tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=24
objective=lambdarank
feature_names=cand_cited_by cand_refs survey_refs co_citation bib_coupling jaccard adamic_adar n_surveys_citing n_total_cit cited_by_survey_refs hub_score authority authority_ratio year_diff is_newer pref_attach indirect_cit cand_citation_count cand_influential_cit same_category cand_recency cit_ratio cand_age_years survey_citation_count cit_per_year
feature_infos=[1:2250] [0:325] [62:443] [0:122] [0:65] [0:0.90625] [0:36.103656768798828] [1:97] [1:2250] [0:7] [2.4423470497131348:6.0958247184753418] [1.5061387784953695e-05:1] [0.00070989603409543633:1000] [0:19] [0:1] [0:12.923033714294434] [0:7] [0:214251] [0:31154] [0:1] [9.6031931207107846e-07:0.49066188931465149] [0:214251] [0.97534245252609253:18.98082160949707] [0:19902] [0:56773.73046875]
tree_sizes=13794 13573 13632 13652 13653 13669 13748 13624 13773 13796 13732 13708 13773 13752 13837 13675 13794 13797 13795 13768 13789 13782 13781 13828 13837 13857 13848 13843 13802 13799 13877 13846 13835 13831 13855 13829 13858 13889 13842 13861 13830 13926 13911 13855 13876 13865 13864 13899 13869 13866 13859 13845 13882 13878 13907 13930 13846 13993 13958 13863 13936 13904 13899 13992 13908 13923 13908 13876 13867 13919 13946 13965 13917 13896 13933 13988 13935 13948 13961 13917 13878 13886 13975 13898 13893 13904 13896 13956 13991 13954 13938 13942 13942 13944 13983 13969 13948 13967 13959 14004 13944 14009 14020 13936 14029 14045 14023 14031 14026 14001 14103 14039 14033 14043 14067 14044 14103 14134 14112 14037 14047 14072 14112 14102 14044 14100 14062 14075 14162 14091 14137 14100 14075 14127 14112 14084 14092 14194 14177 14138 14175 14140 14161 14157 14163 14219 14167 14169 14211 14163 14185 14174 14192 14189 14193 14208 14235 14174 14257 14216 14215 14206 14311 14217 14149 14247 14218 14256 14228 14206 14287 14182 14251 14297 14235 14191 14248 14282 14290 14290 14285 14306 14252 14188 14282 14325 14341 14311 14279 14285 14307 14280 14249 14303 14275 14217 14322 14352 14258 14319

Tree=0
num_leaves=127
num_cat=0
split_feature=7 7 19 9 22 7 19 18 5 6 11 19 2 22 6 9 2 2 2 13 2 15 12 11 22 12 13 11 22 18 12 9 0 7 24 13 20 18 20 12 2 13 24 13 0 0 2 2 11 17 18 0 11 20 18 15 13 2 2 21 2 11 13 2 21 20 2 2 21 2 21 20 24 13 20 21 24 13 15 13 2 24 2 24 2 20 22 11 11 13 2 2 11 17 2 21 11 21 2 17 18 21 21 22 20 15 21 11 21 2 24 24 21 11 13 18 2 2 21 6 2 2 6 15 18 21
split_gain=1354.11 239.087 35.1766 15.1039 12.1065 11.0999 8.72487 5.80146 5.24497 4.60334 4.7021 4.35164 3.69548 3.45565 2.96061 2.93729 2.32938 2.6495 2.18088 2.05959 1.86039 1.79828 1.75102 2.54674 1.69394 1.6891 1.67547 1.66254 1.62102 1.62025 1.61784 1.60493 1.46165 1.45334 1.45146 1.24652 1.24505 1.22822 1.20778 1.15978 1.12347 1.56933 1.1062 1.09875 1.05408 1.03635 1.01282 0.975693 0.941157 0.935218 0.918853 1.17322 0.91214 0.901452 0.889342 0.81298 0.80539 0.795785 0.924599 1.38677 1.16296 0.794279 0.761503 0.751018 0.960404 0.744589 0.720492 0.719193 0.706422 0.69301 0.8006 0.689277 0.688247 0.868164 0.735846 0.680754 0.77792 1.07881 0.669794 0.643651 0.638611 1.03294 0.627441 0.62665 0.625556 0.619965 0.7551 0.666439 1.40882 1.47396 0.611775 0.607336 0.826139 0.605327 0.600185 0.593246 0.590399 1.08986 0.568932 0.567103 0.566422 0.75398 0.558469 0.603228 1.68909 0.551717 0.542971 0.534097 0.532769 0.530538 0.619045 0.802408 0.524172 0.702815 0.573735 0.497644 0.481701 0.474989 0.473323 0.472104 0.459862 1.78368 0.480234 0.461119 0.455505 0.472601
