model.txt

tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=9
objective=regression
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9
feature_infos=[-0.19158099514201507:0.24008983972123651] [-0.16718591300850486:0.25913957209739491] [-0.17834677786563338:0.21179761615229489] [-0.18720211195415326:0.20967667167153389] [-0.21157985407852034:0.21211318277123328] [-0.19379942419433044:0.2183852787928241] [-0.19000915121147874:0.21234616859548217] [-0.18290041892616651:0.2231988040143324] [-0.18184938275007062:0.20871611233551429] [-0.19932871436064986:0.24416402453315209]
tree_sizes=2786 2901 2889 2880 2902 2893 2890 2889 2856 2882 2919 2917 2927 2891 2899 2913 2924 2907 2892 2915 2939 2907 2923 2918 2926 2924 2897 2915 2927

Tree=0
num_leaves=31
num_cat=0
split_feature=7 0 6 3 3 7 6 9 1 3 9 0 7 6 3 5 5 2 0 3 0 7 2 8 6 9 7 9 1 0
split_gain=56.3248 28.5927 23.0939 8.30749 6.22415 4.39379 4.09774 3.49984 5.88924 4.59964 3.3163 3.19431 2.97103 2.71792 2.51293 2.41818 2.41716 2.31856 2.30109 2.35536 2.2518 2.13139 2.11725 2.04459 1.81452 1.70709 1.62255 1.61086 1.643 1.80375
threshold=0.024584631969294522 0.073786709041545398 0.096790527819264574 -0.042356104348647609 0.016612371736278022 -0.0026303220876089657 0.063249565798503479 0.096292891076317541 0.011291066613145743 0.12424135739591999 -0.056492529546909136 0.17088103090381271 0.08921897924207671 -0.009351749414980905 0.14405021554011962 0.033014339416409723 0.10026834048764448 -0.0046663553447629904 0.057477791584483663 -0.023482285677525156 -0.045228864409711932 -0.11658497491267268 -0.053201902154869286 0.093701110000223201 -0.085981252086388321 -0.10992390379242702 0.13452072853118618 -0.0098993545795073284 0.00085079836779519875 0.020930807673787358
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 6 13 10 15 -3 14 26 23 -2 12 -4 21 20 17 -14 -5 27 -20 -6 -1 -15 -10 -23 -21 -9 28 -19 -30
right_child=1 2 11 5 7 -7 -8 8 9 -11 -12 -13 16 22 -16 -17 -18 18 19 25 -22 24 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.10353444750187196 0.084086471031684512 0.10919443649811203 0.11484017523797274 0.10423395624372825 0.098316859547537466 0.10531249520399098 0.11484032480491613 0.10605370795936446 0.11017452435382753 0.13709454685045874 0.10421476882826819 0.13910903021951779 0.11910786975636367 0.11135848581408692 0.094235735158575598 0.10519310966967943 0.12819901073966689 0.10246839593981191 0.089217446777424811 0.090059901549422894 0.10837969366185535 0.087374115866330621 0.097822485857832708 0.11892833418659257 0.09565220722990081 0.10432133067696646 0.091015488652821358 0.10130059713193038 0.091918535769468693 0.098362427224302704
leaf_weight=68 21 683 79 453 57 1652 607 71 130 25 801 36 103 52 33 456 252 107 30 22 2254 83 65 137 327 454 24 337 192 250
leaf_count=68 21 683 79 453 57 1652 607 71 130 25 801 36 103 52 33 456 252 107 30 22 2254 83 65 137 327 454 24 337 192 250
internal_value=0.106618 0.110097 0.115308 0.102516 0.107515 0.103345 0.111851 0.108663 0.113068 0.116586 0.103701 0.124797 0.12361 0.097008 0.107936 0.101933 0.125561 0.101127 0.100116 0.102806 0.108131 0.0953361 0.103838 0.114666 0.0939764 0.103662 0.102255 0.0985794 0.0969091 0.0955633
internal_weight=0 5313 1760 4548 3553 3953 1290 2731 387 292 822 470 434 595 2344 2301 355 1845 1392 506 2311 478 117 267 410 476 95 886 549 442
internal_count=9861 5313 1760 4548 3553 3953 1290 2731 387 292 822 470 434 595 2344 2301 355 1845 1392 506 2311 478 117 267 410 476 95 886 549 442
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=7 0 6 4 3 4 6 8 9 0 8 3 7 9 9 5 7 4 9 0 2 8 9 6 4 9 5 6 4 9
split_gain=50.8331 25.8049 20.8422 8.23637 5.61729 5.16312 3.69821 3.33222 3.24499 3.34888 4.84172 4.39776 3.21297 3.04674 2.99296 2.78053 2.73396 3.52951 2.28982 2.58794 2.36041 2.30915 2.14897 1.92054 1.70651 2.46533 1.58693 1.46647 1.42242 1.71752
threshold=0.024584631969294522 0.073786709041545398 0.096790527819264574 -0.027748303838340403 0.016612371736278022 0.059238619851678533 0.063249565798503479 -0.033714600113575667 0.044366281936523262 0.015391066036263735 0.089449516148709191 0.12074469643320472 0.1381338848422152 0.045477625841958476 -0.056492529546909136 0.097346946148592808 -0.11658497491267268 -0.099214301529922846 -0.052250045998314648 -0.06389636573571196 0.0019751630339132978 -0.042236967369783267 0.074748261711371666 0.11207228650729013 0.068334679531627016 -0.11946543875581675 0.13811733468731732 -0.0027256635590358212 0.046265755913038921 0.012039889557458839
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 6 16 14 22 -3 24 26 12 -11 -12 -10 -7 -2 -15 -1 -18 19 -19 -21 -20 -4 -17 25 -5 27 -6 29 -9
right_child=1 2 5 7 8 13 -8 28 9 10 11 -13 -14 15 -16 23 17 18 21 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00070426240901693576 -0.021404800475353286 0.0024477672277394779 0.038014715243326995 -0.021469735769698253 0.01405401502735913 0.002070538466796279 0.0078113611362231735 -0.0040703538237415009 0.0011125259881887579 0.0033371873583081546 0.0095326391537557953 0.03307928368449211 -0.017103507100994019 0.0084990632504497367 -0.0022829169049375366 0.013251690745123269 -0.017049219627586897 -0.026199028034123686 -0.00053336323923500835 -0.004647993796000568 -0.020632916836492609 -0.0079181558302407803 0.019565895398112914 0.02192994715265369 0.0014770945715536546 -0.0057891581204678483 -0.0098781513251565613 0.00041930862062969495 -0.00034936591865989926 -0.00094939832032678306
leaf_weight=117 21 683 38 26 20 40 607 1044 351 662 201 22 26 82 801 97 114 31 134 72 34 504 27 186 77 698 37 1412 934 763
leaf_count=117 21 683 38 26 20 40 607 1044 351 662 201 22 26 82 801 97 114 31 134 72 34 504 27 186 77 698 37 1412 934 763
internal_value=0 0.00330485 0.00825585 -0.00389667 0.00085234 0.0172701 0.00497157 -0.00276269 0.00194305 0.00380256 0.00548364 0.0118556 -0.000143752 0.0151707 -0.00277143 0.0166063 -0.00788924 -0.00883484 -0.00762654 -0.0134916 -0.00977523 -0.00636712 0.0303514 0.0189554 -0.00559964 -0.00635227 0.000345577 0.000609737 -0.00193365 -0.00275254
internal_weight=0 5313 1760 4548 3553 470 1290 3542 2731 1262 885 223 377 405 822 365 1006 889 775 137 106 638 65 283 801 724 1469 1432 2741 1807
internal_count=9861 5313 1760 4548 3553 470 1290 3542 2731 1262 885 223 377 405 822 365 1006 889 775 137 106 638 65 283 801 724 1469 1432 2741 1807
is_linear=0
shrinkage=0.05


Tree=2
num_leaves=31
num_cat=0
split_feature=7 0 6 4 4 9 6 3 9 8 7 9 5 9 4 3 6 8 9 7 6 0 3 4 9 3 1 8 3 0
split_gain=45.8769 23.3766 19.2123 7.47262 4.25219 6.0087 3.84671 3.74155 3.29117 3.07527 2.88889 2.86829 2.40402 2.38871 4.73733 2.08523 3.41922 2.28808 3.72412 1.94992 1.91483 1.74052 1.89144 1.61335 2.37932 1.64131 1.57764 1.56626 1.52157 1.42559
threshold=0.024584631969294522 0.058294860070229007 0.095685933331535869 -0.01620873091454136 0.059238619851678533 0.045477625841958476 0.063249565798503479 0.016612371736278022 0.063646666864995718 -0.034973901626264459 0.15516760128450874 -0.04508541856143141 0.094567192101452466 0.096292891076317541 0.13472020837071383 -0.071388601368256935 -0.0071563790985392037 -0.050094601760061232 -0.04983077196954154 0.08921897924207671 -0.13128117174548193 -0.045228864409711932 0.12845206784135735 0.063151992466074794 -0.11946543875581675 0.013979371695837127 0.013758538475639615 0.086225188389242508 0.0058954472099532621 0.035697625840492492
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 7 6 15 8 -6 -3 11 -4 23 13 -2 -7 21 27 16 20 26 -19 -14 -1 -9 -23 24 -5 -26 -17 -15 -8 -27
right_child=1 2 4 9 5 12 28 10 -10 -11 -12 -13 19 14 -16 17 -18 18 -20 -21 -22 22 -24 -25 25 29 -28 -29 -30 -31
leaf_value=0.00065807909299821958 -0.017248632192301255 0.0022127567802502526 0.035997205896255297 -0.021738493857264986 -0.00029534556129029102 0.0074333555960132709 -0.0035382843112253767 -0.0077582032877373799 0.015455915860067577 -0.0016242049806330543 -0.017669779993593693 -0.00216904324421091 0.0077345011240624378 -0.00059175099595449871 0.028452275941769287 0.0001470817097218796 0.0049344947747886189 -0.02288191824824222 -0.0066034811685555597 0.018689988377947133 -0.014556542596802481 0.0012856880450248288 -0.0089790149532390107 0.0009358779068200173 -0.0019388680712869152 -0.010567753388164326 -0.0076181224945589508 0.0069617425428888579 0.0074384307204188385 -0.0044574759416232375
leaf_weight=23 33 967 39 24 71 77 33 58 39 2562 20 710 47 117 21 210 30 37 697 299 205 1841 46 88 195 195 95 166 729 187
leaf_count=23 33 967 39 24 71 77 33 58 39 2562 20 710 47 117 21 210 30 37 697 299 205 1841 46 88 195 195 95 166 729 187
internal_value=0 0.0031396 0.00693415 -0.00370183 0.0148774 0.0131644 0.0043063 0.000240781 0.0257266 -0.00242169 0.00124921 -0.0028388 0.0154236 0.00141745 0.00553918 -0.00691057 -0.0109338 -0.00591154 -0.00742406 0.0172018 -0.0130217 0.000773235 0.00103546 -0.00538709 -0.00631292 -0.0056713 -0.00227159 0.00383892 0.00696306 -0.0075766
internal_weight=0 5313 2301 4548 572 494 1729 3012 78 3251 2269 743 423 2249 304 1297 258 1039 734 346 228 1945 1887 689 601 577 305 283 762 382
internal_count=9861 5313 2301 4548 572 494 1729 3012 78 3251 2269 743 423 2249 304 1297 258 1039 734 346 228 1945 1887 689 601 577 305 283 762 382
is_linear=0
shrinkage=0.05


Tree=3
num_leaves=31
num_cat=0
split_feature=7 0 6 4 3 4 6 4 7 7 5 7 4 0 8 3 7 1 3 8 6 0 3 5 4 3 2 1 1 0
split_gain=41.4039 21.1551 17.0563 6.8154 4.59017 4.2528 3.01723 2.7407 2.62765 2.39018 2.58595 2.3397 2.98352 2.29205 2.02456 3.86244 2.69413 1.8319 1.77521 1.58311 1.53339 1.45258 1.5301 1.43378 1.90694 1.38667 1.24668 1.12922 1.1834 1.67815
threshold=0.024584631969294522 0.073786709041545398 0.096790527819264574 -0.027748303838340403 0.016612371736278022 0.059238619851678533 0.063249565798503479 0.04678611289128775 -0.010546998039271787 0.08921897924207671 0.10026834048764448 -0.11658497491267268 -0.099214301529922846 -0.045228864409711932 0.090305548138105332 0.12424135739591999 0.15516760128450874 0.10818219659335734 0.13096517548118122 0.13382320556970065 0.14625874740697484 0.092853923902659882 0.06292033022311104 0.023543303654338196 -0.012832255766525127 -0.042356104348647609 0.015101883521529651 0.027646771067696533 0.076931191455266182 0.058294860070229007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 6 11 23 17 -3 8 26 -7 -11 -1 -13 -6 18 16 27 -4 -15 -12 -21 22 -9 -2 -25 -26 -5 -16 29 -29
right_child=1 2 5 7 13 9 -8 21 -10 10 19 12 -14 14 15 -17 -18 -19 -20 20 -22 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.00050186846886849051 -0.00022822265604832757 0.0022147410425819775 0.015757059729234739 -0.0027704031805024891 -0.006931609263631038 0.0053116599071238724 0.0070594094978082365 0.00085092438830195068 -0.0017924244161562617 0.0079954918961278928 0.020871246719353479 -0.015575727921698177 -0.0069124574216172831 0.0016369224169046461 0.00085148763316266135 0.025654468075795606 -0.012878301409496504 0.033496164396231952 -0.0073775927101191229 0.0064661121114771422 0.020179177737898298 0.0026779463121884978 -0.0036201854181264594 -0.012965469830260987 -0.012526589858882492 -0.0022279589514339893 -0.0061645346783671274 0.0065224192963985661 0.0003413368242595775 0.018254753952159693
leaf_weight=117 374 683 22 404 74 70 607 366 1264 86 166 114 775 2207 106 22 22 43 56 47 36 288 401 57 36 355 819 154 52 38
leaf_count=117 374 683 22 404 74 70 607 366 1264 86 166 114 775 2207 106 22 22 43 56 47 36 288 401 57 36 355 819 154 52 38
internal_value=0 0.00298262 0.00746542 -0.00351674 0.000762046 0.01562 0.00449436 -0.00248521 -0.00339108 0.0137146 0.0154704 -0.00714861 -0.00802338 0.00174801 0.00198975 0.0052975 0.0040936 0.0274922 0.00141385 0.0180521 0.0124139 -0.00034977 -0.00148664 -0.00251371 -0.00442168 -0.00317617 -0.00504333 0.0051604 0.00703231 0.00884444
internal_weight=0 5313 1760 4548 3553 470 1290 3542 2487 405 335 1006 889 2731 2657 394 372 65 2263 249 83 1055 767 822 448 391 1223 350 244 192
internal_count=9861 5313 1760 4548 3553 470 1290 3542 2487 405 335 1006 889 2731 2657 394 372 65 2263 249 83 1055 767 822 448 391 1223 350 244 192
is_linear=0
shrinkage=0.05


