| tree |
| version=v4 |
| num_class=1 |
| num_tree_per_iteration=1 |
| label_index=0 |
| max_feature_idx=36 |
| objective=lambdarank |
| feature_names=qdrant_cosine_score candidate_position candidate_citation_count candidate_log_citations candidate_influential_citations candidate_age_days candidate_recency_score query_citation_count query_age_days year_diff same_primary_category co_citation_count shared_author_count candidate_is_newer query_log_citations citation_count_ratio age_ratio candidate_citations_per_year query_num_references candidate_num_cited_by ewma_longterm_similarity ewma_shortterm_similarity ewma_negative_similarity cluster_importance cluster_distance_to_medoid is_suppressed_category onboarding_category_match user_total_saves user_total_dismissals user_days_since_last_save user_session_save_count cosine_x_recency cosine_x_citations category_x_recency cosine_x_cocitation position_inverse citations_x_recency |
| feature_infos=[0.685882568359375:0.98807525634765625] [0:49] [0:214251] [0:12.274908065795898] [0:31154] [332:6914] [9.8758823696698528e-07:0.51478803157806396] [0:4784] [1216:6439] [0:15] [0:1] [0:40] none [0:1] [0:8.473240852355957] [0:71417] [0.056677017360925674:5.6579380035400391] [0:57570.15625] [15:280] [0:2250] [0.68568074703216553:0.98816347122192383] [0.47073119878768921:0.94876176118850708] [0.59786564111709595:0.96764945983886719] [0.3333333432674408:0.875] [0.45123237371444702:0.93350982666015625] [0:1] [0:1] [15:280] none [0.10023464262485504:6.9995384216308594] [0:10] [6.9365205490612425e-07:0.46556985378265381] [0:11.937861442565918] [0:0.51478803157806396] [0:3.6485493183135986] [0.019999999552965164:1] [0:2.9371559619903564] |
| tree_sizes=6810 6788 6796 6826 6800 6825 6831 6795 6818 6828 6821 6847 6811 6823 6798 6824 6831 6832 6830 6799 6802 6823 6805 6859 6843 6827 6845 6817 6845 6836 6853 6841 6854 6849 6853 6854 6830 6872 6859 6878 6875 6856 6857 6868 6868 6885 6876 6856 6877 6905 6899 6890 |
|
|
| Tree=0 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=1 16 16 24 1 1 21 22 1 22 24 34 22 1 24 22 21 21 22 36 24 32 22 35 1 24 19 19 22 19 19 24 19 22 22 24 1 15 24 18 24 2 21 32 16 32 21 5 17 2 24 5 23 23 21 19 8 18 36 22 18 8 |
| split_gain=2475.91 243.919 135.505 119.126 62.8127 42.5841 29.0948 27.4189 19.427 23.8181 12.8681 9.85318 7.98437 9.8614 6.93579 13.9862 6.7572 6.48485 6.03226 4.27186 3.90157 3.76114 3.70512 3.68933 3.57534 4.50161 3.77872 3.01536 3.02036 2.83498 2.79867 2.65783 2.61859 2.58386 2.56013 2.20762 2.02046 1.98419 4.26324 1.54057 1.57098 1.382 1.26633 2.10235 1.25922 1.12606 0.955985 0.900787 1.15664 0.888531 0.870204 0.819731 0.808086 1.31036 0.808024 0.687316 0.713687 0.629241 0.628493 0.540196 0.499838 1.0681 |
| threshold=2.5000000000000004 0.86658689379692089 0.49539338052272802 0.84782391786575328 9.5000000000000018 1.0000000180025095e-35 0.84602355957031261 0.8569660782814027 1.0000000180025095e-35 0.89869150519371044 0.85762363672256481 0.4972833395004273 0.84954637289047252 10.500000000000002 0.81340792775154125 0.78609591722488414 0.78867465257644664 0.71642410755157482 0.79587987065315258 0.85449612140655529 0.87307953834533703 6.7669498920440683 0.82703113555908214 0.064583335071802153 1.5000000000000002 0.85448452830314647 2.5000000000000004 2.5000000000000004 0.83154922723770153 1.5000000000000002 3.5000000000000004 0.87307953834533703 1.5000000000000002 0.81462454795837413 0.8760085701942445 0.82607859373092662 17.500000000000004 0.95932158827781688 0.83791020512580883 25.500000000000004 0.7203010916709901 965.50000000000011 0.7991066873073579 5.3892621994018564 1.5400897264480593 3.3822883367538457 0.74447181820869457 4567.5000000000009 46.924367904663093 1532.0000000000002 0.85914620757102977 3501.5000000000005 0.5416666865348817 0.60555556416511547 0.76804751157760631 2.5000000000000004 2573.0000000000005 27.500000000000004 0.016815584152936939 0.80093383789062511 48.500000000000007 2405.5000000000005 |
| 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 2 2 2 2 2 2 2 2 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 19 5 4 7 -1 11 17 -4 24 -11 14 23 31 16 46 21 22 -18 37 -15 36 -3 32 -10 26 -26 28 -19 -9 -13 -14 -5 35 44 57 39 51 -39 55 -41 60 43 -29 -31 -24 -16 48 -20 -43 -34 -2 -35 58 -36 -6 -57 -17 -54 -32 -38 -62 |
| right_child=1 3 8 12 6 -7 -8 29 9 10 -12 30 13 20 15 33 18 27 47 -21 -22 -23 45 -25 25 -27 -28 42 -30 34 59 -33 50 52 54 -37 41 38 -40 40 -42 49 -44 -45 -46 -47 -48 -49 -50 -51 -52 -53 53 -55 -56 56 -58 -59 -60 -61 61 -63 |
| leaf_value=0.10000000000000001 -0.099973282766973454 0.029536896893069271 0.10000000000000001 0.0057477111866914704 -0.09333399490795026 -0.10000000000000001 0.082385024583075603 -0.093228549971986083 0.092512927565450986 -0.10000000000000001 0.053060021261668588 -0.051830014198062963 0.024665790094530172 -0.070875451943820819 0.065661115575463738 -0.085659678393844418 0.019646899401082399 0.051744611907450347 -0.090492443624563365 -0.021546460054699016 0.029835298201463956 0.00091488730936425695 -0.012102138890481645 0.094772711264069692 0.0023989577814396163 0.095280948461108406 0.066297057935587031 0.036483928063964215 -0.018902562146373064 0.010335421245795277 0.044462429383956815 0.083215663496387149 0.039816649737607984 -0.08919860457451062 -0.099999999999999922 -0.0011625993027175345 -0.088849398803442559 -0.091389902120712199 -0.008252099132469529 -0.021908329809812763 -0.06687117094334688 -0.033869053798529856 0.093607409403422256 0.087393181260607022 -0.043392394496328958 -0.070151389920682955 0.015631816759532135 -0.026951228230024257 -0.035400789959306837 -0.082409279868961488 0.08051905861332205 -0.065925117233101085 -0.017212211636016984 -0.085804368566983424 -0.045213259855045609 -0.084379619892541363 -0.034905366711307978 -0.0392457688784216 -0.063375585128371367 0.0043617711279185676 -0.08644456143986276 -0.042058482502387494 |
| leaf_weight=3.4282189011573783 319.64659873768687 4.5713057965040234 355.40316486358643 2.255509636364879 4.9469916727393892 11.900502387434242 3.3469428550451985 3.547183617949484 20.284975402057171 3.111326288431882 2.4580693710595369 1.6813630154356349 3.314701456576584 2.7431848347187042 2.0316426502540739 1.6020352952182322 3.2451633457094413 4.3887459486722973 3.3947427049279213 1.7888805512338866 1.4807925475761292 1.4016024023294438 1.7583536412566902 12.233975056558846 4.0090758707374317 5.7727734223008147 5.4712768141180277 4.7081105355173332 2.3087864443659782 2.3312409594655037 1.9257058436051013 4.667742658406496 1.8626854559406636 6.0003490149974805 1.5615882780402901 2.582207459025085 56.336723273154348 10.910170532763003 1.7958041494712222 2.9670563060790283 5.6269740033894777 2.0470646657049651 3.6986980196088544 3.5623075123876333 2.0491126831620932 1.5916453246027229 1.8016235306859014 1.2275768201798198 1.3244176460430024 1.7476659407839177 4.4512379756197333 1.7775922007858742 1.5316320117563011 3.1470829583704472 1.1827095523476598 1.6786673516035082 1.2884063962846992 1.3418802502565084 1.4216683525592086 1.4893480679020283 5.0903043933212748 1.8472195724025366 |
| leaf_count=4 12990 97 414 77 201 427 83 148 91 112 23 67 68 109 51 66 93 79 140 55 49 39 50 156 85 34 61 93 68 58 58 60 58 250 68 89 2186 441 54 95 218 64 36 34 65 62 54 45 45 66 112 66 54 129 41 65 44 49 55 51 197 73 |
| internal_value=-0.00137818 -0.0728125 0.0905969 -0.0282285 -0.0459355 -0.0552706 -0.0630322 0.0109958 0.096236 0.0636939 -0.0324465 -0.0670636 0.0583139 0.0262112 -0.0700624 -0.0444103 -0.0759082 0.0381697 -0.0351844 -0.0986063 -0.0355695 -0.0803131 0.000263368 0.0771502 0.0787607 0.0604717 0.0392757 0.0542555 0.027391 -0.0567056 0.000975722 0.0589029 0.0519917 -0.0632338 -0.0385218 -0.034906 -0.0816753 -0.0990189 -0.0796396 -0.0660055 -0.0513479 -0.0855322 0.0692881 0.058412 -0.0147982 -0.0396824 0.0421475 -0.0651061 -0.0750311 -0.0562243 0.0685113 -0.099785 -0.0761704 -0.0633559 -0.0763886 -0.0819225 -0.0628962 -0.0645035 -0.0394345 0.026974 -0.0872899 -0.0746261 |
| internal_weight=942.102 530.263 411.839 194.344 161.334 15.3287 124.074 37.2598 396.511 41.1075 5.5694 120.727 33.0098 12.2064 115.631 21.4601 94.1706 26.588 9.1919 335.919 4.22398 84.9787 7.9213 20.8034 35.5381 15.2531 9.48035 18.6666 6.69753 10.6718 5.09642 7.98244 8.56943 17.6269 7.12465 5.52612 83.5771 334.13 12.706 16.5081 8.59403 67.069 11.9691 8.27042 4.38035 3.35 3.83327 5.94674 4.71916 3.79473 6.31392 321.424 12.1007 6.10038 2.7443 7.91407 2.96707 2.94392 2.9533 3.41505 63.2742 6.93752 |
| internal_count=21072 19821 1251 6215 5526 431 4627 899 820 406 135 4544 689 286 4368 797 3571 519 323 13606 158 3248 209 403 271 180 146 310 147 380 176 128 247 692 232 204 3209 13551 495 623 313 2586 163 127 123 112 105 230 185 130 170 13056 488 238 109 310 109 115 109 109 2456 270 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=1 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=16 1 1 2 21 22 1 17 22 21 16 32 21 22 0 7 31 34 8 5 22 22 1 18 0 21 5 0 22 22 1 20 7 4 16 21 22 16 5 0 32 22 5 8 30 7 1 8 35 23 7 30 8 0 0 8 30 0 32 21 23 21 |
| split_gain=2793.33 525.617 140.05 83.918 57.3304 53.1737 56.3506 39.8729 35.6119 17.4925 19.1931 15.7979 14.0133 13.6674 18.1983 16.862 12.6774 11.5747 12.8636 11.0291 12.7149 11.0019 9.96841 10.0791 9.53074 9.24772 9.04424 8.63752 7.77916 7.64171 11.5478 7.07732 10.4594 6.61888 6.60498 6.13331 8.51077 5.89768 5.84694 5.44376 5.31499 5.17485 6.52286 6.07414 8.08176 5.07475 4.95423 4.94457 4.78883 4.75547 6.50755 5.01589 4.43115 4.39299 4.25006 6.4033 4.29628 4.15124 4.1215 3.94133 3.91004 3.61725 |
| threshold=0.84470966458320629 1.0000000180025095e-35 1.0000000180025095e-35 350.50000000000006 0.8524690866470338 0.87029227614402782 12.500000000000002 3.3107869625091557 0.80938768386840831 0.79813361167907726 2.0255172252655034 5.6546006202697763 0.82214829325675975 0.83572497963905346 0.82183456420898449 17.500000000000004 0.00023538211098639297 0.57602205872535717 2351.5000000000005 3960.5000000000005 0.77872800827026378 0.79587987065315258 28.500000000000004 21.500000000000004 0.86645126342773449 0.68013435602188121 4625.5000000000009 0.80132675170898449 0.81030502915382396 0.85824850201606762 17.500000000000004 0.82531055808067333 24.500000000000004 2168.5000000000005 1.0748686194419863 0.80271485447883617 0.85621583461761486 1.3952109813690188 4453.0000000000009 0.82822799682617199 3.8452628850936894 0.75334143638610851 4033.5000000000005 1773.0000000000002 7.5000000000000009 18.500000000000004 39.500000000000007 3869.0000000000005 0.030776515603065494 0.47213622927665716 27.500000000000004 6.5000000000000009 2172.0000000000005 0.78453636169433605 0.79790115356445324 2639.5000000000005 7.5000000000000009 0.84700393676757824 6.0132622718811044 0.75683382153511058 0.59411767125129711 0.72873443365097057 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=2 -2 -1 4 5 6 13 -4 9 10 19 16 17 27 15 52 -5 18 21 20 25 -9 23 26 -7 -8 -10 28 61 30 -18 32 54 35 -22 36 39 48 -21 58 -17 42 -12 -43 -45 -39 47 -40 -27 50 -36 -51 -15 -30 -25 56 -56 -16 -13 -24 -34 -3 |
| right_child=1 3 7 11 -6 24 8 12 22 -11 41 33 -14 14 57 40 29 -19 -20 38 34 -23 59 31 -26 37 -28 -29 53 -31 -32 -33 60 -35 49 -37 -38 45 46 -41 -42 43 -44 44 -46 -47 -48 -49 -50 51 -52 -53 -54 -55 55 -57 -58 -59 -60 -61 -62 -63 |
| leaf_value=0.091985223331638125 0.091793947997428904 0.02499005053380942 -0.092496655056672913 0.057793696731880576 0.081697577691945411 -0.064731079626315302 -0.050781759659109228 0.030829817497553605 -0.082815726278897717 0.054680234901188611 0.053413186905180127 0.064776164119920487 0.049786014402574075 -0.011797695346080527 0.032406843418929319 -0.091351860873848834 0.052057968675946267 0.050206557488609277 -0.08201575245626791 0.046825875004487191 -0.06562515091350335 -0.060265841529924438 -0.063788063530457545 0.036480750295710948 0.015027753286184954 0.015222353803752933 0.01286301978031376 0.065133438240208022 -0.036229429535346414 -0.027362579973662732 0.0024390786789921914 0.031844336840808105 -0.069081845896237004 0.091315916932299457 0.038402363891703234 0.077609006861985824 0.0020382874273513134 0.028370700551996194 -0.019541522276528719 0.085518094146568746 -0.020679705261610531 -0.078992706683558955 -0.040037600509912008 -0.057978221788736989 0.029417007337084935 -0.050473196852284907 -0.03323928200835715 0.040243995330741245 0.065926990714612943 -0.014193145223255672 -0.034921575114169344 -0.086277407619122379 0.050952372855308972 0.027182326153054027 -0.074728679525467051 0.039397690268584168 0.0065206608554620182 0.07775922126186896 0.027423201255689866 -0.032012841405119626 -0.014327218135455816 0.066452286357288545 |
| leaf_weight=10.883365869522093 421.32167398929596 9.4018313903361577 561.8091706763953 32.617780957370996 24.542316889390349 31.491063338704407 3.9019735753536215 5.9430267959833127 8.7214168012142164 18.89771337248385 3.3230544533580568 13.852373933419587 3.7864157650619736 4.8122046813368815 19.772223783656958 6.3407484460622054 22.359585599973798 2.6272922046482554 22.091369796544313 25.848600810393691 7.1148159205913535 7.4938264526426792 20.397529954090714 7.9763954840600517 4.2511153556406489 7.5764556005597177 3.4457493145018807 41.355902966111898 5.3205102905631048 7.8131244014948598 24.655895259231329 10.354305652901528 8.6549052204936725 16.741591013967991 7.9006890784949082 23.36882907897234 8.8305775932967645 5.0466815605759603 4.729729335755116 11.396639714017509 4.5834966450929642 8.677931126207115 4.2624441236257553 6.6233801059424859 4.4042709534987807 3.426609680056572 4.7776257526129475 12.866450790315865 12.083326758816836 9.2330190408974868 4.904361555352807 3.2672565318644038 6.7732347100973129 5.6122462823987007 3.9595328662544471 3.869257228448987 2.7619286514818668 6.7744154781103125 15.817373864352701 18.711235479451716 5.2311213575303546 11.941730866208671 |
| leaf_count=14 404 82 13223 217 121 511 85 60 218 127 25 67 31 73 168 127 141 24 504 221 154 158 449 76 34 94 40 218 70 106 322 107 191 38 78 95 100 55 81 42 57 204 81 140 51 69 87 131 79 146 88 76 53 52 88 38 38 38 137 331 77 60 |
| internal_value=-0.00135554 0.0487953 -0.0857814 0.0192601 0.00746033 0.00303145 0.00857646 -0.0889858 -0.00491067 0.00952681 0.00343047 0.0482466 -0.0419585 0.0363832 0.0159377 -0.0171342 0.0331111 -0.0510629 -0.0585518 0.0125426 -0.000988036 -0.0199749 -0.0292894 -0.0155621 -0.0552447 0.0213524 -0.0557194 0.0500047 0.03062 0.0184273 0.0260368 -0.00414822 -0.0156318 0.0629514 -0.0230631 0.05647 0.0465697 0.0313572 0.0306279 0.0561453 -0.0616999 -0.0341909 0.000901311 -0.0476994 -0.0230739 -0.00351387 0.0119142 0.0241741 0.0463865 -0.0110964 0.0103191 -0.0330342 0.0248881 -0.00367749 0.00891596 -0.0118445 -0.0413424 0.0439803 0.0448628 -0.0485855 -0.0484548 0.0481882 |
| internal_weight=1649.33 1034.7 614.634 613.377 435.923 411.38 375.638 603.751 252.95 158.866 139.969 177.454 41.9419 122.689 49.0563 22.5097 87.4464 38.1555 35.5282 112.678 64.4552 13.4369 94.0834 54.9746 35.7422 32.035 12.1672 73.6322 32.2763 54.8286 47.0155 42.8074 32.4531 90.0074 32.4201 73.2658 49.897 28.1331 48.2224 41.0664 10.9242 27.2911 7.5855 19.7056 11.0277 8.47329 22.3738 17.5962 19.6598 25.3053 12.8051 12.5003 11.5854 10.9328 18.5671 10.5907 6.72146 26.5466 29.6697 39.1088 13.886 21.3436 |
| internal_count=21072 7058 14014 6654 5389 5268 4723 14000 3725 2072 1945 1265 777 998 516 310 786 746 722 1444 924 218 1653 873 545 382 258 482 264 569 463 615 508 479 542 441 346 297 520 246 184 501 106 395 191 124 299 212 173 388 166 222 126 122 240 164 126 206 204 780 268 142 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=2 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=16 1 24 1 21 32 15 34 22 24 24 24 1 22 22 21 32 0 4 22 17 0 24 0 24 0 21 21 27 6 22 16 29 8 24 29 15 30 24 36 16 0 5 0 22 22 16 22 1 22 21 6 0 1 27 24 1 8 17 24 34 0 |
| split_gain=2061.53 481.185 189.008 120.309 89.601 46.1815 39.6419 25.422 25.3765 34.7774 22.8931 19.7838 24.9693 22.494 17.5688 17.1791 14.5206 11.9242 11.5793 9.90052 9.56441 9.28682 8.99646 8.8702 8.68867 8.46456 8.42296 8.2513 7.22028 7.01556 6.52367 10.5402 10.0293 6.92013 6.28544 5.72622 6.49916 6.13367 5.53136 5.42958 6.9008 7.18866 4.95231 4.89923 18.294 17.9373 4.77015 4.73383 4.70166 4.81807 4.37124 4.23893 4.04711 4.10072 4.04273 4.16816 3.95744 3.48786 3.47678 3.78584 3.45998 3.42141 |
| threshold=0.88384184241294872 1.5000000000000002 0.83339053392410289 1.0000000180025095e-35 0.82214829325675975 5.3892621994018564 0.62605932354927074 0.50778192281723034 0.83336764574050914 0.85762363672256481 0.86530745029449474 0.81542891263961803 17.500000000000004 0.80537432432174694 0.83154922723770153 0.7830653488636018 4.7133975028991708 0.84426498413085949 253.50000000000003 0.79731792211532604 2736.1069335937505 0.76543045043945324 0.66651806235313427 0.82078170776367199 0.77621090412139904 0.82822799682617199 0.77528545260429393 0.8524690866470338 21.500000000000004 0.10320938378572465 0.80805623531341564 1.5076126456260683 1.8204053044319155 1747.5000000000002 0.87307953834533703 5.520240545272828 43.612499237060554 4.5000000000000009 0.75469526648521434 0.01463497616350651 1.7761573195457461 0.80940628051757824 3652.5000000000005 0.91664123535156261 0.87695172429084789 0.89649876952171337 1.2253155708312991 0.78844961524009716 5.5000000000000009 0.84954637289047252 0.74728313088417064 1.7859061699709858e-05 0.8028545379638673 7.5000000000000009 27.500000000000004 0.84782391786575328 11.500000000000002 1713.5000000000002 14.945307254791262 0.77676108479499828 0.55016890168190014 0.86645126342773449 |
| 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 2 2 2 2 2 2 2 2 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 43 4 -1 5 7 60 11 54 16 18 12 14 -13 21 30 -10 39 19 29 25 -3 -23 26 -17 35 51 -6 -15 50 31 32 42 -34 48 36 38 -38 -7 58 41 -41 -14 44 -2 -46 -26 -9 -11 -50 -8 -24 -30 -54 -4 -56 -49 -55 59 -16 -5 -47 |
| right_child=1 2 8 6 27 20 10 47 9 34 -12 13 15 28 17 24 -18 -19 -20 -21 -22 22 23 -25 46 -27 -28 -29 52 -31 -32 -33 33 -35 -36 -37 37 -39 -40 40 -42 -43 -44 -45 45 61 -48 56 49 -51 -52 -53 53 57 55 -57 -58 -59 -60 -61 -62 -63 |
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| leaf_count=16 83 131 266 13392 115 38 124 52 243 40 29 133 99 109 214 99 83 50 15 467 17 52 56 37 39 76 42 78 68 25 931 784 82 460 155 73 54 77 76 64 29 130 45 374 25 71 103 34 34 88 57 250 42 79 89 131 70 75 118 122 29 33 |
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| internal_weight=1520.34 973.449 558.014 546.892 384.844 345.851 535.975 294.021 173.17 71.5033 37.3719 276.388 235.996 40.3919 100.654 135.343 22.9532 44.5057 32.4364 29.9951 51.8297 56.1479 48.0466 37.6284 19.2365 44.5798 31.3255 38.9931 22.9187 11.7783 116.106 76.8116 41.3203 29.3499 48.5501 31.7238 21.7614 9.05532 12.7061 39.0968 14.8369 11.1491 11.9703 415.435 58.9438 13.9364 8.81892 17.6329 19.9215 11.5943 8.60882 24.8026 18.1218 11.9412 101.667 35.164 8.56726 7.89936 24.2599 17.9693 498.603 5.41923 |
| internal_count=21072 6918 6332 14154 5203 5010 14138 4599 1129 643 717 4443 3937 506 1295 2642 326 727 688 673 411 568 437 385 241 394 348 193 373 206 2401 1470 686 542 317 318 245 131 114 677 223 194 144 586 212 129 142 156 162 122 181 306 264 196 486 220 104 154 454 336 13421 104 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=3 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 35 24 21 19 19 22 24 35 16 22 22 16 22 33 24 21 24 35 22 19 0 22 18 16 22 35 19 20 22 22 5 19 24 35 22 22 7 15 24 25 21 21 32 5 18 3 15 33 24 24 3 33 24 22 24 0 0 8 32 5 21 |
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| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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| internal_weight=1445.35 975.724 571.013 397.378 357.189 181.179 173.635 47.9709 143.122 176.01 76.8324 66.2892 137.904 69.9786 26.9274 125.664 40.1885 35.4333 67.577 42.4396 26.2647 59.2242 47.5663 12.5377 33.5374 26.2685 45.3266 17.9351 404.711 49.5608 12.194 49.905 12.29 67.9253 59.2551 24.2763 8.67017 37.615 18.3156 10.3425 29.523 24.9569 38.1062 38.0576 14.1388 30.8678 26.949 10.0723 24.652 13.5765 11.6262 10.9132 7.06497 10.5657 33.1521 6.6074 13.9338 29.8932 23.2699 13.3307 18.7212 14.4588 |
| internal_count=21072 7724 7109 5896 5696 2311 1213 492 2041 3385 1325 716 2442 1107 342 721 200 254 474 352 280 580 511 238 417 213 820 131 615 216 139 983 194 1335 1218 393 117 789 335 115 345 319 943 270 206 638 578 180 287 270 118 105 136 176 852 139 278 249 217 201 190 182 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=4 |
| num_leaves=63 |
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| split_feature=19 35 24 21 19 19 22 24 16 35 22 32 22 33 22 24 16 21 21 20 24 7 24 7 33 2 22 19 4 20 22 0 0 22 6 24 35 4 18 18 8 16 4 18 21 35 20 19 29 35 2 8 4 22 21 7 17 21 35 5 7 32 |
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| leaf_count=13348 70 77 53 83 111 247 262 128 42 63 104 90 62 16 44 46 318 55 69 70 135 796 168 106 72 121 48 48 134 399 95 44 50 99 483 176 40 132 139 358 82 77 23 59 33 73 63 46 29 70 98 114 81 574 30 269 62 46 49 34 64 95 |
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| internal_weight=1388.33 939.423 554.484 386.163 347.785 176.961 168.321 70.5834 170.825 139.072 81.0581 21.5752 58.0141 134.672 122.095 73.2334 67.6903 51.7938 38.3777 48.8617 12.6081 36.2536 49.0083 53.0505 28.0076 10.0789 12.5768 16.4809 45.5989 384.939 46.4948 10.968 47.9352 38.4452 25.8911 97.7376 19.268 22.6912 20.0962 40.1536 8.99415 27.1594 37.8885 24.0742 7.9114 53.82 37.441 25.0342 6.49673 35.7379 24.3867 15.6907 11.3512 36.1526 16.2355 13.7988 13.2402 15.754 15.8964 17.5774 13.9472 8.14207 |
| internal_count=21072 7724 7109 5896 5696 2311 1213 688 3385 2041 1406 352 635 2442 2296 1251 1205 838 200 1045 205 840 336 1051 355 183 146 131 783 615 216 139 452 402 589 525 168 293 211 649 130 462 270 385 144 349 276 223 133 607 456 177 151 943 369 339 194 109 367 252 218 154 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=5 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=16 35 24 35 32 36 22 35 22 22 24 16 24 24 35 0 22 22 15 35 22 4 16 24 7 8 31 35 15 24 35 29 22 22 31 24 34 24 23 15 15 36 35 34 24 0 23 20 8 8 15 8 17 35 0 29 8 8 7 35 16 16 |
| split_gain=1335.49 319.317 104.44 98.7691 33.4135 24.2021 24.1748 32.9431 15.1746 13.2412 12.2385 14.6246 9.36347 9.31643 10.1898 8.48368 10.1783 8.0857 7.71345 7.41021 11.5495 7.26678 7.19625 11.3211 6.38063 7.31512 6.18229 5.88397 5.65792 5.46646 5.3454 5.11544 5.30287 4.93737 4.89498 4.78967 4.45723 4.17791 5.95852 3.78658 3.57839 4.90863 3.69941 3.33002 3.30161 3.39933 3.28895 3.83202 3.89114 3.00933 2.91412 4.07665 3.26736 2.88921 4.07026 2.88281 2.84449 2.84147 2.81626 2.79078 2.76519 3.1278 |
| threshold=0.88384184241294872 0.75000000000000011 0.83339053392410289 0.75000000000000011 5.019761562347413 0.30313183367252355 0.83154922723770153 0.087121214717626586 0.8719492256641389 0.79538118839263927 0.81137743592262279 1.6511816978454592 0.85592311620712291 0.8944917917251588 0.29166667163372045 0.82233047485351574 0.86848169565200817 0.82800808548927318 0.83546364307403576 0.080128207802772536 0.85764798521995556 18.500000000000004 0.63174504041671764 0.85592311620712291 41.500000000000007 2451.0000000000005 0.00026895588962361222 0.074175827205181136 179.28333282470706 0.82467564940452587 0.087121214717626586 5.7803449630737314 0.74466839432716381 0.77018406987190258 0.00094094904488883923 0.76063376665115368 0.55438765883445751 0.72125917673110973 0.64852941036224376 1.8188131451606753 91.250000000000014 0.013764482922852041 0.027402402833104137 0.54600304365158092 0.74761280417442333 0.79758834838867199 0.41640867292881018 0.78758573532104503 2361.0000000000005 2753.0000000000005 1.5913838744163515 2301.5000000000005 14.945307254791262 0.069047622382640853 0.77859115600585949 4.0460128784179696 2562.5000000000005 2417.0000000000005 15.500000000000002 0.039230769500136382 1.7761573195457461 2.7996865510940556 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=3 2 4 5 6 22 7 9 12 10 11 18 17 14 -10 50 30 53 56 33 -21 27 -1 36 25 29 44 -19 -22 34 -17 32 -20 -6 -11 -32 -24 -35 40 -36 42 -42 -39 -26 -27 -46 -34 48 -48 -49 -8 -52 -53 54 -4 -18 -2 -56 -12 -44 -13 -62 |
| right_child=1 -3 8 -5 19 -7 15 -9 13 24 58 60 -14 -15 -16 16 55 21 31 20 28 -23 23 -25 43 26 -28 -29 -30 -31 35 -33 46 37 39 -37 -38 38 -40 -41 41 -43 59 -45 45 -47 47 49 -50 -51 51 52 -54 -55 57 -57 -58 -59 -60 -61 61 -63 |
| leaf_value=-0.073868728196195138 -0.057303026713636185 0.073601426795671152 0.06164114616803823 0.073178162475810105 0.049287937773193596 0.0025826082433474799 -0.066485373334090075 0.039517033331182394 -0.05024671000808914 -0.072569687461758667 0.059693635938150226 -0.075665555680161645 0.060612223588494364 0.067443537847484594 0.030509573438671889 -0.031792833541307457 -0.081620919368886866 -0.055877533049182859 0.050474006825053541 0.061773502395397639 -0.044339928796992549 0.038630834109909244 -0.064675520518082508 0.044251113518946512 -0.055273446914291896 0.055311565317645597 -0.045517029958006321 0.018223097752241759 0.039774771611112446 0.029044797350994786 0.051216211881318176 -0.030970132808585828 0.041917681891324901 0.033604398440554538 -0.074571985209600761 -0.0071898992353420128 0.016175412086303631 -0.072229081448762236 0.048467022591483763 -0.014948517323359244 -0.024769445242549173 0.045404619057031519 0.012326938831034783 0.010061193816700157 -0.032140296119333472 0.034907696496503833 0.010525086765052948 -0.0026554470213169239 -0.04348330899847682 0.051974753870802484 -0.056946486128760014 -0.0028002072701617752 -0.058811875291363405 0.065885779952772061 0.00040493126139200421 -0.028765681401640066 -0.0090602103012767058 0.045329545306340563 0.017863050725761206 -0.037329797011621292 -0.021772347522491593 -0.066951662594288738 |
| leaf_weight=423.48695996589959 4.8074483629316083 357.33323554694653 10.669972263276579 12.286329552531241 8.1503884494304639 11.069865506142376 15.369315752759574 39.663640541955829 8.6741262488067168 7.9551428910344901 8.6463979613035935 3.7615634035319117 89.893781147897243 4.5334821976721278 7.1064094528555861 6.5226221028715434 5.1670065913349372 5.2940248325467127 11.962216679006813 24.474279329180717 4.5152289401739818 11.681796041317282 23.028325513005264 2.9921822976320973 21.110211055725816 5.4378577321767825 3.9969893712550393 5.4233790617436171 3.5876841582357883 3.2352399211376897 7.259487468749283 5.0462552271783343 6.7423233129084137 10.572161201387642 3.2390890177339342 6.796475000679493 1.8409224022179831 3.6177076138556066 4.7280856482684603 14.969280311837791 4.9629725459963066 5.0051753371953964 5.300961906090377 2.1488172411918631 3.4772931383922696 4.1425187401473522 6.983843272551896 4.8827792238444072 6.383107353001833 5.211233913898468 15.155320528894665 9.2014436796307546 3.6310759987682095 15.35913724452257 7.7630576528608781 5.1520615536719561 8.3843175526708347 6.4394075274467468 7.5259894821792832 6.0689051523804665 21.510075804777447 4.6610023360699406 |
| leaf_count=13190 106 428 50 19 46 173 403 289 150 210 50 88 450 27 58 136 125 116 87 101 84 92 655 26 517 39 87 65 26 35 39 92 57 77 86 88 25 68 32 272 67 39 61 29 71 44 93 68 121 35 357 145 77 70 82 101 129 46 77 94 400 123 |
| internal_value=0.0011335 0.0368821 0.0127608 -0.0667403 -0.00219054 -0.0704579 -0.0101168 -0.00165232 0.0448648 -0.0109187 0.000169691 -0.00700161 0.0502716 0.00426904 -0.0138799 -0.0347259 -0.0147058 0.0354297 0.00716033 0.0262068 0.0446434 0.0113527 -0.0722493 -0.0476352 -0.0278598 -0.0171561 0.00889434 -0.01838 -0.00709691 -0.0322683 0.00561578 0.0166051 0.0222987 0.013799 -0.03985 0.0229751 -0.0586906 0.00661381 -0.00299914 -0.0255549 -0.0127499 0.0104661 -0.0281907 -0.0492374 0.0255498 0.00431042 0.0111397 0.0022946 -0.0152655 0.0255485 -0.0489929 -0.0393871 -0.0186492 0.0488347 0.0383054 -0.0552316 -0.0266412 0.0207738 0.0402273 -0.0141784 -0.0355801 -0.0298187 |
| internal_weight=1376 901.295 543.962 474.705 371.123 462.418 290.139 215.885 172.839 176.221 106.509 90.3362 152.525 20.314 15.7805 74.2548 30.8977 62.6308 60.4035 80.9836 32.5772 22.3992 451.348 27.8614 69.7124 46.4534 17.0547 10.7174 8.10291 29.3988 20.5786 47.2118 42.1655 48.4064 26.1635 14.056 24.8692 40.256 29.6838 18.2084 24.9557 9.96815 14.9876 23.259 13.0577 7.61981 30.2033 23.461 13.367 10.094 43.3572 27.9878 12.8325 40.2316 24.8724 10.3191 13.1918 14.2025 16.1724 11.3699 29.9326 26.1711 |
| internal_count=21093 7005 6577 14088 5371 14069 4676 3205 1206 2916 1526 1399 971 235 208 1471 489 521 788 695 211 273 13896 706 1390 844 241 181 110 603 263 553 461 484 568 127 680 438 361 358 329 106 223 546 154 115 374 317 214 103 982 579 222 248 178 226 235 128 127 155 611 523 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=6 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 35 24 21 19 16 34 22 24 16 19 9 22 18 22 22 35 35 22 14 22 24 21 24 14 17 19 35 19 30 22 21 24 2 24 24 18 5 21 33 35 21 17 24 5 17 5 35 22 35 22 29 17 14 32 35 9 21 15 33 17 32 |
