 86 58 583 393 210 159 124 190 93 77 101 61 59 97 40 57 48 183 80 103 56 49 is_linear=0 shrinkage=0.03 Tree=24 num_leaves=31 num_cat=0 split_feature=18 7 17 1 16 6 8 17 8 2 11 8 19 19 14 16 19 11 7 6 6 7 8 15 19 15 19 18 17 1 split_gain=9.41676 8.27112 11.9921 11.8179 9.04527 13.3911 14.3684 16.229 14.737 17.094 14.1325 12.3474 11.7338 10.8055 17.4893 10.7866 11.2239 9.99295 8.76996 8.69525 8.06435 7.62549 7.05249 6.01646 5.48273 6.60114 5.95196 7.04749 6.8289 5.3925 threshold=2.7859503051498202 0.49449508655919405 1.6331766267058394 1.1442556937680333 0.93972498871489096 -0.3592268371008529 0.6916942393402804 -0.3653427736411059 0.34878766433764569 0.42726088994577988 -0.0057816495133355588 -0.45157215117047605 -0.27885701558803122 1.2869003630961695 -0.3622404385274326 -0.02949342515213205 0.82413585708896731 -0.18213225712184211 -0.42466162704193039 1.2385327274533078 0.24243989271471925 1.2179444069413619 1.1121541837476163 -0.77479859863195122 -0.7200659784555451 -0.22596384307861306 -0.11370336060917802 -0.67183795807680113 0.07549457190615956 0.0029232108780933978 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 4 5 12 7 8 9 11 22 23 -1 -6 -15 18 -17 -13 -14 24 -9 -21 -8 -7 -3 26 27 -26 -29 -27 right_child=-2 19 -4 -5 13 6 10 20 -10 -11 -12 17 15 14 -16 16 -18 -19 -20 21 -22 -23 -24 -25 25 29 -28 28 -30 -31 leaf_value=-0.023758348162083602 -0.015090601528438595 0.038486519944140138 0.036754186266663137 -0.018253684071411969 0.047417867695040347 0.035346053750101775 -0.010065904333619232 0.036915361641712004 0.044822733242863046 -0.049070757453432652 -0.046283991778769996 -0.037828835766185807 0.0030477945787110248 0.033059404194683673 -0.031277410710081832 -0.031374930731920221 0.01759389632391015 0.006958933717666275 0.041527416444752212 -0.022207735263429097 0.014069764546937253 0.01858349348659407 0.031040181224758358 0.003725976547203413 0.022656157004785207 0.014224845328521862 0.030747074903476012 -0.034440486941040384 0.010383795563438771 0.039244650315277067 leaf_weight=14.998299628496168 8.204566761851309 28.804993659257889 19.944054782390594 10.712688729166983 14.925120681524275 13.998717591166498 8.2416678965091723 47.328108921647072 8.4431299418210966 5.2819150984287253 5.8345086872577658 7.0845506787300065 10.960800603032114 12.023046940565107 5.5619073212146786 9.7353671342134493 7.4257051646709433 12.211840733885778 10.377645790576933 6.1534737497568157 19.69217611849308 12.509277105331419 6.9023931622505179 8.8329840451478869 10.472710430622099 11.041884213685988 11.925754636526106 5.811972916126253 6.4576438814401627 26.028472289443016 leaf_count=60 32 50 37 39 25 27 27 89 14 23 26 29 33 27 23 38 20 36 20 24 49 32 15 26 25 27 24 23 18 47 internal_value=0.0167076 0.0173946 0.0143996 0.0125463 0.0139818 0.0115664 0.016332 0.0202497 0.00830658 0.00180351 -0.00661402 0.008182 -0.00124811 0.0286444 0.0127105 0.00752123 -0.0101858 -0.00948462 0.0217618 0.0239401 0.0302028 0.00513383 0.00866952 0.0231131 0.0274309 0.0229917 0.0135814 0.00457996 -0.0108489 0.0317922 internal_weight=387.927 379.723 260.517 240.573 229.86 197.35 143.852 122.873 55.8531 47.41 20.9786 42.1281 53.4978 32.5101 17.585 38.4995 17.1611 19.2964 21.3384 119.206 67.0203 18.6628 15.1441 22.8317 100.543 71.7384 34.6681 22.7423 12.2696 37.0704 internal_count=985 953 683 646 607 532 361 293 155 141 68 118 171 75 50 111 58 65 53 270 138 56 42 53 214 164 90 66 41 74 is_linear=0 shrinkage=0.03 Tree=25 num_leaves=31 num_cat=0 split_feature=18 20 11 8 8 6 2 15 2 10 6 4 4 21 3 20 21 20 8 5 11 16 18 5 5 2 4 21 18 3 split_gain=18.9471 9.64705 9.11824 7.36117 14.2896 11.09 13.1548 15.2403 11.0341 10.5235 14.2394 9.79108 11.6467 8.53196 8.51646 7.81749 6.44118 6.13295 8.22197 10.1022 9.79188 11.2616 15.9635 9.82457 6.79059 6.04058 5.56742 4.99156 4.19394 4.05137 threshold=2.5798556424628849 2.4400115362716783 -2.062309863099784 1.5628951353592224 0.6916942393402804 -0.3592268371008529 0.67795629613609898 0.23160968715376365 0.040591975132028987 -0.13478870188801625 0.51207627955022594 1.0173240378165211 1.4064286090523643 1.0000000180025095e-35 0.29321168544923093 -0.57756526021739396 0.0023068563943257621 0.50382889487345217 0.21201367454531264 0.0085099435534771294 -0.42782142378460047 -0.53034903180671822 -0.89902734052088717 -0.27743701962428458 0.2468550871436038 0.41966427052209182 -0.26966231631166071 0.0023068563943257621 0.72695329793480001 -0.70256390671680291 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 6 7 8 13 29 16 17 -13 -4 -12 -5 -11 18 20 -20 26 22 -22 -23 -25 -17 -7 -2 -9 -6 right_child=27 -3 3 15 9 11 -8 28 -10 10 14 12 -14 -15 -16 25 -18 -19 19 -21 21 23 -24 24 -26 -27 -28 -29 -30 -31 leaf_value=0.05351936995914193 -0.044266868960046571 -0.014328256813154963 0.02095922551417588 0.045347022737900658 0.009696136761460715 0.015469534109551757 0.030924763846001187 0.0042502701301898897 -0.046192256664854194 -0.047175469602188817 0.027198711125509898 -0.015387287606157417 0.024455277432926477 -0.019159871655854525 -0.010101750490545184 0.029269643639482684 -0.010493835484028097 0.034134905767576884 0.0023676873586801379 0.038467253131374883 0.01965358030862329 -0.0027634390556118922 -0.029331102387834831 0.036217255325149779 0.0059484167685947597 -0.006750348671690708 0.042695878611159734 -0.0039237076486014627 0.028131205180117323 0.038590551043399375 leaf_weight=6.3634900748729697 5.119439482688902 8.5411155670881254 7.9531213641166749 16.59656485915184 10.915765434503557 11.428011894226076 17.67716147005558 12.192735701799394 7.3195423185825339 7.6472753435373333 11.742222562432291 12.916287392377855 13.509682178497313 11.922828823328016 10.377953380346296 12.361482515931131 9.8675622940063459 45.080172285437584 8.5428698062896711 38.057138875126839 11.394491344690325 13.139061421155928 12.618054062128065 24.163442105054855 9.2141350060701352 6.338903233408927 16.546832695603371 5.9894497394561768 14.477064982056616 7.2800484895706168 leaf_count=11 24 29 20 27 31 28 37 36 33 34 26 45 31 45 36 25 32 87 24 67 27 40 50 47 25 19 30 22 33 15 internal_value=0.0161259 0.0172093 0.0179042 0.0173098 0.0159784 0.0187097 0.00846891 0.0010995 -0.014703 0.0023691 -0.00630187 0.0220921 0.00498133 -0.0031067 0.00969874 0.0303604 -0.0265097 0.0244696 0.0214668 0.0318494 0.0165551 0.0105981 -0.00608677 0.0192111 0.0278613 0.0170599 0.0315736 -0.0225155 0.0172135 0.0212566 internal_weight=407.294 396.185 387.644 381.28 345.983 288.153 71.5425 53.8653 27.1955 57.8308 39.635 216.61 26.426 19.876 22.1202 35.297 17.5148 190.184 145.104 46.6 98.504 70.5292 24.0125 46.5166 33.3776 18.7004 27.9748 11.1089 26.6698 18.1958 internal_count=1036 990 961 950 879 705 204 167 98 174 128 501 76 65 62 71 66 425 338 91 247 189 77 112 72 44 58 46 69 46 is_linear=0 shrinkage=0.03 Tree=26 num_leaves=31 num_cat=0 split_feature=9 15 17 6 11 1 3 5 11 11 16 7 7 11 3 7 5 1 17 3 15 16 11 3 20 2 2 1 20 0 split_gain=10.5816 19.6259 9.85119 9.20986 13.7068 9.99491 16.5799 8.76726 8.22182 7.6022 6.14715 7.75656 16.1144 7.67608 13.3484 7.51248 18.0105 8.53616 6.12786 5.7079 6.72306 5.51701 5.047 11.9025 6.10175 11.4945 8.02734 5.91797 7.26251 5.72314 threshold=1.3914654812428713 -0.039592573248759998 1.6331766267058394 -0.3592268371008529 -1.0069151609807261 0.64201920088690578 0.61867501202088471 1.513973321756992 1.3580599161954983 1.1767132205432909 1.7577693933284484 0.48892187492940586 0.14041499325842799 -1.9781552565384823 -1.1511450440509845 -0.51370091949083441 -1.1303699605922952 0.38806208802357545 -0.17014982438271795 1.1403246312767943 0.71945055730518559 0.99274604806085531 -0.57340946569035267 0.082419427100046475 -0.53651356720501886 -0.18999747337966219 -0.43604839205956053 -0.031180594788699303 -0.69926981811721856 -0.37748615320604789 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 -2 3 10 -5 7 -7 8 19 -8 11 12 13 -1 -15 16 -16 18 -17 20 21 22 23 -6 25 26 -24 -27 -29 -26 right_child=1 -3 -4 4 5 6 9 -9 -10 -11 -12 -13 -14 14 15 17 -18 -19 -20 -21 -22 -23 24 -25 29 27 -28 28 -30 -31 leaf_value=0.032066593802879219 0.019282956720402748 -0.045694055170857624 0.034027041328686593 0.045262167514728627 -0.020172407022398958 -0.030238460734778774 0.0018588697264136601 0.03513147154465017 -0.0088223957204555201 0.041018133399603578 0.025856309010931555 0.025199751019038381 -0.045469313002497326 -0.030712835953815583 0.020665751507621635 0.023629346991773274 -0.037277135406153204 0.041410580255908339 -0.01410942068267829 0.042063456770533615 -0.012715793946060936 0.043960218692683371 0.0091946392515972909 0.032628693239359914 0.032847016371506832 0.034950108292962648 -0.037976051019963424 -0.00034719910490599385 0.034066638378341819 0.017508533575671299 leaf_weight=8.106020286679259 10.238493770360948 7.0742785632610312 27.45432260632515 15.9089989811182 9.6145860850811022 10.445341870188715 11.640159770846369 25.891098096966743 10.85415832698345 7.2351567745208731 13.905411347746847 13.355262264609335 6.3109644651412955 9.9068421125411898 10.426156044006349 7.8835724592208782 8.9918262958526523 9.3327072858810407 7.6106692552566839 8.4951353520154935 6.6444237679243079 7.0853569507598868 6.6022864133119583 6.3999834507703772 35.025841265916817 13.164359599351881 6.3888397663831693 17.927220806479454 7.9738487750291851 58.392118722200401 leaf_count=19 26 34 53 27 33 38 34 47 36 13 33 30 29 40 26 20 38 18 28 16 23 12 18 13 71 25 26 52 16 142 internal_value=0.0156809 -0.0072677 0.0167023 0.0153867 0.0182624 0.0165427 8.728e-05 0.0187312 0.0165489 0.0168691 0.0074137 0.00428334 0.000209413 0.00483979 0.000764185 0.00781218 -0.00616569 0.0187447 0.00509231 0.0180479 0.0168835 0.0180502 0.0169134 0.000928764 0.018673 0.0104424 -0.0140032 0.0185718 0.0102474 0.0232595 internal_weight=406.285 17.3128 388.973 361.518 265.689 249.78 29.3207 220.459 194.568 18.8753 95.8294 81.924 68.5688 62.2578 54.1518 44.2449 19.418 24.8269 15.4942 183.714 175.219 168.574 161.489 16.0146 145.475 52.0566 12.9911 39.0654 25.9011 93.418 internal_count=1036 60 976 923 642 615 85 530 483 47 281 248 218 189 170 130 64 66 48 447 431 408 396 46 350 137 44 93 68 213 is_linear=0 shrinkage=0.03 Tree=27 num_leaves=31 num_cat=0 split_feature=18 0 17 20 6 6 2 21 4 10 10 17 6 20 5 4 0 19 5 5 2 18 5 18 20 19 15 9 6 5 split_gain=17.6691 10.1659 10.6373 7.56902 7.52111 10.8697 10.1245 10.3566 9.66365 10.9005 9.7335 9.49462 11.9885 7.13048 7.0933 11.0287 6.82635 8.94701 29.6141 7.80779 6.82581 5.76704 10.0262 8.68061 6.01164 4.93849 4.71795 11.4343 4.85911 4.94638 threshold=2.5798556424628849 1.2427853266745474 1.4181174392993194 0.8574056330816503 -1.7949916794701066 -0.3592268371008529 0.57132166179413924 1.0000000180025095e-35 1.0339677619637369 0.8120855468476581 -0.56064052187692059 0.29054803839865345 -1.0403889499024763 1.0670205003280644 1.513973321756992 1.7619843606610412 -0.35851889804074183 -0.64656595412861517 0.53658715271361945 -0.053675158484867223 0.46616198547007887 -0.43587208739619937 -0.072495311548594191 -0.10458696095868873 -0.43952070262651527 2.9682921560751945 -0.31528557015561459 0.49158097820869101 0.16095645385820426 -0.084204224054805113 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 -1 6 7 13 9 10 -7 12 -9 -6 15 20 19 26 21 -12 -10 22 -19 -23 -25 -2 27 28 -18 -30 right_child=25 3 -4 -5 5 8 -8 11 14 -11 16 -13 -14 -15 -16 -17 17 18 -20 -21 -22 23 -24 24 -26 -27 -28 -29 29 -31 leaf_value=0.04489639400286053 -0.041718862291767328 -0.024247153068986858 0.0331844284227025 0.011462267543442364 0.023471475470871181 0.036323815320951726 0.029450506943564835 0.028913121614615733 -0.039380835337269861 0.037774894094713234 0.0080532847442821107 -0.033623677560486787 -0.016782000418610197 -0.01616155171380142 0.019818016601487545 0.02934738812663466 0.011208634409855544 0.016464566584517809 -0.047991029097930168 0.032993616460243 -0.0014383320662781733 0.034604735091633393 -0.02846016691822149 0.017188636226112001 -0.022092773213252578 -0.0015203410335304622 0.04142507351855667 -0.019309165849633034 0.0084319123038878382 0.038725839872966072 leaf_weight=7.8236815482377997 5.6749943345785123 9.2229077965021151 35.073151826858521 12.696064203977583 18.203135341405872 22.58494371175766 12.140476539731024 8.1770249009132367 7.7585220187902513 28.206549808382988 17.015162378549576 11.418072208762167 14.03928564488888 5.2678221762180319 15.399530261754988 5.7881477773189536 21.119475319981575 11.315233319997789 8.6827361434698087 33.616390109062195 9.4827982634305936 16.755375981330868 7.3917938768863669 9.987426385283463 5.4034470915794452 5.3374818712472916 7.7564529329538336 7.0137443840503684 6.5840319991111782 18.427592784166336 leaf_count=15 29 34 68 32 44 43 26 19 32 51 46 47 53 19 36 13 54 28 38 68 30 33 29 25 19 17 13 24 18 33 internal_value=0.0152449 0.0162915 0.0174601 -0.00356329 0.0158253 0.0151351 0.00457154 -0.000717679 0.0179454 0.0203511 0.0178133 -0.0113902 3.67306e-05 0.0145762 0.00405628 -0.00648341 0.0153695 0.0114839 0.00321392 0.0246122 -0.0185123 0.0119567 -0.00128675 0.0196635 0.00339767 -0.0222356 0.0195684 0.0163785 0.0218044 0.0307513 internal_weight=405.363 394.351 372.432 21.919 337.359 329.535 69.2458 57.1053 260.289 221.86 193.654 33.6344 22.2163 23.471 38.429 23.0295 171.069 120.437 59.536 50.6316 17.2413 50.8533 18.707 32.1462 15.3909 11.0125 60.9013 53.1448 46.1311 25.0116 internal_count=1036 990 924 66 856 841 208 182 633 522 471 119 72 63 111 75 428 314 172 114 62 134 57 77 44 46 142 129 105 51 is_linear=0 shrinkage=0.03 Tree=28 num_leaves=31 num_cat=0 split_feature=18 0 17 11 9 6 6 11 7 7 11 8 8 18 5 15 18 5 15 7 2 11 2 3 16 3 2 20 16 17 split_gain=16.6965 9.59567 10.0846 9.94435 7.52734 6.99603 10.2702 12.3833 10.3877 14.3886 9.18563 15.8996 13.6641 8.71132 7.91974 7.86505 12.5082 12.9594 9.66257 9.15789 8.20438 7.61388 12.3157 7.29022 11.1478 9.75932 9.40787 9.13113 8.89431 7.09403 threshold=2.5798556424628849 1.2427853266745474 1.4181174392993194 1.1555061569226892 0.86023415399835435 -1.7949916794701066 -0.3592268371008529 -1.0069151609807261 0.51326203406895587 0.14041499325842799 -0.72204451996387653 0.15745796672013221 -0.051110152289157912 -0.92895891308441503 -0.5960889359119419 -0.22596384307861306 -0.18289405327523528 0.45607236975186566 0.055568352586510904 0.21914963485061009 0.14544152517295475 0.074383126800860858 -0.059520635568334708 0.3131133471057515 -0.55647519764026798 0.09420440199443654 0.75807449761383283 0.38128887246222765 -0.44472163947744581 0.42214714690451 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 5 4 -3 -1 8 -8 9 10 11 12 14 21 -7 23 -17 19 -19 20 -18 22 -9 25 27 29 -26 -25 -27 -15 right_child=-2 3 -4 -5 -6 6 7 13 -10 -11 -12 -13 -14 15 -16 16 17 18 -20 -21 -22 -23 -24 24 26 28 -28 -29 -30 -31 leaf_value=0.043367528382985153 -0.021788326175490282 -0.0025809909239576136 0.032325650859677646 0.020700333792801714 -0.04996064842230561 0.0083604327682704847 0.043171749854154493 0.028311520100991468 0.030260308342414891 -0.044767737834508832 0.024415723188708383 -0.037194583450462851 0.045400574980504732 -0.00076419712546086608 -0.031767242470253643 0.034647752510988894 -0.011726101765652532 0.012472542261877429 -0.033465049633937163 0.039394121076247068 0.025094615993946443 0.035364247548079465 -0.0260900573712218 -0.045726733922732236 0.021394142257328851 0.014233579871787324 -0.022455362163262424 -0.0012603764807147273 0.051793056214573557 0.029003135481678433 