Tree=4
num_leaves=31
num_cat=0
split_feature=6 0 7 6 3 3 6 0 9 3 4 9 1 4 1 4 5 5 6 5 4 0 1 6 9 0 9 3 0 2
split_gain=37.4067 20.1113 13.8959 8.09831 4.74283 3.51621 3.16705 3.06474 3.02273 3.12389 2.68308 2.87177 2.5895 2.36004 2.2536 1.95683 2.32831 2.0777 1.84636 1.83611 1.78862 1.77803 1.64626 3.62117 1.57821 1.44501 1.66309 1.43432 1.34697 1.33875
threshold=0.063967856835258283 0.060649498726222731 -0.0026303220876089657 0.11207228650729013 0.015077478093685264 -0.045934029652476997 -0.010973374561884087 0.0055678714824179487 0.099272359589314865 0.10040375979877854 0.059238619851678533 0.045477625841958476 0.073921952752984701 0.04678611289128775 -0.0062650750995190008 -0.066142550498662564 0.025064913211997709 -0.014683699894507881 -0.13128117174548193 0.097346946148592808 -0.011624096680172327 0.031065755252246897 0.04278177492149348 -0.020641564373613624 0.15607535241786136 0.11411844462307193 -0.04983077196954154 -0.042356104348647609 0.17088103090381271 0.029806095438607037
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 5 28 15 6 18 24 12 -10 -5 -12 -9 14 -7 17 -17 -4 -1 -13 -18 22 -16 -24 -2 26 -6 -22 -3 -23
right_child=1 3 4 10 25 13 -8 8 9 -11 11 19 -14 -15 21 16 20 -19 -20 -21 27 29 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0011242154266007923 -0.0016555115640632069 0.0069243548602564986 -0.0021308657358444874 0.029889685310649151 -0.0059626021442474222 -0.0013513180190901398 0.004249845900838929 0.0022809394269431827 0.0051889362211043665 0.022406584757161053 -0.0017217337153851986 0.0075242720350312698 -0.0077828159308205294 -0.00057753435857306999 -0.0064840539973766475 -0.00063147593500165135 -0.013861458334049174 -0.024372504296756928 -0.011232883092646565 0.018354004488396896 -0.012877809900290719 -0.0014672646303886489 -0.021558723239838307 -0.0021451271911401572 -0.015975349564105273 0.0045435661330759788 0.00083827273094819578 -0.003058270796733268 0.018678702421486379 -0.0055424273725091355
leaf_weight=33 507 971 21 33 93 405 42 641 117 34 24 48 71 434 520 806 51 21 360 212 41 310 58 41 20 255 2691 400 25 576
leaf_count=33 507 971 21 33 93 405 42 641 117 34 24 48 71 434 520 806 51 21 360 212 41 310 58 41 20 255 2691 400 25 576
internal_value=0 0.00499717 -0.0019066 0.00943471 -0.000151609 -0.00467202 -0.00880056 0.000805453 0.00264013 0.00906576 0.0163951 0.0148271 0.00127739 -0.00390584 -0.00466211 -0.00262968 -0.00228598 -0.0132517 -0.0101953 0.0163547 -0.00499641 -0.00555306 -0.00760915 -0.0135187 -0.00219896 0.000941059 0.000611088 -0.0039712 0.00721939 -0.00411658
internal_weight=0 2703 7158 1313 4379 2779 435 1390 863 151 317 284 712 2344 1910 1340 1298 42 393 260 492 1505 619 99 527 3039 2784 441 996 886
internal_count=9861 2703 7158 1313 4379 2779 435 1390 863 151 317 284 712 2344 1910 1340 1298 42 393 260 492 1505 619 99 527 3039 2784 441 996 886
is_linear=0
shrinkage=0.05


Tree=5
num_leaves=31
num_cat=0
split_feature=7 0 7 0 3 4 5 9 4 1 5 4 9 0 9 3 8 1 9 5 8 4 3 5 5 4 4 5 0 4
split_gain=35.4469 18.4669 8.84278 6.51876 4.69963 4.46999 4.07236 2.87086 5.44379 2.85275 2.72403 2.00427 2.41915 1.77972 1.67116 1.5545 2.35653 1.94821 1.92929 2.13523 3.2854 2.52645 1.52578 1.51604 1.42802 1.41911 1.3537 1.34002 1.33027 1.67924
threshold=0.0090432871118359005 0.072958609028063573 0.074892396945802117 0.17088103090381271 -0.0029341799324840009 -0.027748303838340403 0.05613577110678393 0.07657493124741678 0.11085922771737637 0.067147310736323282 0.13475192628636284 0.04678611289128775 -0.11946543875581675 0.053567941751923816 -0.04983077196954154 -0.071388601368256935 -0.040702428129680161 0.032331103064023349 0.0092857639366337886 -0.056904237367006109 -0.050094601760061232 -0.086264326181654957 0.018880047426231603 0.019946827560888249 -0.042786739411421228 -0.070052960707982129 -0.0069950168007974324 0.10026834048764448 0.004768074617383644 0.015503092481566541
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 4 3 22 14 15 -4 23 10 -10 13 12 -7 -9 -2 18 17 -17 19 20 21 -1 -3 28 -20 -16 -25 -8 29 -6
right_child=1 2 6 -5 7 11 27 8 9 -11 -12 -13 -14 -15 25 16 -18 -19 24 -21 -22 -23 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.0067770568956621001 -0.017413157044488582 -0.001139558423404951 0.0034954197370934293 0.029866050459120587 -0.00046696329489350321 -0.021042747122701259 0.0095858393728707018 0.0014569668332622789 0.0075786823824304968 0.024689191573166423 -0.015496236529378666 -0.00054937185349845311 -0.0035612575816378802 0.0081664806556692639 -0.015536132251674479 -0.00059717072905172194 -0.008362585446232593 -0.010918696465835508 0.0028965237028061009 0.00068586785637307916 -0.027049560868993489 -0.025787693817718799 0.0037779518709542071 -0.013006037850864233 -0.013275737883079619 -0.0026022360214931141 5.4189373899436876e-05 0.014196447368599794 0.0016758438417871894 0.013231814050889244
leaf_weight=85 21 188 174 23 35 20 286 487 58 42 21 661 1885 124 22 249 389 56 39 24 43 22 980 20 21 589 2493 351 352 62
leaf_count=85 21 188 174 23 35 20 286 487 58 42 21 661 1885 124 22 249 389 56 39 24 43 22 980 20 21 589 2493 351 352 62
internal_value=0 0.00227714 0.00624764 0.00350552 0.000439664 -0.00399714 0.0102746 0.00112132 0.00392524 0.0147651 0.00221007 -0.00292165 -0.00374479 0.00281864 -0.0035446 -0.00697097 -0.00578269 -0.00249227 -0.0104952 -0.0131612 -0.0153767 -0.0106858 0.00298643 0.000428393 -0.00276377 -0.00306794 -4.97519e-05 0.0121264 0.00310451 0.00828896
internal_weight=0 6328 2002 1191 4326 3494 811 3694 732 100 632 2566 1905 611 632 928 694 305 234 174 150 107 1168 2962 60 611 2513 637 449 97
internal_count=9822 6328 2002 1191 4326 3494 811 3694 732 100 632 2566 1905 611 632 928 694 305 234 174 150 107 1168 2962 60 611 2513 637 449 97
is_linear=0
shrinkage=0.05


Tree=6
num_leaves=31
num_cat=0
split_feature=7 0 6 4 4 4 7 7 6 9 4 4 2 4 9 9 5 9 9 2 4 9 5 0 8 0 6 4 8 2
split_gain=32.0342 16.7097 15.1831 4.38371 2.67458 2.44225 2.38941 2.3498 2.29955 2.26567 5.27481 1.90971 2.40778 1.87184 2.21558 1.85718 1.57902 1.60516 1.53966 1.77563 1.53393 1.44998 1.33975 1.23628 1.22565 1.21748 2.80183 1.51522 1.14814 1.14691
threshold=0.011858294437942524 0.058294860070229007 0.092605358215439221 -0.027748303838340403 0.030468291711310855 0.0047114434997059694 0.15516760128450874 0.062282911669460227 0.15546784338728756 0.096292891076317541 0.10746675116209016 0.13279858859264393 0.087810962453946109 0.04678611289128775 -0.11946543875581675 0.083826002004600594 0.022376029429804066 -0.042554177773467428 0.011513054190501167 0.029326447592578631 -0.070052960707982129 -0.02931929353248906 -0.054493268548138206 -0.055215893592368732 0.13744575554400904 0.004768074617383644 0.019830040647266289 0.015503092481566541 0.083034451218136338 0.11270825012599231
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 5 7 -1 -4 20 9 -3 11 16 28 12 -6 14 -5 -13 17 -7 19 -16 -2 -22 -21 -18 -14 26 27 -19 -11 -25
right_child=1 2 4 13 8 6 -8 -9 -10 10 -12 15 24 -15 18 -17 23 25 -20 22 21 -23 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.0066179563059346946 -0.016342252280030931 0.0018206951589908175 0.02568477450267357 -0.019990610224194825 0.0068720259070779574 -0.0064190691983094439 -0.016652881307527425 0.0054263416613586314 0.02164498318214806 -0.0029770573464338668 0.020230926505904249 -0.0045052401206799242 0.016028853474871523 -0.00043819979814813863 -0.0025898224904193959 0.009190625993167641 -0.0086585388221063243 0.0043199032012905389 -0.00091274356338686032 -0.016599788208459986 -0.015419554280205854 -0.0020026255503125868 -0.0055953756434335145 2.3009933918037315e-05 0.0070246853009383716 0.0022444319374895156 -0.00065168471476984751 0.020705209297756124 0.0043590846043298371 -0.01015880161077283
leaf_weight=938 21 1249 34 20 158 40 20 708 49 80 47 38 236 706 842 71 43 21 515 29 21 490 598 2264 45 260 48 43 160 28
leaf_count=938 21 1249 34 20 158 40 20 708 49 80 47 38 236 706 842 71 43 21 515 29 21 490 598 2264 45 260 48 43 160 28
internal_value=0 0.00223785 0.00529978 -0.00367186 0.0120443 2.80764e-05 0.000572681 0.00312514 0.0112674 0.000686231 0.00491339 0.0103395 0.0118103 -0.00265214 -0.0034321 0.00441592 0.000244587 0.00309842 -0.00326518 -0.0040899 -0.00309828 -0.00255401 -0.00610435 -0.000258959 0.0145869 0.00412181 0.00848001 0.0153288 0.0019137 -0.000101375
internal_weight=0 6174 2588 3648 631 3586 3054 1957 597 3034 287 548 439 2710 2004 109 2747 412 1984 1469 532 511 627 2335 281 372 112 64 240 2292
internal_count=9822 6174 2588 3648 631 3586 3054 1957 597 3034 287 548 439 2710 2004 109 2747 412 1984 1469 532 511 627 2335 281 372 112 64 240 2292
is_linear=0
shrinkage=0.05