| split_gain=1242.41 326.715 99.9657 48.7253 41.2177 16.6243 13.7472 13.5157 14.3781 11.9333 10.2731 9.69161 8.72853 9.12116 8.61572 8.47486 10.0272 7.43301 11.7491 10.1074 7.33323 5.85426 5.72042 5.8588 5.60446 5.95987 5.54823 5.40669 7.84272 5.3951 5.01913 4.91011 4.5716 4.48559 4.28699 4.26043 3.93485 3.80454 3.73403 4.25426 3.58411 3.45591 3.98087 3.43866 3.41331 3.34441 3.16162 2.84272 2.77665 2.73076 3.2256 2.63985 2.57659 3.26177 3.05853 2.99776 2.54139 2.44261 2.43779 2.40522 2.38826 3.6982 |
| threshold=1.0000000180025095e-35 0.41666667163372045 0.83339053392410289 0.83625212311744701 3.5000000000000004 0.99884602427482616 0.53278762102127086 0.82800808548927318 0.87307953834533703 1.0003327131271365 27.500000000000004 1.5000000000000002 0.78666549921035778 39.500000000000007 0.86776924133300792 0.77018406987190258 0.13392857462167743 0.080128207802772536 0.83199328184127819 3.5972183942794804 0.8257122039794923 0.81542891263961803 0.75793516635894786 0.77676108479499828 3.7726949453353886 58.653530120849616 1.5000000000000002 0.080128207802772536 2.5000000000000004 3.5000000000000004 0.80315083265304577 0.76750570535659801 0.7455122470855714 18.500000000000004 0.75907239317893993 0.85592311620712291 30.500000000000004 1684.5000000000002 0.76356664299964916 0.00022599459043703976 0.057189542800188072 0.65890267491340648 3.3655631542205815 0.76316076517105114 3501.5000000000005 8.2924799919128436 5179.5000000000009 0.029857398010790352 0.85764798521995556 0.069047622382640853 0.77379760146141063 2.3824121952056889 77.22040176391603 2.8617925643920903 4.1651024818420419 0.040833333507180221 4.5000000000000009 0.780696600675583 2.4599359035491948 0.0010744117316789927 110.82748031616212 3.7732788324356084 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=-1 2 3 4 5 30 9 35 10 36 14 12 38 31 27 60 24 19 -19 20 21 22 41 -24 29 57 -15 28 58 46 37 33 -27 -14 56 49 -6 -2 39 -7 -39 42 -13 -18 -34 -33 51 -30 -10 50 -4 -17 53 54 -31 -55 -20 -26 -9 -16 61 -11 |
| right_child=1 -3 7 -5 6 11 -8 8 48 15 -12 17 13 26 59 16 43 18 34 -21 -22 -23 23 -25 25 32 -28 -29 47 52 -32 45 44 -35 -36 -37 -38 40 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 -50 -51 -52 -53 -54 55 -56 -57 -58 -59 -60 -61 -62 -63 |
| leaf_value=-0.071320992421883875 0.0003652373352163753 0.068796464500920251 0.054345616847729289 0.066238619276549796 -0.074846804086930063 -0.026970004684380867 0.050835959332909575 -0.020396975951093372 0.069959579848148254 0.053390568960393181 0.063741698557033183 0.02378171614138673 0.002766308537896711 -0.017179143599539939 -0.068899192418092364 -0.0022304297403603983 0.045253962647057562 0.023317613723485772 0.012437975717041491 -0.062583373381351448 -0.064821657579601552 0.024127185621800429 0.033580009134198903 -0.036146747329940332 -0.063095233005058995 0.030391929531477176 0.05366153546171748 0.037038545412703724 0.045359359477830624 0.0089572437617853468 -0.070131091174786761 0.022671971790306507 -0.0037041837885989702 -0.064574780439455304 -0.062733397320118497 0.065409360074825826 -0.0039850649387743802 -0.061911750269055654 0.060559877031153043 0.032599505672690689 0.010564328402567082 -0.04488148822043788 -0.054751888456400069 0.0035228327579147792 -0.071192940770884963 -0.04507040574697084 0.022058039131619554 -0.00061513120834864963 0.039433345416576442 0.060971041806528598 0.018744513177139953 -0.052152172533030408 0.02801237747977138 -0.012037598070336298 -0.048479906007678979 0.044337958065771781 -0.042162683670059917 -0.0044852178940119267 -0.07570057035444927 -0.015532134470943332 0.063774398721072198 0.0033562379515740246 |
| leaf_weight=409.54093639180064 5.4791047219187048 381.08170519024134 10.838532324880363 22.013599257916212 5.9943936485797149 4.5450731143355396 17.977361097931862 5.3377651106566208 13.998339522629978 6.8636454194784182 7.6078610718250266 4.4673437681049135 3.1293993610888746 5.0487365927547199 4.5971628800034505 4.108600188046692 15.059913208708169 16.743354817852378 4.8089233785867709 22.698578329756856 8.9875216167420131 7.7680016160011283 7.3993282634764892 5.0816784277558327 9.4152711424976605 5.8013713955879203 6.1075098570436239 13.172723304480312 6.1355837546288949 4.5761651154607552 21.699181193485856 5.0618046130985013 5.2859591469168645 11.786850726231931 7.8957688286900511 44.327650282531977 2.9101045336574316 10.18232788518071 5.7328723073005667 8.8007694724947196 2.0490953158587208 22.246263886801898 2.5260845143347979 7.3434321582317343 2.9020820520818233 2.8465552311390638 3.1560245212167493 7.4388827783986926 15.922574847936628 13.72393913194537 15.406171100679783 7.4497765023261309 16.698325106874108 3.9897213745862228 4.6964021734893322 5.7658952828496695 3.8272982053458691 2.1914188154041758 3.1796389743685722 3.9044486787170172 6.0316035076975814 7.9949878975749016 |
| leaf_count=13314 89 657 49 104 157 74 125 81 74 51 32 57 47 87 108 57 89 146 61 574 246 75 80 103 229 44 50 106 42 61 669 62 75 299 188 194 45 279 35 81 32 511 60 78 55 59 35 81 105 64 145 149 135 68 102 55 75 36 66 66 22 98 |
| internal_value=0.00114398 0.0333384 0.00834942 -0.00593364 -0.0104327 -0.0247921 0.0098886 0.0407076 0.0261616 0.00414816 0.0101142 -0.0179179 -0.000254491 -0.01545 0.000792136 0.0083147 0.00217644 -0.0261067 -0.00620487 -0.0342649 -0.0232726 -0.015727 -0.0231475 0.00519056 -0.00648554 -0.0255414 0.0216027 0.0116846 -0.00343314 0.00318431 -0.0540107 -0.0335607 -0.00356506 -0.0504468 -0.0361048 0.0547357 -0.0516883 -0.0342597 0.0268101 0.0123125 -0.04977 -0.0352436 -0.00458528 0.0315752 -0.0276242 -0.00171139 -0.0222959 0.0201651 0.0537149 0.0428979 0.033447 -0.0344067 0.0136786 0.00109995 -0.0201337 0.0212822 -0.0117593 -0.0520293 -0.0410424 -0.0443898 0.0372398 0.0264686 |
| internal_weight=1331.36 921.818 540.737 375.145 353.132 206.919 146.212 165.591 81.295 128.235 51.3741 167.51 53.0596 33.9809 43.7662 119.331 98.4404 114.45 33.2753 81.1748 58.4762 49.4887 41.7207 12.481 76.037 25.5961 11.1562 35.2646 22.0919 50.4409 39.4097 22.8246 13.9894 14.9163 16.532 84.2963 8.9045 17.7105 19.0787 13.3458 12.2314 29.2397 6.99343 22.4033 8.18804 7.90836 14.7144 13.5745 29.9209 39.9686 26.2447 11.5584 35.7265 19.0282 9.27257 9.75562 8.63622 11.6067 8.5174 8.50161 20.8902 14.8586 |
| internal_count=21093 7779 7122 5909 5805 4039 1766 1213 761 1641 582 2970 794 604 550 1439 1268 2176 470 1706 1132 886 811 183 1101 439 137 376 270 662 1069 467 174 346 324 452 202 400 190 155 311 628 117 167 130 121 241 123 179 258 194 206 421 286 163 123 136 265 147 174 171 149 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=7 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 24 19 21 16 21 22 19 22 1 16 24 22 22 7 22 24 1 1 22 0 24 8 1 19 21 20 0 21 22 8 21 4 1 21 36 21 21 7 24 8 1 32 21 24 24 30 19 1 0 21 8 22 0 4 2 29 7 33 22 36 |
| split_gain=1104.72 298.67 96.9616 44.14 29.91 17.0668 13.8816 10.79 10.5643 9.67537 21.7127 9.57539 8.855 9.90301 8.4569 7.20355 6.95201 6.71122 8.44582 6.6711 6.90582 5.97044 7.376 5.83897 5.39986 7.23619 4.92346 4.58004 4.12037 4.08722 3.98173 5.65548 3.96055 3.85623 5.68019 4.28101 3.79112 3.5893 3.56974 3.41554 4.239 3.33807 3.28884 4.67219 4.6386 3.14083 4.63684 3.66007 3.03865 3.01028 3.61785 2.93202 3.86561 2.88791 4.81603 3.83796 4.47159 2.57996 2.53558 2.43102 2.31048 2.82586 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.83692866563797008 3.5000000000000004 0.8524690866470338 0.99884602427482616 0.79813361167907726 0.8719492256641389 20.500000000000004 0.83154922723770153 11.500000000000002 1.2738171219825747 0.87307953834533703 0.82800808548927318 0.79347434639930736 35.500000000000007 0.78666549921035778 0.8944917917251588 2.5000000000000004 12.500000000000002 0.85764798521995556 0.82233047485351574 0.784742832183838 2529.0000000000005 8.5000000000000018 2.5000000000000004 0.74039646983146679 0.82895430922508251 0.82078170776367199 0.75495067238807689 0.80315083265304577 1853.5000000000002 0.74382585287094127 4.5000000000000009 28.500000000000004 0.75793516635894786 0.00077630116720683884 0.84602355957031261 0.75982558727264415 23.500000000000004 0.74199774861335765 2562.5000000000005 7.5000000000000009 3.7382698059082036 0.71404588222503673 0.80866077542305004 0.73003605008125316 6.5000000000000009 6.5000000000000009 18.500000000000004 0.78152084350585949 0.76876756548881542 2832.0000000000005 0.77661949396133434 0.79873847961425792 446.50000000000006 1532.0000000000002 3.4396935701370244 1.5000000000000002 0.00052559716277755808 0.79240357875823986 0.0014014233020134272 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=-1 -2 3 4 5 30 8 12 14 10 28 16 13 49 42 23 45 18 -9 20 27 58 26 33 -15 -26 -23 32 -7 -22 31 -3 -16 34 35 57 -18 -8 -38 40 -21 -42 -5 -44 -45 46 -12 -48 -46 -4 -51 52 -25 -10 -55 56 -56 -13 -11 -20 61 -36 |
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| internal_weight=1286.85 895.936 556.882 395.088 226.537 216.625 168.551 161.794 138.719 176.907 130.217 102.549 142.762 95.287 96.7501 67.8267 34.7226 19.0318 14.5562 61.9708 27.4435 46.6902 21.0241 50.3258 37.8165 23.026 13.1222 18.3534 27.6678 9.09011 39.7173 17.1867 13.0937 36.4493 26.1229 12.7784 15.359 29.8327 11.6961 34.5273 16.1314 8.79639 34.7793 30.3712 19.8187 19.3636 14.6858 6.7221 13.9639 57.4704 30.1157 13.8765 9.22181 41.9684 34.71 25.7279 12.9076 7.69146 25.6661 8.03113 13.3445 8.88231 |
| internal_count=21093 7779 7332 6176 4271 4223 1905 1156 1705 3112 2108 1887 921 706 1403 1390 497 235 207 1026 329 1004 352 945 384 280 164 165 221 164 1111 401 142 751 506 208 297 200 246 697 271 181 377 360 270 200 170 105 162 322 194 194 153 302 271 179 113 157 652 157 298 175 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=8 |
| num_leaves=63 |
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| split_feature=19 1 24 19 16 22 1 24 22 1 22 16 22 34 22 20 22 1 14 19 14 20 22 19 35 20 16 23 22 19 18 20 29 16 19 3 24 30 20 3 8 24 8 24 24 22 8 24 14 1 24 8 32 35 14 30 1 29 29 33 22 1 |
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| internal_count=21093 7779 7332 6534 4503 3346 2224 1979 2031 1861 1442 1707 272 1228 798 1122 420 185 904 1152 955 419 320 695 198 127 1157 817 768 131 214 129 631 697 607 256 580 268 245 205 171 235 1137 170 497 313 103 207 702 221 186 159 189 163 803 179 663 363 170 133 1103 387 |
| is_linear=0 |
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|
|
|
|
| Tree=9 |
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| split_feature=19 1 24 21 19 34 15 24 1 19 18 5 17 7 15 17 6 32 21 24 21 24 24 23 8 29 9 25 8 9 7 9 21 7 24 7 29 33 8 18 32 19 17 15 24 32 19 30 29 2 23 24 7 6 7 5 19 24 21 29 24 24 |
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| leaf_count=13314 447 84 81 95 177 116 125 286 133 97 120 155 71 102 27 287 153 19 21 144 24 84 151 163 97 73 41 43 118 93 148 593 101 29 118 29 52 31 237 34 74 67 164 90 38 194 123 108 451 107 72 320 67 132 75 36 36 262 94 104 33 133 |
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| internal_weight=1198.81 842.494 533.837 380.905 361.981 155.782 138.168 152.932 206.198 101.307 130.395 121.088 22.7261 149.677 55.1541 94.5228 110.952 96.1758 90.3126 68.3948 80.7686 52.8496 27.919 62.6316 35.9808 19.1399 9.30631 56.5212 48.8965 34.7654 22.5964 52.4371 14.1311 21.9177 15.9532 45.5925 18.5357 24.3997 21.4098 12.169 7.42658 78.5812 63.4867 13.6664 8.55551 43.1435 36.3706 12.1776 24.193 26.6508 10.7161 31.868 8.37754 11.6446 13.7543 20.569 16.8409 47.6579 26.0612 9.28133 5.84152 16.7799 |
| internal_count=21093 7779 7332 6176 6081 1865 1749 1156 4216 870 1572 1406 280 3336 1409 1927 1251 1131 1112 773 1565 1122 443 752 482 302 166 880 796 510 359 1382 286 339 211 1038 310 419 388 151 117 590 523 199 109 1009 815 231 584 270 157 753 185 205 362 629 180 426 651 198 105 453 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=10 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=16 1 24 1 21 4 22 1 24 22 21 15 24 2 22 22 24 24 23 21 4 2 4 18 21 16 7 11 21 1 9 22 29 29 21 8 15 4 23 29 29 9 8 7 24 2 24 24 23 18 18 2 17 1 4 18 23 16 21 7 24 21 |
| split_gain=775.418 219.221 60.1347 50.241 40.033 20.3308 16.09 24.1082 12.1206 15.1223 10.2393 10.0234 9.8485 11.0681 7.43482 6.98126 6.54084 5.75742 5.59202 5.49921 5.17307 4.92705 4.72612 4.578 4.37383 4.43309 5.36024 4.10012 4.03876 5.09865 4.20434 3.90001 4.13567 3.87067 3.84289 4.87099 3.72961 3.45614 3.22505 3.12044 2.69984 2.63011 2.53065 2.45071 2.65203 2.36811 2.32806 2.31887 3.36128 2.303 2.24463 2.20949 2.68689 2.66512 2.15105 2.14566 2.05372 2.09723 1.88166 3.42833 1.81556 1.73782 |
| threshold=0.86658689379692089 1.0000000180025095e-35 0.85314381122589122 1.0000000180025095e-35 0.84602355957031261 228.00000000000003 0.85764798521995556 10.500000000000002 0.80927762389183056 0.81245020031929027 0.80537056922912609 0.33059209585189825 0.74287766218185436 295.50000000000006 0.84954637289047252 0.81373819708824169 0.87307953834533703 0.87751153111457836 0.46862745285034185 0.73342403769493114 253.50000000000003 285.50000000000006 96.500000000000014 22.500000000000004 0.77528545260429393 1.5731236934661867 65.000000000000014 1.0000000180025095e-35 0.68013435602188121 35.500000000000007 5.5000000000000009 0.87921246886253368 0.76238447427749645 5.8877348899841317 0.75793516635894786 2567.5000000000005 1.4043155908584597 64.500000000000014 0.5416666865348817 3.4638162851333623 3.5507979393005376 2.5000000000000004 2356.0000000000005 150.00000000000003 0.82751068472862255 21.500000000000004 0.71725764870643627 0.82123228907585155 0.60555556416511547 52.500000000000007 26.500000000000004 93.500000000000014 6.423743963241578 21.500000000000004 1.5000000000000002 30.500000000000004 0.5313725769519807 1.6660862565040591 0.75329533219337474 18.500000000000004 0.76731133460998546 0.77528545260429393 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=3 -2 4 -1 5 6 7 15 10 19 12 -5 13 18 -4 -3 37 20 24 -10 45 43 38 -15 25 26 54 34 -20 30 46 32 -8 -34 50 49 -21 41 -11 -7 -37 -16 -38 44 56 -13 -30 -40 -49 -36 -14 52 53 -52 -9 -25 58 -58 59 -17 -12 -47 |
| right_child=1 2 14 11 -6 39 31 8 9 22 60 17 27 23 16 21 -18 -19 28 36 -22 -23 -24 55 -26 -27 -28 -29 29 -31 -32 -33 33 -35 35 40 42 -39 47 -41 -42 -43 -44 -45 -46 61 -48 48 -50 -51 51 -53 -54 -55 -56 -57 57 -59 -60 -61 -62 -63 |
| leaf_value=0.063151635863352595 0.063736350692915486 0.040723446775555519 0.05224230663380567 -0.063704796085881546 0.062358812522034818 0.01544431140734679 0.01807598463105067 0.031394293639082846 0.047506787553999487 -0.05059598905894086 0.046518847126434434 -0.011138607625941018 -0.058301588126918324 -0.01999283705388126 -0.048842939840331986 0.0037354628184737867 0.041600976815712343 0.049336804342765578 -0.064575973113839544 -0.028656546595902777 0.038118727636147945 0.032141172325472575 0.033861876083804476 0.052865815680211509 0.050212109113442288 -0.042140915967468988 -0.056373727035416044 0.0095966409098765942 -0.0051496365762277296 -0.069307378374339521 0.034938726941551021 -0.058280157070177578 -0.046875016544354831 0.00224518156818349 -0.050309434660968259 0.024505892313426807 0.0017014799818657737 0.034219304509307158 -0.051596189758122163 0.050431561007148143 -0.028148123383352475 0.0037196928941655642 0.040649344938535614 0.033553028189186859 0.020392916000319061 -0.06089490060539509 -0.065358880584030943 0.019079659440042751 -0.037478286575667451 0.0026751210633665212 -0.00023802348468896208 -0.053191751583008255 0.0061077177575342388 -0.056165799711432408 -0.0062961056297870313 0.01445470622914008 -0.074404566255503263 -0.012576396549421455 0.017883541677185161 -0.066350988627893778 0.0068665193019872327 -0.030042892148237379 |
| leaf_weight=8.2979032844305021 283.91739292442799 29.040859129279852 67.900849383324385 340.05049034301192 23.881859777495265 10.241868954151871 4.4468967728316811 7.9876216948032468 17.297349153086543 10.341788545250898 5.6980705037713033 4.2537124287337162 21.326408002525568 4.7387344036251333 4.2154137361794692 4.4689037706703036 20.955383446067572 1.953587295487522 9.3640131652355212 4.9052302893251207 1.9997373670339573 14.356545181944965 3.3611117135733357 8.506242919713257 3.0420087948441497 8.8309428561478835 3.3466303162276736 4.8331167455762616 4.0354190366342646 4.2339929491281501 4.1494654472917318 14.365090692415832 16.387441251426939 5.3101381231099358 11.600581567734482 6.3445605598390085 8.4440910527482647 4.4136118218302718 3.1671490818262091 16.870186265558004 3.9503484666347504 5.4656798122450709 8.2410189392976445 3.673610830679535 5.309232121333479 15.623975249007346 2.6662617195397615 6.7118625864386541 4.3163918256759644 2.4912859220057717 3.0852431673556584 11.251459674909709 4.985666297376155 6.8805772308260202 7.1958477422595024 6.3496008850634089 2.9056268259882918 2.5978213157504797 4.3490426894277334 2.8624518383294344 5.8510749526321888 6.4480542223900548 |
| leaf_count=17 418 188 367 13342 114 87 54 78 115 248 45 101 600 83 76 57 137 13 273 77 12 101 22 52 23 229 95 64 74 127 47 380 389 78 290 79 100 31 77 86 81 71 68 34 48 506 73 85 90 40 59 287 84 196 128 75 65 39 52 71 74 160 |
| internal_value=0.00015429 0.0287306 0.00859335 -0.0585238 -0.000366836 -0.00445175 -0.00777815 -0.00377285 -0.0115877 0.0063482 -0.0189481 -0.0612502 -0.0224143 -0.00945743 0.0425885 0.0220127 0.0238867 -0.0336836 -0.0209801 0.0265003 -0.0394095 0.00860365 -0.0217419 0.0227987 -0.00666382 -0.0129873 0.00090652 -0.0349824 -0.0387827 -0.0227717 -0.00461405 -0.0373506 -0.0258509 -0.0348536 -0.0379783 -0.0218426 0.00967064 -0.00244999 -0.0293586 0.0372148 0.00430157 -0.0191675 0.0209384 -0.00431038 -0.0104943 -0.0452986 -0.0291039 -0.0138864 -0.00305678 -0.0409424 -0.0462574 -0.0364547 -0.0238596 -0.0388515 0.0135318 0.0364484 -0.0200374 -0.0452195 -0.00817239 -0.0236291 0.02643 -0.0518819 |
| internal_weight=1156.09 777.467 493.55 378.627 390.599 366.717 339.605 299.095 229.531 66.786 162.745 370.33 151.196 74.4468 102.951 69.5641 35.0501 30.2791 54.8522 38.8877 28.3255 40.5232 27.8983 19.5946 30.4031 27.361 18.5301 76.7492 24.4492 15.0851 10.8511 40.5096 26.1445 21.6976 71.9161 24.3868 21.5903 14.0947 24.5372 27.1121 10.2949 9.68109 16.6851 26.1667 22.4931 26.3257 6.70168 14.1954 11.0283 14.0919 47.5294 26.2029 14.9515 9.96582 15.1835 14.8558 17.1838 5.50345 11.6804 7.33136 11.5491 22.072 |
| internal_count=21232 7081 6663 14151 5981 5867 5694 4793 4138 882 3256 14134 3137 1357 682 655 315 792 1147 360 779 467 522 210 553 530 301 1780 594 321 194 901 521 467 1716 490 245 178 500 173 160 147 168 366 332 767 147 252 175 330 1226 626 339 255 206 127 284 104 180 128 119 666 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=11 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=16 35 24 35 21 2 22 24 21 15 35 32 22 22 35 22 20 35 24 24 18 20 22 24 21 2 17 18 20 15 22 16 5 21 23 33 15 21 18 22 20 5 22 15 21 35 18 35 22 24 17 15 30 32 22 18 16 32 6 30 21 21 |
| split_gain=702.568 204.094 52.8811 45.1765 37.1665 17.5642 18.7465 16.433 18.0066 10.0028 9.32452 8.31132 6.21784 6.11154 5.98952 5.76221 5.88706 5.65643 5.36965 5.28057 4.21637 6.71512 4.18754 4.13424 4.19214 3.89631 3.46879 3.32154 3.24326 3.17267 2.83357 2.72042 2.64218 2.5904 2.55487 3.11227 3.09471 3.02184 2.48279 2.61576 2.78467 2.38175 2.37094 2.84935 3.80982 2.21482 2.19386 2.48047 2.68403 2.17294 2.11645 3.16135 2.08538 2.07784 2.07749 2.06418 1.99806 1.99392 1.95949 2.07912 1.93091 1.9064 |
| threshold=0.86658689379692089 0.75000000000000011 0.85314381122589122 0.75000000000000011 0.84602355957031261 270.50000000000006 0.81331923604011547 0.80496981739997875 0.78220304846763622 0.33059209585189825 0.060661764815449722 7.0740785598754892 0.78556907176971447 0.84954637289047252 0.095454547554254546 0.85973596572875988 0.8373980224132539 0.095454547554254546 0.87307953834533703 0.86108350753784191 22.500000000000004 0.7715781331062318 0.8780592978000642 0.67026427388191234 0.68013435602188121 3401.5000000000005 11.779120922088625 30.500000000000004 0.80462440848350536 7.6690475940704355 0.83033001422882091 1.5731236934661867 2531.5000000000005 0.75683382153511058 0.45833332836627966 0.012893918436020614 3.5773524045944218 0.75613233447074901 19.500000000000004 0.83108440041542064 0.82193958759307872 4416.5000000000009 0.84120699763298046 57.483333587646491 0.76230186223983776 0.039230769500136382 51.500000000000007 0.029857398010790352 0.83669015765190136 0.86108350753784191 38.465162277221687 100.10344696044923 8.5000000000000018 3.8349248170852666 0.77208122611045849 36.500000000000007 1.7067549824714663 4.6481099128723153 0.00016117827908601615 5.5000000000000009 0.77596795558929454 0.67386469244956981 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=3 2 4 9 5 6 7 8 10 -1 23 15 33 49 46 17 -17 20 26 25 31 -22 28 24 41 54 -15 61 58 -29 -19 50 -30 -9 35 36 -25 53 -34 -40 -41 -2 43 44 -31 55 47 -8 52 -4 -7 -52 -49 -38 -11 -14 -48 -20 -16 -60 -24 -23 |
| right_child=1 -3 13 -5 -6 11 14 12 -10 19 -12 -13 45 18 22 16 -18 30 57 -21 21 27 60 34 -26 -27 -28 29 32 42 -32 -33 38 -35 -36 -37 37 -39 39 40 -42 -43 -44 -45 -46 -47 56 48 -50 -51 51 -53 -54 -55 -56 -57 -58 -59 59 -61 -62 -63 |
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| leaf_weight=323.18458227906376 2.5004407204687578 269.47615656256676 19.534664675593376 7.7807614207267752 23.424882771447301 2.7792424373328704 12.560425941366701 15.388547390699388 15.44299758877605 4.364253047853718 20.270715357735753 14.313471145927904 5.0785689186304825 4.0300849489867678 3.2284494005143625 5.6538389455527049 5.8238868787884712 14.291506461799147 10.636451315134765 3.5350094530731431 8.5791923999786359 3.8054394908249405 5.7626386582851392 14.488242045044904 5.9998331665992737 1.7360388226807106 9.6558222901076061 5.2832173183560398 5.1519743315875557 4.5392984636127967 8.4366647172719222 8.3633643295615894 5.6612256504595306 7.708981614559888 29.62737928237766 2.2540867645293465 3.2063294351100913 2.5280858520418406 3.9019389413297167 3.4173726588487607 7.3879536930471659 2.2096620853990316 4.6324228458106509 3.9804646279662839 4.4511045906692743 8.7495024539530259 4.1736126877367488 19.33151951991022 16.244015449658036 46.159844301640987 5.3201339654624462 2.5116750560700893 2.9684898834675542 2.0487951599061489 19.666122866794467 3.2864424763247371 2.3774029836058617 9.9768590740859491 3.2298372816294432 3.9712127950042486 2.6203302219510078 12.817202018573878 |
| leaf_count=13342 72 418 129 17 114 40 413 88 138 98 229 73 100 77 72 147 78 73 83 34 57 20 163 361 73 11 101 97 94 80 79 113 46 68 783 26 86 26 34 83 94 38 45 65 36 93 75 410 490 238 123 31 86 32 649 47 66 54 64 53 56 151 |
| internal_value=0.000125385 0.0276533 0.00816259 -0.0572779 -0.00031504 -0.0043036 -0.0119414 -0.000115936 -0.0109172 -0.0599085 -0.0199278 0.0117393 0.0268997 0.0405308 -0.0282657 0.00669858 -0.0266606 0.0109628 0.0234235 -0.0319354 0.00365701 0.0115322 -0.0144476 -0.0291784 -0.000793476 -0.0397974 -0.000855861 0.00282558 -0.00702704 -0.00952966 0.0325196 -0.0163018 0.00257359 0.043824 -0.0347921 -0.0228555 -0.0285219 -0.00309267 0.0106648 -0.000165728 -0.0128371 -0.0360995 0.000669053 -0.0102971 0.00529616 0.00405884 -0.0388908 -0.0423828 -0.0360946 0.0494626 -0.0331098 -0.0464121 -0.0248335 -0.0247015 -0.0450234 -0.0143368 -0.0116494 0.0395435 -0.0305193 -0.0160079 -0.0462702 0.0198366 |
| internal_weight=1111.52 751.254 481.778 360.267 381.784 358.359 242.777 140.789 100.577 352.486 85.1336 115.582 40.212 99.9937 101.988 101.269 11.4777 89.7909 34.2992 29.3014 67.0628 48.0883 44.3329 64.8629 10.7099 25.7664 13.6859 39.5091 35.95 22.8865 22.7282 18.9744 25.5205 23.0975 54.1529 24.5255 22.2715 7.78321 20.3685 14.7073 10.8053 4.7101 17.6033 12.9709 8.9904 17.1145 57.6555 51.1045 38.544 65.6945 10.6111 7.83181 22.3 5.25512 24.0304 8.36501 6.55102 20.6133 10.4295 7.20105 8.38297 16.6226 |
| internal_count=21232 7081 6663 14151 5981 5867 4559 2260 1864 14134 1726 1308 396 682 2299 1235 225 1010 315 792 858 551 759 1497 183 758 178 494 540 323 152 307 351 156 1314 531 505 144 257 211 177 110 226 181 116 240 1540 1399 986 367 194 154 496 118 747 147 141 137 189 117 219 171 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=12 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 24 21 19 16 16 4 18 0 1 19 4 5 1 0 18 21 34 24 24 0 32 1 7 19 0 19 4 1 17 15 33 0 32 16 19 15 15 24 8 24 7 4 0 4 21 5 24 32 8 15 36 24 15 0 32 30 19 29 8 21 |
| split_gain=660.658 212.128 51.4069 38.9808 28.5248 14.9012 8.08865 7.75306 5.59039 6.32551 6.02415 4.81371 4.57421 3.93126 3.8879 4.87347 5.01918 4.8304 3.60389 3.58194 3.32685 3.26895 3.04124 5.14047 4.92329 3.55165 3.03208 3.71851 3.0257 3.30264 3.01875 4.78817 2.73613 2.61701 2.91807 2.54609 2.54304 2.52403 2.90038 4.27828 2.98733 2.91299 3.00487 3.62823 2.51341 2.70956 2.44793 2.81657 2.34907 2.30692 2.20099 2.17913 2.16611 2.04722 1.97831 1.83035 1.81971 1.74022 1.68235 1.6533 2.30571 1.63922 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.85314381122589122 0.84090188145637523 4.5000000000000009 0.97762328386306774 1.5731236934661867 660.50000000000011 20.500000000000004 0.77215194702148449 27.500000000000004 1.5000000000000002 6.5000000000000009 3463.0000000000005 24.500000000000004 0.76072311401367199 19.500000000000004 0.80537056922912609 0.57630234956741344 0.87307953834533703 0.80062136054039013 0.79873847961425792 3.7140095233917241 14.500000000000002 61.500000000000007 1.5000000000000002 0.83465194702148449 4.5000000000000009 17.500000000000004 6.5000000000000009 1.1886066794395449 1.6578397154808047 0.0015789432218298318 0.81459999084472667 4.4949450492858896 2.6980354785919194 3.5000000000000004 1.0315988659858706 31.851181030273441 0.73769992589950573 1607.5000000000002 0.74109166860580455 48.500000000000007 29.500000000000004 0.76317214965820324 4.5000000000000009 0.75613233447074901 3967.5000000000005 0.80927762389183056 5.1400322914123544 2351.5000000000005 3.4262422323226933 0.033687394112348563 0.82467564940452587 10.958333492279055 0.79845046997070324 3.6896479129791264 3.5000000000000004 13.500000000000002 2.2095391750335698 1885.5000000000002 0.7830653488636018 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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| internal_count=21232 7789 7354 6635 6496 4927 3791 1569 1498 1060 438 1752 897 266 2039 977 779 603 954 719 567 165 1062 369 693 508 437 111 409 179 855 133 488 224 145 416 402 907 838 297 218 541 386 169 318 274 198 165 155 217 116 117 123 230 107 185 299 220 143 1136 810 326 |
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| shrinkage=0.05 |
|
|
|
|
| Tree=13 |
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| internal_count=21232 7789 7354 5584 1770 1212 3864 1952 1720 585 1556 627 558 1831 1592 1433 1327 1297 982 460 522 1912 413 457 469 170 1499 151 165 136 240 202 109 193 1564 1364 189 153 385 241 144 1175 346 222 141 829 313 266 239 291 315 131 122 1348 174 728 446 186 357 178 121 164 |
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|
|
|
|
| Tree=14 |
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| leaf_count=13443 435 95 199 94 120 66 40 133 47 26 48 79 57 49 89 167 61 92 67 122 97 37 30 83 291 251 35 455 42 70 112 62 72 90 51 255 111 77 106 94 51 92 66 302 35 201 32 131 75 55 331 42 68 64 55 71 973 179 67 40 104 248 |
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| internal_weight=984.886 708.262 473.828 285.468 273.11 188.36 195.67 104.287 91.3834 172.73 164.389 60.4673 47.7074 12.7615 126.359 77.4397 43.676 31.8629 27.3376 120.63 104.211 34.9459 69.4536 12.4841 56.9695 43.8196 7.98617 34.1858 25.6297 6.48286 38.0307 78.4826 63.4802 16.5949 10.7549 46.8853 8.94064 9.18744 6.03499 20.7403 17.2323 10.983 5.72814 25.7282 11.8131 8.90498 15.0024 54.4323 5.05259 49.3797 21.9841 27.3956 18.2919 21.806 15.1428 10.2625 32.8342 13.5311 6.90793 28.5934 11.7757 45.9865 |
| internal_count=21232 7789 7354 5453 5359 1901 4241 2000 2241 1835 1809 1049 1347 280 1498 1118 894 597 550 1384 1262 1067 916 190 726 951 202 700 567 112 311 871 742 213 123 529 160 160 185 458 364 187 114 391 297 236 129 864 115 749 386 363 234 321 257 202 1030 313 134 295 172 539 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=15 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=16 1 24 1 21 32 36 24 22 22 1 1 24 4 16 15 21 22 21 0 24 24 29 5 1 36 24 0 36 21 21 22 1 2 16 1 1 22 30 16 29 35 22 4 17 32 2 15 27 30 21 27 22 24 16 27 17 21 20 33 23 21 |
| split_gain=486.045 145.455 42.7796 35.3913 23.5719 11.9233 8.42874 8.15728 12.1358 6.89907 6.44988 5.91682 5.77103 5.69399 5.49625 5.55456 5.3433 4.27983 4.09826 4.07139 3.83143 3.75159 6.26032 3.58132 3.41576 3.38425 3.17864 3.03809 2.92673 2.8654 2.82141 2.78641 3.08779 2.78477 2.73589 2.64296 2.54229 4.20991 2.54159 2.53044 2.43716 2.41525 2.44488 2.28676 3.11634 3.15902 2.25778 2.19929 2.09246 2.0767 2.06431 2.04282 2.01388 2.18337 1.99648 2.63228 1.96254 1.90773 3.37709 1.86435 1.81586 1.76996 |