leaf_weight=7.8559894263744345 10.904438242316244 8.0264592021703738 34.926981717348099 9.012606814503668 4.8362458795309058 14.280584573745726 15.826828867197035 11.568195700645449 11.659115761518477 5.9986180365085593 14.653521984815596 9.4591953754425031 6.6333874017000261 35.481029823422432 6.4150056838989249 31.749089404940605 9.8418008983135241 7.9879598319530514 8.5125775635242444 14.429941907525061 12.194743454456328 32.976821839809418 5.5382283478975287 7.5358364731073406 18.046313121914867 14.333491086959841 5.8249338865280142 9.2677668929100019 9.3927384912967664 9.041471987962721 leaf_count=15 46 24 68 21 21 41 27 25 24 28 35 40 12 106 28 60 32 20 33 26 28 61 19 35 42 37 21 29 14 18 internal_value=0.0148297 0.0158449 0.0169821 -0.00346392 -0.0203953 0.0153895 0.0147207 0.0174571 0.00444249 -0.000797952 0.00432937 -0.00367146 0.00793167 0.0157872 -0.00407793 0.0129028 0.0197585 0.0108337 -0.0112265 0.0208156 0.00865002 0.0269396 0.0106989 0.00757069 -0.00248275 0.0135623 0.0106942 -0.021202 0.0291026 0.00528085 internal_weight=404.212 393.307 371.432 21.8753 12.8627 336.505 328.649 259.55 69.0994 57.4403 51.4417 36.7882 27.329 243.723 20.6956 193.64 84.7161 52.967 16.5005 36.4665 22.0365 50.0832 17.1064 108.924 40.6749 68.2487 23.8712 16.8036 23.7262 44.5225 internal_count=1036 990 924 66 45 856 841 633 208 184 156 121 81 606 69 501 199 139 53 86 60 105 44 302 127 175 63 64 51 124 is_linear=0 shrinkage=0.03 Tree=29 num_leaves=31 num_cat=0 split_feature=18 17 18 0 11 19 18 17 19 8 11 2 15 18 19 3 7 7 8 8 3 19 15 6 19 19 6 7 19 8 split_gain=15.775 9.13326 8.7857 9.39109 10.225 9.6279 11.2554 8.85466 27.4966 11.0824 8.84854 12.0102 7.96899 11.9893 12.9933 8.94512 7.49043 7.19698 15.2301 13.011 9.45742 10.1748 11.6173 8.81185 6.81992 9.53812 6.59114 7.36563 5.98553 5.72254 threshold=2.5798556424628849 1.365623717136446 -0.92895891308441503 1.2427853266745474 1.2448311029476777 0.74086061871472209 -0.10458696095868873 -0.51694786394470238 -0.42268069997890928 -0.70326663726864902 0.074383126800860858 -0.11130686150230669 0.61889974856108387 0.10132360788974888 0.23443567940246759 0.61076601726673652 -0.11986800154985014 1.1349041244952129 0.6422048283639572 1.7285655257637356 0.63926871568193755 -0.77599766176759422 -0.58665716861787509 0.11809511832707816 0.22061913175932893 -0.14336030068211503 -0.12149626843064747 -0.15548991112496635 -0.97878960678040228 0.70729321855680782 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 10 5 -5 6 7 8 16 -9 11 -1 13 15 -15 29 -4 18 20 -20 21 -11 -23 26 25 -10 27 -24 -3 -8 right_child=-2 28 3 4 -6 -7 12 9 24 17 -12 -13 -14 14 -16 -17 -18 -19 19 -21 -22 22 23 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.030117872460912916 -0.021294594303012077 -0.056287030943782228 0.0027176432458366163 -0.031817767169184441 0.017643618150973112 0.026269769425888358 -0.046398811819190311 0.044106492351637556 0.013098927218882346 -0.013342470736664525 0.033987574158456928 -0.0179228869208359 -0.029258049688596358 0.028076400772550573 -0.01154783868279659 0.0072257034063889138 -0.034610934397658208 0.034867988617151312 -0.02828191070829526 0.024616247496003555 0.040319911669492753 0.045756561870495385 0.022180485632031125 -0.018980327413314388 -0.0030109329335931199 0.051087953868467553 0.039824342718584357 -0.020940314576262834 0.02951450716411751 -0.0067408758370682909 leaf_weight=10.38935509324074 10.823782309889792 0.7439807653427114 7.3974343538284328 8.9559098035097104 6.4856829196214667 41.771850183606148 7.3894499242305773 14.27864648401737 13.264771297574047 10.392654046416267 34.531102880835533 8.5278701633214933 7.3604009300470343 23.23352687060833 10.962194353342054 11.618355169892309 13.983121886849402 15.318670645356177 12.894465729594232 6.1954313814640036 14.910563185811041 11.361822023987758 10.372552961111058 7.1230880022048941 7.2778841853141776 10.784089863300323 8.7410057783127204 5.4323008954525003 44.463114708662033 5.8808344751596451 leaf_count=22 46 3 22 35 16 97 33 25 35 32 65 28 28 51 35 32 61 28 51 14 26 19 25 25 21 16 15 20 90 20 internal_value=0.0144329 0.0154193 0.0137662 0.0117282 -0.0110433 0.0129933 0.0106452 0.0147428 0.00453282 0.0193415 0.0249529 0.00846114 0.000177897 0.00384486 0.015374 -0.0119955 -0.0216957 0.0158998 0.0125761 -0.0111144 0.0191944 0.0132982 0.0197324 0.0103957 0.0224338 0.0301341 0.0189205 0.0073594 0.0281025 -0.0288241 internal_weight=402.866 392.042 346.835 293.387 15.4416 277.945 236.173 169.729 52.7073 117.021 53.4483 18.9172 66.4448 59.0844 34.1957 24.8886 21.3806 102.743 87.4239 19.0899 68.334 53.4234 43.0308 31.6689 31.3267 24.0489 24.5459 15.8049 45.2071 13.2703 internal_count=1036 990 897 782 51 731 634 435 155 280 115 50 199 171 86 85 83 255 227 65 162 136 104 85 72 51 60 45 93 53 is_linear=0 shrinkage=0.03 Tree=30 num_leaves=31 num_cat=0 split_feature=19 5 4 4 4 3 3 17 17 8 5 17 8 4 2 3 8 19 1 1 8 17 8 16 17 4 0 16 19 5 split_gain=7.11924 12.064 11.0148 10.6098 14.026 8.49465 9.42552 8.56767 8.76021 7.9815 11.9809 10.7514 13.5403 12.744 14.1335 10.4798 9.79933 9.47653 7.88512 6.86299 6.75252 15.9952 6.50777 6.42294 5.68923 4.84301 4.66024 5.17752 7.84931 9.72274 threshold=0.19213873541304835 1.513973321756992 1.5898959132271251 1.0173240378165211 1.45686538188967 -0.59680489394205571 -0.90507197633351699 0.29054803839865345 0.9346442542020128 0.66004810023586102 0.42599339569222144 -0.49748899103331501 0.32469108404592706 -0.12822554564027178 0.30947232488916582 0.42606644851389652 0.17248762288633432 -0.08294668249403285 1.1442556937680333 0.30983164555092196 1.2286891751667761 -0.14445654123696633 0.16460303568100301 -0.37619560153269949 -1.2224541623379046 -0.40473943487733904 0.53756786257741462 -0.66743051751904947 -0.47779570483147754 -0.072495311548594191 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 9 22 6 7 -2 -9 10 11 13 26 25 23 17 -12 20 19 -7 21 -11 -5 24 -15 -1 27 -13 29 -29 right_child=2 -3 -4 4 -6 18 -8 8 -10 15 16 12 -14 14 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=-0.0062812420660000728 -0.020305129933624395 0.035285342105010054 -0.027541169383279246 -0.046375027489067105 0.02823235540415147 0.011882558348368729 -0.035421701722676904 0.037151448534731513 -0.0031168561466603808 0.012290468246195755 0.0054733778845251838 0.040456081605843026 -0.010310422646992947 0.022533479413040663 -0.026218764905559511 -0.033583652820473382 0.041258791830468509 0.031199678733692136 -0.0083149632438569657 0.033509342500941765 0.023854082032427799 -0.03953344984794406 -0.0033204474642267354 0.039169364353888535 -0.010032489538333715 -0.046951140181363572 0.0097540631079927088 -0.013386223236313327 0.03136367673166638 0.028916001911326292 leaf_weight=5.5326477587223053 8.2164296954870242 27.612092405557632 7.5701856017112723 6.5230705142021197 6.6736854016780844 31.624407395720482 6.2420336455106726 9.3554468452930468 10.12352718412876 14.172020345926285 8.8075625747442228 20.540121763944626 11.320189669728277 13.085084587335587 7.2521719038486472 5.4927992075681678 31.582168489694595 13.629132404923437 9.8071118593215925 22.674762547016144 8.6254073083400709 8.6205132901668584 6.1277860701084137 10.662428721785547 7.650990456342698 5.0318431556224805 15.919633835554121 9.8660988062620181 34.541763156652451 9.6952187120914441 leaf_count=19 30 52 31 30 14 84 25 20 32 39 25 37 36 29 28 23 53 28 35 45 19 36 19 20 26 23 42 33 70 20 internal_value=0.0139906 0.0164268 0.00732511 0.0144344 -0.00695699 0.0100172 -0.00211932 0.00538642 0.0162234 0.0161424 0.0189412 0.0150615 0.0206234 0.00354746 0.0115287 0.005538 0.0334553 0.0103083 0.0164422 0.0209137 0.00124557 -0.00731019 -0.0255204 0.0202473 0.0105176 -0.0256522 0.02449 0.0276329 0.0227646 0.00758012 internal_weight=394.578 288.964 105.614 261.352 19.3245 98.0437 33.9374 27.6954 19.479 242.028 191.488 151.098 101.883 49.2152 38.6507 50.5399 40.3897 45.0471 64.1063 54.2992 31.4179 22.7925 12.6509 31.3985 20.7361 10.5645 90.5628 74.6432 54.1031 19.5613 internal_count=1023 721 302 669 63 271 107 82 52 606 461 383 238 145 103 145 78 122 164 129 94 75 49 75 55 42 202 160 123 53 is_linear=0 shrinkage=0.03 Tree=31 num_leaves=31 num_cat=0 split_feature=18 5 4 10 10 19 20 16 17 5 1 15 16 19 19 5 15 15 19 16 5 20 2 20 5 18 16 6 4 10 split_gain=13.4729 9.63206 6.01439 12.2925 12.0512 9.99898 8.7151 9.57091 7.07524 11.5261 11.6681 19.989 12.8718 8.55679 7.24784 6.9736 6.63012 6.55436 8.22348 5.7529 5.64956 5.38391 5.13955 5.00702 4.98487 4.28414 4.03603 3.83658 5.88491 12.0688 threshold=2.5197101719563828 -1.0716853661700168 1.0173240378165211 1.3026351710808337 0.55197264646853184 -0.7200659784555451 -0.54718413660286991 -0.16396033569706223 -0.33506895513103524 0.3899938860823467 -0.16096830136389345 -0.47296127764219181 -0.30890351417501599 -1.0021053393299104 -0.41453787735671038 1.9861360572802882 -0.59573167948137884 -0.3485426797659954 -0.48382670970082853 -0.78374841717593513 0.32722719666098993 1.4660837897790553 0.35014470513935897 0.94303305775520829 -0.30562116901031572 -0.23369428446537904 -0.33611240382167734 0.13734848744783076 -0.24701864904263793 -0.59196286580957358 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 -2 4 22 8 -6 -7 26 9 10 11 14 13 -12 19 -5 24 18 -18 -1 21 23 -4 27 -10 -11 -8 28 29 -19 right_child=1 -3 3 15 5 6 7 -9 16 25 12 -13 -14 -15 -16 -17 17 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.021802393127005222 0.0097027849277227431 -0.043384641665670284 -0.031373328330998644 0.027985401982745895 0.041420668447169878 0.033915454096504996 0.0041531171258433934 -0.027061046041329685 0.055828832700520505 0.014759778322883213 -0.0031272385088424821 -0.029432150975007183 0.01285737866414636 -0.039606545209329561 0.038720076567145344 -0.005225697899098246 0.012100222566720543 0.024956919460480346 -0.035512727338033616 -0.016262467193431534 -0.0024024769945832046 -0.00056783611130272024 -0.00094734335463320563 0.038613889343383369 0.02392947580749661 0.041548983243994655 0.033199556703232817 0.0049428294500687133 0.033524677594917451 -0.0075933484813958656 leaf_weight=11.359523072838785 6.0524710267782211 6.2546251863241178 7.9528311043977764 19.162864521145824 27.171032130718231 17.54213735461235 9.6449403017759359 5.9101713150739661 5.6577271819114712 12.986627683043482 10.064909130334852 8.0927197337150556 13.212403833866118 13.615946456789972 14.786800131201746 8.0936133116483671 9.121717840433119 34.821964010596261 5.0845293998718253 5.213374286890029 12.718744605779646 11.718850016593931 13.442152217030523 12.591370105743406 19.974772036075592 9.1636829674243909 7.7768829911947259 15.698583304882048 23.844207808375373 14.52915585041046 leaf_count=27 20 31 31 42 45 35 29 21 8 33 29 31 35 61 27 26 23 80 20 20 37 35 41 24 44 16 15 44 46 47 internal_value=0.0136168 -0.0172769 0.0146148 0.00476336 0.0160571 0.0273157 0.0179395 0.00592792 0.0131581 0.00678997 0.0012622 0.0126036 -0.0108659 -0.024102 0.0234514 0.0181236 0.016942 0.0143759 -0.00494083 0.00982824 0.0165552 0.0186852 -0.0122571 0.0209084 0.0309705 0.0258426 0.0171191 0.0184005 0.0212868 0.015374 internal_weight=393.261 12.3071 380.954 48.6515 332.303 68.0452 40.8741 23.332 264.258 98.496 76.3457 39.4524 36.8933 23.6809 31.3597 27.2565 165.762 140.129 14.2062 16.5729 125.923 113.204 21.395 101.485 25.6325 22.1503 17.4218 88.8939 73.1953 49.3511 internal_count=1023 51 972 140 832 145 100 65 687 279 230 105 125 90 74 68 408 356 43 47 313 276 72 241 52 49 44 217 173 127 is_linear=0 shrinkage=0.03 Tree=32 num_leaves=31 num_cat=0 split_feature=18 8 7 8 21 1 8 17 19 4 19 5 10 3 20 18 3 7 20 7 8 4 20 8 20 1 21 17 0 17 split_gain=12.726 9.58137 5.77968 13.2241 12.4854 12.1746 11.76 11.4754 11.388 11.299 10.2975 10.7865 9.18384 7.70903 7.15226 6.42308 6.37402 5.98247 5.43013 7.96621 4.66552 8.88759 11.9048 5.52122 5.13804 4.44719 4.34094 7.99794 5.39482 3.87592 threshold=2.5197101719563828 -0.91859495865153085 0.48892187492940586 -0.051110152289157912 0.0023068563943257621 1.3042985846453856 0.66921041554542249 -0.33506895513103524 0.31392257535360318 -0.067308940666156572 -0.41453787735671038 -0.58531531425887129 -0.76333002896561908 0.29760171863965468 0.1573889149285321 -0.64223867029680803 -0.44757318803795149 0.067795381243420813 1.5303270070291088 0.27333396341605271 0.62384065585615633 0.5523582910793573 -0.36111889366316569 1.2286891751667761 -0.82859463160203173 -0.12457656495765151 0.61516170515354196 0.22535393826855243 0.37087206497198361 -0.34868292381265692 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 -2 5 4 -4 6 7 10 20 16 13 12 -12 14 17 -9 -8 -1 19 26 24 23 -23 -22 -5 -13 -17 -28 -29 -11 right_child=1 -3 3 8 -6 -7 9 15 -10 29 11 25 -14 -15 -16 18 -18 -19 -20 -21 21 22 -24 -25 -26 -27 27 28 -30 -31 leaf_value=0.018096451401495184 0.010240945086480111 -0.042910887715841381 -0.035769608961927331 0.0081292523302601769 0.015082707848779874 -0.027358876485581728 -0.011408383838449413 0.032486790880360293 -0.0095867760434456446 -0.010689439633943695 0.014763550122960567 0.043233942954319059 -0.03665549351176 -0.034084355226988959 -0.031160481249147425 0.026750502460078287 0.021303233967437035 -0.012875680416540247 -0.0023952691137981608 -0.00597950506106494 0.014357594804600556 0.028451374713764035 -0.015671570568841834 0.041373776912686504 0.038561874323750349 0.017417412923323689 0.03031715433294303 0.01084766648595159 -0.025013825866893158 -0.045547513210785984 leaf_weight=16.719616323709495 5.979510486125946 6.2352192848920804 6.8519054204225567 5.7947374880313864 11.87845043838024 6.9901584088802329 8.7222954630851728 30.644100323319435 8.3829624354839307 5.8367940336465836 8.1565060019493085 10.664745435118675 5.0690896809101096 6.8680868446826926 5.1319411396980277 60.020270049571991 13.911890432238581 8.449247404932974 11.651797741651533 10.146946683526037 10.649850785732271 11.033595085144041 10.980341017246248 18.873432889580727 36.08797325193882 13.745007991790771 13.440950840711595 11.975373014807703 5.5136497765779486 5.649663031101225 leaf_count=41 20 31 30 15 30 27 30 60 27 20 21 18 20 30 21 130 33 31 35 31 27 23 37 32 64 34 28 32 19 26 internal_value=0.0132493 -0.0168913 0.0142186 0.0196464 -0.00352 0.0116956 0.0127775 0.0153387 0.0239087 -0.00360073 0.00581328 0.0168748 -0.00494428 -0.00538709 0.00111753 0.0203078 0.00869751 0.00769903 0.0169977 0.0192328 0.0269144 0.0208706 0.00644327 0.0316283 0.0343513 0.0286968 0.0220456 0.0129156 -0.000458152 -0.0278345 internal_weight=392.056 12.2147 379.841 120.533 18.7304 259.308 252.318 218.197 101.803 34.1206 74.8042 37.6353 13.2256 37.1689 30.3008 143.393 22.6342 25.1689 112.749 101.097 93.4199 51.5372 22.0139 29.5233 41.8827 24.4098 90.9502 30.93 17.489 11.4865 internal_count=1023 51 972 285 60 687 660 551 225 109 216 93 41 123 93 335 63 72 275 240 198 119 60 59 79 52 209 79 51 46 is_linear=0 shrinkage=0.03 Tree=33 num_leaves=31 num_cat=0 split_feature=9 3 15 9 16 16 20 16 19 5 4 4 0 3 4 5 0 19 15 0 6 20 6 6 2 5 4 16 15 16 split_gain=9.41505 8.51948 10.4324 14.497 9.07675 19.136 8.16194 8.00255 9.75307 10.0954 9.47063 14.0134 7.21411 10.5964 6.77501 8.4227 8.07953 7.29129 6.497 7.8866 5.67667 4.98969 6.46233 9.62256 6.43326 4.95787 4.80965 4.66285 8.72155 14.0749 threshold=-2.6230656880545489 -1.8329468603807968 0.35176755446253821 0.9726519529558616 2.7819084489587262 1.1367106638875908 0.3021948634285167 1.0779876098989034 0.21234922039464879 1.513973321756992 1.0173240378165211 