Tree=7
num_leaves=31
num_cat=0
split_feature=7 0 6 4 4 9 9 3 9 7 4 9 2 0 1 3 6 7 9 4 0 5 7 2 7 3 6 6 2 1
split_gain=28.9397 14.4937 11.6501 5.98873 2.51777 3.85663 3.67293 2.46129 3.02797 2.25188 2.17949 2.3595 1.86935 1.97719 3.2422 2.85063 1.87656 1.81481 1.67736 4.88306 1.74571 1.60244 1.57756 1.48999 1.44179 1.43265 1.91145 1.67311 1.52266 1.6053
threshold=0.027493375580429098 0.058294860070229007 0.092605358215439221 -0.02519698802410008 0.059238619851678533 0.063646666864995718 0.038687571856153964 -0.0029341799324840009 -0.0033308051987265366 0.15516760128450874 0.04678611289128775 -0.014333768289445596 0.030273809969869999 0.020930807673787358 0.016990813027810348 0.0048625583510976981 -0.007817956278493075 0.11507496736955342 0.096292891076317541 0.10746675116209016 -0.055215893592368732 0.090681101783475673 0.062282911669460227 0.11270825012599231 0.078490316270686145 -0.051258056809559256 -0.0071563790985392037 -0.13128117174548193 -0.064588661743115061 -0.038719183430508806
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 7 22 25 5 -4 -6 8 -2 18 11 12 -5 14 -14 -15 -16 -7 20 -20 -9 -8 -3 -22 -23 26 27 -1 29 -29
right_child=1 2 4 10 6 17 21 9 -10 -11 -12 -13 13 15 16 -17 -18 -19 19 -21 23 24 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0014145650390175082 -0.013834622421033555 0.0019755747884677931 0.029330587828450879 -0.002762621994065538 -0.00082473620744561078 0.00013545217135777841 0.0056864976477097829 -0.010124213404120192 -0.0015133832399939441 -0.015820237239822746 -6.9079973960278471e-06 -0.0012906904817182418 -0.00063434355615754612 -0.020746200455835574 -0.028340258779512212 -0.0037820764408237773 -0.010566141377893036 0.019897801287117461 0.0019170044873808604 0.019219380189129651 0.00082858110880192298 0.0032783445528954923 0.0051550245717382273 -0.01196763888001442 0.014067297368458007 -0.0046626822774710293 0.0012593026831746101 -0.012107036302811193 -0.0073446987056461927 -0.026133026229217649
leaf_weight=31 59 869 46 678 67 26 90 38 322 20 1140 1409 32 27 33 299 27 21 308 47 2083 34 708 23 347 670 45 136 163 24
leaf_count=31 59 869 46 678 67 26 90 38 322 20 1140 1409 32 27 33 299 27 21 308 47 2083 34 708 23 347 670 45 136 163 24
internal_value=0 0.00264804 0.00570039 -0.00278441 0.011442 0.0190385 0.0101289 0.000324052 -0.0034214 0.000890553 -0.00181929 -0.00264409 -0.004384 -0.00701388 -0.0134871 -0.00518708 -0.0203419 0.00896544 0.00102429 0.00420774 0.000497182 0.0116871 0.003403 0.000688831 0.0131045 -0.00607522 -0.00844716 -0.00968103 -0.0107459 -0.0142109
internal_weight=0 5108 2208 4714 631 93 538 2900 381 2519 3645 2505 1096 418 92 326 60 47 2499 355 2144 471 1577 2106 381 1069 399 354 323 160
internal_count=9822 5108 2208 4714 631 93 538 2900 381 2519 3645 2505 1096 418 92 326 60 47 2499 355 2144 471 1577 2106 381 1069 399 354 323 160
is_linear=0
shrinkage=0.05


Tree=8
num_leaves=31
num_cat=0
split_feature=7 0 6 3 3 9 4 1 4 9 6 0 4 7 9 2 7 6 1 6 3 9 4 3 9 3 8 1 6 7
split_gain=26.3231 13.8233 11.7743 3.68813 3.49272 2.28708 4.1888 2.43638 2.01383 3.09848 1.99568 1.93017 1.87499 1.83982 1.73339 1.806 1.71196 1.68535 1.48667 1.41212 1.39269 1.39041 1.12383 1.09179 1.44594 1.05947 1.04406 2.45901 0.992242 0.972006
threshold=0.0090432871118359005 0.072958609028063573 0.092605358215439221 -0.0029341799324840009 -0.051258056809559256 0.07657493124741678 0.11085922771737637 0.067147310736323282 0.059238619851678533 0.074748261711371666 -0.0085770088192281112 0.053567941751923816 0.04678611289128775 0.142909933595502 0.035369710446952425 0.077248652167924578 0.11665162570487844 0.063249565798503479 0.15378264162259289 -0.13128117174548193 -0.071388601368256935 -0.04983077196954154 -0.070052960707982129 -0.088910204308886034 0.0052428860661002863 0.13096517548118122 -0.050094601760061232 -0.10677633569400892 0.11207228650729013 0.082603131705523386
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 17 21 10 25 11 -8 9 -4 19 13 -6 -7 -10 -16 -11 -3 28 -1 -12 -2 -23 24 26 -5 27 -21 -17 -13
right_child=1 2 8 5 12 6 7 -9 14 16 20 29 -14 -15 15 18 -18 -19 -20 23 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0010709258873248474 -0.015807288250375896 0.0017599720557352273 0.028449085271651194 0.00048660768429704997 -0.003505593204944648 0.001222853454342352 0.0063461925738073632 0.022158816799942763 -0.00024047828678573884 -0.0013393684197217227 0.00968615163046007 0.0040084040845447984 -0.00049964785877719875 -0.013893683099498353 0.0031578144331559027 0.011005186544854143 0.01934857185930014 0.0052513028691477635 0.0050199658340446792 -0.026937706300523136 -0.007016699202358723 -0.013817903467200019 -0.0023079774515766174 -0.0075594612925520615 -0.0051568734143168119 -0.006581664508795021 -0.023033331814957293 -0.0056364015764778577 0.016717795087660879 0.013016778896847853
leaf_weight=32 21 911 42 2908 2411 485 58 42 35 20 26 77 661 21 58 144 20 557 54 20 24 22 589 201 39 54 38 42 161 49
leaf_count=32 21 911 42 2908 2411 485 58 42 35 20 26 77 661 21 58 144 20 557 54 20 24 22 589 201 39 54 38 42 161 49
internal_value=0 0.00196212 0.00539734 0.000372361 -0.00344472 0.000976226 0.00347887 0.0129875 0.011755 0.018964 -0.00770998 0.00197434 -0.00285881 0.000595487 0.0104472 0.0113442 0.0090046 0.00308468 0.0126668 -0.00897056 0.00166878 -0.00315719 -0.00272241 -0.00991565 -0.0133228 0.000357747 -0.0165075 -0.0125078 0.0140207 0.00751166
internal_weight=0 6328 2002 4326 3494 3694 732 100 534 82 422 632 3072 506 452 417 40 1468 359 372 50 632 611 340 139 2962 100 62 305 126
internal_count=9822 6328 2002 4326 3494 3694 732 100 534 82 422 632 3072 506 452 417 40 1468 359 372 50 632 611 340 139 2962 100 62 305 126
is_linear=0
shrinkage=0.05


Tree=9
num_leaves=31
num_cat=0
split_feature=7 0 6 3 3 9 3 7 2 3 6 8 6 1 5 2 6 3 9 3 0 6 7 0 1 3 2 6 1 5
split_gain=23.7566 12.4756 10.6263 3.32854 3.15218 2.06409 2.98538 2.50807 1.85962 1.95991 1.8011 1.71032 1.52103 1.47003 1.33248 1.2791 1.27443 1.25691 1.25484 1.18427 1.10002 1.60472 1.04034 1.01211 1.31023 1.0037 0.968621 0.961246 0.959138 0.937735
threshold=0.0090432871118359005 0.072958609028063573 0.092605358215439221 -0.0029341799324840009 -0.051258056809559256 0.07657493124741678 0.13096517548118122 0.15516760128450874 0.054441236734929462 0.056531903218486314 -0.0085770088192281112 0.088377487615747152 0.063249565798503479 0.011291066613145743 0.019946827560888249 0.11506008552821038 -0.13128117174548193 -0.071388601368256935 -0.04983077196954154 0.016612371736278022 0.004768074617383644 0.010841001369688316 0.097689923527903913 0.008981558312668279 0.023059060153013993 0.12845206784135735 0.005559113616418517 0.11207228650729013 0.027049353185201699 -0.0027851348178687756
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 12 18 10 14 7 11 -4 -10 16 22 -3 -13 20 -6 -1 -12 -2 26 21 29 -7 -18 -25 -21 -16 -11 -24 -5
right_child=1 2 8 5 15 6 -8 -9 9 27 17 13 -14 -15 19 -17 23 -19 -20 25 -22 -23 28 24 -26 -27 -28 -29 -30 -31
leaf_value=0.00101737953373231 -0.015016924005716907 0.0016719734597000812 0.0027144465206094602 0.0066253942978801205 -0.0029429482876864605 0.0019939103416520281 0.019944032525213866 -0.014761412478983403 0.023248577641474234 0.0089207740737918383 0.0092018440938912895 0.00053231370870837538 0.0049887377933659251 0.0082352733084672079 0.00036931236954341822 0.0018680675990140902 -0.010821380322802549 -0.006665864346238475 -0.0025862896785201436 0.00044392380469473661 0.0015495876129317698 0.0017035510803941848 -0.012130955168632447 0.00014359293980341332 -0.014956268548266963 -0.0060074838834782811 -0.0057578690474299581 0.013600130857825701 0.0017637668600756391 0.021284778486005962
leaf_weight=32 21 911 58 20 2927 334 26 20 37 219 26 87 557 215 109 145 269 24 611 2184 352 53 27 51 20 62 158 220 23 24
leaf_count=32 21 911 58 20 2927 334 26 20 37 219 26 87 557 215 109 145 269 24 611 2184 352 53 27 51 20 62 158 220 23 24
internal_value=0 0.00186402 0.00512748 0.000353743 -0.00327249 0.000927415 0.00330493 0.00269216 0.0111673 0.0121972 -0.00732448 0.00320101 0.00293045 0.00601621 0.000339859 -0.00271587 -0.00852204 0.00158534 -0.00299933 -0.000108405 0.00284874 0.0075632 0.000986971 -0.00941986 -0.00410989 0.000265835 -0.00325651 0.0112658 -0.00573938 0.0146214
internal_weight=0 6328 2002 4326 3494 3694 732 706 534 476 422 686 1468 302 2962 3072 372 50 632 2513 449 97 384 340 71 2246 267 439 50 44
internal_count=9822 6328 2002 4326 3494 3694 732 706 534 476 422 686 1468 302 2962 3072 372 50 632 2513 449 97 384 340 71 2246 267 439 50 44
is_linear=0
shrinkage=0.05


Tree=10
num_leaves=31
num_cat=0
split_feature=7 0 7 0 4 5 9 3 9 8 3 4 9 2 3 5 0 4 5 2 5 0 1 9 2 1 5 2 1 7
split_gain=20.5741 12.2844 6.76824 4.33568 4.27064 2.62469 2.53622 2.02621 2.05638 2.70217 1.8176 1.65023 2.15001 1.58529 2.16494 1.57672 1.54466 1.53281 1.2567 1.46393 1.20014 1.18946 1.70168 1.51166 1.13939 1.99872 1.13137 1.70242 1.51361 2.02557
threshold=0.024584631969294522 0.058294860070229007 0.08602374570918471 0.17088103090381271 -0.027748303838340403 0.067584802397108318 0.034808786360278621 0.027618226105935371 -0.031399308791942949 0.013341069169467786 0.01201329893430097 0.046265755913038921 0.0032383806435602081 0.032023500472660331 0.0048625583510976981 0.022376029429804066 -0.035611847149632656 -0.012832255766525127 0.12776511185784017 0.089299783840043487 0.085549170719978487 0.049791679334729728 0.059609017377641793 -0.075312508425925503 0.011550569951071676 0.014334622397147201 -0.0006655329244078951 0.0033611869972203791 0.03677790843449498 -0.017003441055140973
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 7 3 10 26 -4 -7 8 9 -2 -3 12 13 -6 -15 -10 -9 -17 19 -12 -21 22 -16 -23 -19 -26 28 -28 -1 -30
right_child=1 2 5 -5 11 6 -8 16 15 -11 18 -13 -14 14 21 17 -18 24 -20 20 -22 23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.0040680092701956133 -0.0009145393909751544 -0.0025255780683110995 0.0029022385706700331 0.024004967510700227 -0.0024010126094580835 -0.00018141096378764454 0.011284296970671988 -0.0048286695090999799 0.0013185801503234817 -0.018990713421207589 0.0019984849964399735 -0.00012913219143063858 -0.00059025449638774733 -0.017981578905806494 -0.0055396455883069328 -0.010964058127412399 0.0012154102540926875 -9.6564411908983585e-05 -0.0081656866900933281 0.0074983469234899403 0.002778074202194278 -0.013489066767666875 -0.016395587831820279 -0.0014167596288239203 -0.013385376892983913 -0.0020194742777724039 -0.020063516311347486 -0.0039955598531592196 -0.012364430227021259 0.0012323997136471528
leaf_weight=754 44 156 153 24 965 53 536 112 374 39 786 1101 949 34 201 53 1882 305 24 299 245 29 44 245 52 151 32 34 126 35
leaf_count=754 44 156 153 24 965 53 536 112 374 39 786 1101 949 34 201 53 1882 305 24 299 245 29 44 245 52 151 32 34 126 35
internal_value=0 0.0020442 0.00481652 0.00292021 -0.00254205 0.00873694 0.0102526 -5.06856e-05 -0.00186567 -0.00940816 0.00258508 -0.00173874 -0.0024571 -0.00362419 -0.00575866 -0.00119613 0.000875923 -0.0028726 0.0031739 0.00337853 0.00537249 -0.00495793 -0.00748928 -0.00269449 -0.00202841 -0.00493094 -0.00546376 -0.0117861 -0.00500772 -0.0094086
internal_weight=0 5288 2276 1534 4549 742 589 3012 1018 83 1510 3568 2467 1518 553 935 1994 561 1354 1330 544 519 245 274 508 203 981 66 915 161
internal_count=9837 5288 2276 1534 4549 742 589 3012 1018 83 1510 3568 2467 1518 553 935 1994 561 1354 1330 544 519 245 274 508 203 981 66 915 161
is_linear=0
shrinkage=0.05