| threshold=0.84470966458320629 1.0000000180025095e-35 0.82838290929794323 1.0000000180025095e-35 0.80271485447883617 5.019761562347413 0.30313183367252355 0.87307953834533703 0.83526152372360241 0.80537432432174694 15.500000000000002 21.500000000000004 0.81067943572998058 16.500000000000004 1.6846519708633425 0.37359327077865606 0.86189472675323497 0.86934015154838573 0.73559069633483898 0.8135509490966798 0.67201060056686412 0.75250539183616649 3.8052248954772954 3396.5000000000005 18.500000000000004 0.0015457082772627475 0.7904169261455537 0.77975082397460949 0.01277819834649563 0.77985924482345592 0.80271485447883617 0.82309430837631237 8.5000000000000018 2506.0000000000005 1.5007702708244326 11.500000000000002 21.500000000000004 0.85201454162597667 4.5000000000000009 1.0859924554824831 3.1688675880432133 0.13392857462167743 0.79016986489295971 10.500000000000002 8.2924799919128436 2.6166063547134404 412.50000000000006 5.5245227813720712 31.500000000000004 4.5000000000000009 0.70955151319503795 30.500000000000004 0.79497095942497265 0.79868465662002575 1.2492679953575136 30.500000000000004 41.944965362548835 0.67466101050376903 0.80848476290702831 5.9805652199429468e-06 0.59411767125129711 0.73502966761589061 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=3 -2 4 -1 5 9 23 8 24 10 49 17 14 36 15 -12 31 19 -14 20 -11 41 54 -5 -4 40 38 -26 -15 48 -30 -6 -33 34 -24 -25 37 -10 -21 -27 -17 42 -7 44 45 -41 -29 -22 -16 -3 -49 -45 -8 -54 -23 -56 -34 -44 -59 -50 -52 -42 |
| right_child=1 2 7 6 16 21 52 -9 13 11 12 -13 18 28 29 25 -18 -19 -20 26 47 22 33 35 27 39 -28 46 30 -31 -32 32 56 -35 -36 -37 -38 -39 -40 43 61 -43 57 51 -46 -47 -48 50 59 -51 60 -53 53 -55 55 -57 -58 58 -60 -61 -62 -63 |
| leaf_value=0.058284138866499163 0.058999213883312251 -0.0044474649770541112 0.048189829988778174 -0.058577700543060912 0.03110522802684056 0.042962882691541943 0.024075224139184247 0.048998753542771084 0.019845554166870293 0.012504487377129237 -0.05878019906866952 -0.040605458499461455 0.046926502761395886 0.036037007813272674 -0.056784546257480098 0.032757198058784728 0.059267695246194421 -0.042978943464539392 -0.012123950755196884 0.034613217168606367 -0.04400637580422799 0.0017346706973727769 -0.028769584812221673 0.026964346468166079 0.043821598901879526 -0.038684136572677566 -0.021206993262686418 0.0033632475671229651 -0.033174184247111015 0.023649468847999275 0.024353342216436369 0.032148930844349756 -0.058496722789039592 0.047943016586783765 0.025720867437262221 -0.045811458277146631 -0.060654031621048966 -0.03494772161554309 -0.0043767850783178004 0.007452815374803229 -0.029859638864259942 0.045640804173453127 0.025250805823979539 -0.059374132631344369 0.026348209010621224 -0.058383746182823909 0.035803529853605062 -0.04929515374802515 -0.062363078431206989 0.028597994188842298 -0.01976763825206854 0.0043835281747944058 -0.061365904521411913 0.0043076889855729527 -0.016804372041971952 -0.073903937951808094 0.0050162087161257172 -0.04449195563791087 0.020829242244206278 -0.0091736369745905391 0.029266647200476018 0.024907202549389534 |
| leaf_weight=6.9024431630969039 204.5300752595067 6.7816324643790749 29.486641425639391 271.31496022827923 18.576159901916984 5.4741610586643281 3.2406436158344132 41.625661335885525 6.0803476981818703 6.6523365266621139 4.76529830507934 32.913354225456715 6.6373581122606975 10.661189887672665 11.684298915788537 9.4231693223118764 13.043461658060549 11.119338694028555 5.2722425423562527 9.8464904259890371 13.270194148644807 3.8462124522775438 3.856333948671816 2.0805600006133309 14.164939016103743 6.8555437587201622 7.3740694960579267 15.540199423208835 4.0968256033956987 1.7444451255723823 4.4425902515649796 3.5189526751637441 2.641755766235292 5.6903669610619536 5.7208653371781111 3.115917757153511 3.2602544855326405 8.2784071955829841 7.262370888143777 4.8054123818874421 3.6542474497109643 9.4116634093224985 5.7887880839407426 3.0090367998927823 8.4959679786115867 2.9348184037953615 8.1903570406138879 2.9547467436641437 2.2769281994551402 15.90405968390405 4.7544345166534185 2.1568653751164675 2.3743770141154528 2.7100672824308276 4.5860039070248586 3.6050467975437641 2.2540808524936438 4.0418870113790035 3.8762830197811127 5.9593400303274393 3.1317954547703266 2.4740611538290977 |
| leaf_count=18 397 90 202 13810 160 34 40 270 71 89 154 1065 43 86 395 107 68 323 92 100 367 59 71 36 90 182 146 180 69 25 40 41 78 36 61 112 94 199 125 84 81 49 45 83 106 82 52 72 75 143 91 33 82 49 72 65 27 76 42 134 33 33 |
| internal_value=3.53077e-05 0.0240876 0.00807295 -0.0535868 -0.00272418 -0.00822331 -0.0562978 0.0302885 0.0228143 -0.0138265 -0.00488093 -0.0232726 -0.0113982 -0.00026917 -0.0168552 -0.00751434 0.032991 -0.0146765 0.0207855 -0.00898012 -0.021089 0.0122369 -0.00101837 -0.0577902 0.0354277 -0.00193794 0.006235 0.0254975 0.0185661 -0.0377982 -0.00324576 0.0202927 -0.00357663 0.0202399 0.00377986 -0.0166736 -0.0207952 -0.011745 0.0180627 -0.0122474 0.0167948 0.0248952 0.0147158 -0.00377919 0.0054398 -0.0175101 0.0145597 -0.0303575 -0.0431791 0.0187194 -0.0136502 -0.0327541 -0.00672815 -0.0263611 -0.0279815 -0.041935 -0.0292549 0.00343476 -0.0125144 -0.0238779 -0.000295045 -0.0077497 |
| internal_weight=942.142 650.403 445.873 291.739 300.046 260.011 284.837 145.827 104.202 204.114 104.835 99.2791 82.149 36.8196 70.2394 48.5744 40.0344 66.3658 11.9096 55.2464 30.7635 55.8976 27.3048 276.511 67.3821 43.8091 24.4829 37.8955 19.2006 21.665 8.53942 26.9909 8.41479 15.2676 9.5772 5.19648 17.619 14.3588 17.1089 28.2576 15.5515 28.5928 19.1811 21.4021 16.2362 7.74023 23.7306 24.1112 19.9206 22.6857 10.841 5.1659 8.32509 5.08444 12.0373 8.19105 4.89584 13.707 7.91817 8.23627 7.88623 6.12831 |
| internal_count=21234 7087 6690 14147 5337 4963 14129 1353 1083 4353 1942 2411 1709 559 1574 945 374 1346 135 1023 652 610 364 13958 524 791 371 322 195 629 109 306 146 168 132 148 364 270 225 570 221 246 197 388 272 166 232 563 604 233 196 116 171 131 196 137 105 163 118 209 124 114 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=16 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 35 24 21 19 24 22 19 18 22 19 21 35 22 35 21 24 35 24 0 4 18 24 35 22 24 21 24 4 0 19 0 22 35 24 32 29 18 4 33 8 0 17 22 22 15 18 35 24 15 4 35 21 29 15 4 22 22 29 21 6 17 |
| split_gain=466.547 150.053 38.7657 22.3466 16.3015 9.28502 12.7371 8.09322 5.89979 6.07429 5.80042 5.7987 4.40342 3.99483 4.62785 3.80961 4.703 3.70213 3.5161 3.6802 3.39978 3.37735 3.85441 3.37408 3.19716 3.10796 3.90778 4.65757 2.97164 2.87818 3.53539 2.80627 3.88073 2.85971 3.50055 2.81326 2.93037 2.73367 2.4275 3.15809 2.47139 2.30769 3.45291 2.78356 2.24076 2.22325 2.21258 2.21044 2.17961 2.3072 2.12215 2.06504 2.00733 1.85821 1.81244 1.7589 1.70888 1.70328 1.69838 1.6831 2.15519 1.63775 |
| threshold=1.0000000180025095e-35 0.75000000000000011 0.82838290929794323 0.80271485447883617 1.5000000000000002 0.87307953834533703 0.83526152372360241 20.500000000000004 16.500000000000004 0.79587987065315258 4.5000000000000009 0.86189472675323497 0.028174603357911113 0.86934015154838573 0.074175827205181136 0.74382585287094127 0.71725764870643627 0.051315790042281158 0.78184747695922863 0.78741645812988292 1.5000000000000002 23.500000000000004 0.81611555814743053 0.064583335071802153 0.84346264600753795 0.81542891263961803 0.75613233447074901 0.64208969473838817 4.5000000000000009 0.78048324584960949 7.5000000000000009 0.84861946105957042 0.81664618849754345 0.13392857462167743 0.79101246595382702 2.5412518978118901 1.8204053044319155 46.500000000000007 8.5000000000000018 0.00021626641682814809 3306.5000000000005 0.84288024902343761 9.9547257423400897 0.86213451623916637 0.80537432432174694 100.10344696044923 48.500000000000007 0.10555555671453477 0.7518281638622285 5.0056180953979501 6.5000000000000009 0.18333333730697635 0.77985924482345592 2.3504526615142827 39.592105865478523 19.500000000000004 0.87029227614402782 0.81922367215156566 2.2371490001678471 0.75382515788078319 0.0028427041834220295 11.956913471221926 |
| 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 2 2 2 2 2 2 2 2 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 15 6 17 8 51 23 13 24 45 14 50 31 -17 29 19 20 -14 -20 37 25 -5 26 27 -10 44 -4 61 32 33 34 35 36 -2 -23 39 40 -29 42 -21 48 52 46 -11 -26 49 -44 -8 -6 58 -41 -12 -51 -7 -19 -18 -30 -61 -31 |
| right_child=1 -3 5 11 7 56 10 -9 9 12 54 -13 18 -15 -16 16 28 57 21 41 -22 22 -24 -25 47 -27 -28 38 59 30 -32 -33 -34 -35 -36 -37 -38 -39 -40 53 -42 -43 43 -45 -46 -47 -48 -49 -50 55 -52 -53 -54 -55 -56 -57 -58 -59 -60 60 -62 -63 |
| leaf_value=-0.058453942139145301 0.0080028611424119624 0.058351572231602561 0.040088378242361042 0.026322270807075429 -0.047483750469745095 0.053109757793304083 -0.06206475815821863 0.022092645923168924 0.036209750205867856 -0.056019089403103732 0.026959085968414221 0.058452597257943863 0.022858598126169707 -0.056170513752441198 0.022847038162749914 0.031096344906105119 -0.0051879459317566799 0.053687405344409571 -0.05734250475238642 0.025243651619158647 -0.047856755342273072 -0.044264706864581393 0.020100096152246658 0.034542169110727945 -0.053193550485735666 0.038791706303030388 0.026207157940011713 -0.057558940014194954 0.027676839321259434 0.0079458913177359262 0.036391289743034981 0.027359636345989757 -0.057905519604994418 0.012279427547054959 0.0019180914381685924 -0.058903333641342093 -0.043599236761745042 0.0055067779222247506 -0.038835804700720622 0.043084251872346928 0.0090754724202207985 0.04030708380248571 -0.021213661062207741 -0.050716848810527439 -0.053527246390077381 0.019131433360787965 -0.0075565966317676413 0.011944838440418493 -0.028184647585872993 0.042383562031118156 -0.0053306983029907905 0.0075632960451726926 0.016773167181934757 -0.0068565011479632624 -0.0072694605398275561 0.00072491045425703698 0.029539372084633655 0.027292357463561873 -0.059071351070788758 -0.051913849563748782 0.0076535213776906729 -0.027680063237765069 |
| leaf_weight=247.36955456994474 4.3648203499615246 199.13608592748642 14.260757885873316 21.810443814843897 10.409326238557695 31.66663010045886 3.6704731308855134 32.21326220035553 4.437492128461602 9.2227799808606488 12.547696948051454 13.045813914388416 2.3584042191505414 6.1668476182967416 6.4423071965575218 4.941241621971133 2.7365927733480984 20.599893236532811 5.16109071671963 12.186358997598289 6.0850882809609175 8.3454567277804035 6.3288142550736657 11.525568811222909 2.3481400962918988 5.6034526731818906 9.6720597017556411 3.7934095319360512 3.4989306982606632 10.457346461713316 9.1053356975316984 1.7026977594941843 16.310843197628856 3.8679835405200711 5.6537385396659365 11.995154192671178 7.4422161485999823 4.1212079413235179 9.6664890144020301 3.3755655027925968 2.1976482961326838 4.9151475466787806 4.3226188551634612 3.2293717451393595 8.1737771863117796 1.5917084403336037 3.162903329357504 2.9244484268128872 5.2670397330075494 5.2832306176424009 2.9917445387691259 2.0371566191315642 2.9137284141033888 4.1557494774460793 5.5906222835183135 4.8688561953604221 10.15614174865186 8.6904046349227411 3.140790356323123 2.4810956809669733 3.9138047434389591 4.6650176737457505 |
| leaf_count=13518 84 415 96 218 311 203 93 268 45 325 113 69 36 187 81 65 54 137 158 165 162 215 92 87 67 40 118 124 51 122 55 22 613 35 111 424 235 66 231 31 36 42 90 97 288 24 69 44 121 51 60 29 42 82 64 70 80 74 99 77 76 77 |
| internal_value=4.77651e-05 0.0221434 0.00632477 -0.00373606 -0.00893422 0.027458 0.0195346 -0.00068993 -0.00547653 -0.00256122 -0.00388479 0.0310671 -0.0107992 -0.0229855 -0.00736902 -0.0273329 -0.0137337 0.0324607 -0.0058435 0.00189546 -0.0281048 -0.0215162 -0.0116786 0.0105237 0.0178756 0.00407113 -0.00114504 -0.0107211 -0.0219811 0.0222667 0.0117766 -0.0357567 -0.0379219 -0.0281407 -0.0334484 -0.041849 -0.024523 -0.0278113 -0.019702 -0.0060241 -0.033116 0.00821666 0.0037303 -0.0076827 -0.0346819 -0.0364947 -0.0436433 -0.0170645 -0.000643135 0.00937864 -0.0365877 -0.038474 -0.01716 0.0155271 0.0164091 0.0224044 0.047386 0.045856 -0.0339825 -0.000203106 -0.0154574 -0.00304417 |
| internal_weight=902.32 654.951 455.815 308.804 268.675 147.011 105.188 185.537 153.324 140.878 37.4097 40.1288 86.4501 19.2714 13.1045 83.1374 31.8 67.7788 72.4727 48.5161 8.44349 23.9566 18.7955 54.4274 27.083 42.9019 37.2984 27.6264 26.8587 38.4885 24.2277 51.3375 49.6348 33.3239 29.4559 23.8022 11.807 12.4667 23.1889 13.5224 5.99106 40.0726 35.1575 22.9711 16.9649 13.9774 12.3857 5.27259 19.7417 14.4747 6.66222 12.4465 8.79111 7.53131 18.1383 10.1521 41.8228 29.2903 5.87738 9.89383 6.3949 15.1224 |
| internal_count=21234 7716 7301 5859 5461 1442 1159 3185 2917 2577 598 398 1783 421 234 2276 752 561 1365 834 198 531 373 794 329 707 667 549 687 350 254 1524 1502 889 854 743 319 281 504 273 160 636 594 429 483 418 394 111 332 211 153 340 195 113 177 121 283 211 153 204 153 199 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=17 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 24 21 19 24 22 19 16 34 21 19 16 16 18 1 22 36 0 19 24 22 0 29 22 24 15 22 22 1 1 29 3 21 18 8 0 24 7 16 0 19 24 3 24 36 20 0 30 33 23 24 21 17 25 21 29 1 19 22 29 36 |
| split_gain=426.803 140.7 34.5571 19.2953 15.0022 8.28956 9.17363 7.19366 5.90436 6.84791 4.75222 4.62829 4.52863 5.74057 4.42323 4.12319 3.78099 3.88439 3.33371 4.04535 3.3005 3.21222 5.62474 3.11601 3.01757 3.3094 2.92913 2.62018 2.50214 2.61748 2.44285 3.61342 2.53169 2.37365 2.53753 2.32311 2.13042 2.09735 2.37439 1.95197 1.86796 1.81565 2.39057 1.89939 1.80338 1.77957 1.94632 1.77302 1.71796 1.70242 1.68936 3.08438 1.95018 3.72768 1.68303 1.73052 1.67348 1.65686 1.97763 1.91221 1.54238 1.44621 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.82838290929794323 0.8080829679965974 1.5000000000000002 0.8675825595855714 0.84184601902961742 18.500000000000004 1.0108523964881899 0.50778192281723034 0.86189472675323497 4.5000000000000009 0.99884602427482616 1.5151171684265139 17.500000000000004 11.500000000000002 0.81030502915382396 0.12192161008715631 0.78048324584960949 7.5000000000000009 0.7203010916709901 0.7813188135623933 0.81388854980468761 5.1381826400756845 0.74466839432716381 0.65267327427864086 9.8310313224792498 0.87029227614402782 0.80893677473068248 8.5000000000000018 20.500000000000004 2.7779116630554204 5.7573218345642099 0.74382585287094127 28.500000000000004 3098.0000000000005 0.7476024627685548 0.78235796093940746 47.500000000000007 1.33950412273407 0.83973312377929699 1.5000000000000002 0.84211072325706493 3.5114340782165532 0.8204723894596101 0.008742959704250099 0.79851442575454723 0.78903579711914074 3.5000000000000004 0.0017555106896907093 0.58359134197235119 0.75390398502349865 0.75793516635894786 1.8867007493972781 1.0000000180025095e-35 0.70502352714538585 4.2661714553833017 12.500000000000002 44.500000000000007 0.79392293095588695 6.1751563549041757 0.0060632452368736276 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=-1 -2 3 4 12 6 15 8 24 14 28 23 -3 16 36 -4 50 60 -17 41 30 26 35 -8 -6 -26 39 -7 -5 -30 54 -32 -33 -15 -35 44 -10 -24 61 -22 -13 43 -43 -20 45 -23 49 -41 -29 -47 51 52 53 -14 -16 56 -56 -9 59 -59 -18 -39 |
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| internal_count=21234 7716 7301 5859 5541 1442 1078 3230 2940 2331 318 459 2311 1617 2230 619 783 428 485 371 1879 1383 1158 335 609 583 225 364 249 149 496 264 155 834 236 782 351 376 238 162 124 300 183 117 670 626 277 124 104 155 355 292 161 131 232 201 126 290 186 113 387 146 |
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| shrinkage=0.05 |
|
|
|
|
| Tree=18 |
| num_leaves=63 |
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| split_feature=19 1 24 21 19 24 34 16 20 19 18 17 21 16 16 20 17 19 17 8 1 7 2 32 8 16 8 18 21 15 8 20 36 36 6 29 24 16 19 36 5 1 8 16 29 6 5 21 19 32 24 1 20 17 21 24 36 36 21 21 18 16 |
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| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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| internal_count=21234 7716 7301 5859 5541 1442 3230 3026 1159 1004 2590 2167 318 2311 1617 423 927 822 505 105 1651 1293 489 212 516 117 402 834 248 783 804 584 491 437 106 331 776 708 137 436 283 612 185 204 109 358 296 209 249 180 171 427 367 316 281 188 117 586 317 121 289 142 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=19 |
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| split_feature=19 1 24 21 19 24 22 19 19 21 34 27 24 1 22 0 0 19 0 29 21 24 24 20 22 1 24 24 27 9 22 32 1 24 5 5 29 23 4 7 1 27 17 29 24 24 23 29 17 22 27 5 29 29 5 0 35 24 21 7 19 32 |
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| leaf_count=13518 415 35 167 195 31 147 275 238 46 69 88 188 110 44 241 80 50 100 47 85 71 345 22 20 615 84 71 65 91 86 99 424 326 224 139 89 45 40 74 134 129 43 87 75 81 44 29 159 18 136 31 52 540 28 50 50 30 72 56 190 29 72 |
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| internal_weight=785.873 581.072 416.697 284.215 250.354 132.482 95.0159 175.172 27.6076 33.8601 142.479 129.339 108.59 67.4083 75.0443 57.7899 20.7491 46.5042 31.8879 13.4526 75.1823 29.633 17.2545 45.5493 44.0155 29.918 26.4514 34.2881 15.4638 10.5598 22.9161 21.198 18.1788 23.5018 9.98525 25.569 10.9043 5.2534 14.1692 13.4528 33.5459 16.9824 13.2057 9.57471 13.1401 11.825 4.42075 16.4672 8.5899 37.4665 11.6768 7.77852 30.2044 12.5404 7.11195 32.6928 6.52482 8.18692 10.5973 6.65956 14.155 9.495 |
| internal_count=21234 7716 7301 5859 5496 1442 1159 3204 507 363 2916 2747 2151 652 1627 1361 596 485 385 360 2292 768 266 1524 1504 889 854 930 320 249 294 743 565 431 239 341 319 111 448 244 524 252 209 162 169 268 103 336 207 283 163 132 865 325 189 288 189 163 297 235 147 118 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=20 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 19 21 22 1 22 22 1 9 0 22 27 2 22 0 23 16 1 21 21 7 22 7 5 1 1 8 8 21 7 27 22 0 22 21 21 6 5 21 21 35 23 22 22 22 7 22 15 2 21 17 0 4 34 29 23 22 20 27 16 2 |
| split_gain=325.048 124.556 19.2194 13.6148 6.47134 11.6679 7.38853 5.65982 5.74392 4.82253 3.93877 5.74021 3.99682 3.92144 3.57185 4.48508 3.77275 3.39892 3.25144 3.24334 3.23691 3.2346 3.0077 2.88369 2.85205 3.37514 2.75268 2.66911 2.685 2.65416 2.52353 2.66313 2.51599 2.87088 2.41623 2.28834 3.74022 2.96317 2.12515 2.07611 2.04442 2.03733 1.97776 1.92954 1.85107 1.81454 1.77757 1.75602 1.7418 1.72337 2.98347 2.20611 1.68738 1.60236 1.59061 1.56055 1.49975 1.4358 2.11725 1.34424 1.29142 1.24608 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 0.82214829325675975 0.86776924133300792 12.500000000000002 0.79497095942497265 0.86213451623916637 1.5000000000000002 2.5000000000000004 0.82940292358398449 0.82981863617897045 20.500000000000004 1050.0000000000002 0.91140875220298778 0.84426498413085949 0.42927631735801702 0.99884602427482616 5.5000000000000009 0.81247416138648998 0.69256901741027843 17.500000000000004 0.78196367621421825 36.500000000000007 4057.5000000000005 39.500000000000007 22.500000000000004 2575.0000000000005 2832.0000000000005 0.88835081458091747 167.50000000000003 42.500000000000007 0.8501105308532716 0.83465194702148449 0.77599474787712108 0.77683329582214367 0.68774321675300609 0.0019518073531799021 2638.5000000000005 0.75109252333641063 0.73396772146224987 0.025320513173937801 0.51315790414810192 0.82847929000854503 0.78314539790153515 0.72824177145957958 18.500000000000004 0.79921197891235363 17.300055503845218 267.50000000000006 0.76956307888031017 2.3349810838699345 0.78622055053710949 20.500000000000004 0.531477451324463 3.938210248947144 0.69374999403953563 0.80619931221008312 0.81465411186218273 29.500000000000004 1.5007702708244326 156.50000000000003 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=-1 -2 7 4 5 10 20 8 -3 17 11 52 -13 24 15 16 -6 21 -14 23 34 -10 46 26 30 -26 42 48 -29 32 31 49 -5 -34 45 36 -15 -38 40 41 -22 -24 57 -41 -36 -7 -19 -43 -28 51 59 -8 -4 -12 -40 -45 -53 -11 -59 -51 -33 -23 |
| right_child=1 2 3 29 14 6 13 -9 9 19 53 12 18 35 -16 -17 -18 22 -20 -21 38 61 39 -25 25 -27 27 28 -30 -31 -32 60 33 -35 44 -37 37 -39 54 43 -42 47 -44 55 -46 -47 -48 -49 -50 50 -52 56 -54 -55 -56 -57 -58 58 -60 -61 -62 -63 |
| leaf_value=-0.056437397102129444 0.05650025977388521 0.060064016754154487 0.012877003230714505 0.042610263855778568 0.011774783985616828 0.003946834979719413 0.017551067147114911 -0.044769503150862089 0.0075700288937966542 0.027356291572233134 0.024360279582396921 0.023202757902290677 -0.060561546673024491 0.036184907095788955 -0.073863000672048637 0.018554671293595382 -0.048551940829055659 0.046266036407678457 -0.0035288998914594274 0.016201464338790699 0.0203779343123008 -0.056523751401901468 0.012284768832497496 -0.051962421071573596 0.0091707492579121436 -0.051142971037264964 -0.061205468378178196 0.032718693102688309 -0.040536937729651099 0.060114168366994659 -0.055891427412407484 0.022250199408888175 -0.015727341196097377 0.032930560064269102 0.03710253493551692 0.034989158068058947 -0.050239240829991663 0.007149211853991165 0.019790951174349956 0.021666452056119601 -0.027385694236548609 -0.073735860740156089 -0.035663233137506092 -0.047063480899112609 -0.012137928760175398 -0.051445062787692286 0.0078848675911937002 -0.019804672020967008 0.0039016393492107152 -0.053601765877657227 0.017878277008937196 -0.04415260216003665 0.037142088143282584 0.053940072599586553 0.048659485682658855 0.0092110774208481131 0.0020370475643983438 -0.040392361919923125 0.026044929757641905 -0.0085648535159162254 -0.013746204699157849 0.0020479894228027547 |
| leaf_weight=190.61996116349474 159.54855478554964 2.880634542554616 10.000349141657351 17.801732316613201 3.7110518952831688 2.3516080658882839 1.9145637806505025 12.88270785845816 4.4421208426356298 4.7054357212036866 6.8834793139249113 7.938332952558997 3.827563055790959 4.5493633076548603 2.6168963033705941 7.5720642674714318 8.5920016095042211 5.7995642907917482 7.1996604166924953 4.4248413918539873 4.4862710274755937 5.7407125877216458 3.8392022270709303 10.049704414792357 17.884480986744169 2.6651875535026184 7.7270305743440968 2.3057246152311555 2.734054259955883 10.072888709604738 4.6685077846050254 5.3106255922466499 5.0593730509281141 7.5629122611135244 3.5802733041346073 6.6525831930339328 4.1845909636467677 4.8635567817837 41.802875129505992 10.0651812646538 4.4751318022608757 1.9120118021965007 3.6346971355378619 2.2622070349752894 4.087799085304141 3.9819684037938714 6.2868315167725086 7.1669275388121605 1.1847718451172111 3.4488203115761262 5.481459841132164 15.638617177493872 25.265696802176535 13.67183270677924 5.3863143548369399 2.7050923947244883 1.9798882752656926 2.7445721225813031 2.129738062620163 3.1887353714555502 4.6940556466579437 1.0786692658439276 |
| leaf_count=13426 427 18 116 154 62 40 34 437 110 69 79 99 72 29 63 91 254 52 122 62 67 264 76 428 314 73 312 31 97 57 165 86 74 72 38 56 75 57 535 140 86 49 106 61 82 123 93 207 30 121 74 534 211 76 36 54 54 86 35 66 107 31 |
| internal_value=7.52965e-08 0.0190983 0.0043185 0.0109399 0.00665594 0.00913784 0.00140673 -0.0136541 -0.00947072 -0.0116259 0.0253964 0.0183321 -0.00385007 -0.00831773 -0.0189514 -0.0117214 -0.0303552 -0.00136435 -0.023325 -0.0242675 0.0134839 -0.0256316 0.00546147 -0.0290792 -0.0141549 0.00134837 -0.0206139 -0.0361037 -0.00702211 0.0378681 -0.0210321 -0.0171254 0.0305028 0.0134271 -0.00802416 0.0109593 -0.000797336 -0.0193918 0.0188472 -0.00355028 -0.00347419 -0.0182502 -0.00425993 0.00908208 0.0108528 -0.0308785 0.0263018 -0.0311625 -0.0525499 -0.024233 -0.00942113 -0.0334228 0.0302613 0.0440345 0.0230861 -0.0164175 -0.038962 0.00765494 -0.0113638 -0.0319657 0.00536119 -0.047259 |
| internal_weight=753.924 563.304 403.756 295.053 254.556 232.064 157.277 108.702 95.8197 92.9391 74.7869 54.2316 18.9656 87.125 22.492 19.8751 12.3031 51.2985 11.0272 41.6406 70.1522 11.2615 40.037 37.2157 66.8749 20.5497 27.166 13.9516 5.03978 40.4969 46.3253 41.6568 30.424 12.6223 14.0016 20.2501 13.5975 9.04815 56.1506 27.9506 8.9614 12.9181 13.2144 15.0325 7.66807 6.33358 12.0864 9.07894 8.9118 31.6521 12.119 19.5331 35.266 20.5553 47.1892 4.9673 17.6185 9.57975 4.87431 6.63756 10.0047 6.81938 |
| internal_count=21155 7729 7302 4454 4097 3627 2852 2848 2411 2393 775 620 293 1845 470 407 316 1137 194 1256 1007 405 732 1194 1628 387 766 470 128 357 1241 1076 300 146 283 217 161 132 724 587 153 332 296 255 120 163 145 256 342 883 261 622 327 155 571 115 588 190 121 187 193 295 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=21 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 24 21 19 22 22 1 21 24 24 19 31 8 1 22 22 1 9 20 22 6 3 22 36 24 1 36 6 22 29 29 15 24 23 29 18 8 24 18 18 3 36 18 21 1 21 8 21 32 0 17 24 15 18 29 15 18 23 7 24 24 |
| split_gain=298.97 116.227 27.1419 14.226 7.78228 7.69626 7.36512 6.84821 6.82911 6.29778 4.64596 4.51101 4.36766 3.41488 3.3319 4.59375 3.04294 3.59485 3.46827 3.23693 2.89513 2.75615 4.2107 2.87571 2.61091 2.53659 3.25003 2.44419 2.40271 2.38845 2.96713 2.37231 2.36031 2.26338 4.1327 2.27648 1.95501 1.95098 2.30047 1.87791 1.98464 2.30334 1.94619 1.86456 1.78567 1.77606 2.46827 1.76282 1.72901 1.58139 1.53685 1.5175 1.50313 1.43277 1.79919 1.54374 1.40516 1.39432 1.38679 3.09453 1.33735 1.33714 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.82534593343734752 0.78960853815078746 3.5000000000000004 0.85201454162597667 0.79587987065315258 11.500000000000002 0.84602355957031261 0.85914620757102977 0.87307953834533703 15.500000000000002 4.5904341732239126e-06 2990.5000000000005 6.5000000000000009 0.79016986489295971 0.83108440041542064 5.5000000000000009 5.5000000000000009 0.84784901142120372 0.81882521510124218 0.00035942698013968771 3.9607677459716801 0.79081544280052196 0.17760908603668216 0.66843143105506908 37.500000000000007 0.023154273629188541 0.019624047912657264 0.83809521794319164 3.677644014358521 5.3110098838806161 50.636610031127937 0.79101246595382702 0.5313725769519807 1.1555754542350771 52.500000000000007 2346.0000000000005 0.67201060056686412 22.500000000000004 30.500000000000004 6.2869281768798837 0.0016458803438581528 29.500000000000004 0.75982558727264415 26.500000000000004 0.74206757545471203 3813.5000000000005 0.71642410755157482 4.9334223270416269 0.77935886383056652 27.684736251831058 0.85166504979133617 8.2013511657714862 29.500000000000004 4.0460128784179696 1.0315988659858706 36.500000000000007 0.44722221791744238 17.500000000000004 0.8025687336921693 0.7203010916709901 |
| 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 2 2 2 2 2 2 2 2 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 16 7 -5 -4 13 20 11 31 -6 32 29 27 17 57 21 -18 45 22 56 33 25 -17 39 53 49 -14 -31 -7 -8 34 35 -23 58 38 -37 44 41 -41 -42 -11 -27 -9 -47 -15 -40 52 -24 -12 -22 54 -16 -55 -19 -3 59 -25 -44 -20 |
| right_child=1 2 5 6 12 10 8 9 -10 43 51 -13 14 47 15 24 19 18 61 -21 28 23 50 36 -26 26 -28 -29 -30 30 -32 -33 -34 -35 -36 37 -38 -39 48 40 42 -43 60 -45 -46 46 -48 -49 -50 -51 -52 -53 -54 55 -56 -57 -58 -59 -60 -61 -62 -63 |
| leaf_value=-0.056042647446146378 0.056119889708578841 -0.0030371948975844412 0.049288102338339974 0.040324188649515258 -0.047454565489860087 -0.038729264056009412 -0.038557939109845292 0.033375464804265551 0.046905498993512831 0.050675056857959602 0.006065835415279411 0.031867337552894788 0.038531996926040347 0.038590487097001414 0.012045981328245598 0.015706914052716646 -0.039427549730794154 0.0061382959156409149 -0.019708688712323726 0.013032742209857229 -0.043324454228864662 0.031453070837308118 -0.055494261618911168 0.02202851512239147 0.031678479027105216 -0.051353128918108719 -0.055414197113355657 -0.017445094875828359 0.034287161572220788 -0.034036043907151675 0.025234153402220467 0.0029058656496931123 0.0088099144435564384 0.020723686375388486 -0.061622521297088888 0.040673261620556976 0.01650236203877584 -0.044816731396794929 -0.051857957855027052 -0.01934895197359638 0.01344815867204089 0.033348403178462341 -0.041278290720254879 0.019442779520112752 0.0011589818904381268 0.030232418866357681 -0.010136135971823307 -0.010104051196297398 0.0061232550189150954 0.0072493065903283319 -0.0063033943662800275 0.037066732666949022 0.0021533974489516793 -0.016899571699702774 0.051756421301106317 0.024755570488605477 0.043090611142834752 0.037045134785897368 -0.047334597319721478 -0.054138234859187388 0.003290852718803629 -0.047928335349550565 |
| leaf_weight=178.60358284134418 149.19011125713587 4.6606154823675734 30.877379113808274 22.111336873844266 4.6161873657256356 10.81140555534512 10.388215597718959 12.460845941677691 6.4114377051591864 16.729797385632995 7.2317840773612252 4.3640993852168313 9.6232662014663237 3.8994848560541859 5.2748897150158935 5.465724052861332 25.909463674761358 5.1369954580441135 6.6644827229902175 3.316859144717454 5.8580322340130788 3.5049576573073926 2.7076078550890079 2.6084382468834582 3.098787745460867 5.3285057032480863 5.7113877581432453 4.9206797406077376 2.8403254598379126 3.4113061241805536 5.5420073214918375 5.0052065085619679 3.5214086696505538 5.4792413106188169 3.897304141893982 2.3624206101521832 1.792748387902974 3.637506453320384 2.251111107878387 3.4836956560611743 3.3822206929326049 5.1227758843451738 7.1618474312126619 6.6894685849547377 2.3254093062132597 6.8608829118311396 8.4504486229270679 3.5512129822745919 2.9983379347249866 4.5737367179244748 3.839303620159626 8.6920283883810026 2.6338283400982618 3.8849558234214765 6.2109296135604382 5.2030653543770313 5.1536688674241304 4.0595620218664408 12.562860438600181 2.7283940752968192 2.2002094956114888 11.34099189378321 |