1.45686538188967 0.67888883941161782 -0.14460550670262923 0.4417058258515269 -0.98902099425637158 0.24830396562964155 -0.46202439156691305 0.65893568633222743 -0.3095215990434253 -0.2155333916935521 0.11314191308471767 0.21442717475003972 -0.25962313443660484 0.17032525218401076 -0.18454055700540872 1.1526761985166576 -0.90876331783263586 -0.44055828721851559 -0.50432299433520222 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 7 4 5 18 -7 8 9 10 14 26 13 -10 15 -3 -16 -18 19 -4 -20 27 23 25 -25 -23 -12 -17 29 -29 right_child=1 2 3 -5 -6 6 -8 -9 12 -11 11 -13 -14 -15 16 21 17 -19 20 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31 leaf_value=-0.028721309102378731 0.043299619630719807 0.038136184096734048 0.015864293657464841 -0.034827200194637031 0.034431458733963118 -0.04761215597827044 0.0024028098722929181 0.036895159083837073 0.0099267443168897917 0.033519522996302384 -0.0077494503208145752 0.029580196343072258 0.023132818809900969 -0.032658652062943168 0.03316531481961723 0.023424866364570283 0.021383216349490787 -0.017287103927072008 0.012047167257598617 -0.027799910356085533 0.043275430454368505 -0.033194297683044716 -0.021269736093912681 0.027379742907737585 -0.0059489101317038752 0.0060707903942800274 -0.045104863544855586 -0.024738193884330344 0.019380096326431534 0.015022307039216342 leaf_weight=4.8318275660276404 8.3997311592102033 10.808762699365614 8.9909184724092466 8.3638863265514356 9.3837371617555601 8.1297571063041669 4.5970251858234397 14.461420148611067 10.402121797204023 26.144046470522881 6.7107915878295916 6.4013776630163184 7.2311100661754599 10.635364040732382 35.984447404742241 34.163886725902557 14.49013262987137 6.2945023775100699 14.958050608634943 6.3538609296083441 8.0628241598606163 6.1982238739728928 8.4350394010543805 18.544191360473636 7.2503217309713355 5.4293167740106565 5.7685516625642776 13.661436840891829 40.257662773132331 19.379067346453667 leaf_count=20 16 21 21 40 20 36 14 27 29 50 22 13 17 39 73 77 34 21 38 24 14 26 29 38 22 16 27 53 96 50 internal_value=0.0128961 0.0134172 0.0127522 0.002192 0.00731178 0.00233093 -0.0295463 0.0151075 0.0140365 0.0158175 0.0138874 -0.00650614 -0.00271685 -0.011602 0.0156305 0.0125405 0.0245639 0.00967214 0.0129053 -0.00221588 0.0229845 0.0107361 0.00245125 0.00779803 0.0180117 -0.01486 -0.0250169 0.0142715 0.0100051 -0.00141768 internal_weight=390.723 385.892 377.492 68.8401 60.4762 51.0924 12.7268 308.652 294.19 265.922 239.778 18.8807 28.2686 21.0375 220.897 164.128 56.7691 20.7846 38.3657 15.3448 23.0209 153.319 45.8571 37.4221 25.7945 11.6275 12.4793 107.462 73.2982 33.0405 internal_count=1023 1003 987 207 167 147 50 780 753 668 618 62 85 68 556 428 128 55 97 45 52 407 131 102 60 42 49 276 199 103 is_linear=0 shrinkage=0.03 Tree=34 num_leaves=31 num_cat=0 split_feature=18 8 16 8 3 18 16 17 8 1 17 8 8 8 15 3 1 16 16 8 15 18 6 2 0 20 17 4 10 16 split_gain=11.7865 9.18116 5.31178 7.53898 6.3493 7.04131 8.28243 7.23191 17.1013 17.2607 14.2434 11.5162 10.9521 9.01769 7.90408 7.37985 6.92066 6.8913 8.96462 14.9115 7.17002 6.33078 7.22055 6.24986 7.52429 7.33125 5.88996 5.51649 12.8036 5.43408 threshold=2.5197101719563828 -0.91859495865153085 2.643256732691158 -1.862821691488564 -1.8329468603807968 0.46270586090846627 1.1367106638875908 -0.49748899103331501 0.34878766433764569 -0.16096830136389345 -0.80030003717570652 0.60915051463250225 -0.41541159983596848 1.5628951353592224 -1.0943116579347278 -0.2032889731188777 -0.26187617728159435 -0.12214779806502461 -0.29431909967008318 0.98394825914449757 -0.36297456954414714 0.79202493688913556 -0.6735328244520985 1.19133301391479 0.52303490230653449 0.2032389646359066 -1.1719334068257599 -0.43156053436860492 -0.674547727182779 -0.27942469374268891 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 -2 3 -1 -5 7 21 8 9 16 15 23 26 17 -14 -10 -6 18 19 20 -13 22 -7 24 27 -26 -11 28 29 -9 right_child=1 -3 -4 4 5 6 -8 11 10 12 -12 13 14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.017040410127253849 0.00986335447984364 -0.042448448472959727 0.036571888982110244 0.038849388793945443 0.0028499616309214668 -0.026804144693667747 -0.021034143773092429 0.039342616215219992 0.0023455315505985798 0.017874765835006304 -0.0069965564782339291 -0.0088599736017600985 -0.009489325748391144 0.024487311736938563 -0.048618194219557494 0.037568916133895139 0.034964707383825469 -0.029672220971631868 0.027658278732504937 -0.047892698766043518 0.03256907518694048 0.024614079751649927 0.016008517127846095 0.03994151528423423 0.015326429891832456 -0.02015111631551705 -0.017067870308317395 0.027374767289020809 -0.016739711933034983 0.0079396597306901576 leaf_weight=7.4000592827796927 5.9642432630062103 6.1158212274312955 8.759495332837103 8.7115160375833494 13.644909724593164 6.7214934825897199 11.107182204723356 11.402276694774629 6.5615052580833426 9.3193429410457629 11.756597846746443 9.0745993852615374 8.3029549419879931 16.290680274367332 10.549638301134108 29.074976429343224 10.83460423350334 6.7553140223026267 9.711020380258562 5.8554390817880622 6.4192680418491355 13.221604704856871 7.5031687766313588 15.588461130857466 18.639850363135341 7.2933515906333914 8.1281412094831449 80.611542701721191 9.3782059252262098 8.7768494784832018 leaf_count=26 20 31 18 17 40 25 41 22 18 23 37 30 27 35 48 54 22 25 22 26 14 31 19 27 46 24 31 167 33 24 internal_value=0.0125493 -0.0166207 0.013483 0.0129344 0.0135485 0.0129232 0.000823747 0.014409 0.00812889 -0.0024042 0.0216371 0.0177099 -0.0155328 0.00582734 -0.0313853 0.0310835 0.0170639 -0.00221123 0.00376127 -0.00710861 0.00830451 0.00966938 -0.00422149 0.0219483 0.0198875 0.00534886 0.00159628 0.0233098 0.0122234 0.025684 internal_weight=389.474 12.0801 377.394 368.635 361.234 352.523 38.5534 313.97 108.173 60.7796 47.3931 205.797 36.3001 54.1063 18.8526 35.6365 24.4795 37.8156 31.0603 21.3493 15.4939 27.4463 14.2247 151.691 136.102 25.9332 17.4475 110.169 29.5573 20.1791 internal_count=1023 51 972 954 928 911 116 795 300 191 109 495 129 152 75 72 62 117 92 70 44 75 44 343 316 70 54 246 79 46 is_linear=0 shrinkage=0.03 Tree=35 num_leaves=31 num_cat=0 split_feature=15 9 7 17 1 18 5 9 19 9 1 18 7 14 13 2 19 8 19 5 8 19 19 6 5 5 15 6 15 15 split_gain=10.0727 11.2174 9.7069 10.582 9.70272 7.18084 7.15334 9.77269 6.99019 9.73639 6.98597 6.61805 6.38865 13.6481 10.2646 12.3189 7.31092 9.85918 13.6378 13.5875 13.4107 11.5035 10.6893 8.91464 6.72524 6.45678 5.37325 12.6879 8.40697 6.95445 threshold=0.35176755446253821 0.9726519529558616 1.2013993490601882 1.8287858786615938 -1.1986681410375055 0.82624989558112449 0.83544796925320652 0.92856247280911552 -0.63290207615820104 1.0234900949522598 1.1166990324285304 0.27680060332069495 0.49449508655919405 0.64264155146386925 -0.84965404920628884 -0.8867910965122775 -0.45457113661860232 -0.68806961696720037 -0.65764217295137406 0.23796387439705333 0.28906311619655767 -1.1066357826095958 -0.86266052868025822 0.13080474874828277 -0.27743701962428458 -0.089302562484812262 -0.54919777172124629 0.11809511832707816 -0.18930922064880248 -0.76964065783093982 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 4 3 6 -2 11 7 12 -8 -10 -7 -6 14 -14 15 -1 17 23 19 20 21 -19 -23 -16 -20 -24 29 28 -28 -18 right_child=1 -3 -4 -5 5 10 8 -9 9 -11 -12 -13 13 -15 16 -17 26 18 24 -21 -22 22 25 -25 -26 -27 27 -29 -30 -31 leaf_value=0.010021860818754964 -0.012942362267217353 -0.032903748324216886 0.029287630453108737 0.043461002392149679 -0.023611639637164211 0.030314115785092386 0.014717511298204106 0.031946398359811549 -0.034402999559634787 0.013142991123086803 -0.0041735568905946364 0.011264425470212181 0.032011912108494023 -0.012081433335698357 0.042145685296495268 -0.045620464399110688 0.0070165055213376052 0.033609419754116125 -0.0045736679861834587 0.028650192228446014 -0.042501620694427845 -0.039297779679316212 -0.010785490204138881 0.00016555044930175025 -0.046830887713695743 0.029011337229157979 0.0039978471714358652 -0.013457812219822684 0.033612490869484007 0.040081650309354552 leaf_weight=7.9022547006607056 17.512939110398293 7.2135266959667197 36.826521262526512 9.82062119245529 7.2355253249406841 23.161070063710216 12.113091126084329 23.194561183452606 9.7115943878889102 6.4511529505252829 6.8494670391082755 15.150206267833708 29.708344116806984 8.0242820233106595 10.859113022685053 6.5484966039657575 8.5541293770074862 8.8382707536220497 6.4116187244653702 17.260444536805153 6.558528631925582 6.4647625535726521 8.2494498342275566 7.8390498310327521 7.191492095589636 6.6082967966795119 14.677670523524283 12.763343393802641 20.928359046578407 17.308707162737846 leaf_count=22 59 35 74 16 25 52 31 47 39 16 22 39 59 27 19 30 24 17 20 35 25 26 29 24 33 16 43 41 42 31 internal_value=0.0124187 0.00271419 0.0148267 0.012883 0.0063894 0.0128508 0.0117462 0.0134554 -0.0025126 -0.0154256 0.0224428 -8.23056e-06 0.011439 0.0226349 0.00902448 -0.015193 0.0112047 0.00526605 -6.80959e-05 0.00669708 -0.00362231 0.00483209 -0.00709624 0.0245459 -0.0269136 0.00691499 0.0181073 0.0122054 0.0214046 0.0291454 internal_weight=387.937 77.1227 310.814 273.988 69.9092 52.3963 264.167 235.891 28.2758 16.1627 30.0105 22.3857 212.697 37.7326 174.964 14.4508 160.513 86.281 67.5829 53.9798 36.7193 30.1608 21.3225 18.6982 13.6031 14.8577 74.2322 48.3694 35.606 25.8628 internal_count=1018 232 786 712 197 138 696 610 86 55 74 64 563 86 477 52 425 244 201 148 113 88 71 43 53 45 181 126 85 55 is_linear=0 shrinkage=0.03 Tree=36 num_leaves=31 num_cat=0 split_feature=15 9 20 7 16 18 9 3 16 16 4 16 1 7 3 0 19 9 7 4 19 15 15 19 16 15 19 9 7 5 split_gain=9.5543 10.6756 11.0882 9.21581 10.0464 8.07188 7.29191 9.88113 7.67278 14.3827 6.50713 11.1366 9.91008 6.32562 9.8244 9.44595 8.1618 18.2385 8.59155 6.15864 10.3919 8.27332 17.5627 9.23537 12.3261 8.16949 6.48474 12.3247 6.25269 6.21156 threshold=0.35176755446253821 0.71964249702852834 1.3148290199798529 1.2013993490601882 1.0779876098989034 0.27680060332069495 -1.0282238735413016 -1.7783826114655457 0.87643296177769336 2.4084326697086458 1.0173240378165211 -0.013001333744154625 0.37569481296180529 0.49449508655919405 -0.84965404920628884 -0.57371802053971355 -0.666564122785955 -0.13461486713702511 0.67303717294243814 -0.94407350743456031 0.17034077441542406 -0.33778360628757603 -0.55471771034466466 -0.42268069997890928 -0.771719616383581 -0.43440155187374402 -0.9483651960084013 -0.032579530609981658 -0.023107711784059928 -0.24957923774662283 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=3 2 5 4 10 -2 7 -7 -8 -10 13 12 -12 14 15 -1 -15 -18 -19 -16 21 22 23 24 26 -24 -21 -28 -26 -23 right_child=1 -3 -4 -5 -6 6 8 -9 9 -11 11 -13 -14 16 19 -17 17 18 -20 20 -22 29 25 -25 28 -27 27 -29 -30 -31 leaf_value=0.0055488758739752515 -0.014842469984932318 -0.024549828396752977 -0.026822998170310232 0.028576500089957844 0.038184949289703854 0.022698865224219017 0.037504557055441895 -0.027005546759270589 -0.0154873532762697 0.039624953159837467 -0.046989303715463226 0.029265721281329905 0.0016309678976308894 0.035680218668359798 0.031536493533259574 -0.045137598140243103 0.039102795116551715 0.013186261124204452 -0.031112106138231167 0.022512004457285236 -0.019639687407844972 0.0065554445196846509 -0.041508941954653919 0.030817129582206414 -0.0015690964068226427 0.0028851388563884421 0.02275680953597272 -0.027292706089039876 -0.046113303757566421 0.027743539977346104 leaf_weight=8.5583317130804044 8.7768497914075834 11.122954949736593 7.6138787269592276 36.613904565572739 13.096198827028273 7.3638664036989212 17.893364474177361 7.0418900251388532 9.4204590320587176 7.7824416458606711 6.3020190745592144 6.3254723846912375 9.4017749577760679 22.317310854792595 13.549437925219534 5.3950280398130408 12.064570471644403 7.5645160228013983 8.2246177643537504 28.373472183942784 9.690431132912634 17.977639555931091 8.756885424256323 18.955560877919211 6.4758336544036865 6.4997462928295127 9.4926093667745608 8.2997835427522606 5.0461102277040464 40.518650814890862 leaf_count=25 28 48 30 74 24 18 33 27 33 15 29 13 28 41 28 25 22 19 31 63 34 49 36 39 21 19 23 34 24 85 internal_value=0.0120909 0.00263558 0.00722458 0.0144438 0.0125476 0.0116728 0.016374 -0.00159788 0.0237508 0.00944497 0.0112552 -0.00434304 -0.0178806 0.0127004 0.0101698 -0.0140489 0.0221623 0.0113314 -0.00988892 0.012116 0.0104723 0.0124125 0.00679877 0.0126501 0.00668057 -0.0225958 0.0136084 -0.000590255 -0.0210775 0.0212318 internal_weight=386.516 77.0157 65.8928 309.5 272.886 58.2789 49.502 14.4058 35.0963 17.2029 259.79 22.0293 15.7038 237.761 187.59 13.9534 50.171 27.8537 15.7891 173.636 160.087 150.396 91.9 76.6434 57.6878 15.2566 46.1659 17.7924 11.5219 58.4963 internal_count=1018 232 184 786 712 154 126 45 81 48 688 70 57 618 505 50 113 72 50 455 427 393 259 204 165 55 120 57 45 134 is_linear=0 shrinkage=0.03 Tree=37 num_leaves=31 num_cat=0 split_feature=3 3 7 19 4 0 6 4 10 1 6 15 0 17 19 7 1 6 10 17 5 7 6 1 0 19 6 7 7 5 split_gain=9.12164 9.29403 5.53071 9.87246 7.67229 11.6253 5.67621 5.12938 5.06569 9.05108 9.62999 13.1643 11.4324 11.1108 8.46057 10.4367 8.42104 10.2516 7.68981 9.7464 9.11605 5.93089 4.97868 4.54962 6.44943 4.10593 7.29527 7.53605 8.34294 8.71135 threshold=-1.1755159845507597 -1.6116773158495656 1.2013993490601882 0.17881775274732001 1.0173240378165211 0.050497060395480346 1.152776737680046 1.45686538188967 0.83935915247671289 1.272919733403501 0.11809511832707816 -0.60258323025833638 0.44630038365736213 -0.88211456209460004 -1.0021053393299104 0.097984190055861523 0.15098439688708917 -0.037805983230360711 0.27156722981171671 1.2146465816120737 -0.089302562484812262 0.74797755034543656 0.45527467314995468 0.74734157994835571 0.79076505281202403 0.82413585708896731 -0.35315514315742752 -0.55241751189959187 0.1470342261898526 -0.24957923774662283 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 6 -6 8 -7 9 10 13 14 18 16 -12 -16 17 -2 19 20 -13 -17 -20 24 25 26 -15 -28 29 -29 right_child=2 -3 3 -5 5 7 -8 -9 -10 -11 11 12 -14 23 15 21 -18 -19 22 -21 -22 -23 -24 -25 -26 -27 27 28 -30 -31 leaf_value=0.008781436468305549 -0.031963991058242283 -0.027379987348297129 0.031459780041118462 -0.0049537216137036742 -0.036301203687370796 -0.006032015058173093 0.030919015205888072 0.02579666980406127 0.028067792992944984 -0.02010186906736983 0.035224075173652086 -0.0050399063875306216 -0.040761460047561489 0.0084813281310349986 0.023843275301661037 -0.034159865946835198 0.022588608727432555 0.01358978605466119 0.029351413464420655 0.015476841217542375 -0.052167914364566657 0.0067286945989465498 0.0003684953449044669 0.03510288500125635 -0.004861770426358855 0.038257807724641116 0.045611694883275586 0.02088679121257735 0.031103356124027544 -0.021361489597914229 leaf_weight=16.793516337871555 10.445987045764925 10.332287594676016 31.11120168864727 8.5406191796064359 7.2113785445690182 9.8722650259733218 15.269150778651236 8.4635897725820524 16.858675211668015 8.1072406172752363 14.72468465566635 8.1526382714509946 7.2022110223770133 39.050757288932793 15.340343177318575 6.1264569461345655 9.2455242723226529 7.7409691214561489 9.2665759474039096 7.5313758850097647 6.7543306201696423 6.6672222912311554 12.570183947682379 16.306756094098091 9.9909985214471799 10.397288814187048 12.791398599743834 11.081102579832068 23.610383212566376 7.2770650833845378 leaf_count=48 44 41 61 28 31 34 32 19 35 30 27 25 29 112 35 27 21 20 19 18 29 18 36 32 31 