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=3297 3384 3398 3389 3388 3388 3400 3377 3396 3388 3403 3408 3395 3406 3406 3404 3404 3405 3407 3393 3396 3380 3397 3393 3404 3408 3391 3401 3400 3399 Tree=0 num_leaves=31 num_cat=0 split_feature=19 11 18 7 18 11 8 8 19 7 2 16 19 0 3 8 15 3 0 19 15 8 7 4 18 16 3 16 15 4 split_gain=21.9313 22.5323 13.8446 23.0226 16.8261 19.4764 8.83615 17.8771 12.8809 17.9653 10.4351 10.4179 8.71385 7.56111 6.3965 14.6936 5.89994 5.10289 4.18798 3.96365 7.54011 8.29079 6.95091 4.91664 3.62916 9.00262 3.73034 5.32413 4.4528 3.50528 threshold=-1.0021053393299104 0.18921104841102573 0.48226937939012354 1.7536674860577059 0.27680060332069495 -0.72204451996387653 -0.083256386245417077 0.68448820060887006 -0.70903625538189863 0.32601541605532669 0.73886402877652912 -0.49440268589039876 -0.47083466745117813 -0.24321215057822332 0.51651477959598935 1.2286891751667761 -0.81249999606212098 0.11570744765152342 1.0000000180025095e-35 -0.51332109409581361 -0.74554619510559417 -0.46263971124435127 -0.28351396486669012 -0.16614834088703814 2.9280085083449903 2.7819084489587262 -1.8981834573704133 0.71932883139627679 0.71945055730518559 -0.24701864904263793 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 18 3 4 6 -6 11 8 9 -8 12 -2 -10 -14 15 29 -3 -15 -1 23 -21 -22 -23 -13 25 26 -4 28 -28 -9 right_child=2 16 24 -5 5 -7 7 14 10 -11 -12 19 13 17 -16 -17 -18 -19 -20 20 21 22 -24 -25 -26 -27 27 -29 -30 -31 leaf_value=0.63389749466948253 0.67723908558016799 0.57574969694318345 0.64609033739920041 0.59846315249591697 0.65734682767917496 0.58254243514159454 0.64446677850971323 0.65369195899558286 0.6757935719995426 0.5797626778632593 0.61715194625222292 0.68646538095463105 0.62150819295692938 0.67232627085349805 0.67993230635380031 0.62506831650904349 0.61799089283031849 0.6399214070134821 0.66693170625751641 0.61799089283031861 0.66713196975024491 0.61115434646497024 0.65734682767917496 0.6502861301733508 0.68646538095463105 0.63111144250041529 0.67338845359608301 0.67926295877914289 0.64380701867570522 0.67360317732077724 leaf_weight=6.2775969505310076 29.264183640480042 6.2321794033050537 5.9442660808563224 7.1589096784591666 6.1816258430480957 6.3508592844009382 8.5717138648033124 12.815262436866755 11.244579195976248 7.0288754105567923 8.6563305854797346 6.8937051296234131 8.7750104665756172 8.4870971441269081 13.776055872440336 10.261076986789702 5.695551931858061 9.0237246155738813 7.6790467500686646 5.6955519318580619 20.17233270406723 5.5768720507621765 6.1816258430480975 6.6336365938186628 7.5830756425857535 6.5036023259162894 9.1764676570892352 29.156858146190643 9.1424044966697675 20.991737484931949 leaf_count=22 88 26 20 28 20 26 29 42 34 29 32 20 32 26 41 37 21 31 24 21 63 21 20 22 22 23 28 87 31 64 internal_value=0.652646 0.626197 0.655029 0.651379 0.653161 0.61944 0.655273 0.650104 0.638883 0.615314 0.646844 0.662963 0.653692 0.644237 0.66209 0.656512 0.59592 0.655627 0.652073 0.654796 0.649789 0.655461 0.635438 0.668724 0.666912 0.664437 0.668495 0.6713 0.658625 0.666055 internal_weight=313.132 25.8844 287.247 219.741 212.582 12.5325 200.049 119.631 61.7873 15.6006 46.1867 80.4179 37.5304 26.2858 57.8441 44.0681 11.9277 17.5108 13.9566 51.1537 37.6264 31.9308 11.7585 13.5273 67.5067 59.9236 53.42 47.4757 18.3189 33.807 internal_count=1030 93 937 726 698 46 652 397 213 58 155 255 123 89 184 143 47 57 46 167 125 104 41 42 211 189 166 146 59 106 is_linear=0 shrinkage=1 Tree=1 num_leaves=31 num_cat=0 split_feature=18 17 7 16 16 7 17 4 10 21 8 18 6 7 17 2 7 16 9 16 10 17 4 8 6 0 7 7 18 17 split_gain=18.5798 19.6757 20.603 15.5156 12.2051 9.12796 25.3154 13.4914 8.44411 6.92999 5.98344 16.27 9.14862 6.73767 7.39838 6.24199 9.77496 4.70554 4.23859 6.09056 5.85581 4.2068 3.74002 4.04835 4.27719 4.29394 4.22296 2.61765 2.53278 2.4248 threshold=0.48226937939012354 1.6331766267058394 1.7536674860577059 0.99274604806085531 -1.0954036329121635 0.57832674557690866 0.34027114163613198 0.39261689443452291 0.028100825769384163 0.0023068563943257621 -0.88453745829552521 -0.18777757592354991 0.72725119694846019 -0.2751918521020939 -1.0183560225337751 0.040591975132028987 -0.58607936021112439 -0.39928815982141447 1.3450426453235529 2.4084326697086458 0.082949760728173602 -1.194924436309001 0.4417058258515269 0.052883954105274932 0.11809511832707816 -0.26396129200734159 0.22482447874623931 0.023099790213060075 0.13367889083459564 -0.017468815884448801 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 8 10 7 -7 -1 -8 11 -6 13 14 -12 16 -16 -17 19 20 29 -9 23 27 25 -25 -27 -15 -13 -2 right_child=18 -3 -4 -5 5 6 9 21 -10 -11 12 28 -14 22 15 17 -18 -19 -20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31 leaf_value=0.011287299967455306 0.042634189875624319 -0.039186109343683377 -0.040404797909214564 -0.037849231227009915 -0.025935964842066662 -0.013847730396695932 -0.011251407036812777 0.0029566120822715849 -0.033025895428658171 -0.052091416474158894 0.040992036636443886 0.037141737188404585 -0.0068401783553128882 0.025895102401289942 -0.03548094322863516 0.037423933809295408 0.010709654127019363 0.0021830226759346968 0.045416507515410237 0.00057592790914269001 -0.0013509463423020225 0.031828530112773708 0.011704886225906139 -0.00050845428258419138 0.03739101202254045 0.037340127133897276 0.0087855186152541644 0.045414973229882104 0.010865994160020926 0.026545063615125767 leaf_weight=6.9670050442218772 11.468472138047213 7.7502321600913993 7.2501738667488089 5.7161529064178458 9.6417095661163348 10.044432625174521 8.4239795058965665 5.5986809581518164 8.706791087985037 6.7243582904338828 6.7253450602293006 7.2823263704776746 10.262581437826155 9.2117839902639407 6.2659509032964698 7.6114078015089035 12.058579027652742 6.1777516603469831 8.5476187169551832 9.327562063932417 5.7762014120817176 24.063896954059604 11.50472843647003 8.4364544153213412 14.625407353043554 10.960136756300939 8.1107834130525571 18.805260539054871 6.0400593429803848 31.825501725077633 leaf_count=23 34 30 28 22 36 36 30 19 33 27 20 22 36 29 24 23 40 21 25 32 20 74 38 29 44 33 27 55 20 100 internal_value=0.0116794 0.00785178 0.00938858 0.0109584 0.0122025 0.0141211 0.00361525 0.0162032 -0.0133287 -0.0293803 0.0178702 0.00374683 0.0203506 0.0226665 0.0123804 0.00638844 -0.00508491 0.0216355 0.0256856 0.0227976 0.0270216 0.0263791 0.027559 0.0301592 0.0242823 0.0173125 0.025196 0.038997 0.0252289 0.030807 internal_weight=311.911 244.966 237.216 229.966 224.249 208.576 54.8553 39.707 15.6738 15.1483 153.72 22.9641 130.756 120.494 38.839 32.1137 18.3245 13.7892 66.9454 58.3977 49.0702 29.6626 81.6546 70.1498 42.1328 27.5074 19.0709 28.017 13.3224 43.294 internal_count=1030 819 789 761 739 683 186 129 56 57 497 78 419 383 128 108 64 44 211 186 154 93 255 217 133 89 60 84 42 134 is_linear=0 shrinkage=0.03 Tree=2 num_leaves=31 num_cat=0 split_feature=18 17 5 16 18 16 5 18 18 8 20 14 9 16 16 9 20 5 8 8 17 10 9 16 10 15 1 16 14 10 split_gain=17.7407 18.3945 18.4445 15.1369 14.652 11.3825 9.44938 8.21442 7.8684 8.65293 8.93205 7.78138 12.8631 13.4324 7.57701 6.60231 5.90878 5.37338 8.34914 6.79634 9.18402 5.39363 4.11631 5.82874 5.61522 2.94135 2.87757 2.68845 2.44716 2.4357 threshold=0.48226937939012354 1.6331766267058394 1.513973321756992 0.99274604806085531 -0.23647701487313794 -1.0954036329121635 0.071098877135404512 0.10132360788974888 -0.10458696095868873 -0.94504646487151267 -0.69926981811721856 0.47938347178069945 0.66702272173653265 -0.55647519764026798 -0.09851028197316726 0.92856247280911552 -0.038102263570770144 -0.63310610818998159 -0.083256386245417077 0.31568277166514463 -0.80030003717570652 0.082949760728173602 1.3450426453235529 2.4084326697086458 0.082949760728173602 -0.33778360628757603 0.27235318039506257 -0.7948836535008682 -0.14854764864801115 -0.52162706975614392 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 -4 6 -1 8 9 -7 27 17 13 -13 -9 -14 -16 -12 -19 21 -21 -20 23 24 29 28 -10 -11 -22 -2 right_child=22 -3 4 -5 -6 7 -8 14 26 10 11 12 15 -15 16 -17 -18 18 19 20 25 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.012939439057366815 0.025902438345876307 -0.037564747719956722 -0.04832880422321198 -0.036303401312355398 0.0049535257677048904 -0.012063115780542448 -0.033981987379489716 -0.022874143359050511 0.038721524167759938 0.013811290236335998 -0.0026724442066935932 0.0047443775871359034 0.034284454880315139 -0.060956817952164573 -0.0047061106732586271 -0.0043470332712644911 0.032371689395323984 0.037976860983229402 -0.024170500210317761 -0.013460066344205188 0.02136432775789179 0.014242028898774316 0.044732131149361788 0.00055875465215837348 -0.0013098384561884575 0.013732507622306121 0.01882941830512877 0.034034627533800134 0.045071740237243231 0.042113977830334604 leaf_weight=7.3126418590545645 31.51202626526355 7.8407752066850653 8.5670820027589816 5.7797623574733725 10.145506560802458 10.36999201774597 8.1880317479372007 9.1923275738954562 18.276279702782634 7.5960929095745078 10.623948380351058 5.8970573097467422 8.1716185659170133 5.3335787057876605 8.9026620835065824 7.7650654464960089 6.8404052704572669 17.434776142239564 6.4543203264474993 5.5750708281993822 6.2450930029153815 6.7101104110479355 8.4199698865413648 9.3258650898933393 5.7787108868360511 7.5919412821531429 10.196423217654226 26.750516086816788 10.519192159175871 11.343515843153005 leaf_count=24 100 30 34 22 34 37 31 34 55 25 37 20 25 22 31 27 21 53 24 20 20 22 25 32 20 25 33 82 31 34 internal_value=0.011379 0.00764185 0.00914098 0.0115974 -0.0194404 0.0129037 -0.0118462 0.0148566 0.0171957 0.0143288 0.0163917 0.011791 -0.00186752 -0.026458 -0.00123231 0.0154615 0.0114043 0.0170059 0.0204597 0.013373 0.0212739 -0.00459105 0.0251317 0.0222843 0.0264503 0.0292244 0.0315979 0.029562 0.0362402 0.0301935 internal_weight=310.66 244.28 236.439 217.727 18.7126 211.947 15.5007 196.446 171.511 143.038 132.668 98.3218 27.1673 11.2306 24.9354 15.9367 15.7431 71.1545 60.5305 43.0957 29.9313 13.1644 66.3801 57.9601 48.6343 24.3562 28.4727 34.3466 16.7643 42.8555 internal_count=1030 819 789 721 68 699 55 644 558 470 433 326 94 42 86 52 52 232 195 142 96 46 211 186 154 76 88 107 51 134 is_linear=0 shrinkage=0.03 Tree=3 num_leaves=31 num_cat=0 split_feature=19 11 18 17 7 16 18 7 7 18 18 8 8 8 19 6 16 7 20 1 8 9 16 19 14 11 17 19 21 7 split_gain=19.7913 20.0777 11.9679 21.7466 21.1775 15.6897 9.2981 8.55219 8.19065 7.67227 5.36088 9.80144 8.68109 12.5302 7.23252 6.55602 7.92613 7.23272 5.54173 5.16956 4.32039 4.00381 5.58 5.76721 3.40299 4.31284 3.54621 3.20924 3.93176 3.05021 threshold=-1.0021053393299104 0.18921104841102573 0.48226937939012354 1.6331766267058394 1.7536674860577059 0.99274604806085531 0.10132360788974888 1.2013993490601882 0.57832674557690866 0.18019932554093765 -0.10458696095868873 -0.97838330640520588 -0.083256386245417077 0.68448820060887006 -0.41453787735671038 0.77278403667365603 -0.89079585986838039 -0.2751918521020939 -0.23163457845174598 0.33153567005987611 0.1119767676111227 1.3450426453235529 2.4084326697086458 1.2166798163657184 0.67304757828428363 0.30716235944747627 -0.21108732737952379 0.79576428738844496 1.0000000180025095e-35 -0.2751918521020939 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 20 3 4 5 6 7 10 9 -8 11 -2 14 15 -13 16 -14 -18 -19 -3 -1 22 23 27 25 26 -15 28 -4 -11 right_child=2 19 21 -5 -6 -7 8 -9 -10 29 -12 12 13 24 -16 -17 17 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0078558358701685278 -0.011965003326233034 -0.065219460153786046 0.0057061664568547827 -0.039965631737844093 -0.038198454473108483 -0.034858577798095362 -0.020486351871816286 -0.0085737880830507301 -0.025952273146221529 0.0080430974724765014 0.031187101537457244 0.036035020829108318 -0.027110398617518995 0.016801363390712497 0.0075115157803839249 -0.028295969131450535 -0.012375474712843445 0.036627016990487218 0.0067698351899702055 -0.025528355463535359 0.025850968081553648 0.044087769427253364 0.00054208871288079989 0.037460894760542512 0.044903534691373787 -0.0014383805963429394 0.041627543012163364 0.0033028737356553162 0.035971119956153479 0.036304995166950578 leaf_weight=6.2083198428154009 9.8357573300600034 5.0799975693225843 6.1460851132869783 