threshold=1.5000000000000002 4.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 10.834246635437013 9.5000000000000018 1.0000000180025095e-35 19.500000000000004 0.047516420483589179 0.16911616921424868 0.04232872091233731 1.0000000180025095e-35 272.50000000000006 10.423287868499758 0.31266272068023687 1.0000000180025095e-35 164.50000000000003 148.50000000000003 84.500000000000014 14.500000000000002 77.500000000000014 2.0126758217811589 0.006846858188509942 6.0934557041036903e-05 10.23698663711548 0.920332431793213 6.5000000000000009 8.8377317297272398e-05 10.943835735321047 23.500000000000004 0.006846858188509942 1.0000000180025095e-35 6.5000000000000009 2.5000000000000004 273.94567871093756 4.5000000000000009 0.00099476950708776734 12.500000000000002 2.2513106614496796e-06 0.54721248149871837 88.500000000000014 16.500000000000004 77.265304565429702 10.500000000000002 4.5000000000000009 3.5000000000000004 91.500000000000014 62.500000000000007 0.00010805850251927042 166.50000000000003 72.500000000000014 19.500000000000004 0.0068322254810482272 0.31854292750358587 220.50000000000003 4.2696731090545663 11.500000000000002 335.50000000000006 101.50000000000001 0.34581385552883154 64.500000000000014 7.5394440500531359e-05 4.5000000000000009 75.500000000000014 3.454979777336121 0.002917583798989654 419.50000000000006 123.50000000000001 4.8558011054992685 97.500000000000014 4.8558011054992685 5.3362068683782135e-06 8.4843044281005877 3.5000000000000004 0.00035230985668022191 0.10158338770270349 47.637557983398445 8.5000000000000018 2.7403194904327397 10.500000000000002 82.500000000000014 2.4072549343109135 90.500000000000014 2.0994223356246953 66.500000000000014 0.00022963958326727155 11.420547962188722 0.00026550079928711062 0.00025405221094843006 1.5000000000000002 84.500000000000014 79.500000000000014 8.3930295659229173e-05 24.500000000000004 81.500000000000014 4.7280430793762216 0.0010814010747708382 1.0282149314880373 157.00000000000003 567.50000000000011 12.500000000000002 26.247641563415531 5.5370879173278817 10.921917438507082 0.00034121578210033482 3.8606742620468144 0.061815422028303153 0.0025248243473470215 0.98755165934562694 207.00000000000003 22.289472579956058 28.647765159606937 16.689230918884281 0.00283804489299655 3.5000000000000004 161.50000000000003 291.00000000000006 73.500000000000014 47.341085433959968 0.27393300831317907 64.500000000000014 63.500000000000007 0.28726933896541601 1.2424533367156985 1.5000000000000002 21.004630088806156
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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 3 8 7 11 15 57 9 10 12 31 19 37 16 22 17 30 20 21 -16 25 23 -1 52 46 42 -25 -17 35 71 43 -10 39 -13 105 -11 47 -27 -6 61 -42 -5 67 96 -30 48 -8 -2 94 51 55 62 91 -21 116 72 58 59 -4 -61 -32 -23 64 -41 112 -59 -3 -35 70 -48 -15 73 -24 75 106 -77 -78 99 80 120 90 84 -55 -54 -50 87 88 89 -87 -82 92 -49 -37 -46 -45 -40 -98 -19 -31 -65 -102 -75 -104 -105 -26 -74 124 -92 110 -71 -112 113 -51 -114 -80 -9 -79 -83 -57 121 -63 -122 -123 -62 -126
right_child=1 5 4 26 33 -7 13 50 32 36 -12 34 -14 14 18 28 -18 98 -20 54 -22 24 56 27 29 38 -28 -29 45 78 40 -33 -34 68 -36 93 -38 -39 44 63 41 -43 -44 95 49 -47 69 53 85 65 -52 -53 82 83 -56 119 -58 66 -60 60 107 79 -64 100 -66 -67 -68 -69 -70 109 -72 -73 74 102 -76 76 77 117 115 -81 81 118 -84 -85 -86 86 -88 -89 -90 -91 108 -93 -94 -95 -96 -97 97 -99 -100 -101 101 -103 103 104 -106 -107 -108 -109 -110 -111 111 -113 114 -115 -116 -117 -118 -119 -120 -121 122 123 -124 -125 125 -127
leaf_value=-0.093069401630912277 -0.099999999999998354 0.049730254475693056 -0.0049064702574547377 0.049614456659884315 0.040153365807786306 0.098835983501733726 -0.047824187658849285 0.013916802627751079 0.084048924375747666 0.056070486300837163 0.088487835870835238 0.087284467485799697 -0.082351558594938493 0.088075109347635946 -0.023889293913053042 -0.071328510044803312 -0.089000413893616029 0.056932261141908302 -0.066856720141709708 -0.074893088805956895 0.097556010860042675 -0.040459669950579417 -0.074412740711404232 0.081244795839180109 0.022215330055294014 0.10000000000000001 0.074881298833471444 -0.099999999999999409 0.037593661934950617 0.041341262793919989 -0.10000000000000001 0.081446347914909789 -0.010040015242472498 0.029331147427770845 0.07228153336282328 0.031094147587652516 0.00038466263313544975 -0.080744552288806143 0.083886658986674703 0.027590451766828603 -0.073451967567337337 