20 20 24 47 25 internal_value=0.0117798 -0.00499254 0.0130517 0.0236167 0.0117346 -0.00403171 0.0131116 0.00865969 0.0121308 0.011099 0.0121017 0.00451758 -0.00570813 0.0166316 0.0167996 0.0071567 -0.000723733 -0.0125748 -6.02619e-06 -0.0123399 -0.0263936 -0.0128514 0.0126676 0.0202797 0.0181631 0.0203706 0.0183881 0.0254529 0.0193088 0.00413983 internal_weight=384.834 27.1258 357.708 39.6518 318.057 25.5472 292.509 18.3359 277.24 260.381 252.274 94.336 51.4773 157.938 42.8587 28.134 27.4325 18.187 44.2751 22.4383 14.907 12.7937 21.8368 130.506 114.199 104.208 93.8107 54.7599 41.9686 18.3582 internal_count=1018 89 929 89 840 84 756 53 724 689 659 263 156 396 107 80 85 64 127 72 54 45 55 311 279 248 228 116 96 49 is_linear=0 shrinkage=0.03 Tree=38 num_leaves=31 num_cat=0 split_feature=13 13 18 4 16 5 20 16 19 19 5 5 4 1 16 18 2 2 5 18 4 19 2 18 5 2 2 4 6 1 split_gain=8.62413 8.79166 5.49421 13.5598 8.84654 13.2479 10.734 7.92906 8.37741 15.9742 11.2963 8.9167 7.73251 7.15151 10.0215 7.84616 6.48697 6.36302 11.0878 7.05623 6.32563 5.37943 5.26456 4.39944 4.39204 3.83266 3.73908 3.67632 12.7328 8.24606 threshold=-1.1755159845507597 -1.6116773158495656 0.48226937939012354 0.48595092366962039 2.4084326697086458 -0.0068424940365740547 -0.41598940707556559 -0.31454536131459354 -0.55036920837224479 -0.45457113661860232 0.50925020795500398 0.16428972574825232 1.0173240378165211 0.27235318039506257 -0.17689420161313618 0.27680060332069495 0.28930814181293313 0.75807449761383283 -0.068131423210127093 -0.75712457547764844 -0.24701864904263793 -0.65764217295137406 -0.1697949743818559 -0.037240875131823732 -0.34234480401380946 -0.12708072071417512 0.47942200876843383 0.72750511633161163 -0.23791630090075369 0.65848514769012778 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 7 4 5 6 -4 8 11 -10 22 17 21 14 25 16 20 18 19 24 -16 -13 -11 -22 -2 -9 -24 28 -15 -30 right_child=2 -3 3 -5 -6 -7 -8 13 9 10 -12 12 -14 27 15 -17 -18 -19 -20 -21 23 -23 26 -25 -26 -27 -28 -29 29 -31 leaf_value=0.0085117445716432882 0.033172558099438809 -0.026718422412721241 -0.03726128145172989 -0.029351600142348788 0.039302534649829524 0.03014286363840837 0.0086701554477568773 0.037409109471592067 -0.034881272391441766 0.027819250177590085 -0.02119145962750757 0.029185120143225204 -0.0073412046613455803 0.040393034525265166 -0.013423186047897112 0.028786297622199464 -0.03082804728615049 0.033713512936511779 -0.025402817442943679 -0.0045938450249464217 0.023824884678511859 0.0064804339717407407 -0.006517798743525061 -0.005631024978723977 0.0054638636049462209 0.013695028523099095 0.020395297708502434 0.036292814600745966 0.018956673683005614 -0.027382393055194913 leaf_weight=16.805655330419544 11.76998692750931 10.271407142281531 8.2522201836109161 9.279979854822157 7.9248162508010855 10.703739657998087 10.287862211465836 16.59829613566399 9.5813321471214277 16.669193133711811 9.5729901492595655 50.699145346879959 7.4608588218688956 14.72662875056267 11.515106946229929 10.342640608549116 5.4970985800027838 6.3429381549358359 10.597500517964361 17.930784955620769 14.087033197283741 11.527129739522932 11.101934030652052 6.7501663863658985 9.1515448391437477 9.7291528731584531 7.9895136654376975 25.739342644810677 8.8157404959201795 5.6849029809236518 leaf_count=48 23 41 35 43 16 22 28 32 39 36 37 102 24 26 38 21 20 12 40 57 31 34 36 20 27 24 19 47 20 20 internal_value=0.0114696 -0.00485246 0.0127099 0.003088 0.0111873 0.00356829 -0.011774 0.0141521 0.0100864 0.000313905 0.00775246 0.0143632 0.0215189 0.0198163 0.0137611 0.00562964 -0.0006981 0.00542559 0.00179709 0.00921624 0.00442139 0.0249792 0.0155006 0.0142827 0.0210522 0.0286457 0.00474497 0.0280253 0.0207445 0.00078968 internal_weight=383.407 27.0771 356.33 46.4486 37.1686 29.2438 18.5401 309.881 180.395 54.915 45.3336 125.48 69.6871 129.486 74.5195 48.192 37.8494 55.7928 49.4498 38.8523 32.3523 62.2263 35.7606 20.8372 20.9215 26.3274 19.0914 54.9666 29.2273 14.5006 internal_count=1018 89 929 144 101 85 63 785 486 167 128 319 160 299 186 130 109 159 147 107 89 136 91 51 50 56 55 113 66 40 is_linear=0 shrinkage=0.03 Tree=39 num_leaves=31 num_cat=0 split_feature=3 3 7 19 4 0 16 1 9 17 16 16 2 1 20 17 17 20 20 18 9 19 5 5 1 1 3 8 18 17 split_gain=8.15224 8.31757 5.2398 9.31555 7.12378 10.8636 6.43259 4.73716 6.04076 4.84517 7.27557 5.815 5.62955 7.18462 8.59906 6.17633 5.13738 4.9824 7.76191 6.40757 10.9057 10.4682 7.86741 7.70286 5.34953 4.82347 6.24652 4.1885 4.14516 9.1278 threshold=-1.1755159845507597 -1.6116773158495656 1.2013993490601882 0.17881775274732001 1.0173240378165211 0.050497060395480346 -0.16396033569706223 1.3462597695366301 0.92856247280911552 1.6331766267058394 1.6439274347323323 0.71932883139627679 -0.42023534702875803 -0.26187617728159435 -0.26626949950698647 -0.15335065990715138 0.094712733320972894 -0.82313173416389607 -0.99974779588714646 -0.87369384053283394 0.66702272173653265 -0.77599766176759422 0.092752093994548035 0.68350291721355172 0.13281372456053228 0.26509819133441542 0.035641775616006711 0.30761200521803439 -0.10458696095868873 0.32190461701994405 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 7 -6 -7 8 9 10 11 12 13 14 16 -16 -2 18 24 25 21 22 -21 28 -14 26 -19 -20 -23 -30 right_child=2 -3 3 -5 5 6 -8 -9 -10 -11 -12 -13 17 -15 15 -17 -18 19 27 20 -22 23 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=0.008250773271761604 -0.026117188333354347 -0.02607639878044319 0.030392094036229333 -0.0051287981102986456 -0.03559630894319557 -0.010296250335482536 0.025368338864562277 -0.010627491958464182 0.027945028864482298 0.027094607162060802 0.034227751019017053 -0.01071834967658097 -0.0036056670605476627 0.037069631252069919 0.034798398876784709 0.0079000616600540287 0.012463446858643323 0.012514121222777605 -0.032474351322744614 -0.03281910735881035 -0.026233910664841511 0.021871191143794284 0.012969663455693111 -0.013903978567759191 0.031655867427832607 0.0039518850047721875 0.042816853149432468 0.00025756749203166519 -0.0174992830391636 0.025407412666821217 leaf_weight=16.816925212740902 6.7581581175327283 10.209514126181601 30.750507369637489 8.4764954596757871 7.1167205870151546 8.818681806325916 9.4062324613332713 7.8091354072093955 22.574216037988663 17.323620855808258 11.254319399595259 12.100648194551466 9.133716285228731 14.375306665897368 15.109508112072943 15.630714729428293 5.7485899925231934 11.57114000618458 8.5536640584468824 8.3565374910831434 8.4434831887483579 48.320504412055008 5.6677550822496405 7.9755858778953543 6.7218885570764533 10.136295169591902 13.001456528902052 5.9771987646818152 8.5221839547157376 9.3668884932994825 leaf_count=48 25 41 61 28 31 30 23 27 48 36 23 39 28 27 30 42 15 31 35 32 32 114 14 26 14 27 22 18 30 21 internal_value=0.0111663 -0.00471667 0.0123755 0.0227164 0.0110909 -0.00416342 0.00811094 0.0124219 0.0130588 0.0117666 0.0106726 0.00952733 0.0106441 0.0186959 0.0125885 0.0211212 -0.00838402 0.00777567 -0.00317184 0.010308 0.00633752 0.00945529 -0.0143141 0.0139488 0.0113432 0.0213646 0.0285474 -0.0190102 0.0173039 0.00496707 internal_weight=382.028 27.0264 355.001 39.227 315.774 25.3416 18.2249 290.433 282.623 260.049 242.726 231.471 219.371 57.6223 43.247 30.7402 12.5067 161.748 30.3865 131.362 96.6529 88.2095 14.0243 74.1852 15.8556 34.7089 24.5726 14.5309 66.2096 17.8891 internal_count=1018 89 929 89 840 84 53 756 729 681 645 622 583 139 112 72 40 444 95 349 269 237 46 191 42 80 53 53 165 51 is_linear=0 shrinkage=0.03 Tree=40 num_leaves=31 num_cat=0 split_feature=19 8 11 9 10 18 18 11 0 17 16 11 2 16 18 8 15 0 11 13 10 19 0 9 15 0 1 2 18 10 split_gain=8.51552 8.91319 9.34693 8.95543 7.82551 12.2144 8.28855 7.81314 10.9483 7.0994 10.0594 7.23076 13.372 11.4645 15.567 8.68232 6.96319 11.6547 9.23413 8.42918 6.62114 6.61354 7.5515 5.71166 5.68584 5.63957 5.33873 4.93389 4.72568 7.47717 threshold=-1.0246943648323523 1.5018214326718242 -1.9781552565384823 0.45943271493333265 -1.0804082779627391 1.0394487992329937 2.0583390087855116 0.18921104841102573 0.058931103619935109 1.0213413518954142 0.57469134716998316 -0.0057816495133355588 -0.32004427616018721 -0.56857369362257171 -0.87369384053283394 0.30761200521803439 -0.082400674958812412 -0.6312250725141797 -0.64072129207778883 0.082419427100046475 -0.47759672656330326 -0.55036920837224479 0.21555854978272812 -0.95475492401969142 -0.59573167948137884 -0.10093488277647505 0.97779582087781469 -0.63949403357944845 -0.31314955277743406 -0.035333504049067432 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=7 2 -2 -3 5 23 -7 8 -1 11 -11 16 27 14 -14 -16 18 -18 20 -19 24 -15 25 -4 -6 -23 -24 -13 29 -20 right_child=1 3 4 -5 9 6 -8 -9 -10 10 -12 12 13 21 15 -17 17 19 28 -21 -22 22 26 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.028607576564425082 0.037884037121286053 0.032177405001711415 -0.047112711121444099 -0.0035250073312495631 0.028589559193405143 0.026875194220197358 -0.015221463948314294 0.036759123069816005 -0.018979970225969308 0.024790299564040653 -0.01074297995639766 -0.0059636113142740284 0.021609852850026708 0.028578225445606693 -0.045820654614935716 -0.0056240300659841083 0.021469875746733209 -0.039352685254672212 0.026775216297931892 0.0026074725334862985 -0.017809062786126078 0.0037382772405909464 0.0043222915386650386 -0.0049538237090683878 -0.0028863934117877277 0.030491195147606832 -0.022078169932662269 -0.041183629531243299 0.03588000894022271 -0.0076338213922346292 leaf_weight=10.900541082024576 8.7861701101064664 25.97280678153038 7.5973328053951281 8.3579131811857206 10.244109407067301 9.4832536876201647 7.5693743526935569 20.127518400549889 7.2418347597122184 40.120855733752251 8.7307987958192808 6.2531633824110022 8.6387155950069445 14.764530733227728 10.222705885767938 9.178117021918295 12.32790243625641 7.9745606929063824 19.094625592231754 9.373313441872595 9.2592726200818998 13.742284655570986 23.043343782424927 4.6699772626161575 10.417789012193682 14.653491631150244 9.8365247994661313 8.3731055706739408 19.521234944462776 8.0926092863082868 leaf_count=22 18 51 34 26 22 20 28 36 24 85 32 20 20 31 49 30 30 34 43 28 34 38 65 14 33 31 36 35 37 26 internal_value=0.010461 0.00897693 0.00738033 0.0234855 0.00649634 -0.00823391 0.0081892 0.0238897 0.00961221 0.00807337 0.0184398 0.00582275 0.000733515 0.00450807 -0.0118885 -0.0268045 0.0115056 -0.000832369 0.0162837 -0.016681 0.00327212 0.0105542 0.00621132 -0.0310635 0.0127193 0.017544 -0.00357582 -0.026126 0.0246188 0.016533 internal_weight=384.57 346.3 311.969 34.3307 303.183 29.3199 17.0526 38.2699 18.1424 273.863 48.8517 225.011 118.706 104.08 28.0395 19.4008 106.305 29.6758 76.6296 17.3479 29.9212 76.0402 61.2756 12.2673 20.6619 28.3958 32.8799 14.6263 46.7085 27.1872 internal_count=1032 950 873 77 855 96 48 82 46 759 117 642 355 300 99 79 287 92 195 62 89 201 170 48 55 69 101 55 106 69 is_linear=0 shrinkage=0.03 Tree=41 num_leaves=31 num_cat=0 split_feature=19 8 11 9 11 10 16 17 8 8 10 3 1 8 11 16 11 5 14 14 11 8 19 17 16 2 8 9 7 11 split_gain=8.12344 8.4722 8.77015 8.54248 7.53529 7.39143 11.7713 6.77656 9.09023 8.18932 11.3126 10.2816 9.78435 7.54621 10.1849 18.2529 8.79993 8.28269 7.48542 13.1399 7.36503 9.52807 7.01263 6.59458 5.92623 5.79037 5.71171 5.66526 5.3625 4.7432 threshold=-1.0246943648323523 1.5018214326718242 -1.9781552565384823 0.45943271493333265 0.18921104841102573 -1.0804082779627391 0.71193755497308053 1.1712222148999298 -0.22986556050763979 0.60915051463250225 -0.49324762424405011 -0.2109089308264033 0.52098278589804325 0.25866497278872685 0.31594329236228086 -0.51652320912672178 1.2448311029476777 0.39637780151239516 -0.43156053436860492 -0.78308271583944589 -0.41214599032778304 -0.89543512201362707 -0.12893887639394544 -0.055739667824245866 -0.19981466875117024 0.49568834509208137 0.1119767676111227 -0.040059493572070899 0.42115481627331081 0.18921104841102573 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 -2 -3 26 6 -4 9 -9 13 -11 -12 22 14 18 -16 25 27 19 -7 -20 -22 -13 -21 -24 28 -1 -15 -17 -23 right_child=1 3 5 -5 -6 7 -8 8 -10 10 11 12 -14 17 15 16 -18 -19 20 23 21 29 24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.023590691379337333 0.036716348089300389 0.03148740290732932 -0.030354584943288201 -0.0034193471793705138 0.036109129631118717 0.017239918454450321 0.0082384287207431534 -0.0027275861655421938 0.028264427699899796 0.022000239232862352 -0.039379301645592668 -0.014524064688016329 -0.035729009240083737 0.017666344562081448 -0.039083954294466851 0.020697456609691162 0.026258432509831134 0.032140790319671403 0.031591419677173979 -0.0035298514284910626 0.027095694211848931 -0.0087494665688765665 0.036323810405049173 -0.048193445114074231 -0.00035469307367428678 -0.025536327720077152 -0.010602436085346724 -0.018909892832191414 -0.016028804347866032 0.018864384057729458 leaf_weight=10.557670980691912 8.7935009002685529 25.74911293387413 12.296664088964464 8.3576958477497083 19.878910422325134 14.27708922326565 16.873264759778976 12.087163448333738 28.842151135206223 11.518286004662512 9.3093490451574308 10.420123606920241 6.8159841597080222 10.396754398941995 11.242236003279684 8.6914473623037356 11.572211503982542 23.059209987521172 20.753043785691261 6.0647651702165604 17.895636469125744 19.918175935745246 7.5814939737319902 5.8404370695352537 8.3102714270353371 8.4690170437097532 7.5344727039337149 6.0168759971857062 6.0819996893405905 7.787031114101409 leaf_count=23 18 51 49 26 36 37 47 37 59 28 39 36 30 26 52 21 27 44 44 19 38 64 15 26 26 31 23 20 21 19 internal_value=0.0101894 0.00873996 0.00718293 0.0229337 0.0233596 0.00632333 -0.00803056 0.00785732 0.0191119 0.00587197 -0.00436694 -0.0115235 -0.00369567 0.00897444 0.00567855 -0.005849 0.00488312 0.0205467 0.011416 -0.00216721 0.0167758 0.0100331 0.00460243 -0.0254409 0.0171435 -0.00575945 0.00935096 0.0042583 0.00557782 -0.000988113 internal_weight=382.992 345.021 310.914 34.1068 37.9711 302.121 29.1699 272.951 40.9293 232.021 53.9555 42.4372 33.1279 178.066 138.593 46.0569 34.8147 39.4728 92.5362 26.1823 66.3539 45.6008 26.3119 11.9052 15.8918 23.2425 18.0921 16.4136 14.7734 27.7052 internal_count=1032 950 873 77 82 855 96 759 96 663 174 146 107 489 399 152 100 90 247 82 165 121 77 45 41 73 46 46 42 83 is_linear=0 shrinkage=0.03 Tree=42 num_leaves=31 num_cat=0 split_feature=19 8 20 7 10 0 17 8 20 6 4 8 16 17 15 4 18 19 8 7 8 7 19 8 2 3 8 19 7 2 split_gain=7.74169 8.0525 9.06887 6.58006 5.52881 6.53456 5.36538 12.5356 6.00298 8.97951 8.32421 6.28398 8.40399 8.53456 11.2001 7.37627 6.38087 10.0305 10.5228 15.9528 8.75028 8.60345 7.33297 9.72407 5.87082 4.99895 4.8816 8.10291 4.54618 4.51871 threshold=-1.0246943648323523 1.5018214326718242 -0.39917631178782792 1.3950211036315909 0.48839535928058325 0.058931103619935109 1.4181174392993194 -0.46689251088103806 -0.87983885668276185 1.2008950365577538 0.29644638294912495 0.60915051463250225 -0.056911216582812167 -0.21108732737952379 -0.14284736815836163 -0.12050140304526037 -0.10458696095868873 -0.41453787735671038 1.0000000180025095e-35 0.16269408200902338 -0.70326663726864902 0.21914963485061009 0.74086061871472209 -0.94504646487151267 0.10818117869251161 0.54011768296937801 -0.13760655368462948 -0.033324566751611655 -0.047232127447450721 0.23406943467569138 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 3 -3 6 5 -1 8 -8 9 10 24 16 13 15 -15 -13 17 18 19 20 -10 -20 23 29 -2 -24 -25 -28 -19 -18 right_child=1 