7.5686638206243506 7.3588800728321067 5.8378283381462088 5.4459929913282457 10.477828919887541 8.3347086012363416 7.1773318201303509 28.533266469836235 35.075590744614601 5.3460990488529125 11.628493368625643 10.364876568317412 5.6253440678119651 7.7927284091711 10.812820598483082 11.593908712267893 7.0545760244131088 7.6266776770353317 8.2887247502803785 9.3242176622152311 21.49664531648159 7.0986578464508048 5.7671062648296347 9.3354881554842013 10.150252923369406 10.400850251317022 6.5949681848287538 leaf_count=22 35 21 21 29 28 22 20 37 31 24 89 108 20 38 35 21 28 33 39 26 24 25 32 66 21 20 28 35 32 20 internal_value=0.0110874 -0.0139787 0.0133843 0.00999414 0.0117944 0.0136096 0.015047 0.0176775 -0.00111476 0.00965693 0.0194095 0.0168299 0.0191814 0.0129123 0.0295289 0.00179695 0.00655937 0.0125198 0.021178 -0.0421446 0.0107254 0.0245947 0.0217856 0.0258956 0.0264397 0.0215364 0.0278567 0.0165832 0.0247297 0.0215765 internal_weight=309.383 25.9696 283.413 217.606 210.038 202.679 196.841 169.288 27.553 19.2183 158.81 130.277 120.441 75.0006 45.4405 41.1709 35.5456 30.1995 22.4067 12.1346 13.835 65.8068 57.5181 48.1938 33.8297 26.7311 20.964 26.6972 16.5469 13.7723 internal_count=1030 93 937 726 697 669 647 552 95 64 515 426 391 248 143 141 120 100 72 47 46 211 186 154 107 86 66 88 53 44 is_linear=0 shrinkage=0.03 Tree=4 num_leaves=31 num_cat=0 split_feature=19 11 18 17 7 16 18 7 7 16 18 8 8 8 19 6 16 7 20 15 8 18 16 3 16 15 4 11 17 7 split_gain=18.6981 18.6569 11.4507 20.3749 19.8742 14.7513 8.84622 8.12963 7.73128 6.02584 5.16046 9.30261 8.34741 11.9571 6.98782 6.13377 7.44123 6.8558 5.33409 4.66164 4.10385 3.6757 8.14342 3.6396 5.16351 4.30601 3.30868 4.12631 3.44153 2.59952 threshold=-1.0021053393299104 0.18921104841102573 0.48226937939012354 1.6331766267058394 1.7536674860577059 0.99274604806085531 0.10132360788974888 1.2013993490601882 0.40418910332996222 -0.048331927666739896 -0.10458696095868873 -0.97838330640520588 -0.083256386245417077 0.68448820060887006 -0.41453787735671038 0.77278403667365603 -0.89079585986838039 -0.2751918521020939 -0.23163457845174598 -0.81249999606212098 0.1119767676111227 2.9280085083449903 2.7819084489587262 -1.8981834573704133 0.71932883139627679 0.71945055730518559 0.67304757828428363 0.30716235944747627 -0.21108732737952379 -0.43821066732536756 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 20 3 4 5 6 7 10 9 -8 11 -2 14 15 29 16 -14 -18 -19 -3 -1 22 23 -4 25 -25 27 28 -15 -13 right_child=2 19 21 -5 -6 -7 8 -9 -10 -11 -12 12 13 26 -16 -17 17 18 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.0076005496012599297 -0.011563502102030245 -0.057854599093831491 0.0031174632535087817 -0.038357878819145173 -0.03668530795334856 -0.033504360778160415 -0.011976725186628167 -0.0082942869644382078 -0.022934428414079354 0.023874718733621771 0.030583527654417353 0.019483301721875412 -0.026078377833987094 0.016389925357183015 0.0073046051485905795 -0.027220630786856097 -0.011956021309880114 0.035984507796006253 0.0065811241166108354 -0.020812952337744012 0.025289780337322973 0.044140428733325805 -0.010205992035873654 0.030569679541191021 0.036413216934621725 0.0010279142906348276 0.044249404341039293 -0.0013945727426004455 0.040975871632627392 0.039651245108056607 leaf_weight=6.2240944802761096 9.8713952004909498 6.4934914261102676 5.7878078073263159 7.648070201277732 7.4313932061195365 5.8907413184642783 6.73755563795567 10.505552679300306 9.5290657430887205 11.289131209254265 28.228131353855133 7.2839402705430976 5.3902423083782116 11.563785001635553 10.339115202426909 5.6714207530021659 7.823655709624286 10.677759110927578 11.568952202796954 5.7790589630603773 7.5630103051662445 7.2958950400352469 6.4592028856277457 8.8365121036767977 27.923688918352127 8.926473990082739 6.9891436100006095 5.7697810530662528 9.2014683634042758 27.347309276461601 leaf_count=22 35 26 20 29 28 22 24 37 35 36 89 24 20 38 35 21 28 33 39 21 24 22 23 28 87 31 21 20 28 84 internal_value=0.0108058 -0.0135074 0.0130527 0.00973636 0.0114954 0.0132707 0.0146781 0.0172589 -0.00107828 0.0104751 0.0189609 0.0164274 0.0187372 0.0125866 0.0289478 0.0017476 0.00638066 0.0121991 0.0206939 -0.0404119 0.0104417 0.0240728 0.0215456 0.0255299 0.0283692 0.015724 0.0258854 0.0210485 0.0272844 0.0354094 internal_weight=308.047 26.0597 281.987 216.758 209.11 201.678 195.787 168.232 27.5558 18.0267 157.726 129.498 119.627 74.6562 44.9704 41.132 35.4606 30.0704 22.2467 12.2726 13.7871 65.2296 57.9337 51.4745 45.6867 17.763 33.5242 26.535 20.7653 34.6312 internal_count=1030 93 937 726 697 669 647 552 95 60 515 426 391 248 143 141 120 100 72 47 46 211 189 166 146 59 107 86 66 108 is_linear=0 shrinkage=0.03 Tree=5 num_leaves=31 num_cat=0 split_feature=18 7 17 18 8 16 17 7 8 7 16 2 16 14 16 6 21 8 8 3 3 14 16 16 5 5 18 16 0 6 split_gain=18.007 18.8628 15.9414 10.1084 15.1408 11.427 9.45283 8.24975 8.19677 7.72212 6.0795 5.50436 5.067 4.94777 10.6371 9.94156 6.6739 5.24449 7.34819 5.01564 4.39901 6.65582 6.39547 4.0894 5.05612 16.9666 3.34372 5.26144 3.21692 2.90401 threshold=0.50268766223233641 1.7112384280232285 1.6331766267058394 -0.95285882986466219 0.40934906216036654 0.99274604806085531 -0.49748899103331501 -0.97715226857409576 -0.58247065420589139 1.1349041244952129 -0.9434737114250219 0.49568834509208137 -0.95868176349820433 -0.62460897407215932 0.13120741752784734 0.14261398970871489 1.0000000180025095e-35 0.56690781916968624 0.227448197633175 -0.036377823161086863 0.54011768296937801 -1.9509697975499307 0.99274604806085531 -0.9434737114250219 0.053374534918654279 0.65193634489367036 -0.19609029005982206 -0.47956726473574068 -0.45382443398693667 -1.0403889499024763 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 8 6 11 -8 -1 10 -9 23 -10 -12 15 16 -15 18 26 -18 21 -2 -23 -5 28 -26 27 -17 -25 -24 right_child=20 -3 -4 5 -6 -7 7 9 12 -11 13 -13 -14 14 -16 17 19 -19 -20 -21 -22 22 29 24 25 -27 -28 -29 -30 -31 leaf_value=-0.026937086771214366 0.037082021460682395 -0.04132334382203906 -0.035585178589205561 0.039893269391553486 -0.042584756700847361 -0.030469167588145881 -0.03095214821461028 -0.026027786349073701 0.0023406276345837441 -0.017487029602297966 0.025943294966967331 0.040148473556470804 0.035747192310097757 -0.018927022626374936 -0.028563941112949177 0.027830498616445248 0.019717115459938546 0.034428116139075531 -0.01644163567967976 -0.0071106585621406255 0.036783110789860213 -0.0028795813162181081 0.0082760719061687766 0.003741214857930874 -0.024444453566951647 0.031974211744778325 0.036904116170857197 -0.008268100447587386 0.029146989220603943 0.033279854618728212 leaf_weight=5.3461336344480577 13.17978712916374 7.3428837656974784 7.4816289693117133 6.5640965104103079 8.0086670815944654 5.6974038034677497 4.7232249826192847 3.7509493678808203 10.267730355262762 8.890967056155203 20.931050971150398 12.285536974668501 6.787581086158748 10.809858575463293 6.0809641182422629 8.8333031982183403 15.828166261315346 17.976991206407547 5.786711409687995 10.388247087597847 17.527313843369484 14.650737181305884 6.699999436736106 5.8205754905939093 9.8914484083652514 9.3148138970136625 8.0936066061258387 6.17349597811699 19.5569331496954 11.117083281278612 leaf_count=20 41 28 28 20 31 21 18 14 35 32 67 37 21 40 23 28 52 56 21 37 55 52 23 20 37 29 25 22 62 35 internal_value=0.00974101 0.00602638 0.00750406 0.00891919 -0.00718138 0.0113996 0.0126439 0.00795911 0.00547557 0.00944673 0.0115353 0.0221169 0.0156356 0.0128058 0.00974948 0.0125267 0.000908006 0.0217064 0.0137894 0.00908662 0.0240076 0.0191022 0.0118036 0.0177858 0.0145309 0.00291794 0.0213624 0.0129803 0.0233199 0.0238773 internal_weight=305.808 242.633 235.29 227.808 30.4101 197.398 191.701 128.268 22.4014 123.544 114.653 63.4334 17.0553 110.902 89.9713 83.8904 37.0263 46.8641 28.8871 26.2164 63.1749 45.6476 32.4678 51.1479 44.5838 19.2063 23.1004 15.0068 25.3775 17.8171 internal_count=1030 824 796 768 107 661 640 435 76 417 385 205 56 371 304 281 129 152 96 89 206 151 110 168 148 66 75 50 82 58 is_linear=0 shrinkage=0.03 Tree=6 num_leaves=31 num_cat=0 split_feature=15 7 15 19 3 8 8 19 5 19 3 2 8 8 4 2 0 7 4 0 17 8 20 17 7 3 17 17 20 19 split_gain=16.4872 17.5934 14.9165 15.1641 12.2902 8.78364 14.5663 12.0502 31.4243 10.7246 8.30012 8.27609 6.64115 7.70426 5.82922 5.75919 10.9741 8.83176 5.73461 9.44351 5.62797 5.44169 4.33696 5.15021 8.81168 5.30522 4.22564 3.52507 3.25325 2.75067 threshold=0.35176755446253821 1.7536674860577059 0.19608206086064026 -1.0246943648323523 0.017008387340440721 -0.083256386245417077 0.62384065585615633 -0.68693147536007249 0.261757366950021 -0.47083466745117813 0.50052117138452856 -0.041553665001804067 0.25866497278872685 0.38772948642118815 -1.9509697975499307 0.13523677952538135 0.47488024783672539 -0.82266342092610711 -0.11317633198756492 -0.35579436899080391 -0.80030003717570652 -0.27555555492603251 -1.0042657334667024 -0.49748899103331501 0.22632176964440678 -0.051918309102716713 0.28113050429347991 1.1123271075064662 -0.21334510247524915 -0.43414727138046955 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 21 7 8 -7 -9 14 -4 28 -14 -2 17 -17 -16 19 -8 -20 22 -5 -24 25 -25 -22 -19 -11 -23 right_child=10 -3 11 5 -6 6 18 9 -10 12 -12 -13 13 -15 15 16 -18 27 20 -21 26 29 23 24 -26 -27 -28 -29 -30 -31 leaf_value=0.010959708704718008 0.035340129903135502 -0.045078737112208174 -0.049383962256199593 -0.0073018187628210727 -0.034199138784229366 0.008800459934218189 -0.023938209063623987 0.028205318410980913 -0.068920249152799498 0.022145296041626371 0.039035749181056088 -0.0037910120299677521 -0.043953893688676533 0.00097631038275108515 -0.015868324991549745 -0.035908596024466444 0.018127048869851736 0.037288492855241918 0.0038393339449926023 0.021248008519502169 0.039287393587656691 0.043206014654415661 0.027158401080760335 -0.030265018086903264 0.035480513857387833 0.0077625132918433867 0.016050837694751366 0.013919872473176458 -0.0075705765456188772 0.019332194936685837 leaf_weight=9.6020443290472048 11.067778527736662 6.0090180635452262 5.9774849265813819 6.7802160978317252 12.4653163254261 11.374451965093614 6.9418719261884716 12.877422764897341 7.9576103240251532 8.0202394276857358 18.943243131041527 8.9457410126924497 6.3424234837293607 7.4921802133321762 5.4469158500432959 5.9177834391593915 7.8958897888660431 12.639554336667066 9.5511507987976056 10.39700075984001 18.235048487782482 11.309776455163957 26.437769964337349 5.201865255832673 6.7529635876417151 9.0393866449594498 11.476521298289297 10.751201450824736 5.6527306735515657 7.0516401380300513 leaf_count=32 35 23 24 24 47 38 26 41 33 26 59 31 25 26 20 23 26 39 33 34 56 35 85 20 21 31 38 36 20 23 internal_value=0.00949181 0.00558453 0.0069323 0.00898272 -0.0145494 0.0117319 0.00662192 -0.00371371 -0.0231915 0.00561021 0.0219613 -0.0220532 -0.00496748 -0.0196218 0.0159403 0.0109061 -0.00502184 0.0185359 0.0175264 0.00315704 0.0238721 0.0199219 0.0151411 0.0183492 0.00725592 -0.0061277 0.0303119 0.0265475 0.00986005 0.0340374 internal_weight=304.554 231.892 225.883 210.96 22.0674 188.892 116.319 59.7171 19.3321 40.385 72.6624 14.9232 27.5076 13.8346 53.7191 42.6513 13.8137 28.8377 56.6016 17.3389 39.2627 72.5736 54.2122 47.432 20.9942 14.2413 29.7116 23.3908 13.673 18.3614 internal_count=1030 792 769 714 79 635 396 209 71 138 238 55 97 51 179 144 49 95 187 60 127 239 181 157 72 51 94 75 46 58 is_linear=0 shrinkage=0.03 Tree=7 num_leaves=31 num_cat=0 split_feature=15 7 15 19 11 8 8 19 7 19 3 6 8 8 1 4 4 2 7 15 7 8 8 11 6 20 3 17 11 2 split_gain=15.7232 16.4555 14.0182 14.3134 19.0496 8.37795 13.8047 11.2826 24.853 10.1956 8.04431 7.65716 6.81318 6.25607 9.24788 5.62099 5.48227 5.4662 8.39855 6.65171 5.45223 8.9071 5.26263 5.92301 9.90759 6.98344 4.66947 3.41355 3.34635 3.1213 threshold=0.35176755446253821 1.7536674860577059 0.19608206086064026 -1.0246943648323523 0.18921104841102573 -0.083256386245417077 0.62384065585615633 -0.68693147536007249 0.20003043533535705 -0.47083466745117813 0.50052117138452856 0.39867646455224814 0.1119767676111227 0.27358016079011477 0.35407035169663564 -1.9509697975499307 -0.11317633198756492 0.13523677952538135 -0.82266342092610711 1.608523928563881 1.0698128024503932 0.87962959183670342 -0.27555555492603251 0.0083428702704131628 -0.3592268371008529 -0.26626949950698647 -0.2109089308264033 1.1123271075064662 0.83141821182795828 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=1 2 3 4 12 22 7 8 -7 -9 15 -4 -1 29 -15 -2 26 18 -17 -19 -18 -22 23 24 -5 -26 -8 -20 -10 -11 right_child=10 -3 11 5 -6 6 16 9 28 13 -12 -13 -14 14 -16 17 20 19 27 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.013641425908714696 0.034760490726157639 -0.043338370775153637 -0.040662778397431584 0.029042873127696305 -0.045084865881294602 0.014821858080044582 0.014750223067305749 0.027639078002273779 -0.070169074945656634 -0.0083850808056408037 0.038440324899119908 0.0023815386245489784 0.031262785344121344 0.00058664712685447303 -0.050541628767397519 -0.015308397197194217 0.031720378074941956 -0.023088307860676116 0.036666917593018628 0.018882344142047678 -0.022033964486385758 0.02732760462004492 0.033460265001431747 0.0253263033040129 -0.026150614034360097 0.010895930202818843 -0.017710383050368938 0.013569273502999296 -0.036467123653977231 0.020386570103803701 leaf_weight=5.564923822879793 10.917055189609526 6.0619757771491996 8.2459211796522123 10.236299827694895 9.8720295876264554 8.8247587531805056 11.08350293338299 12.748963296413416 5.3043153733015043 5.6030632555484834 18.663802191615105 6.7757586389780036 6.7050725370645523 8.0758867412805539 5.256168156862258 5.4763026088476172 25.042477369308472 7.8253257274627668 12.470766127109533 6.0074759423732758 5.3570495545864096 8.5267485678195936 18.121875613927841 25.353005468845367 9.2481381297111529 9.0715101361274701 6.2303661406040183 10.698921203613279 5.3019934147596359 8.6053506284952146 leaf_count=20 35 23 32 33 38 29 37 41 22 20 59 23 21 28 21 20 80 29 39 20 20 27 58 82 35 31 23 36 20 28 internal_value=0.00925037 0.005437 0.00675021 0.00875163 -0.0140626 0.0114387 0.0064473 -0.0035975 -0.0223739 0.00545809 0.0214863 -0.021247 0.010897 -0.00480987 -0.0195707 0.0155602 0.0171137 0.0106258 0.018104 -0.00486079 0.0233605 0.00828149 0.0194743 0.0147728 0.00540306 -0.00780593 0.00306933 0.0260013 -0.0533218 0.00904052 internal_weight=303.277 231.217 225.155 210.133 22.142 187.991 115.961 59.7205 19.4311 40.2894 72.0596 15.0217 12.27 27.5405 13.3321 53.3958 56.2401 42.4788 28.646 13.8328 38.9263 13.8838 72.0308 53.909 28.5559 18.3196 17.3139 23.1697 10.6063 14.2084 internal_count=1030 792 769 714 79 635 396 209 71 138 238 55 41 97 49 179 187 144 95 49 127 47 239 181 99 66 60 75 42 48 is_linear=0 shrinkage=0.03 Tree=8 num_leaves=31 num_cat=0 split_feature=18 7 17 18 7 16 17 16 7 7 2 16 18 8 4 7 18 8 20 2 15 18 18 7 16 18 3 4 17 22 split_gain=16.0869 17.0041 14.1011 8.9798 14.2155 10.0782 8.54024 7.76056 6.215 8.22386 5.74596 5.2724 4.80496 8.18849 8.11374 8.75297 7.88479 6.37522 5.96171 5.59424 6.32852 4.45629 11.1423 5.95443 4.18225 4.06654 4.47184 5.10504 4.85954 5.08862 threshold=0.50268766223233641 1.7849721722799889 1.6331766267058394 -0.95285882986466219 0.49449508655919405 0.99274604806085531 -0.49748899103331501 -1.0602824794942565 1.1349041244952129 -0.97715226857409576 0.49568834509208137 -0.9434737114250219 0.10132360788974888 0.6422048283639572 -0.61278877016560396 -0.2751918521020939 0.19540040853216942 1.1431895962373033 0.81317179923752569 0.33043790763104713 -0.26449024012795164 -0.33968938223770395 -0.10458696095868873 -0.066655169524168209 -0.41818355608571839 2.9280085083449903 0.54011768296937801 -1.9509697975499307 -0.10176411410481513 -0.69463471431099721 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 7 6 10 -1 9 -8 21 -11 13 14 -13 24 -14 -15 19 -17 -21 23 -23 -5 -16 26 27 -2 -29 -30 right_child=25 -3 -4 5 -6 -7 8 -9 -10 11 -12 12 16 17 15 18 -18 -19 -20 20 -22 22 -24 -25 -26 -27 -28 28 29 -31 leaf_value=-0.015204771122613489 0.033447571302118978 -0.046659852520881895 -0.033563958821984506 0.0040457561077684497 -0.042873865639844411 -0.028677761340682981 -0.029454751733054913 0.019803136749242244 -0.015446551063677313 -0.024027184258135579 0.039074340146071571 0.034245037165277582 -0.031069783203949076 0.037181436232900142 -0.0020289942448801094 0.026474540508044282 0.012107487613971285 0.0031259072796977106 -0.010007204218373996 0.02472253023033345 -0.015864251520112296 -0.022022089970622626 0.025585922329818964 0.03156859113178706 -0.037765501289672591 0.042389954839324478 0.034004191598565874 0.026767663644226267 -0.023665788268379746 0.0095371089548200536 leaf_weight=10.07223649322987 9.5803604423999733 5.4941115975379935 7.5641418397426596 10.382157370448111 7.5144805312156668 5.7568174302577964 4.7778784185647956 13.125983461737633 10.077526196837423 3.7969644367694846 12.286926761269568 9.741954803466788 5.8159769177436855 19.89072406291962 6.4844748228788376 20.642450302839293 11.016803190112112 6.5850793719291678 9.7570482939481717 6.1570223867893219 7.8863421976566297 8.0449648201465624 9.8313369452953321 22.205662488937378 5.4031811058521182 8.1809516847133619 14.34424604475498 8.9007496088743192 5.7692520767450324 14.839921832084665 leaf_count=36 31 21 28 36 29 21 18 43 36 14 38 31 22 63 23 67 37 23 35 20 29 30 32 71 21 26 47 29 22 51 internal_value=0.00901736 0.00551095 0.00673161 0.00807284 -0.0070129 0.0104302 0.0116103 0.00460335 0.0071667 0.00909866 0.0206767 0.0107262 0.0119326 0.0146142 0.00896542 0.0045935 -0.0028109 0.0287111 0.0107096 0.0165372 0.00193018 0.0161973 0.00416064 0.0228001 -0.018272 0.022693 0.0196774 0.0144202 0.00824293 0.000242419 internal_weight=301.928 240.312 234.818 227.254 30.7127 196.541 190.784 23.1982 128.033 117.956 62.751 113.178 109.381 92.5483 66.0725 56.3305 16.8328 26.4758 44.4429 34.6858 14.0434 50.4641 17.8763 32.5878 11.8877 61.6155 53.4345 39.0903 29.5099 20.6092 internal_count=1030 824 803 775 108 667 646 79 439 403 207 385 371 312 226 195 59 86 151 116 49 169 62 107 44 206 180 133 102 73 is_linear=0 shrinkage=0.03 Tree=9 num_leaves=31 num_cat=0 split_feature=15 7 15 6 8 8 3 7 8 16 8 3 1 2 20 4 20 9 7 0 2 6 6 6 10 8 21 2 4 11 split_gain=14.6361 15.7787 12.6664 8.87526 10.9715 17.443 16.5914 11.503 14.5612 12.2846 8.55816 7.69986 7.67826 7.44661 6.97595 4.91918 4.63154 4.79816 4.62762 12.0069 4.59795 4.37733 9.555 4.49177 5.55621 4.26222 6.51271 4.19406 4.07164 3.20647 threshold=0.35176755446253821 1.7849721722799889 0.19608206086064026 -0.3592268371008529 0.6916942393402804 0.27358016079011477 -0.18592349781835413 0.21914963485061009 0.55502560114105348 -0.43818021178642158 0.50142464632387407 0.60223110255429912 0.59339290095644082 -0.041553665001804067 0.11314191308471767 -1.9509697975499307 -0.36111889366316569 0.080623425735775509 -0.79824916021127434 0.38944657096844798 0.33719187226809144 0.14261398970871489 0.045588617070072938 1.0124578184855368 1.0070786117707486 -0.051110152289157912 1.0000000180025095e-35 0.39530638418491409 0.80017331735343344 -0.64072129207778883 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 12 5 6 14 10 9 -9 -7 15 25 -4 -5 -2 17 -6 19 -17 -20 22 27 28 -25 -1 -27 -8 -23 -28 right_child=11 -3 13 4 16 7 21 8 -10 -11 -12 -13 -14 -15 -16 18 -18 -19 20 -21 -22 23 -24 24 -26 26 29 -29 -30 -31 leaf_value=0.035141494644763141 0.033630938472627887 -0.044937387079703482 -0.045700079290555626 -0.0053980048521921342 0.020419966385134821 0.02655438746512025 0.023051015034522546 -0.077130429224168004 0.0065962545981405399 -0.017969233613508637 -0.024351980146013474 0.038753046428937975 -0.012301536963740341 -0.0028212473211259559 -0.048324235195110268 -0.035651722385020394 0.025351552974327261 -0.011535335104539312 0.023080307138201864 0.022403500869199396 -0.0052743646171847913 0.017274502938498242 -0.031737005085388077 -0.021238119789292239 0.019062510405118655 -0.0090255437896161785 0.04031531886358268 -0.0085381320009372923 0.04048589281128008 0.0114757189113308 leaf_weight=18.73144905269146 10.604090377688406 5.5329422056674948 6.1186231076717368 8.3870069682598096 9.0107991248369235 6.5667545050382632 11.741293594241148 7.3463705480098751 5.5048110187053672 5.5417296737432471 5.429808497428894 16.35887536406517 5.7607018351554862 9.0169961601495725 5.7384758889675131 5.9232475161552411 27.484052419662476 7.9689029902219763 24.568037703633312 6.9896471798419952 6.5111316591501227 30.435537278652191 5.7572462260723105 5.3715554028749448 7.2137517482042313 6.6645770668983486 7.5261030942201614 5.5806050896644583 8.758984908461569 6.4375297427177411 leaf_count=60 35 21 24 30 30 21 39 31 19 20 20 53 21 31 23 23 90 29 81 23 23 101 22 20 24 24 23 20 27 22 internal_value=0.00879004 0.00511016 0.00634585 0.00826541 0.00502081 0.000282795 0.00698445 -0.0193405 -0.0342468 -0.0516918 0.00351347 0.020699 0.020047 -0.0201552 -0.0228368 0.0152894 0.0177412 0.00542272 0.0108682 -0.00422689 0.01714 0.0126115 0.00174543 0.0174548 0.00186173 0.0247815 0.0153741 0.0128739 0.0224617 0.0270197 internal_weight=300.582 229.627 224.094 208.958 163.838 119.374 88.9845 30.3895 18.3929 12.8881 11.9966 70.955 45.1204 15.1356 14.1255 54.5962 44.4638 16.9797 43.9921 12.9129 31.0792 74.859 23.0791 51.7798 12.5853 39.3597 20.6282 17.3219 39.1945 13.9636 internal_count=1030 792 771 716 566 417 306 111 70 51 41 238 150 55 53 185 149 59 150 46 104 253 81 172 44 129 69 59 128 45 is_linear=0 shrinkage=0.03 Tree=10 num_leaves=31 num_cat=0 split_feature=6 18 15 18 5 18 6 16 8 2 15 7 16 4 6 4 10 10 0 8 5 16 16 10 19 16 7 5 15 8 split_gain=15.4672 16.3327 8.5476 10.3203 24.472 9.01123 10.3487 8.48184 8.01761 9.53091 8.71892 7.14027 7.32172 6.67734 6.66446 6.4171 7.52648 10.2789 9.02077 6.12166 6.21301 5.18122 4.96568 6.69825 4.88995 5.07076 4.33596 3.34486 3.9141 4.14663 threshold=-0.35315514315742752 0.6915865790795811 -0.22596384307861306 -0.82088753139414139 0.59967872073021511 -0.23647701487313794 0.30076206733608335 0.11801332592448981 1.0659099260399765 0.67795629613609898 1.5087308838086428 0.71429009937809573 -0.41087357273320652 0.3892026833215893 -0.13442380453751496 0.56532440055184241 0.070027951316951539 -0.45034896138544006 -0.23794070587685465 0.052883954105274932 0.99449715377585224 1.7156846894645927 -1.0954036329121635 0.060452229104924038 -0.64656595412861517 -0.56220736144950301 1.2340159510385744 -0.33130431444361313 -0.082400674958812412 -0.29012085415110844 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=8 2 3 4 13 11 14 19 9 21 -11 12 -4 22 -7 16 17 -5 -18 -8 -21 27 -2 -24 -20 -26 -17 28 29 -1 right_child=1 -3 5 15 -6 6 7 -9 -10 10 -12 -13 -14 -15 -16 26 18 -19 24 20 -22 -23 23 -25 25 -27 -28 -29 -30 -31 leaf_value=0.028118001377611307 -0.0070532943739293787 0.029552104008226013 -0.038307912419441176 -0.015203134921349773 -0.059079152332339159 0.0039173891820023623 0.044065638718921302 -0.012392961473352887 -0.01563840992391036 -0.030880251251972454 0.021815023594319805 -0.053936750345282107 0.0053913325794445396 -0.025411952686469844 -0.038074782402939482 0.030270755855886115 -0.039388796956071274 0.030254448767696975 -0.018740669899218985 -0.014556248766930183 0.028502839202546728 -0.00055117048438696611 0.0023009944250863158 0.037820501030802305 0.033381541167745672 -0.00082614432851244924 0.0028952003809181188 0.038018558472999071 0.030624311469554751 -0.0012080476024484647 leaf_weight=8.1604387760162371 10.002050057053564 21.43363881111145 5.9619168937206277 5.9895748049020794 6.510112687945365 5.814371556043624 7.2089220285415712 9.5448154956102353 5.4377080649137488 5.4750534594058973 5.8404825627803802 5.2649937123060218 8.1923805624246597 5.7018215209245673 8.1967235058546049 22.533656194806102 5.3133185207843807 17.726535901427269 6.1426977813243893 5.468056991696356 6.7250797897577286 6.1081724762916556 10.151119515299802 9.0277373045682889 6.4379370063543382 9.8932413011789269 6.7721050083637229 21.637501925230026 28.06700868904591 9.2675321549177117 leaf_count=27 35 72 23 22 26 20 22 34 20 21 20 21 28 21 32 73 21 57 23 20 21 22 36 28 21 35 23 68 91 33 internal_value=0.00929626 0.00476378 0.00188532 0.00649771 -0.00568365 -0.00715071 0.000515746 0.0107599 0.0196719 0.0219427 -0.00368173 -0.0241099 -0.0130152 0.00428147 -0.0206487 0.0127374 0.00636033 0.018774 -0.00423463 0.02215 0.00919283 0.0259016 0.0100834 0.0190205 0.00407659 0.0126589 0.0239447 0.0283085 0.0236904 0.0125235 