0.063334067568475538 0.0048158893132585383 -0.073172665098298534 -0.083770483869567286 -0.037114060254767989 -0.019511519315719993 -0.10000000000000001 -0.058327926817410614 -0.012094221738618571 0.00030388329206432001 0.048749436243170581 -0.0024729856811901802 0.088316953891085848 0.028191853316187555 -0.063592620890836601 -0.094434232574176949 -0.070333764073672742 0.049145914039494643 0.050566256371261512 0.040754301683643274 -0.064440051867147588 -0.070042591646921212 0.074005338347779934 0.058517619467527419 -0.02303471083518624 0.061235084052021917 0.074102659703258217 0.046970738460072992 -0.042163673211438386 0.075950262582976658 -0.044998771464184247 -0.10000000000000001 -0.088645557135044406 -0.088699710785389171 -0.083099453780641111 -0.082737076527132761 -0.068500545904669669 -0.028564354460738069 -0.06483830545310941 0.088898596440832742 -0.05594278283216586 0.01732113433821347 -0.036546220926816933 -0.054647378522158278 0.015900148232997572 0.02966237171610589 -0.033044423861892776 0.085165336342966774 -0.058137021659033616 -0.034155567761047015 -0.076374013488568815 -0.066094447440137108 -0.06377424218073853 0.023810538863574177 0.021099704887520981 0.079078480749210742 -0.081845452256554568 -0.026956434950673069 -0.016627485932830654 0.0425866431058263 0.0841081021835378 -0.090029019419511094 -0.064764731995919575 0.087665957135843825 -0.053239411975481592 0.022637050263445979 0.053532058352514927 0.039406957193071891 0.072567715423276211 0.043134967184877741 -0.033002448842509011 0.083241032992711073 0.095640205212178753 0.0033855759895093981 0.0093483885195545218 -0.043030159182567952 0.015542963192465217 0.041935139273371974 0.0105589178673579 -0.057558782585796275 -0.026365309768967699 -0.0056113245266731625 0.01613351988821583 0.016687768109365238 0.044256418463285846
leaf_weight=0.76330747734755167 0.43092129938305035 14.036558440420785 2.5467479506041881 3.3732629684964177 10.800617528264409 139.77262039855123 4.9762168573215595 19.267383625963713 1.4988067201338702 2.0541072811465702 0.87438397714868088 56.887195678893477 2.9987037619575849 0.26629247143864532 0.5875481457478593 2.158504155551781 6.318623148428741 0.58988774754106899 0.73709174024406809 2.6160019992385055 0.68065879447385669 11.926987867103895 36.149851969981682 0.53954675560817122 0.92931974050588706 0.35747253894805808 3.5996899313759059 0.16528640268370509 0.75123243289999653 1.5198926012963059 0.96695274673402209 6.1102762720547608 0.56964661087840784 11.243416192010047 22.496045370819047 0.17992550763301585 1.9630801440216599 32.446610677739955 0.58363529341295339 3.3686007813084897 13.872121114982289 0.21290469088126052 2.3296538847498596 0.20446757599711307 0.54010511841624964 1.2149951427127232 0.35415208991616909 1.8730456195771683 1.2346450185868878 1.1324433907866485 23.285315245972015 2.2443998138187444 1.059906354639679 0.11637948453426261 0.22741597611457098 0.56609087763354082 18.56140417145798 0.33696570422034611 8.4344047853955981 7.3746222495101419 3.4134938137140187 3.6351993554271784 2.6606209711171678 9.9278425885131565 9.8512051124125701 1.4674767050892112 0.15054266364313662 3.8589822193607679 11.461895766784435 1.2036563602741814 0.57823009509593248 0.15334156295284629 0.128420474473386 24.688301907714052 64.357080341069377 10.262840856390538 1.028557932586408 0.22920070041436691 1.8171406139153989 10.68820947507629 0.18637331388890688 2.2415453495341358 0.96035105106420804 0.73569169128313661 1.2544537289068101 1.4799805271904887 0.69051746558398086 6.8990471339784563 0.37918527889996756 1.2317234673537312 0.72239832615014143 32.971584603510564 44.019596306839958 2.5683630243875086 0.17059288639575243 0.90780990989878774 0.23297915421426296 0.19185258354991674 0.30745570745784789 0.58402183465659607 3.9812355294125146 1.5072686220519242 1.3702604986028739 1.3884192847181109 0.20911122858524311 0.32768316054716706 0.30369864939711988 1.7373095942893986 0.3733286801725626 0.18121504201553751 0.72592868935316779 0.66128496476449072 0.56240610405802716 0.1747399647720157 0.37483924301341176 1.6528135589323936 0.37864127504872058 0.63083270797505975 0.13072049990296353 0.34576033637858927 22.261215049773458 1.7974588444922122 0.45397454168414597 0.98969312658300612 11.790571321267633 1.7906338290777046