2 -4 -5 -6 -7 7 -9 11 -11 -12 12 -14 14 -16 -17 22 28 21 -21 -22 -23 25 26 -26 -27 27 -29 -30 -31 leaf_value=0.030362939064793044 0.0094895586977227411 0.035344302667165782 0.003789474623975676 -0.016683458107171385 0.040625623177351439 0.00061816211907421209 -0.0088400923340267393 0.029464000578846024 0.02600932533382876 0.028043658303537861 -0.035228359018717993 0.032514840132292 -0.034080482145670436 -0.04446840950800561 0.010260629774660019 -0.0015049489866646769 -0.047833474698533426 0.03800264500882039 -5.4526710665337965e-05 -0.036740972434295263 -0.0089746371303524013 0.030699386308092377 0.02159377095251911 0.01896258562761605 -0.018868782608200234 -0.0075166495326397685 0.012662442482666693 -0.029980932152953502 0.016746281479538258 -0.0088269366187170364 leaf_weight=13.225600466132166 16.628204047679905 19.979499384760857 13.9000988304615 10.215675607323645 11.093991309404371 13.363818198442457 10.8052382171154 26.666735976934433 13.391814962029455 6.6619393527507773 8.807801276445387 10.89679369330406 6.2785598188638678 6.3430576026439667 7.1687042564153654 12.111709401011469 5.6148375719785673 19.553863853216171 12.474967345595358 9.2415590435266477 12.386110007762911 23.816769331693649 22.876555249094967 11.852169424295427 10.86209689080715 6.9136414974927893 8.9886445701122302 7.2409064769744864 16.866343602538109 5.1013548821210861 leaf_count=26 46 38 39 37 19 37 35 53 30 14 37 23 27 30 20 37 25 35 36 43 42 47 56 31 39 22 23 27 41 17 internal_value=0.00992745 0.00851195 0.022398 0.00699321 0.0228358 0.0154132 0.00780066 0.0184188 0.00628248 -0.00397159 -0.00984747 0.00829288 -0.0020189 0.00349312 -0.0154318 0.0146068 0.0107959 0.0153496 0.00880769 -0.00292388 0.00919978 0.020128 0.0036434 -0.00495206 -0.00171552 0.0148379 0.00432583 -0.00636314 0.0281587 -0.0292647 internal_weight=381.329 343.646 33.8796 309.766 37.6834 26.5894 299.55 37.472 262.078 42.96 36.2981 219.118 42.7988 36.5203 13.5118 23.0085 176.32 107.731 71.3112 35.0195 25.7779 36.2917 68.5881 38.7979 27.4903 29.7902 28.0817 16.2296 36.4202 10.7162 internal_count=1032 950 77 873 82 63 836 88 748 136 122 612 137 110 50 60 475 274 198 115 72 83 201 123 85 78 81 50 76 42 is_linear=0 shrinkage=0.03 Tree=43 num_leaves=31 num_cat=0 split_feature=19 8 20 11 11 0 10 19 17 8 8 10 3 1 8 11 4 5 4 0 4 4 4 11 8 0 19 17 21 20 split_gain=7.36933 7.65463 8.71293 8.07493 7.28854 9.94069 7.02982 10.6354 6.09464 8.29586 7.32957 10.3585 9.78037 9.10648 6.98146 9.49492 9.18274 7.92969 7.37863 9.55051 8.80573 6.93523 12.2486 6.9261 8.99781 7.95505 6.65674 6.23455 4.66278 4.19085 threshold=-1.0246943648323523 1.5018214326718242 -0.39917631178782792 -1.9781552565384823 0.18921104841102573 0.058931103619935109 -1.0804082779627391 0.43819822673538528 1.1712222148999298 -0.22986556050763979 0.60915051463250225 -0.49324762424405011 -0.2109089308264033 0.52098278589804325 0.25866497278872685 0.31594329236228086 0.4417058258515269 0.39637780151239516 0.64264155146386925 0.082157835419673544 1.3339517494527582 -0.43156053436860492 -0.78308271583944589 -0.41214599032778304 -0.89543512201362707 0.22984884761195509 -0.12893887639394544 -0.055739667824245866 -1.0000000180025095e-35 0.0092884584399167431 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 3 -3 -2 5 -1 7 -5 10 -10 14 -12 -13 26 15 21 -17 -16 -18 -20 -21 22 -8 -23 -25 28 -14 -24 -26 -30 right_child=1 2 -4 6 -6 -7 8 -9 9 -11 11 12 13 -15 17 16 18 -19 19 20 -22 23 27 24 25 -27 -28 -29 29 -31 leaf_value=0.026839607698362952 0.035167610519549961 0.034680899864263766 0.0036767965479182676 -0.038386318969255699 0.035058982434374684 -0.018639448570738491 0.016514950180667991 0.0028114934660864893 -0.0026255785090136632 0.027067252589084215 0.021109089461464108 -0.038416263537610025 -0.014078830339758474 -0.034618708431472661 0.0038187865969324612 -0.032450809139086739 0.020224639088062386 0.031213692403246576 -0.03744078369163694 -0.017756689393355694 0.025248108798524314 0.030514871008653251 -0.0035339616200057767 0.026189625280873902 0.026829969911969679 -0.030720753803110006 0.01684257386106168 -0.047191133985870236 -0.016533830555043243 0.01696129147772282 leaf_weight=10.760295167565348 8.779775455594061 19.75425785779953 13.896352320909498 7.6568213403224972 19.421024009585381 7.2331186681985846 14.254693672060968 21.406234711408615 12.063174590468405 28.417744025588036 11.497102245688437 9.1726097166538221 10.375483542680739 6.6912957429885855 16.36630479991436 9.2823847383260709 12.009337931871412 22.698151513934135 7.2234937846660641 8.5944471657276171 8.5465936511754972 20.6061921864748 6.0369885563850403 17.766829699277874 7.4000722318887737 6.3251954019069663 15.81974694132805 5.746159613132475 8.1192238777875954 5.7376037687063208 leaf_count=22 18 38 39 33 36 24 37 63 37 59 28 39 36 30 46 38 29 44 33 32 20 44 19 38 16 23 41 26 30 14 internal_value=0.00967274 0.0082908 0.0218774 0.00680924 0.0223139 0.00855762 0.00597879 -0.0080423 0.00748385 0.0182189 0.00559666 -0.00412571 -0.0110238 -0.00338356 0.00854319 0.00536658 -0.00581767 0.0197364 0.000978935 -0.00850732 0.00368568 0.0109174 -0.00219245 0.0160929 0.00953961 -0.0011854 0.00459513 -0.0248238 0.00760313 -0.00266473 internal_weight=379.659 342.244 33.6506 308.594 37.4144 17.9934 299.814 29.0631 270.751 40.4809 230.27 53.5562 42.0591 32.8865 176.714 137.649 45.6563 39.0645 36.3739 24.3645 17.141 91.993 26.0378 65.9551 45.3489 27.5821 26.1952 11.7831 21.2569 13.8568 internal_count=1032 950 77 873 82 46 855 96 759 96 663 174 146 107 489 399 152 90 114 85 52 247 82 165 121 83 77 45 60 44 is_linear=0 shrinkage=0.03 Tree=44 num_leaves=31 num_cat=0 split_feature=18 9 1 16 16 5 15 19 17 8 16 9 5 16 15 2 5 5 15 17 14 2 15 5 10 15 5 3 2 8 split_gain=7.17906 8.4963 6.84359 9.93351 7.79842 6.59078 6.45384 5.17812 7.74024 6.95079 5.36601 11.1308 12.7785 12.3273 14.3188 11.1064 9.50885 7.90703 6.78553 8.87389 8.46672 9.6495 7.99212 7.60306 13.8629 6.77611 6.74712 6.2569 8.14476 5.47704 threshold=0.50268766223233641 0.71964249702852834 -0.27973288022667997 2.4084326697086458 0.99274604806085531 -0.54561886945911531 1.1383262046355747 -1.0246943648323523 1.2146465816120737 0.34878766433764569 -0.51652320912672178 0.66702272173653265 0.93349619037531661 -0.71914242077240054 -0.42081013689001684 0.11448890633353313 -0.34234480401380946 0.32722719666098993 -0.55471771034466466 -1.0183560225337751 -0.50951965389146536 -0.40307247847758287 -0.22596384307861306 0.2468550871436038 0.91299920313826588 -0.014556193303278718 -0.60944882287080471 0.1241904284793397 0.57313605793397038 -0.37204252144583644 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=7 2 5 4 -4 6 -2 -1 10 -10 11 12 13 15 -15 16 -9 -18 19 29 21 26 27 -24 -25 -26 -20 -22 -29 -12 right_child=1 -3 3 -5 -6 -7 -8 8 9 -11 18 -13 -14 14 -16 -17 17 -19 20 -21 22 -23 23 24 25 -27 -28 28 -30 -31 leaf_value=0.021830431609067613 -0.015643516783930625 -0.024186417550253168 0.018499320672337997 0.043449127242014537 -0.018925758378244808 -0.034328192196336892 0.019218856534099056 0.041015889209459123 0.013898926822761117 0.044172484771750127 0.020742366198347014 -0.029447459157215038 0.038211413044759272 -0.046206643203987416 0.006979607767604556 -0.020255970645480802 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22 30 internal_value=0.00942627 0.000341323 0.00514868 0.0149884 0.00425732 -0.00639556 0.0021157 0.0113081 0.00989344 0.0241541 0.00812336 0.00162949 0.0057573 0.000616801 -0.0199335 0.00968877 0.0177742 0.00644707 0.0111526 0.0213497 0.00757516 -0.00805135 0.01151 0.0177629 0.0064186 0.0190281 0.00603979 -0.000109535 0.0100806 0.00671032 internal_weight=377.925 64.8498 54.2224 29.2723 21.2572 24.9502 19.1232 313.075 275.972 30.4723 245.5 78.0925 68.9361 59.5101 18.2253 41.2848 32.5074 21.8557 167.407 43.4785 123.929 24.9286 99.0003 64.3637 29.1174 21.2371 15.8785 34.6365 21.1367 20.0666 internal_count=1032 205 157 76 62 81 57 827 745 65 680 241 201 183 69 114 81 62 439 102 337 83 254 152 77 48 47 102 56 55 is_linear=0 shrinkage=0.03 Tree=45 num_leaves=31 num_cat=0 split_feature=18 0 7 4 0 8 7 3 19 5 4 7 18 18 1 8 5 8 4 4 3 22 17 8 11 8 18 19 1 19 split_gain=9.49704 6.22881 5.8926 9.01295 12.0939 5.74929 10.8375 14.3092 7.57797 7.00197 8.31124 6.74368 6.50186 8.07434 7.0226 5.42472 8.14209 6.39751 8.35457 8.94304 8.48965 5.53624 5.35803 5.16517 5.62171 4.67392 4.37779 9.81425 12.9019 4.06208 threshold=2.8599540568488875 0.8420543220923461 1.8152712377342337 1.1526761985166576 0.13427561018073897 0.036533098924888673 0.012993384940386517 0.6279434754555987 -0.066496646462211595 -0.89592279451687595 -0.26077415774037088 0.37358660106901465 1.1375468521124532 0.39893422466055889 -0.12457656495765151 0.6916942393402804 0.375258614812776 1.2286891751667761 -0.14854764864801115 0.3892026833215893 -0.2109089308264033 -0.69463471431099721 -0.10176411410481513 0.3440915986936211 -0.024884972387688161 0.29891362568404217 -0.32924888844753669 0.07786982639596686 0.93946777908223378 -0.80259600700925537 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 5 -5 6 8 11 9 -1 -11 -8 13 14 -10 16 21 18 20 -20 -17 29 -19 24 -23 -18 -3 -28 -29 -7 right_child=-2 26 -4 4 -6 15 7 -9 12 10 -12 -13 -14 -15 -16 17 25 22 19 -21 -22 23 -24 -25 -26 -27 27 28 -30 -31 leaf_value=0.039182852121021627 -0.022530986389580732 0.014369422961634187 0.036258170791459543 -0.038650643461741456 0.010096161947021067 0.0076469766386082841 -0.030260709729242205 0.029020629107994328 0.019327586672027705 -0.0071500917363399048 0.024335785621836366 -0.0019382067464833604 0.021016185569678485 -0.030839794588522453 -0.014091430393096281 -0.0017942581481973211 0.01216452679580261 0.0052445109852561666 -0.037164805718331806 0.0059462563387687852 0.037264710194488362 0.00075929351612822628 0.032547811890701113 -0.0097690171953674753 0.029635615400527702 0.037994965019014594 -0.03153537472248677 0.026329946958298218 -0.020069482349498555 0.034198087620159273 leaf_weight=15.373479738831518 7.5810573920607558 14.921810820698736 9.3824703842401487 7.1484911888837841 12.751120731234549 7.5508162826299694 13.092276073992254 9.0287041962146741 14.014299333095552 10.716651067137716 25.497157007455826 17.925511419773102 15.993169635534285 7.016322433948516 9.4923010319471377 11.14099356532097 7.9786966294050208 10.732527092099192 7.5553373545408276 10.146408900618551 9.0983790606260282 12.32619036734104 16.282484665513039 11.048893004655836 11.950592696666719 30.048584699630737 9.1263588517904299 12.024351209402086 9.7805315405130369 16.55802321434021 leaf_count=27 33 37 19 31 34 19 58 20 33 35 56 56 39 27 32 35 20 29 32 30 17 36 32 36 24 55 33 27 36 33 internal_value=0.010713 0.0113838 0.012824 0.0121379 -0.00741504 0.0134324 0.00893359 -0.00421775 0.0143021 0.0222195 0.0150183 -0.0138928 0.00552144 -0.00259737 0.00583251 0.017259 0.021735 0.0105432 0.00259874 -0.0124541 0.0157643 0.0147991 0.0217008 0.00723512 0.0149741 0.0325753 0.00102338 -0.005415 0.00551759 0.0258824 internal_weight=383.284 375.703 329.85 320.467 19.8996 300.568 138.15 40.0465 98.1034 51.5873 36.2138 31.0178 46.5161 30.5229 23.5066 162.418 97.4618 64.9561 37.9411 17.7017 20.2394 59.4345 27.015 35.3257 24.2768 38.0273 45.8531 30.9312 21.8049 24.1088 internal_count=1031 998 865 846 65 781 383 134 249 118 91 114 131 92 65 398 223 175 114 62 52 148 61 96 60 75 133 96 63 52 is_linear=0 shrinkage=0.03 Tree=46 num_leaves=31 num_cat=0 split_feature=15 7 16 3 7 16 20 17 7 18 11 17 8 6 2 18 15 6 8 8 20 6 15 19 21 16 15 17 2 7 split_gain=10.8176 9.45032 10.8363 14.0759 10.4173 7.61241 7.29122 7.11805 7.78475 8.37338 7.39269 7.32788 10.7128 7.87675 7.31609 6.22235 5.93353 6.86059 9.65827 13.9616 10.6816 6.89692 9.16175 7.05697 9.26802 6.33148 6.56143 6.31125 6.15221 5.2219 threshold=0.52579721098864673 0.20003043533535705 2.4084326697086458 0.60223110255429912 -1.3470798833685247 0.99274604806085531 0.82762683505312451 1.365623717136446 1.7536674860577059 -0.79318778459864625 0.51214756541846829 -0.33506895513103524 -0.62147926903137984 0.17233147434265059 -1.1752887834172263 0.6915865790795811 -0.86748513723185461 0.11809511832707816 0.68448820060887006 -0.19398641737204303 -0.36111889366316569 -0.0089054815481469044 -0.082400674958812412 0.13773481437961241 1.0000000180025095e-35 -0.56857369362257171 -1.0000000180025095e-35 0.28113050429347991 0.085160113432830378 -0.78603852046293177 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=5 2 3 4 -2 7 -6 8 9 10 11 12 -1 -14 -11 -3 -16 21 19 28 -20 22 29 24 -24 -21 -27 -22 -19 -18 right_child=1 15 -4 -5 6 -7 -8 -9 -10 14 -12 -13 13 -15 16 -17 17 18 20 25 27 -23 23 -25 -26 26 -28 -29 -30 -31 leaf_value=0.029566666413427267 -0.019181751955225729 -0.0007112456562288318 0.033594489662205108 -0.045409474657732929 0.026355927631131475 0.032714974188356914 -0.011608508517655061 0.02804168816720444 0.032447456568325379 0.031659252273821305 0.031688742868102554 0.033476080319901125 -0.016721317137743656 0.019392325563483762 -0.018275427143778642 -0.038397182494075761 0.029581124905707277 -0.037307624711212982 0.0034609056530404713 -0.0016832568228189494 -0.049459165428337705 0.030174059984295162 0.0041059044792143553 0.015813032575352937 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-0.00574738 0.00596937 -0.0208068 0.00463969 0.00591125 0.000223686 0.00660611 -0.0147551 0.0121635 0.00799672 -0.0101034 -0.0234889 0.0161257 0.0234519 -0.0341812 -0.0140967 0.0147786 internal_weight=381.605 65.9842 50.1418 40.0722 34.4891 315.621 24.1033 299.324 277.214 263.566 70.8086 47.0846 36.7545 25.6961 192.758 15.8424 183.272 173.637 90.9243 63.7574 27.1669 82.7123 67.172 18.3085 12.073 43.6749 30.9449 13.1468 20.0826 48.8635 internal_count=1031 207 147 124 98 824 60 792 746 719 173 124 104 82 546 60 526 488 269 176 93 219 188 61 44 104 66 53 72 127 is_linear=0 shrinkage=0.03 Tree=47 num_leaves=31 num_cat=0 split_feature=15 4 16 7 16 17 7 18 4 17 12 1 7 11 15 6 19 17 17 12 15 4 20 6 15 19 21 15 7 6 split_gain=10.2395 9.11496 8.57558 9.38961 7.22511 6.81833 7.45961 7.95929 7.68605 11.1166 6.89816 6.12053 8.28708 5.7321 5.6031 6.46843 7.31017 12.4828 6.90789 10.8095 9.2625 8.40165 7.27372 6.56553 8.63095 6.68097 8.8782 5.43518 4.93962 6.47036 threshold=0.52579721098864673 0.48595092366962039 2.4084326697086458 -1.3470798833685247 0.99274604806085531 1.365623717136446 1.7536674860577059 -0.79318778459864625 -0.12822554564027178 -0.70002995508439925 -1.1752887834172263 0.32272827541642546 -0.35614069321033287 -1.2521359092945588 -0.86748513723185461 0.11809511832707816 0.16341725547100935 -0.33987674072299479 -0.66240307312521474 0.10238221296554623 -0.24649589136518615 0.68076668335793933 0.39698219862559825 -0.0089054815481469044 -0.082400674958812412 0.13773481437961241 1.0000000180025095e-35 -0.035151811402157479 -0.78603852046293177 -0.55076826963949255 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 13 5 6 7 8 9 -1 -9 12 -5 -2 -12 23 18 -18 -17 22 21 -21 -20 24 28 26 -26 -22 -16 -30 right_child=1 -3 -4 11 -6 -7 -8 10 -10 -11 14 -13 -14 -15 15 16 17 -19 19 20 27 -23 -24 -25 25 -27 -28 -29 29 -31 leaf_value=-0.028790659846662497 -0.005843489822765272 -0.029770530870363403 0.028032835597919459 0.012507569714431923 0.031944734307205756 0.027485100447066712 0.031844820520489946 0.030783402790353725 0.022387126568296577 0.026167858108680185 -0.017794653241306541 0.022106311692747578 -0.026235368805886852 -0.046167459764184467 0.028764324661987316 