internal_weight=296.007 206.013 184.579 122.202 41.3928 62.3773 42.958 28.9469 89.9939 84.5562 11.3155 19.4193 14.1543 34.8827 14.0111 80.8091 51.5033 23.7161 27.7872 19.4021 12.1931 73.2407 29.1809 19.1789 22.4739 16.3312 29.3058 67.1325 45.495 17.428 internal_count=1016 714 642 421 146 221 149 97 302 282 41 72 51 120 52 275 179 79 100 63 41 241 99 64 79 56 96 219 151 60 is_linear=0 shrinkage=0.03 Tree=11 num_leaves=31 num_cat=0 split_feature=8 19 5 11 9 10 17 9 15 12 11 8 9 17 20 17 0 15 17 20 14 8 11 20 11 8 20 5 16 14 split_gain=13.6245 10.8318 19.0052 15.9073 8.34597 10.2089 7.24568 6.92482 6.35274 6.17201 5.55835 5.08987 6.93878 9.09322 6.60999 5.30265 6.76183 6.54075 6.39933 6.17033 7.59436 9.78592 11.9113 5.52587 4.88083 3.97013 3.95186 6.14039 7.39289 6.29191 threshold=1.5018214326718242 -0.7200659784555451 0.23796387439705333 1.4782925711259189 0.39060854002866308 0.70428521670622202 0.43493356167974145 -2.3448886677075262 -0.86748513723185461 -0.46902407363288817 0.40117343186448445 0.98394825914449757 -0.31777727908450654 -1.237418899994837 -0.39032573306275437 -0.32928216894420231 -0.36564675882694858 1.5087308838086428 1.5914793134738392 0.68592814376195488 -0.19208423070064279 0.40934906216036654 0.51214756541846829 -0.33158122094456538 0.088915490593165128 0.14122744345378302 1.1153576485627277 -0.5960889359119419 1.0000000180025095e-35 -0.50951965389146536 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 9 6 5 -2 -4 -3 -9 -1 25 12 14 -14 -10 16 -15 18 19 20 -17 22 23 -22 -13 -11 27 28 -16 -29 right_child=4 7 3 -5 -6 -7 -8 8 11 10 -12 24 13 15 26 17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 29 -30 -31 leaf_value=-0.016957059470515484 -0.0085203426875526539 0.041979275354684452 -0.020141279981308061 0.020726459508699672 0.0092840827461846027 -0.062142005228203803 -0.059975019540322742 0.033470288244770809 0.030157144239568844 0.01562718554166076 -0.0063339710892509208 0.011689351314056511 -0.026905196390422922 -0.012822585964114766 -0.035793474737773945 0.030786981382741989 0.024873925722451611 0.02592132175706378 -0.031217854444544162 -0.022808653329938307 -0.040781836982669156 0.025788611375678717 0.015023079613804089 -0.0031819774908852889 0.039117507576313749 0.040514956490302227 0.027347113901273309 0.036227435710938498 0.0072816637851714919 -0.0038875630872354469 leaf_weight=5.3785557001829138 8.9176553189754504 7.7502520978450766 9.9486464112997108 5.8641723096370688 9.0506720393896085 4.9800201952457419 7.0025340467691413 12.888243213295935 23.900262996554375 16.851184129714969 6.8168061822652808 12.205417633056642 7.4143011420965186 5.2040516436100033 5.5963118821382514 9.2802412509918124 24.185724303126335 9.5482004433870298 5.6468503177165976 7.478528603911399 9.3631978482007856 9.7849265784025174 10.486057385802267 5.6348319202661719 11.194491043686865 8.771349832415579 9.1851304620504362 8.1949847191572172 9.9822777956724149 6.167098909616473 leaf_count=20 32 25 36 19 31 20 28 42 79 57 24 42 28 19 22 30 80 33 21 28 37 32 36 20 35 27 30 26 35 22 internal_value=0.00906243 0.0109371 -0.000238921 -0.021863 -0.0131348 -0.0277348 -0.0365966 0.0141472 0.0130864 0.0128068 0.0177417 0.011707 0.00987151 0.00511243 0.0177266 0.00756955 0.018199 0.00292236 -0.000885188 0.00240698 0.00663995 0.000286207 -0.00950575 -0.0266554 0.024811 0.024147 0.0101332 0.00485241 -0.00819226 0.019002 internal_weight=294.673 271.725 60.6332 22.8154 22.9483 13.8977 16.9512 211.091 203.341 37.8179 32.4393 190.453 167.053 104.027 63.0261 96.6126 29.3898 67.2228 57.6746 52.0278 44.5493 35.269 25.4841 14.998 23.3999 25.6225 39.1258 29.9407 15.5786 14.3621 internal_count=1016 933 211 83 83 52 64 722 697 128 108 655 578 364 214 336 99 237 204 183 155 125 93 57 77 84 135 105 57 48 is_linear=0 shrinkage=0.03 Tree=12 num_leaves=31 num_cat=0 split_feature=6 18 17 17 3 18 18 5 8 8 8 2 15 8 18 5 21 15 6 4 15 5 0 3 5 1 5 20 19 1 split_gain=13.9619 15.2571 12.1919 7.92787 8.20238 7.8954 9.15298 20.8083 7.56986 8.87142 7.52178 8.93771 7.8832 6.48119 6.37664 5.12844 4.99689 4.2135 3.77853 5.57011 4.8445 3.88008 4.37463 3.82793 7.98102 3.72028 3.49687 3.29426 2.97334 2.9693 threshold=-0.35315514315742752 0.6915865790795811 0.34027114163613198 0.4517984822579223 1.0460012434848915 0.27680060332069495 -0.82088753139414139 0.59967872073021511 0.42316334150825025 0.013226127172825302 1.0659099260399765 0.67795629613609898 1.5087308838086428 -0.62147926903137984 -0.16843711211476695 -0.089302562484812262 0.0023068563943257621 -0.87335019849267359 0.20688238238417408 -0.34873026250304007 -0.42616206409173424 -0.54561886945911531 -0.36564675882694858 0.85831353196676241 0.99449715377585224 0.74734157994835571 -0.394455526624723 -0.151969377372111 -0.099888969069565056 -0.12802327920187989 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=10 2 5 -4 8 6 7 13 9 26 11 25 -13 -2 -10 -15 -11 -8 19 -19 -21 -20 -23 27 -25 -1 -5 28 -24 -17 right_child=1 -3 3 4 -6 -7 17 -9 14 16 -12 12 -14 15 -16 29 -18 18 21 20 -22 22 23 24 -26 -27 -28 -29 -30 -31 leaf_value=0.026957598320175951 -0.018094974403503893 0.028755038390887423 -0.040102833284160269 -0.023435022657489698 0.022944114388323951 -0.026485337367177654 0.034650047095649665 -0.054743312239454826 0.018985840650574896 -0.061278544715225279 -0.015353598276569097 -0.029350357523748823 0.020857230211980157 0.035385863267745218 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22 20 21 19 21 19 40 25 29 30 22 24 21 27 33 26 34 internal_value=0.00883521 0.00453201 0.001764 -0.0101378 -0.00576829 0.00678018 0.00843226 -0.00414347 -0.0111743 -0.0216131 0.0187906 0.0210303 -0.00381846 0.0059666 0.00513234 0.0139119 -0.0417837 0.01375 0.0116542 0.00187532 0.00965997 0.016074 0.0132214 0.0172775 0.00405311 0.0249271 -0.00539169 0.0237806 0.0154896 0.00454125 internal_weight=293.316 204.794 183.792 54.4943 47.5591 129.298 123.18 36.608 40.0234 24.4022 88.522 83.0728 11.2614 30.5116 15.6212 22.9375 10.8771 86.5722 78.6819 24.4922 18.8973 54.1897 48.114 40.0599 13.2057 71.8114 13.5251 26.8543 16.5499 15.9691 internal_count=1016 714 642 195 168 447 424 129 144 90 302 282 41 105 54 77 42 295 269 86 65 183 164 135 46 241 48 89 56 55 is_linear=0 shrinkage=0.03 Tree=13 num_leaves=31 num_cat=0 split_feature=4 15 17 15 7 10 7 3 7 2 19 20 19 15 15 15 4 16 0 9 3 3 15 2 1 20 19 16 10 7 split_gain=12.4956 10.5567 12.5322 13.9379 13.0696 9.92388 9.42241 8.52584 7.91252 9.84608 9.6454 6.91541 6.62703 5.83319 6.01554 5.61158 5.47443 5.3105 6.27443 4.85192 5.98773 4.25436 4.16146 4.10007 7.8443 5.09544 4.29838 3.46756 6.9118 3.08759 threshold=-0.14172794903097805 -0.97551615901576783 -0.033563773320941633 1.4391423365364802 1.7112384280232285 0.088627084944185475 -0.29081007802050624 1.0460012434848915 1.1349041244952129 0.72612076076353571 -0.70903625538189863 0.11314191308471767 -0.9393375173444658 -0.90596711668901742 -0.72536552415875855 0.020735694634508712 0.14535287910195985 1.1367106638875908 -0.30246523203375941 -2.3448886677075262 -1.7421650207470645 -1.2034099595638847 -0.20910061790141546 -0.42816173251059569 -0.30532751946679249 -0.34427840711949426 1.7447902733037621 0.045784648509670602 -0.674547727182779 0.3331336618815593 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 12 4 6 17 13 -4 8 9 10 11 -8 -2 -1 -15 -9 -12 18 29 -16 -21 -22 -20 24 25 -23 -25 28 -27 -3 right_child=1 2 3 -5 -6 -7 7 15 -10 -11 16 -13 -14 14 19 -17 -18 -19 22 20 21 23 -24 26 -26 27 -28 -29 -30 -31 leaf_value=0.039972863982252964 -0.040304639383873776 -0.012099741116892588 -0.041625413700881062 0.036642544642642744 -0.029451075489325934 -0.018133178950660998 -0.039905384525285886 -0.007949386304596226 -0.043744488207317245 -0.037873276844474009 -0.0071879794375129735 0.0043942798094197275 -0.00043724049563819529 -0.010597807831043965 0.041181377631409256 0.02976890964372288 0.023595852789385648 -0.0052202717020411148 0.028489653372752635 -0.017947038031121309 0.034908991211734616 0.03824448329895401 0.0045420327781368359 0.02612185765818939 -0.019276022623563701 -0.027406891275753378 -0.00081796411282198539 0.023157347089561124 0.019279511893432449 0.016776629933610777 leaf_weight=10.089248076081274 7.5972460061311722 6.8539165705442411 6.4300696849822989 7.263795092701911 5.7629493176937094 7.1949799954891196 6.9902702867984683 5.5943583548068991 5.4543356299400321 7.0062494575977317 8.0300181806087583 5.8053083568811417 7.4151303023099882 7.0884907245635977 7.5162075459957114 9.7142228186130506 14.748237073421476 8.2570185512304288 44.676096484065049 4.422973468899726 11.393392726778982 6.5382873862981823 7.648878946900374 32.898891568183906 7.6234108954667965 5.4367665946483639 6.3610033094882956 7.6819334030151358 6.0076790302991858 6.4864176362752914 leaf_count=32 29 25 25 25 21 27 27 20 21 27 29 20 27 26 25 31 49 30 147 17 37 21 27 109 29 21 24 26 20 22 internal_value=0.00861288 0.00341966 0.00572172 -0.00290625 0.0140629 0.0160293 -0.00702352 -0.00351102 -0.00972445 -0.00536662 0.00103555 -0.0198068 -0.0206128 0.0182034 0.0160704 0.0159852 0.0127436 0.0174553 0.0203066 0.018042 0.0160738 0.0178664 0.024989 0.0151899 0.00744464 0.0153817 0.021757 0.00756617 -0.0028992 0.0019407 internal_weight=291.988 171.735 156.722 77.0369 79.6853 120.253 69.7731 63.343 48.0344 42.5801 35.5738 12.7956 15.0124 113.058 102.969 15.3086 22.7783 73.9223 65.6653 95.8805 88.3643 83.9414 52.325 72.548 33.2881 25.6647 39.2599 19.1264 11.4444 13.3403 internal_count=1016 602 546 274 272 414 249 224 173 152 125 47 56 387 355 51 78 251 221 329 304 287 174 250 117 88 133 67 41 47 is_linear=0 shrinkage=0.03 Tree=14 num_leaves=31 num_cat=0 split_feature=6 15 17 7 3 14 8 7 14 16 15 8 6 14 20 11 21 19 0 20 19 17 17 19 16 19 17 8 16 11 split_gain=12.8902 13.3863 12.4939 10.7827 8.32906 7.91721 7.38485 7.64655 7.18534 6.85146 6.66346 14.0845 7.12933 8.40442 6.20143 9.02326 5.67771 5.17342 5.09166 7.07375 5.17499 6.59251 5.97059 5.0609 4.33436 3.63726 3.40454 3.26752 4.37832 3.5853 threshold=-0.35315514315742752 0.71945055730518559 0.34027114163613198 1.7536674860577059 -0.072211804036651506 1.0173240378165211 0.60915051463250225 0.74797755034543656 -0.15367972744732109 1.7577693933284484 -0.98256892838149024 0.42316334150825025 1.0124578184855368 -0.4354026809351963 0.087536866371375019 0.92066672674930128 0.0023068563943257621 1.0000000180025095e-35 0.10737764435889752 0.43023849248779644 -0.35516648858211636 -0.67545286840897545 -0.42282493038313596 -0.98596686264724342 -0.27475977828290338 -0.29294632498118262 -0.44611474518398581 0.45623579972138645 -0.37619560153269949 -0.591099843128014 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=8 2 3 5 16 10 14 -8 9 27 11 23 13 -12 24 -16 -4 -10 19 20 22 -22 -15 -2 -6 -7 -20 29 -29 -1 right_child=1 -3 4 -5 6 25 7 -9 17 -11 12 -13 -14 18 15 -17 -18 -19 26 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=0.023665956393555808 -0.013572293266789038 0.027213344874461056 -0.052156835581272903 -0.03368507373341826 -0.04029804686976194 0.041979623646405465 0.038488689518051927 -0.0090095161060235532 0.017898684694286439 -0.0056309057909095985 -0.016592015186027629 -0.049412753649616462 -0.023042117973587802 0.037504492948790193 0.024045705896243313 -0.026794003716523584 -0.012320461526429195 -0.020551664100260783 0.032338804908706019 -0.020992192823062923 -0.024117638781665781 0.016507387668115481 0.00057352052126793702 0.024509038048926388 -0.0062619501867764629 0.015551342614426589 0.013243465173710509 0.02883324372124298 -0.0060103887360701087 0.042045810445706731 leaf_weight=41.700026139616959 5.8867152631282815 20.55530957877636 6.265058293938635 5.7140514999628058 8.3109815865755028 7.7246612608432796 6.2938637137413007 5.9191431701183319 5.8396414816379529 7.4843659251928321 8.8510656207799894 5.8975899368524543 5.942035809159278 10.876761108636854 7.3693565577268583 5.4771613776683807 6.6250068545341492 6.836060419678688 17.033162027597427 6.7319103330373755 6.0764580368995658 8.8035811781883258 6.1774792373180416 6.7334607988595971 5.661004498600966 11.917786478996275 16.585666432976723 6.3839368969202042 6.6023847311735135 12.389776349067693 leaf_count=143 21 71 25 21 32 25 20 21 20 28 33 23 22 35 24 20 24 26 56 25 23 30 22 23 