| leaf_count=13426 427 78 262 175 112 305 289 114 43 124 86 31 62 39 73 77 1029 105 217 48 162 47 89 54 35 164 181 78 39 70 61 91 46 83 152 26 41 136 75 88 51 48 176 66 44 53 119 75 59 53 81 60 39 65 48 49 50 26 550 128 39 436 |
| internal_value=5.74085e-05 0.018553 0.0042753 -0.00519421 -0.0109308 0.0225296 0.0187925 0.0298016 0.00164945 0.0208342 0.00279607 -0.0131364 -5.54552e-05 -0.0119344 0.0024494 -0.00262573 -0.0195077 -0.0148367 -0.0182131 -0.0334739 0.00961744 -0.0124933 0.00470078 -0.0190996 -0.0125435 -0.0159539 -0.0209386 0.0142111 -0.00739229 0.0212388 0.00265159 -0.0255537 -0.0265661 -0.00752903 -0.0158288 -0.0037325 -0.0332779 -0.0146952 -0.000300989 -0.0141499 -0.00653247 0.0120178 -0.0190598 0.0417539 -0.0353989 0.0193594 0.00795268 0.0153813 -0.0187407 -0.016453 -0.0266473 0.0229877 -0.0292191 0.0217824 0.0335193 0.00694879 0.0246444 0.0156226 -0.0382637 -0.0169109 -0.0308039 -0.0374832 |
| internal_weight=720.337 541.733 392.543 258.464 208.581 134.079 49.8831 97.9747 27.7718 67.0974 36.1045 20.1807 91.9679 21.3603 87.3517 68.7751 116.613 87.3865 78.6664 29.2263 43.6781 60.6609 16.8376 43.8233 43.2806 40.1818 34.7161 25.4945 15.9059 18.5766 8.95331 15.8166 13.9096 24.1309 18.6516 14.7543 19.6924 11.2494 7.61187 29.0047 21.3507 8.60647 12.7443 23.4193 7.65392 27.7722 15.3113 7.4507 5.24945 13.0656 6.54691 15.9238 8.49186 20.5738 11.4858 9.08802 10.2907 8.72018 17.8997 5.33683 9.36206 18.0055 |
| internal_count=21155 7729 7302 5698 5031 1604 667 1031 492 769 573 427 1521 449 1409 1216 3510 2433 2329 1077 579 1676 325 1351 903 868 791 313 293 193 131 396 335 578 495 343 773 296 160 610 402 136 266 190 208 286 172 114 134 254 170 146 201 235 121 114 155 104 732 182 215 653 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=22 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 21 19 16 16 21 19 1 22 22 19 7 15 22 2 21 22 8 18 19 1 30 1 22 16 34 22 1 18 23 0 1 4 22 0 1 7 7 8 6 1 33 18 4 17 17 0 20 17 22 16 16 15 0 22 1 0 22 8 5 0 |
| split_gain=274.296 109.098 15.4407 11.6535 8.88344 7.47669 4.3415 4.21611 3.76671 4.03054 3.75795 3.73029 3.51259 3.71947 3.45461 3.31891 3.03967 2.92971 2.69655 2.50809 2.40305 2.40319 2.32784 2.3118 2.23511 2.2278 2.40292 2.402 2.6905 3.00556 2.54274 2.90691 2.08897 2.7034 2.09316 2.08031 2.06612 2.05927 1.94726 1.93125 1.91035 1.8969 1.64884 1.6371 2.12234 2.07223 2.29959 1.6624 1.5347 1.51709 1.51253 1.49818 1.45904 1.41823 1.41164 1.41155 1.38407 1.38005 1.34112 1.34035 1.28728 1.26226 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.82214829325675975 4.5000000000000009 0.97762328386306774 1.52468878030777 0.88835081458091747 186.00000000000003 6.5000000000000009 0.85764798521995556 0.86848169565200817 1.5000000000000002 173.50000000000003 22.233032226562504 0.83913075923919689 69.500000000000014 0.77596795558929454 0.85621583461761486 1885.5000000000002 34.500000000000007 9.5000000000000018 9.5000000000000018 2.5000000000000004 5.5000000000000009 0.80273219943046581 1.0003327131271365 0.51280316710472118 0.78314539790153515 19.500000000000004 30.500000000000004 0.51315790414810192 0.7941265106201173 12.500000000000002 10.500000000000002 0.7637138068675996 0.83530426025390636 11.500000000000002 494.50000000000006 54.500000000000007 2603.0000000000005 0.034355282783508308 1.5000000000000002 0.00098192266887053869 44.500000000000007 5.5000000000000009 4.9220106601715097 12.906773090362551 0.79614448547363292 0.74203556776046764 1.3683728575706484 0.79587987065315258 1.4070535302162173 1.3952109813690188 6.48757028579712 0.82822799682617199 0.79538118839263927 38.500000000000007 0.78903579711914074 0.80409094691276561 2000.0000000000002 2684.5000000000005 0.80718612670898449 |
| 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 2 2 2 2 2 2 2 2 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 18 12 14 8 9 54 25 22 13 17 -4 19 -11 32 50 -13 21 -16 36 -17 56 40 27 -27 38 30 31 -30 -6 34 42 60 -7 -14 52 -38 58 -24 -34 44 45 49 47 -47 -20 -36 -3 -23 -29 -31 -5 -46 -25 -43 -10 -35 -19 -15 |
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| leaf_count=13426 427 36 166 96 251 65 82 30 52 86 105 223 151 68 98 93 44 87 55 114 47 57 16 154 321 202 101 62 101 84 113 77 89 88 80 97 176 73 79 24 38 341 49 77 41 103 39 59 940 236 120 51 141 183 43 106 75 336 84 128 98 71 |
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| internal_weight=685.775 518.661 379.371 331.705 202.58 175.241 47.6659 129.125 122.58 27.6109 94.9687 74.7193 100.522 93.5565 35.6741 45.612 9.30087 88.5551 27.3391 18.7198 17.7681 12.0834 29.1073 26.8921 21.1284 91.0527 82.5476 71.3116 52.5274 30.3548 17.305 8.53909 76.9762 56.2694 47.901 11.5789 9.0629 6.96505 22.1726 5.38911 8.50509 20.0444 11.4053 36.4957 31.3893 22.6947 7.6991 5.57299 21.9538 14.9956 5.38533 5.29703 17.3234 13.0498 18.31 8.6946 10.8882 18.5201 5.71125 8.36842 5.94753 5.00147 |
| internal_count=21155 7729 7302 6801 5080 3929 501 1721 1691 269 1422 1938 1991 1767 419 980 130 1628 1151 337 253 206 958 643 550 1317 1143 1042 840 558 291 178 1346 1095 879 282 265 224 282 200 174 693 138 741 664 517 201 162 995 316 156 108 203 267 139 147 229 677 136 216 185 139 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=23 |
| num_leaves=63 |
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| split_feature=19 35 24 21 22 19 35 22 24 21 24 19 16 16 31 24 19 35 22 22 33 20 24 35 4 21 21 17 21 6 33 21 7 18 4 0 30 24 35 18 7 35 15 22 21 33 9 21 24 18 5 6 17 19 32 21 35 33 4 22 30 15 |
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| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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| internal_weight=653.532 497.198 367.364 242.012 125.353 195.548 91.4092 46.4641 63.1507 33.9433 29.1317 17.5418 108.843 90.4811 86.7048 35.953 17.2651 82.4955 65.2114 41.3447 17.2841 18.3617 41.167 35.6235 30.133 26.5288 23.8982 16.4761 24.0445 5.67028 5.49056 28.9223 14.0324 7.54932 6.48303 3.68833 29.7365 22.6996 14.1213 54.5281 46.0272 41.9215 18.4556 23.4659 8.45025 8.5009 5.34955 18.3742 10.8428 21.806 21.1524 8.00411 14.0661 11.9917 7.42202 11.8667 8.37487 5.16237 13.9377 10.3565 8.29764 4.20653 |
| internal_count=21155 7729 7302 5698 1604 5031 1031 667 769 573 541 375 3510 2583 1521 1266 417 1409 1216 579 193 927 903 824 652 623 584 349 313 109 172 292 413 255 158 118 478 243 174 1317 1169 983 517 466 241 148 185 204 141 190 313 144 390 340 235 124 278 102 290 242 258 110 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=24 |
| num_leaves=63 |
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| split_feature=19 1 24 21 3 24 26 24 21 20 19 21 9 19 24 19 0 21 21 8 0 1 20 3 24 30 36 24 30 19 20 19 0 5 8 9 30 30 7 24 19 32 36 29 18 7 7 32 21 18 3 32 25 33 5 18 24 36 29 29 3 33 |
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| leaf_count=13426 427 263 38 76 155 219 88 67 131 106 166 71 761 67 146 18 156 37 55 90 66 253 108 289 24 118 26 109 126 41 55 75 38 41 134 88 375 86 293 74 134 95 93 58 65 136 78 82 29 71 72 37 151 23 68 232 109 64 172 149 55 200 |
| internal_value=-0.000113969 0.0167357 0.00366064 -0.00505332 -0.00724634 0.0205593 -0.0109771 -0.00972327 0.000647898 -0.0143144 -0.0170004 -0.00858982 -0.0254982 0.0126144 -0.00514107 0.0139507 -0.00580594 0.0182305 0.0150937 0.0101984 0.0086788 -0.00562126 0.0316261 -0.0117928 -0.0176866 -0.0149672 0.012429 -0.0177323 -0.0244594 0.0138577 0.00938365 0.0190691 -0.017169 -0.0176621 0.0038349 -0.0232233 -0.0386992 -0.0130938 -0.00572275 -0.0192793 -0.0223202 0.00049609 0.00896698 -0.00202951 0.00203568 -0.00426058 0.00700881 -0.0128598 0.0174887 0.0404443 -0.0077026 0.00451569 -0.0015664 -0.00960329 -0.0435187 -0.0116929 0.0172341 -0.0154259 -0.000717969 -0.00411953 0.0298686 0.00179756 |
| internal_weight=622.478 476.509 355.658 234.656 225.438 121.003 191.699 185.328 56.8673 128.461 115.173 57.8836 57.2895 70.4365 53.1686 33.7399 16.4576 53.9789 49.5199 41.7681 29.2433 47.0375 50.5662 38.5675 21.4761 13.3637 14.601 31.0082 24.3515 38.4422 33.3592 20.8607 19.956 39.3842 8.09448 31.2897 12.3781 18.9116 16.4721 10.3988 19.8366 21.8337 13.2876 9.49792 24.9453 20.0244 13.9609 6.87024 6.07332 29.7055 4.60286 25.5615 20.2783 16.7463 6.62387 13.2127 11.0197 9.7071 9.41985 8.41674 14.0755 11.8188 |
| internal_count=21155 7729 7302 5698 5622 1604 5224 4961 1341 3620 3351 1292 2059 1076 1126 398 370 706 669 602 380 1210 528 880 711 332 246 734 625 547 506 238 499 1298 175 1123 535 588 482 367 687 314 269 214 416 351 215 137 115 290 160 499 411 374 321 366 202 159 210 175 130 223 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=25 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 24 21 16 22 1 20 11 4 0 22 16 15 4 22 15 22 16 15 24 8 6 16 31 15 5 6 24 22 15 1 19 7 21 24 24 35 8 21 15 1 18 30 22 2 16 15 2 18 15 24 1 16 21 15 21 22 7 0 19 5 |
| split_gain=212.842 83.5922 15.0462 12.4705 10.5829 6.13087 8.9964 6.11727 5.08865 4.33943 3.96245 3.75441 3.68612 3.5918 3.26955 3.17646 2.74582 2.59908 2.55371 2.60942 2.84421 2.34954 3.22814 2.28872 2.24156 2.16669 1.95916 2.50414 1.91424 1.84186 1.92658 1.83437 1.95587 1.84759 3.25232 1.70668 1.86252 1.69783 1.68233 1.64719 1.62508 1.61255 3.44091 1.87109 2.61134 1.6743 3.04074 2.1577 1.93392 2.54834 1.66614 1.42337 1.41414 1.35691 1.32106 1.31572 1.26334 1.25333 1.24643 1.2407 1.23682 1.3054 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.86108350753784191 0.84602355957031261 0.99884602427482616 0.85621583461761486 10.500000000000002 0.84640756249427807 1.0000000180025095e-35 2346.5000000000005 0.82940292358398449 0.82937604188919078 2.6980354785919194 0.42156527936458593 660.50000000000011 0.85908457636833202 5.0056180953979501 0.78196367621421825 1.2738171219825747 4.7271482944488534 0.77558016777038585 2059.5000000000005 0.0003378192632226274 1.8009350299835207 0.00027462629077490425 5.8449518680572519 3869.5000000000005 0.0057936110533773908 0.8147554099559785 0.8760085701942445 10.564934730529787 39.500000000000007 2.5000000000000004 48.500000000000007 0.72520509362220775 0.80312493443489086 0.72706839442253124 0.13392857462167743 2213.0000000000005 0.79520317912101757 10.958333492279055 33.500000000000007 49.500000000000007 2.5000000000000004 0.79301768541336071 432.50000000000006 1.5007702708244326 34.954685211181648 54.500000000000007 25.500000000000004 179.28333282470706 0.82190740108490001 41.500000000000007 1.0748686194419863 0.74382585287094127 2.1693549156188969 0.88835081458091747 0.82441210746765148 6.5000000000000009 0.7675762176513673 1.5000000000000002 2826.5000000000005 |
| 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 2 2 2 2 2 2 2 2 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 14 6 10 25 9 12 11 28 13 51 21 -4 -9 18 35 20 -20 40 55 -13 31 -7 27 -17 37 30 -27 33 -33 -19 -35 36 -15 -6 52 -14 -3 45 43 44 -43 46 48 -47 -26 -50 -49 53 -21 -8 -51 -23 -5 60 -32 -40 -48 -62 |
| right_child=1 2 15 56 5 7 8 16 -10 -11 -12 23 39 17 -16 26 -18 24 19 38 -22 22 -24 -25 41 29 -28 -29 -30 -31 58 32 -34 34 -36 -37 -38 -39 59 -41 -42 42 -44 -45 -46 47 57 50 49 54 -52 -53 -54 -55 -56 -57 -58 -59 -60 -61 61 -63 |
| leaf_value=-0.054866953594180451 0.054865628112196398 0.0057761663039471948 0.040772528409184557 0.027783765074586683 -0.0090830388130911915 -0.050464635355091284 0.0024211795233410726 -0.023413545056243355 0.025984529155273235 0.052934828621480051 0.048365441173575802 0.0064330520974808514 -0.043591574072429577 0.03321921343604152 0.044939017475289209 0.045676529295993508 0.032201651832161192 0.016563873039818482 -0.039579637019971275 0.010601839772964368 0.0086036763967383932 -0.028451250383496642 -0.046013737458850089 -0.041556156410233011 0.023036570196286216 0.021149635094754437 -0.015070359579390605 -0.00367214318702252 0.046212725447342812 -0.049055891902127918 -0.00045865101088964246 0.0021929317399669722 -0.068634007661684954 0.023068698555791183 -0.059320996436551435 0.051312426646175552 -0.012649794597341583 0.025051936102899852 0.01563042612167918 0.013878106140867342 -0.045997857758977335 0.039524995616447671 0.030241629884185741 -0.043237077377179238 -0.033640304740301365 0.02820775571928907 -0.058629881018304963 -0.038861560676316076 -0.051322899619303988 -0.025949526567825083 0.012574803767389734 1.6750074034685023e-06 0.048931029740159171 -0.052013633096897528 0.022592371073419378 0.028938564629632093 0.057982355147161817 -0.060806991699242974 -0.046962217445657352 -0.028909620444248024 0.018409357181775603 -0.03358283488627644 |
| leaf_weight=136.67084047850221 107.29097165167332 6.0046212798915786 29.981340749189258 5.803249537944791 4.7399332337081495 9.807858104817571 1.3990569934248904 3.2962089236825687 15.940322725102304 3.3090958297252646 11.819560389965771 7.8994721146300417 8.1830787342041713 5.406120363622902 1.4852017629891623 5.964421918615697 6.7933008503168821 21.445932203903801 6.3733733212575334 5.5863654762506503 5.8961201924830675 1.8353253649547721 21.457136346492916 3.624516355805099 5.9910492515191462 3.5983429988846165 4.4884662237018338 4.5178927034139633 7.8337235879153004 3.7451489306986323 2.6834245920181274 2.471233567222952 1.6095984661951659 2.416048038750886 2.375534106977284 4.7763708103448144 3.747015661559999 15.737927900627254 3.2102752132341257 1.4709505476057518 2.0273411255329847 1.9125507026910842 2.5977726848796001 11.202145430259405 3.3655970748513937 6.9231523675844056 1.7402683030813912 3.0399625124409795 2.9941912526264769 2.1953816907480359 3.2656740751117468 2.7118603475391865 4.2275229841470718 6.2998420679941773 3.8765957918949425 2.1908494057133794 8.5890703331679106 3.1486467430368066 3.1118782600387931 3.0480607766658068 2.2489059027284384 2.6065522274002433 |
| leaf_count=13489 424 169 285 71 76 400 43 84 168 12 95 135 310 58 8 61 72 355 235 86 90 69 1092 74 111 57 71 65 74 134 59 71 54 45 70 39 81 152 54 22 78 21 47 375 121 92 77 65 132 69 40 52 34 293 73 40 66 147 92 59 31 82 |
| internal_value=-0.000144773 0.0162802 0.00438565 0.000382066 -0.00188237 0.00167329 0.0046807 -0.018415 -0.000900567 -0.00370028 0.0229423 0.015399 -0.00495166 -0.00289258 -0.0276558 0.0313804 0.0140324 -0.000624451 0.00955473 0.000939075 -0.0164251 -0.0308728 -0.0383051 -0.00866048 -0.00554613 -0.0326819 0.0125712 0.0244072 0.0251922 -0.0194074 -0.00758681 0.00544191 -0.0257433 0.0102923 -0.0177778 0.0270846 0.0144418 0.0171508 0.0141948 -0.0348351 -0.00729207 -0.0113796 -0.023242 -0.0316726 -0.00712867 -0.00542873 -0.0130907 0.00893613 0.000993213 -0.0135733 -0.0122228 -0.0311491 0.0271129 -0.0421216 0.00504158 0.00277751 0.0458057 -0.0348535 -0.0254295 -0.00606236 -0.022464 -0.00950158 |
| internal_weight=592.01 455.339 348.048 303.096 288.704 253.704 220.667 33.0362 169.012 153.072 51.6551 39.8356 149.763 140.109 35.0005 44.9521 10.0895 129.698 42.2712 28.3417 12.2695 33.5153 25.4833 11.524 87.4268 22.9467 14.9708 10.4823 28.3116 13.1388 9.39365 30.3183 4.08083 26.2375 4.79158 13.9295 9.15314 20.4779 16.0722 9.65403 8.03196 57.1084 19.0781 16.4803 5.27815 38.0304 24.8016 13.2288 15.0572 9.06617 6.30564 10.4108 9.81389 7.6989 6.07198 4.02617 14.3923 9.74437 5.7953 6.25834 6.59573 4.85546 |
| internal_count=21206 7717 7293 6811 6674 5218 4320 898 3714 3546 606 511 3534 3202 1456 482 156 2814 736 558 325 1448 1201 209 2078 742 197 126 302 342 208 595 125 470 115 178 139 228 233 332 247 1483 564 517 142 919 722 197 385 274 105 388 120 336 142 109 137 337 151 113 190 113 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=26 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 24 21 16 19 19 26 0 1 29 21 11 24 31 24 33 15 17 21 18 24 15 32 8 31 8 19 21 29 15 29 21 21 0 0 24 29 35 31 2 17 35 16 19 21 18 23 23 6 16 15 15 21 0 21 17 8 17 32 29 11 |
| split_gain=195.602 77.9715 14.5692 10.4129 9.39719 4.737 3.92937 3.57438 2.97997 2.63123 2.5344 2.33516 2.29503 2.35173 2.29935 2.33938 2.44343 3.1978 2.59623 2.07555 2.93345 2.19027 2.1465 2.06289 2.32424 2.05217 2.00896 2.93677 2.15065 1.99718 1.99016 1.92054 1.89023 1.78042 1.72233 1.70028 1.64274 1.53922 2.21002 1.43526 1.41617 1.39081 1.37689 1.72814 1.66246 1.3753 1.35499 1.23719 2.19252 1.22481 1.22392 1.21963 1.29937 1.65971 1.2148 2.07228 1.20898 1.43688 1.15887 1.21822 1.12154 1.34789 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.84099316596984874 0.8524690866470338 0.99884602427482616 20.500000000000004 2.5000000000000004 1.0000000180025095e-35 0.79035377502441417 12.500000000000002 3.8344256877899174 0.74844372272491466 1.0000000180025095e-35 0.72431680560112011 0.0095164729282259958 0.82682102918624889 5.9805652199429468e-06 18.815841674804691 12.906773090362551 0.7213367521762849 16.500000000000004 0.66429498791694652 2.5961179733276372 6.2646226882934579 2035.0000000000002 0.0040212299209088096 2712.0000000000005 2.5000000000000004 0.78556203842163097 0.95587229728698742 10.958333492279055 2.8640480041503911 0.6389206349849702 0.68284064531326305 0.78487777709960949 0.81287765502929699 0.87027946114540111 5.2866418361663827 0.060661764815449722 0.00029177695978432899 99.500000000000014 32.29231262207032 0.13392857462167743 2.4882060289382939 1.5000000000000002 0.77528545260429393 27.500000000000004 0.48684211075305944 0.59411767125129711 0.0011767492396757009 1.1133530735969546 9.1715688705444354 4.7271482944488534 0.68013435602188121 0.78807258605957042 0.77596795558929454 2.8292504549026494 2361.0000000000005 26.008610725402836 3.5758550167083745 2.2095391750335698 1.5000000000000002 |
| 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 2 2 2 2 2 2 2 2 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 23 7 8 -6 -4 31 11 -7 13 19 15 16 17 56 -19 20 -9 -21 -23 24 54 42 27 33 39 -29 34 -10 -27 -18 -17 -20 -11 38 -36 40 -28 -31 43 44 49 -43 50 -48 -49 -22 -16 52 53 -46 -3 -56 57 -15 59 -14 -26 -62 |
| right_child=1 2 6 -5 5 10 -8 12 9 36 -12 -13 58 14 46 30 26 18 35 21 25 22 -24 -25 60 32 28 29 -30 41 -32 -33 -34 -35 37 -37 -38 -39 -40 -41 -42 45 -44 -45 51 -47 47 48 -50 -51 -52 -53 -54 -55 55 -57 -58 -59 -60 -61 61 -63 |
| leaf_value=-0.054609078568488179 0.054639528153396344 0.019076000889510267 0.033665463148518315 0.049875615010150205 -0.043500375671225576 0.021086560901787212 0.031363368904211757 -0.055454077198790322 -0.0096879849363409529 -0.040466639766197521 0.033034029905917979 -0.021732801099937901 0.023392747718894314 -0.050954992906047485 0.0095442115258359897 0.048120053617818598 0.0094606682022027044 0.038421401452701585 -0.047341959208497257 0.044270961201211184 -0.044941806841625596 -0.025273506317230934 0.02107006839817992 0.01894085267595557 -0.025642599980877152 0.013102147233453388 0.017585636740973819 0.032631737672317966 0.038200213169399387 0.0021370953676668396 -0.026345156665999927 0.031811587335984472 -0.050463519362331712 -0.037176291949580505 -0.034154282038047622 0.013317940629849055 0.0028338141333303477 0.031774511420486019 0.021582873863402255 -0.034539822566841807 -0.024438090803058685 -0.0440218427883119 0.026594782310208866 -0.041542663295346727 -0.020410384755053437 0.0025754401701528497 0.034809623875126081 -0.025023782196139682 0.032350790110355507 0.013781699314151123 -0.045028096380844679 -0.011960829313212795 0.04844914943743428 0.03295078806358958 -0.052557548460172923 0.025055382340351925 -0.04109224869694323 0.00059066179893542989 0.035527794008968293 -0.01827257884025844 -0.053830937448733629 0.010334599826191381 |
| leaf_weight=127.40694975433871 99.752532664686441 2.6265483787283364 8.1796231120824832 9.4971062932163459 5.2277588201686731 7.5485763875767606 50.777274943888187 2.343710924498736 4.900564122945072 5.2142629791051132 15.25955227948725 5.5068290736526251 4.0506851803511363 1.9583880035206735 2.3292573262006071 3.1190216280519989 2.4236522475257507 3.125708255916833 2.6037113489583135 5.9878136124461916 2.3363541066646714 3.5653827767819157 8.3504819180816394 2.0159896314144126 7.3639584504999247 1.866042130626737 7.267302951775493 3.5765898749232319 4.2531062066555014 11.847616894170644 3.5944097731262437 6.4668076606467366 3.1332989884540439 13.149382734671233 3.7449554195627552 2.0764908278360963 3.777073509991169 3.7819283585995436 3.3869032105430961 2.7915506502613416 2.7684996575117111 4.1715408749878398 7.3315959526225916 2.1154874647036186 2.5579030504450184 2.5523422444239259 6.0001646876335126 3.3484788294881582 3.3121714955195785 1.4322909330949185 1.8382694739848373 3.0986246410757294 3.4827867429703474 3.3864202229306102 2.4415635848417883 1.3277449300512669 16.446336294524372 4.3664295068010688 5.7325945589691401 3.0946491416543722 12.989805393386629 0.87348377704620439 |
| leaf_count=13489 424 55 91 92 210 81 533 85 86 139 128 79 64 94 46 36 63 42 85 58 110 98 130 24 337 38 140 56 52 263 76 103 116 553 92 33 44 49 54 85 85 129 92 80 73 48 68 95 48 42 83 75 34 53 131 31 607 104 46 50 783 16 |
| internal_value=-0.000117401 0.0158262 0.00429278 -0.00150088 -0.00347724 0.00012592 0.0230202 -0.00273238 0.00817544 -0.00206582 0.0191976 0.00302516 -0.0015722 -0.00310668 -0.00693348 -0.00973292 -0.0131567 -0.0244806 0.00313658 0.00588719 -0.00153378 0.0196005 0.00720346 -0.029887 -0.0334506 0.00257716 -0.00683846 -0.0132804 0.00738816 -0.00158188 0.00685043 0.0139208 -0.0267372 -0.0299181 0.0153533 -0.0204287 -0.022277 0.00598892 -0.00768484 -0.00282805 0.00599287 -0.00817091 0.00827039 0.000972837 0.00649259 -0.0263338 0.0102019 0.0183419 0.00350713 -0.0226237 -0.0145273 0.0152529 0.0241978 0.00998893 -0.00702821 -0.0252183 -0.0339477 -0.0153697 0.0187822 0.00534747 -0.0414117 -0.0497881 |
| internal_weight=562.854 435.447 335.695 256.379 246.882 217.243 79.3156 188.928 28.5383 20.3587 28.315 13.0554 183.7 170.822 119.834 103.006 85.3786 30.5771 7.80591 50.9882 33.0845 17.9037 11.9159 29.6391 27.6231 30.7408 54.8016 37.7211 17.0805 22.1481 17.6272 11.3674 4.99934 15.573 14.0328 4.6802 8.99134 10.9138 7.13186 12.8274 10.0358 18.5715 25.7415 18.4099 16.2944 6.72388 16.8283 12.6608 6.66065 3.76865 4.16753 12.5257 9.42711 5.94432 6.39586 3.76931 22.7712 6.32482 12.8779 7.14533 21.2272 13.8633 |
| internal_count=21206 7717 7293 6297 6205 4828 996 4540 463 372 288 160 4330 4170 3086 2746 2439 965 160 1084 798 286 228 1377 1353 713 1474 1112 362 496 307 189 154 616 231 118 183 195 146 310 225 440 559 467 387 177 340 211 143 152 129 235 160 126 217 162 805 198 160 114 1136 799 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=27 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 19 16 22 1 21 21 4 2 34 19 8 16 20 22 16 33 1 14 22 8 21 8 8 33 22 35 23 30 33 33 2 1 18 22 22 4 14 22 8 36 21 22 29 0 4 36 16 1 1 14 31 2 33 22 35 29 22 29 2 1 |
| split_gain=179.826 72.9016 12.0263 7.71968 4.71227 5.86107 4.08011 3.81065 3.61478 3.44795 3.03965 3.02681 2.88602 2.35847 2.31903 4.17455 2.17334 2.97832 2.11696 2.10862 1.89194 2.07662 1.81535 1.78221 1.69273 1.64487 1.60282 2.55122 2.57426 2.1524 1.54947 1.54327 1.52305 1.72873 1.4404 1.41441 1.40235 1.33791 1.29407 1.27115 1.85954 1.83641 1.38389 1.20757 2.28252 1.49571 1.41562 1.19502 1.18852 1.18208 1.15124 1.42256 1.13709 1.25143 1.16094 1.1736 1.02193 2.10982 0.977282 0.974261 0.95627 0.946347 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 0.97762328386306774 0.86934015154838573 10.500000000000002 0.88835081458091747 0.8524690866470338 2346.5000000000005 106.50000000000001 0.54600304365158092 1.5000000000000002 3306.5000000000005 1.0252307653427126 0.83340486884117138 0.85908457636833202 1.4369288682937624 5.8738544339576046e-06 1.5000000000000002 2.5249279737472539 0.71756017208099376 2575.0000000000005 0.82456436753273021 2059.5000000000005 2802.0000000000005 0.0023791798157617454 0.78609591722488414 0.022474748082458976 0.48684211075305944 2.5000000000000004 0.020181367173790935 0.0096867578104138392 57.500000000000007 4.5000000000000009 33.500000000000007 0.85621583461761486 0.78064057230949413 9.5000000000000018 4.2413008213043222 0.81203970313072216 3268.0000000000005 0.0004731170774903149 0.71027943491935741 0.85420149564743053 5.964790105819703 0.81426239013671886 2.5000000000000004 0.0041362210176885137 1.7558235526084902 34.500000000000007 32.500000000000007 3.4811217784881596 0.012714534532278778 160.50000000000003 0.0007223509019240738 0.81664618849754345 0.037749288603663451 4.7866656780242929 0.82937604188919078 4.4802870750427255 796.50000000000011 25.500000000000004 |
| 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 2 2 2 2 2 2 2 2 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 22 5 18 8 9 10 11 13 16 52 50 15 26 17 36 -5 -17 -18 31 23 -3 -23 32 -15 -28 29 -29 37 -22 33 -6 56 -16 -7 39 61 41 42 49 -41 44 45 58 -45 -44 60 -13 51 -4 54 -54 -11 -56 57 -30 -20 -27 -31 -19 |
| right_child=1 2 6 4 25 7 -8 -9 -10 12 -12 30 -14 14 35 19 20 38 43 -21 21 24 -24 -25 -26 59 27 28 34 48 -32 -33 -34 -35 -36 -37 -38 -39 -40 40 -42 -43 47 46 -46 -47 -48 -49 -50 -51 -52 -53 53 -55 55 -57 -58 -59 -60 -61 -62 -63 |
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| leaf_count=13489 424 201 54 35 51 46 39 50 30 442 161 87 123 254 47 40 25 88 156 112 552 30 43 969 89 68 88 79 74 79 26 27 226 80 149 131 143 96 97 57 50 272 66 64 83 120 112 97 77 88 75 94 36 69 134 129 196 36 94 41 54 162 |
| internal_value=-0.000139901 0.0153158 0.00415203 -0.0037289 3.48731e-05 0.00247048 0.0159029 -0.0034825 0.0140548 -0.00527384 0.012092 7.01096e-05 -0.020015 0.00883903 0.0112167 0.00769776 -0.0096397 0.00127339 0.0181829 -0.0331884 -0.0220424 -0.026701 -0.0301154 -0.0346578 0.0039902 -0.0284057 0.010996 0.00619042 0.00910744 -0.00734158 0.00977409 -0.03648 -0.0399312 -0.0156203 0.0173475 0.028986 -0.0303479 0.0070946 0.0123005 0.00989896 -0.00504425 0.0160877 -0.018168 0.0148999 0.0191176 0.0246704 -0.00318685 -0.0326185 0.00215801 -0.00532258 -0.015529 -0.02983 -0.0279679 -0.00331206 -0.0329389 -0.0177199 0.0242286 0.00759054 0.0152534 -0.00181053 0.01195 0.0193842 |
| internal_weight=536.194 417.301 324.657 194.327 170.069 156.653 130.329 113.61 124.88 109.422 118.568 80.309 29.1134 101.765 92.7184 77.3921 40.1424 21.3535 43.0434 5.77704 18.7889 17.2977 24.2586 21.8489 4.17973 13.4155 71.615 50.6927 47.4815 15.8471 40.1665 13.1179 9.35945 3.81586 31.6345 15.3263 5.52114 37.3835 15.8324 34.363 10.0636 24.2994 7.33052 39.5744 32.091 27.3487 7.48341 5.082 12.5198 7.09218 9.04686 5.50673 23.194 3.89161 19.3024 7.59823 22.3412 6.53108 16.5891 4.05608 8.91715 12.711 |
| internal_count=21206 7717 7293 5424 4211 3745 1869 3081 1830 3031 1800 2098 933 1639 1416 1238 1259 536 664 152 723 698 1213 1170 119 466 1086 832 744 289 839 579 357 131 455 178 189 813 347 717 270 447 220 629 453 370 176 163 210 175 223 148 810 105 705 263 306 110 250 109 133 250 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=28 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 35 24 21 19 13 22 4 34 35 22 35 4 9 24 22 33 7 24 21 35 22 21 0 0 29 29 4 22 23 22 4 5 9 18 19 32 29 35 17 22 5 4 22 18 18 9 0 0 32 19 9 5 21 21 36 22 20 21 22 0 24 |
| split_gain=165.426 68.0963 12.7415 8.68886 5.87592 3.89881 3.63747 3.29875 3.17039 3.05906 2.92128 4.37036 3.28814 2.40754 2.38065 2.18204 2.24171 2.83478 1.98466 2.57564 1.97765 2.97348 2.59499 2.30396 1.87754 1.84147 1.7562 1.70166 1.63744 1.60109 2.282 1.53866 1.53069 1.50923 1.5003 1.87877 1.54996 1.36906 2.24469 1.32835 1.30868 1.8728 1.30613 1.33812 1.29963 1.20013 1.19897 1.1869 1.99601 1.16755 1.16606 1.15837 2.56664 1.90741 1.04823 1.04117 0.996038 2.65685 1.12085 0.990958 0.989798 0.945087 |
| threshold=1.0000000180025095e-35 0.75000000000000011 0.84099316596984874 0.8524690866470338 3.5000000000000004 1.0000000180025095e-35 0.85488626360893261 2346.5000000000005 0.54600304365158092 0.069047622382640853 0.86213451623916637 0.087121214717626586 11.500000000000002 6.5000000000000009 0.87307953834533703 0.83712926506996166 5.9805652199429468e-06 25.500000000000004 0.66843143105506908 0.67062884569168102 0.11805555596947671 0.85764798521995556 0.77596795558929454 0.75195884704589855 0.81010818481445324 0.60176679491996776 2.2095391750335698 20.500000000000004 0.80315083265304577 0.52786380052566539 0.76667532324790966 17.500000000000004 6007.0000000000009 1.5000000000000002 32.500000000000007 20.500000000000004 4.9334223270416269 4.7866656780242929 0.054093567654490478 24.5111837387085 0.82937604188919078 3968.5000000000005 40.500000000000007 0.77661949396133434 32.500000000000007 36.500000000000007 11.500000000000002 0.79533767700195324 0.76695251464843761 4.6047344207763681 3.5000000000000004 2.5000000000000004 3253.5000000000005 0.70630609989166271 0.7522072196006776 0.0042646899819374093 0.80093383789062511 0.78699639439582836 0.74382585287094127 0.79347434639930736 0.80781936645507824 0.78351107239723217 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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| leaf_count=13489 86 424 41 92 78 101 74 21 124 213 374 131 437 196 74 168 224 278 71 71 120 105 42 80 98 65 114 45 577 36 444 53 163 237 80 36 53 101 49 34 123 79 48 72 130 67 88 75 93 49 66 135 99 199 55 94 78 73 75 88 55 66 |