0.022148552022062874 -0.042218060252212287 0.012605657134115959 -0.030579514521355284 0.0098684122879458078 0.032684322072422202 -0.031187404601287275 0.009648219953304572 0.029470069288510498 0.0039838778897262773 0.01533957630467868 -0.047692558438008223 0.0018700707578289946 0.022860871027738174 -0.0035304828170168961 leaf_weight=7.0420863777399063 7.1795592755079269 8.4045176431536657 10.608579501509665 11.698241606354708 16.190994068980217 21.884989514946938 13.49069659411907 9.4635157287120801 57.078709810972214 6.2542564868926984 9.5991286337375623 13.501477539539335 8.6378612220287376 5.6849175691604596 14.869708612561224 15.165180891752234 8.719004422426222 6.542569935321807 13.84659370779992 10.658512920141211 14.040457025170328 7.746238484978675 5.7148643881082526 15.435831576585768 5.7415384054183978 6.2351282835006705 6.2484695017337799 8.1375682651996701 14.87902164459228 19.085002481937412 leaf_count=29 24 38 24 31 32 46 27 20 130 14 38 31 33 26 32 36 35 17 55 29 27 33 15 31 16 17 28 22 36 59 internal_value=0.0101745 -0.000594434 0.0036842 -0.0018467 0.0124277 0.0113669 0.0100888 0.00897069 0.017602 -0.00293959 0.00580911 0.00644748 -0.00394869 -0.023663 0.00451523 0.00575266 0.000217454 -0.0187154 0.00405422 -0.000508206 0.00832171 -0.00741126 -0.018827 0.0118298 0.00776926 -0.00984836 -0.0229468 0.0213779 0.0143443 0.00803109 internal_weight=379.785 65.7152 57.3106 46.7021 314.07 297.879 275.994 262.503 70.3751 13.2963 192.128 33.8376 20.3361 12.8645 182.665 173.066 90.571 15.2616 75.3094 60.1442 40.5828 18.4048 19.5615 82.4947 67.0589 18.2251 11.99 22.178 48.8337 33.964 internal_count=1031 207 169 145 824 792 746 719 173 43 546 95 64 50 526 488 269 52 217 181 111 62 70 219 188 61 44 49 127 95 is_linear=0 shrinkage=0.03 Tree=48 num_leaves=31 num_cat=0 split_feature=15 7 16 3 4 16 19 19 7 2 6 18 7 19 4 8 5 3 8 4 2 4 19 16 1 15 18 19 6 3 split_gain=9.69396 8.67042 9.83873 13.1719 9.65732 6.86276 6.31876 8.21407 6.0828 6.41693 6.39318 5.9699 5.0174 8.15782 8.6824 11.6232 10.1664 9.42471 7.40187 10.36 8.10435 7.67457 6.59687 7.63443 4.51154 4.47448 9.14132 16.2333 5.64111 5.19904 threshold=0.52579721098864673 0.20003043533535705 2.4084326697086458 0.60223110255429912 -0.57074563901579189 0.99274604806085531 0.32536533594425282 0.77080459563605619 1.7536674860577059 -0.81731809237263642 -0.81547043773897776 0.6915865790795811 -0.35614069321033287 -0.6522015736607899 1.3339517494527582 0.24858691952207915 0.15172004378072559 0.15032531095892213 0.52014048402680313 -0.12050140304526037 0.39530638418491409 0.3892026833215893 -0.46202439156691305 -0.73507166414101355 0.45619074443650515 -0.31528557015561459 -0.84973732923021983 -0.78292859962419803 0.13080474874828277 -0.068034352682154658 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=5 2 3 4 -2 6 8 24 9 -1 -11 -3 22 25 15 16 17 -15 -17 -20 21 -21 23 -12 -8 26 28 -28 29 -14 right_child=1 11 -4 -5 -6 -7 7 -9 -10 10 12 -13 13 14 -16 18 -18 -19 19 20 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 leaf_value=0.025577351298848337 -0.0039498776546525267 -0.000377137708917715 0.032087315262284061 -0.04448658210272647 0.031910417011415212 0.031201002829533787 -0.028155914400606132 0.023481784682236495 0.034048018861981208 -0.012918293806629145 0.020110904501201812 -0.037428203768159023 0.020454005916576749 -0.028349036567339295 0.024224634035200584 0.03003933227686369 -0.036673948118301089 0.016686751756535487 0.023807699447044424 -0.01972361080702938 -0.038246295100488208 0.016700673500514449 0.030414935418914834 -0.018881975742622722 0.005963353918286232 0.027745526677599823 -0.031330934309196166 0.017861175456079369 0.029524533096779874 -0.012981763858702538 leaf_weight=25.915533572435379 25.031803086400025 7.3864450603723517 10.03981778025627 5.4472495764493933 9.2587849497795158 16.081297010183334 10.102865949273111 6.6626248806715003 11.127062544226645 10.598737403750418 13.808316066861154 8.3251797109842283 10.539171367883684 6.9430661648511949 14.24793693423271 10.464794531464575 12.486163899302481 10.516851484775541 12.98543243110179 9.4774044901132708 6.4104844927787772 11.551709845662115 24.457768470048904 6.7175112366676322 5.3270560652017585 20.14009615778923 10.42112171649933 14.352993741631506 24.284928157925606 6.9425872713327399 leaf_count=58 79 21 23 26 19 32 38 15 22 38 32 39 26 28 31 21 54 27 30 34 27 29 50 24 15 43 41 36 50 23 internal_value=0.00991496 -0.00057997 0.0055527 -0.00115131 0.00573274 0.0121139 0.0110786 -0.00435613 0.0123213 0.011403 0.00985536 -0.0200095 0.0109199 0.00869981 0.00263158 -0.00117435 -0.0160039 -0.00122206 0.00755208 0.00173083 -0.00871677 0.000284971 0.0198903 0.00734966 -0.0163765 0.0153563 0.0116064 -0.00283127 0.0201702 0.00717555 internal_weight=378.053 65.4893 49.7777 39.7378 34.2906 312.564 296.482 22.0925 274.39 263.263 237.347 15.7116 226.748 181.765 95.0838 80.8359 29.9461 17.4599 50.8898 40.425 27.4396 21.0291 44.9836 20.5258 15.4299 86.6809 66.5408 24.7741 41.7667 17.4818 internal_count=1031 207 147 124 98 824 792 68 724 702 644 60 606 500 281 250 109 55 141 120 90 63 106 56 53 219 176 77 99 49 is_linear=0 shrinkage=0.03 Tree=49 num_leaves=31 num_cat=0 split_feature=18 0 7 4 0 8 7 3 19 5 4 7 18 18 1 8 5 8 4 4 3 22 8 11 8 3 8 9 4 19 split_gain=8.43675 5.79466 5.34029 7.93072 10.8064 5.39065 9.56185 13.01 6.94355 6.71493 7.77502 6.4262 6.28615 7.30203 6.77801 4.81222 7.69156 6.09778 7.31167 8.22439 7.87733 5.15303 4.87043 5.05106 4.45385 4.10608 7.41996 7.03944 3.72418 3.4803 threshold=2.8599540568488875 0.8420543220923461 1.8152712377342337 1.1526761985166576 0.13427561018073897 0.036533098924888673 0.012993384940386517 0.6279434754555987 -0.066496646462211595 -0.89592279451687595 -0.26077415774037088 0.37358660106901465 1.1375468521124532 0.39893422466055889 -0.12457656495765151 0.6916942393402804 0.375258614812776 1.2286891751667761 -0.14854764864801115 0.3892026833215893 -0.2109089308264033 -0.69463471431099721 0.3440915986936211 -0.024884972387688161 0.29891362568404217 0.81537958144878941 0.13662581886592864 0.24772297779039495 0.1720137770530322 -0.42268069997890928 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 5 -5 6 8 11 9 -1 -11 -8 13 14 -10 16 21 18 20 -20 -17 29 23 -23 -18 27 -27 -3 -12 -7 right_child=-2 25 -4 4 -6 15 7 -9 12 10 28 -13 -14 -15 -16 17 24 -19 19 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=0.037459729732064295 -0.022001930527422612 -0.009179480348000894 0.034597621502226623 -0.037384131562837555 0.009181719945790855 0.014329255625031324 -0.029948766641073474 0.027529987749179564 0.01790537833650151 -0.0079492841098184695 0.031635476635289844 -0.0020755869472351947 0.019833374293416049 -0.030533708970138729 -0.015057404062238728 -0.0026428378310894489 0.010985343146100869 0.020712534764617929 -0.036243913953657066 0.0054172114329726845 0.035150134743247526 0.00034541819439159885 -0.010311082565874354 0.027995675075483738 0.036546662571358669 0.0083886881817952091 -0.032318868321905662 0.020428501379341837 0.0077093993881496327 0.037566481443722217 leaf_weight=15.025515705347059 7.4224172905087462 13.251133441925051 8.9213990271091443 6.9778190851211574 12.556305274367331 13.42384557425976 12.883457548916342 8.8167854249477369 13.864351287484171 10.62685504555702 15.647932186722757 17.632916897535324 15.876289352774618 6.9227227419614783 9.4349876791238803 11.108268961310388 7.7950909584760657 26.434480056166649 7.4216693043708828 10.025580465793608 8.9732433110475522 12.180486887693403 10.979571491479872 11.616934403777124 28.806356891989708 8.0855389982461947 8.0342169702053052 15.897451385855673 9.3557171225547773 10.21507892012596 leaf_count=27 33 42 19 31 34 33 58 20 33 35 31 56 39 27 32 35 20 61 32 30 17 36 36 24 55 23 30 38 25 19 internal_value=0.00966523 0.0103026 0.0117092 0.0110602 -0.00745215 0.0122857 0.007903 -0.00456908 0.0129732 0.0206398 0.0135468 -0.0138431 0.00454862 -0.00348078 0.00455721 0.0160373 0.0203197 0.00967585 0.00190184 -0.0123045 0.0142446 0.0135634 0.00621733 0.0138432 0.0311028 0.000249465 -0.0119003 0.00696852 0.022683 0.0243707 internal_weight=376.214 368.792 323.524 314.602 19.5341 295.068 136.088 39.3332 96.7544 50.656 35.6305 30.5164 46.0984 30.2221 23.2993 158.981 95.0174 63.9632 37.5288 17.4472 20.0815 58.4159 34.777 23.7974 36.6014 45.2683 16.1198 29.1486 25.0036 23.6389 internal_count=1031 998 865 846 65 781 383 134 249 118 91 114 131 92 65 398 223 175 114 62 52 148 96 60 75 133 53 80 56 52 is_linear=0 shrinkage=0.03 Tree=50 num_leaves=31 num_cat=0 split_feature=9 9 3 5 17 17 15 16 18 18 16 19 19 16 10 16 3 16 15 8 8 16 15 8 15 4 4 18 11 9 split_gain=6.96877 4.39185 8.55574 11.4483 4.32463 7.85038 7.34796 8.80302 6.58744 5.76191 6.98588 9.49438 9.28759 8.06237 7.85201 6.7022 5.89027 5.56683 9.7007 5.73398 9.07863 8.3674 6.09471 5.84147 6.25156 5.02314 9.28135 4.86906 6.66815 4.69946 threshold=-2.3448886677075262 -1.8791703073055896 -1.231603262078605 -0.068131423210127093 -0.029890024389531419 -0.18440323937152872 1.5087308838086428 2.8662699927265849 0.93537827426894882 0.56460711139685493 0.99274604806085531 0.31392257535360318 -0.46202439156691305 -0.771719616383581 0.55197264646853184 -0.26331816253601742 -0.14460550670262923 -0.91517571977222245 -0.45086738343261373 1.5628951353592224 0.55502560114105348 -0.26331816253601742 -0.039592573248759998 -0.19398641737204303 0.23160968715376365 1.3339517494527582 0.59581540760056528 -0.74817684217711999 0.074383126800860858 0.35199971096350641 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 -3 5 9 8 -8 17 10 11 12 13 27 15 -15 -13 -6 -19 20 22 -22 -20 29 -25 26 -14 28 -4 -24 right_child=1 2 4 -5 6 -7 7 -9 -10 -11 -12 16 25 14 -16 -17 -18 18 19 -21 21 -23 23 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.021571772716146968 0.033918547208602393 -0.031589097409077976 0.00131642342570766 0.023589388521822054 0.035050576622064906 -0.015347686684499829 -0.02740422454628828 0.020015938073904303 0.041942836413542996 -0.014656974040527938 0.038992596479761187 0.0037087365515088805 0.023799550855451095 -0.048226901750969393 0.0089239537836677679 -0.00025788379691001837 -0.034589416067458828 -0.014319464174709459 0.02569508781854709 0.033903940880439624 0.0087674955867724034 -0.031245967758077191 0.0067807126193235954 0.0012780507488970104 0.028489617583155668 0.043693755674461716 -0.0070849820188122548 -0.0084741813462000659 0.026218014463621587 -0.028000684462865973 leaf_weight=6.2423527687788001 7.0065280944108954 9.6923347413539869 16.979615509510026 5.1995696276426306 11.205926656723021 12.486940935254095 7.9072592556476575 6.3548698127269745 8.4760025888681394 8.5127392709255201 7.4713696688413611 7.9466490298509598 41.194820627570166 6.5059572756290436 9.0365878045558912 4.3904716670513171 6.6294917166233045 10.730598941445349 41.871137574315064 13.45582441985607 14.236737743020059 7.0241021662950507 10.254058688879004 12.830192729830758 18.634139224886894 7.3664510101079932 11.121585682034491 9.4389303326606733 22.506781816482544 5.3049705624580374 leaf_count=24 14 42 47 12 22 42 33 17 15 32 13 23 95 30 26 14 25 38 93 26 39 28 28 36 39 12 38 35 51 19 internal_value=0.00985575 0.010398 0.00993351 -0.0123233 0.0109087 0.00755738 0.0143258 -0.00627491 0.0162334 0.00935507 0.0107125 0.00923611 0.0118381 0.00433057 -0.011752 -0.0288989 -0.01371 0.0147362 0.0130417 0.0154169 0.0131586 -0.00445205 0.0173706 0.00995812 0.0173936 0.0204999 0.017234 0.0108829 0.01551 -0.00507827 internal_weight=368.015 361.773 354.766 14.8919 339.874 171.588 168.286 14.2621 154.024 159.101 150.589 143.117 128.541 68.8583 19.933 10.8964 14.5761 145.548 134.342 123.611 110.155 21.2608 88.8945 47.0234 31.4643 59.6829 52.3164 48.9253 39.4864 15.559 internal_count=1008 984 970 54 916 483 433 50 383 441 409 396 348 203 70 44 48 368 346 308 282 67 215 122 75 145 133 133 98 47 is_linear=0 shrinkage=0.03 Tree=51 num_leaves=31 num_cat=0 split_feature=15 22 17 16 20 20 0 8 8 6 8 3 10 2 3 5 19 6 5 6 8 2 6 17 18 19 16 18 8 2 split_gain=5.31988 10.0274 7.55861 7.5145 5.91789 8.67861 11.7122 7.07791 8.88239 9.5021 9.291 8.65106 8.58069 8.06774 7.3147 6.32387 7.41616 5.74254 7.57583 5.33221 10.3454 8.20311 5.66482 8.37936 5.97486 8.16019 6.68855 5.58674 5.08335 5.3504 threshold=1.6941543856998094 -1.0479364803007005 1.6331766267058394 2.499785868012331 2.4400115362716783 0.80152469167495244 1.059999121209142 1.1001938442131722 0.66921041554542249 0.17477892330939063 0.27358016079011477 -0.16839334012429577 -0.52162706975614392 0.37844628749314441 -0.30168967706069344 0.2161479577063159 -0.15640673111167988 1.4872387228606829 0.50925020795500398 0.20688238238417408 -0.64200992338502338 0.44862656327443928 0.020547167542730584 -0.86566647812116237 -0.52669307008537858 0.82413585708896731 1.0000000180025095e-35 -0.77079588896661078 0.13662581886592864 0.25422201404874151 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 -2 4 -3 5 6 7 8 10 11 17 12 -10 -11 -9 16 -12 18 19 22 -21 -22 23 27 -25 26 -26 -1 29 -7 right_child=1 3 -4 -5 -6 28 -8 14 9 13 15 -13 -14 -15 -16 -17 -18 -19 -20 20 21 -23 -24 24 25 -27 -28 -29 -30 -31 leaf_value=0.0028807301592080254 0.029116258905949027 -0.037351617984351944 0.028277146509939337 0.0036578981859253781 -0.016142126526302494 0.018809307676081424 -0.026469836678547364 0.041345914189211054 0.012076898756810736 -0.046093011871349274 -0.0045890906785048943 0.024257551151519462 -0.035165282138534051 0.0013270989297569865 0.012257679019381896 0.03052590994668106 0.033005772521109054 0.030050961075182778 -0.022197050960375435 -0.024459541655056871 -0.0060746045033152375 0.034766010357621481 0.024769131604370245 0.027667696585573418 0.0048102276259540623 0.026472065739494021 -0.030965353475018879 -0.035589898410596767 0.0099439816025585059 0.043897426564942978 leaf_weight=7.3422771841287613 5.7880240976810482 8.0753762945532817 20.285368606448174 8.0103375911712629 7.9631006866693488 19.68961189687252 8.6904456019401533 11.196818858385084 7.0284836739301664 7.8735087811946851 13.523362636566164 11.226990088820459 6.8157050162553787 5.4739252626895905 25.499536573886871 27.164436534047127 7.2563807666301718 8.0723787844181043 9.2361401021480543 13.350321114063265 11.103483289480211 7.360375151038169 18.434931188821793 14.672148868441573 16.905199468135852 10.706576243042944 6.5161778479814521 6.3231869935989291 22.383788406848907 12.512288972735403 leaf_count=23 14 36 42 25 28 48 34 20 19 36 41 25 29 18 66 56 15 17 36 50 36 14 41 32 49 25 25 27 60 21 internal_value=0.00960104 -0.0047455 0.0105117 -0.0169298 0.0094005 0.0100434 0.00777444 0.00895033 0.00688429 -0.00619762 0.00970833 0.00468847 -0.0111811 -0.0266455 0.0211331 0.0209965 0.00853921 0.00554597 0.0039239 0.00606432 -0.00434087 0.010206 0.0101562 0.00584356 0.011658 0.00477519 -0.00514307 -0.0149201 0.0209247 0.0285575 internal_weight=366.481 21.8737 344.607 16.0857 324.322 316.358 261.773 253.082 216.386 38.4186 177.967 25.0712 13.8442 13.3474 36.6964 47.9442 20.7797 130.023 121.951 112.715 31.8142 18.4639 80.9005 62.4656 48.8001 34.128 23.4214 13.6655 54.5857 32.2019 internal_count=1008 75 933 61 891 863 734 700 614 127 487 73 48 54 86 112 56 375 358 322 100 50 222 181 131 99 74 50 129 69 is_linear=0 shrinkage=0.03 Tree=52 num_leaves=31 num_cat=0 split_feature=3 3 5 8 20 11 8 8 5 11 3 8 10 20 11 4 17 17 8 8 8 20 4 4 2 11 1 5 8 8 split_gain=4.7444 5.25648 5.98356 5.89308 4.40317 9.9592 