20 41 57 21 24 40 internal_value=0.00839645 0.00425936 0.00167929 0.00661685 -0.0107738 0.00845565 -0.0038688 0.0154683 0.0180439 0.0215939 0.00520243 -0.0111397 0.00867769 0.0110007 -0.0126748 0.00237 -0.0316824 -0.00283775 0.0143793 0.0069551 0.0128465 -8.23716e-05 0.0241272 0.0067459 -0.0265077 0.0259446 0.0229182 0.0246317 0.0111184 0.027876 internal_weight=290.665 203.429 182.874 130.952 51.9216 125.238 39.0315 12.213 87.2362 74.5605 105.596 18.5178 87.0781 81.1361 26.8185 12.8465 12.8901 12.6757 72.285 38.6662 31.9343 14.88 17.0542 12.6202 13.972 19.6424 33.6188 67.0761 12.9863 54.0898 internal_count=1016 714 643 457 186 436 137 41 302 256 370 67 303 281 96 44 49 46 248 135 110 53 57 44 52 66 113 228 45 183 is_linear=0 shrinkage=0.03 Tree=15 num_leaves=31 num_cat=0 split_feature=18 10 8 8 16 14 14 10 18 6 14 7 1 16 8 5 8 2 3 20 14 2 3 3 10 10 5 5 16 18 split_gain=11.194 26.022 14.2121 7.83962 8.74955 5.45675 6.48309 9.9118 12.7393 4.99721 9.20554 4.67546 10.7656 6.19645 8.51384 11.3584 6.91234 5.77931 8.38068 6.0159 5.52559 4.76204 4.01521 4.3605 5.29013 5.81471 5.52474 5.47515 4.00711 6.28328 threshold=-0.82088753139414139 0.57754079612028186 -0.62147926903137984 -0.051110152289157912 -0.95868176349820433 -0.58111182904677106 1.0173240378165211 0.83935915247671289 -0.31314955277743406 1.152776737680046 0.60266756167479418 0.50124995671603367 -0.16747349293188524 -0.86231506192318186 0.5404541840012792 1.0000000180025095e-35 0.227448197633175 0.49568834509208137 0.082419427100046475 0.32143754746424752 -0.174271513579315 0.39530638418491409 -1.7783826114655457 -1.231603262078605 -0.67989657001992831 -1.0021352899213258 -0.56618815817367041 -0.98902099425637158 -0.47176658687529954 -0.23004116419103574 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 22 7 9 -9 10 11 13 -13 -7 15 17 21 18 19 -15 -16 -17 -2 -24 25 27 -27 -25 -8 -30 right_child=5 -3 3 4 -6 6 28 8 -10 -11 -12 12 -14 14 20 16 -18 -19 -20 -21 -22 -23 23 24 -26 26 -28 -29 29 -31 leaf_value=-0.034093208229337972 -1.913915408531166e-05 -0.054401490378839179 0.035922717878439682 -0.014640790454130187 0.025937966921549344 0.032532577125556815 0.038389480271185605 -0.057762940115472804 0.0035228819077384533 -0.019461827634088439 0.033039738940527322 0.012380455212236309 -0.031835635237094276 0.026623123196006231 0.0041943439329904693 0.011727214571589791 -0.045371775072853379 0.027308815256012302 -0.024243231032397599 -0.0095950218292861593 0.033561505631716115 -0.025274170470377052 0.038880437792273653 0.0053512943145659665 0.030236851176447279 -0.02515526889208702 0.01424389178077083 0.042273656749381917 -0.0081895645095647392 0.022224211061132381 leaf_weight=6.7427598088979712 9.3084988147020322 8.0731286406517011 9.9090394973754865 10.918634638190269 8.5091309547424352 9.0403494387865049 7.6007604002952567 4.9621788561344147 7.9323862940072996 5.8808173537254325 12.682257443666456 11.293807625770571 8.8310182690620405 11.024796321988111 9.8702889382839221 6.3736682534217852 6.1077860742807379 11.380814805626867 7.8260556608438483 6.5975768715143195 13.868252232670782 6.1518621295690536 10.302707165479658 8.0254231989383644 17.267459094524387 6.4900063276290894 6.324807256460188 6.5766861736774471 8.3416058570146578 22.887410134077072 leaf_count=26 35 32 33 39 28 30 25 20 28 22 42 39 34 37 35 22 24 38 30 24 46 23 34 29 58 25 22 21 30 77 internal_value=0.00818213 -0.00571337 0.00518103 0.0142078 0.00313222 0.0107074 0.00801023 0.00499862 -0.0200616 0.00754445 0.00885648 0.00602628 -0.0070221 0.00900216 0.0063163 -0.00011865 -0.0192053 0.00953803 0.00159074 0.0130635 0.0213509 -0.00644586 0.018202 0.0212866 0.01723 0.00903818 -0.00570964 0.0219809 0.0188549 0.0141004 internal_weight=287.102 44.1527 36.0796 29.3368 19.4278 242.949 178.654 139.824 12.8946 126.929 121.049 108.366 20.1248 88.2415 79.2011 55.4626 18.6333 36.8292 25.4484 17.6224 23.7385 12.5255 64.2956 54.9871 44.6844 27.4169 12.8148 14.6021 38.8298 31.229 internal_count=1008 158 126 100 67 850 626 494 48 446 424 382 73 309 279 198 69 129 91 61 81 45 224 189 155 97 47 50 132 107 is_linear=0 shrinkage=0.03 Tree=16 num_leaves=31 num_cat=0 split_feature=19 11 8 9 8 8 4 7 19 19 19 8 16 15 7 7 15 8 1 16 10 13 16 1 1 4 7 2 10 19 split_gain=12.7917 18.8586 7.30787 11.9688 8.03025 15.4789 19.051 10.1921 18.3105 8.69359 14.4009 8.24408 7.38285 9.61792 7.1773 6.59939 5.49964 6.67945 4.98837 4.77187 5.15572 4.68819 3.95787 3.66846 3.7771 5.85767 4.00424 3.50534 3.33724 3.30687 threshold=-1.0021053393299104 0.084698070447322013 1.5628951353592224 0.45943271493333265 0.59198709417365303 -0.051110152289157912 -0.0585326431251013 0.044891891856628188 -0.68350580022290475 -0.35516648858211636 1.0000000180025095e-35 -0.94504646487151267 -0.2835297194818181 0.067363377202072805 -0.38395281300230394 1.2179444069413619 -0.073016125256129147 0.33058828397200324 0.32643993382904785 2.499785868012331 0.31018105554131808 -1.7783826114655457 1.1887368892232375 0.61415199471545268 -0.16747349293188524 -0.16242346950291289 0.86815627688705943 -0.1530952952783223 -0.4254257906610201 0.889284193371492 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 27 4 15 5 9 16 -8 -9 11 14 -2 -10 -14 -11 -4 17 -7 -3 20 21 -12 29 24 -6 -26 -27 -1 -18 -23 right_child=2 18 3 -5 23 6 7 8 12 10 19 -13 13 -15 -16 -17 28 -19 -20 -21 -22 22 -24 -25 25 26 -28 -29 -30 -31 leaf_value=-0.0026881551284187069 -0.0074756584863510467 -0.057145750946969075 -0.0067836850404633092 0.023579720851412161 0.02688780610124469 -0.020431603784407112 0.012643990534930091 -0.059051365837411066 0.011214709815137809 -0.045778611608080833 -0.0033022447933148112 0.031110965965004719 -0.056844027263255568 -0.0026400042504743618 -0.00065346772954101345 -0.049663803757814533 0.015301101074146398 0.023573534732798187 -0.019558468047604947 -0.011923833625444403 -0.002655866765987191 0.024140905348812674 0.038615770539358045 0.039173019131993704 -0.012181147472153516 0.034324349208240006 0.0038993392998428796 0.02989397114527944 0.043059527829308976 -0.00060871358489084679 leaf_weight=5.6581625789403915 5.7671116143465033 6.2726968526840192 8.0648806244134921 7.3821062296628943 22.380459412932396 6.4039056897163409 8.5122675746679288 9.5201541781425458 9.2185710221529025 5.5245513767004013 6.0165237188339225 36.662391275167465 4.9084466546773928 7.3696774393320084 7.4502201974391919 5.3885036110877982 8.8169348984956724 6.0251991748809814 6.4405049532651901 5.4670038521289817 9.5913641005754453 22.230636939406399 13.18477341532707 8.8870361447334272 7.5062379240989694 8.3044360727071744 7.3290352672338495 6.2591835111379641 6.9869033694267264 6.2176612019538871 leaf_count=20 21 25 29 25 75 24 29 38 32 22 23 125 20 26 27 21 31 20 23 21 35 75 45 29 28 28 26 20 22 23 internal_value=0.00797848 -0.0126884 0.00992794 -0.00711551 0.0114058 0.00843864 -0.00299109 -0.0164344 -0.0244147 0.014996 0.00890189 0.0258662 -0.00907527 -0.0243092 -0.0198674 -0.0239585 0.015831 0.000900562 -0.038104 0.0148545 0.017412 0.0214515 0.0250287 0.0215428 0.0181008 0.00960203 0.020061 0.0144245 0.0275731 0.0187316 internal_weight=285.748 24.6305 261.117 20.8355 240.282 185.874 67.7621 39.5291 31.0168 118.112 75.6827 42.4295 21.4967 12.2781 12.9748 13.4534 28.2329 12.4291 12.7132 62.708 57.241 47.6496 41.6331 54.4072 45.5202 23.1397 15.6335 11.9173 15.8038 28.4483 internal_count=1008 88 920 75 845 659 242 145 116 417 271 146 78 46 49 50 97 44 48 222 201 166 143 186 157 82 54 40 53 98 is_linear=0 shrinkage=0.03 Tree=17 num_leaves=31 num_cat=0 split_feature=19 11 17 16 8 3 7 8 6 11 8 8 7 19 18 19 16 17 19 18 14 16 6 21 10 1 19 12 17 19 split_gain=12.0901 17.6492 10.6009 18.4221 9.43541 15.8767 7.21539 7.13671 6.60646 12.164 11.4099 17.2282 7.65385 11.9332 8.7933 8.1719 6.94793 9.59787 5.88463 9.81345 6.09704 5.21559 5.18428 7.18501 5.04832 4.63043 4.61565 4.28606 3.99111 4.60917 threshold=-1.0021053393299104 0.084698070447322013 1.4345648593332367 0.6364720334211621 1.5628951353592224 -0.045128539579362713 1.2179444069413619 0.17248762288633432 -0.3592268371008529 -0.83026827591020524 0.59198709417365303 -0.051110152289157912 0.044891891856628188 -0.70903625538189863 -0.44783008728423207 -0.033324566751611655 -0.48700427484346287 -1.1719334068257599 0.74086061871472209 2.2694794026328498 -1.0451742224647289 -0.048331927666739896 0.66762268839331196 1.0000000180025095e-35 -0.084377451973354153 0.32643993382904785 -0.16341630252333891 -0.2080835257423895 -0.21108732737952379 0.28885987700282706 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 7 8 -6 -7 -4 18 -10 11 16 -13 -14 -15 -16 24 -18 21 20 -20 26 23 -19 -11 -3 -2 -28 29 -12 right_child=2 25 3 -5 5 6 -8 -9 9 10 28 12 13 14 15 -17 17 22 19 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 leaf_value=0.01406841275644575 0.0289684446492443 -0.055007856189651622 -0.015203732751760025 0.020189602474172327 -0.051221310733486208 0.029554781476605174 -0.015963282520631759 -0.058899315519596755 -0.02891396452366406 0.0059314069958928007 0.0071211662913292523 0.012367337499154221 -0.047965484359800657 0.024219637442673549 -0.038118714012462855 0.0063002877181510611 -0.020829255451497445 -0.021192655489640725 -0.035404054713108583 0.032714042150054336 0.0090877911602476723 0.040102599150571655 0.029938119087315983 0.019457254886760252 0.039021957231465933 -0.018897683826144398 -0.013394002113868013 0.021441765076400266 0.035938658097465125 0.037829228017150295 leaf_weight=11.854592129588129 18.909482836723331 6.3202272951602918 9.5886985957622546 11.431350514292715 5.5670270919799831 7.1225932538509351 5.5973334163427353 5.1821713894605628 6.922283247113227 5.6167196631431606 14.197515934705736 11.376766219735144 7.9661878645420066 6.4828173816204098 8.0675807595253008 6.9291932433843604 7.7164496034383765 5.9604195505380693 5.0461643338203439 7.8935050517320624 6.1510605067014703 17.088682755827904 14.201382189989088 11.394607499241827 15.882815167307852 6.4653466194868088 5.813126876950264 7.0141249746084195 18.142900690436363 6.3740418851375571 leaf_count=40 65 25 35 41 22 24 20 21 27 20 51 39 31 22 31 24 29 23 21 28 22 56 48 39 54 23 22 24 60 21 internal_value=0.00778316 -0.0122997 0.00968908 -0.00840448 0.01172 -0.0089679 0.00952481 -0.0305338 0.0134784 0.00990797 0.0118233 0.00654224 -0.00853107 -0.0166055 -0.00497488 -0.0175951 0.0166674 0.00916219 0.0212186 0.00709629 -0.010963 0.0267404 0.016496 0.00549643 0.0303771 -0.0367478 0.0195456 0.00565469 0.0256819 0.016636 internal_weight=284.277 24.6402 259.637 26.2022 233.435 18.287 12.7199 14.7709 215.148 147.232 140.309 101.595 40.8225 29.4458 21.4796 14.9968 60.7724 39.2729 67.9161 19.0907 11.1972 48.8254 31.5564 17.355 21.4995 12.7856 31.7367 12.8273 38.7145 20.5716 internal_count=1008 88 920 97 823 66 44 56 757 519 492 360 147 108 77 55 213 139 238 71 43 167 110 62 74 48 111 46 132 72 is_linear=0 shrinkage=0.03 Tree=18 num_leaves=31 num_cat=0 split_feature=19 11 17 15 8 3 7 6 11 8 8 5 19 5 7 19 18 19 8 19 18 4 20 8 1 15 8 19 17 19 split_gain=11.4315 16.5333 10.0444 12.0553 8.94536 14.8038 6.86315 6.32956 11.4316 10.9177 16.3303 7.76042 8.51339 17.5203 7.19435 11.131 8.29243 7.58695 6.16959 5.66915 9.36884 5.64385 4.79408 4.40428 4.31551 4.03075 4.63548 10.0967 3.88448 4.45489 threshold=-1.0021053393299104 0.084698070447322013 1.4345648593332367 0.77095955654719317 1.5628951353592224 -0.045128539579362713 1.2179444069413619 -0.3592268371008529 -0.83026827591020524 0.59198709417365303 -0.051110152289157912 0.50925020795500398 -0.40902642070092937 -0.28883810182427277 0.044891891856628188 -0.70903625538189863 -0.44783008728423207 -0.033324566751611655 -0.88453745829552521 0.74086061871472209 2.2694794026328498 -1.0451742224647289 -0.68929149852365801 0.048610380804340332 0.32643993382904785 -0.082400674958812412 -0.29012085415110844 -0.16341630252333891 -0.21108732737952379 0.28885987700282706 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 23 7 -6 -7 19 -9 10 11 12 18 -14 -12 -16 -17 -18 -10 25 21 -21 -15 -4 -3 26 -2 -28 29 -11 right_child=2 24 3 -5 5 6 -8 8 9 28 14 -13 13 22 15 16 17 -19 -20 20 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 leaf_value=0.013716161895216444 0.040542503720060137 -0.053043731228033256 -0.012180164801222838 0.00971476773328773 -0.049229062408776551 0.029040872403738822 -0.015450099872657127 -0.027764064952105989 0.00067620186114179305 0.0069276709745062408 0.012052252995925229 0.041162002726246219 0.020300871012270919 -0.051185549926347156 -0.046254654683736671 0.023732986309446376 -0.03660117713969905 0.0061244797655310435 0.034183953344962978 -0.033816294750107237 0.032258951968674836 0.0088476740620492978 -0.011298553677498369 -0.049489103075091967 -0.018264775929291356 0.035249008571839706 0.026642337292050365 -0.019357449314002687 0.035404104385801306 0.03729953836785057 leaf_weight=11.795176267623903 6.1376970410347012 6.3570320159196836 5.5458166003227252 14.791950613260267 5.6177414059639004 7.0325472652912122 5.6095627546310425 6.991624802350997 6.9421502649784115 14.156867831945421 11.324764758348463 9.5156801939010602 15.676009446382521 4.9038714617490768 8.0122713148593885 6.4182627052068737 8.1487323492765427 6.9144848436117181 17.194761872291561 5.1233852952718744 7.7666432261466971 6.1287968009710321 6.0674064308404976 5.8532142639160156 6.4883418828248978 23.241611629724503 12.259665191173557 6.6098887771368 17.868494242429733 6.2721675783395758 leaf_count=40 21 25 20 54 22 24 20 27 25 51 39 32 54 20 31 22 31 24 59 21 28 22 23 23 23 78 43 25 60 21 internal_value=0.00759462 -0.0119285 0.00945828 -0.00815238 0.0114469 -0.00870725 0.00929932 0.0131692 0.00966937 0.0115466 0.00638008 0.0162992 0.0116405 -4.96722e-05 -0.00827313 -0.0160775 -0.00482188 -0.0169888 0.0245466 0.0207867 0.00691501 -0.0105782 -0.029127 -0.0313377 -0.0354765 0.0262546 0.0178953 0.0105289 0.0251881 0.0162525 internal_weight=282.767 24.6406 258.126 26.191 231.935 18.2599 12.6421 213.675 146.408 139.416 101.118 60.2999 50.7842 26.6473 40.8185 29.4938 21.4815 15.0632 24.1369 67.2677 19.0188 11.2522 10.9713 11.399 12.8454 48.2489 25.0073 18.8696 38.2975 20.429 internal_count=1008 88 920 97 823 66 44 757 519 492 360 213 181 97 147 108 77 55 84 238 71 43 43 43 48 167 89 68 132 72 is_linear=0 shrinkage=0.03 Tree=19 num_leaves=31 num_cat=0 split_feature=19 9 17 16 8 9 8 6 8 8 5 16 17 6 3 0 5 20 20 5 19 19 16 8 19 17 19 1 0 9 split_gain=10.8121 9.76152 9.52235 16.604 8.4834 13.9202 6.20729 6.0671 9.39633 14.6613 8.82326 8.34099 7.50089 6.7542 10.4799 5.79913 5.69884 8.84152 11.0201 6.27881 5.46515 7.58637 5.15136 4.89504 9.19341 4.83213 4.39963 4.07338 3.93927 3.70264 threshold=-1.0021053393299104 0.25878370371928744 1.4345648593332367 0.6364720334211621 1.5628951353592224 0.21469390837617261 0.17248762288633432 -0.3592268371008529 0.59198709417365303 -0.051110152289157912 0.50925020795500398 -0.89079585986838039 -1.2566056349288908 0.18955928840991423 0.15426218255963503 -0.1150210402749884 0.59445483636207541 -0.6713898130910344 -0.37071345391328442 1.0334520728607333 0.74086061871472209 1.2869003630961695 -0.048331927666739896 -0.72059890231066481 -0.35516648858211636 -0.77906409382348285 -0.16341630252333891 -0.12802327920187989 0.30833170528122611 0.36279270752610521 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 15 4 6 7 -6 -4 20 9 10 11 -9 -13 14 -14 -1 17 -11 -19 -18 22 -22 26 -15 -25 -10 -2 -28 -23 -20 right_child=2 -3 3 -5 5 -7 -8 8 25 16 -12 12 13 23 -16 -17 19 18 29 -21 21 28 -24 24 -26 -27 27 -29 -30 -31 leaf_value=-0.020698256609172534 0.027954755324112481 -0.035649265733638483 -0.01437371893093365 0.019568674028464909 -0.041797155564625377 0.012161653861605158 -0.054866156873274986 0.034703867154624368 -0.00084306033338257824 0.029219666683317786 0.040716393648611217 -0.025204820782319344 -0.025372345476996284 0.03218594188373123 0.023943986691281414 0.017540151051725898 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24 22 23 internal_value=0.00741237 -0.0115738 0.009235 -0.00790703 0.0111836 -0.00845854 -0.0286754 0.0128708 0.00943902 0.00484596 0.0137155 0.0092079 0.00394176 0.00894 -0.0059174 0.00324171 -0.00908618 -0.00139106 -0.0106507 -0.0251328 0.0203705 0.0067396 0.0257882 0.0192833 0.0046421 0.0220886 0.0185867 0.00499014 0.0186775 0.00154412 internal_weight=281.2 24.6302 256.57 26.1881 230.382 18.2241 14.9145 212.158 145.554 106.781 65.2448 55.9108 46.3394 39.5561 16.2353 15.2473 41.5366 28.0738 21.5539 13.4627 66.6043 18.9434 47.661 23.3208 10.9244 38.7723 31.0871 12.6815 13.5755 16.2894 internal_count=1008 88 920 97 823 66 56 757 519 383 233 201 168 142 60 53 150 100 78 50 238 71 167 82 40 136 111 46 50 57 is_linear=0 shrinkage=0.03 Tree=20 num_leaves=31 num_cat=0 split_feature=7 6 17 6 17 17 15 7 6 8 17 6 16 15 15 17 8 9 5 3 7 11 16 2 20 8 11 8 7 17 split_gain=7.27489 9.87994 8.36357 8.09463 6.84006 7.79586 9.66212 6.40509 4.27376 9.03958 10.9708 9.85958 6.09428 5.97618 13.5029 5.8259 5.48721 5.35587 9.02501 4.28201 3.55717 3.50512 5.06998 4.24605 4.48176 3.2446 3.1842 4.68898 3.0375 3.29229 threshold=0.49449508655919405 1.2385327274533078 1.6331766267058394 1.2008950365577538 -1.237418899994837 0.65351890189624429 0.26409525142333906 1.7536674860577059 -0.3592268371008529 0.6916942393402804 -0.32928216894420231 0.14261398970871489 1.6848402495679282 -0.073016125256129147 -0.44055828721851559 0.65351890189624429 0.33740092396372545 0.29315793963880216 -0.17988333658315053 0.63926871568193755 1.1614251180340984 0.97952524305306932 -0.54666903740865014 -0.2080835257423895 -0.13864229243710935 -0.58247065420589139 -0.0057816495133355588 1.0659099260399765 -1.9640277139841082 1.235624879262575 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 8 -2 7 -7 21 12 10 16 13 28 14 -12 19 17 18 25 -13 -3 23 -23 -6 -25 -10 27 -11 -1 -30 right_child=1 20 -4 -5 5 6 -8 -9 9 26 11 15 -14 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 24 -26 -27 -28 -29 29 -31 leaf_value=0.001920213994927487 -0.035809250619804278 0.036887450154038326 -0.015462540703006237 -0.019160977760576799 0.014085269196279842 -0.053533196888965455 0.0013250944178895877 -0.027733567645861511 -0.023448007285454476 0.033271766034920533 -0.0068993432428147297 0.013105751596708289 -0.0059617875730339272 -0.0021563100532862168 -0.070779172196351367 0.026971103317043603 -0.014071397720228732 0.031422450344289858 0.026076538113046319 -0.023126401742745557 0.0083131797225915131 0.03706720430368847 0.0013315643516096857 -0.029126055581718741 0.0073802058541568225 0.0072569740975928412 0.040752049361002129 -0.0026169670033429951 0.027201905852955861 0.0042481924067645869 leaf_weight=6.0529784411191931 6.4916671663522711 6.447404325008395 11.119458541274069 7.5202295184135428 10.259307295083996 5.5573960393667203 6.0192362368106842 5.3955726921558371 6.5594235360622406 7.3218375295400637 6.8505952209234238 5.7290103584527987 7.9558419734239569 8.769996449351309 5.2684311866760272 8.6589046716690046 5.3796654343605033 16.611858561635017 14.169743582606317 6.0207633525133133 10.006396204233168 7.0205282866954803 7.2764803767204267 6.4967632889747566 5.6663632094860166 5.8682970702648145 8.4814335107803327 5.9301570504903793 45.641190245747566 6.4142150729894629 leaf_count=23 25 22 41 29 36 22 22 20 25 25 25 20 30 31 22 29 20 57 49 23 36 24 26 25 20 21 29 22 162 24 internal_value=0.00674802 -0.00109081 0.00980799 0.0113252 -0.00672296 -0.00320624 -0.0250098 0.00278715 0.0126155 0.00903606 0.00483807 -0.00653029 0.0186632 -0.0210192 -0.0346694 0.00829964 0.0145005 0.0180578 0.00971064 -0.00546016 0.01951 0.00727188 0.0188795 -0.000129382 -0.0121191 -0.00894929 0.0263984 0.0172119 0.0220347 0.0243736 internal_weight=272.961 76.6371 196.324 185.205 60.1833 53.6916 11.5766 42.115 177.684 111.62 89.8867 41.2977 66.0642 20.889 12.119 20.4087 48.589 43.2093 26.5975 11.7498 16.4538 36.7194 14.297 22.4224 12.1631 12.4277 21.7334 13.252 58.1084 52.0554 internal_count=985 278 707 666 220 195 44 151 637 398 322 150 239 78 47 72 172 152 95 43 58 131 50 81 45 46 76 47 209 186 is_linear=0 shrinkage=0.03 Tree=21 num_leaves=31 num_cat=0 split_feature=19 11 7 17 0 6 6 17 15 18 18 7 5 5 8 6 6 8 15 8 15 19 4 3 7 0 11 7 8 17 split_gain=7.11482 10.6973 6.25886 8.80772 8.69546 8.48109 8.16942 5.9036 9.47148 7.579 7.82866 7.42854 5.18805 4.96227 4.49394 3.90205 6.49861 16.8199 8.47612 7.49745 10.3264 5.08526 4.83692 4.15408 5.98034 4.01937 3.17998 2.89216 4.15045 5.06039 threshold=-1.080788651273928 0.2121632892096745 0.49449508655919405 1.6331766267058394 0.38944657096844798 1.2008950365577538 1.3160233134923611 0.34027114163613198 0.29780524004461234 0.2877621831683993 -0.89902734052088717 1.5380649310889116 0.86028886180083175 1.0177358822185052 0.15745796672013221 0.27960955655634195 -0.3592268371008529 -0.85586822223223591 -0.45086738343261373 0.55502560114105348 -0.073016125256129147 -0.27885701558803122 0.05723367572269774 -0.1379070620765013 -0.01440566618603575 -1.0391271754393892 -0.207878589380737 -2.0788412062029455 0.47892415334991262 1.235624879262575 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 5 -5 15 7 9 13 10 -4 12 14 -9 -12 16 21 -18 22 20 -20 -2 23 -19 -25 -23 -17 -27 29 -29 right_child=2 -3 6 4 -6 -7 -8 8 -10 -11 11 -13 -14 -15 -16 26 17 18 19 -21 -22 25 -24 24 -26 27 -28 28 -30 -31 leaf_value=0.0075331622303448842 0.032664277123055592 -0.04004542604942006 -0.026994706803308913 -0.040078450706620555 0.012951700057251461 -0.018457919953797301 0.02111497615374194 -0.053997580616377688 0.010792613826042859 -0.030912099372080143 0.023989766660717581 -0.01813676568490313 0.036062481219855509 -0.014135889041541014 -0.0083608132157043658 0.0060731442951108021 -0.033366355706014414 0.029488288592895776 -0.044822130637873853 0.022449626233622361 0.0086461554664932772 0.030790479227034474 0.034889413033249363 -0.02103748875109401 0.021655785470465594 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0.0114899 0.00434874 0.0110693 -0.00461737 -0.0175769 0.0180623 0.020663 0.0109346 0.000147354 0.0132322 0.0225927 0.00900717 0.0121257 0.0177549 internal_weight=271.711 17.6137 254.097 180.28 11.1615 169.119 73.8168 59.8016 17.4918 42.3098 36.7489 31.4309 25.5815 11.2898 15.4804 161.547 124.615 59.7231 50.6903 19.2365 13.0082 64.8921 31.4539 18.68 11.8123 48.7624 36.9321 39.3045 34.2716 26.5522 internal_count=985 63 922 654 41 613 268 218 65 153 131 111 90 43 56 584 453 216 181 70 48 237 111 67 44 179 131 145 125 96 is_linear=0 shrinkage=0.03 Tree=22 num_leaves=31 num_cat=0 split_feature=9 10 4 20 6 6 4 17 18 4 4 0 7 7 18 15 18 9 4 3 10 16 17 2 7 15 3 3 1 19 split_gain=6.84034 11.5489 12.3836 7.22475 7.11176 6.49219 8.37643 13.6641 7.37415 6.44354 6.79226 6.15397 4.63227 7.48433 4.61006 12.2882 4.9889 7.15915 4.24675 4.21217 4.08511 3.88705 3.80687 3.37148 3.2508 2.78413 2.76958 3.61517 3.1179 2.29998 threshold=1.3914654812428713 0.8120855468476581 0.9849642843746288 -0.46458451810778845 1.2008950365577538 0.3817635109396646 -0.57074563901579189 -0.46564423092589707 -0.79318778459864625 0.27733834190055168 0.1615259951048654 0.53756786257741462 0.62485235324484789 -0.023107711784059928 -0.016189802539027031 0.71945055730518559 -0.62230341353536234 -0.10399791272275218 -0.12822554564027178 -0.0085093557643806939 0.4403190123102072 1.7577693933284484 -0.74541723967707407 -0.42023534702875803 -0.073634223757128289 -0.94564778263652671 -0.2032889731188777 -0.64502287966672656 -1.6878420720802791 0.56648591081068511 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 11 -4 5 6 21 12 -7 10 14 -3 13 18 16 -16 -9 23 -8 -20 -11 24 -10 -18 26 -15 27 28 -1 -2 right_child=29 2 3 -5 -6 8 7 9 22 20 -12 -13 -14 25 15 -17 17 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0020229992473361487 0.016936925366508752 -0.049091754005255055 -0.015825513019614171 0.024197878331841866 -0.02334040338906835 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25.723758548498154 8.3315514475107193 10.575799897313116 12.504791796207428 8.0211949795484525 10.057809054851537 19.564817190170288 5.7594403624534598 leaf_count=24 38 33 28 31 25 20 26 40 28 28 28 23 25 34 29 24 23 27 20 24 22 29 89 29 37 43 28 38 71 21 internal_value=0.0064172 0.00519299 -0.0119833 0.0059309 0.00757845 0.00850783 0.00608042 0.0013055 0.0196393 -0.00736938 -0.0121183 -0.0320949 0.0135781 0.017365 -0.00791341 -0.0223142 -0.00170233 0.00649828 0.00370358 -0.00740646 0.0106752 0.0149738 0.0249675 0.0184461 0.0177868 0.0293684 