Tree=11
num_leaves=31
num_cat=0
split_feature=6 7 1 6 3 9 9 4 9 4 1 3 5 5 4 1 3 1 9 2 3 1 8 6 5 1 3 8 6 9
split_gain=18.9524 8.47219 7.35399 4.8059 3.1368 3.04812 2.54837 2.05724 2.01757 6.95643 3.7856 2.76896 2.07002 1.87067 1.98297 2.13653 1.18128 2.48814 1.70717 1.95978 2.14917 1.47386 1.18112 1.15797 1.66684 2.18866 1.131 1.05389 1.49188 1.09695
threshold=0.073163994965814369 0.0007833144752695092 0.041954939953263125 0.14041894532415924 0.013380115144134308 0.15607535241786136 -0.13181401003046453 0.036461558308529506 0.078456566174920264 0.055101234890208677 0.088384740746108401 0.13865065397244755 0.099096981036485787 0.022376029429804066 0.0069665587934763474 -0.015673126695193707 -0.040397427167753262 -0.0082857019385310371 -0.0098993545795073284 0.032023500472660331 0.0041414319268642365 0.023059060153013993 0.053538902086846543 -0.019198062377236997 -0.0019839079739794401 0.074579248606783125 0.12074469643320472 0.032023957892434889 -0.018388716383673915 0.00059958046512051117
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 5 8 13 -2 -1 16 9 10 -4 -11 -10 -3 15 -15 21 -18 19 -19 -21 27 -6 24 -22 -26 -14 28 29 -8
right_child=2 4 3 -5 22 -7 7 -9 12 11 -12 -13 26 14 -16 -17 17 18 -20 20 23 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.016903414544375505 0.00054690793737042359 -0.00037384593072553861 0.0058329748859008157 0.015958133535499439 0.00027797187982435954 -0.018368742293254896 -0.0071225440789394329 -0.00075436021888733277 0.0045803862121711093 0.0027889767556176473 0.025919127646757634 -0.0085934336384032237 0.0087640878378259929 -0.020274577325076929 -0.0025974398304026525 -0.005760210481568483 0.00056635128915643793 -0.0036616084460404322 -0.0022348369141467462 -0.019678213427780578 -0.0066248950564344843 -0.014022241542653108 0.0022983322545884321 -0.0034363894958110634 -0.026068114861845973 -0.0050219082495286359 0.015984755796946689 -0.016025187873414583 0.0037379662538417815 -0.00041261462446970821
leaf_weight=34 667 699 45 117 2518 22 278 694 277 566 49 59 203 35 404 92 341 483 634 39 121 52 1015 121 30 21 74 21 48 78
leaf_count=34 667 699 45 117 2518 22 278 694 277 566 49 59 203 35 404 92 341 483 634 39 121 52 1015 121 30 21 74 21 48 78
internal_value=0 -0.00120894 0.00416671 0.00626037 0.000101303 -5.70751e-05 -0.00329264 -0.00313635 0.00536906 0.00362179 0.0163034 0.00171448 0.00763673 -0.00207336 -0.00431057 -0.00976023 -0.00386555 -0.00327636 -0.00418069 -0.00569439 -0.00865171 -0.00607655 0.000858404 -0.00718402 -0.00982044 -0.017402 0.0106931 -0.00510437 -0.0045367 -0.00565239
internal_weight=0 7758 2079 1390 4763 689 2995 2961 1273 719 94 625 554 1230 531 127 2267 1790 1449 815 332 477 3533 293 172 51 277 425 404 356
internal_count=9837 7758 2079 1390 4763 689 2995 2961 1273 719 94 625 554 1230 531 127 2267 1790 1449 815 332 477 3533 293 172 51 277 425 404 356
is_linear=0
shrinkage=0.05


Tree=12
num_leaves=31
num_cat=0
split_feature=7 0 7 4 0 5 9 3 9 5 3 0 4 9 2 3 0 3 4 2 5 2 4 2 1 9 8 7 9 4
split_gain=16.9079 10.3399 5.54917 3.60598 3.53142 2.17037 2.16083 1.68075 1.85538 1.7185 1.54795 1.36019 1.3568 1.80884 1.3124 1.81522 1.12389 1.17579 1.10204 1.12433 1.19418 1.08745 1.08432 1.10109 1.53672 3.53839 1.05853 2.34596 2.08547 1.45806
threshold=0.024584631969294522 0.058294860070229007 0.08602374570918471 -0.027748303838340403 0.17088103090381271 0.067584802397108318 0.034808786360278621 0.031575024182543911 -0.058296817640254815 0.022376029429804066 0.01201329893430097 -0.035611847149632656 0.046265755913038921 0.0032383806435602081 0.032023500472660331 0.0048625583510976981 0.10568149875713066 0.059920913044730795 0.14619592288790401 0.089299783840043487 0.085549170719978487 0.067741557060341892 -0.021412349833724528 0.012258805312796781 0.025152884021533588 0.0038431929853931638 -0.050094601760061232 -0.044821773239379352 -0.048492081539608566 -0.086264326181654957
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 7 4 26 10 -4 -7 8 -2 -10 -3 -9 13 14 -5 -16 17 21 19 -12 -21 -14 -11 -24 25 -25 27 -1 -28 -30
right_child=1 2 5 12 -6 6 -8 11 9 22 18 -13 16 -15 15 -17 -18 -19 -20 20 -22 -23 23 24 -26 -27 28 -29 29 -31
leaf_value=-0.0039684872946020699 -0.014547930007662486 -0.002338975782503183 0.0026409869917342742 -0.0021749276719428539 0.021708789824818574 -0.00030592758261229635 0.010277282220166814 -0.0045789550867042757 0.0012078989750760444 -0.011296292554490923 0.0019200235653132954 0.0011750315474904902 -0.00047066146769937308 -0.00050502906657595411 -0.016422164238482605 -0.0044967274571390313 0.0030544329707871448 -0.0026253227016684085 -0.0067212506197392944 0.0069982194370184206 0.0022790406662692919 0.0054314122427742756 -0.0006011339175371256 -0.028375202841125432 -0.0016552639455398946 -0.005124681322227439 -0.01807596103155187 0.01137167265707696 -0.01116017015374382 -0.0044314740074262822
leaf_weight=324 27 156 153 965 24 53 536 109 425 36 783 1779 304 949 34 519 224 468 29 299 243 105 368 20 158 90 35 27 96 499
leaf_count=324 27 156 153 965 24 53 536 109 425 36 783 1779 304 949 34 519 224 468 29 299 243 105 368 20 158 90 35 27 96 499
internal_value=0 0.00185345 0.0043969 -0.00230415 0.00267984 0.00794674 0.00932497 -6.84937e-05 -0.00159927 -0.00128057 0.00237739 0.000842836 -0.001566 -0.00221736 -0.00328785 -0.00522994 -0.000106486 -0.000913836 0.00292078 0.00313181 0.00488243 0.00104454 -0.00285438 -0.00237653 -0.00481439 -0.00935205 -0.00498888 -0.00278847 -0.00621483 -0.00551711
internal_weight=0 5288 2276 4549 1534 742 589 3012 1124 1097 1510 1888 3568 2467 1518 553 1101 877 1354 1325 542 409 672 636 268 110 981 351 630 595
internal_count=9837 5288 2276 4549 1534 742 589 3012 1124 1097 1510 1888 3568 2467 1518 553 1101 877 1354 1325 542 409 672 636 268 110 981 351 630 595
is_linear=0
shrinkage=0.05


Tree=13
num_leaves=31
num_cat=0
split_feature=6 0 7 6 3 3 4 5 8 0 6 1 5 1 4 0 4 1 0 1 6 8 0 1 0 6 0 6 6 2
split_gain=15.7105 8.14249 6.96826 3.38089 2.62333 1.9554 1.90819 1.80456 1.7444 1.73576 1.82722 1.87442 1.81837 1.66084 1.73654 1.33106 1.25624 1.7983 1.57701 2.33891 3.12667 1.98214 1.1619 1.0238 1.11984 1.07117 1.33969 0.987796 0.984828 0.969169
threshold=0.073163994965814369 0.070984264720673693 0.0007833144752695092 0.11207228650729013 0.015077478093685264 -0.040397427167753262 0.059238619851678533 0.022376029429804066 0.059586079905303187 0.015391066036263735 0.14041894532415924 0.079306758606841957 0.13811733468731732 -0.016885271985176465 0.010406740352183254 0.17088103090381271 0.045249052519113396 -0.0082857019385310371 0.031065755252246897 0.042389348684955919 -0.020641564373613624 -0.029749836159600314 0.11151458778013243 0.023059060153013993 0.014761671342502296 -0.13128117174548193 -0.12375978576761523 -0.009351749414980905 0.012754371732325081 0.059357159891537413
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 9 5 15 7 23 -5 -4 -8 12 11 -11 -2 14 -9 -3 17 -7 19 -19 21 -21 -6 24 25 -1 -27 -28 -18 -15
right_child=1 3 4 6 22 16 8 13 -10 10 -12 -13 -14 29 -16 -17 28 18 -20 20 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=0.003116536899469793 -0.00043318510430404407 0.0049130328539608711 -0.0001886144412406512 0.024655537438337451 0.00051742326944413696 0.00022333893869196463 -0.00086301793605249766 -0.018795303372058293 0.012211783553302324 0.0031571952800890282 0.013966091031975606 -0.0046621078824143061 -0.012760544629418292 -0.002446460747850928 -0.0033704278141109124 0.016680487843230365 0.0011581398612926588 -0.0042971135062161636 -0.0023775065821249348 -0.029286283527811371 -0.003157986120398467 -0.010223418697714808 0.0036847132613156558 -0.012201462928455191 0.0016516292027451776 -0.019293220862746239 -0.0069118211799716819 0.001736121052857237 -0.0036222453660708486 -0.013681954473722727
leaf_weight=30 459 620 738 27 3137 356 29 36 212 552 34 89 32 476 37 25 370 571 938 30 48 25 319 56 55 20 307 37 152 20
leaf_count=30 459 620 738 27 3137 356 29 36 212 552 34 89 32 476 37 25 370 571 938 30 48 25 319 56 55 20 307 37 152 20
internal_value=0 0.00379422 -0.00110011 0.00733041 8.8157e-05 -0.00298984 0.0120506 -0.00181996 0.0106385 0.00102532 0.00267065 0.00207152 -0.0012366 -0.00393584 -0.0109772 0.00536914 -0.00241449 -0.00299289 -0.00370317 -0.00554808 -0.0124831 -0.0206213 0.000809774 -0.00582674 -0.00503167 -0.00596462 -0.00671307 -0.00598166 -0.00023385 -0.0028995
internal_weight=0 2079 7758 913 4763 2995 268 1307 241 1166 675 641 491 569 73 645 2490 1968 1612 674 103 55 3456 505 449 394 364 344 522 496
internal_count=9837 2079 7758 913 4763 2995 268 1307 241 1166 675 641 491 569 73 645 2490 1968 1612 674 103 55 3456 505 449 394 364 344 522 496
is_linear=0
shrinkage=0.05


Tree=14
num_leaves=31
num_cat=0
split_feature=6 0 7 6 3 9 9 4 9 4 5 4 0 9 1 5 3 5 0 3 0 7 7 3 9 1 9 2 3 0
split_gain=14.1787 7.3486 6.28885 3.05126 2.37576 2.28686 1.80988 1.72214 1.70187 1.51669 1.46669 1.60437 2.53856 1.37014 4.39643 1.92532 1.80152 1.28363 1.20128 1.14627 1.07827 0.978907 0.927097 1.48944 1.44812 1.116 1.32469 1.71718 2.33775 1.6424
threshold=0.073163994965814369 0.070984264720673693 0.0007833144752695092 0.11207228650729013 0.013380115144134308 -0.13181401003046453 0.15607535241786136 0.059238619851678533 0.051600835269160164 0.036461558308529506 0.022376029429804066 0.0069665587934763474 -0.01509911101471533 0.086987618741210401 0.03524795527508489 0.12776511185784017 0.13096517548118122 0.094567192101452466 0.17088103090381271 0.11867580817287995 0.11151458778013243 0.10435606580087305 -0.10630457134406214 -0.096056221951104581 0.00059958046512051117 -0.0062650750995190008 -0.0098993545795073284 0.0062972638303466074 -0.023482285677525156 0.030555379017269579
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 6 5 18 10 -1 13 -5 -9 22 -4 12 -12 16 21 -16 -2 -10 -3 -17 -6 -15 -7 24 -24 -25 27 -27 -29 -30
right_child=1 3 4 7 20 9 -8 8 17 -11 11 -13 -14 14 15 19 -18 -19 -20 -21 -22 -23 23 25 -26 26 -28 28 29 -31
leaf_value=-0.015733853897408528 0.00079209294500034641 0.0046673812126098186 -0.00030395978731462985 0.023422760615573714 0.0004650826645308376 0.00062277042972190045 -0.010392502035178684 -0.0031501507725227966 0.0023502823852609394 -0.00064705386249372344 -0.019930768397171051 -0.0022488429242002897 -0.004245430175637172 0.0029454688936519095 0.0070188423209456789 0.011552815051400104 -0.0097218666333965097 0.013050651012560583 0.015846463348716498 0.028481124378740785 0.0034916328115983048 -0.0045870444374649152 -0.015171729154744238 -0.0013486564769590855 -0.0022816744935069536 -0.0015568082844048159 -0.0023709508322923181 -0.018415937956015115 -0.0092204796625342828 -0.0036932203195452272
leaf_weight=34 776 620 699 27 3209 140 34 22 33 694 36 404 91 79 99 20 43 186 25 20 324 95 53 539 37 218 680 40 224 336
leaf_count=34 776 620 699 27 3209 140 34 22 33 694 36 404 91 79 99 20 43 186 25 20 324 95 53 539 37 218 680 40 224 336
internal_value=0 0.00360451 -0.00104511 0.00696389 8.37491e-05 -0.00284035 0.000974053 0.0114481 0.0101065 -0.0026923 -0.00180881 -0.00378978 -0.00869167 0.00131545 0.00412929 0.0107593 0.000240078 0.0114383 0.00510068 0.020017 0.000742638 -0.00116711 -0.00331841 -0.00357782 -0.00987248 -0.00329971 -0.00400172 -0.00535737 -0.00673824 -0.00590412
internal_weight=0 2079 7758 913 4763 2995 1166 268 241 2961 1230 531 127 1132 313 139 819 219 645 40 3533 174 2267 2127 90 2037 1498 818 600 560
internal_count=9837 2079 7758 913 4763 2995 1166 268 241 2961 1230 531 127 1132 313 139 819 219 645 40 3533 174 2267 2127 90 2037 1498 818 600 560
is_linear=0
shrinkage=0.05