leaf_count=80 31 557 174 205 798 2116 310 1106 29 154 14 1512 669 5 27 235 1087 78 55 191 25 862 2666 42 50 1 167 12 39 64 66 213 31 847 852 8 131 2663 10 180 1236 30 162 13 41 101 33 130 80 69 1502 92 59 1 7 53 1508 94 600 293 187 226 193 399 383 92 33 195 647 99 34 31 13 1969 4891 766 84 18 144 788 30 205 56 44 80 62 6 442 8 86 55 3409 2904 204 14 50 3 18 62 46 259 37 114 97 1 26 24 71 10 10 20 62 7 3 22 70 70 20 3 25 1467 125 17 75 704 86
internal_value=-0.000576309 0.055684 0.0175161 -0.0112419 0.0315959 0.08962 -0.0747087 0.0191788 -0.0201447 -0.0228428 -0.0265518 0.0772935 -0.0283766 -0.0672641 -0.058314 -0.0830748 -0.0601279 -0.0570796 0.00153928 -0.0252714 0.0412916 -0.022884 -0.0841436 -0.0297886 -0.0314047 -0.0121775 0.0481727 0.0387421 -0.0414123 -0.0144409 -0.0583776 0.0591548 0.0581371 0.0483132 0.0830329 -0.0386991 0.0288585 -0.0724729 0.0109773 0.0541151 -0.0590789 -0.0713844 0.0313141 0.0519889 0.00511781 -0.00857064 -0.0205282 -0.0693039 -0.0274082 -0.00540076 0.00729021 0.0144245 -0.0405019 -0.0706447 -0.0666484 0.0106771 -0.0846446 0.0337607 0.0345949 0.0303117 0.0337473 -0.0551794 -0.0458553 0.059381 0.0506369 0.00466002 -0.0297053 0.0549859 0.0382358 0.00240125 0.0396905 0.0394476 -0.0833535 -0.0795141 -0.0865375 -0.0754794 -0.0776725 -0.0481815 0.00299059 -0.0541826 -0.0507095 -0.0310068 -0.0166547 -0.0194919 -0.0307531 -0.0247829 -0.0209051 -0.0244004 -0.00510642 -0.0177294 0.0051526 -0.0711974 -0.0674783 -0.0575634 -0.0579472 0.00376982 0.0512467 0.00640577 0.0281896 0.0252498 0.0668793 0.0539894 -0.0861821 -0.0656892 -0.0448121 0.00254533 -0.0138092 0.0271259 -0.00909184 -0.0101409 -0.0159258 0.00684025 0.0227677 0.00230736 0.0513039 -0.0105057 0.0128193 -0.00685481 -0.0505494 -0.0354755 -0.0531806 -0.0413674 -0.0565206 -0.0112743 0.0244264 0.0203226
internal_weight=811.677 461.464 217.19 71.3853 145.805 244.274 350.213 83.6629 62.0827 60.0142 55.997 104.501 55.1226 185.312 68.173 164.901 66.1677 59.8491 2.0053 52.1239 1.26821 49.2805 160.776 1.46814 27.4415 21.839 9.30261 0.704833 4.12473 9.57916 58.9517 25.1181 2.06845 62.1421 79.3832 4.00529 4.01719 117.139 5.78854 39.4368 58.5321 14.085 5.70292 19.0078 5.43107 1.96623 16.0505 84.6925 12.346 4.4226 46.0876 22.8023 17.8623 79.7163 2.84342 20.5579 159.308 37.5753 37.0878 28.6534 26.1066 44.4471 14.5876 28.6362 13.2198 3.71191 0.487508 17.8955 22.7053 3.70447 0.932382 0.419634 140.747 63.8059 76.9406 12.5836 12.1514 1.88859 5.57387 43.4801 32.7919 3.65437 3.27471 0.852071 2.31436 11.9151 10.6805 9.98994 3.09089 2.7117 1.2821 78.8642 45.8926 2.74829 0.710698 1.11228 1.00847 0.424832 0.897343 2.10391 15.4163 5.4885 27.6561 2.96779 1.59753 1.257 0.432119 18.732 1.09573 2.77209 2.59087 1.38721 2.24443 1.30718 0.937245 3.46995 19.646 0.860033 2.37227 0.911851 29.1375 6.42235 22.7152 2.78715 16.9947 13.5812
internal_count=46867 19023 13515 4875 8640 5508 27844 5090 4341 4281 3996 3392 3982 15164 5703 12680 5596 4509 107 3313 52 3115 12305 134 1862 1253 534 54 375 612 4369 1028 60 3550 2364 288 285 9461 280 2056 4333 1266 367 815 279 140 973 6798 715 248 2848 1346 1250 6488 198 1254 12171 2242 2115 1515 1341 3067 1055 1258 563 193 127 752 1494 258 67 36 10663 4847 5816 925 888 122 324 3001 2213 303 195 45 139 684 604 598 156 148 95 6443 3034 212 55 63 31 21 140 110 695 296 2181 212 98 76 37 1048 65 191 181 82 101 72 29 214 1176 38 208 78 1910 426 1484 200 977 790
is_linear=0
shrinkage=0.05


Tree=1
num_leaves=127
num_cat=0
split_feature=7 7 7 20 20 7 21 18 18 6 23 18 17 23 2 2 2 18 2 23 23 23 23 15 22 2 23 13 20 20 15 24 2 20 13 23 18 20 19 14 0 2 2 23 14 17 19 6 2 23 9 2 2 17 15 20 0 23 15 17 2 2 21 17 23 23 2 17 21 15 5 2 9 13 21 21 23 15 17 23 23 2 22 0 20 20 2 17 23 23 2 2 2 2 18 13 2 17 0 23 2 2 18 0 2 23 23 5 23 2 2 23 23 15 0 18 18 24 23 23 15 23 18 2 21 24