0.0141834 0.0106126 0.0165733 0.0250166 internal_weight=270.374 253.677 30.9346 16.3611 222.742 216.242 177.529 115.51 38.7133 67.6747 53.575 14.5735 47.8357 41.0768 46.3869 13.978 32.4089 21.8182 19.2115 11.8558 14.0997 62.0185 33.213 14.7083 54.3887 21.8653 43.8129 35.7917 25.7339 16.697 internal_count=985 926 115 59 811 786 649 422 137 250 200 56 172 147 172 53 119 79 70 44 50 227 117 52 198 77 161 133 95 59 is_linear=0 shrinkage=0.03 Tree=23 num_leaves=31 num_cat=0 split_feature=19 11 9 5 17 9 11 16 19 16 4 15 17 6 7 15 15 17 8 6 19 13 9 8 20 16 17 4 11 15 split_gain=6.56914 9.81186 5.72839 10.6664 7.51904 8.67309 6.71274 4.59955 5.02451 17.0838 5.44546 8.47629 5.17019 11.1213 6.69956 7.28857 11.6179 6.31443 7.22339 10.8277 5.94546 6.7684 6.38376 3.81705 3.14111 3.11963 4.35417 3.94572 3.04492 2.43721 threshold=-1.080788651273928 0.2121632892096745 1.4416416897927518 1.513973321756992 1.6331766267058394 -0.084927187579302899 1.2448311029476777 2.7819084489587262 1.2869003630961695 0.93972498871489096 -0.57074563901579189 0.44178044365154695 -0.51694786394470238 0.11809511832707816 0.4612998594029965 -0.082400674958812412 -0.44055828721851559 -0.73562126075979306 0.34878766433764569 0.19678455238057482 -0.68350580022290475 0.31438138987921332 0.9913380670400187 -0.85586822223223591 0.031612125627871641 -0.0052248465361081691 0.59198666471781636 -0.96354217061593783 1.5775865384513719 -0.28223787489411839 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 7 -6 -5 8 9 10 25 12 17 14 15 16 -14 18 23 -20 21 -15 29 -12 -10 26 27 -2 -4 -22 right_child=2 -3 28 6 5 -7 -8 -9 24 -11 11 -13 13 20 -16 -17 -18 -19 19 -21 22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.0071859725534234717 -0.0006218153809922453 -0.0383967331920037 0.041372390123775554 -0.0023563834804103075 0.0099498092197363702 -0.037892262008838648 -0.047689174223154274 -0.01519401246255102 0.031884085631086696 -0.035517440520126613 0.00089834342748247456 -0.025182582402241107 0.01136176065291318 -0.029605175295906075 -0.036455236020303573 0.02143944788856026 -0.035838794169133048 0.034127624875621126 0.020769525541638401 -0.036566363305116853 0.017434518909230139 0.015823981051984473 -0.0054330619617621425 0.025850052100814057 0.0042908216716453966 0.030753723677143758 -0.0093168833638551385 0.02947617790681924 0.014216001231344675 0.036092679201837258 leaf_weight=10.381820410490038 5.581354275345805 7.1958255618810645 6.2434301674365988 7.1245574206113798 6.8811120986938477 6.7612572908401471 5.0050074905157089 6.7223026901483527 14.145658642053606 7.6055714935064307 7.6606273204088202 6.7638902813196173 9.2780931144952792 5.1908842027187259 6.3608746528625479 8.1641060709953326 9.4974905848503095 13.581348955631254 5.6824841350316984 6.1971030384302139 11.395845264196387 6.8421722501516342 6.5605070590972892 19.726870015263561 5.0343855023384085 15.369655489921568 5.753491833806037 13.170096978545191 9.179450258612631 14.09281642735006 leaf_count=36 21 27 22 25 24 26 20 26 51 30 28 26 33 20 25 28 38 48 20 25 42 24 24 72 20 55 22 47 33 47 internal_value=0.00625646 -0.0114744 0.00749533 0.00633844 0.00782203 -0.0137611 -0.021062 0.00922163 0.0100276 0.00850814 0.0104013 0.00756135 0.00926199 0.00432217 -0.00876311 -0.00222457 -0.0125143 0.0164951 0.0103965 -0.0091403 0.014207 -0.00377349 0.020958 0.0188707 0.0246414 0.0201583 0.0135127 0.0205175 0.0252093 0.0277507 internal_weight=269.15 17.5776 251.572 236.15 224.02 13.6424 12.1296 210.378 203.655 184.475 176.87 136.995 130.231 77.3828 33.3006 26.9397 18.7756 52.8484 39.2671 11.8796 44.0822 12.0331 32.0492 27.3875 19.18 39.8746 24.5049 18.7515 15.4229 25.4887 internal_count=985 63 922 867 822 50 45 772 746 675 645 500 474 281 124 99 71 193 145 45 157 44 113 100 71 145 90 68 55 89 is_linear=0 shrinkage=0.03 Tree=24 num_leaves=31 num_cat=0 split_feature=19 11 18 17 16 19 7 13 6 17 8 1 15 8 8 7 17 5 15 15 6 6 8 19 11 17 14 6 19 18 split_gain=6.20793 9.21338 5.70117 8.06744 11.3248 12.3359 5.18876 8.49837 7.51166 6.02208 8.38863 5.30125 4.93668 8.69308 14.2636 6.97203 4.7393 6.52445 5.89781 7.38281 8.50328 17.3548 12.5612 8.38741 4.83369 4.47757 3.74546 3.55648 3.2595 4.37546 threshold=-1.080788651273928 0.2121632892096745 2.9280085083449903 1.365623717136446 0.61913727177855504 -0.25500803930210386 0.49449508655919405 -0.5829554458574191 1.152776737680046 -1.1812535964185076 -0.040497307573555609 1.1442556937680333 0.15604932418555903 0.58041219465673854 0.29891362568404217 1.5824136085358202 -0.49748899103331501 0.3899938860823467 -0.55471771034466466 -0.45086738343261373 0.3817635109396646 -0.3592268371008529 0.58041219465673854 0.82413585708896731 -0.72204451996387653 -0.029890024389531419 -0.024630754648405657 0.099929659278527427 -0.40902642070092937 -0.59134516513427238 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 6 5 27 8 -8 11 -9 -11 16 13 14 -12 -15 17 28 25 -20 21 23 26 24 -21 -18 -23 -5 -2 -30 right_child=2 -3 -4 4 -6 -7 7 9 -10 10 12 -13 -14 15 -16 -17 18 -19 19 20 -22 22 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=0.0069882154519564608 0.030178301953775542 -0.037184396282804975 0.034977961307482111 0.010433510379006689 0.017586058314055939 -0.061196640831476495 -0.034720409454351744 -0.023729566364104983 -0.017622195650365102 0.034042934269938221 0.0050394582427357769 0.034652118551683153 0.026588768416038886 0.017526512453561502 -0.062563746930509603 -0.017667618611538583 -0.032441976679478214 -0.013234905246097954 0.034588253505992358 0.030854856333542468 0.030592856489149389 -0.018656739098594707 0.019024590370441075 -0.0093908499381919249 -0.00088523790400512107 0.0059170373488371631 -0.048508386733483386 -0.023295505740029084 -0.0086881336883621318 0.022118374101706296 leaf_weight=10.355744481086733 23.500752419233322 7.2073291540145865 6.5289450436830512 5.7407695055007952 9.1192611902952176 5.4161828011274364 5.405269354581832 6.0592432320117942 7.6109310686588278 9.102687790989874 6.6578887253999692 9.4716268032789213 6.4525670409202567 18.5539874881506 4.8587610572576523 6.9686686098575583 5.5079862028360367 5.1334021836519232 9.7226601690053922 19.542595550417893 11.062334090471266 7.3255262225866327 5.4538634270429602 9.3951118290424329 5.5430390536785152 5.4472956508398038 7.8218435496091923 5.5178772211074829 5.6376046836376217 15.718181073665617 leaf_count=36 86 27 24 20 34 22 21 23 29 33 24 33 21 67 20 25 22 20 34 71 39 27 20 37 21 20 31 20 21 57 internal_value=0.00610236 -0.0111388 0.00731225 0.00657121 -0.00929382 -0.0239941 0.00844878 0.00127427 0.0114352 0.00459137 0.00785414 0.012947 0.00237292 -0.00184569 -0.0234817 0.00791716 0.0114443 0.0188028 0.0072075 0.0101787 0.00659073 0.00177029 -0.0200152 0.0147865 0.0238414 -0.0133687 -0.0340716 -0.00609712 0.0224693 0.0139859 internal_weight=267.84 17.5631 250.277 243.748 25.7941 16.6748 217.954 64.0591 153.895 58.6538 52.5946 146.284 43.4919 37.0393 11.5166 25.5227 136.812 49.9899 86.8223 75.867 66.1443 55.082 20.6012 34.4807 25.0856 10.9553 15.1474 11.2586 44.8565 21.3558 internal_count=985 63 922 898 96 62 802 234 568 213 190 539 157 136 44 92 506 184 322 280 246 207 78 129 92 42 58 40 164 78 is_linear=0 shrinkage=0.03 Tree=25 num_leaves=31 num_cat=0 split_feature=18 8 20 8 4 10 8 16 5 16 3 6 5 6 8 16 4 15 6 18 20 18 22 2 2 10 6 3 3 7 split_gain=9.90491 7.28646 11.3959 9.34325 5.44035 8.39483 9.73934 12.2955 8.99271 5.57009 5.39758 5.93816 8.19302 7.57392 14.7504 8.08933 5.32587 6.70363 5.29149 6.47551 4.65073 5.01253 4.81 4.29281 4.27626 3.58148 4.38875 5.15838 4.21821 3.50321 threshold=2.5798556424628849 1.5628951353592224 -0.57756526021739396 0.66921041554542249 1.0666695744906491 0.028100825769384163 0.19848571688006408 0.54099241586172286 0.30230925057965707 -0.80597932423574925 0.46355758322549911 -0.1658546999761753 -0.34234480401380946 0.28677819351571116 -0.59676031707380472 -0.40654361722876914 1.3339517494527582 -0.039592573248759998 -1.7949916794701066 -0.54222392150503207 -0.63525415638387028 -0.31314955277743406 1.0000000180025095e-35 0.41966427052209182 -0.24377265169400228 -0.13478870188801625 0.51207627955022594 0.29321168544923093 -0.71296605486023701 0.40418910332996222 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 5 10 7 20 -8 -10 11 12 18 14 -13 24 -6 -18 -1 -20 -7 22 -22 -4 -16 28 -27 -28 -5 -11 right_child=-2 2 23 25 16 6 8 -9 9 29 -12 13 -14 -15 15 -17 17 -19 19 -21 21 -23 -24 -25 -26 26 27 -29 -30 -31 leaf_value=-0.025908941285569701 0.032547985344521163 -0.043795903487014849 -0.011589469850735421 0.017226625846848947 0.038188399705948763 0.025141945288149493 0.0037166208237299466 -0.038515648808614182 -0.059714648224108817 -0.039981894033727185 0.030580055887039725 -0.044230719208183333 0.027183627966338685 0.01822643638796962 -0.0022259166886949766 -0.026191384160910099 -0.01486335097637919 0.028329197052683545 -0.024418627973113359 0.012650278836072103 0.0053420190961670066 0.020536112662514441 -0.02381058103881583 0.023691238369661444 0.033428116464534974 0.031803931384639404 -0.0080456805491212913 0.024777750919000589 -0.017267379306917807 -0.0071871417513182439 leaf_weight=4.8723102658987036 12.390804946422575 6.8284837603569057 6.8585905730724317 8.7128108888864499 7.5365660488605526 10.492938756942747 8.8251598626375216 5.8681431412696829 5.1349390000104931 5.4321442395448667 8.2319398373365384 8.8382420390844363 19.306520745158195 9.8772402405738813 5.6238215565681466 5.7548114061355582 6.5497287064790735 6.3881451636552784 4.933304831385608 30.235175356268886 13.171604558825493 9.1972792148590106 8.3056308925151825 5.6698613166809082 6.5579649806022653 20.773303538560867 7.2226782441139248 10.68224076926708 5.0342476963996878 6.3683981001377106 leaf_count=20 46 27 25 32 26 38 31 23 21 21 29 35 70 35 20 22 25 22 20 113 48 32 32 20 22 72 27 39 20 23 internal_value=0.00632223 0.00511548 -0.0126167 0.00648885 0.00350038 0.00180708 -0.00601012 0.00211064 -0.0208376 -0.0336329 0.0072667 0.00526758 0.0111311 -0.00422675 -0.0125097 0.00312076 0.0181411 0.0064632 0.0033911 0.00745039 0.00790164 0.00200419 -0.00593181 0.00437713 0.0169681 0.0177473 0.022422 0.0115371 0.00459473 -0.0222836 internal_weight=281.675 269.284 19.3569 249.927 197.502 177.028 72.7962 47.0356 25.7606 16.9355 104.231 95.9994 59.3473 36.6521 26.7748 17.9366 20.4744 12.9379 40.0408 35.1685 41.1675 30.6745 21.4772 12.5285 12.1818 52.4253 38.6782 17.9049 13.7471 11.8005 internal_count=1036 990 72 918 728 655 269 173 96 65 386 357 223 134 99 64 73 47 153 133 150 112 80 45 42 190 138 66 52 44 is_linear=0 shrinkage=0.03 Tree=26 num_leaves=31 num_cat=0 split_feature=9 17 5 0 15 6 11 3 1 11 9 16 15 16 5 17 17 11 9 21 15 7 17 0 3 3 7 11 15 5 split_gain=7.57397 9.54547 8.09861 8.09095 5.27534 4.56196 16.4359 4.57451 4.96742 5.75852 4.70103 4.29982 4.2905 5.07463 11.0743 4.24649 4.01651 8.62275 11.9163 6.48951 6.161 6.10709 5.7228 7.32608 4.31108 11.0204 3.707 3.76357 3.94632 3.43008 threshold=1.3914654812428713 1.6331766267058394 1.513973321756992 0.60396356290461539 -0.039592573248759998 -0.3592268371008529 -1.0069151609807261 1.183147543233243 0.61415199471545268 1.3580599161954983 0.92856247280911552 -0.19981466875117024 0.71945055730518559 0.27462825490339465 -0.42910856386594648 1.365623717136446 0.42214714690451 -0.11686208566949492 0.12266153132793017 0.61516170515354196 -0.94564778263652671 0.25101865501580872 -0.83557076789502516 -0.45382443398693667 0.071411444706381846 0.29321168544923093 -1.9640277139841082 -0.35906020677217593 -0.61703325812995435 0.039488902540690242 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 -3 -2 15 -7 8 9 12 -10 -4 13 16 -15 26 19 -18 -19 20 21 -8 -21 -24 -22 -26 -1 28 -28 -29 right_child=4 3 11 -5 -6 6 7 -9 10 -11 -12 -13 -14 14 -16 -17 17 18 -20 22 24 -23 23 -25 25 -27 27 29 -30 -31 leaf_value=-0.0056645637626147726 0.0063911387425704272 -0.036355609820106535 -0.030044714876607686 0.010901368867464772 0.04070206855987616 -0.040781421875955272 0.01349857252702418 -0.01721084105095378 0.03036255950889101 0.027990844372541752 -0.002276242679651823 0.002503252122563302 0.027541116275169523 0.012124580595330479 -0.04828596481908623 -0.0082965195669934769 0.022568510701664237 -0.050079259454715613 