Tree=15
num_leaves=31
num_cat=0
split_feature=7 0 6 7 7 8 4 3 3 1 6 7 2 4 0 0 3 8 1 0 6 6 4 1 3 2 3 5 0 5
split_gain=12.2518 8.24317 5.64013 3.54002 1.79314 1.79087 1.72518 1.62782 1.56558 1.50993 1.44685 1.90271 1.35432 1.16021 1.73563 1.46962 1.05517 1.05051 1.00709 1.0921 1.03659 1.13601 1.00494 1.03151 1.06972 0.95767 1.34452 1.94703 0.921989 0.964011
threshold=0.037144942343909866 0.031065755252246897 0.11207228650729013 -0.023368882868599467 0.15516760128450874 0.046646629614514941 0.044353332312137603 0.010188571469221508 -0.042356104348647609 0.018671715434165684 0.14041894532415924 0.12358299437131019 -0.00089974720681302407 0.063151992466074794 0.16168425697885294 0.070336402125526998 0.029910326922218688 0.11309219268439229 0.023059060153013993 0.014761671342502296 -0.020641564373613624 -0.13128117174548193 -0.012832255766525127 0.045833879761228997 0.025623895986173015 0.078839639918581172 0.032048456239794694 0.016229758302815419 0.11411844462307193 0.019342691396188886
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 7 8 25 -4 -7 9 18 -3 11 17 -10 14 -9 -15 -5 -8 19 20 21 -1 23 -14 -25 26 27 -2 -18 -30
right_child=1 2 5 16 -6 6 10 13 12 -11 -12 -13 22 15 -16 -17 28 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=0.0027916631518075104 0.0027443037704197749 0.0057333347440527921 -0.00081924510392127569 -0.0014295157905618542 -0.01558452361030504 0.023899353939023885 0.0082133591626338733 0.00431205863671887 0.00010639743530832888 -0.0029671393764004405 0.014360820638718836 0.0019112726207822562 -0.0034569144649223707 0.00013234075144402807 0.019206366813741625 0.003636236260855203 -0.00010290542062606678 0.017759605277352399 -0.01512673745766796 0.0028147959447879759 0.0046072152629494673 -0.0081737186831905874 -0.0024596008878710919 -0.012573207002216286 -0.0022715817516048751 -0.0051198484639654743 0.0010474188084734644 -0.003548479383379688 -0.0013820938782694559 0.005918154739343596
leaf_weight=26 165 66 40 1727 20 22 97 888 363 204 104 97 174 484 20 784 1611 41 29 36 20 258 738 84 36 106 896 482 68 135
leaf_count=26 165 66 40 1727 20 22 97 888 363 204 104 97 174 484 20 784 1611 41 29 36 20 258 738 84 36 106 896 482 68 135
internal_value=0 0.00208692 0.00372251 -0.00145655 -0.000703094 0.00921889 0.0103311 0.00282142 -0.00328652 -0.000840357 0.00945061 0.00727759 -0.00252042 0.00327578 0.00464013 0.00229879 -0.000544927 0.0110496 -0.00618275 -0.00541988 -0.00639504 -0.00716985 -0.00344439 -0.00591643 -0.00948272 -0.000522604 -0.000206785 -0.00194367 0.000297237 0.00347275
internal_weight=0 4516 2847 5305 1669 401 361 2446 1764 270 339 235 1395 2176 908 1268 3541 138 369 340 304 284 1032 294 120 1649 1543 647 1814 203
internal_count=9821 4516 2847 5305 1669 401 361 2446 1764 270 339 235 1395 2176 908 1268 3541 138 369 340 304 284 1032 294 120 1649 1543 647 1814 203
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=7 0 6 7 9 9 7 3 8 4 3 2 4 3 7 3 3 2 9 2 9 0 8 7 2 3 5 2 5 8
split_gain=11.0573 7.43946 5.09022 3.19487 3.18191 1.9831 1.61831 1.49234 1.34276 1.02878 1.01121 1.30227 1.1975 1.18586 0.978499 1.82714 0.952294 0.938402 0.914285 0.882879 1.0167 0.96736 0.880446 0.878354 0.864297 1.21343 1.75719 0.833406 1.29244 1.682
threshold=0.037144942343909866 0.031065755252246897 0.11207228650729013 -0.023368882868599467 -0.13181401003046453 0.035369710446952425 0.15516760128450874 0.00081105471663859435 0.046646629614514941 0.12072405074789007 -0.042356104348647609 -0.0046663553447629904 0.038820160458103999 0.06758780083507003 0.12358299437131019 0.15118096457334038 0.029910326922218688 -0.043562371796561868 -0.028518134776764396 0.0068820242501108067 -0.080931164670256475 0.073786709041545398 0.081031820020204981 0.10061588829132667 0.078839639918581172 0.032048456239794694 0.016229758302815419 0.089299783840043487 0.073156539838159521 0.030459546279067527
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 6 7 4 -1 9 24 17 -7 -4 -6 18 -13 -14 22 -16 -5 -3 -12 -18 -21 -22 -10 -24 25 26 -2 -9 29 -29
right_child=1 2 5 16 10 8 -8 27 14 -11 11 12 13 -15 15 -17 19 -19 -20 20 21 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.018502203943772298 0.0026070885506642022 0.0067201286791181512 0.0078612776811827316 -0.0013580400150072656 -0.0051998273298960885 -0.00081607772332902722 -0.014805297450511718 0.0023854921404752221 0.021026210308841924 -0.006373832877725364 0.0023034928397963699 -0.0039041909876125973 0.0029252785613389791 -0.0050264536666717119 0.0064712141779257569 0.021894564073194157 0.0079268005626225799 -0.003046051158054508 -0.0035864405221335835 -0.010098132592005035 -0.00051320450458161593 0.0020401528898696896 0.0023444137582555417 0.013862577611386465 -0.0048638561106822895 0.00099504786798141655 -0.0033710554769354212 0.017857783367591248 0.0031525784377775452 0.0057503844180463596
leaf_weight=33 165 29 22 1727 357 26 20 1541 34 30 226 843 142 70 151 22 37 162 93 24 1220 533 20 96 106 896 482 35 520 159
leaf_count=33 165 29 22 1727 357 26 20 1541 34 30 226 843 142 70 151 22 37 162 93 24 1220 533 20 96 106 896 482 35 520 159
internal_value=0 0.00198257 0.00353638 -0.00138373 -0.0031222 0.00875794 -0.000667939 0.00268035 0.0101152 -0.000351286 -0.00282899 -0.00221299 -0.00305943 0.000299707 0.0109951 0.00843257 -0.000517681 -0.00156323 0.000586365 0.000282375 0.000123206 0.000263144 0.0139506 0.0118767 -0.000496474 -0.000196446 -0.00184649 0.00303979 0.00445192 0.00793471
internal_weight=0 4516 2847 5305 1764 401 1669 2446 349 52 1731 1374 1055 212 323 173 3541 191 319 1814 1777 1753 150 116 1649 1543 647 2255 714 194
internal_count=9821 4516 2847 5305 1764 401 1669 2446 349 52 1731 1374 1055 212 323 173 3541 191 319 1814 1777 1753 150 116 1649 1543 647 2255 714 194
is_linear=0
shrinkage=0.05


Tree=17
num_leaves=31
num_cat=0
split_feature=7 0 6 4 4 6 1 3 1 3 8 4 8 1 3 6 4 0 7 5 0 5 3 4 6 2 4 2 7 6
split_gain=10.0699 6.54353 5.34292 1.57195 1.387 1.48243 1.43963 1.1747 1.16324 1.26982 2.03025 1.1611 1.10713 1.07302 1.01573 0.941685 1.66747 0.922983 1.88639 1.82949 1.51748 1.13011 1.23438 1.1162 0.925761 1.05132 0.909844 0.889295 0.888299 1.07181
threshold=0.0007833144752695092 0.073786709041545398 0.088572274328824738 -0.027748303838340403 0.059832618112298085 0.14041894532415924 0.099262687758815846 0.018880047426231603 0.032331103064023349 -0.071388601368256935 -0.042236967369783267 0.14619592288790401 0.0068386016906106422 0.03192569979452748 0.070342967935223252 -0.030914130966313482 -0.070052960707982129 0.017426893539715101 0.061437910138820856 0.011472069002185248 -0.045228864409711932 0.13475192628636284 0.027099115512243591 -0.01620873091454136 0.14041894532415924 0.10638021859053674 0.032881593503337102 0.032023500472660331 0.12197356816930872 0.11207228650729013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 17 7 8 6 11 -4 13 9 15 -11 14 -10 -3 -6 16 -1 19 -19 26 23 22 -22 -21 25 -20 -2 -24 29 -16
right_child=1 2 4 -5 5 -7 -8 -9 12 10 -12 -13 -14 -15 28 -17 -18 18 24 20 21 -23 27 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0060187192456061514 0.0017730534495987817 0.0055404956934840552 0.0056809207715559753 -0.0015580430552741733 -0.0019877095493887153 0.012971177727404335 0.017792634860517742 0.0025393944100924465 -0.010039012929460465 0.0016316841125157419 -0.0049704173093117745 -0.0021466197532680918 -0.00043376783052316077 -0.0026584619065194368 0.0063908913376508284 0.0017109913006424903 -0.020746595710939307 -0.0001845484177144721 0.0025045266919380554 -0.017521815402433277 -0.0027399404370201915 -0.0092500379274133605 0.0018836453879049282 -0.0046530953335366864 0.0098664724381595133 -0.0067160688078729443 0.010748012942983019 -0.0013521508180947984 0.0023296704369585781 0.013278452045353759
leaf_weight=152 317 49 42 2117 35 73 59 1229 130 228 238 47 39 215 212 30 22 1905 911 20 484 40 469 107 41 32 31 388 82 77
leaf_count=152 317 49 42 2117 35 73 59 1229 130 228 238 47 39 215 212 30 22 1905 911 20 484 40 469 107 41 32 31 388 82 77
internal_value=0 0.00120659 0.00351602 -0.00228391 0.00738938 0.00635889 0.0127561 0.00188937 -0.00411545 -0.00318041 -0.0017402 0.00529334 -0.00782242 -0.00113669 0.00615461 -0.0064703 -0.00788086 0.000174765 0.000733704 -0.000695263 -0.00144937 -0.000968383 -0.000721354 -0.00667967 0.00251142 0.00219163 0.00257255 0.000418664 0.00692276 0.00822599
internal_weight=0 6865 2120 2956 627 526 101 1493 839 670 466 453 169 264 406 204 174 4745 2889 1856 1508 1381 1341 127 984 943 348 857 371 289
internal_count=9821 6865 2120 2956 627 526 101 1493 839 670 466 453 169 264 406 204 174 4745 2889 1856 1508 1381 1341 127 984 943 348 857 371 289
is_linear=0
shrinkage=0.05