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| internal_weight=510.636 399.831 313.691 239.739 231.393 125.263 73.9517 106.13 101.627 52.3247 110.873 101.491 75.6412 66.2303 21.627 55.4226 50.8632 15.4734 89.4263 10.9277 78.4987 17.8652 6.50724 60.6335 33.2939 55.6007 10.8839 9.38262 14.3895 51.1389 30.4059 10.5333 10.8076 6.97669 20.7331 15.2964 5.43663 11.3133 6.32196 25.8497 22.6732 8.27673 22.7605 16.4883 24.9904 4.55942 7.00091 9.41727 7.39027 10.7431 8.65723 35.3899 14.7403 11.6143 10.9273 11.4176 20.6496 6.92576 5.41156 3.69731 14.3965 5.95055 |
| internal_count=21206 7717 7293 6297 6205 4290 996 1915 1894 619 3375 2956 2534 2097 377 1650 1415 532 1770 149 1621 267 147 1354 406 1283 254 419 915 1203 760 151 447 338 443 310 133 274 173 422 388 202 255 207 695 235 251 254 179 123 180 883 433 298 251 166 450 226 148 124 186 121 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=29 |
| num_leaves=63 |
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| split_feature=16 1 15 21 2 22 1 1 34 1 21 29 22 0 22 15 4 16 5 33 17 4 36 29 33 16 21 15 20 8 21 9 15 2 30 5 8 8 1 29 5 21 17 8 29 20 36 4 32 33 29 16 16 17 1 23 21 16 36 6 18 18 |
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| leaf_count=13569 406 48 29 79 163 348 39 246 91 169 55 277 90 67 35 400 26 107 86 32 39 72 253 228 134 57 63 80 70 82 90 66 146 64 88 83 55 63 30 54 237 96 81 152 69 379 41 92 87 87 113 32 74 139 72 36 103 94 345 32 101 565 |
| internal_value=-0.000176585 0.0155901 -0.0477625 0.00520808 0.00383273 0.000846906 0.00299415 -0.00657354 0.00184771 0.000157231 -0.00555048 -0.0207145 -0.0100912 -0.0223809 0.00841416 -0.00196475 0.0202611 0.0233605 -0.017158 0.000581287 -0.0103201 0.0119395 -0.0185547 -0.0195757 -0.035266 -0.0155311 0.0150326 0.00289632 0.0123314 0.0088467 -0.00763465 -0.0191224 -0.0227604 -0.0200156 -0.00181325 -0.0530875 0.00789786 -0.00696236 -0.0184917 0.0131703 -0.0229447 -0.0295549 0.0164201 0.00969715 0.005485 0.0148392 -0.00644188 0.022242 0.00706874 0.0149171 0.0245879 0.00101839 -0.0134188 0.0207151 -0.00111256 -0.00804144 -0.0314891 -0.0258877 -0.0235915 -0.00736348 -0.0250663 -0.0291075 |
| internal_weight=485.903 364.975 120.928 287.465 279.671 236.659 216.633 13.8441 212.023 196.576 116.23 11.0509 86.8919 20.0262 80.3458 31.2851 43.0123 15.447 52.2769 34.6151 17.6628 16.9523 14.852 48.9687 13.2645 5.66013 49.0607 6.76167 44.752 38.5603 10.2818 7.40735 43.4474 39.5707 9.65179 107.084 29.3385 9.41221 3.79442 6.1821 10.6719 9.22975 38.0516 23.7228 5.52135 28.2785 4.96593 15.2623 6.7686 19.9263 11.7503 8.17595 5.67392 13.1579 3.91366 3.21187 9.08936 29.9189 28.0747 7.12195 5.27102 20.9528 |
| internal_count=21206 7002 14204 6596 6517 6003 5317 552 5269 5071 3473 523 2907 686 1598 768 514 198 1998 909 564 345 525 1908 539 191 830 147 767 697 195 156 1753 1525 324 13652 566 205 102 178 368 333 488 325 155 502 123 173 142 361 200 161 129 243 104 124 356 1201 1107 197 165 910 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=30 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=16 1 24 21 15 22 22 1 20 22 26 16 0 15 22 24 1 32 21 20 21 24 24 8 22 35 15 22 29 17 0 8 24 21 22 33 32 22 25 21 16 22 8 21 27 24 27 20 23 29 29 4 21 5 4 24 21 24 20 23 22 21 |
| split_gain=136.589 55.8508 12.4639 7.65046 6.85623 4.28838 4.26587 6.20231 4.34117 3.97978 3.56909 3.3233 2.83853 2.82124 2.79514 3.94931 2.70372 2.5413 2.36668 2.25553 2.10491 2.6743 2.58042 1.99259 1.94461 2.64596 1.93274 1.80456 1.80112 2.03093 1.78915 1.74305 1.71969 1.70709 1.67334 1.6653 1.59214 1.86943 2.35424 1.70981 1.57681 1.54498 1.92712 1.53992 1.50744 1.42465 1.81197 1.47359 1.40628 1.34056 1.32823 2.11028 1.46646 1.20938 1.24986 1.3192 1.20219 1.12428 1.10812 1.06384 1.04035 1.26781 |
| threshold=0.84470966458320629 1.0000000180025095e-35 0.8490101993083955 0.84602355957031261 0.34175762534141546 0.84954637289047252 0.85764798521995556 12.500000000000002 0.82717090845108043 0.82937604188919078 1.0000000180025095e-35 2.6980354785919194 0.88482284545898449 0.85313725471496593 0.81203970313072216 0.81067943572998058 34.500000000000007 4.7133975028991708 0.75157380104064953 0.84640756249427807 0.75613233447074901 0.62360766530036937 0.77621090412139904 4201.5000000000009 0.89437252283096325 0.29166667163372045 5.8449518680572519 0.8760085701942445 1.3289762735366824 9.9547257423400897 0.75282669067382824 3112.5000000000005 0.87751153111457836 0.68369507789611828 0.89649876952171337 7.3150800744770108e-05 5.3162617683410653 0.77018406987190258 1.0000000180025095e-35 0.74151423573493969 1.3666437268257143 0.79587987065315258 2575.0000000000005 0.79137280583381664 38.500000000000007 0.79216679930686962 17.500000000000004 0.76909983158111583 0.47213622927665716 1.1263822317123415 6.0988099575042733 41.500000000000007 0.72520509362220775 3582.5000000000005 32.500000000000007 0.86530745029449474 0.78631320595741283 0.80062136054039013 0.80586382746696483 0.48684211075305944 0.77459466457366954 0.70119979977607738 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=4 -2 3 6 -1 53 7 8 9 36 -9 13 32 23 15 20 17 -16 -17 26 21 -15 -22 35 25 43 -8 28 -28 -30 -13 45 41 -18 -21 -12 37 -3 -39 59 -20 42 -6 -7 -11 46 -23 60 -49 -50 51 -19 -53 54 55 -4 58 -24 -37 -40 61 -48 |
| right_child=1 2 5 -5 12 24 19 10 -10 44 11 30 -14 14 16 18 33 50 40 34 22 31 57 -25 -26 -27 27 -29 29 -31 -32 -33 -34 -35 -36 56 -38 38 39 -41 -42 -43 -44 -45 -46 -47 47 48 49 -51 -52 52 -54 -55 -56 -57 -58 -59 -60 -61 -62 -63 |
| leaf_value=-0.053409569711234374 0.053892665458420468 0.041822092741149938 0.0045421465945481706 0.044678068789214487 0.017909709527447918 0.023413132512040892 -0.04937306505797949 -0.054071994018824121 0.039850293015842697 -0.032874564401809192 -0.048613839505178794 0.0056732968003869663 0.053316614573378364 0.039247203400801782 -0.015939960654247666 0.042658154377875929 0.012209817774727854 0.039362104642941972 0.026864917726343359 0.02122012306222262 0.027720036133276855 -0.056029980125484657 -0.031455755943620003 0.020498538068937991 -0.024449671024095277 0.054288113753885515 0.034049052236197218 -0.049449039222830046 0.027092477063743195 -0.040973759865140048 -0.049121667456868981 -0.038051119603964956 0.035982611073994933 -0.045292791065567557 -0.03076731995582015 -0.013614938245122471 0.042129933322797568 0.043868242703080318 -0.037860517156614454 0.013952418648262466 -0.016333170125689075 -0.043074462507285222 -0.046635720974495309 -0.010514994467343884 0.0099075693249506547 0.02238255798279111 -0.032861103154085428 -0.001693402018934797 0.0053307528874046682 -0.049967048594390794 0.040507697732602127 0.015049667693496761 -0.036195243409978366 0.046701460669113008 0.046584669056867214 0.03787883773079688 0.014581543654914634 0.012083630649373418 -0.051720259475589239 -0.0030357248306743189 0.029709861246730647 0.017015467648419224 |
| leaf_weight=96.421989302383736 73.100899111479521 4.0350198624655667 6.9676826302893478 9.0478102024644596 2.990336162503807 6.2578177656978422 7.9314862871542635 3.6399967493489376 13.139449512120335 7.1346485964022559 5.2142724515870276 1.9900637636892486 1.3093591481447209 2.8467669221572569 15.243116864003243 10.390280256979169 1.5848116897977869 2.8245287714526039 4.6162074925377947 4.4023619894869617 11.680887476075442 2.0256509566679695 3.4136285549029699 2.8095775498077264 3.7561881435103706 3.4640391767024985 2.2466457867994887 2.9677136167883873 1.5946442089043555 3.5039643496274948 5.9252219614572823 5.1227212641388169 1.106734063476323 6.9544859789311886 2.3871562699787319 7.8033198500052077 4.8568311538547269 3.1999899838119772 3.8204339467920381 7.9736610702238968 3.8948307521641254 7.6405005832202733 1.8856418565846977 7.183543243445456 2.8942602947354317 3.7454188689589492 2.3050445527769643 6.420917986892162 1.4751688749529419 4.2640770669095218 3.5440869694575658 2.5014192308299243 3.1593726137652993 16.445018453523517 6.0339984446763983 5.1692391447722912 2.6924541615881017 2.6211859975010157 2.525355672929436 5.1481111729517579 3.6099048191681504 2.8486766871064901 |
| leaf_count=13431 401 45 107 110 74 86 440 205 134 234 305 55 10 34 551 115 51 46 62 72 162 103 104 70 72 42 31 142 30 132 263 184 16 312 79 303 39 41 79 109 73 498 135 127 58 76 85 172 36 186 31 40 74 195 57 58 66 48 138 102 63 55 |
| internal_value=-0.000222899 0.0149565 0.00483656 -0.000369252 -0.0485271 0.0261182 -0.00224811 0.000284375 0.0149891 0.00662662 -0.00521067 -0.00390342 -0.0170003 -0.00196122 0.00132762 0.00705316 -0.0100687 -0.0023812 0.0266452 -0.0216606 -1.66231e-05 -0.00718203 0.0140039 -0.0186974 0.00809225 0.0153227 -0.0308162 -0.0165444 -0.00324993 -0.0196853 -0.0353451 -0.0113361 -0.0237587 -0.0346209 0.00294163 -0.0247365 0.0160063 0.0107585 0.00453565 -0.00289337 0.00709656 -0.0290411 -0.00705135 0.00528073 -0.020528 -0.00620954 -0.0108759 -0.00650445 -0.0177689 -0.0357538 0.0147999 0.00406239 -0.0135509 0.0368776 0.0279867 0.0187406 -0.0151748 -0.0125447 -0.0229317 -0.0178704 0.00912579 -0.00529224 |
| internal_weight=465.711 354.356 281.255 225.978 111.355 55.2775 216.93 191.896 52.2024 39.063 139.693 136.053 14.9326 128.138 107.093 71.2814 35.8118 27.2725 18.9013 25.034 52.3801 34.6643 17.7157 21.045 20.6616 16.9054 18.2445 10.313 7.34525 5.09861 7.91529 31.8176 13.6232 8.5393 6.78952 18.2354 29.034 24.1772 20.1422 16.9422 8.51104 12.5165 4.87598 13.4414 10.0289 26.6949 22.9494 20.9238 12.1602 5.73925 12.0294 8.48532 5.66079 34.6159 18.1709 12.1369 13.0211 6.03481 10.3287 8.96855 8.76363 5.15372 |
| internal_count=21254 7090 6689 5945 14164 744 5835 4909 841 707 4068 3863 733 3545 2663 1558 1105 742 250 926 1308 994 314 882 327 255 775 335 193 162 318 960 723 363 151 812 415 376 331 290 135 707 209 213 292 776 700 597 394 222 191 160 114 417 222 165 507 152 441 181 203 140 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=31 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 35 19 22 35 2 19 2 9 34 22 35 35 16 9 16 7 22 17 30 20 16 7 29 22 35 15 20 36 29 20 18 20 19 22 35 16 22 22 8 22 35 18 30 30 18 2 22 8 7 6 35 35 16 30 22 15 15 30 7 20 5 |
| split_gain=128.385 56.1036 8.27626 5.15853 4.11672 3.34131 2.91071 2.81567 2.78215 2.60377 2.71988 2.49318 1.90729 1.79391 1.93548 1.75932 1.8007 1.7549 1.67666 1.60994 2.11854 1.53675 1.42706 1.48826 1.39126 1.6878 1.34025 1.33447 1.32266 1.25541 1.24712 2.51274 1.12572 1.08978 1.28232 1.30467 1.49366 1.29303 1.92493 1.18773 1.13032 1.07638 1.05628 1.04732 1.05958 1.09134 1.02257 1.02011 1.09029 0.994691 0.973073 1.51144 0.970618 0.968931 0.927571 1.16952 0.911968 1.03746 1.1962 0.90667 1.63853 1.92967 |
| threshold=1.0000000180025095e-35 0.75000000000000011 4.5000000000000009 0.86934015154838573 0.074175827205181136 196.50000000000003 1.5000000000000002 819.50000000000011 3.5000000000000004 0.59012064337730419 0.77933722734451305 0.41666667163372045 0.021980676800012592 0.99884602427482616 8.5000000000000018 0.99884602427482616 17.500000000000004 0.8329000473022462 1.3683728575706484 8.5000000000000018 0.82037398219108593 2.6980354785919194 36.500000000000007 3.6231557130813603 0.89245715737342846 0.29166667163372045 1.5913838744163515 0.75599825382232677 0.1376021355390549 6.5712277889251718 0.8163580894470216 20.500000000000004 0.7878999412059785 33.500000000000007 0.83073034882545482 0.042572464793920524 1.8817405700683596 0.80619931221008312 0.79450693726539623 2157.0000000000005 0.81590798497200023 0.029857398010790352 25.500000000000004 2.5000000000000004 4.5000000000000009 41.500000000000007 470.50000000000006 0.77018406987190258 2074.5000000000005 14.500000000000002 0.0034203992690891032 0.033908046782016761 0.040833333507180221 1.5914452075958254 3.5000000000000004 0.81793141365051281 7.2014851570129403 17.784614562988285 6.5000000000000009 47.500000000000007 0.80288657546043407 2148.5000000000005 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=-1 2 3 4 5 6 8 29 15 10 53 17 46 28 24 16 -2 19 26 20 47 22 56 43 25 33 -10 -17 -14 -5 31 49 50 34 37 41 39 38 52 -37 -39 -36 -23 -24 -45 -46 -12 -6 -49 -19 51 -29 -15 -4 -7 -56 -8 -58 -59 60 -34 -62 |
| right_child=1 -3 9 7 11 54 21 -9 18 -11 12 -13 13 14 -16 27 -18 30 -20 -21 -22 42 23 -25 -26 -27 -28 32 -30 -31 -32 -33 59 -35 35 36 -38 40 -40 -41 -42 -43 -44 44 45 -47 -48 48 -50 -51 -52 -53 -54 -55 55 -57 57 58 -60 -61 61 -63 |
| leaf_value=-0.053639744010818273 0.0050011190897143228 0.053722580541080804 0.013557168631217122 -0.045125358839766705 0.037564707719369046 -0.053975093039860249 0.018821959133937988 0.044165999816772557 -0.028228767669070367 0.039591053515558187 0.00094690852776978013 0.053682521500517659 -0.035233291838846562 0.00014372944480704072 -0.01813358914677651 0.024886451573707297 -0.048714490828616196 0.031986446587853011 -0.04155358353668815 -0.013071074353974971 0.049841522283255196 -0.0031606694849214433 -0.025211752471283773 -0.020741084658726306 -0.01648218203293279 0.046271127701924583 0.030570582192963509 -0.034442507605263815 0.013074432463920977 0.010191159382112657 0.0074078328396994025 -0.050552377466540892 0.013298466701720735 0.027143832693313292 0.00085647257120545278 0.030314461841687925 -0.020898479640459492 0.03887952783725393 -0.024355848426499852 0.00051291480700751328 0.013647838874784636 -0.044379740027986926 -0.062868659685230574 0.037516541066528922 -0.019744873580124105 0.030844071840893952 -0.051276689645118972 -0.010760152740934503 0.018145941985551754 -0.017344934568499504 -0.039173128074922861 0.032519603209732191 0.039347689178014338 0.036546415741082146 -0.0051837824640963599 -0.049110272921017828 -0.018355958449444692 -0.013658461359895992 0.03795057209106318 0.017826037228107796 0.0083682038385997724 -0.063950131721775966 |
| leaf_weight=89.973751011304557 2.5614893445745102 68.978414475917816 7.1591816144064095 11.226349219214169 3.4404086377471783 3.6554200705140811 21.832921239547435 1.078601759392767 2.2882354697212572 9.0571174100041372 1.7491218391805881 3.2292860914021722 3.735651114024221 3.0946835400536674 5.1427502725273362 4.8627743455581394 3.9913195995613933 2.0380427511408952 10.340239651966838 3.9460801533423355 5.1119979531504205 1.6417265599593514 1.8576123602688328 7.8373441542498758 3.6300950953736892 4.1269177962094536 1.6811350369825957 1.7172886752523511 2.2828553728759289 1.128825632855295 10.281974926590918 3.4811658128164709 4.4180422094650549 11.484535709023474 2.7694515017792609 6.7357433419674653 3.565624955110251 8.244212942663582 3.9492000425234437 6.6382724018767476 9.6155798118561489 2.5039788279682398 1.3496674089692531 3.4069636329077184 2.6698116636835039 1.7747499793767927 2.0196730913594365 5.2675145957618943 8.5687245447188598 2.0493383989669383 3.5176602825522423 1.6546760564669964 3.2231499310582876 12.738857278600333 3.8729135948233306 2.4892012821510434 4.1632308000698668 1.9474167143926022 2.6514580212533474 6.4092099107801905 1.6650340300984683 2.0681491689756513 |
| leaf_count=13547 95 412 121 566 39 177 473 10 119 92 52 41 129 67 109 90 294 35 597 71 52 48 82 308 79 48 35 79 45 37 240 161 117 121 59 83 75 107 100 139 162 77 67 53 119 40 56 97 161 90 129 45 37 130 142 141 133 75 46 168 48 87 |
| internal_value=-0.000343735 0.0132939 0.00342725 -0.00357983 -0.00101555 -0.00639373 -0.00359057 -0.0333079 -0.0125477 0.0138745 0.0116437 0.0112717 0.00772789 0.0093507 0.0114658 -0.00453558 -0.0277171 0.00817211 -0.0309495 0.016376 0.0215661 0.00467326 0.00683398 -0.00453343 0.0136535 0.0153122 -0.00332566 0.00123742 -0.0169099 -0.0400714 -0.00393097 -0.0193349 -0.00412386 0.0132456 0.0100749 0.00109508 0.00785608 0.0171667 0.00302738 0.0155223 0.025295 -0.020623 -0.0300999 0.0085496 0.0165373 0.000455708 -0.0270394 0.0131997 0.00714127 0.00725259 -0.0207756 -0.00158315 0.0201443 0.028275 -0.0339029 -0.0223702 0.0133533 -0.000273274 0.0160965 0.00375531 -0.00730833 -0.0316955 |
| internal_weight=441.593 351.619 282.641 169.174 155.74 108.326 98.3082 13.4338 47.1753 113.467 104.41 47.4145 84.5115 80.7427 74.7242 32.8656 6.55281 44.1852 14.3096 26.3347 22.3886 51.1329 48.1415 17.5465 69.5814 65.9514 3.96937 26.3128 6.01851 12.3552 17.8505 7.56855 21.4501 61.8244 50.3399 22.2131 16.9396 28.1268 10.267 13.374 17.8598 5.27343 2.99139 9.70914 7.85153 4.44456 3.76879 17.2766 13.8362 4.08738 6.88963 3.37196 6.31783 19.898 10.0175 6.36211 30.595 8.76211 4.59887 14.5604 8.15123 3.73318 |
| internal_count=21254 7707 7295 5407 4794 3807 3347 613 1903 1888 1796 987 1545 1437 1263 1152 389 946 751 420 349 1444 1329 602 1154 1075 154 763 174 603 526 286 673 1027 906 433 297 473 204 222 269 136 115 294 212 159 108 297 258 125 253 124 104 251 460 283 727 254 121 420 252 135 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=32 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=16 1 24 21 15 4 34 0 21 0 24 16 29 16 16 7 7 29 1 16 24 16 24 31 15 0 36 36 29 24 24 0 7 24 21 29 4 27 33 21 5 0 32 24 1 7 29 29 7 7 4 6 21 4 15 0 25 27 5 24 0 21 |
| split_gain=114.429 48.5824 10.5973 7.06702 6.572 4.15809 3.06475 2.66844 1.61991 1.53965 1.51646 1.47479 2.03331 1.38803 1.45022 1.94825 1.88413 1.51606 1.80721 1.36268 1.2589 1.25455 1.72772 1.24129 1.23598 1.21802 1.78228 1.04373 1.03518 1.01102 1.16304 2.72136 2.44992 1.51264 3.01862 2.09987 1.93978 1.81655 1.78068 1.38364 1.30826 1.54533 1.78105 1.29393 1.15138 1.82651 1.37562 2.02887 1.12663 1.29132 1.05794 1.04278 1.13153 0.984556 2.57429 1.30811 1.10422 1.06408 1.03699 0.977051 0.976411 0.944993 |
| threshold=0.84470966458320629 1.0000000180025095e-35 0.85314381122589122 0.84602355957031261 0.1485252380371094 134.50000000000003 0.50778192281723034 0.88482284545898449 0.79137280583381664 0.84700393676757824 0.87751153111457836 0.28342357277870184 2.2931867837905888 0.99884602427482616 2.6980354785919194 151.50000000000003 442.00000000000006 2.9776597023010258 12.500000000000002 0.63174504041671764 0.87027946114540111 1.6511816978454592 0.80614161491394054 0.0049450979568064221 1.1059648990631106 0.82766342163085949 0.00103308487450704 0.028232268989086155 4.4014875888824472 0.59132662415504467 0.82190740108490001 0.8028545379638673 8.5000000000000018 0.75907239317893993 0.73978266119956981 6.3627433776855478 25.500000000000004 17.500000000000004 0.0001043251577357296 0.780696600675583 4075.5000000000005 0.78008270263671886 2.753891229629517 0.79868465662002575 14.500000000000002 8.5000000000000018 5.6802914142608651 1.2359883785247805 58.500000000000007 9.5000000000000018 1.5000000000000002 0.0024369707098230724 0.66954377293586742 10.500000000000002 14.508474349975588 0.75442886352539074 1.0000000180025095e-35 26.500000000000004 4395.5000000000009 0.87751153111457836 0.75602340698242199 0.66146960854530346 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=4 -2 3 5 -1 6 9 10 59 13 11 -6 19 -3 15 29 -17 18 -16 -13 28 22 -7 -22 -8 26 -18 -11 -10 -15 33 39 -33 34 35 37 50 61 53 -32 41 43 -43 -40 -39 51 47 -47 49 -44 -36 52 -46 54 55 -35 -55 -57 -59 -4 -19 -31 |
| right_child=1 2 8 -5 7 21 24 -9 20 27 -12 12 -14 14 17 16 25 60 -20 -21 23 -23 -24 -25 -26 -27 -28 -29 -30 30 31 32 -34 38 36 -37 -38 44 40 -41 -42 42 48 -45 45 46 -48 -49 -50 -51 -52 -53 -54 56 -56 57 -58 58 -60 -61 -62 -63 |
| leaf_value=-0.053286204752423176 0.053572985599924329 -0.025253881893680327 0.02940966081095274 0.045025126102743 0.040768453218832851 -0.015134121149674985 -0.002606641290744444 0.053638791325373261 -0.012883951615513256 0.00050443269297733477 0.034933048052386159 -0.049882108846858383 -0.050155566230225636 0.027974886902856669 0.028839980501720902 -0.04150695973609049 0.032653672082037836 -0.0038582074085500122 -0.028782971711825613 0.0082639520195589046 0.037287635180864309 0.030339696509842591 0.026221399467231055 0.0018070264560485954 0.027582092832828666 0.033758665276674309 -0.059274888836083006 0.037753951873625319 0.020674387241387326 -0.010561489712812846 0.030087119255688455 -0.048375723874747915 0.0018657441190560898 0.015882712701332055 -0.0024965880928120624 -0.05375500756521584 -0.022923782771093915 0.010763091181261441 -0.0061271148973569972 -0.007301557972477446 0.025401054682844294 -0.052824230610835333 0.0036468960450909364 0.044853760063963369 0.021159648181776951 0.0077188661792041762 0.014543029075958608 -0.044490999166076489 0.016166772898369427 -0.030041356923798414 0.028158132484894439 0.031511140297179586 -0.034354323021154765 0.00045442569054969208 0.027026808027554635 -0.053219420171990328 -0.053326716635898302 -0.044868598249520893 -0.0027972311383497751 0.052183286600327908 -0.052515615786936864 -0.058947881330620594 |
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| leaf_count=13324 401 535 234 113 13 100 103 12 98 115 16 105 538 46 41 307 22 48 139 156 121 113 58 52 126 25 86 50 68 67 158 107 214 38 99 118 82 264 97 84 67 135 131 37 39 77 61 349 89 260 235 64 76 33 56 222 196 104 101 78 218 133 |
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| internal_weight=421.604 324.416 261.63 216.459 97.1882 208.082 186.544 14.8087 45.1707 171.409 13.5859 12.5586 11.8296 163.603 153.655 142.301 10.552 11.3536 5.58827 4.97162 21.3677 21.5377 10.1109 12.1306 15.1346 3.91418 2.19569 7.80658 9.23711 131.749 129.159 26.6237 12.9134 102.535 56.2524 36.4993 19.7531 34.0535 46.2827 13.7102 26.271 22.9887 17.9244 5.0643 29.9785 18.3347 11.4051 9.2703 15.2444 11.7212 16.9065 6.92961 3.67435 20.0118 14.3903 11.6918 5.6215 10.1577 6.03191 23.803 5.76535 4.07501 |
| internal_count=21254 7090 6689 6038 14164 5925 5654 840 651 5425 828 812 799 5260 4725 4279 440 446 180 261 339 271 158 173 229 133 108 165 166 3839 3793 563 321 3230 1664 1248 416 1130 1566 242 816 749 615 134 930 666 487 426 480 391 334 179 115 750 521 465 229 427 205 312 266 200 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=33 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=16 1 24 21 17 22 1 26 20 22 22 34 15 16 22 24 18 20 22 15 33 1 30 32 22 24 22 29 29 24 21 29 22 24 14 24 6 24 16 29 14 21 14 36 22 29 33 18 16 17 8 17 2 2 21 15 15 20 21 24 30 1 |
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| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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| internal_weight=401.73 318.948 260.787 215.839 82.7819 207.838 183.148 137.502 45.6453 44.9488 33.6797 134.001 121.12 101.831 95.4828 32.5876 23.4769 24.6905 18.1405 12.1802 62.8952 38.7449 12.8808 24.5109 20.5907 41.5629 23.985 19.2889 7.08428 18.6731 12.4175 6.47596 6.55001 33.4226 7.33959 4.70738 2.54953 26.083 9.16443 17.2817 6.34845 13.9917 9.16878 9.99338 4.09151 12.8129 11.2397 14.4376 7.58646 3.60831 6.85109 4.36567 8.58857 6.08913 3.4118 6.25562 4.09057 12.8778 4.80381 11.6455 5.32227 5.01368 |
| internal_count=21254 7571 7168 6486 13683 6370 5334 4518 816 682 673 4290 4096 3092 2815 745 627 1036 882 506 2070 1121 194 382 351 611 372 1004 206 429 257 275 154 880 113 214 167 767 128 309 277 182 291 190 215 729 666 476 174 101 302 215 217 174 143 172 137 226 198 291 241 175 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=34 |
| num_leaves=63 |
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| split_feature=19 1 24 21 19 22 1 22 24 24 20 21 22 1 26 18 29 19 29 1 0 24 22 22 36 17 8 15 8 5 36 15 32 18 24 35 22 22 36 35 24 29 23 22 5 22 22 24 22 24 29 32 17 8 1 29 22 31 19 7 24 24 |
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| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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| leaf_count=13547 412 155 45 115 72 553 171 99 234 44 106 117 30 217 81 96 38 26 39 275 57 140 272 76 78 80 440 70 198 116 222 198 22 68 38 66 61 114 68 68 24 117 163 64 60 72 74 47 105 184 50 114 245 100 82 57 122 59 38 355 104 94 |
| internal_value=-0.000323908 0.0120398 0.00320291 -0.00131767 -0.00296814 -0.009012 -0.00412198 0.0218413 0.0259551 -0.00759842 0.00937557 0.0176298 0.00690844 0.0149152 -0.0115452 -0.00117291 0.00626004 -0.00571213 -0.0166137 -0.024639 -0.0229983 -0.0120315 -0.0272332 0.0277619 0.00067415 -0.0138561 -0.0331685 -0.019815 -0.00996491 -0.00890007 -0.0217741 -0.0046338 -0.00229664 -0.00933804 0.00952652 0.026328 0.00325911 0.00442149 -0.00333529 0.0181508 -0.033438 -0.0158969 0.0196471 -0.00964979 -0.0193991 -0.0219876 -0.0103177 0.00889583 -0.00614846 0.000167352 -0.0105697 0.00176404 -0.0267892 -0.0295168 0.0203546 0.00956615 -0.0333809 0.0214335 0.0100351 -0.0124976 -0.0217965 0.00499659 |
| internal_weight=382.544 310.047 255.386 205.535 197.856 122.744 90.9465 49.851 45.0604 80.4165 15.1708 28.6083 75.1118 37.7299 65.2456 37.3819 25.2344 14.1051 12.1475 10.0323 31.7976 15.2996 8.86209 17.9074 10.7009 11.3286 16.498 8.77304 62.9651 61.6371 15.3416 46.2955 43.7585 10.5266 31.2193 8.48174 22.7376 29.29 18.7159 10.5741 8.42937 14.4685 11.8097 10.2777 7.57909 9.28466 6.2592 6.43749 4.10209 8.34076 12.6038 7.15951 5.44427 3.09154 13.9521 8.42806 5.09951 11.1293 6.85494 13.7273 8.96305 4.76425 |
| internal_count=21254 7707 7295 6507 6392 4841 3157 788 689 3002 313 455 1551 700 2689 851 483 290 368 329 1684 621 412 260 195 264 1063 510 2518 2437 590 1847 1649 368 628 104 524 1001 735 266 299 648 207 307 243 226 146 209 162 252 531 264 267 150 215 139 182 193 134 621 459 162 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=35 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 24 19 21 16 24 22 16 24 1 22 11 35 26 1 4 17 20 36 7 36 16 22 3 24 24 36 8 24 21 21 22 15 29 21 17 17 21 21 8 22 15 21 33 3 1 18 16 7 16 15 22 19 23 24 24 15 1 8 24 0 |
| split_gain=92.348 44.5634 7.61185 4.5406 4.04017 3.54879 3.36525 4.73738 2.35894 2.10655 2.09666 4.34072 1.97262 1.92659 1.81378 1.72717 1.67703 1.66563 1.65452 1.48207 1.42064 2.23956 1.87303 1.57207 1.51882 1.7724 1.45019 1.4456 1.39665 1.38056 2.38966 1.43844 1.60741 1.32594 1.30363 1.26454 1.75123 1.76044 1.19829 1.18544 1.09802 1.19834 1.04852 1.04103 1.04836 1.01587 1.23402 0.975307 0.966241 0.965928 0.965699 0.961008 0.95016 1.27383 1.47363 1.22232 1.87733 2.0494 1.30548 1.24097 1.12641 1.11073 |
| threshold=1.0000000180025095e-35 1.5000000000000002 0.82751068472862255 18.500000000000004 0.86189472675323497 0.99884602427482616 0.8944917917251588 0.84184601902961742 1.0992293953895571 0.86530745029449474 1.0000000180025095e-35 0.89869150519371044 1.5000000000000002 0.13392857462167743 1.0000000180025095e-35 11.500000000000002 133.50000000000003 20.251283645629886 0.81546762585639965 0.0042646899819374093 42.500000000000007 0.094948563724756255 2.6980354785919194 0.85550355911254894 4.3502571582794198 0.81067943572998058 0.81137743592262279 0.032836750149726875 2035.0000000000002 0.65757587552070629 0.67386469244956981 0.78867465257644664 0.79587987065315258 0.76417112350463878 0.78828161954879772 0.65767478942871105 83.88574600219728 1.5771990418434145 0.78556203842163097 0.73502966761589061 2007.5000000000002 0.82099524140357982 0.80660745501518261 0.76107519865036022 0.00011088693281635643 4.79990577697754 14.500000000000002 25.500000000000004 1.7558235526084902 9.5000000000000018 1.5731236934661867 53.414772033691413 0.74806323647499096 1.5000000000000002 0.59411767125129711 0.81831148266792308 0.75835487246513378 7.2014851570129403 21.500000000000004 3409.5000000000005 0.79868465662002575 0.75282669067382824 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=-1 10 3 4 5 28 7 9 17 15 -2 -12 14 33 -7 47 18 -9 42 -15 22 23 29 24 48 27 -24 38 -3 30 50 35 -33 -10 -30 -31 37 49 39 45 51 -42 -17 -44 -45 -26 -47 -4 -22 -37 -16 -5 -39 54 61 56 -55 58 -58 -59 -56 -54 |
| right_child=1 2 6 40 -6 12 -8 8 13 -11 11 -13 -14 19 20 16 -18 -19 -20 -21 21 -23 26 -25 25 -27 -28 -29 34 31 -32 32 -34 -35 -36 36 -38 52 -40 -41 41 -43 43 44 -46 46 -48 -49 -50 -51 -52 -53 53 55 60 -57 57 59 -60 -61 -62 -63 |
| leaf_value=-0.053054459975538128 0.053278322236747111 -0.0048189870896582117 0.052215593156425849 0.043771252178918779 0.048510451918818483 -0.042152481252092332 0.062897074222268354 -0.056967796791884864 0.026101612390647518 0.043409608413869115 0.048460134078450151 -0.027658207731952052 0.041923115953729245 -0.0049509862034266489 0.012894387670608423 -0.017218570043831202 0.041373812450563305 -0.0048973026201638075 -0.023744438476302528 0.038718583744618812 -0.022040468132170095 0.024789770923238457 -0.041232811982555177 -0.053633767300626869 0.028213306768862585 -0.052066801857345996 0.014465519798164399 -0.04758254492370257 0.0063430267190636522 0.01943318084874654 0.043758309876104823 0.033446488626850061 -0.0033510306601780499 -0.018053264960479539 -0.044175119677664174 -0.069028592118111548 -0.056504025523818849 0.019801749095166694 0.032423368225896823 -0.022794798848789211 0.020230017162579966 -0.010913360884072573 0.027635233329254896 -0.017656193045758769 0.017927484628879917 0.018721674167181096 -0.03050096886517624 0.017039069654723113 -0.059727822370458428 -0.018938891657956383 -0.040537099777387266 0.013684275342252928 0.013538447193836418 0.0099240941802162287 -0.02391209539062697 0.031563524072997166 0.023340141469036988 -0.052024335305853264 -0.023015870580342653 0.0057735969315648832 0.032292454301152407 -0.040445621595680645 |