12.1226 6.01468 11.6541 7.09066 10.6222 10.1928 7.90487 6.86398 6.93884 6.66881 6.33581 11.2231 5.61524 9.77514 6.0923 5.05652 5.0009 10.0916 11.113 9.79063 9.28797 7.70154 5.51401 4.35333 threshold=-1.231603262078605 -1.8981834573704133 -0.072495311548594191 -0.21463119189215693 0.80152469167495244 1.5525461676904355 0.14122744345378302 0.19848571688006408 0.45607236975186566 -0.64072129207778883 -0.010904522082241585 0.44072392125065279 -0.61732416101456122 0.14043559273553835 1.2954389876803882 0.034915448516817126 -0.72502926329615758 0.35881801390511553 0.12716933530327809 0.42316334150825025 0.66004810023586102 1.101853238871078 -0.91420629239910689 -0.24197115700656144 -0.42816173251059569 -0.16854671367614754 0.38806208802357545 -0.50606482478819381 -0.34009050915426103 -0.13760655368462948 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 -3 5 7 -7 8 22 10 12 -11 -9 14 15 -13 -17 -18 21 -20 -21 -6 28 24 -24 -25 -26 -27 -2 -23 right_child=4 2 -4 -5 18 6 -8 9 -10 11 -12 13 -14 -15 -16 16 17 -19 19 20 -22 29 23 25 26 27 -28 -29 -30 -31 leaf_value=0.012610768578891757 0.0075246840278966253 -0.04597817354869161 0.014795088527974145 -0.0024686116553261179 0.039053700759401934 0.0073497974595883794 -0.053884612439967547 0.0010470164606151563 -0.027414786506319778 0.032406059336159976 0.027050530355578018 0.02207885989440549 -0.048420853845265267 -0.0074319303091092952 0.039210416504396432 0.021353396628391547 -0.036372223440376036 0.010239900646767238 -0.019861805355443022 0.035143697328441047 0.0031301279614295635 -4.834732847533933e-06 0.014835843854648258 0.027462818128899374 -0.043228665481437709 -0.021252495029821614 0.00023958583742016645 0.0090532559872055895 0.04041561465321504 0.030966957990726525 leaf_weight=11.777084141969683 10.269243702292444 5.9987710416316977 4.6505807489156714 5.2567828744649878 15.0087176412344 7.025676488876341 4.9666097462177277 6.9574895650148401 9.0456613600254041 29.823571115732193 6.9344346672296515 29.134156748652458 4.9942369014024743 13.726574972271917 9.7775242924690229 9.9091182947158796 7.6681270450353685 11.807694882154463 8.0838848352432269 10.51718156039715 10.889390401542185 8.464080676436426 10.304251953959467 22.769170060753822 10.126700237393381 9.0353185981512052 7.8561500757932654 45.813611790537834 8.2908604145050031 7.8935242146253577 leaf_count=32 29 28 12 19 27 23 23 21 36 61 15 68 22 44 18 24 34 31 27 20 33 27 27 49 44 33 24 126 15 16 internal_value=0.00935737 -0.00258155 -0.0138301 -0.0256575 0.0103378 0.00872852 -0.0180105 0.00994202 0.00546325 0.014516 -0.0024865 0.017387 -0.019624 0.011926 0.0158167 0.011908 0.00182393 -0.00811248 0.0176427 0.00824461 0.0188586 0.0264788 0.0078527 0.0053353 -0.0100049 0.0109259 -0.0242387 0.00406096 0.0222172 0.0149409 internal_weight=364.776 27.6832 15.9061 11.2556 337.093 276.236 11.9923 264.244 133.511 130.733 18.8862 111.847 11.9517 82.0232 68.2966 58.5191 29.3849 19.4758 60.8568 29.4905 21.4066 31.3663 124.465 105.905 28.2871 77.6181 17.9829 54.8489 18.5601 16.3576 internal_count=1008 91 59 47 917 767 46 721 383 338 58 280 43 219 175 157 89 65 150 80 53 70 347 303 95 208 68 159 44 43 is_linear=0 shrinkage=0.03 Tree=53 num_leaves=31 num_cat=0 split_feature=15 15 10 17 20 20 0 8 8 6 8 3 10 12 3 21 6 6 9 20 19 14 8 19 11 8 12 16 8 17 split_gain=4.98694 9.46107 7.50859 7.29353 5.57723 7.86205 10.9812 6.67363 8.23171 8.84222 8.49619 7.92422 8.08901 7.69189 6.11022 6.08754 5.42079 6.65366 6.13683 6.4115 5.96214 8.5847 14.5339 8.67664 4.92693 4.65726 5.08192 5.08184 4.5734 5.37266 threshold=1.6941543856998094 2.2410742982720597 -0.64365123742036223 1.6331766267058394 2.4400115362716783 0.80152469167495244 1.059999121209142 1.1001938442131722 0.66921041554542249 0.17477892330939063 0.27358016079011477 -0.16839334012429577 -0.52162706975614392 0.37844628749314441 -0.22019906081300153 0.0023068563943257621 1.4872387228606829 0.20688238238417408 0.87087057572753013 -0.072463064078482756 -0.691453782423196 -0.94407350743456031 -0.89543512201362707 -0.28972980189893455 -0.50786224512073186 0.13662581886592864 0.25422201404874151 -0.27942469374268891 0.38772948642118815 0.18573196746570958 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=3 -2 -3 4 5 6 7 8 10 11 16 12 -10 -11 -9 -16 17 20 19 -19 -1 -22 -23 -24 -12 26 27 -7 -26 -30 right_child=1 2 -4 -5 -6 25 -8 14 9 13 24 -13 -14 -15 15 -17 -18 18 -20 -21 21 22 23 -25 28 -27 -28 -29 29 -31 leaf_value=0.021182794205211616 -0.035425299273050499 0.027130844177186253 -0.015038851508114855 0.027605484002344412 -0.015927960763917056 0.028259844687738164 -0.025910390577835594 0.03824423837920049 0.011644617012268762 -0.045304420889681736 0.00083080096215562777 0.02312678618124598 -0.03438617501032331 0.0012955561190378369 -0.006248395000831475 0.02418715415915278 0.029149620567394594 -0.026365280934700273 0.011104228595872023 0.003529353593372708 0.019097452192824278 0.018667771474444775 -0.037416220841431508 -0.00095050756897209704 0.036416414345236285 0.0094204942832983949 0.042419051246226289 -0.0045938091828365123 0.027057098242781286 -0.0047848948038563145 leaf_weight=23.802757561206818 6.4087235927581814 8.3682581037282944 6.9614170715212795 19.948870480060577 7.934601664543151 13.303431719541551 8.6257031112909299 11.713913738727568 7.0175161957740766 7.7168359011411649 9.5211691409349424 11.167077437043192 6.7320200502872467 5.4318445846438408 9.9103218019008636 14.669296383857727 8.0132080763578397 16.254821479320526 12.266205549240111 10.711701706051828 20.312262579798698 14.392539307475081 12.028171196579928 11.474943414330495 17.162439525127411 22.259442284703255 12.293991938233374 6.2178617417812374 13.077586099505426 7.506451115012168 leaf_count=56 28 19 28 42 28 29 34 22 19 36 29 25 29 18 31 33 17 65 33 31 50 36 53 34 33 60 21 19 28 22 internal_value=0.00911664 -0.00481566 0.007981 0.0100036 0.00891147 0.00953999 0.00737161 0.00851589 0.00650367 -0.00614951 0.00923217 0.00435398 -0.0108929 -0.0260535 0.0204134 0.0119158 0.00525214 0.00367271 -0.00648823 -0.0144905 0.00853355 0.00336094 -0.00507391 -0.0196125 0.0201158 0.0199462 0.0273104 0.0177954 0.0249803 0.0154452 internal_weight=363.205 21.7384 15.3297 341.467 321.518 313.584 259.509 250.883 214.59 38.0653 176.524 24.9166 13.7495 13.1487 36.2935 24.5796 129.257 121.243 39.2327 26.9665 82.0107 58.2079 37.8957 23.5031 47.2676 54.0747 31.8153 19.5213 37.7465 20.584 internal_count=1008 75 47 933 891 863 734 700 614 127 487 73 48 54 86 64 375 358 129 96 229 173 123 87 112 129 69 48 83 50 is_linear=0 shrinkage=0.03 Tree=54 num_leaves=31 num_cat=0 split_feature=18 4 16 18 6 18 16 16 4 18 18 18 19 19 4 4 10 8 1 19 16 8 8 19 13 13 13 1 13 21 split_gain=4.45947 7.90813 7.16446 6.01406 8.12866 5.74529 5.05949 8.03478 12.1514 9.17386 8.30578 6.49807 7.0228 5.64384 5.33376 4.76122 7.074 7.30106 13.6117 5.84126 5.02144 4.2018 7.61212 6.20498 6.77616 5.15264 4.58994 4.65446 4.55177 4.53094 threshold=0.51701027648817943 0.48595092366962039 2.4084326697086458 2.0583390087855116 0.30076206733608335 0.79202493688913556 0.24131636058880337 -0.074149409574021177 1.4064286090523643 0.10132360788974888 0.15205255497448325 -0.10458696095868873 -0.14336030068211503 -0.14336030068211503 0.58808663433164532 1.0173240378165211 0.67420516860444701 0.97246870520892348 -0.21735196353178274 -0.68350580022290475 -0.34828773175141509 -0.85586822223223591 -0.09683854019735344 -0.9658898438841298 -0.051918309102716713 -0.2109089308264033 0.17266010809859286 -0.26187617728159435 0.58181465682376643 0.61516170515354196 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=6 2 3 4 5 -2 7 10 9 14 11 13 -13 15 -9 16 17 21 -19 -18 -17 -1 23 -23 25 -25 27 -24 -28 -29 right_child=1 -3 -4 -5 -6 -7 -8 8 -10 -11 -12 12 -14 -15 -16 20 19 18 -20 -21 -22 22 26 24 -26 -27 28 29 -30 -31 leaf_value=0.026400325189704813 -0.0093326743978849862 -0.026446464204379894 0.027268125988135036 -0.023973168622316434 -0.031126461135581148 0.020447540371303828 0.02082752161288946 -0.042968652532720378 0.031262035365815663 0.0043761976409997828 0.031304396218201566 0.010135581534376782 -0.022190843032165983 0.029251693232413764 -0.0033471102559440159 -0.024055627609416784 0.036169841058102094 0.012965344943993151 -0.049910484330812216 0.0072307950768282269 0.0096780093838082226 0.017946939719502793 0.0066523944135993109 -0.012077045308769832 -0.026175740694421044 0.02395172682274687 -0.0047962307645666065 0.034690064061475442 0.02325778611628574 0.0098792556953920755 leaf_weight=13.671120986342428 8.2904705107212084 7.9678929299116126 10.894306421279905 7.7130392491817465 4.6757730692625037 19.648541510105133 36.543035387992859 9.6419229358434695 6.7858967632055274 13.213308796286581 16.699463784694672 12.676252827048303 11.567838594317434 14.410571381449698 4.4779627174139014 7.3751108050346366 16.780547201633457 7.4694698452949524 5.2956997603178007 10.02922786772251 8.6052058190107328 9.9032807201147062 15.456771150231353 7.9554103836417198 12.334819532930851 6.4844640642404556 16.692450240254406 20.950403556227691 7.5637023895978919 9.6876271665096301 leaf_count=30 27 38 24 34 19 46 83 42 13 38 34 35 43 31 14 31 34 20 23 29 23 24 43 29 51 15 50 41 17 27 internal_value=0.00888668 0.00135649 0.00568139 -0.000150124 0.00548376 0.0116107 0.0103612 0.0089219 -0.00466963 -0.0135902 0.0109241 0.00934047 -0.00528867 0.0112006 -0.0304031 0.00972479 0.0112817 0.00845695 -0.013119 0.0253441 -0.00589048 0.0107388 0.00873832 -0.00234209 -0.00984649 0.00410227 0.0145152 0.0200739 0.00395174 0.026845 internal_weight=361.462 59.19 51.2221 40.3278 32.6148 27.939 302.272 265.729 34.1191 27.3332 231.609 214.91 24.2441 190.666 14.1199 176.255 160.275 133.465 12.7652 26.8098 15.9803 120.7 107.029 36.678 26.7747 14.4399 70.351 46.0948 24.2562 30.638 internal_count=1008 188 150 126 92 73 820 737 107 94 630 596 78 518 56 487 433 370 43 63 54 327 297 119 95 44 178 111 67 68 is_linear=0 shrinkage=0.03 Tree=55 num_leaves=31 num_cat=0 split_feature=9 8 10 8 17 17 20 8 20 17 17 0 0 15 19 4 0 5 19 11 9 6 5 17 11 11 3 11 19 6 split_gain=9.37598 7.59303 10.775 5.6467 14.4799 6.83846 6.27192 7.36184 6.01363 5.05125 8.22515 6.90406 5.41159 4.30043 5.51742 6.36941 5.57549 7.22379 6.73097 10.8414 6.35384 7.80743 5.3712 5.93335 5.67512 4.86944 4.40572 4.17595 3.77921 3.73802 threshold=-2.0833775499830272 -0.051110152289157912 1.135350741404354 -0.35620139050246663 0.81160855156206535 -1.3396331441731146 0.80152469167495244 -0.46263971124435127 -0.28228461842837921 -0.32928216894420231 1.235624879262575 0.27245962784840799 0.61572407679459651 0.77095955654719317 0.51325441326135446 -0.86633188079830858 -0.29737212725931234 0.30230925057965707 -0.666564122785955 1.3507009047844873 0.39671752099905616 0.80188639282172869 -0.053675158484867223 0.52910099013398315 0.20237413306687238 -0.29198034130525224 -0.68708784293323932 1.6428568211998262 0.16341725547100935 0.55667706657609917 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 5 8 -2 7 9 -5 11 12 28 -11 14 15 -3 26 22 29 20 -20 -22 -18 24 -24 -15 -17 -21 -7 -19 right_child=1 13 -4 4 -6 6 -8 -9 -10 10 -12 -13 -14 25 -16 16 17 18 19 27 21 -23 23 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.025519147383711742 0.0291885193989294 -0.012290444635372818 -0.034512843698975657 -0.036963404665280725 0.022857682964592504 -0.014203624089463761 0.021793375090862668 0.023306645174173971 -0.003979867815812067 0.018278311521874892 -0.026531445011003019 0.0042795762257933044 -0.012619536726901939 0.014669380352975239 0.034805239842333711 0.037232974842996591 0.011300083975164929 0.032672927649588193 0.011236673231003233 0.039194462414357714 -0.033648695711258718 0.011141484031485805 -0.041665369259666817 0.0072891316825974073 -0.00013342247826169317 -0.02014099688065479 0.017088395155259006 0.01154995411551823 -0.049205066272154978 0.010270552119298669 leaf_weight=7.1773778647184363 13.025215849280356 8.7993884533643705 6.3782687783241263 10.183357566595079 10.377303466200827 5.8956090807914752 17.560071036219597 11.664367869496344 9.7267365008592623 21.658811718225483 6.4518674015998831 9.3439835309982282 6.6735996454954138 7.0778337717056274 10.670015424489973 12.954947665333746 21.088938973844051 23.216410428285592 14.446537360548982 10.179583951830866 9.2511172741651517 5.636637642979621 6.952593460679056 9.951132193207739 5.1578056663274765 7.395670682191847 39.758042097091675 9.5144915729761106 5.2474305629730225 9.4246388226747495 leaf_count=29 27 32 30 49 25 22 41 28 32 54 25 28 22 18 21 24 55 48 39 18 37 15 28 27 15 30 98 24 23 27 internal_value=0.00841868 0.00912337 0.00354152 0.00544062 -0.00587444 0.00895477 0.00583569 0.00164931 -0.0208499 -0.00292122 0.00403893 -0.0147386 0.0110004 0.0126652 0.0138248 0.0126234 0.0138582 0.0104033 0.0156492 0.00862192 -0.00293706 -0.0166907 0.000474418 -0.00987399 -0.023977 -0.00311802 0.0220392 0.025839 -0.0306863 0.0262046 internal_weight=352.84 345.662 134.187 127.808 30.2874 97.521 84.4957 66.9357 19.9101 55.2713 34.7843 20.487 28.3324 211.476 197.002 186.332 177.533 124.82 81.6694 49.0284 29.3343 14.8878 43.1505 22.0615 12.1104 14.4735 52.713 19.6941 11.143 32.641 internal_count=991 962 406 376 106 270 243 202 81 174 101 73 76 556 508 487 455 333 208 133 91 52 125 70 43 48 122 42 45 75 is_linear=0 shrinkage=0.03 Tree=56 num_leaves=31 num_cat=0 split_feature=18 8 5 11 20 11 16 8 3 17 4 10 8 0 11 10 11 19 16 20 21 4 19 11 17 3 19 3 8 8 split_gain=11.3793 7.09793 9.63065 5.66454 4.46815 6.34631 8.0233 5.21746 4.66226 4.67793 5.6545 11.7113 5.54065 7.05947 4.40334 4.83105 4.93601 7.56558 5.92979 11.7558 5.90505 5.22768 4.71373 7.20131 6.14585 6.02216 4.64355 7.95571 4.31454 3.97969 threshold=2.3884961032536922 -0.051110152289157912 0.50925020795500398 1.2448311029476777 -1.0144552624260201 0.31594329236228086 0.045784648509670602 -0.64200992338502338 0.68037509430282339 -0.65242692159215887 -0.54982472467206767 -0.68740578886459669 -0.46263971124435127 -0.29048328366735571 -1.2876439444702825 -0.53331228535411357 -0.2403042244682573 -0.70432827508452689 -0.30890351417501599 -0.12415509731335365 0.0023068563943257621 0.67304757828428363 0.39579657188941963 1.4059233661375543 1.1534202416186021 0.41503571583446225 -0.28972980189893455 -0.16189397957465365 -0.57454695326237293 -0.84005631246953094 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 4 -1 8 7 -7 9 28 11 12 13 -11 -3 -16 26 -18 19 20 -19 -21 23 24 25 -20 27 -17 -6 -12 right_child=-2 14 -4 -5 5 6 -8 -9 -10 10 29 -13 -14 -15 15 16 17 18 22 21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.02084853879861908 -0.022114981861165096 -0.0057074941011618207 -0.028070026860156062 0.029098048625066077 0.004754781619608326 -0.0494516255062162 0.012993317777787136 -0.0080080515923253246 -0.022214974959347013 -0.02224930261732334 0.032107303361614277 -0.035643194133907666 0.025272288611720355 0.019298721892432757 0.028872817907741787 -0.025682863041559822 0.025129573959274839 -0.004113436891857036 0.013758034720757126 -0.0086257056049714557 0.024664360121292382 -0.048854878651600722 -0.0031552624865742065 0.036500725965328627 0.032798969228550356 -0.019226697992229369 0.016216233767356734 0.0092856433980263078 -0.027007021689299762 0.010411077142214183 leaf_weight=12.652501091361044 10.798486515879629 11.170777902007101 8.0506661608815175 8.7241707593202573 10.181598275899889 5.8410820513963708 6.040395811200141 5.1394656598567972 