Tree=18
num_leaves=31
num_cat=0
split_feature=7 0 6 7 9 6 0 7 9 7 4 3 5 3 6 0 1 0 3 2 4 3 1 1 0 9 5 1 6 0
split_gain=9.13502 6.38456 3.88783 2.93991 2.86741 1.81501 1.48936 1.99449 1.4399 1.43965 1.34534 1.33362 1.30702 1.01881 0.880547 0.942283 0.870826 0.847374 0.835032 1.25216 1.07165 1.02571 1.10413 1.02285 2.53164 1.66122 1.47269 1.02029 1.18111 1.01424
threshold=0.043362118935445074 0.031065755252246897 0.14041894532415924 -0.021409480650266297 -0.13181401003046453 0.088572274328824738 0.11638811424315862 0.12014310225553008 0.1097043689054097 0.15516760128450874 0.068851165375243245 0.13865065397244755 0.082064136574073146 0.029513936354373795 0.12017688182690801 0.13692815852040602 -0.056173946269944118 0.099023440019763528 -0.042356104348647609 -0.0046663553447629904 0.038820160458103999 0.06099602026683814 0.045833879761228997 0.040520696953022031 0.024406625064957031 -0.011187819094867895 -0.044552242041956978 0.023059060153013993 -0.020113007301754086 0.014761671342502296
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 9 5 4 -1 -3 8 12 11 -2 -10 -7 -8 16 15 -14 -5 -12 27 -20 23 22 -22 -21 25 -25 -26 28 29 -6
right_child=1 2 -4 13 18 6 7 -9 10 -11 17 -13 14 -15 -16 -17 -18 -19 19 20 21 -23 -24 24 26 -27 -28 -29 -30 -31
leaf_value=-0.017394325556939073 -0.00042910124033736051 0.0021309908913554588 0.012807052270683381 0.0043717455777423043 -0.0056257976106425167 0.0032166806766412261 0.019222923023626211 0.0018231875208141171 -0.00013322685572347837 -0.0139325214154087 0.01541816868598939 -0.0057075711924513368 0.011388045940863884 0.00039830729429902691 0.01852175798267126 0.0020584471314214169 -0.001436170188035052 0.0044953702263928093 0.00072464628123932264 -0.0018626900392727621 -0.0048239841847575781 -0.0036349512173376067 0.0057234964676899838 -0.026785560812623729 -0.010527376879603458 -0.0075291728814287744 -0.0025807478683061492 -0.013182776457688306 0.0079444438870996236 0.0031880083380619417
leaf_weight=33 1508 1662 107 67 277 383 40 82 32 20 56 47 59 2066 20 50 1758 26 330 436 33 98 100 21 71 24 326 32 20 37
leaf_count=33 1508 1662 107 67 277 383 40 82 32 20 56 47 59 2066 20 50 1758 26 330 436 33 98 100 21 71 24 326 32 20 37
internal_value=0 0.00195253 0.00347718 -0.00114058 -0.00278857 0.00307088 0.00503577 0.00822179 0.00356575 -0.000605848 0.0085617 0.00224124 0.0113264 -0.000362112 0.00887792 0.00710841 -0.00122295 0.0119548 -0.00252154 -0.00197917 -0.00278374 0.000246463 0.00310645 -0.00358098 -0.00527594 -0.0165155 -0.00400193 -0.00465396 -0.00383683 -0.00458723
internal_weight=0 4092 2564 5729 1838 2457 795 251 544 1528 114 430 169 3891 129 109 1825 82 1805 1439 1109 231 133 878 442 45 397 366 334 314
internal_count=9821 4092 2564 5729 1838 2457 795 251 544 1528 114 430 169 3891 129 109 1825 82 1805 1439 1109 231 133 878 442 45 397 366 334 314
is_linear=0
shrinkage=0.05


Tree=19
num_leaves=31
num_cat=0
split_feature=6 0 6 9 3 0 8 2 3 6 4 0 8 3 9 4 5 9 1 1 9 1 0 0 3 8 0 2 5 5
split_gain=8.02514 5.4971 3.60239 2.41557 1.66981 2.28062 2.73413 1.66792 2.42338 1.39727 1.48135 1.30275 1.22371 1.58227 1.16228 1.16181 3.07476 1.10108 2.39672 1.46992 1.08842 1.04286 1.04258 1.0396 0.937382 1.28337 1.74889 1.23322 1.02502 0.946843
threshold=0.070462334309778371 0.061309328991890781 -0.016536826020652835 -0.13181401003046453 -0.042356104348647609 -0.039067109062417255 -0.026840984708128245 -0.055724918318447246 0.033363660381659353 0.14041894532415924 0.098965285489235097 0.17088103090381271 0.059586079905303187 0.11867580817287995 0.15607535241786136 -0.059507362930914083 -0.0076022946534077965 0.088135146943964085 0.03482128260081329 0.073298668903733807 0.038687571856153964 0.088384740746108401 0.13478483215775552 0.10352398839101086 -0.044433767280993672 0.013341069169467786 0.012853352974004301 0.015101883521529651 -0.029933821006920835 0.021724941956129288
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 14 3 -1 -5 6 -6 -4 15 10 11 -3 21 -14 17 16 -9 19 -19 -2 24 -12 -15 -10 25 -17 -27 28 -26 -30
right_child=1 9 7 4 5 -7 -8 8 23 -11 12 -13 13 22 -16 20 -18 18 -20 -21 -22 -23 -24 -25 27 26 -28 -29 29 -31
leaf_value=-0.015760311357649593 0.00026881244119198827 0.0057045892001412017 0.0047991296046546623 -0.0051068525263408739 0.0015875638532771232 -0.0020256744429419343 0.022453833790495994 0.0042762855406511917 0.00039753816739452089 0.011255406649698589 0.0043356839339248844 0.015155248852589957 0.0017725182398897485 0.012853837701276053 -0.0081810739989846195 0.0022095112163307415 -0.021602122497006351 -0.00018820517501542659 0.0094245423367657864 -0.0079177735093191783 0.00043840792013840604 -0.0047257721929572765 0.001934741700824816 0.003096674174472373 -0.0065088587321548005 -0.023629914107732478 -0.0032007958030920818 -0.0031473900056050103 0.0018877302283073418 -0.0015666212137702439
leaf_weight=34 776 561 174 413 73 1322 20 22 2660 88 50 39 209 69 39 21 24 178 102 59 709 87 32 412 63 20 22 749 387 407
leaf_count=34 776 561 174 413 73 1322 20 22 2660 88 50 39 209 69 39 21 24 178 102 59 709 87 32 412 63 20 22 749 387 407
internal_value=0 0.00273347 -0.000647145 -0.00255529 -0.00230968 -0.00149327 0.00607493 -2.05192e-05 -0.000173106 0.00520417 0.00469556 0.00631888 0.00251661 0.00425575 0.000303458 -0.00135506 -0.00922549 0.000600227 0.00331358 -0.000309641 -0.00120282 -0.00141867 0.00939432 0.000759532 -0.00190002 -0.00788279 -0.0129289 -0.00166533 -0.000370037 0.000117049
internal_weight=0 2289 7532 1862 1828 1415 93 5670 5496 1135 1047 600 447 310 1154 2424 46 1115 280 835 2378 137 101 3072 1669 63 42 1606 857 794
internal_count=9821 2289 7532 1862 1828 1415 93 5670 5496 1135 1047 600 447 310 1154 2424 46 1115 280 835 2378 137 101 3072 1669 63 42 1606 857 794
is_linear=0
shrinkage=0.05


Tree=20
num_leaves=31
num_cat=0
split_feature=0 6 6 6 4 9 5 9 3 1 2 5 8 1 8 2 3 4 4 1 8 0 5 2 0 5 5 8 0 1
split_gain=7.22541 6.07226 2.64261 1.79482 1.72251 1.88397 1.47174 1.34968 1.26833 1.81106 1.47964 2.43933 1.57553 1.14423 1.32112 0.968394 2.09503 1.02312 0.856996 0.932595 0.836083 0.944105 0.808685 0.803821 1.10098 0.944502 0.75175 1.04554 0.953283 0.829221
threshold=0.05487095616950647 0.063249565798503479 -0.020113007301754086 0.11207228650729013 0.059832618112298085 0.045477625841958476 -0.01098171814838622 -0.0098993545795073284 -0.071388601368256935 0.013276463824505097 0.078839639918581172 0.0096099918388639679 -0.02323495703071991 0.060018320310390318 1.0000000180025095e-35 -0.055724918318447246 -0.037349257604891516 -0.059507362930914083 -0.02519698802410008 0.11576675175527849 -0.0070734954666592373 -0.045228864409711932 -0.054493268548138206 -0.04175332351271447 0.011009668680124518 0.013349654999936523 0.037244347807899071 -0.072936416665545081 -0.027494721749932095 0.060925155848369154
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 6 8 -3 -5 -6 7 13 -1 -10 11 22 -13 -2 18 -4 23 -18 -15 -20 26 -22 -11 -17 25 -25 27 -19 -28 -29
right_child=1 3 15 4 5 -7 -8 -9 9 10 -12 12 -14 14 -16 16 17 20 19 -21 21 -23 -24 24 -26 -27 28 29 -30 -31
leaf_value=-0.0068579323161438617 -0.0013529084040028803 0.0031882362740888524 0.0033410919433115183 0.017558898776769638 -0.0059872328849702051 0.0074385681599696083 0.00069278288406205834 0.00046559839700864721 -0.000474424823480586 -0.0088209036155603836 0.0041820589641141598 -0.02262214619305826 -0.0071432187898816286 -0.012335794584618675 -0.019685216378420592 -0.00090507848602202213 -0.010885754794192811 0.0062782833797271082 -0.00038679030121249313 -0.012669336069375276 -0.0045017866468874783 -4.1435793604160922e-05 -0.0029609966983510675 -0.0082496628720456593 -0.0044729680329891703 -0.022506526795526349 -0.0081350199212985377 -0.0030435581238383021 0.0017438510298443694 -0.012552406609756872
leaf_weight=206 135 1098 146 37 29 264 1997 238 516 72 43 31 35 36 20 45 24 29 68 20 123 3345 323 26 62 21 28 513 191 24
leaf_count=206 135 1098 146 37 29 264 1997 238 516 72 43 31 35 36 20 45 24 29 68 20 123 3345 323 26 62 21 28 513 191 24
internal_value=0 0.00155624 -0.00121777 0.00416002 0.00739343 0.00610973 7.72378e-05 -0.00230041 -0.00327938 -0.00255665 -0.00468845 -0.00551585 -0.0144136 -0.00465994 -0.00776029 -0.000665545 -0.000797562 -0.00059126 -0.00583691 -0.00317828 -0.000533167 -0.000199632 -0.00402913 -0.00652715 -0.00884819 -0.0146198 -0.00200667 -0.00296914 0.000480799 -0.00346853
internal_weight=0 3942 5803 1428 330 293 2514 517 1226 1020 504 461 66 279 144 4577 4431 4277 124 88 4253 3468 395 154 109 47 785 566 219 537
internal_count=9745 3942 5803 1428 330 293 2514 517 1226 1020 504 461 66 279 144 4577 4431 4277 124 88 4253 3468 395 154 109 47 785 566 219 537
is_linear=0
shrinkage=0.05


Tree=21
num_leaves=31
num_cat=0
split_feature=7 0 6 4 9 0 9 0 4 7 7 4 1 9 1 0 7 5 0 3 1 0 3 2 5 3 5 9 1 3
split_gain=7.23218 4.12278 3.75037 1.92873 1.50648 1.3392 1.33807 2.77873 1.28306 1.27666 1.1315 2.27441 1.99228 1.22349 2.38305 1.55986 1.13106 1.24385 1.16522 1.05711 1.34631 1.03382 1.04226 0.97079 0.939697 0.862255 0.847211 1.68329 0.894717 0.832288
threshold=0.034951615985355032 0.031065755252246897 0.11207228650729013 0.012754765848533856 0.036712381261528863 0.065452977170273388 -0.072908444026250643 -0.051560697359154251 0.1170981691335054 0.14889663787134855 -0.10630457134406214 -0.086264326181654957 -0.034372463237320745 -0.0098993545795073284 0.041580092052015211 0.026295848403057442 0.12358299437131019 0.15372594618751043 0.12389903133301396 0.00081105471663859435 0.016990813027810348 0.028452563445577898 -0.055704242101478445 0.036355209078496382 0.025064913211997709 0.026462673615037523 -0.054493268548138206 0.0052428860661002863 -0.018196815434723398 0.0095221013502000389
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 9 19 6 8 -5 7 -1 -4 -2 -8 26 -13 14 -14 -16 18 -18 -6 20 -3 22 -15 29 -24 -17 27 28 -12 -9
right_child=1 2 4 5 16 -7 10 23 -10 -11 11 12 13 21 15 25 17 -19 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.017457769910900176 -0.00042287525106923736 0.0050549214063461741 0.0090882270996059701 -0.0012685656750606239 0.0088830424596069973 0.0010090997436782345 0.0036925450941297888 -0.0033242342441193412 -0.0066308244241072845 -0.010507870114815888 -0.014161634485146535 0.0025470992977875938 -0.0020206066391183111 -0.011573475525330973 -0.021576531248283574 -0.0089672723942867561 0.0037367873373734366 0.014732422496402456 0.018768607785459607 0.002110156811376837 -0.003990389414877075 8.1860024499687427e-05 -0.00131953811806821 -0.013374151943789912 -0.0078296711045463315 -0.001781624008034324 -0.01737201867455786 0.0012595730292242627 -0.0021439118355157829 0.0075712382704729133
leaf_weight=44 1622 56 21 1890 117 980 82 106 34 32 59 228 478 34 20 149 151 31 40 2270 155 573 321 20 67 58 22 43 21 21
leaf_count=44 1622 56 21 1890 117 980 82 106 34 32 59 228 478 34 20 149 151 31 40 2270 155 573 321 20 67 58 22 43 21 21
internal_value=0 0.00137092 0.00251515 -0.00136011 0.00704676 -0.000490826 -0.00242355 -0.00643454 -0.000629005 -0.00061799 -0.00206805 -0.00229592 -0.00184173 -0.00243035 -0.00402388 -0.00824224 0.0082921 0.00560967 0.0114017 0.00179549 -0.00158974 -0.00130126 -0.00317928 -0.00313507 -0.00244371 -0.0069539 -0.00833504 -0.00671867 -0.011007 -0.00152262
internal_weight=0 4529 2875 5216 394 2870 2346 191 55 1654 2155 2073 1928 1700 705 227 339 182 157 2481 211 995 422 147 388 207 145 123 80 127
internal_count=9745 4529 2875 5216 394 2870 2346 191 55 1654 2155 2073 1928 1700 705 227 339 182 157 2481 211 995 422 147 388 207 145 123 80 127
is_linear=0
shrinkage=0.05