split_gain=3169.19 315.334 117.421 58.2229 49.9738 17.464 13.7939 12.9626 10.6376 10.076 9.74182 9.39943 8.45116 6.24248 6.23814 13.0795 6.18689 6.1383 5.21299 5.2048 13.8669 5.07149 4.97405 9.29149 5.11841 4.86271 4.7851 4.55821 4.39851 8.30036 4.05862 3.97775 3.90971 3.80575 4.39464 4.16467 3.80406 3.67163 3.59388 10.0054 3.57954 3.4837 4.12124 3.4047 3.25375 3.21822 3.12486 3.11945 3.15629 5.79422 3.09163 2.96773 3.26245 2.87779 2.86411 2.85262 2.7395 2.70405 2.57665 2.86832 2.56705 4.03829 2.53848 2.47236 3.54739 2.44724 2.76079 3.63641 2.84809 2.43178 2.32939 2.3251 2.2943 4.78298 2.26711 2.23533 2.18704 2.11763 2.11706 2.11379 2.10184 2.06549 2.06063 2.97038 2.04965 2.03205 2.01375 1.97132 1.94532 1.92406 3.21526 3.037 3.81968 1.90537 1.85971 1.84332 1.88761 2.40954 1.82063 1.82013 2.09427 2.1238 1.81254 1.75699 1.75554 1.7413 1.72032 1.78265 1.76572 2.05201 1.93101 1.87207 3.17511 1.80339 1.71151 2.99744 5.78057 1.71044 1.70059 3.24323 1.69554 1.69397 2.56023 2.76961 1.66774 1.60859
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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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 9 8 5 6 14 28 19 22 -11 18 13 46 15 25 27 60 21 47 -21 41 50 24 -24 63 -22 44 29 80 -28 36 33 34 -27 88 55 -10 39 72 54 42 70 -12 65 114 56 48 49 51 -1 -2 74 69 58 84 99 -45 -19 -60 61 -8 120 98 -65 66 67 71 75 81 -6 -9 73 -3 -53 -68 104 -69 79 102 -5 -23 86 -84 -30 -52 -61 -55 -36 90 -67 -91 -93 -90 -47 -51 106 -98 -4 100 -7 -102 -31 -96 -39 -63 -97 108 -108 110 111 112 -110 -113 -33 -116 -117 -50 121 -120 -62 122 123 -35 -15 -44
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internal_value=-0.000749638 0.0678928 -0.0668013 0.0265126 -0.0470625 -0.0276045 -0.016659 0.00403551 0.0481354 -0.083501 -0.0235872 -0.0627944 -0.049466 -0.0525867 -0.0349737 -0.0285382 -0.00936188 -0.00117274 -0.0558531 0.0520545 0.0279547 -0.0530248 -0.0843725 -0.0479607 0.0168861 -0.0339806 0.0494916 -0.00722681 0.020508 0.0401194 0.00650547 0.0119948 -0.0190415 -0.0110743 0.00784688 -0.00449134 -0.00363672 0.00368011 0.0901244 0.0848367 0.0190812 -0.0382794 -0.0416693 -0.0615701 -0.00893648 0.0258468 -0.0250873 0.0559034 0.0528124 0.0488478 -0.0850907 0.0610572 0.0512853 -0.0591257 0.0129784 0.0128129 0.00366519 -0.00122776 0.0213492 0.0273997 -0.0126735 0.00956979 -0.0195398 -0.051487 -0.018989 -0.00751063 -4.62168e-05 -0.00672991 0.0229375 -0.0608746 -0.0255695 0.0353067 0.0861442 0.0826936 0.00178537 -0.00245762 -0.00950046 -0.012943 0.0674093 0.0431952 0.00197883 -0.0499774 0.0162378 -0.00661561 0.0240651 -0.068075 0.034027 -0.0178624 0.0361049 -0.0182887 -0.0249324 0.00497887 0.0370919 0.0501773 0.0061999 0.0352226 0.0373307 -0.00378468 -0.0603734 -0.0258561 -0.0412308 0.00831533 0.0138924 -0.0136148 -0.0187044 0.0421155 0.0402305 0.0428524 0.0396951 0.0364534 0.03134 0.0349311 0.0495939 0.0218347 0.0426648 0.0505551 0.0267563 0.0717046 -0.0343887 -0.00346296 -0.0245628 -0.0486167 -0.016209 -0.0440566 -0.0621709 -0.0580289
internal_weight=1747.48 856.934 890.547 299.489 408.135 182.46 121.585 146.844 152.645 482.411 6.91675 225.675 60.8749 59.2134 55.7056 48.5267 80.9805 65.8797 154.284 140.279 19.3184 140.937 475.495 9.19776 3.45122 46.4835 15.3507 79.0928 65.8632 19.9365 4.55358 45.9267 25.0809 21.5678 11.9056 10.2197 21.5774 12.3665 557.445 203.838 23.86 41.2467 39.1178 4.90644 77.5201 24.3493 15.3036 120.96 105.349 87.0755 466.297 45.9237 28.8636 99.6907 21.7047 13.3694 5.84224 1.58329 17.9022 16.2491 42.0197 9.91148 32.1082 21.4026 4.59577 76.0468 44.9301 34.8079 10.1222 95.637 19.7155 4.48219 201.037 141.841 2.98452 5.28074 10.021 30.3257 11.6213 5.08054 8.31514 33.3451 12.6716 5.54634 10.8048 25.2495 7.1253 4.05363 3.90413 31.1167 24.2052 6.91151 3.56493 3.36861 11.2302 41.1518 39.581 2.60763 16.8068 3.35101 2.85416 1.22066 2.78307 5.76389 8.67426 4.85882 36.9733 34.9101 32.3814 30.0639 26.0693 24.3721 11.4984 12.8737 13.1191 11.0163 6.01116 18.2733 9.66219 3.04456 28.4735 6.61763 2.50556 1.92207 43.9098 19.4023