5.2133096307516089 7.5230244249105382 13.586357027292253 6.0448522567749015 12.435510918498037 7.2060427665710467 17.1403568983078 10.093177452683447 43.925336241722107 11.015614539384842 16.665802113711838 8.6163520216941816 15.372992679476738 4.3875159919261923 9.4770365506410581 15.961311861872671 9.1797627508640272 7.1055198162794104 14.251729875802992 13.946702152490618 6.188870169222354 17.294647589325912 leaf_count=30 50 37 36 19 29 26 16 20 20 27 27 26 28 17 36 37 101 35 43 27 35 20 32 29 18 25 36 36 27 46 internal_value=0.00820414 0.00916586 0.00372662 0.00578981 0.00402692 0.00195443 -0.0147773 -0.0300539 0.00527852 0.00705991 0.0107158 0.00212293 0.0105269 -0.00192236 0.0126157 0.013654 0.0122048 0.0147873 0.0101413 0.0011469 0.0126514 -0.0221991 0.0162094 0.0199614 0.0119498 0.00389852 0.00264789 -0.00539593 -0.0072528 0.0199565 internal_weight=351.231 340.432 132.122 124.072 115.348 102.695 17.0209 10.9805 85.6742 80.4609 64.0904 33.2094 27.1646 14.7291 208.31 197.139 179.999 141.707 97.7819 39.3925 26.3886 13.0039 58.3894 48.9124 32.9511 23.7713 38.2916 24.0399 16.3705 30.881 internal_count=991 941 394 358 339 309 62 46 247 227 171 98 72 44 547 510 474 365 264 117 70 47 147 115 86 68 109 73 56 73 is_linear=0 shrinkage=0.03 Tree=57 num_leaves=31 num_cat=0 split_feature=18 8 5 11 7 6 6 2 15 7 20 8 3 21 11 4 7 8 3 5 3 3 5 22 6 7 5 1 16 16 split_gain=10.7753 6.7217 9.12537 5.37877 8.50524 10.1822 10.7484 10.0192 7.91552 4.97427 5.99939 4.94351 10.8117 4.66426 4.62744 4.49893 6.60654 5.00403 4.83638 4.31514 4.59992 6.40678 5.50793 7.18567 6.41598 6.99645 4.44841 3.95894 3.82413 2.46193 threshold=2.3884961032536922 -0.051110152289157912 0.50925020795500398 1.2448311029476777 1.0000000180025095e-35 -0.13442380453751496 0.21442717475003972 0.040591975132028987 -0.1548468101168127 0.50124995671603367 -0.83157080336349742 0.6422048283639572 0.8817134972155527 1.0000000180025095e-35 -0.19119908425226809 -0.94407350743456031 -0.29939233154809369 -0.2506120411096216 -0.010904522082241585 0.70199699908927482 -0.71296605486023701 -0.35649225835582204 0.2161479577063159 -0.69463471431099721 -0.09359274717933265 0.044891891856628188 -0.31605295756789104 0.50793656382768193 2.8662699927265849 -0.33168896055428781 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 4 5 15 -7 13 -9 19 -11 -12 -13 -6 -8 17 18 -1 27 20 26 -22 24 -24 -23 -26 -3 -17 -2 -25 right_child=28 9 -4 -5 7 6 14 8 -10 10 11 12 -14 -15 -16 16 -18 -19 -20 -21 21 22 23 29 25 -27 -28 -29 -30 -31 leaf_value=-0.0021314045476706817 -0.039633171475687443 0.0055045245649404774 -0.02744767607598237 0.028438993898544606 -0.0091974822405837178 0.031894951489875839 0.015587956443449284 -0.014477682801739736 0.031055716164578969 -0.0012362645906338768 0.029594328056255288 0.021290315766001332 -0.018787100316509136 -0.048161112617470123 -0.013508443233404487 -0.026691748300534172 0.011782347801727374 0.029057439608809091 -0.045663179895082513 -0.014802760319091508 0.028413900272322115 0.014414481474788727 -0.005580215684471309 0.0317560224562125 -0.027261140248937967 0.0076996110634615271 -0.026930430264811837 0.0081176282610344683 -0.0037852614732350014 0.014529558350822437 leaf_weight=13.234903693199159 5.3314207494258863 12.984766840934755 7.9871809482574454 8.659544110298155 4.6796910613775271 24.3134845495224 10.624609813094141 7.7647907733917236 6.1635632514953596 12.761715620756148 33.386212542653084 33.451333791017532 7.397890478372573 6.7583587989211082 9.1609190553426725 6.3242694139480591 8.2548797726631218 7.1208176761865571 5.0162081569433221 6.8346510529518119 18.179806187748909 16.130132794380184 10.099569410085676 15.922321349382399 10.960346996784216 9.7211077064275724 5.3833248913288108 5.4959857165813446 5.3817208409309387 14.059960059821607 leaf_count=39 31 39 36 19 17 49 26 29 13 39 70 79 29 32 33 25 23 15 23 25 39 41 31 33 38 26 21 15 19 37 internal_value=0.00799717 0.00893376 0.00363006 0.00563879 0.00392062 0.00826459 0.0185343 -0.0114141 0.00567172 0.0123001 0.0177646 0.021031 0.0140322 -0.0322198 0.002116 -0.00170048 -0.0102021 0.00877905 -0.0209811 0.00834754 0.00974231 0.0123976 0.0086109 0.0163056 0.000232663 -0.0108282 -0.00400152 -0.0105067 -0.0216251 0.0236778 internal_weight=349.545 338.832 131.559 123.572 114.912 89.5461 44.099 25.3664 13.9284 207.273 86.9972 74.2354 40.8492 11.438 19.7855 45.4471 25.0913 20.3557 16.8365 120.276 113.441 95.0732 76.8934 40.0819 36.8116 20.6815 18.3681 11.8203 10.7131 29.9823 internal_count=991 941 394 358 339 248 108 91 42 547 217 178 108 49 59 140 86 54 63 330 305 245 206 101 105 64 60 40 50 70 is_linear=0 shrinkage=0.03 Tree=58 num_leaves=31 num_cat=0 split_feature=9 8 5 11 7 6 6 19 5 14 17 19 6 11 7 19 5 17 0 19 15 16 17 7 14 8 2 19 11 11 split_gain=10.3974 6.1215 9.34063 5.10027 6.89409 9.08125 11.0991 8.46317 6.38966 4.65702 8.4481 5.12904 4.63363 9.22859 4.42874 6.1906 5.69989 4.40354 6.58308 4.70531 10.2751 4.44948 3.98627 4.76078 5.41939 5.04771 4.79058 3.96769 5.66145 5.06127 threshold=-2.3448886677075262 -0.051110152289157912 0.50925020795500398 1.2448311029476777 1.0000000180025095e-35 -0.13442380453751496 0.21442717475003972 -0.01306018455440741 0.019738173822404996 -0.91420629239910689 0.59198666471781636 -0.36852712976304181 1.2008950365577538 -0.19119908425226809 0.50124995671603367 0.31392257535360318 0.70772540476486545 1.6331766267058394 0.82040441651483409 0.51325441326135446 0.055568352586510904 -0.016343010799401755 0.28113050429347991 1.7536674860577059 0.48209588570280409 0.66921041554542249 -0.010587771603952306 -0.28972980189893455 -0.22394919941639649 0.20237413306687238 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 4 5 9 -7 8 -6 -2 11 -11 13 -8 16 22 17 18 19 20 21 27 23 24 26 -26 -16 29 -29 -3 right_child=1 14 -4 -5 7 6 12 -9 -10 10 -12 -13 -14 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31 leaf_value=-0.032360539899145294 0.0090210717659876295 0.001556235583951477 -0.027300367122903822 0.027797715952377889 -0.0084120268553985206 0.031239981572383248 0.013271466597160589 0.010590113944883302 -0.047922033154355233 -0.008305241219995917 0.008113345372760877 -0.045575701064303781 0.02374530490901865 -0.035053731693311614 0.0082893351140090384 -0.0075144897664449978 -0.019321706887508484 0.031105488362655365 -0.01819304399494235 0.026471068139198892 -0.021976926343079448 -0.012094894485777346 0.027500815520721856 0.035145364706467355 0.011020223092063531 -0.020754519708054135 0.038310585301315203 0.036433131377321008 0.0050468765947793625 0.022250935883691474 leaf_weight=5.7078906893730155 20.578882768750187 31.51416757702826 8.3369169980287534 8.5945287346839887 9.3765492886304873 24.082064643502235 8.078767865896225 10.90001670271158 6.0678389295935622 6.7492788285016978 11.935106314718722 6.5463925898075193 5.8000614494085303 6.3536765277385721 11.946966245770456 8.4866334646940214 6.5175772756338111 7.9183190017938605 8.0360138714313489 13.54077187925577 9.5005182027816755 6.7711642235517635 32.521254867315292 7.8105860352516165 10.785292446613314 7.7205900102853766 7.9785808473825446 13.093590229749681 8.5498626902699453 16.054613143205643 leaf_count=25 57 90 39 19 33 49 21 32 30 24 34 30 13 28 31 30 25 16 28 31 35 23 73 16 28 28 16 25 25 37 internal_value=0.00779573 0.00846564 0.00344596 0.00549556 0.00384983 0.00779603 0.0174783 -0.00965012 -0.0239348 -0.00157027 -0.0102088 -0.0266561 0.00109829 -0.00800301 0.0116735 0.0168299 0.00797049 0.00951754 0.00792088 0.0100401 0.00743737 0.0111152 0.019453 0.0137931 0.00945361 -0.00223609 0.0203104 0.0133858 0.0240345 0.00854076 internal_weight=347.854 342.147 133.4 125.063 116.469 90.1242 44.3146 26.3444 15.4444 45.8097 25.2308 13.2957 20.2325 14.4324 208.747 87.2499 121.497 114.979 107.061 99.0247 85.4839 75.9834 78.7633 46.242 38.4314 18.5059 19.9255 69.2122 21.6435 47.5688 internal_count=991 966 409 370 351 256 111 95 63 145 88 54 62 49 557 222 335 310 294 266 235 200 192 119 103 56 47 177 50 127 is_linear=0 shrinkage=0.03 Tree=59 num_leaves=31 num_cat=0 split_feature=18 8 5 11 20 20 18 19 15 9 11 0 1 3 11 10 15 11 18 15 5 9 11 11 3 9 20 8 2 11 split_gain=9.99338 5.97239 8.20741 4.83513 4.20039 7.93784 5.82151 6.04784 6.01254 5.71823 7.58956 6.26315 5.84517 4.95479 4.0692 4.48984 5.15582 4.42558 5.24892 7.5914 5.42989 6.95875 5.73213 10.9386 5.70736 4.68848 5.90628 10.231 6.03272 4.34792 threshold=2.3884961032536922 -0.051110152289157912 0.50925020795500398 1.2448311029476777 1.4660837897790553 0.68592814376195488 0.48226937939012354 0.77080459563605619 0.56621433805166899 -0.12782515481296894 0.079746696858010016 -0.10093488277647505 0.33153567005987611 -0.60889391630841916 -1.2876439444702825 -0.53331228535411357 0.75519446094321407 -0.27014345117323835 -0.97445490589240913 -0.19964781155192032 0.32722719666098993 0.39060854002866308 1.2954389876803882 0.82357931955597485 0.1241904284793397 0.13625404045823614 0.94303305775520829 0.70729321855680782 -0.094184599631983085 0.23114194010494715 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 4 5 6 7 8 9 11 -11 -1 -12 -8 -3 -16 17 25 -19 20 29 24 23 -23 -22 26 27 28 -17 -20 right_child=-2 14 -4 -5 -6 -7 13 -9 -10 10 12 -13 -14 -15 15 16 -18 18 19 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0013052176490600479 -0.021138304645123399 -0.0059653086315655437 -0.026240540852217692 0.027173225107395178 -0.02039630599417936 0.023387285128384401 0.0009261586060819952 0.030269695327874466 0.028957672642954572 0.02202787222423503 0.0059181232494522939 -0.037512418488829781 -0.027705141973400949 -0.028731886988470914 0.027470085519602123 0.017040230874957457 -0.011254164681133036 0.029903475043818604 -0.025004186194684006 0.021646328098844054 0.010440915373676149 0.0076672182798610926 0.016241087636514665 -0.044939083501124882 0.040809288072120503 0.024549399332460458 0.022949079483956591 -0.047635572631147857 -0.021493616947528292 0.0047482029516460562 leaf_weight=11.944292485713961 10.557119898498057 11.111133798956869 7.8586713001132003 8.5292823463678342 6.1321562081575385 17.874079614877701 11.137818068265917 7.9465224891901007 6.8452759683132163 15.420392215251928 13.30224107950926 6.7182401940226475 7.1568430513143531 9.3052809834480268 16.913938611745834 9.0461937636137026 8.6806737110018712 18.090948790311813 7.7287368774414089 48.416052840650082 12.939466759562494 10.025509610772135 12.581460461020468 5.5138627141714087 9.7791095077991468 6.9579457044601432 6.0211531966924658 5.1031131297349921 6.1372926533222225 10.32769453525543 leaf_count=39 50 37 36 19 23 40 33 16 14 37 40 31 29 37 36 22 31 40 27 114 36 29 32 23 18 15 13 23 22 29 internal_value=0.00760112 0.00850533 0.00347803 0.00538747 0.00375439 0.00513009 0.00149519 0.00564337 0.00245551 -0.000870631 0.00613502 -0.0143393 -0.00584371 -0.0125736 0.0116918 0.0127017 0.0112932 0.0124536 0.0148623 0.0125427 0.00614525 0.0111645 0.00118832 -0.0109992 0.0235128 0.00264958 -0.00314254 -0.0108866 0.00146453 -0.00798678 internal_weight=346.103 335.545 130.171 122.312 113.783 107.651 89.7769 69.3338 61.3873 54.542 35.8795 18.6625 20.4591 20.4431 205.374 194.263 177.349 168.669 135.403 117.312 68.8958 50.8394 28.1208 15.5394 22.7186 33.2657 26.3078 20.2866 15.1835 18.0564 internal_count=991 941 394 358 339 316 276 206 190 176 106 70 69 70 547 510 474 443 348 308 194 138 84 52 54 95 80 67 44 56 is_linear=0 shrinkage=0.03 Tree=60 num_leaves=31 num_cat=0 split_feature=9 2 9 7 8 0 18 3 5 8 2 18 7 16 8 14 5 9 7 18 9 3 16 19 2 19 16 19 18 17 split_gain=6.10507 6.3656 5.19625 6.09427 6.42797 6.40409 7.23795 5.74828 4.80784 8.2839 10.4137 7.75397 7.41334 6.84242 7.52394 7.67347 7.50116 6.30775 5.62736 5.59066 5.14046 5.00837 9.55477 16.2592 9.37862 8.07082 9.45283 5.76283 4.82724 4.58124 threshold=1.4416416897927518 1.3200511222531948 -2.3448886677075262 1.7849721722799889 -2.3038247880114118 0.94238999821408687 0.75551971596925027 -1.6352430047615243 -0.11209411291065272 0.6916942393402804 0.46616198547007887 -0.30526100358820535 1.0698128024503932 0.24131636058880337 0.21201367454531264 -0.024630754648405657 0.51789755194453402 0.47601718081917449 0.40418910332996222 -0.31314955277743406 -0.032579530609981658 0.23455004873262444 0.013755544909954858 0.82413585708896731 -0.53814647095462897 -0.40902642070092937 -0.84127278907580394 -0.05359576945998093 -0.30526100358820535 -0.42282493038313596 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 -2 -1 4 -4 7 -7 -6 17 13 11 12 20 14 16 -16 19 21 -13 29 -11 22 24 -24 28 26 -26 -27 -9 -10 right_child=1 -3 3 -5 5 6 -8 8 9 10 -12 18 -14 -15 15 -17 -18 -19 -20 -21 -22 -23 23 -25 25 27 -28 -29 -30 -31 leaf_value=-0.020843326244420111 -0.038278673760675244 0.0021259512247784229 0.037591841000768567 0.034293764490784355 0.03016030789732415 0.00097992865286873143 -0.035962506428245042 0.032989343314553561 0.0027510920134067194 -0.0083305904495080321 -0.031700823963668787 -0.00033319673065934104 0.016198371737822008 0.030953622912471092 -0.0067332408410932043 0.025963998744973665 -0.022868175625208147 -0.024721327499621693 0.028458873075305976 -0.012274708799859962 -0.046783753702338046 0.01933049774970105 -0.047997180708914039 0.0052014534828566956 0.0011306886690293433 0.024083506748863316 -0.041064972657136226 -0.012243684112172358 0.0073381076190033277 0.024883185959700536 leaf_weight=6.0691146850585929 5.5846336632966986 9.443310081958769 5.8933811336755744 7.2900679111480704 9.5096775293350202 18.224545881152157 6.4669107496738425 13.188835591077806 16.64033143967389 10.926985055208204 7.9194356650114051 10.228839680552484 8.0647803246974927 18.474799871444702 7.8673884123563758 36.102321967482567 8.3211318254470807 7.679424211382865 15.170258790254591 9.3500711768865639 4.3841817677021053 15.232883512973784 8.7938640713691729 12.549341090023516 11.491617873311041 11.453783527016641 8.179166764020918 5.9832698851823833 13.222180038690565 17.034063398838047 leaf_count=24 27 33 11 16 20 54 28 27 56 35 34 32 21 37 25 81 34 32 33 30 20 36 39 38 33 26 35 22 37 39 internal_value=0.00581324 -0.0128891 0.00666053 0.00717313 0.00655209 0.00596664 -0.00869562 0.00722471 0.00644087 0.00957623 0.000207555 0.00538841 -0.00707994 0.014244 0.0110053 0.0201136 0.00320538 0.00148116 0.0168636 0.00824813 -0.0193412 0.00349145 0.000648312 -0.0167175 0.00648348 -0.00324174 -0.0164144 0.0116184 0.0201475 0.0139465 internal_weight=346.741 15.0279 331.713 325.644 318.353 312.46 24.6915 287.769 278.259 170.485 56.6945 48.775 23.3759 113.79 95.3153 43.9697 51.3456 107.774 25.3991 43.0245 15.3112 100.095 84.8621 21.3432 63.5189 37.1078 19.6708 17.4371 26.411 33.6744 internal_count=1015 60 955 931 915 904 82 822 802 477 175 141 76 302 265 106 159 325 65 125 55 293 257 77 180 116 68 48 64 95 is_linear=0 shrinkage=0.03 end of trees feature_importances: Column_8=196 Column_19=151 Column_17=123 Column_16=121 Column_7=118 Column_18=116 Column_5=108 Column_4=98 Column_6=94 Column_15=94 Column_11=87 Column_3=85 Column_20=75 Column_2=63 Column_10=62 Column_1=61 Column_9=56 Column_0=53 Column_14=24 Column_21=20 Column_13=10 Column_22=9 Column_12=6 parameters: [boosting: gbdt] [objective: binary] [metric: auc] [tree_learner: serial] [device_type: cpu] [data_sample_strategy: bagging] [data: ] [valid: ] [num_iterations: 500] [learning_rate: 0.03] [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: 0] [scale_pos_weight: 2.89116] [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