Tree=22
num_leaves=31
num_cat=0
split_feature=7 0 6 4 9 0 9 0 4 7 7 4 1 7 5 0 3 1 6 2 0 5 9 1 9 0 3 2 2 3
split_gain=6.52704 3.7208 3.38471 1.74068 1.3596 1.20863 1.20761 2.52022 1.15796 1.15565 1.04914 1.68134 1.92077 1.02078 1.12257 1.05161 0.954042 1.21504 0.931111 1.82714 1.07554 0.914378 1.23305 0.906603 1.71619 0.880399 0.946266 0.935272 0.785461 0.779604
threshold=0.034951615985355032 0.031065755252246897 0.11207228650729013 0.012754765848533856 0.036712381261528863 0.065452977170273388 -0.072908444026250643 -0.074061887594750866 0.1170981691335054 0.15516760128450874 -0.12597464267215944 -0.086264326181654957 -0.061752451493322751 0.12358299437131019 0.15372594618751043 0.12389903133301396 0.00081105471663859435 0.016990813027810348 0.00081843224638062848 -0.050244766878141715 -0.028823925696407165 -0.054493268548138206 0.023315657248444883 0.040154805453497477 -0.0098993545795073284 0.035697625840492492 0.0026269201448829611 0.033986718766069027 0.011550569951071676 0.079659271675445828
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 9 16 6 8 -5 7 -1 -4 -2 -8 21 -13 15 29 -6 17 -3 23 -20 -21 22 -12 -14 25 -25 27 -27 -26 -15
right_child=1 2 4 5 13 -7 10 -9 -10 -11 11 12 18 14 -16 -17 -18 -19 19 20 -22 -23 -24 24 28 26 -28 -29 -30 -31
leaf_value=-0.021263263941121602 -0.00044087144006605441 0.0048021753884053657 0.0086338155104645677 -0.0012051373846072007 0.00843889024877288 0.00095864477042772599 0.0064994009510782134 -0.0039355060437252934 -0.0062992832842556877 -0.012533190427348018 -0.0076411349038876921 0.0058327498207627624 -0.0017901659527972246 0.0097453005325453552 0.013995801460283298 0.017830177457071841 0.0020046489988688873 -0.0037908699308642213 0.012387419414827256 -0.0085265554789572869 -0.00027014970158117756 -0.016503417491912843 0.0050408622168976328 -0.015227462657425993 -0.0090729681597167666 -0.0064900596268734961 -0.0035206508555010833 -0.018502815374477694 -0.00069147480498447315 0.0014665551420658689
leaf_weight=24 1634 56 21 1890 117 980 36 167 34 20 115 81 867 38 31 40 2270 155 27 43 477 22 23 34 32 43 108 26 221 113
leaf_count=24 1634 56 21 1890 117 980 36 167 34 20 115 81 867 38 31 40 2270 155 27 43 477 22 23 34 32 43 108 26 221 113
internal_value=0 0.00130237 0.00238939 -0.0012921 0.00669443 -0.000466285 -0.00230237 -0.00611282 -0.000597555 -0.000587091 -0.00196465 -0.00210844 -0.00170593 0.00787749 0.00532919 0.0108316 0.00170572 -0.00151025 -0.00203108 -0.000294411 -0.000952891 -0.00703666 -0.00552747 -0.0027448 -0.00452858 -0.00785834 -0.0064428 -0.0110166 -0.00175158 0.00354995
internal_weight=0 4529 2875 5216 394 2870 2346 191 55 1654 2155 2119 1959 339 182 157 2481 211 1878 547 520 160 138 1331 464 211 177 69 253 151
internal_count=9745 4529 2875 5216 394 2870 2346 191 55 1654 2155 2119 1959 339 182 157 2481 211 1878 547 520 160 138 1331 464 211 177 69 253 151
is_linear=0
shrinkage=0.05


Tree=23
num_leaves=31
num_cat=0
split_feature=0 6 6 6 5 9 4 9 1 4 3 2 1 0 3 6 2 9 8 5 2 1 0 8 8 8 1 4 5 2
split_gain=5.45514 4.68078 1.96274 1.25005 1.11038 1.10559 1.07117 1.06902 0.981101 1.03039 0.887485 1.09311 1.26163 1.72719 1.31968 0.938315 0.894647 0.885741 0.86594 0.8637 1.27062 1.05459 0.842026 1.48683 0.853542 0.835107 0.82259 0.79808 1.49256 1.09673
threshold=0.05487095616950647 0.063249565798503479 -0.020113007301754086 0.11602937823371785 -0.01098171814838622 -0.0098993545795073284 0.059832618112298085 -0.13181401003046453 0.085737046971994663 0.0047114434997059694 0.043881428738625335 0.072236125205993221 0.049530298087719547 0.035697625840492492 -0.051258056809559256 -0.13128117174548193 0.041399124853138798 0.046925337574611349 -0.017529474592339601 0.11736182742496633 0.064851766678850009 0.054203894197748577 -0.037233220179195926 -0.025974038909894134 -0.03723843269301521 0.087284381831276805 0.052288369914133499 0.040822292461787139 0.095514454556377651 -0.050244766878141715
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 7 19 5 8 -5 -1 18 -10 11 12 14 -14 15 -9 -12 -8 -2 20 21 -3 23 -16 -24 -21 -20 28 29 -4
right_child=1 3 27 6 -6 -7 17 10 9 -11 16 -13 13 -15 22 -17 -18 -19 26 25 -22 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.013756195654753934 -0.00017557048461594278 0.005315423659876136 0.0028059299697793549 0.015198409417644144 0.00058945308930467811 0.00049299884574472395 -0.0038647828137745028 0.0050571448534079229 -0.01611871052112791 -0.0035147599738967771 -0.016528541596961165 0.007492534214751297 -0.016601200106864177 -0.0030911076817310592 0.00022416882518980956 -0.0054387694618174692 -0.0046118552979047918 0.0064162160481197484 -0.0020733747404159571 -0.0059985822271555666 0.0044385315642052883 -0.0016971647972241046 0.00059776857185933141 0.015029171066717854 -0.0032420768681223817 0.0021812213761156921 -0.012592046987265348 6.8971620038235992e-05 -0.014849972821539268 -0.0014418491072816688
leaf_weight=22 139 76 164 32 1997 238 23 23 31 34 21 28 36 69 74 287 63 235 41 50 747 182 273 22 308 83 34 2324 20 2069
leaf_count=22 139 76 164 32 1997 238 23 23 31 34 21 28 36 69 74 287 63 235 41 50 747 182 273 22 308 83 34 2324 20 2069
internal_value=0 0.00135332 -0.00105702 0.00363939 5.47921e-05 -0.00201043 0.0065699 -0.00283375 -0.00414596 -0.00952587 -0.00263417 -0.0022624 -0.00251253 -0.00772314 -0.00195821 -0.00466004 -0.00759103 0.00549969 -0.00251188 0.0028926 0.0033937 0.000368559 -0.000721032 0.00361698 -0.00143781 -0.000893893 -0.00684184 -0.000581106 -0.00125167 -0.00112988
internal_weight=0 3942 5803 1428 2514 517 290 1226 279 65 1204 1120 1092 105 987 310 84 258 214 1138 1005 258 677 96 581 133 75 4577 2253 2233
internal_count=9745 3942 5803 1428 2514 517 290 1226 279 65 1204 1120 1092 105 987 310 84 258 214 1138 1005 258 677 96 581 133 75 4577 2253 2233
is_linear=0
shrinkage=0.05


Tree=24
num_leaves=31
num_cat=0
split_feature=7 0 7 6 5 5 0 1 9 3 5 7 9 7 4 8 7 7 5 0 9 4 8 3 1 5 4 3 4 9
split_gain=5.49533 4.08371 2.09809 1.64615 1.19902 1.17603 1.14376 1.12148 1.04013 1.34174 0.994676 1.2349 0.987306 0.882913 1.46506 0.879263 0.848148 0.820965 1.08146 0.810093 0.794623 0.768328 0.741885 1.00992 0.733944 0.716928 1.36141 1.01405 0.728631 0.698707
threshold=0.060796130668056912 0.03769208690250983 -0.0026303220876089657 0.11602937823371785 0.033014339416409723 0.11462766224524258 0.11023757449450931 0.04278177492149348 0.044366281936523262 0.039566402819731429 0.095514454556377651 0.045701699491236501 -0.13181401003046453 -0.097968504806638476 -0.11000372160181192 0.048855035544800064 0.10061588829132667 0.12358299437131019 0.15372594618751043 0.12389903133301396 0.026171154899983052 0.057720608169273158 0.053538902086846543 0.1171616778145739 0.058041273749286172 0.022376029429804066 -0.0088395096437376783 -0.035748116980665171 0.13067609490402485 0.073942218359979925
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 4 22 12 15 25 16 9 -8 11 -11 -1 -14 -15 -2 -7 19 -19 -5 21 -17 24 -24 -3 -4 -27 -28 -29 -9
right_child=1 3 6 17 -6 7 8 29 -10 10 -12 -13 13 14 -16 20 -18 18 -20 -21 -22 -23 23 -25 -26 26 27 28 -30 -31
leaf_value=-0.010963409918953074 0.0020126422195512485 0.0051389146090329279 0.00058364372138980576 0.0071634903835785611 0.0004269475726149895 -0.00044913472291747373 -0.00039014368338011809 -0.0039955367054790259 -0.001153457245827132 0.0057889796433367099 -0.0032184919015327026 0.016457738533305625 0.001258151508244989 -0.0099785475351382054 -0.0022955258026098688 -0.0097276948347349568 -0.010766957862896548 0.0028330743030420746 0.013026387878363173 0.015859161470890851 8.7679685336395272e-05 -0.0019976001392429002 0.0026645338281402402 0.0077456955624415347 -0.0011895807853207084 -0.0066672337523599788 -0.008983181884589915 -0.00040259150669315374 -0.0066910071630387549 0.007322422951227054
leaf_weight=33 396 59 1231 97 457 28 99 30 136 110 21 36 166 64 2035 42 69 162 31 37 484 137 951 109 205 98 36 2314 47 25
leaf_count=33 396 59 1231 97 457 28 99 30 136 110 21 36 166 64 2035 42 69 162 31 37 484 137 951 109 205 98 36 2314 47 25
internal_value=0 0.00176342 -0.000843536 0.00338099 -0.0019121 -0.00044186 -0.00013038 -0.00455461 0.00240344 0.00422201 0.00695616 0.00841963 -0.00237727 -0.00225217 -0.00252979 0.00014845 -0.00778862 0.00655787 0.00447034 0.00956453 -0.000965004 -0.00381137 0.00259636 0.00318703 0.000224742 -0.000403755 -0.000890925 -0.000654764 -0.000527774 0.00114899
internal_weight=0 2862 6883 1651 2755 1211 4128 152 402 266 167 146 2298 2265 2099 1059 97 327 193 134 663 179 1324 1060 264 3726 2495 2397 2361 55
internal_count=9745 2862 6883 1651 2755 1211 4128 152 402 266 167 146 2298 2265 2099 1059 97 327 193 134 663 179 1324 1060 264 3726 2495 2397 2361 55
is_linear=0
shrinkage=0.05