| leaf_weight=66.824005025438964 53.244539592415094 4.0979477078653899 4.683430206961928 5.1943118479102868 3.1682177372276774 3.4589333292096844 3.5322456220164886 3.1295550675131407 2.1036794055253294 9.5072518466040474 6.8739462601952237 2.5743737509474158 2.1432414036244145 3.1075325384736043 1.8504278943873935 2.6837941836565831 3.9790065158158532 3.0157419219613075 3.8443546616472295 5.1841244786046445 7.673736927565189 3.4289993741549543 4.8155804630368939 2.7824208200909188 3.5849814629182308 1.9208219745196391 1.5431205644272266 1.5579371671192337 1.4415044020861376 4.7020141915418199 4.584877772256732 5.5813179118558747 6.3377184006385505 8.8652354972437006 11.192069253185762 1.4948049932718266 1.7725913496687997 4.1792061384767285 2.8289842735975972 4.9733219132758668 7.0317600872367603 5.5084119150415063 9.5474723563529569 3.4544900590553862 5.1643402483314276 2.4825444705784321 2.6140614096075296 3.401731819845736 2.1849800269119442 2.7026400053873658 1.5573507812805472 5.427008087746799 1.1216316474601606 13.042659290600573 1.6388912312686446 2.8331090817227951 3.3382805217988771 4.3610874684527516 2.7865916178561747 1.1799834901466963 1.9546065260656176 6.3315675919875503 |
| leaf_count=13491 433 199 71 52 52 210 56 123 41 141 102 100 29 60 47 69 33 66 105 78 327 71 267 177 84 84 39 72 81 136 57 69 187 244 959 63 68 79 50 185 94 103 138 60 89 42 149 50 132 99 80 79 23 335 84 39 65 199 110 30 33 331 |
| internal_value=0.000138085 0.0118963 0.00207668 -0.00395063 -0.00731548 -0.00859642 0.0152532 0.0129051 -0.00444202 0.0224309 0.0494265 0.0277203 -0.00561992 0.00416393 -0.00647474 0.017005 0.0112498 -0.0314147 0.00639593 0.0223522 -0.00540852 -0.0136475 -0.00168412 -0.01769 -0.0143363 -0.00640657 -0.027716 -0.00154536 -0.0301835 0.000572545 0.0201881 -0.00182622 0.0138801 -0.009585 -0.0384109 -0.00532931 -0.0077183 -0.00587699 0.00280574 -0.00333036 0.016569 0.00654994 0.0119532 0.0162629 0.00366529 0.00782002 -0.00652474 0.0374155 -0.0303931 -0.036777 -0.0115237 0.0283982 -0.0028443 -0.00529692 -0.0196411 0.000456387 -0.00311038 -0.0176831 0.00224986 -0.0397161 0.00665917 -0.0323216 |
| internal_weight=369.127 302.303 239.61 164.406 141.245 138.077 75.204 71.6717 25.4059 46.2659 62.6929 9.44832 121.345 19.2606 119.202 36.7586 28.6735 6.1453 24.6945 8.29166 115.743 36.0328 79.7101 32.6038 29.8214 19.9627 6.3587 18.0418 16.7315 73.3514 7.99266 65.3587 11.919 10.9689 12.6336 53.4397 48.7377 46.9651 16.4839 13.6549 23.1615 12.5402 20.8501 18.1663 8.61883 8.68159 5.09661 8.08516 9.85872 4.19744 3.40778 10.6213 42.7676 38.5884 11.0467 27.5417 24.7086 11.6659 6.12487 5.54107 3.5935 7.4532 |
| internal_count=21221 7730 7095 5671 5343 5291 1424 1368 612 756 635 202 4052 423 4023 615 494 189 461 138 3813 1373 2440 1302 1125 666 306 582 1239 2134 184 1950 256 285 1040 1694 1558 1490 510 460 328 197 356 287 149 275 191 121 459 162 127 131 1328 1249 471 778 739 404 175 229 117 354 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=36 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 19 16 21 21 16 1 22 34 8 7 1 22 8 19 0 22 29 29 1 18 1 29 19 29 19 21 23 32 7 16 16 21 22 16 35 30 29 8 22 19 23 22 36 32 32 8 33 22 32 2 21 29 16 35 7 23 1 36 29 7 |
| split_gain=85.0303 41.3748 6.37943 4.02385 2.51709 2.20136 2.20866 2.03982 4.0564 1.99461 1.64079 1.67962 1.6875 1.59771 1.53882 1.51885 1.5068 1.47105 1.4587 1.77862 1.67845 1.48949 1.27878 1.55177 1.52357 1.19955 1.27557 1.37573 1.52549 1.18924 1.30889 1.07601 1.35597 1.07112 1.05366 2.27266 1.43263 1.05078 1.03409 1.01313 1.44615 1.00812 1.0043 2.06851 0.987122 1.21035 1.73268 1.73472 1.16177 1.1105 0.950096 0.941522 0.892661 1.01434 0.850611 0.835932 0.813627 1.09815 0.780947 0.774777 0.774539 0.765173 |
| threshold=1.0000000180025095e-35 1.5000000000000002 4.5000000000000009 0.99884602427482616 0.88835081458091747 0.86189472675323497 1.52468878030777 1.0000000180025095e-35 0.87921246886253368 0.57602205872535717 3869.0000000000005 18.500000000000004 18.500000000000004 0.8569660782814027 1453.0000000000002 186.00000000000003 0.79731369018554699 0.91140875220298778 6.5497872829437265 2.3504526615142827 2.5000000000000004 21.500000000000004 36.500000000000007 4.813148260116578 1.5000000000000002 3.8052248954772954 20.500000000000004 0.81084197759628307 0.5416666865348817 3.7855871915817265 14.500000000000002 1.0655522346496584 1.3666437268257143 0.69551470875740062 0.84291753172874462 1.4369288682937624 0.15476191043853763 4.5000000000000009 1.564891040325165 1515.5000000000002 0.81158187985420238 2.5000000000000004 0.5313725769519807 0.82486978173255932 0.023839375004172329 3.8546763658523564 3.4870796203613286 2301.5000000000005 0.0003378192632226274 0.80985075235366832 5.0703248977661142 25.500000000000004 0.71642410755157482 4.7360432147979745 1.7761573195457461 0.18333333730697635 59.500000000000007 0.52786380052566539 23.500000000000004 0.018126668408513073 5.6242463588714608 16.500000000000004 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=-1 7 3 14 9 6 22 -2 -9 15 11 12 13 54 -3 18 33 -10 19 61 -21 -22 24 31 34 39 27 28 52 42 -31 -24 37 51 36 60 56 -33 -35 -23 -41 -16 -26 -44 45 46 47 -13 -48 58 -20 -14 -27 -54 -8 -15 -5 -58 -49 -42 -36 -4 |
| right_child=1 2 4 5 -6 -7 10 8 17 -11 -12 44 16 55 41 -17 -18 -19 50 20 21 25 23 -25 29 26 -28 -29 -30 30 -32 32 -34 38 35 -37 -38 -39 -40 40 59 -43 43 -45 -46 -47 48 49 -50 -51 -52 -53 53 -55 -56 -57 57 -59 -60 -61 -62 -63 |
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| leaf_weight=62.131804756470956 49.296399667859077 0.95750218955800193 7.6397884157486287 10.618341977009555 2.9351667063310733 2.6684320457279673 2.4763667420484143 5.5079811643809062 1.940969424787909 7.7528296150267115 1.8622915516607452 5.2690343938302302 1.1888523474335699 1.2566096861846738 12.885292915627362 3.8006336800754061 3.828557946253567 1.593085284810513 3.2380931107327333 2.320061325095593 9.7207038253545743 2.4014699598774296 2.8922948255203647 3.0002374737523487 12.954714254941797 1.8179086353629879 7.2863511461764565 2.700210725888609 7.1952683092094958 2.0664386851713052 8.7140696104615909 2.0135154910385609 3.3236930454149842 1.659919741563497 3.581615713890641 1.7162441341206429 3.1300191311165682 2.0959881769958884 7.973488031886518 3.8329177065752447 2.0854825838468973 4.1335638535674653 3.8393522053956977 2.2245232164859772 2.5598481919150791 4.0364063233137122 2.0362340523861344 1.2485384843312206 1.6693092267960308 1.770259052980691 3.2274012640118599 1.7899603843688963 2.3535623205825686 3.6904384694062173 7.9809195967391133 1.4026254015043376 1.1642417749389999 1.2331632995046673 1.064967058598995 1.6521655912511048 0.97617922304198135 17.55281895538792 |
| leaf_count=13491 433 30 160 322 33 56 66 74 55 97 34 295 48 83 1037 29 192 73 42 30 328 45 60 139 243 53 82 38 138 83 248 70 98 55 202 39 41 100 262 88 70 204 87 74 103 209 97 44 38 47 62 110 45 111 177 41 63 41 70 45 37 354 |
| internal_value=0.00013241 0.011548 0.00202638 -0.00482841 0.0121217 -0.00150513 -0.00253259 0.0491631 0.0273326 0.01064 -0.0103276 -0.012071 -0.00453845 0.0088371 -0.026881 0.00836178 -0.0152095 -0.0144761 0.00687118 0.00483503 -0.000905101 -0.00305557 0.00354151 -0.0102836 0.00706953 0.00175145 0.00759115 0.000362819 -0.0055307 0.0144775 0.00121053 -0.00108624 -0.0111545 -0.00686966 -0.00277677 -0.0201652 0.00398016 -0.0303599 0.00123295 -0.0129144 -0.0218904 -0.0303509 0.0219978 0.00520392 -0.0233986 -0.0277347 -0.0203379 -0.031802 0.00859753 -0.00734243 0.0296243 -0.0330733 -0.0207559 -0.0115159 0.017637 -0.025768 -0.00332359 -0.0296327 -0.0301502 -0.0440202 -0.0386314 0.0155569 |
| internal_weight=350.937 288.805 230.467 137.264 93.2033 119.287 116.619 58.3384 9.04204 90.2681 51.0742 49.2119 29.5573 13.1165 17.9764 82.5153 16.4408 3.53405 78.7146 72.2491 47.0565 44.7365 65.5446 13.3257 52.2189 35.0158 25.0437 17.7574 15.0572 29.7991 10.7805 10.3255 7.4332 12.6122 22.4198 6.27404 16.1458 4.1095 9.63341 9.97204 7.57057 17.0189 19.0186 6.06388 19.6546 17.0947 13.0583 9.3528 3.70554 4.08376 6.46549 2.97881 7.86191 6.044 10.4573 2.65924 13.0157 2.39741 2.31351 3.73765 4.55779 25.1926 |
| internal_count=21221 7730 7095 5245 1850 3974 3918 635 202 1817 1971 1937 1034 367 1271 1720 667 128 1691 1587 1073 1043 1947 467 1480 715 467 385 347 735 331 328 268 475 745 278 467 170 317 248 203 1241 404 161 903 800 591 456 135 161 104 158 209 156 243 124 426 104 114 115 239 514 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=37 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=26 0 24 21 0 2 16 22 24 22 0 22 24 8 8 8 17 21 8 18 24 21 8 24 20 8 2 31 24 16 21 22 21 6 24 33 9 33 17 17 17 17 7 7 22 20 16 34 15 15 5 0 24 8 6 15 33 17 33 22 21 21 |
| split_gain=74.2947 36.1214 7.02929 4.29517 3.89831 3.88513 3.45104 2.4366 2.14895 2.90107 2.00387 1.80528 2.43507 1.36689 1.32137 1.59089 1.68524 2.24876 1.56798 1.34148 1.26995 1.36408 1.80908 1.33832 1.26853 1.23405 1.19622 1.76663 1.27817 1.13495 1.08196 1.05877 1.0498 1.01988 1.35444 1.00202 0.898645 0.904298 0.877204 1.22828 0.880891 0.805799 0.805139 0.795643 0.788 0.776301 1.77054 0.864245 0.851396 1.35743 1.77325 1.33346 1.40327 1.57985 1.46719 1.10389 1.12692 1.08472 0.968727 1.22019 0.826516 0.773688 |
| threshold=1.0000000180025095e-35 0.86645126342773449 0.84782391786575328 0.88835081458091747 0.91664123535156261 965.50000000000011 0.99884602427482616 0.86132842302322399 0.8944917917251588 0.8449653983116151 0.84288024902343761 0.81664618849754345 0.82256039977073681 2059.5000000000005 3112.5000000000005 1511.5000000000002 52.562356948852546 0.71404588222503673 1688.5000000000002 32.500000000000007 0.64479276537895214 0.78220304846763622 2003.0000000000002 0.77621090412139904 0.81679752469062816 1496.5000000000002 604.50000000000011 0.00028456650034058845 0.87027946114540111 1.0338205695152285 0.67386469244956981 0.91140875220298778 0.780696600675583 0.0062386000063270339 0.82123228907585155 0.0031796011608093981 2.5000000000000004 6.0225609104236364e-06 64.285202026367202 41.944965362548835 30.04248142242432 7.3854713439941415 96.000000000000014 9.5000000000000018 0.85621583461761486 0.80523774027824413 1.2738171219825747 0.51146787405014049 0.37359327077865606 0.47771380841732031 4176.5000000000009 0.79758834838867199 0.7904169261455537 2584.5000000000005 0.00083590508438646804 3.1889880895614628 0.0025212826440110807 5.1349253654479989 3.5698053579835691e-06 0.79301768541336071 0.67837792634964 0.68107932806015026 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=4 2 3 5 33 6 13 10 9 26 11 12 20 43 15 16 17 24 -17 -19 30 45 -23 -24 -13 -7 27 32 -29 -11 -8 -3 -4 34 -1 -15 -9 -38 39 40 61 -16 -31 -2 -27 47 -47 48 -22 -50 51 52 53 54 -51 57 -57 -56 -52 60 -60 -20 |
| right_child=1 31 8 -5 -6 25 7 36 -10 29 -12 14 -14 35 41 18 -18 19 38 -21 21 22 23 -25 -26 44 -28 28 -30 42 -32 -33 -34 -35 -36 -37 37 -39 -40 -41 -42 -43 -44 -45 -46 46 -48 -49 49 50 58 -53 -54 -55 55 56 -58 -59 59 -61 -62 -63 |
| leaf_value=-0.047885671632224826 -0.044305582841041968 0.052591078671092986 0.055059426057736775 0.055974263543851835 0.048828955169419194 -0.012214228919501448 -0.0061783251425623518 -0.048633389544868927 0.061543465495517938 -0.027228779381789782 0.037504223965659125 -0.0056787133613836914 0.021247795172631118 -0.024019441697297111 -0.009102074580308794 -0.052803303023048802 0.042721343939157538 -0.0054649165194886771 0.009427315703360549 -0.064118243257073063 -0.036984955332860107 -0.015362306398284085 0.044870255581895974 0.0033660918866255962 0.055428712648553549 0.022442753633484389 0.050756258655217185 -0.00069733765312702969 0.039337532106926622 0.00036356322845818869 0.040570025706735922 0.028643435325345218 0.018095987771214357 -0.052844462959152641 0.011141698057416986 -0.052515087375124704 -0.045262093100761784 -0.0031404930851423106 -0.05434460107734939 0.020611514377321824 -0.053331106926280875 0.022338641325507769 0.029023371374414492 0.00664238544711028 -0.0029428124434311377 -0.035670267123065237 0.020330484211838081 0.015776132298985789 0.030918051139274011 -0.054634743994019422 -0.053071452184567727 -0.045497842998926445 0.02208279410436198 0.017845005959773546 -0.0051640974585206003 0.01970389846658166 -0.028786561771368315 -0.062626126004862656 -0.003820024785108748 0.0040266095422651941 -0.052080125939196587 -0.020605036304452106 |
| leaf_weight=2.8299443754367521 0.95901257032528775 43.805387647822499 4.943081991747027 3.1757906749844542 0.99257989600300689 3.7447261591441956 2.060811677016317 3.3194225975312275 3.0290964050218454 2.8556162836030117 3.2533799475058904 2.0189649909734748 13.73993907147087 8.1152385494206083 3.9654117720201594 3.6247075714636621 1.9859398263506589 1.9201940987259152 2.6666361177340212 1.9801471184473483 3.2446219748817375 4.187260228674857 4.1364775560796261 3.6616157963871956 1.4659226820804176 20.431764045264575 4.9749118555337182 7.7731110877357406 2.6814007570501417 9.7296921694651228 3.0988436755724251 5.159023721702396 3.1417971821501851 56.717147638555616 1.4801272726617751 4.9770678055938324 1.8451923709362743 4.1177826409693807 1.4460461600683618 2.2559007355011991 1.6573597663082171 4.1924941507168114 3.2755456331651649 3.8136628973297775 3.5948352189734569 1.859594989567994 5.8564982241950929 2.9110425468534222 1.8972648344933976 2.2209983328357401 3.0941490472760034 1.8257892113178957 5.0064861993305376 4.1586687872186294 1.7524569674860671 3.8031753273680806 1.7492794664576647 1.5456754027400164 1.277769341599196 3.1112608255352825 2.9023784613236785 10.952432188205419 |
| leaf_count=198 79 445 72 51 16 76 78 250 53 72 56 98 225 614 142 190 33 93 100 102 204 105 55 81 24 298 66 155 48 223 42 64 60 13222 38 560 116 164 61 52 65 91 43 168 85 77 141 49 41 127 177 97 115 99 72 104 75 93 53 108 148 512 |
| internal_value=-8.12343e-05 0.0111807 0.00264173 -0.00166011 -0.0494639 -0.00269184 -0.00587948 -0.00308358 0.0209615 0.0178395 -0.00121188 -0.00226827 0.00211396 -0.0265017 -0.0109058 -0.0154886 0.00183263 -0.00916264 -0.0226699 -0.0352424 -0.00190822 -0.00394856 0.0111473 0.0253819 0.0200262 0.0144835 0.0289859 0.023144 0.00957091 0.00131454 0.0218983 0.0500679 0.0406954 -0.0510626 -0.027615 -0.0348521 -0.027782 -0.0161747 -0.0169146 -0.0138274 -0.0189131 0.00705587 0.00758192 -0.003595 0.0186446 -0.00770094 0.00683418 -0.0104701 -0.0125027 -0.0101898 -0.0125934 -0.00457392 -0.000881707 -0.00843059 -0.0183001 -0.0091822 0.00442717 -0.0320938 -0.0296297 -0.019682 -0.0373282 -0.0147247 |
| internal_weight=333.971 271.951 222.986 180.582 62.0198 177.406 149.635 131.77 42.4043 39.3752 122.488 119.234 79.1021 17.865 40.1322 31.9743 9.37117 7.38523 22.6031 3.90034 65.3621 60.2025 11.9854 7.79809 3.48489 27.7713 23.5143 18.5394 10.4545 15.8609 5.15966 48.9644 8.08488 61.0272 4.31007 13.0923 9.2824 5.96298 18.9784 17.5323 15.2764 8.15791 13.0052 4.77268 24.0266 48.2171 7.71609 40.501 37.59 34.3454 32.4481 22.0625 20.2367 15.2303 11.0716 8.85059 5.55245 3.29813 10.3856 7.29141 4.18015 13.6191 |
| internal_count=21221 7747 7238 6446 13474 6395 5936 4515 792 739 3985 3929 2366 1421 1563 1330 350 317 980 195 2141 2021 241 136 122 459 401 335 203 338 120 509 132 13458 236 1174 530 280 790 729 677 233 266 247 383 1780 218 1562 1513 1309 1268 782 685 570 471 344 179 165 486 309 201 612 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=38 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 24 19 21 16 24 19 15 34 16 33 1 16 7 21 8 29 16 21 19 18 26 8 29 31 33 16 24 4 18 4 20 17 19 3 29 7 1 5 1 9 5 24 19 29 5 7 5 21 15 16 20 9 15 21 16 1 24 24 31 18 |
| split_gain=71.9937 35.9866 6.6154 3.84362 3.15882 2.72121 2.35885 2.17281 2.67457 1.79046 1.71937 1.7841 1.57327 1.64721 1.84812 2.00573 1.3905 1.29843 1.65196 1.5015 1.28373 1.27342 1.2452 1.20523 1.21625 1.18237 1.00266 1.15407 1.08493 1.10976 1.96196 0.995543 0.980922 0.93905 0.973151 0.938635 0.97326 0.918216 0.988234 0.893165 0.902325 0.840366 1.19878 0.895936 1.07705 0.812231 0.952891 1.69829 0.851522 0.799602 0.776813 0.869671 0.918627 0.84839 0.791864 0.768396 0.735828 0.734896 0.837816 1.31847 2.3674 0.807429 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.82751068472862255 18.500000000000004 0.86189472675323497 0.99884602427482616 0.8944917917251588 4.5000000000000009 14.084973335266115 0.57771432399749767 1.0992293953895571 0.0012296822387725117 5.5000000000000009 2.6980354785919194 42.500000000000007 0.67386469244956981 2493.5000000000005 4.6810390949249276 1.3666437268257143 0.76169446110725414 1.5000000000000002 56.500000000000007 1.0000000180025095e-35 2035.0000000000002 0.78828161954879772 4.79225082017365e-06 0.021343681961297992 1.5731236934661867 0.67374551296234142 10.500000000000002 35.500000000000007 3.5000000000000004 0.77652317285537731 3.3655631542205815 1.5000000000000002 3.979637980461121 3.6231557130813603 19.500000000000004 9.5000000000000018 2735.5000000000005 12.500000000000002 7.5000000000000009 2162.5000000000005 0.72431680560112011 5.5000000000000009 6.3923382759094247 2938.5000000000005 16.500000000000004 2638.5000000000005 0.76627841591835033 4.5156400203704843 1.9317578673362734 0.76798337697982799 9.5000000000000018 57.483333587646491 0.73060241341590892 1.4706816077232363 12.500000000000002 0.8025687336921693 0.71827754378318798 0.0011170799843966963 26.500000000000004 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=-1 -2 3 4 5 23 7 8 10 12 11 20 41 14 22 -16 45 18 21 -20 -4 39 -14 -3 -25 -9 27 28 -24 31 56 33 -15 34 -30 -33 -37 38 -27 -17 -41 42 -7 -44 -45 46 48 -48 -12 -42 51 52 -29 -53 -52 -35 -31 61 59 -59 -61 -5 |
| right_child=1 2 6 57 -6 9 -8 25 -10 -11 16 -13 13 32 15 17 -18 -19 19 -21 -22 -23 26 24 -26 37 -28 50 29 30 -32 35 -34 55 -36 36 -38 -39 -40 40 49 -43 43 44 -46 -47 47 -49 -50 -51 54 53 -54 -55 -56 -57 -58 58 -60 60 -62 -63 |
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| leaf_weight=53.771700145793147 42.422023439779878 3.7945544680114827 1.9335013348609189 4.4063771707005817 2.5981840202584854 2.5051985862664905 3.505891975015401 3.5692153917625573 4.1897134776227167 2.2565994476899496 5.7440650775097364 3.3629028769209981 1.6747836167924095 2.8896429045125833 2.2902097899932441 1.5526392939500562 6.8532030703499904 6.4137994702905408 5.0948094537015995 2.4522130920086056 3.0080337827093899 1.7649266566149888 5.331275807227942 1.3218887918628741 9.8187990481965226 3.0441665863618272 1.7025370472110797 1.2443389322143077 3.6978876236826235 2.7406284613534804 2.2269316483289003 2.7060376107692701 2.9258155275601894 1.5943484131712464 2.375401352532208 3.804043092764914 2.3647618745453656 17.423462466802448 6.3649247358553112 1.5739025077782569 2.6052107005380094 4.13996364083141 4.5498342700302583 4.561536219669506 2.2612149678170681 2.3667400884442023 4.2596458080224684 2.9501101742498577 2.6437885682098567 2.1009637829847634 14.779387865914034 2.5885753184556966 2.6890126229263842 1.0267259702086446 2.874124012887477 3.3699369784444571 0.9464384359307586 3.3261917494237405 4.1229344089515498 3.2621758207678795 2.7973675625398755 4.2500650808215141 |
| leaf_count=13491 433 200 82 71 52 46 67 57 128 39 164 115 132 140 160 103 138 347 238 115 79 26 98 81 970 47 70 38 126 159 56 41 225 79 50 75 91 244 122 35 134 79 108 172 39 43 95 89 46 56 488 157 128 44 103 104 39 45 48 84 43 47 |
| internal_value=4.8197e-05 0.0107513 0.00270777 -0.00320464 -0.00650456 -0.00762447 0.0152744 0.0132039 0.00511904 -0.00494381 0.00988015 -0.00981323 -0.005853 -0.00851494 -0.00676526 -0.0179349 0.0164699 -0.0135922 -0.00641268 -0.0239152 0.00930516 0.00735026 -0.0019321 -0.0276687 -0.0359581 0.0231263 -0.000706072 0.000435919 0.00687074 0.00263165 -0.0163867 0.00828011 -0.034265 -0.00174482 0.0114406 0.020748 0.00997833 0.0267225 0.014136 -0.00129505 0.00710018 0.00765067 0.00175284 -0.00514435 -0.0166047 0.00915996 0.00501853 -0.0083114 0.0164762 -0.00386016 -0.00751952 -0.0209438 -0.00467316 -0.0386458 -0.0017793 -0.0178758 -0.0387681 0.0160319 0.0087438 0.00049089 -0.0133934 0.0274051 |
| internal_weight=318.787 265.016 222.594 151.374 129.209 126.611 71.2194 67.7135 37.3117 111.676 33.122 8.30444 109.419 91.4013 85.5859 25.8487 24.8176 23.5585 17.1447 7.54702 4.94154 9.59764 59.7372 14.9352 11.1407 30.4018 58.0624 56.3599 31.1577 25.8264 5.914 19.9124 5.81546 11.0376 6.07329 8.87484 6.1688 26.8326 9.40909 7.83272 6.28008 18.0177 13.8778 11.3726 6.82275 17.9643 15.5976 7.20976 8.38785 4.70617 25.2022 7.54865 3.93335 3.6153 17.6535 4.96429 3.68707 22.1651 13.5087 9.38574 6.05954 8.65644 |
| internal_count=21221 7730 7297 5781 5443 5391 1516 1449 979 4140 851 276 4101 3657 3292 1214 575 1054 707 353 161 354 2078 1251 1051 470 1946 1876 918 820 254 566 365 359 176 207 166 413 169 328 225 444 365 319 211 437 394 184 210 190 958 367 166 201 591 183 198 338 220 172 127 118 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=39 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 24 19 16 21 24 19 15 26 34 1 19 5 16 30 7 8 18 24 24 15 16 1 35 20 16 16 20 5 2 18 35 35 33 8 31 29 16 5 0 16 21 24 29 24 32 20 21 21 23 4 15 33 16 29 31 21 21 1 17 29 |
| split_gain=66.2606 33.398 6.17731 3.39849 2.93025 2.1798 2.1245 1.75231 2.29166 1.52412 1.44805 1.30778 1.27077 1.24759 1.23543 1.24775 1.22729 1.38361 1.39889 1.23923 1.14759 1.24846 1.27969 1.42124 1.1387 1.33188 1.36994 1.46334 1.12304 1.11966 1.24803 1.13193 1.23283 1.08998 1.08656 1.08307 1.05229 1.04246 0.99876 0.958907 0.965422 0.908565 0.894823 0.861194 0.852861 0.850605 0.846972 0.836988 1.66705 1.34929 1.13322 0.918848 1.32962 0.825245 0.809697 0.795005 1.03914 0.770563 1.30025 0.760603 1.23373 1.08121 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.82751068472862255 20.500000000000004 0.99884602427482616 0.88835081458091747 0.8944917917251588 4.5000000000000009 14.084973335266115 1.0000000180025095e-35 0.57771432399749767 3.5000000000000004 1.5000000000000002 4303.5000000000009 2.120649099349976 8.5000000000000018 42.500000000000007 3991.5000000000005 17.500000000000004 0.81611555814743053 0.81756225228309642 31.851181030273441 1.8286973834037783 36.500000000000007 0.074175827205181136 0.8042472004890443 1.0992293953895571 1.4706816077232363 0.82834100723266613 2735.5000000000005 81.500000000000014 49.500000000000007 0.028174603357911113 0.021980676800012592 3.0027500770302144e-06 1688.5000000000002 0.0002804511168505997 2.0731534957885747 1.5076126456260683 4911.0000000000009 0.82035446166992199 1.5076126456260683 0.76684772968292247 0.79216679930686962 1.5121842026710512 0.77676108479499828 5.0703248977661142 0.79163756966590892 0.79137280583381664 0.65767478942871105 0.59411767125129711 1.5000000000000002 8.2013511657714862 0.00034671914181672042 1.4222512841224673 5.7062463760375985 0.00025320916029158985 0.8179590404033662 0.78556203842163097 25.500000000000004 10.591358661651613 1.3804382085800173 |
| 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 2 2 2 2 2 2 2 2 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 35 9 7 8 13 44 11 -11 14 24 47 -16 17 18 -14 28 21 22 23 43 25 -4 -27 -28 29 -18 -31 32 -32 -24 -23 -3 37 -37 -25 40 -9 -42 -15 53 -6 -34 -36 48 59 -49 51 -51 55 -20 -55 56 -53 58 -26 61 -61 -13 |
| right_child=1 2 6 -5 5 -7 -8 39 -10 10 -12 12 16 42 15 -17 19 -19 20 -21 -22 34 33 38 57 26 27 -29 -30 30 31 -33 45 -35 46 36 -38 -39 -40 -41 41 -43 -44 -45 -46 -47 -48 49 -50 50 -52 52 -54 54 -56 -57 -58 -59 -60 60 -62 -63 |
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| internal_weight=304.256 254.315 215.107 146.348 126.342 111.621 68.7594 65.4272 36.1381 110.018 107.046 104.874 94.8265 32.0846 29.1212 4.34705 65.7053 45.8115 42.5305 19.8938 39.8973 35.7261 28.0373 17.5297 23.7257 13.9325 6.61159 4.71619 18.6411 15.8439 13.7569 11.3509 8.80052 10.5076 7.68878 14.7209 12.6926 2.07484 2.75677 29.2892 22.6131 9.06981 8.35892 14.7729 2.97275 7.18002 5.51539 24.7741 13.329 11.4451 10.3568 7.38011 4.83523 11.9656 4.73131 3.60844 2.72683 9.79322 7.54541 11.5512 6.44231 5.10888 |
| internal_count=21221 7730 7297 5781 5463 4205 1516 1449 979 4171 3957 3918 3660 851 1437 328 2223 1400 1336 823 1153 1079 814 448 663 395 222 143 751 692 560 427 365 366 265 1258 1165 127 111 470 355 169 188 337 214 249 170 1109 540 569 536 405 271 261 133 200 168 268 214 507 321 186 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=40 |
| num_leaves=63 |
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| split_feature=19 1 24 19 22 0 22 22 1 35 5 24 4 31 22 36 4 24 24 2 33 0 0 7 22 24 23 15 4 15 20 31 16 16 22 15 29 18 30 22 16 36 15 15 15 7 16 24 24 4 16 33 29 1 16 22 35 22 29 0 22 22 |
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| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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| internal_weight=289.027 242.339 206.293 177.783 130.118 75.0731 47.6648 64.6734 43.0294 62.3662 28.5094 55.0453 38.9158 4.89261 23.6168 5.21851 35.2975 59.0233 52.6004 24.5343 28.0661 26.4623 12.0999 37.248 10.1047 16.5785 12.5248 12.4344 20.6695 7.04101 5.74067 13.6285 9.51281 7.35926 8.76028 16.1294 6.38791 29.2735 4.29774 6.0404 20.4219 18.7856 12.4688 10.9832 3.4485 4.02208 7.53467 5.83116 4.18859 24.9757 22.5403 7.97476 7.44344 7.77829 10.6982 6.12921 4.56897 14.5655 4.51457 3.65009 6.42294 10.3997 |
| internal_count=21152 7643 7212 6684 4005 2585 2679 2360 2240 2185 528 1420 1161 103 425 101 1124 1991 1877 918 959 873 328 2105 246 771 672 590 1334 402 309 932 600 412 531 259 282 932 206 125 748 668 507 382 126 184 256 221 147 726 684 281 485 209 496 294 202 403 111 212 114 225 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=41 |
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| split_feature=16 1 24 21 22 17 1 26 20 15 5 22 5 22 24 16 29 3 24 21 16 36 6 21 9 24 24 24 24 22 6 24 5 0 18 35 22 20 18 15 32 8 36 24 22 16 24 15 17 18 15 16 15 29 16 1 22 5 8 18 24 22 |
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| leaf_count=13572 420 198 132 92 373 260 134 302 27 126 74 101 64 104 180 42 91 97 163 92 81 210 265 50 79 55 159 211 295 74 49 245 117 97 120 49 160 90 29 72 97 41 135 49 223 187 125 40 45 96 39 97 138 31 140 88 81 51 74 36 38 150 |
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| internal_weight=276.18 227.654 194.936 157.621 153.115 48.5257 78.8211 67.4164 74.2943 65.5572 37.316 55.7237 49.4865 18.5706 16.7309 19.3979 2.48112 16.9168 11.9143 6.93508 3.165 30.0886 25.5162 61.7699 50.4687 45.035 11.3012 5.4337 6.23724 31.8004 5.75482 26.0456 13.3682 3.02021 21.4723 10.6498 6.99509 40.9275 14.4621 7.77398 3.46091 6.68808 4.8557 4.97921 26.4654 12.0742 14.3912 10.5469 7.84763 6.39817 6.08117 17.3314 15.5017 7.90064 6.90532 7.60105 3.01561 6.62281 8.7335 2.55548 4.03826 4.96734 |
| internal_count=21152 7320 6900 6158 6066 13832 2642 2444 3424 2310 742 2784 2291 640 536 679 133 546 449 237 145 1612 1402 2008 1799 1509 209 290 493 610 123 487 242 198 1137 389 209 1454 500 198 126 302 261 212 954 520 434 344 304 259 147 764 667 441 410 226 108 125 333 110 134 270 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=42 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=26 1 21 5 22 2 1 22 0 31 5 8 9 20 22 35 2 4 22 1 33 29 5 22 5 15 15 36 7 35 21 21 18 2 9 21 7 33 21 20 5 36 36 22 8 36 17 0 22 15 1 20 7 4 31 21 30 29 31 4 8 29 |
| split_gain=50.1073 24.9497 3.70571 3.35686 2.76308 2.74287 1.96723 2.00873 1.75087 1.4777 1.47758 2.32642 1.49725 1.46204 2.74463 1.42303 1.54218 1.50685 1.33967 1.23106 1.21391 1.17272 1.10408 1.06588 1.77272 1.32551 1.81649 1.47751 1.24704 1.29349 1.10138 1.0923 1.21357 1.07318 1.03258 0.973 0.976199 0.965226 0.960679 1.10687 0.935314 0.920577 0.857308 0.855025 1.04609 0.77094 0.966234 0.751209 0.737453 0.725833 0.736596 1.26813 0.7809 0.941672 1.24204 0.70651 0.8529 0.687685 0.656998 0.644413 0.679425 1.09322 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.86189472675323497 3189.5000000000005 0.91644498705863964 350.50000000000006 3.5000000000000004 0.86213451623916637 0.83615303039550792 0.023865561001002792 3960.5000000000005 3435.0000000000005 3.5000000000000004 0.84025433659553539 0.82136410474777233 0.087121214717626586 470.50000000000006 248.00000000000003 0.85764798521995556 38.500000000000007 0.023494252003729347 3.2184435129165654 3987.5000000000005 0.78064057230949413 2986.5000000000005 8.2013511657714862 1.7838234901428225 0.034438315778970725 20.500000000000004 0.031754031777381904 0.80670183897018444 0.81980746984481823 39.500000000000007 83.500000000000014 1.5000000000000002 0.81247416138648998 42.500000000000007 0.0025212826440110807 0.78789630532264721 0.81465411186218273 3197.5000000000005 0.0058779341634362945 0.02497582416981459 0.80187225341796886 1521.5000000000002 3.0264402994362175e-05 8.0339546203613299 0.81983566284179699 0.78844961524009716 19.316666603088382 13.500000000000002 0.79765146970748912 7.5000000000000009 9.5000000000000018 0.00026278261793777352 0.71642410755157482 6.5000000000000009 1.564891040325165 0.00026895588962361222 23.500000000000004 2150.5000000000005 2.5090175867080693 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=3 -2 4 -1 5 6 18 10 21 13 11 23 38 14 15 16 -7 42 47 45 -9 -5 -21 28 25 26 31 37 55 -30 40 32 33 -25 -31 36 -20 -27 39 48 -26 -42 -18 -28 -45 46 -14 -3 -12 50 -47 52 -52 54 57 56 -8 -54 -50 -16 -61 -62 |