internal_count=46867 5508 41359 3392 13515 4839 2811 2103 1289 27844 309 8676 2028 2016 1653 1224 1339 1158 5689 1112 240 4475 27535 719 121 1221 160 1227 764 173 81 591 640 513 258 236 310 177 2116 883 341 1135 1095 270 1218 281 424 872 788 653 26816 273 204 3340 334 166 175 77 256 217 817 146 671 581 99 1192 628 499 129 3232 472 35 866 613 27 91 160 464 71 47 102 1002 185 96 119 1309 89 108 74 564 463 101 45 60 167 380 361 32 482 136 130 78 37 95 143 51 329 300 291 279 252 221 89 132 114 85 63 135 255 67 605 188 57 50 1592 623
is_linear=0
shrinkage=0.05


Tree=2
num_leaves=127
num_cat=0
split_feature=7 7 7 20 10 19 7 16 16 12 15 12 10 24 10 6 6 2 15 19 2 2 23 2 16 19 14 23 2 19 2 10 0 16 23 2 4 24 0 11 15 15 7 3 15 2 17 24 2 14 2 10 19 10 23 11 0 3 23 6 6 22 17 6 24 10 16 11 2 2 23 22 20 0 15 23 23 15 23 20 16 17 23 20 16 2 12 24 23 2 23 23 23 2 10 23 2 17 11 17 11 17 24 10 11 24 24 17 23 12 10 11 23 11 2 23 23 23 23 2 2 2 2 11 15 24
split_gain=2614.52 199.463 103.236 60.7862 21.5183 15.8034 13.5186 11.7509 10.0242 9.46666 8.84012 7.50529 9.39579 7.1391 5.98232 5.24244 4.00405 3.83125 3.71887 3.71544 3.68965 3.5687 3.44596 3.18609 3.16884 5.7409 3.15423 3.07174 3.0399 3.00444 2.98283 2.87652 3.12342 2.80169 3.19726 2.9152 2.80001 2.73591 2.67023 2.66017 3.03641 4.76161 3.44941 3.86219 5.61817 3.47625 2.65001 2.99171 3.13049 2.62889 2.94603 2.62874 2.58293 2.54248 2.50296 4.01864 2.57551 2.40834 2.39465 2.27134 4.50417 2.26201 2.23379 2.14613 2.12742 2.12724 2.10048 1.96893 1.95378 1.92809 1.86219 1.85185 2.0979 1.83642 2.92331 2.71914 2.6716 2.23408 1.82005 1.78081 1.77258 1.70483 1.69616 1.64524 1.77861 1.62212 1.62099 1.61766 2.20106 1.61667 3.0825 2.12398 1.60163 1.6521 1.59433 1.72482 1.58854 1.74483 1.58132 1.71288 1.53278 1.53122 1.51856 1.58746 1.50827 1.50208 1.4688 1.45933 1.45792 1.39517 3.02087 1.8266 1.74486 1.34591 1.34573 1.31678 2.7851 1.3118 1.3053 1.27326 1.87261 2.38672 2.02291 1.59308 1.41331 1.25167
threshold=4.5000000000000009 1.5000000000000002 9.5000000000000018 0.0003495026176096872 3.7691483497619633 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.54721248149871837 1.7005987167358401 0.006846858188509942 4.7310681343078622 323.56341552734381 4.2701969146728525 0.31266272068023687 0.48290047049522405 86.500000000000014 1.8688347935676577 1.0000000180025095e-35 142.50000000000003 141.50000000000003 95.500000000000014 214.50000000000003 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 62.500000000000007 123.50000000000001 1.0000000180025095e-35 64.500000000000014 3.5394942760467534 28.500000000000004 1.0000000180025095e-35 36.500000000000007 73.500000000000014 1.0000000180025095e-35 7.5885500907897958 16.500000000000004 0.34915088117122656 5.0271592140197763 5.0720391273498544 26.500000000000004 1.0000000180025095e-35 7.1974251270294198 143.50000000000003 1423.5000000000002 460.07408142089849 63.500000000000007 1.0000000180025095e-35 68.500000000000014 5.1600122451782235 1.0000000180025095e-35 3.7015702724456792 60.000000000000007 0.048566937446594245 125.50000000000001 1.0000000180025095e-35 1.5000000000000002 0.31266272068023687 0.31679348647594457 10.924657344818117 164.50000000000003 0.25247776508331304 77.265304565429702 4.3688721656799325 1.0000000180025095e-35 0.003862118581309915 194.50000000000003 124.50000000000001 6.5000000000000009 11.004109859466555 1.4197929658621435e-06 67.500000000000014 3.5408543348312382 35.500000000000007 1.5000000000000002 4.2835628986358651 33.500000000000007 0.00033985228219535207 1.0000000180025095e-35 12409.000000000002 344.00000000000006 0.00032980812829919165 1.0000000180025095e-35 75.500000000000014 13.972406864166262 2854.5671386718755 28.500000000000004 63.500000000000007 70.500000000000014 