0.00094933108526146519 -0.025536298760487484 0.030068737523338759 -0.029235531382203164 -0.024124513144769866 0.018737740537666688 -0.019401305212222972 0.029387866427838572 0.00047796502833215629 -0.0048217962397939561 0.026906131385725063 0.021301543835243054 leaf_weight=6.373216748237609 7.0864063352346447 8.9343328028917295 8.0544372648000699 5.1346470117568961 9.3598352968692762 6.8186250925064078 7.4176461845636208 6.8153365701436988 14.9427896887064 9.6525694578886014 5.4093527793884268 6.6846967339515677 6.5145193040370932 5.6831140071153641 5.2576801329851133 7.0942306816577902 7.0139363855123547 6.2703600227832821 12.002492785453795 7.8768546730279949 19.829252183437362 5.0647798776626587 5.1997523158788725 11.585041180253025 7.0174039304256466 10.256874129176138 5.9001898169517508 10.010167270898821 36.810063734650612 8.2534130364656431 leaf_count=25 26 35 31 18 34 27 27 27 51 34 20 23 23 20 21 28 24 25 43 31 68 20 20 43 27 37 23 39 137 29 internal_value=0.00616562 0.00493454 0.00628863 -0.0191086 0.0259181 0.0076412 0.00479612 0.00681664 0.00793067 0.00571985 0.0216876 -0.0152831 0.00388232 0.00248721 -0.0169062 0.0137803 0.00461892 -0.00570759 -0.0165612 0.00813586 0.0143907 -0.00384091 -0.00444049 0.00545947 0.0205242 0.00956803 0.0161058 0.0183813 0.0232552 0.00698349 internal_weight=280.324 263.878 249.809 14.069 16.4462 235.07 160.628 153.81 146.994 126.642 20.3521 14.7391 116.99 110.475 10.9408 74.4413 99.5344 25.2868 18.2729 74.2476 49.586 12.4824 24.6616 16.7848 37.1035 17.2743 67.3471 60.9738 42.7103 18.2636 internal_count=1036 976 923 53 60 869 588 561 534 463 71 54 429 406 41 281 365 92 68 273 179 47 94 63 132 64 253 228 160 68 is_linear=0 shrinkage=0.03 Tree=27 num_leaves=31 num_cat=0 split_feature=18 17 19 19 18 5 19 6 10 20 0 0 2 15 18 0 19 15 17 4 10 10 19 18 0 18 0 2 19 4 split_gain=9.41573 9.84247 7.38866 10.1602 7.33516 8.60185 7.6978 5.7211 12.7524 6.27082 5.25873 7.41483 4.80362 4.70312 4.63542 6.58343 6.18094 13.3383 7.47048 5.48737 6.87183 4.77227 4.56858 5.35449 6.07349 5.1464 3.73993 4.53201 3.46827 3.42093 threshold=2.5798556424628849 1.365623717136446 0.56648591081068511 -0.35516648858211636 -0.10458696095868873 1.513973321756992 0.51325441326135446 -0.3592268371008529 -0.59196286580957358 0.81317179923752569 0.8130235885466558 0.31588578324427891 0.41966427052209182 -0.22044922146305712 -0.92895891308441503 -0.14197653897887852 -0.28972980189893455 -0.48188453374388712 -0.49748899103331501 0.68076668335793933 0.17364526851701237 0.028100825769384163 0.32536533594425282 0.10132360788974888 0.6421552960626723 0.19540040853216942 -0.61919206455149034 0.15461718192598803 -0.17200169869453943 0.35309587161664441 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 5 7 22 28 -9 13 11 26 -7 14 15 -10 18 -18 -16 20 -20 -17 23 -6 25 -25 -8 -28 -1 -15 right_child=-2 2 -4 -5 6 12 10 8 9 -11 -12 -13 -14 29 16 21 17 -19 19 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31 leaf_value=0.025421058679449798 0.031922730276049464 -8.3445354952143197e-05 0.018158496191366554 -0.043294029814426892 0.028095293164366725 -0.039375982625162578 -0.010768339194499731 -0.041894639654383566 -0.027799431160753705 -0.012803517436083057 0.022208785218799841 -0.03516846325297357 -0.0010117788063122356 0.0044788169521607895 0.03468422447119697 0.025119434487546177 -0.027411926927953315 0.031444449856913116 0.020789746141098731 0.035122814395703916 -0.014380726006008846 -0.005083811075706178 0.041794280779966199 -0.026004333790218333 0.032846654585065103 0.0091057212524090544 0.03211547053410628 -0.0047536237592406766 -0.0024102873227788381 -0.026128922878731541 leaf_weight=16.860644221305851 12.075600907206534 9.818202897906307 5.3444623202085486 9.7714342325925827 21.191070646047592 6.4306243360042554 8.8284309953451174 5.63204002380371 6.1682254970073727 16.405814453959465 9.2565078437328321 5.4701388627290717 5.4073216915130615 7.2744008302688581 18.35869297385215 8.2186323255300469 8.2503723949193937 5.975182190537466 9.4609928131103569 5.8964014500379553 10.603545293211935 11.023185864090918 7.9230493009090415 5.3880654722452226 6.2537688165903083 12.414831489324568 6.4374411702156085 5.6203376948833466 5.295500546693801 5.9947262704372406 leaf_count=64 46 34 20 39 77 25 34 22 24 61 34 22 20 26 68 28 32 21 33 22 41 40 27 21 21 46 23 22 20 23 internal_value=0.00601152 0.00483952 -0.0131072 -0.0216372 0.00668833 0.00271331 0.0135499 0.00476964 0.00216886 0.00435285 0.00275621 -0.00407566 -0.021852 0.00724785 0.009871 -0.000829025 0.0145151 -0.00269039 0.0200376 0.00968005 0.00220314 0.0078167 0.0207794 0.0170996 0.00741368 -0.00152037 0.00406761 0.0149302 0.0187691 -0.00934915 internal_weight=279.05 266.974 24.9341 19.5896 242.04 153.256 88.7836 141.418 119.262 113.63 35.6129 26.3563 11.8379 97.2244 83.9552 25.41 58.5452 14.2256 44.3196 25.9609 20.0645 19.2418 53.1708 45.2477 24.0567 17.8029 20.8862 12.0578 22.1561 13.2691 internal_count=1036 990 93 73 897 570 327 525 441 419 135 101 45 358 309 92 217 53 164 96 74 68 192 165 88 67 79 45 84 49 is_linear=0 shrinkage=0.03 Tree=28 num_leaves=31 num_cat=0 split_feature=18 17 16 19 18 5 8 19 8 8 19 5 19 16 19 16 8 8 9 5 19 11 0 2 19 18 0 8 8 5 split_gain=9.06099 9.27898 7.90967 14.2731 6.96988 8.0974 12.1812 7.36694 6.64479 9.08823 11.3822 9.21782 9.41837 7.84087 6.59102 6.15374 6.11192 5.71813 5.27194 5.22924 5.01582 5.50927 4.99822 4.50507 4.45689 5.16795 5.81086 6.45974 4.29096 4.0917 threshold=2.5798556424628849 1.365623717136446 0.61913727177855504 -0.25500803930210386 -0.10458696095868873 1.513973321756992 0.6916942393402804 0.51325441326135446 -0.97838330640520588 1.0000000180025095e-35 -1.0186486996505166 0.30230925057965707 -0.75610373492101102 -0.32623674483979398 -0.42618790484422059 -0.23376892491657378 -0.59676031707380472 0.31139988719767636 -0.032579530609981658 -0.6454035185544067 2.2485431028726888 0.13229354716842259 0.13427561018073897 0.41966427052209182 0.32536533594425282 0.10132360788974888 0.6421552960626723 0.69975452351056322 1.0659099260399765 0.62535732328167171 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 22 5 6 8 24 -1 10 -10 14 -13 19 17 -15 20 18 -11 -12 21 -9 -3 -7 25 -6 27 -27 -8 -14 right_child=-2 2 -4 -5 7 23 28 16 9 11 13 12 29 15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.023541172246417792 0.031506358865051896 -0.02241010291459667 0.014619939706645168 -0.065436307994255941 0.027630557743905795 -0.038113291908988059 0.030527784702166959 -0.0368124782202464 -0.022978213239177325 -0.024108192515041867 0.00018724963376090395 -0.045651267929858699 -0.022925971431421353 -0.025143941677775575 -0.020821893049372056 0.016295643826659871 0.015420207804874499 0.030344769937659069 0.015690771875245341 0.030559579017738692 0.014095717577855283 0.0034789881588326503 0.015278248919449971 -0.00098113810744594396 0.041335085765938875 0.010589195607161284 0.032317874176384889 -0.028549589843771855 0.006942363248622142 0.013653510348903362 leaf_weight=9.7675361633300763 11.871234223246573 7.4218020737171209 6.9097651690244666 5.1351988613605508 20.905422389507294 6.4441397339105588 18.600537240505222 7.3234511166811007 7.6085431128740231 5.1706617921590832 6.3502705842256466 8.8920564800500888 5.3605320006608945 6.0448618829250336 7.2482765465974799 6.9140545427799349 17.349174201488495 9.0757786780595762 7.1207375228405025 25.950475290417671 5.6162699013948432 5.2394239008426666 5.5242032259702682 5.408881351351738 7.7730053514242163 12.314040407538419 6.1667326837778083 5.4861380457878104 11.076603367924688 5.6559765189886093 leaf_count=37 46 28 26 21 77 25 68 30 28 20 24 35 20 24 28 25 64 31 25 98 21 20 18 20 27 46 21 21 42 20 internal_value=0.00586299 0.00471793 -0.0126818 -0.0231153 0.00652326 0.00264522 0.00464944 0.0132388 9.06896e-05 0.00236725 0.010972 -0.00700789 -0.022684 0.0166794 0.00389839 -0.00303441 0.00268312 0.0122841 -0.00105158 0.0245884 -0.00947246 -0.0200087 -0.00632807 -0.0211688 0.0203625 0.0167295 0.00722098 -0.00147365 0.0217248 -0.00414573 internal_weight=277.726 265.855 24.991 18.0812 240.864 152.69 140.837 88.1737 111.16 101.392 52.8682 48.524 19.9086 45.2597 28.6155 12.9589 35.5283 21.3672 12.2914 32.3007 18.1791 12.5629 12.946 11.853 52.6453 44.8723 23.9669 17.8002 29.6771 11.0165 internal_count=1036 990 93 67 897 570 525 327 415 378 199 179 75 171 104 49 135 76 45 122 71 50 46 45 192 165 88 67 110 40 is_linear=0 shrinkage=0.03 Tree=29 num_leaves=31 num_cat=0 split_feature=18 17 16 19 18 5 8 19 8 8 19 5 19 16 1 19 8 7 8 5 20 19 11 19 18 0 8 2 8 5 split_gain=8.71875 8.75586 7.41859 13.2189 6.61741 7.62646 11.6052 7.05837 6.21724 8.60135 10.7655 8.67673 8.87848 7.52353 7.95964 6.32306 8.61568 6.02248 5.7729 5.0663 4.74446 4.69508 5.08653 4.34947 4.98483 5.56002 6.04824 4.22992 4.16343 3.83959 threshold=2.5798556424628849 1.365623717136446 0.61913727177855504 -0.25500803930210386 -0.10458696095868873 1.513973321756992 0.6916942393402804 0.51325441326135446 -0.97838330640520588 1.0000000180025095e-35 -1.0186486996505166 0.30230925057965707 -0.75610373492101102 -0.32623674483979398 -0.14217644282432718 -0.78292859962419803 0.33740092396372545 -0.038782208127599346 -0.59676031707380472 -0.6454035185544067 0.087536866371375019 2.2485431028726888 0.13229354716842259 0.32536533594425282 0.10132360788974888 0.6421552960626723 0.69975452351056322 0.41966427052209182 1.0659099260399765 0.62535732328167171 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 20 5 6 8 23 -1 10 -10 15 -13 19 -15 17 -17 -11 21 -12 -3 22 -9 24 -6 26 -26 -7 -8 -14 right_child=-2 2 -4 -5 7 27 28 18 9 11 13 12 29 14 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.022679697189189236 0.031099221348214207 -0.024954370440838106 0.014283239871385182 -0.062793628192755899 0.027175061440829235 -0.03691768221744969 0.030076590314559292 -0.035248928148146945 -0.022197331054852616 0.035525362047858534 0.00018164605184206126 -0.044328718670455292 -0.022119644855301056 -0.027194656478496098 0.019838132475917244 -0.031986233009019559 0.013619239474480228 -0.00487086651901774 0.015056594235134769 0.030125022499383036 0.011376552108791252 0.013766497815491663 0.0033794557805653389 0.040898385808599245 0.010320049641866461 0.031803690930205526 -0.027478942598526724 -0.00095143334867701978 0.0067551142025994541 0.01330887907398428 leaf_weight=9.8333641588687879 11.668921098113058 6.2442624419927633 6.861215114593505 5.1898946911096582 20.622465521097183 6.4531041234731656 18.317490890622143 7.4173725992441195 7.6394346505403439 7.9087223261594772 6.3497750461101488 8.8827526569366473 5.3888186365365964 6.279483288526535 6.6870423257351046 7.6300965845584852 7.2903980016708374 5.7265685498714465 17.236832246184349 25.541290640830994 6.7127282023429871 5.5786405801773062 5.2320374548435211 7.6225984394550315 12.257010996341711 6.0797620862722388 5.5282346010208121 5.4103922247886658 11.042656034231184 5.6287817358970642 leaf_count=37 46 24 26 21 77 25 68 30 28 26 24 35 20 25 24 30 27 21 64 98 22 21 20 27 46 21 21 20 42 20 internal_value=0.00572097 0.00460175 -0.0122899 -0.022337 0.00636491 0.00258058 0.00453565 0.0129337 9.14742e-05 0.0023095 0.0107225 -0.00680509 -0.022012 0.0163289 -0.0029391 0.00379252 -0.00970265 0.0185597 0.00260972 0.024163 -0.00613213 -0.00916031 -0.0192715 0.0199599 0.0163722 0.00703716 -0.00142911 -0.0205151 0.0213051 -0.00401957 internal_weight=276.262 264.593 25.0081 18.1469 239.585 152.01 140.147 87.575 110.787 100.953 52.497 48.4561 19.9004 44.8576 12.9665 28.5558 14.9205 13.6353 35.4649 31.8911 12.957 18.2281 12.6494 52.1101 44.4875 23.865 17.7852 11.8635 29.3601 11.0176 internal_count=1036 990 93 67 897 570 525 327 415 378 199 179 75 171 49 104 57 47 135 122 46 71 50 192 165 88 67 45 110 40 is_linear=0 shrinkage=0.03 end of trees feature_importances: Column_8=109 Column_19=80 Column_7=73 Column_16=73 Column_17=67 Column_18=63 Column_15=56 Column_6=47 Column_5=43 Column_3=37 Column_11=36 Column_4=33 Column_20=30 Column_0=27 Column_2=27 Column_10=26 Column_9=24 Column_1=18 Column_14=16 Column_21=8 Column_13=3 Column_12=2 Column_22=2 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: 1.52512] [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