| right_child=1 2 -4 8 -6 9 7 20 -10 -11 12 -13 19 -15 59 -17 17 -19 35 22 -22 -23 -24 24 30 27 43 -29 29 34 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 41 -43 -44 44 -46 49 -48 -49 58 -51 51 -53 53 -55 -56 -57 -58 -59 -60 60 61 -63 |
| leaf_value=-0.052067377406086857 0.052502023438449147 0.011036320524645739 0.039304678255226731 0.0087184456690528548 -0.065243650539287226 0.03879258174216528 -0.03489362623517888 -0.035041226301508452 0.050698657743933298 -0.027866405134872169 0.020163157261310516 -0.049643847908286742 0.0049866168200334753 0.035239941264481878 -0.03271479255809788 0.051154745251378808 0.0065710432072887256 0.032054928078769189 0.0025456655082034749 0.021295571297361864 0.018227141415858045 -0.062702965071105038 -0.035620208314085182 -0.04244943387829201 -0.057244692723104486 0.030165625462044116 0.035219436322453113 -0.050603036089159462 -0.03628516823414208 0.032830455384912249 0.013597176920467328 0.040150068865638926 0.0040633765736190234 0.002936688921383939 -0.019331555988041448 0.036162823034692954 -0.05112471692674328 -0.028707411539268347 0.042555587265618908 0.048951327582075793 -0.030754263989551348 0.015821360465635197 -0.025227522544462672 0.024669941674545625 -0.011634800213295434 0.015742924766293534 0.038965587639916054 0.043334589933282715 0.0029840343416624414 -0.037656244563745216 0.033301221670566476 -0.05158415387694594 -0.0097118888861024797 0.021326763599470718 0.022041306227817518 0.026210276679672285 0.024937904572733538 -0.064331561760985409 -0.03625793838997831 0.0070350234470913922 0.0083786467629668911 -0.034819783687135682 |
| leaf_weight=40.89742295187898 30.088743112049997 2.9431532573653367 6.9465351609978816 1.200270202476531 1.5107983542839054 5.6902620815672043 1.2044085792731478 7.0534519952489045 1.1215205488260833 2.1750671728514126 4.9757205946370942 2.9943682909943155 10.175416816142393 7.0943869850598267 1.8402281473390782 3.4384859586134544 8.091691302135585 4.7103261770680538 2.6621516888262708 1.0795778098981816 1.2606710784602908 1.102845666464418 4.0433263693703339 4.5712887794943562 2.6231599483871815 1.4157023640582331 4.0668023930629698 2.7181860508862883 2.7552631288999683 2.0484909089282159 1.5553034148178984 0.96262195124290961 4.6453422600170597 1.8214367767795918 1.7672501592896876 1.2491270267637444 1.2427601830568162 1.3698663837276397 3.1033124290406695 1.7164540113881219 5.8848570038098842 1.2942458498291669 2.8719530331436536 4.0833411596249789 3.8597245692508295 4.2699729558080426 2.6337210307829073 4.6361889615654945 4.830376663710922 1.519869080511852 1.3565436145290712 1.490135356551036 0.92942769592627961 1.6851916827727107 1.0225977527443317 7.0113817127421498 1.1784031980205325 1.516656761523336 1.3688623970374463 9.2918197426479292 2.7440918341744682 3.1409951075911522 |
| leaf_count=13316 419 100 138 65 87 103 62 516 19 83 140 313 366 110 76 50 205 65 104 38 66 81 262 459 168 39 101 201 162 50 47 29 204 120 77 31 78 71 60 33 356 58 80 123 239 125 50 90 197 55 35 76 34 65 31 167 38 105 63 241 80 130 |
| internal_value=0.000383045 0.0102268 0.00346598 -0.0480855 0.00209203 0.00265819 -0.00123556 -0.0032857 -0.000533667 0.0124591 -0.00145522 -0.006689 0.0051073 0.0142522 0.0106918 0.0213018 0.0164971 0.00840296 0.0174189 -0.00118176 -0.0269641 -0.0254817 -0.023626 -0.00442599 -0.00870539 -0.00224581 0.00282728 -0.0243776 0.00652951 -0.010179 -0.0254915 -0.0109306 -0.0153853 -0.0295179 0.00867176 -0.00224811 -0.0145352 0.00121348 0.0175804 0.0115682 -0.0316937 -0.0223576 -0.00175867 0.0165746 0.0070286 0.00314087 0.0119731 0.0307928 0.00582625 -0.00506293 -0.00102581 -0.00997545 -0.000451855 -0.00933595 -0.0242328 0.0182167 -0.00530435 -0.043578 -0.00568104 -0.00477234 -0.00138426 -0.0146773 |
| internal_weight=262.554 218.231 188.143 44.3221 181.196 179.685 128.596 115.863 3.42464 51.0893 107.549 59.8314 47.7172 48.9142 41.8199 24.8027 21.3642 15.674 12.7334 31.7224 8.31412 2.30312 5.1229 56.8371 40.8719 29.5143 24.0106 5.50375 15.9652 6.571 11.3576 12.0007 11.0381 6.39273 3.81574 5.15404 3.90491 2.78557 15.9947 12.8914 9.80226 7.1791 10.9636 12.0099 7.94307 26.5995 12.8091 7.57934 11.175 13.7904 12.2705 8.00055 6.51042 5.15387 3.46868 9.39419 2.38281 2.44608 6.19924 17.0171 15.1769 5.88509 |
| internal_count=21152 7671 7252 13481 7114 7027 5804 5401 165 1223 4819 3084 1735 1140 1030 503 453 350 403 1242 582 146 300 2771 2215 1586 1275 311 556 289 629 812 783 579 127 213 182 110 493 433 582 414 285 463 362 942 416 190 400 526 471 346 270 235 170 267 100 139 260 527 451 210 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=43 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 24 21 19 22 29 1 16 16 5 22 21 0 29 20 22 27 24 22 1 2 22 31 24 1 5 5 35 5 27 27 24 29 24 0 0 22 0 32 32 27 22 24 5 33 7 7 35 8 21 16 1 24 19 8 21 27 21 29 7 36 |
| split_gain=48.8983 24.2075 4.82929 3.40051 2.63036 2.03494 2.17695 1.88867 1.74525 1.5758 1.43807 1.38434 1.36686 1.31676 1.05428 1.04017 2.03924 0.989495 1.08566 1.2585 1.22414 1.58995 0.964323 1.39273 1.02493 0.961808 0.971449 1.06367 0.930129 0.86688 0.826862 0.817264 0.959634 1.02672 0.962534 0.788347 0.785208 0.769577 0.758884 0.810279 1.15843 0.75782 0.814051 0.737991 0.726934 0.73036 0.724629 0.711638 0.708839 0.923284 0.705846 1.17648 0.787283 0.636909 0.607524 0.600209 0.57703 0.799186 0.555686 0.5552 0.577041 0.549822 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.8490101993083955 0.8524690866470338 2.5000000000000004 0.81203970313072216 0.76238447427749645 21.500000000000004 0.84470966458320629 1.5731236934661867 2190.5000000000005 0.83913075923919689 0.68013435602188121 0.84075546264648449 6.5196361541748056 0.84784901142120372 0.85621583461761486 19.500000000000004 0.81611555814743053 0.78314539790153515 6.5000000000000009 54.500000000000007 0.87388151884078991 0.0008448838780168445 0.86530745029449474 5.5000000000000009 3652.5000000000005 1642.5000000000002 0.033908046782016761 3582.5000000000005 22.500000000000004 49.500000000000007 0.7203010916709901 4.3470008373260507 0.81681701540946972 0.75442886352539074 0.81459999084472667 0.81837314367294323 0.82940292358398449 3.8678820133209233 4.7133975028991708 18.500000000000004 0.81115636229515087 0.77621090412139904 2953.0000000000005 5.8562682170304478e-06 15.500000000000002 27.500000000000004 0.054093567654490478 2430.0000000000005 0.75557857751846325 1.1874937415122988 10.500000000000002 0.87751153111457836 1.5000000000000002 3467.5000000000005 0.69100797176361095 22.500000000000004 0.81247416138648998 6.1466073989868173 4.5000000000000009 0.0012188088148832323 |
| 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 2 2 2 2 2 2 2 2 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 17 36 11 -3 15 53 38 -9 50 -14 16 25 28 19 -19 -21 -22 24 -24 29 -10 27 -27 35 47 -29 32 33 48 55 -6 -7 -36 39 -8 -41 -28 54 -15 46 -46 -23 -12 49 -11 52 -52 56 -4 -43 59 -13 -58 -26 60 -34 -18 |
| right_child=1 2 10 -5 5 6 7 12 9 31 22 13 14 43 -16 -17 61 18 -20 20 21 44 23 -25 58 26 41 30 -30 -31 -32 -33 34 -35 37 -37 -38 -39 -40 40 -42 42 -44 -45 45 -47 -48 -49 -50 -51 51 -53 -54 -55 -56 -57 57 -59 -60 -61 -62 -63 |
| leaf_value=-0.052213810458625304 0.052384949855661667 -0.042646671462128256 -0.016542063873204959 0.044118790125526081 0.0018582537506695918 0.0021867814001007512 0.030755297523730053 0.013023595414130949 0.021954329573084838 -0.046547444069418686 -0.013543287581576139 -0.059327173069697786 -0.039945087953820721 0.031507268354020956 0.011515968925433251 0.032721451868569722 -0.0047897799687938421 0.02020362908273262 0.030346528547361647 0.03936518071165903 0.040340943263335323 0.031430866132522703 -0.026008452127550777 0.025627993152250846 0.047427761256218309 0.019311647425484503 -0.016041374607599058 -0.00067574290353143403 0.010037523183067125 0.031016126305049005 -0.02467322974025565 -0.048725602236697245 -0.013625459394986363 -0.0301276741768918 0.010751997900877115 -0.04854040061411663 0.04421165008564594 -0.035040655189117587 0.040662782176452909 -0.038052819369679622 0.010354238509262871 0.010011987296679379 -0.010533454858315553 -0.0088956436046977987 -0.056968206610508478 -0.016048749440299589 -0.017075702855487977 0.019850126728969734 0.034186421302053925 0.026980179341980465 -0.0045371410550024234 -0.063259547266871316 0.011058906976861897 0.017712489229010208 0.042098981016795156 0.0081395238774980127 0.012601301462302922 -0.039181048700965025 0.025385058863478124 -0.0056530440652185357 -0.050150587716607367 -0.057439460738598173 |
| leaf_weight=37.703214820474386 28.573357610963285 3.8642788970610118 3.5771632594987741 4.0521406792104235 1.4035059567540877 1.8296251539140929 2.4322623128537106 1.8909437637776125 4.2143481576349577 0.82756181596778977 2.8404675051569992 0.93877664580941056 8.1119094341993314 2.2651511987205586 1.1344527867622662 2.0597955184057346 0.64789150701835696 13.668052243767308 8.4785768212750536 1.5752653889358033 1.4789738412946452 1.3705423111096009 2.2057454995810977 3.2008254220709205 7.0528029557317478 2.5276428693905535 2.4308992370497426 5.73514014633838 4.1658236446091905 6.5401181131601334 9.5949106804328022 2.0815909220837048 1.3591401483863572 1.7828345661982892 2.8992348848842076 1.7352594183757899 2.831895973533392 1.3422578352037815 1.9901408590376366 1.7261457513086496 4.3518449636176229 3.077674948377533 2.150571089470759 2.255778553429991 1.4133383943699298 4.7736544322688133 1.7569427327252922 3.6398589354939759 2.2283391028176993 0.88195811328478158 1.4461100299376997 2.0794064197689295 2.4343361998908222 2.1864290256053209 2.8331605857238173 0.81080597080290306 1.4297578097321095 1.5560528275091199 4.8085205811075866 1.19383247802034 5.2905066068051383 2.1133709629066288 |
| leaf_count=13509 431 616 100 94 56 84 60 78 87 94 63 68 452 42 39 52 37 289 128 21 39 35 73 50 145 83 133 355 128 120 554 133 81 141 72 110 53 90 29 80 98 110 99 71 76 183 80 64 72 34 66 102 73 42 52 25 46 80 105 78 450 242 |
| internal_value=0.000274272 0.00955868 0.00292896 -0.00105568 -0.00232273 0.00352257 -0.0044358 -0.00859419 -0.0101096 -0.00794494 0.0193446 -0.000940396 -0.02571 -0.0110047 -0.0336312 -0.00181709 -0.00383099 0.0112687 0.0148068 0.00974652 -0.00180911 -0.00781836 0.0237008 0.00456162 0.0278595 -0.000332814 -0.00364589 -0.0107405 -0.00544967 0.0181738 -0.0156955 -0.0190132 -0.015691 0.00135312 -0.0232519 -0.0260045 0.0277171 -0.00373949 0.0128667 0.00636647 -0.00339334 0.00842893 0.0158079 0.0113477 -0.0154652 -0.0253963 0.00418109 0.00521307 0.0156058 -0.00861382 -0.0212281 -0.0391726 -0.0112794 -0.00354754 0.0253918 -0.032815 -0.0251354 -0.014385 0.0384918 -0.0370486 -0.0426851 -0.045086 |
| internal_weight=250.853 213.15 184.576 148.524 144.472 82.5245 40.7046 36.0431 61.9477 58.0835 36.0519 24.9058 11.1373 14.4054 9.24636 37.3854 35.3256 41.8199 34.5153 26.0368 12.3687 10.7935 30.2883 5.40657 24.8818 32.5643 28.35 17.8577 7.30459 13.0204 15.3301 20.6981 18.6165 5.72069 12.8958 3.13877 4.66152 4.24149 10.5004 8.51025 6.07799 10.4923 8.06141 4.52093 9.31448 6.18699 3.12749 6.48033 3.93786 1.70952 9.88444 3.52552 6.35892 5.76359 5.91084 8.65429 3.92459 2.98581 11.8613 7.84348 6.64965 2.76126 |
| internal_count=21152 7643 7212 6450 6356 2666 1521 1384 3690 3074 762 815 569 548 491 1804 1752 1145 851 723 434 413 620 123 497 1473 1386 992 294 247 909 1270 1137 341 796 166 137 162 267 238 178 394 261 113 374 259 115 127 200 128 435 168 267 142 162 634 194 126 250 609 531 279 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=44 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 24 21 22 1 19 19 1 22 27 17 17 19 0 15 27 34 15 8 16 17 15 0 31 22 22 21 24 0 24 24 21 21 5 23 27 21 21 23 23 24 21 1 32 22 0 2 36 17 2 24 23 21 2 7 9 7 21 15 27 24 |
| split_gain=44.9943 22.6241 4.40378 2.92864 2.37342 1.9961 1.7949 1.73655 1.40427 2.20218 1.62715 1.67423 1.66361 1.33506 1.31073 1.77299 1.30384 1.22157 1.21893 1.17303 1.13215 1.10834 1.05719 1.05089 0.972934 0.999159 0.950831 1.06429 1.19677 1.46381 0.938898 1.22234 1.26819 1.00856 0.915926 0.873568 0.85591 0.836847 0.918923 0.782427 0.756002 0.737521 0.720428 0.719927 0.699443 0.695278 0.676013 0.79066 0.650041 0.864464 0.649757 0.646379 1.08893 0.736735 0.821005 0.634222 0.618385 0.611391 0.64031 0.584555 0.540082 0.759777 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.8490101993083955 0.8524690866470338 0.81245020031929027 11.500000000000002 18.500000000000004 1.5000000000000002 21.500000000000004 0.86848169565200817 60.000000000000007 2.879097700119019 2.2303298711776738 1.5000000000000002 0.84288024902343761 4.3390805721282968 18.500000000000004 0.4972833395004273 10.564934730529787 1681.5000000000002 1.5007702708244326 1.3683728575706484 0.91476997733116161 0.82285690307617199 0.010965968482196333 0.78556907176971447 0.85621583461761486 0.80960988998413097 0.78419417142868053 0.81459999084472667 0.81067943572998058 0.74690756201744091 0.75860437750816356 0.75157380104064953 6016.5000000000009 0.51315790414810192 20.500000000000004 0.70183172821998607 0.67749649286270153 0.48684211075305944 0.44722221791744238 0.8025687336921693 0.79235562682151806 10.500000000000002 4.4788198471069345 0.79081544280052196 0.8114910125732423 1448.5000000000002 0.055925896391272552 21.497441291809086 32.500000000000007 0.79101246595382702 0.5416666865348817 0.75329533219337474 22.500000000000004 128.50000000000003 1.0000000180025095e-35 7.5000000000000009 0.71524375677108776 5.8449518680572519 29.500000000000004 0.86530745029449474 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=-1 -2 3 4 5 44 8 20 9 14 11 12 -10 23 15 26 17 34 39 -20 22 -22 56 -4 25 -15 27 28 29 55 31 35 36 -32 41 50 -33 38 -13 -17 -27 -9 -35 -25 59 -34 47 -8 49 -38 -18 52 53 54 -24 -6 -7 -37 -59 -3 -42 -62 |
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| leaf_count=13509 431 119 113 94 178 64 39 206 138 570 70 122 41 43 71 85 37 23 114 188 113 377 29 59 73 53 158 34 256 83 105 43 90 69 43 24 213 795 110 124 209 52 32 49 48 92 112 75 41 90 282 93 82 51 106 53 260 70 34 52 83 80 |
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| internal_weight=240.224 205.167 178.713 144.033 140.2 75.4153 64.7849 64.6399 54.3314 38.0065 16.3248 14.2485 2.86408 34.6798 31.3188 28.2221 45.9803 6.13544 15.3103 7.93015 18.6597 6.37316 12.2865 7.12077 27.559 24.1676 12.9119 11.0248 9.92348 5.69499 39.8448 28.7856 13.9497 11.0592 4.96517 14.836 7.72557 11.3844 2.35452 7.3801 21.6662 3.84432 4.68033 3.01799 10.7753 6.22409 10.4535 4.70285 6.74466 5.67297 11.4528 8.20059 5.24045 4.09935 2.12855 3.13933 4.08592 3.38317 2.06347 7.91832 19.0106 8.61366 |
| internal_count=21152 7643 7212 6450 6356 2940 3416 2721 3190 1914 1276 1206 179 762 1344 1273 1546 324 511 302 1175 490 685 221 541 468 762 604 570 314 1222 1016 569 206 301 447 387 1027 232 209 425 258 101 108 219 182 226 114 344 303 319 361 268 186 135 231 324 128 104 171 372 163 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=45 |
| num_leaves=63 |
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| split_feature=19 1 21 4 22 24 35 26 22 22 1 14 14 15 17 35 4 2 19 27 32 15 15 15 36 6 16 16 6 24 36 34 22 24 4 21 16 32 15 27 29 8 27 0 8 22 27 6 15 22 20 24 29 21 35 22 4 36 14 0 21 15 |
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| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.88835081458091747 133.50000000000003 0.91644498705863964 0.86108350753784191 0.035098522901535041 1.0000000180025095e-35 0.85908457636833202 0.83033001422882091 11.500000000000002 5.2337753772735605 6.1598033905029306 0.38944473862648016 114.92828369140626 0.087121214717626586 4.5000000000000009 63.500000000000007 1.5000000000000002 18.500000000000004 4.4633331298828134 8.8166666030883807 13.15062999725342 27.023809432983402 0.0017143675358965995 0.013101880438625814 2.6980354785919194 0.84470966458320629 0.036406807601451881 0.81137743592262279 0.060847263783216483 0.54719558358192455 0.80938768386840831 0.81067943572998058 7.5000000000000009 0.75005996227264415 1.4527297019958498 5.2348058223724374 1.6846978664398196 20.500000000000004 2.2931867837905888 1530.5000000000002 42.500000000000007 0.75125122070312511 2573.0000000000005 0.78314539790153515 36.500000000000007 0.00059497004258446406 609.50000000000011 0.80409094691276561 0.771987944841385 0.83084869384765636 2.0731534957885747 0.79813361167907726 0.029857398010790352 0.81462454795837413 19.500000000000004 2.9678642022190619e-05 3.9607677459716801 0.80163192749023449 0.73111584782600414 6.3111796379089364 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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| internal_weight=233.518 201.288 177.65 174.526 153.764 152.429 16.9038 135.525 12.3601 132.138 91.4938 40.644 3.78041 73.7886 68.4575 20.7624 36.8636 24.6157 21.4928 19.5902 17.7052 17.385 9.08199 7.72946 8.30301 12.9343 66.2111 62.4641 59.9051 3.74698 57.5451 53.0545 49.9687 38.1325 27.4717 9.23551 18.2362 11.8362 10.6608 12.8897 4.49053 3.26051 4.37407 9.18565 2.55895 3.83435 9.05059 5.65761 9.91456 7.12985 6.57875 10.7374 2.90844 10.7503 9.19418 6.57272 2.62146 5.40116 8.78771 6.2313 3.89844 6.47298 |
| internal_count=21142 7752 7323 7239 6832 6751 402 6349 318 6034 3832 2202 251 3421 2940 407 1951 1127 1008 814 411 627 342 282 285 323 2861 2617 2314 244 2256 2049 1998 1410 1179 472 707 588 231 269 207 140 189 406 303 133 301 138 189 157 243 266 129 566 498 298 200 339 213 158 107 208 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=46 |
| num_leaves=63 |
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| split_feature=19 35 21 4 22 35 22 35 22 15 7 26 16 29 0 35 19 15 4 32 30 18 15 33 19 17 5 4 0 8 23 7 21 0 35 15 5 35 22 19 5 29 7 35 0 8 18 8 35 5 33 29 18 18 0 21 21 0 30 29 35 33 |
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| leaf_weight=30.0422894556541 2.2000765495467922 21.892828967887908 2.9595526736229649 8.071256238967182 1.3037716972175974 2.5012637209147206 1.7612733000423739 3.7848156464751836 1.5097128585912285 1.6424206988885988 1.18430227623321 1.0366202237783015 1.6895978096872561 2.0020174370147279 10.657730929320676 7.5605589549522838 11.394471669453194 1.1260307182092208 1.4135538381524404 3.8726637655636296 2.9506531592924139 3.4394661298720157 1.5969160541426388 1.073125617578625 1.529422436840832 2.937781753949821 5.4936271575279516 1.4039972661994395 2.3758086280431585 3.5745547557016835 2.7081105241086334 2.7798041588393967 0.8802941902540623 1.4376380585599688 6.0999852671520776 1.3296902645379303 2.125500521389768 2.7894466704456136 1.114648417336866 1.6547955606365676 2.5933082129340614 1.376153650810011 2.1516760694794357 4.9716933126328513 2.7792587424628428 1.1785981546854594 10.313404210377483 2.4476399479899555 1.3066647283267228 1.2941210740245876 1.7303864841815073 1.6265976181020958 0.63799538114108134 3.6607433218741789 3.2954709753394127 0.8909233915619551 3.003052671905607 1.441544492729008 2.0326578386593601 2.3764968742616475 1.6712569473311303 1.4045301313744856 |
| leaf_count=13390 188 429 84 158 81 58 121 117 81 172 30 37 103 54 230 138 344 50 77 288 71 102 82 49 45 227 186 38 105 90 81 257 20 134 274 53 104 208 66 49 99 47 176 454 77 124 351 141 52 57 90 84 27 321 98 42 110 33 42 69 63 114 |
| internal_value=-0.000596587 0.00739814 0.00165672 0.00073286 -0.00177156 -0.00118165 -0.00206335 0.00162942 0.0302168 -0.00190366 -0.000259395 0.000629431 0.00167622 0.0167908 0.0235316 0.0192465 0.00319953 -0.00552062 0.00667018 -0.0273712 0.00282077 -0.00341875 -0.0200102 0.0119072 -0.0109072 -0.0210705 0.0177617 0.00456448 0.00723293 6.09393e-05 -0.00387835 -0.0110822 -0.0247392 -0.0366095 0.0018665 -0.00782145 -0.0154067 -0.024397 -0.0239806 -0.00896317 -0.00461642 -0.0207466 0.00268237 -0.0330226 -0.000348265 -0.00397679 0.00378737 -0.0195514 -0.00617947 -0.0308882 0.010167 0.0114397 -0.0346899 -0.0233177 0.0107713 -0.0333393 -0.0114842 0.00242301 0.0106917 -0.00493814 -0.00289134 -0.00684744 |
| internal_weight=223.086 193.044 171.151 168.192 148.151 146.847 142.836 101.342 4.01098 82.1889 76.3281 75.1438 73.5013 19.1527 14.4425 20.041 69.4938 19.7845 49.7094 4.99869 38.3149 22.7161 8.88167 15.5988 7.28476 5.75533 13.411 2.81755 13.8344 10.395 4.71013 41.4943 4.00753 3.12724 14.7858 8.68579 7.3561 6.31948 2.18777 38.0765 27.8157 10.2608 3.52783 6.73297 23.9283 21.149 14.1133 7.0357 4.58806 3.88743 12.0438 3.28139 3.4178 5.86082 10.4604 2.06952 6.82041 3.81735 12.4804 4.40915 4.96673 3.53003 |
| internal_count=21142 7752 7323 7239 6832 6751 6612 4364 139 3882 3373 3343 3171 482 347 407 2914 1128 1786 338 1442 909 469 533 387 342 418 115 440 338 135 2248 257 237 790 516 463 426 115 1964 1166 798 223 575 1010 933 607 326 185 156 441 133 284 509 347 166 248 138 269 111 161 218 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=47 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 21 4 19 11 7 30 29 29 35 32 15 16 16 8 21 34 4 7 1 20 4 27 21 21 30 8 8 1 16 19 17 17 32 19 2 2 16 7 29 8 16 6 16 6 21 20 17 23 27 27 35 30 7 16 17 15 2 16 5 32 |
| split_gain=33.7426 18.599 3.09871 2.60032 1.33922 1.0594 0.986036 1.60923 0.969378 1.25745 0.955217 0.880527 1.28422 1.00443 1.0259 0.976294 0.878028 0.817346 0.788848 1.02229 0.828235 0.881742 0.736013 0.841158 1.0057 0.690432 0.817227 0.655331 0.713196 0.630474 0.613182 1.04421 0.809131 1.27831 0.708926 0.687873 1.27283 1.24895 0.899272 0.883094 1.17589 0.845846 1.13877 1.20877 0.802495 1.21983 0.820791 0.985142 0.799634 0.705749 0.689292 0.803582 0.953128 0.860908 0.801961 0.778818 0.758731 0.668032 0.650565 0.579441 0.532518 0.511141 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.88835081458091747 133.50000000000003 1.5000000000000002 1.0000000180025095e-35 202.00000000000003 8.5000000000000018 1.9376775622367861 4.7360432147979745 0.087121214717626586 3.3597327470779423 3.0058139562606816 1.5151171684265139 1.2738171219825747 1399.5000000000002 0.75329533219337474 0.59012064337730419 4.5000000000000009 22.500000000000004 25.500000000000004 0.78282371163368236 104.50000000000001 17.500000000000004 0.78867465257644664 0.80271485447883617 5.5000000000000009 2189.5000000000005 4001.5000000000005 29.500000000000004 2.6980354785919194 9.5000000000000018 1.8199951052665713 3.6541109085083012 2.753891229629517 6.5000000000000009 505.50000000000006 196.50000000000003 1.33950412273407 19.500000000000004 2.4597084522247319 2529.0000000000005 1.7558235526084902 0.0049866072367876777 0.97762328386306774 0.059665607288479812 0.69404664635658275 0.7760835886001588 36.505216598510749 0.5416666865348817 19.500000000000004 42.500000000000007 0.11805555596947671 8.5000000000000018 43.500000000000007 1.3268213272094729 8.4228444099426287 10.958333492279055 334.50000000000006 3.2164325714111333 3968.5000000000005 6.6519796848297128 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=-1 -2 3 4 5 11 17 8 -8 -10 25 18 13 14 16 -14 -13 22 19 -3 -20 -22 23 24 27 26 61 29 -29 -6 32 59 -25 34 -34 37 48 44 -38 40 -39 42 43 -41 45 -35 47 -46 60 -49 -48 52 53 54 57 -53 -54 -52 -45 -32 -37 -5 |
| right_child=1 2 -4 10 6 -7 7 -9 9 -11 -12 12 15 -15 -16 -17 -18 -19 20 -21 21 -23 -24 30 -26 -27 -28 28 -30 -31 31 -33 33 35 -36 36 38 39 -40 41 -42 -43 -44 58 46 -47 50 49 -50 -51 51 55 56 -55 -56 -57 -58 -59 -60 -61 -62 -63 |
| leaf_value=-0.051876709969546977 0.052186747137256184 0.0010016494426019022 0.054044842034154189 0.026004577177164413 0.018910154045592945 -0.067267505561011853 -0.046617476708208011 -0.07085791410023197 0.022010294717760098 -0.037659584838063809 0.032089353676954029 -0.051084424688600083 0.0031973863574320653 -0.056742324648381838 0.032944888443476331 -0.047489212887543208 0.0083509524599989678 0.029001463981742383 0.032760052327259884 -0.019410774310172095 -0.051058603568635064 0.016589984807558196 -0.028241594693467372 -0.022381820934412096 0.01190778011169924 0.0337120870691867 -0.017028056846870709 -0.051955741566043358 -0.0052634649248474857 -0.042809520638256562 -0.0443555469851067 0.018374568739014323 0.010817303778123252 -0.042165922933992177 0.045435740401550261 -0.011756268928282024 -0.028899752675981927 0.008052528870111663 0.0078363221380473424 0.046721315150332371 -0.047941492797492873 -0.033738143252707034 -0.031128875338218388 -0.027392861839943845 -0.046883493563286992 0.040112093878012629 0.033529256191508962 0.022287023130211813 0.038499048522699503 -0.02514096908859639 0.028093528990081076 0.04802988449742987 -0.046236972541792348 -0.022151729640029112 -0.012179590374510984 0.011848006717865255 0.0017815001093903484 -0.0019320222083474238 0.01972506606577791 -0.0052616366968466421 0.020602363473517654 -0.0021900440709979947 |
| leaf_weight=27.991693069401663 20.297733965329826 15.154648477444431 2.7548532551154485 3.6493150284513849 1.2962754059117267 0.77257431682664801 1.1559570159297425 1.1564183577429501 3.0846542664803565 1.236970566678792 7.2636327398940912 1.0122279740171491 1.2047465620562432 0.74056500033475448 2.0005507431924343 4.4932608676608652 1.6092748164664952 2.8602702717762432 2.7505554670933625 10.304425102542153 0.78012877865694497 1.2591261256020514 1.9868321388494212 2.5474690489936611 2.8200491790194064 2.3153459811583152 3.2745438450947404 2.525229707709514 1.20954692910891 0.60777134704403568 2.1029509857762601 1.9293666325975207 2.8864881239132947 1.8182333911536255 3.0325446006609127 1.7716559797991083 2.3456461813766492 1.3607322832103808 5.748479071771726 2.0464186000172031 3.0153045612387359 1.7456751501886172 1.6113012316636739 1.4359079202404248 1.3724394765449712 0.59884344961028535 3.1181440162472454 1.9867007138673218 4.8498652023263276 1.2960727014578877 6.9465283346362465 2.1279740524478248 1.5948629670310759 1.9710512678138901 2.4171713058603919 4.9398270829115063 1.6989984554238615 2.5261600267840549 1.4956511654891071 1.7255719125969333 4.5030868374742568 2.8730348609387875 |
| leaf_count=13390 429 818 84 84 92 59 64 56 114 90 138 115 78 88 68 373 86 59 116 906 72 77 71 99 138 40 95 269 67 65 116 52 96 197 67 74 83 59 161 50 143 95 71 63 81 20 88 83 105 61 198 47 52 86 117 142 51 80 43 96 115 50 |
| internal_value=-0.000714165 0.00702632 0.00146139 0.000567003 -0.00176839 -0.00925701 0.00136708 -0.0172624 -0.00594741 0.0049311 0.0177534 -0.00817209 -0.0202441 -0.00268219 0.00597955 -0.0367724 -0.0145985 0.00268362 -0.0037579 -0.00726017 0.0148576 -0.00928937 0.00185653 0.00252824 -0.0124711 0.00915626 0.00335287 -0.0246633 -0.036834 -0.000790754 0.00410305 -0.0116198 0.0053132 0.00628954 0.0285536 0.00430316 0.0122755 0.00105177 -0.00280965 -0.0123417 -0.0305301 -0.00279237 0.00540599 0.0172318 0.00599886 -0.0217811 0.00809745 -0.0113103 0.0232513 0.00356196 0.0114019 0.00855351 0.00270797 0.00845324 0.0135268 0.0227416 -0.0214687 0.0200864 -0.00335378 -0.0267353 0.011466 0.0135851 |
| internal_weight=213.009 185.018 164.72 161.965 142.589 42.0821 100.507 6.634 5.47758 4.32162 19.3759 41.3095 11.0606 5.36262 4.62205 5.69801 2.6215 93.8731 30.2489 25.4591 4.78981 2.03925 91.0128 89.026 8.45887 12.1122 9.79689 5.63882 3.73478 1.90405 80.5671 5.75789 74.8092 72.2618 5.91903 66.3427 19.2187 47.124 8.09413 12.711 4.37604 8.33495 6.58928 4.97798 34.413 2.41708 31.9959 4.65521 11.1246 3.28277 27.3407 24.2226 17.1548 13.8609 11.8899 7.0678 3.29386 9.47269 2.93156 3.82852 6.27474 6.52235 |
| internal_count=21142 7752 7323 7239 6832 2856 3976 324 268 204 407 2797 808 357 269 451 201 3652 1989 1724 265 149 3593 3522 631 269 229 493 336 157 2891 264 2627 2528 163 2365 538 1827 244 524 202 322 227 156 1303 217 1086 225 294 144 861 773 584 481 395 189 103 278 106 212 189 134 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=48 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 21 22 24 19 22 5 4 18 22 11 16 19 2 1 24 2 24 24 24 21 21 16 33 4 0 16 22 20 1 22 36 24 0 18 1 23 18 22 5 5 24 22 21 36 23 24 16 7 5 24 16 16 36 22 7 24 5 16 22 16 |