81.000000000000014 48.500000000000007 111.50000000000001 3.4950543642044072 33.500000000000007 68.500000000000014 4388.0000000000009 0.0029149369802325968 156.50000000000003 0.00025933860160876071 199.50000000000003 134.117546081543 3.9386649131774907 0.0096739935688674467 77.265304565429702 140.45457458496097 203.50000000000003 129.50000000000003 2.3136918544769292 4.0135259628295907 0.001201293431222439 354.50000000000006 0.00086665144772268843 64.500000000000014 97.500000000000014 132.50000000000003 18.500000000000004 99.500000000000014 74.500000000000014 96.500000000000014 94.500000000000014 82.500000000000014 0.0016294058295898142 3.3140207529067998 376.47087097167974
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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 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_weight=0.71481109745298022 1.4277314678400785 0.024293571602640895 0.014037073386134469 0.17465376856671355 0.027565368391123335 0.059575962505164282 1.2415069260943523 0.0057545453156677131 0.078372795124688754 0.093494078770062217 0.37847088043376531 1.6589815614114511 0.010931784834384728 0.036765898244993878 0.010585095994542826 0.29879527001162387 0.019820821531084221 0.013933644906501286 0.017774394867956289 0.14982454937853618 0.08518523115285298 0.02107894018990919 0.033392867707789264 0.038081144479292561 0.021861462772903906 0.013703034455829766 0.059539100452639104 0.012919196509756148 0.061899144095150405 0.01181573944631964 0.013516543767764233 0.015821903283836036 0.04761139857855734 0.031729844238725491 0.035806659251392037 0.070746853290870604 0.035312444942619869 0.019005076805424959 0.16966004043506999 0.01213944579649251 0.25488996354442861 0.14563445464318647 0.015557488923150231 0.034936711671815668 0.030324842690678366 0.087723844915490012 0.054867225547468812 0.043576764589943084 0.008774295769399032 0.14623906133260778 0.098941958973344235 0.034973733432991594 0.025334563437354518 0.046264258825289062 0.032743343606853159 0.040550908745899505 0.012216130961718363 0.022289407248422322 0.054697076192439908 0.0078393360642592391 0.042038444899276217 0.020746299769598409 0.014480538328047743 0.01528783235871245 0.046480231238662739 0.0044945619515601712 0.16545990720523562 0.23703425133516731 0.040856148703824147 0.012098622517441981 0.033965242669645956 0.10225662706582384 1.5082882773892174 0.23479518696907675 0.033385973183207796 0.062828616871399845 0.0088197465852317691 0.023965344576424741 0.05809830718231801 0.0349990811682801 0.029755907686478622 0.013686921147074038 0.26140906519293239 0.046482120164174301 0.064918413591896318 0.018082285469233739 0.014158980768115725 0.047232202022899017 0.033970349087731222 0.00992579153682982 0.0086234390834647456 0.04243676590965606 0.053846519379931124 0.025602916957438993 0.079094408918962245 0.024695304922488504 0.0087837405679351832 0.041096187009316054 0.074060773580342243 0.016017584674614227 0.033258962896070443 0.01776223431784274 0.091713071626145393 0.029495079920428546 0.020069991634791284 0.066612646227179773 0.0067878166631953887 0.056913770055871171 0.033887493363852883 0.18658229051256991 0.051103129881159282 0.065625558482647728 0.075526777852537919 0.02314163892700094 0.016733201037823164 0.017581416598744681 1.025853079866806 0.019920387264846795 0.015802705149540408 0.14246249383229781 0.022995874384037052 0.017881750682164466 0.022034187552208095 0.057434883629866818 0.36756784769204387 0.32826441286306363
leaf_count=3120 1222 110 8 393 19 43 1339 25 387 1283 11613 1745 14 27 3 417 14 8 19 102 1875 7 252 28 16 5 107 7 129 22 10 83 3444 16 78 89 120 113 718 8 839 233 19 230 86 370 125 61 21 98 407 112 16 52 24 32 17 15 85 45 209 40 28 13 36 11 304 508 59 17 186 133 2733 343 157 58 16 58 356 17 51 49 613 209 244 58 9 96 52 48 24 68 69 79 144 67 25 39 88 23 15 56 64 158 429 235 23 254 69 2434 522 587 415 78 17 303 1119 34 58 161 44 12 16 59 325 303