Tree=25
num_leaves=31
num_cat=0
split_feature=7 0 6 9 5 1 0 9 0 1 5 0 9 3 8 5 5 3 5 8 1 5 6 3 8 7 5 1 1 6
split_gain=6.18212 2.58118 2.21282 1.35276 1.48182 1.30323 1.49767 2.06766 1.13202 1.12879 1.1056 1.10185 1.29998 1.09302 1.06403 1.82748 1.02594 1.27878 0.912864 0.877715 1.09617 0.876165 0.855042 0.836431 2.32596 0.781555 0.746085 0.736379 0.700758 0.662759
threshold=0.024584631969294522 0.072958609028063573 0.063249565798503479 -0.04983077196954154 -0.12322417910013352 0.098368438599294603 0.035697625840492492 -0.13181401003046453 0.11411844462307193 0.038279982337461653 -0.0006655329244078951 -0.03039953296001293 0.038687571856153964 -0.051258056809559256 -0.042236967369783267 -0.042786739411421228 0.003476739550637853 -0.010247823982060476 0.041193984527523757 0.024527020056765242 0.089194535505817782 0.074921342915348646 -0.0045178480474477823 0.12424135739591999 0.068870038303606704 0.065453894688760242 0.024552931969777644 0.029467248645938523 0.083453096334188168 0.10676505613404748
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 11 27 5 -5 6 7 -1 -6 -9 -7 16 13 -13 -8 -16 -2 25 -4 20 22 -19 -15 28 -25 -18 -10 -3 -14 -20
right_child=1 2 18 4 8 10 14 9 26 -11 -12 12 23 19 15 -17 17 21 29 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.019355000452858144 0.0067857638951390985 0.0081372119144846999 -0.0008882771186573907 -0.010644632950425149 -0.0010677177066914351 -0.015117146586999298 0.0027732873245601215 -0.0028443969870633901 -0.00040169071530856727 -0.011654714389005677 -0.0029486614705196449 -0.012026067172409968 0.0016209068295694113 0.011161967360859981 -0.017026128922589125 -0.00091669096122020668 -0.017048354878967914 0.0019598104519727827 0.0035959473065918543 -0.0011368786060503848 -0.0099142620777933014 -0.0050396811628479121 0.0013152696213654779 -0.0035683854564052563 0.018259827627872045 -0.0039013425211305731 0.0054400078554049528 0.00013068878071397281 -0.0031792464583850232 0.006315623851118609
leaf_weight=22 25 30 86 39 3457 40 170 399 105 40 35 20 1533 23 20 147 26 79 693 1033 21 103 532 23 26 20 114 672 80 331
leaf_count=22 25 30 86 39 3457 40 170 399 105 40 35 20 1533 23 20 147 26 79 693 1033 21 103 532 23 26 20 114 672 80 331
internal_value=0 0.00113492 0.00266998 -0.00136593 -0.000949733 -0.00313702 -0.00254477 -0.00439677 -0.000846876 -0.00364716 -0.00943852 0.000350063 0.000594508 -0.00040925 -1.13273e-05 -0.00284596 -0.00282965 -0.00388397 0.00405952 -0.000264852 0.00129904 -0.00200144 0.00172333 0.00157834 0.00801393 -0.0113323 0.00263919 0.000472848 0.00138283 0.00447506
internal_weight=0 5356 1812 4588 3715 873 798 461 3676 439 75 3544 3291 1629 337 167 253 228 1110 1609 576 182 555 1662 49 46 219 702 1613 1024
internal_count=9944 5356 1812 4588 3715 873 798 461 3676 439 75 3544 3291 1629 337 167 253 228 1110 1609 576 182 555 1662 49 46 219 702 1613 1024
is_linear=0
shrinkage=0.05


Tree=26
num_leaves=31
num_cat=0
split_feature=7 2 7 5 6 9 4 5 2 1 6 2 9 7 9 6 1 8 9 3 9 1 1 4 7 1 6 6 3 6
split_gain=5.57936 2.2076 1.46632 2.1458 1.67731 1.40967 1.31914 1.82045 1.61272 1.18971 1.10964 1.25384 1.71836 1.26682 1.35372 1.95474 1.03854 0.980893 0.957465 0.949775 1.25788 2.54906 1.13833 0.945183 0.928504 0.90659 2.05121 1.50406 1.33342 1.11123
threshold=0.024584631969294522 0.080835507690662362 0.091769401471228834 0.086425858699436725 0.07402449018353717 0.046044977384459417 -0.027748303838340403 -0.0019839079739794401 0.0062972638303466074 0.10818219659335734 -0.015734604736975449 -0.068228189330776123 -0.080931164670256475 -0.097968504806638476 0.00059958046512051117 -0.068323718416436405 0.035819780363339972 -0.03723843269301521 0.035369710446952425 -0.0029341799324840009 -0.0037691232778818075 -0.019638185238079458 0.022549716086651784 0.15911187346294106 -0.021409480650266297 0.016343109766760417 0.019180468439525877 0.11012526375210764 0.022543979908115613 0.084103066298871251
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 19 3 4 -3 9 7 10 -9 -6 11 12 -1 -14 15 -15 17 -13 -4 20 21 -2 -22 -20 -18 26 28 -28 -21 -27
right_child=1 2 18 -5 5 -7 -8 8 -10 -11 -12 16 13 14 -16 -17 24 -19 23 25 22 -23 -24 -25 -26 29 27 -29 -30 -31
leaf_value=-0.016595730724576343 -0.022680373291950676 0.0020280986015511629 -0.0050183531595394022 -0.00094540686376502802 0.008227135412591069 0.0041592125770532427 -0.00085605868885991652 -0.017087732354269886 -0.0023595743244239952 0.022107558324933052 0.0015020067326111507 0.0013518547294145084 0.0034319727215915922 -0.020102933867636955 0.00022979584626025624 -0.0015675665475428106 -0.0080603938453110337 -0.0034003204979053958 0.0050622810429213367 0.0020791572040050397 0.0013744186275727413 -0.0022303159560578935 -0.0038616219936700178 0.014731777211461492 0.0014354497591471849 0.00066893397069904981 -0.00085325547419223781 -0.010104773666101578 0.017294169473461806 0.0031348033885716196
leaf_weight=36 20 389 22 432 38 90 3609 41 34 26 158 239 38 33 36 25 106 199 395 36 299 64 159 27 34 2025 673 47 24 590
leaf_count=36 20 389 22 432 38 90 3609 41 34 26 158 239 38 33 36 25 106 199 395 36 299 64 159 27 34 2025 673 47 24 590
internal_value=0 0.00107817 0.00276901 0.00168438 0.00377659 0.00819323 -0.00129763 -0.00292545 -0.010411 0.0138661 -0.00230442 -0.00311061 -0.00691277 -0.00427196 -0.00738631 -0.0121136 -0.00200548 -0.000807239 0.0051508 0.000468752 -0.0014749 -0.00709938 -0.000443333 0.00568095 -0.00575426 0.000779049 -0.000716994 -0.00145717 0.00816516 0.00122529
internal_weight=0 5356 1419 975 543 154 4588 979 75 64 904 746 168 132 94 58 578 438 444 3937 542 84 458 422 140 3395 780 720 60 2615
internal_count=9944 5356 1419 975 543 154 4588 979 75 64 904 746 168 132 94 58 578 438 444 3937 542 84 458 422 140 3395 780 720 60 2615
is_linear=0
shrinkage=0.05


Tree=27
num_leaves=31
num_cat=0
split_feature=7 2 7 5 9 4 5 9 1 9 1 5 9 6 3 9 1 1 1 6 6 3 6 2 8 8 1 3 3 9
split_gain=5.03538 1.99236 1.34193 2.45372 1.21065 2.17773 1.70122 1.24779 1.18196 1.17707 1.10636 0.99315 0.860021 1.29006 0.857172 1.13523 2.30052 1.02734 0.818197 1.85122 1.35742 1.20341 1.00961 0.765749 0.763399 0.756049 0.731997 0.720703 0.720693 1.64881
threshold=0.024584631969294522 0.080835507690662362 0.079204235857988289 0.11081407772347913 -0.04983077196954154 -0.092191216290091985 -0.059187662348483279 0.0052428860661002863 0.098368438599294603 0.037312419748930951 -0.091687693678524654 -0.0006655329244078951 0.046044977384459417 0.087035876911313523 -0.0029341799324840009 -0.0037691232778818075 -0.019638185238079458 0.022549716086651784 0.016343109766760417 0.019180468439525877 0.11012526375210764 0.022543979908115613 0.078046764381610317 0.014507990881625844 -0.051698817679433691 0.13062468597170176 0.052288369914133499 0.12845206784135735 0.017856455631856057 -0.13181401003046453
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 14 3 12 8 6 7 24 28 -4 -7 -10 13 -3 15 16 -2 -17 19 21 23 -16 -20 -21 -6 26 -11 -24 29 -1
right_child=1 2 9 -5 5 10 -8 -9 11 25 -12 -13 -14 -15 18 17 -18 -19 22 20 -22 -23 27 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.016484306803297089 -0.021546354664642425 0.0030223373515578843 -0.0042982983622803462 -0.0048858799102682888 -0.0038559435627815368 0.010565081557830458 -0.020307451859116556 0.0029842645834599227 -0.014291470045573081 -0.0010745085352523761 -0.0006820554805883471 -0.0027584255031043933 0.00094873096024706595 0.011584134383417034 0.0019751994081565901 0.0013056976886164013 -0.0021188001001974043 -0.0036685408731489061 0.00056424055424500171 0.00070651882916897973 -0.0095995350106758016 0.016429461022683733 0.003157348949191523 -0.0026855611287435847 -0.014428930067186874 0.0017336223077191707 0.0066840500105323193 -0.0038343687064181539 -0.00017656604462738319 -0.0028019590138492912
leaf_weight=23 20 259 36 133 38 22 21 35 40 33 3568 35 387 53 36 299 64 159 1905 372 47 24 671 301 31 132 386 39 259 516
leaf_count=23 20 259 36 133 38 22 21 35 40 33 3568 35 387 53 36 299 64 159 1905 372 47 24 671 301 31 132 386 39 259 516
internal_value=0 0.00102427 0.00263056 0.00133904 -0.00123275 -0.000839023 -0.00732664 -0.00470551 -0.00290823 0.00446113 -0.000613132 -0.00890938 0.00252347 0.00447675 0.000445314 -0.00140115 -0.00674441 -0.000421167 0.000740096 -0.000681145 -0.00138432 0.0077569 0.00116402 -0.000810593 -0.00860613 0.00503343 0.00607299 0.0027733 -0.00234421 -0.00338581
internal_weight=0 5356 1419 832 4588 3715 125 104 873 587 3590 75 699 312 3937 542 84 458 3395 780 720 60 2615 673 69 551 419 710 798 539
internal_count=9944 5356 1419 832 4588 3715 125 104 873 587 3590 75 699 312 3937 542 84 458 3395 780 720 60 2615 673 69 551 419 710 798 539
is_linear=0
shrinkage=0.05


Tree=28
num_leaves=31
num_cat=0
split_feature=7 0 7 9 5 1 0 9 0 2 1 8 2 8 5 0 5 0 9 1 7 3 5 5 9 9 3 8 6 3
split_gain=4.54443 2.01407 1.66629 1.09261 1.17513 1.06672 1.33535 1.69148 1.00937 0.992955 1.21605 0.944179 1.07705 0.939829 0.896318 0.839499 0.866524 0.826439 0.818444 0.804916 0.782294 0.695015 0.687973 0.672709 0.645497 0.643406 1.15034 0.780379 1.13406 0.733454
threshold=0.024584631969294522 0.058294860070229007 0.064790285587272692 -0.04983077196954154 -0.12322417910013352 0.098368438599294603 0.057897723110016848 -0.13181401003046453 0.11411844462307193 0.064851766678850009 0.059609017377641793 -0.042236967369783267 0.005559113616418517 -0.057142045858595947 -0.0006655329244078951 -0.04780513456464807 0.017985316521868407 0.15587228354743621 0.022705863425222777 0.013276463824505097 -0.021409480650266297 0.078972470591371594 -0.032086394456845684 0.021724941956129288 0.13104130433769015 0.038687571856153964 -0.051258056809559256 0.024527020056765242 0.002007107061026206 0.028087965952790377
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 15 17 5 -5 6 7 -1 -6 21 -11 12 -8 -9 -7 16 -2 -3 -12 -15 -21 -4 -13 -10 -20 26 -17 28 -28 -29
right_child=1 2 9 4 8 14 11 13 23 10 18 22 -14 19 -16 25 -18 -19 24 20 -22 -23 -24 -25 -26 -27 27 29 -30 -31
leaf_value=-0.016765252911769179 0.0043316511476101972 0.00042679458104803589 0.0023540811097554036 -0.0094306142654460995 -0.00091401141152503492 -0.0135768965735042 0.01491163622565745 -0.0011660829427656775 -0.00040897319227627642 0.014729286033091033 -0.0034268063926396683 -0.010208957298600581 0.0020219516905572292 -0.0023663934374936564 -0.0026205042337616243 -0.012339263498924995 -0.0063736516698472872 0.010008810962671819 0.0050035535687439035 -0.014241093155106757 -0.0054991946853024058 -0.002753066519782057 -9.0811109125968958e-05 0.0051501206309787174 0.0014466635418193619 0.0010538246730166865 0.009701442586358737 -0.0030738774186880691 0.00063036965275278128 -0.00013741924184455819
leaf_weight=23 24 1041 308 39 3457 40 21 321 101 27 36 20 71 117 35 20 89 23 629 37 83 85 105 118 160 1425 37 321 501 630
leaf_count=23 24 1041 308 39 3457 40 21 321 101 27 36 20 71 117 35 20 89 23 629 37 83 85 105 118 160 1425 37 321 501 630
internal_value=0 0.000973052 0.00208686 -0.00117111 -0.000797072 -0.00276282 -0.002227 -0.003477 -0.000705476 0.00332857 0.00428759 0.00111976 0.00496416 -0.00292927 -0.00846391 0.000129012 -0.00409996 0.000633925 0.00394586 -0.00531739 -0.00819461 0.00124948 -0.00170971 0.00258634 0.00428226 0.000291886 -0.000427638 -0.000267643 0.00125422 -0.00112859
internal_weight=0 5356 2309 4588 3715 873 798 581 3676 1245 852 217 92 558 75 3047 113 1064 825 237 120 393 125 219 789 2934 1509 1489 538 951
internal_count=9944 5356 2309 4588 3715 873 798 581 3676 1245 852 217 92 558 75 3047 113 1064 825 237 120 393 125 219 789 2934 1509 1489 538 951
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
Column_9=110
Column_0=108
Column_3=107
Column_6=93
Column_4=92
Column_7=86
Column_1=85
Column_5=83
Column_2=56
Column_8=50

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[linear_tree: 0]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.05]
[num_leaves: 31]
[num_threads: 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]
[feature_fraction: 0.9]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 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: 0]
[saved_feature_importance_type: 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: ]
[objective_seed: 5]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null