| split_gain=31.243 17.2574 2.86084 2.43329 2.68412 1.92804 1.93526 1.54612 1.51883 1.35915 1.98189 1.32514 1.33909 0.981872 1.05353 0.81488 0.921076 0.837885 0.804658 0.790623 0.776119 1.17993 1.26674 0.955694 1.01854 1.25608 1.46482 1.5672 1.20918 1.15643 1.09082 1.0628 1.04941 0.994241 1.0415 0.930626 0.898572 0.86785 0.787006 0.792153 0.725498 0.717871 0.692341 0.680056 0.662603 0.643178 0.710899 0.641659 0.635928 0.628965 0.786216 0.686217 0.651713 0.817387 0.693414 0.618711 0.606335 0.587616 0.584646 0.581304 0.579146 0.523804 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.88835081458091747 0.91644498705863964 0.86108350753784191 1.5000000000000002 0.86132842302322399 2208.5000000000005 2999.5000000000005 18.500000000000004 0.85201454162597667 1.0000000180025095e-35 1.6846519708633425 10.500000000000002 178.50000000000003 9.5000000000000018 0.68040317296981823 106.50000000000001 0.80735746026039135 0.70298051834106456 0.71939057111740123 0.65643405914306652 0.59855768084526073 0.88384184241294872 6.0225609104236364e-06 11.500000000000002 0.8114910125732423 1.7230877280235293 0.79301768541336071 0.84025433659553539 38.500000000000007 0.8507089912891389 0.0303200101479888 0.81067943572998058 0.76969909667968761 42.500000000000007 45.500000000000007 0.64852941036224376 32.500000000000007 0.8257122039794923 2447.5000000000005 3981.5000000000005 0.74761280417442333 0.84776425361633312 0.75982558727264415 0.05189171992242337 0.55625000596046459 0.83425548672676098 2.083185195922852 36.500000000000007 2112.5000000000005 0.79812666773796093 1.0003327131271365 1.3104086518287661 0.023839375004172329 0.80227860808372509 35.500000000000007 0.82123228907585155 6013.5000000000009 1.6085460186004641 0.80537432432174694 1.4706816077232363 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=-1 -2 3 4 5 6 15 -6 9 10 11 12 18 14 56 19 -17 43 44 -3 21 22 -11 35 25 30 27 -27 33 36 32 -28 38 34 -26 -22 37 -30 57 -40 -23 59 -21 49 -7 46 -44 -39 -14 51 -51 60 -52 -54 -55 -24 -9 58 -25 -36 61 -18 |
| right_child=1 2 -4 -5 7 8 -8 13 -10 20 -12 -13 48 -15 -16 16 17 -19 -20 42 23 40 55 24 28 26 31 -29 29 -31 -32 -33 -34 -35 41 -37 -38 47 39 -41 -42 -43 45 -45 -46 -47 -48 -49 -50 50 52 -53 53 54 -56 -57 -58 -59 -60 -61 -62 -63 |
| leaf_value=-0.051785227624335323 0.052096916965109319 0.033937349993920972 0.053814487965579916 -0.066172252807067719 -0.012959842400674085 -0.058680945117287178 -0.055195144486914288 0.017428384656354018 0.0431172334588735 0.032684429782972944 -0.064835652732552929 0.033804587030824985 0.025325170754827809 0.044811189092862636 -0.003332581154551028 -0.04562783938348678 0.0083855034620481939 -0.037166674730650329 -0.0048106390437166928 -0.036810357545938782 -0.046923439011799885 -0.0099172263596197519 -0.058012553562511449 -0.0087241096598105871 -0.027500421390123528 -0.013719400444452374 0.017693676718263242 -0.062880600996454733 0.0030385627298304108 0.024218607795898808 -0.0355777027272502 -0.030001081308960155 0.050151662967760281 0.035839813563144383 -0.01290756837995715 0.0154476911572846 -0.039673989538409692 -0.053871750646591124 0.0078479823215285988 -0.040765552452759708 0.025591337635790152 0.037252175351759009 -0.02412769276287657 -0.053489365065009231 -0.0059401173047681239 0.034341788783599191 0.02425320820705882 -0.0040315739842212905 -0.018583157895824581 -0.061942754106468337 -0.056220171737176333 0.012636626351989444 0.016812113755344801 -0.047571396951979629 0.025230672287077184 -0.0095766836602172271 0.048978059070242191 0.040745234001777861 0.028281790982004569 0.026049051144125146 -0.031351251923117156 -0.019903646893255141 |
| leaf_weight=26.101546689344104 18.797087457962334 1.9289523755433027 2.566153156105428 1.3529660903150205 3.0835078274831202 2.4282673220150159 2.3243211060762397 3.9163045869208855 2.2343794498592606 1.1822115171235084 1.6702098139794532 1.7293569731991727 2.2748084909981121 4.7138901166617861 3.873756620567292 1.9150647449423583 4.5921787983970805 2.482256678165867 1.914974383311346 1.2014160426333544 1.9100020518526428 1.6580023628193874 1.1107952594757082 2.6722783014411124 1.6221559634432177 4.3401889903470856 3.701223929412663 2.5876744745764881 20.303443322889517 4.6682389876805237 1.4193070812616486 1.7065744008868931 1.4809354185126711 5.5134075358510009 2.2575084974523638 0.87070063804276276 1.5585947784129519 1.2296357662416988 1.8234517914243045 1.5505492269294334 10.865670880535616 2.6644942157436162 2.0646888742921878 0.74484978127293189 0.78903153375722457 1.383434218354523 1.2009002354461698 1.3600573537405578 1.2935242111561818 0.90752804011572052 0.68084278353489924 6.5135302756680167 2.2203210347797726 1.2867230983683837 0.43854875303804863 1.6221478537190703 2.4918273817747831 1.6824256621766833 1.7770781755680216 1.6630089972168205 2.1400199361378327 2.5421725804917514 |
| leaf_count=13390 429 55 84 92 87 267 355 132 20 29 169 47 86 88 95 229 215 272 104 58 204 85 60 112 68 161 94 107 778 103 90 78 44 95 83 30 73 77 64 63 333 59 103 78 57 43 39 42 83 141 131 267 105 173 25 80 56 48 56 40 197 214 |
| internal_value=-0.000690321 0.00678116 0.00144747 0.000592273 0.00117212 -0.00120597 -0.0110451 0.0192852 0.00235157 0.0014306 -0.0142683 -0.00617067 -0.0141163 0.0259156 0.0172527 -0.0080484 -0.0122303 -0.00962495 -0.0304723 0.00617762 0.00361903 0.0134005 -0.0105577 0.00133378 0.00251578 -0.00556132 -0.0168593 -0.0320819 0.00718055 0.0014145 0.00567254 0.00264233 0.0110014 0.0194182 0.00838646 -0.0273936 -0.00293919 -0.000438233 0.00490206 -0.0144928 0.0208904 0.0172269 -0.00297507 -0.00652682 -0.0457464 0.00576876 -0.00633592 -0.0276966 0.00940836 -0.00488625 -0.0193912 0.000197998 -0.0110442 -0.0032487 -0.0290658 -0.0292633 0.0296966 0.015574 0.00605609 0.00361709 -0.00853784 -0.00169473 |
| internal_weight=204.601 178.5 159.702 157.136 155.783 137.704 36.5677 18.0793 101.136 98.9019 12.1002 10.43 8.70061 14.9958 10.2819 34.2434 26.464 24.549 5.13227 7.77939 86.8018 16.4388 3.91515 70.3629 67.5822 24.7417 12.3357 6.92786 42.8405 29.12 12.406 5.4078 10.9867 13.7206 8.20717 2.7807 24.4517 22.8931 9.50578 3.374 12.5237 6.58501 5.85044 22.0667 3.2173 4.64902 3.26559 2.58969 3.56833 21.3219 5.53396 15.7879 4.62644 3.94559 1.72527 2.73294 6.40813 6.13178 4.44936 3.92052 9.27437 7.13435 |
| internal_count=21142 7752 7323 7239 7147 6689 2700 458 3989 3969 813 644 597 371 283 2345 2047 1818 428 298 3156 587 169 2569 2335 917 440 268 1418 1073 477 172 387 345 250 234 970 897 343 127 418 182 243 1546 324 185 142 119 169 1468 575 893 434 303 198 140 188 216 168 123 626 429 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=49 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 21 19 5 24 16 21 34 4 24 16 8 29 1 7 32 34 15 33 6 8 24 16 6 1 30 27 6 16 27 7 32 16 24 9 19 23 6 31 6 27 15 7 8 31 21 8 8 33 30 16 24 5 35 29 24 4 15 23 7 21 |
| split_gain=28.8786 16.0217 2.73872 2.02198 1.69097 1.41335 1.22831 1.04381 0.965575 0.918073 1.17283 1.00283 0.910451 1.13339 0.881843 0.875141 0.868635 0.762979 0.798091 0.71963 1.39836 1.09256 0.977926 1.09064 0.785129 0.945906 0.753292 0.691415 0.709987 0.686344 0.657028 0.624195 0.595654 0.593144 0.577746 0.57451 0.568502 1.03945 0.808402 1.20706 0.840823 0.866951 1.107 0.867075 0.79961 0.914392 0.666778 0.618004 0.822129 0.624829 0.602661 0.663668 0.554661 0.553222 0.549736 0.658926 0.540427 0.625971 0.531222 0.526843 0.513572 0.500248 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.86189472675323497 6.5000000000000009 6031.5000000000009 0.84099316596984874 0.97762328386306774 0.80960988998413097 0.53884801268577587 10.500000000000002 0.86108350753784191 2.631888866424561 1853.5000000000002 2.2931867837905888 44.500000000000007 103.00000000000001 7.9479730129241952 0.59012064337730419 1.6172161102294924 0.0030488235643133525 0.00029842273215763276 1376.0000000000002 0.75702723860740673 1.3268213272094729 0.0049866072367876777 5.5000000000000009 6.5000000000000009 24.500000000000004 0.0012470188667066397 1.2609395980834963 41.500000000000007 18.500000000000004 2.9923001527786259 1.7558235526084902 0.8147554099559785 3.5000000000000004 1.5000000000000002 0.42927631735801702 0.013101880438625814 0.0040212299209088096 0.0024369707098230724 30.500000000000004 10.336021423339846 15.500000000000002 2465.5000000000005 0.019715868867933754 0.74382585287094127 1376.0000000000002 1462.5000000000002 0.011666900012642147 5.5000000000000009 2.0508716106414799 0.7749202847480775 5836.5000000000009 0.13392857462167743 5.5995643138885507 0.82751068472862255 1.0000000180025095e-35 19.964285850524906 0.59411767125129711 114.50000000000001 0.66954377293586742 |
| 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=-1 -2 3 6 5 16 12 -7 9 10 11 15 -3 31 19 36 17 18 -5 20 22 -22 -11 -24 -21 -26 30 28 54 -10 -27 -14 34 35 -13 59 44 46 39 40 41 42 43 -39 45 47 -38 -8 -49 50 61 -52 -43 -25 55 58 57 -46 -20 -17 -33 -50 |
| right_child=1 2 -4 4 -6 7 8 -9 29 14 -12 32 13 -15 -16 33 -18 -19 27 24 21 -23 23 53 25 26 -28 -29 -30 -31 -32 60 -34 -35 -36 -37 37 38 -40 -41 -42 52 -44 -45 56 -47 -48 48 49 -51 51 -53 -54 -55 -56 -57 -58 -59 -60 -61 -62 -63 |
| leaf_value=-0.051707572263394341 0.052024960811308529 0.0058787183250357559 0.038091695280984023 -0.038689002853334424 -0.028983976346586393 0.036144873644925878 -0.056225576735956233 -0.00054440848271572462 -0.00063848086126463499 0.02493153942710493 0.022520207586981894 -0.025751603375617757 0.023073949661428211 -0.041601596364448656 -0.052407332959067847 -0.037870117766031379 0.034104929994936882 0.031165609740029816 0.00018936055533790822 0.032230213085590119 0.0080179047633520805 -0.037336503434600994 0.024972276049926707 -0.0083534343454634338 0.029480029917321023 -0.02786665849104801 -0.05220364664434636 0.0081704604734673357 -0.036991480332103567 0.04038065674177474 0.028701555904759753 -0.041387181245345746 -0.040933937199694521 -0.063756020965136981 0.03172178040155646 0.022478779065653522 0.0084527561945170141 0.016937283442547097 0.029115741204967818 -0.039207065604240136 0.025287936102949646 0.023806383663301678 -0.05893331953372101 -0.021777126986214312 -0.024005695338161763 0.019809869551354355 0.044032164571294857 0.021032218512809567 0.017592116946435303 0.011696686577722748 -0.052659877700082416 -0.00029383833978100172 -0.0028052953186501126 -0.051615259563046773 0.027810867514033718 0.016895708372010564 0.033285005341965677 0.0093584567936623939 -0.050740780942429037 0.0052587918147351635 0.010460865302633321 -0.021710271964559699 |
| leaf_weight=24.289653961925069 17.401197289116681 2.7490925780730313 4.9239727002568534 1.1933162356726921 2.7264380829874417 8.1030914657749218 0.92195863858796911 2.5482084620743981 1.8519309208495531 2.7432692848378855 5.4047431666404 1.125045659020542 1.2810107602272167 5.2622846463927999 1.2387500093318511 2.0904674571938808 2.5637378953397265 2.3221155381761482 0.91283503058366822 1.8744247880531464 1.6475638672709445 6.8423970837611705 1.2910177586600182 1.4692161023849624 1.3244309616275129 1.1392393365968025 1.1962347447406498 18.223795799072832 1.8530700620030982 2.2695190780796111 0.9342615921050309 1.2475175522849897 2.4877895143581554 0.68154735513962794 0.71525721484795202 0.87693538388703007 2.5688743777573135 2.4227628591470509 2.4630002558697006 1.8958020859863598 3.3656322555616489 3.5354327741079032 1.1912389079807324 3.5883639694657177 1.8179622546303997 1.9790281867608417 2.7017215591622517 1.4808064132230345 1.0532106747850756 1.4027873263694344 2.5991686814231802 0.78863300196826447 4.3886141777038574 1.4867903252597896 1.2597927723545579 1.3103552744723854 1.6413345229811955 6.2013391545042396 1.1659726435318587 1.0707777829375116 0.77390406030463044 3.5007607759907842 |
| leaf_count=13390 429 159 144 67 88 159 92 64 61 106 162 126 76 779 103 209 29 40 43 58 80 499 40 73 39 85 86 514 139 51 27 182 212 58 17 43 110 79 76 110 118 87 64 206 112 74 67 68 59 61 204 68 119 62 32 37 47 283 74 65 80 251 |
| internal_value=-0.000689976 0.00655292 0.00140447 0.000190173 0.00915851 0.011667 -0.00359861 0.0273674 -0.00171138 -0.00280523 0.000203166 -0.00178867 -0.0191568 -0.0271926 -0.0113631 -3.51091e-06 0.00623837 0.00370864 0.00124875 -0.00904668 -0.0148991 -0.028535 0.00166223 -0.013368 0.00495897 -0.00616773 -0.0206071 0.00317623 -0.0108216 0.0219491 -0.0023786 -0.0042325 -0.0249804 -0.0206104 -0.00341384 -0.0133285 0.0018847 0.00667503 0.00205834 -0.00121039 0.00268502 -0.00234414 -0.0148997 -0.00617342 -0.00387537 -0.0116315 0.0266909 -0.0169284 -0.0135816 -0.0190667 -0.0245006 -0.0404698 0.00906791 -0.0301129 -0.000390238 -0.0108729 0.00714501 0.00179486 -0.0283766 -0.0232615 -0.0215371 -0.0126207 |
| internal_weight=195.381 171.092 153.691 148.767 44.1827 41.4563 104.584 10.6513 93.27 89.1486 65.961 60.5563 11.3138 8.56472 23.1876 56.2282 30.805 28.2413 25.9191 21.9488 15.4803 8.48996 6.99029 4.24702 6.46859 4.59417 3.26974 24.7258 6.50203 4.12145 2.0735 3.30243 4.32809 4.71973 1.8403 4.03818 51.5084 28.1214 22.8508 20.3878 18.492 15.1264 7.20237 6.01113 23.387 13.7264 5.2706 11.7473 10.8254 9.34456 7.94177 3.3878 7.92405 2.95601 4.64896 3.38916 9.66064 8.0193 2.07881 3.16125 2.02142 4.55397 |
| internal_count=21142 7752 7323 7179 1286 1198 5893 223 4617 4505 3247 3085 1276 1117 1258 2730 975 946 906 1155 860 579 281 175 295 237 198 839 325 112 112 338 355 375 143 317 2355 1036 859 783 673 555 349 285 1319 877 177 803 711 643 582 272 206 135 186 154 442 395 117 274 262 310 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=50 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 1 24 21 24 22 1 19 26 24 22 22 6 21 20 20 22 24 18 33 22 22 4 1 22 21 4 24 6 6 35 1 36 1 35 19 24 18 6 17 4 0 7 29 29 20 24 22 21 22 17 23 23 24 21 1 30 18 2 17 7 7 |
| split_gain=27.0676 14.7808 3.83003 1.89122 2.07261 1.68739 1.84048 1.64777 1.46825 1.28851 1.32107 1.14051 1.08504 0.899033 1.05238 0.885421 0.863103 0.923448 0.882778 0.903825 1.00285 0.83208 0.885021 0.810555 0.796205 0.765865 0.724379 0.717111 0.675392 0.945137 0.875883 0.812448 0.925382 0.795598 0.699605 0.686223 0.665322 0.619058 0.631647 0.672366 0.615944 0.742434 0.737224 0.614245 0.699424 0.567868 1.29505 0.69738 1.04906 0.814471 0.587315 0.567575 0.8836 0.563089 0.957527 0.554132 0.553558 0.524058 0.607671 0.502928 0.501398 1.31605 |
| threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.82751068472862255 0.78389650583267223 0.77558016777038585 0.85824850201606762 12.500000000000002 7.5000000000000009 1.0000000180025095e-35 0.71725764870643627 0.86776924133300792 0.79497095942497265 0.0075894244946539411 0.68013435602188121 0.75121265649795543 0.83131453394889843 0.74466839432716381 0.75907239317893993 23.500000000000004 0.0016732298536226156 0.85420149564743053 0.77727469801902782 1.5000000000000002 29.500000000000004 0.87029227614402782 0.76804751157760631 234.00000000000003 0.72929644584655773 0.00035942698013968771 0.00035090482560917741 0.035098522901535041 46.500000000000007 0.12714988738298419 17.500000000000004 0.025320513173937801 3.5000000000000004 0.88111111521720897 43.500000000000007 0.0071189466398209342 4.2646083831787118 23.500000000000004 0.73974990844726574 1.0000000180025095e-35 1.5121842026710512 5.520240545272828 0.80133393406867992 0.80312493443489086 0.80048346519470226 0.7522072196006776 0.83572497963905346 17.811189651489261 0.44722221791744238 0.5416666865348817 0.86108350753784191 0.76750570535659801 2.5000000000000004 3.5000000000000004 19.500000000000004 312.50000000000006 3.0414276123046879 11.500000000000002 35.500000000000007 |
| 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 2 2 2 2 2 2 2 2 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 8 27 6 -4 15 -3 13 16 -6 21 14 -10 -7 17 -11 26 28 25 -8 -23 53 -17 45 40 -5 29 30 34 32 -30 56 59 -36 55 38 39 -15 41 -18 -43 -44 51 46 50 -47 49 -49 -21 -45 -53 54 -24 -26 -32 -25 -59 -20 -16 -62 |
| right_child=1 2 5 4 11 7 12 -9 9 10 -12 -13 -14 37 60 24 18 -19 19 20 -22 22 23 57 36 -27 -28 -29 31 -31 33 -33 -34 -35 35 -37 -38 -39 -40 -41 -42 42 43 44 -46 47 -48 48 -50 -51 -52 52 -54 -55 -56 -57 -58 58 -60 -61 61 -63 |
| leaf_value=-0.051627064410515768 0.051972221449408024 -0.049743932282261094 0.037025903975117534 0.046072719504506303 0.018127629399424517 -0.043768564667526495 0.036641088073427266 0.018709488633033657 -0.057819763993360564 -0.018836203483808628 -0.043824911282549311 -0.016175695840481993 -0.011229801412626347 -0.0091972736673777908 0.013004692232280414 0.020668036852772156 0.022059793151828822 0.0314329315101795 0.015970509834113768 -0.050960088541861404 0.047205972924878666 -0.015785361540685463 0.033549043363299717 0.022648210822553416 -0.006507461825267959 -0.043109868907732975 0.017115716085032165 0.017033146989027571 -0.031067363149460132 0.035363820971794351 0.013372628483984364 0.02060960539091318 0.018707458258116028 -0.048037757582482556 -0.0044181893847041083 0.042796610857056258 0.010037122824508256 -0.016099991196324739 -0.0092636128938302729 0.027182300750955818 -0.04962479231832749 0.022672948825236603 -0.055078592214634528 -0.045920032162337379 -0.054192462409772629 0.042571975041591471 0.033939213397052123 -0.04862291720204151 0.036833718158237626 0.017337827383185428 -0.0069492683107315496 0.0115201280707609 -0.032867404459596565 0.045060765137908181 -0.0037758341593930782 -0.058465372976526681 -0.023612786522676423 0.0099589757802115049 -0.030546995729616791 -0.036440490510731748 -0.047854159970173733 0.0067617753266888125 |
| leaf_weight=22.559289047785569 16.295334937982261 1.984053594234864 10.023728159489108 3.2240650275489333 3.5976737667806429 2.2672101047355664 4.0953112607821884 5.3446827214211226 0.95849392877426254 1.407642114732879 2.7875642818398765 7.4215789435547777 4.2709075869061044 1.5034850157098834 3.1878399816923757 1.7872872268781064 0.9688271168852215 2.6029535330599174 0.73342823970597404 1.3438742209109444 1.2745253986213345 2.5237496879417476 4.0430682520382089 1.8633972096722562 0.86448702099733132 0.92929581122007299 1.1390971371438343 6.2414832808426581 8.5375215808162448 1.3644038685597468 1.6514014019630847 1.0547982460120682 1.0484450701624144 1.9214012953452764 1.4039138860534879 1.7031984333880243 1.1364801996387539 1.6940726896864351 2.0103947956231414 8.181194825563578 2.0465076862601554 0.78159859764855255 1.6915897353319431 1.1245250282809136 1.3343978061457162 1.6561342966742811 1.2653539779130367 1.1144320553867149 1.3307706245686857 0.80681523517705489 1.7389074831735341 2.7856382087338716 1.876394647057168 2.5634004464372993 2.9882882498204708 1.2626800616271792 2.6115744933485985 1.8925381740555169 1.8128276488278059 1.217615774949081 1.7062617652118204 3.1196857912000269 |
| leaf_count=13426 414 280 298 76 104 154 85 100 105 91 306 435 180 120 156 62 54 73 44 133 42 87 72 51 51 72 32 207 530 46 57 45 46 121 75 46 32 89 138 293 217 32 175 128 170 45 41 97 50 52 86 184 180 67 82 82 98 64 45 88 149 190 |
| internal_value=-0.000255326 0.00676326 0.00181318 -0.0037843 0.00976439 0.0133073 0.0188189 -0.00239585 -0.00727101 -0.0061853 -0.0102836 -0.00497601 0.0118141 0.0039415 -0.00830559 -0.0178098 -0.00850155 0.0137894 -0.0103465 -0.00609899 0.00539297 0.0163323 0.01163 0.0161928 -0.00615767 0.000160898 -0.0210692 0.0269243 -0.011764 -0.00393444 -0.00870371 -0.0210404 -0.0256233 -0.0213252 0.00672796 0.0214631 -0.0208484 0.0121485 0.0162404 0.0215346 -0.0245187 -0.0196546 -0.023867 -0.0279947 -0.0215608 0.00450512 -0.00865267 0.0161616 0.00271177 -0.0209231 -0.0261349 -0.0140359 -0.00634515 0.0249998 0.0176862 -0.0373495 -0.00928529 0.00101888 -0.00985832 -0.0167384 -0.00238342 -0.0125482 |
| internal_weight=187.679 165.12 148.825 100.085 20.4848 48.74 36.0772 12.6628 79.6 77.616 55.2545 11.0193 26.0535 22.3614 8.97228 7.31814 52.467 4.0106 48.4564 34.7078 11.4601 21.7826 17.6873 15.1635 5.05093 10.1856 13.7486 9.46555 23.2477 12.6069 11.2425 10.6408 9.58597 6.18438 5.05816 3.10711 3.26365 13.3891 11.6951 9.68468 12.6095 10.563 9.59414 8.81255 7.12096 9.25629 4.34814 4.90815 3.25202 1.92125 3.08278 5.78656 4.66203 9.59476 7.03136 2.12717 4.26298 5.56876 3.70537 1.95104 8.01379 4.82595 |
| internal_count=21150 7724 7310 5798 822 1512 1031 481 4976 4696 3456 539 733 1240 600 381 3150 164 2986 1814 618 553 468 381 227 576 1172 283 1196 575 529 621 576 276 253 121 165 640 551 413 1140 923 869 837 662 504 260 244 199 149 219 492 364 221 154 133 155 160 109 132 495 339 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=51 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 20 24 19 21 22 16 32 32 22 21 32 7 9 33 24 7 24 15 15 20 4 7 22 17 15 19 32 32 32 15 20 24 24 15 4 32 22 20 15 21 7 9 31 24 29 19 21 36 20 22 32 21 22 36 21 24 20 5 29 29 31 |
| split_gain=24.9316 12.7301 3.58121 2.31662 1.41026 1.38713 1.41521 1.28903 1.25891 1.19147 1.07967 1.07824 1.20944 1.19434 1.04718 1.07942 1.45466 1.3096 1.0419 0.929497 0.927648 1.18571 0.969286 0.907813 0.891514 0.884073 0.865399 1.2668 1.43742 0.985012 0.853808 0.844507 0.829856 0.900054 0.871829 0.755053 1.03404 0.733119 0.708696 0.670685 1.04784 0.7885 0.668522 0.647447 0.644661 0.662997 0.729593 0.643631 0.598309 0.584877 0.790722 0.769483 0.750789 0.583299 0.584215 0.555464 0.544279 1.32624 0.554537 0.534621 0.530217 0.694129 |
| threshold=1.0000000180025095e-35 0.91111969947814953 0.85914620757102977 2.5000000000000004 0.84602355957031261 0.79731792211532604 0.96357786655426036 8.2804322242736834 3.2027603387832646 0.85488626360893261 0.79049900174140941 3.4644119739532475 7.5000000000000009 1.5000000000000002 6.0225609104236364e-06 0.81831148266792308 14.500000000000002 0.74690756201744091 1.1790293455123904 4.2529070377349862 0.81325864791870128 5.5000000000000009 15.500000000000002 0.81590798497200023 27.684736251831058 4.1411960124969491 32.500000000000007 6.0970263481140146 5.6546006202697763 4.6921112537384042 1.0028089880943301 0.80196073651313793 0.80312493443489086 0.68384158611297619 3.8211474418640141 10.500000000000002 4.1499094963073739 0.82099524140357982 0.77854081988334667 2.5961179733276372 0.70760753750801098 27.500000000000004 4.5000000000000009 0.0034263539128005509 0.82682102918624889 4.760019302368165 1.5000000000000002 0.68948939442634594 2.0432165001693651e-05 0.76530626416206371 0.82486978173255932 5.3892621994018564 0.70630609989166271 0.77599474787712108 0.0035496172495186333 0.74151423573493969 0.7749202847480775 0.77012124657630932 3966.5000000000005 0.48969055712223059 0.57579973340034496 3.6123261452303275e-05 |
| 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 2 2 2 2 2 2 2 2 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 7 10 -7 8 19 18 32 20 -13 -14 15 17 -17 49 -4 31 22 23 44 -22 25 -11 27 28 29 30 -16 -5 33 53 39 36 37 -19 -34 40 41 -35 -18 -41 45 46 -8 -15 -43 -10 52 -52 -51 54 -2 -47 58 -58 -42 -24 -32 -62 |
| right_child=1 -3 9 4 -6 6 11 -9 14 24 -12 12 13 47 26 16 42 35 -20 -21 21 -23 59 -25 -26 -27 -28 -29 -30 -31 60 -33 38 34 -36 -37 -38 -39 -40 43 56 48 -44 -45 -46 55 -48 -49 -50 50 51 -53 -54 -55 -56 -57 57 -59 -60 -61 61 -63 |
| leaf_value=-0.05156218056655814 -0.042147398816541122 0.05172364583342845 -8.7807469606224968e-05 -0.0037024233962796877 0.041529080305034549 -0.04891348862318548 -0.059111545595769012 0.051403676794290531 -0.037369031585526701 0.0078518062959384068 0.025827372456278697 -0.062324314165581679 0.0046201972704073618 0.0051935604270791852 -0.024441251215296021 -0.033108709899214231 0.0051593372363452905 -0.057664540859404458 0.039517871785131505 0.056258292459456849 0.041812541730051805 0.054855139106782275 0.013967927898152436 -0.010188586448738596 0.021730954192871944 -0.043573866881130879 0.023523481703209684 -0.044629224513168836 0.036294623055217169 -0.01266066358296937 0.040858384961945868 0.043362059583122066 0.035085038523663487 0.030843511413054012 -0.045665335895937076 -0.04091963405519651 0.025835981590575291 0.0036578968575030749 -0.0051603909501547838 -0.012607588494837839 -0.065251860693849292 0.026495749172365857 0.040291797211733947 0.046373384033217079 0.028551014410787352 -0.016884222939969936 0.0025129943872919946 -0.045557587917721798 -0.044832549356118218 -0.0076322539753160279 -0.048489178146141391 0.0097259302307399487 0.033488261672020368 0.028440948197525646 0.017138625026753163 0.036510679909885914 0.033136121125109358 -0.059648319107851469 -0.017053109298602556 -0.034001841586525861 0.027761795423594804 0.0027792385237533487 |
| leaf_weight=21.010915908002062 0.79454029205954346 14.111789590679107 2.0228276047855642 2.8386707422323516 2.5040872502140692 2.9716513893799883 1.03768074244727 1.3678613598458458 0.94531905697659269 2.2328389314934598 3.4852923129219553 1.8704015556722859 3.3719020560383797 0.77424240059917782 1.9445195188745916 1.6506983060389746 3.1222241912037134 1.176467885787132 9.2719649325590563 1.6525248888647182 1.03402301063761 1.1797101848060263 0.65581742592621584 4.4565150687703863 4.7135061956942081 1.3356619714759288 5.5768215651623896 1.3812783961184312 3.1612515174783757 9.2792508432175946 1.3262807702412853 1.4349546488374469 2.1593322647968298 1.4981617822777464 2.1759169105207539 5.1287381661240943 1.2380263607483355 0.83212167280726124 2.2169183426303789 0.94842146034352459 1.634284984727856 0.43353095673955955 2.3910078753251582 0.91338326840195805 1.5237526195123789 0.94159601582214225 0.89418253663461644 3.2348590391920879 0.91343849786790088 1.8881872828351332 1.1415559473680335 1.1290439330041406 2.693561322405003 2.1094437131541781 0.87112092587631196 1.0090371822006998 0.82590243360027649 0.7216577556100674 0.9400003416230901 5.0799333946197294 3.5182274770922985 13.257818251207935 |
| leaf_count=13426 76 398 54 141 75 627 127 16 64 82 90 176 232 58 114 65 106 78 258 32 37 31 30 290 97 49 117 70 78 438 31 44 67 74 221 306 35 47 78 75 151 15 49 25 41 70 45 281 133 84 102 38 74 95 64 36 38 79 65 452 87 616 |
| internal_value=-0.000374824 0.00639159 0.0019747 -0.00113357 0.00465931 -0.0091153 -0.0161599 0.00334182 0.002385 0.0218622 0.000229801 -0.0125634 -0.0264115 -0.017311 0.000305639 -0.00808971 0.00806738 -0.0152466 0.0324247 0.024414 -0.00537095 0.00937637 -0.0141995 -0.000395309 0.00745723 -0.0113964 0.00527255 0.00226734 0.00426126 0.000808177 0.00704261 0.0121004 -0.00442747 -0.0100903 -0.0173171 -0.0289751 -0.0101062 -0.0322598 0.0146975 -0.0103305 -0.0174545 0.00588497 0.0203958 0.0163279 0.000990587 -0.00982598 -0.030588 -0.0357565 -0.0218751 -0.000500945 0.00458521 -0.019542 0.0165421 0.0109763 -0.0111415 0.0107363 -0.0335647 -0.0101311 -0.0476521 -0.028517 0.0104246 0.00801851 |
| internal_weight=179.957 158.946 144.834 125.257 72.5805 52.6767 30.0353 70.0764 68.7086 19.5768 22.6413 27.0637 9.25141 7.381 62.7824 23.337 7.16393 16.173 11.2948 5.92615 17.8122 6.67025 11.142 5.49054 8.28201 3.5685 39.4454 33.8686 32.4873 29.3261 20.0468 4.27363 19.1561 14.7798 11.0047 8.37535 3.24662 2.00859 4.37625 8.82878 6.96698 2.84513 5.51323 1.8618 5.40625 3.8825 1.93186 4.0091 1.34697 7.79767 6.85235 2.2706 4.58175 3.7751 1.66566 1.95063 4.12185 1.54756 2.57429 5.73575 18.1023 16.776 |
| internal_count=21150 7724 7326 6786 2907 3879 2533 2832 2816 540 1346 1906 747 571 2599 1048 220 828 312 217 1159 358 801 327 228 131 1551 1434 1364 1286 848 185 1256 1111 876 466 160 125 145 655 555 222 155 100 319 278 172 339 148 362 298 140 158 235 140 106 333 117 216 482 734 703 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| end of trees |
|
|
| feature_importances: |
| ewma_negative_similarity=335 |
| cluster_distance_to_medoid=319 |
| ewma_shortterm_similarity=278 |
| candidate_position=195 |
| candidate_num_cited_by=175 |
| age_ratio=173 |
| citation_count_ratio=138 |
| user_days_since_last_save=130 |
| qdrant_cosine_score=126 |
| query_age_days=119 |
| position_inverse=111 |
| query_citation_count=100 |
| query_num_references=93 |
| candidate_influential_citations=90 |
| candidate_age_days=86 |
| ewma_longterm_similarity=83 |
| candidate_citations_per_year=81 |
| cosine_x_citations=76 |
| citations_x_recency=64 |
| category_x_recency=62 |
| candidate_citation_count=60 |
| cluster_importance=51 |
| user_session_save_count=49 |
| candidate_recency_score=40 |
| user_total_saves=35 |
| year_diff=33 |
| cosine_x_cocitation=32 |
| cosine_x_recency=28 |
| candidate_log_citations=16 |
| query_log_citations=16 |
| onboarding_category_match=14 |
| co_citation_count=7 |
| is_suppressed_category=6 |
| candidate_is_newer=3 |
|
|
| parameters: |
| [boosting: gbdt] |
| [objective: lambdarank] |
| [metric: ndcg] |
| [tree_learner: serial] |
| [device_type: cpu] |
| [data_sample_strategy: bagging] |
| [data: ] |
| [valid: ] |
| [num_iterations: 500] |
| [learning_rate: 0.05] |
| [num_leaves: 63] |
| [num_threads: 0] |
| [seed: 42] |
| [deterministic: 0] |
| [force_col_wise: 0] |
| [force_row_wise: 0] |
| [histogram_pool_size: -1] |
| [max_depth: -1] |
| [min_data_in_leaf: 50] |
| [min_sum_hessian_in_leaf: 0.001] |
| [bagging_fraction: 0.8] |
| [pos_bagging_fraction: 1] |
| [neg_bagging_fraction: 1] |
| [bagging_freq: 5] |
| [bagging_seed: 400] |
| [bagging_by_query: 0] |
| [feature_fraction: 0.8] |
| [feature_fraction_bynode: 1] |
| [feature_fraction_seed: 30056] |
| [extra_trees: 0] |
| [extra_seed: 12879] |
| [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: 17869] |
| [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: 175] |
| [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: 16083] |
| [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: 20] |
| [lambdarank_norm: 1] |
| [label_gain: ] |
| [lambdarank_position_bias_regularization: 0] |
| [eval_at: 5,10,20] |
| [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 |
|
|