internal_value=0.000369716 -0.00564343 0.0144433 0.0259913 0.0113916 0.00707165 -0.0148046 -0.0183819 -0.0212824 -0.0267375 -0.0297471 -0.00161991 -0.00322686 0.00785489 0.0119038 0.00642662 -0.0173503 -0.034316 -0.0181078 0.0192362 -0.00404522 0.0205763 0.0156086 0.0129034 0.00357604 -0.0560701 0.0178006 0.00566195 0.0183488 0.0317823 0.0412798 -0.0150811 -0.0212764 0.0258412 -0.00848582 -0.00924757 -0.000395638 0.0197016 -0.0121901 0.0375164 0.0296792 0.0300846 -0.111974 -0.00100857 -0.00834133 -0.00608642 0.000284653 0.00501973 -0.0156631 -0.00246045 -0.0161572 -0.0267034 -0.00167852 0.000726294 -0.00133028 -0.0212394 -0.0452926 -0.00272521 -0.000492024 0.0079975 0.00718076 -0.0161687 -0.00937102 -0.00505258 0.0171289 -0.0207642 -0.0125337 -0.00638266 0.0095698 -0.0236466 0.0321754 0.00340993 -0.000970557 0.0070212 -0.00948907 -0.0106077 -0.00958854 -0.0154514 -0.010523 0.00375696 -0.0211339 -0.0118835 -0.00267859 -0.0048973 -0.00814955 -0.0282092 -0.0102298 -0.0158123 -0.00193192 0.016657 -0.0371095 0.0117649 0.00388019 -0.00924082 -0.043256 0.0233962 0.0166902 0.00291125 -0.0121777 0.00639453 -0.00529876 -0.0109327 -0.0175314 0.00708301 -0.0038281 0.00427644 -0.0279431 0.00356371 -0.025007 -0.0264186 -0.0228519 -0.0274905 -0.00372474 -0.00868352 0.00356772 -0.0309716 0.00859474 -0.0135414 0.00597932 0.0125028 0.00364052 -0.0201488 0.0117063 0.0188553 0.0231194 0.0113759
internal_weight=14.8942 10.4354 4.45871 0.931963 3.52674 2.09901 3.18453 1.94303 1.61607 0.90126 0.822887 7.25091 5.53502 2.07145 1.32109 0.756211 0.0882948 0.0684739 0.0545403 0.564878 0.326956 0.554293 0.49028 0.456887 0.265486 0.051122 0.214364 0.141308 0.103227 0.0782094 0.0730556 0.0369008 0.444416 0.191401 1.64209 1.60628 0.400738 0.123717 1.20554 0.441683 0.267029 0.177364 0.0292605 3.89293 0.583633 0.553308 3.3093 1.21446 0.114887 2.09484 0.205516 0.133916 0.448761 0.750358 0.690782 0.121321 0.052767 0.0685537 0.0713107 0.0625364 1.09957 0.0627847 0.277021 0.241709 0.0609608 0.0163103 0.180748 0.361037 0.667916 0.0250178 0.104712 0.24177 1.88932 0.381034 1.0291 0.986926 0.962632 0.520773 0.424235 0.180851 0.243385 0.185286 0.441859 0.155531 0.34441 0.0830007 0.141844 0.127685 0.0812026 0.0974497 0.0965376 0.156885 0.121886 0.0794494 0.0877178 0.0875239 0.0421697 0.569461 0.106804 0.462657 0.158752 0.142734 0.124972 0.218434 0.116178 0.0961077 0.176448 1.7159 0.104547 0.350922 0.303311 0.252208 0.335703 0.260176 0.0716004 0.023336 1.03678 0.0706598 0.0357231 0.303905 0.161443 0.0408776 0.120565 0.0985311 0.517392 0.62706
internal_count=47052 41564 5488 2120 3368 2146 27887 26548 23390 20270 19883 13677 11678 2127 1367 847 68 54 46 520 3158 517 880 628 371 40 331 214 186 162 117 90 8270 257 4385 4307 889 388 3418 1240 847 249 24 7293 1864 1778 5429 1594 212 3835 661 519 1387 760 717 116 49 67 151 130 1382 249 501 381 64 33 317 1017 779 24 275 1283 3174 441 2677 2495 2385 1297 1113 291 822 466 1088 415 915 302 366 357 148 173 184 233 216 148 168 125 182 601 112 489 158 135 79 955 822 393 741 1999 391 6987 3543 3021 1001 586 142 328 1133 322 92 331 170 56 114 98 427 720
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
survey_citation_count=2674
survey_refs=2425
hub_score=2119
cit_ratio=1861
year_diff=1585
cand_influential_cit=1488
cand_recency=1449
authority=1290
pref_attach=1160
cit_per_year=1084
n_surveys_citing=1067
authority_ratio=1061
cand_citation_count=1011
cand_age_years=1002
cand_cited_by=992
same_category=724
cited_by_survey_refs=655
adamic_adar=380
is_newer=293
n_total_cit=226
co_citation=171
jaccard=154
indirect_cit=144
cand_refs=134
bib_coupling=51

parameters:
[boosting: gbdt]
[objective: lambdarank]
[metric: ndcg]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 200]
[learning_rate: 0.05]
[num_leaves: 127]
[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: 10]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.8]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 3]
[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