tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=9
objective=lambdarank
feature_names=recent_runs recent_win_rate recent_top3_rate recent_avg_finish recent_best_finish recent_avg_time recent_graded_top5_rate experience_score distance_m surface_turf
feature_infos=[0:10] [0:1] [0:1] [1:99] [1:99] none none [0:1] [1000:4260] [0:1]
tree_sizes=3441 3438 3449 3431 3439 3432 3412 3435 3411

Tree=0
num_leaves=31
num_cat=0
split_feature=3 0 3 3 2 2 1 1 3 2 3 3 4 3 8 0 4 4 2 3 8 3 8 0 8 0 3 2 4 3
split_gain=184.359 43.2388 40.0715 23.4802 10.9663 6.75401 6.51934 6.35579 5.15081 4.24056 4.01474 3.70771 3.16324 3.07344 3.04077 2.61182 6.55482 3.49183 2.49426 2.48716 2.32474 4.34439 2.83565 2.3761 2.31486 3.21002 2.21371 2.17898 2.12884 2.07126
threshold=5.5277777777777786 1.0000000180025095e-35 6.8166666666666673 3.4722222222222228 0.31666666666666671 0.2678571428571429 0.21111111111111114 0.11805555555555557 9.5277777777777803 0.64583333333333337 4.4722222222222232 2.8166666666666669 8.5000000000000018 6.7071428571428582 2985.0000000000005 2.5000000000000004 5.5000000000000009 4.5000000000000009 0.5634920634920636 5.7071428571428582 1250.0000000000002 7.9500000000000011 2900.0000000000005 9.5000000000000018 1550.0000000000002 7.5000000000000009 6.7638888888888902 1.0000000180025095e-35 8.5000000000000018 6.0500000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 5 6 8 19 11 10 15 14 -5 -1 -10 24 -9 17 20 -4 -6 -3 21 -17 23 -22 -7 -26 29 -28 -18 -21
right_child=1 2 4 7 18 13 -8 9 12 -11 -12 -13 -14 -15 -16 16 28 -19 -20 26 22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.062248377870141314 -4.5861758613291028e-05 -0.067105737677333063 0.017047696534240812 0.032768178648142743 -0.01095781199160255 0.027506288264838519 0.031184610544899106 -0.0020462739152806962 -0.079769957132616601 0.031801411771638415 0.014329021523225384 0.040828259758337981 -0.055217136841740622 -0.10000000000000001 -0.087088990640450739 0.00021531838974502907 -0.086849934665203285 -0.038329736672804655 0.096313475522656677 -0.007347933385679681 -0.045199313366906746 -0.060608096832848374 0.010177163476139893 -0.078241621559760999 0.012349585532619799 -0.037354131193301159 0.083575562473587744 -0.03933160076442891 0.045027788088328941 -0.029565199806361128
leaf_weight=44.817998527715645 141.3335877870677 2.4179105277435147 3.0742524741799562 53.72046860253613 14.935495315148724 15.610406655527184 63.029106141837474 45.757365063459019 17.814134726650082 10.045256097993841 65.528444659814795 36.782640283146975 49.761862047205796 0.60989787295693432 1.0758243656018738 7.53254693711642 11.772861495439425 38.442335246305447 0.56229634245392013 23.634712976549054 25.074476899389083 4.8108146195299923 1.9208329301618494 6.9485376898373934 14.951232519728366 4.1500687613734035 1.0757461544417299 0.54244934424059454 0.31417973176576275 18.862880571503865
leaf_count=1355 11132 181 178 2369 834 746 2801 2603 1474 515 3301 1553 4416 65 67 300 839 3138 11 1397 1483 315 62 647 640 407 22 42 9 1142
internal_value=-9.30953e-10 -0.0223772 -0.0342953 0.0283347 -0.0473046 -0.00521679 0.0432633 0.0160759 -0.0510284 0.002323 0.0226357 0.052593 -0.0616897 0.0112683 -0.00399982 -0.043816 -0.0506344 -0.0342291 -0.00706576 -0.0177299 -0.0420725 -0.0234906 -0.0488296 -0.052369 0.0132233 0.00155064 -0.0150237 0.0423748 -0.083422 -0.0172092
internal_weight=726.911 406.154 264.82 320.757 182.965 81.8553 144.63 176.127 167.467 56.8784 119.249 81.6006 67.576 35.3216 46.8332 99.8908 58.3743 41.5166 15.4978 46.5337 46.2872 12.3434 33.9438 32.023 34.7117 19.1013 44.1158 1.6182 12.087 42.4976
internal_count=44044 29480 18348 14564 13706 4642 5709 8855 12861 3185 5670 2908 5890 1858 2670 6971 3655 3316 845 2784 2807 615 2192 2130 1793 1047 2603 64 848 2539
is_linear=0
shrinkage=0.05


Tree=1
num_leaves=31
num_cat=0
split_feature=2 3 0 3 4 0 4 1 8 9 3 0 2 1 8 1 4 4 3 2 1 0 3 0 3 8 0 2 8 2
split_gain=148.187 34.7126 20.051 50.9443 12.7795 15.8388 8.27924 6.04147 7.5972 7.58758 6.43065 7.52702 6.26174 6.10653 5.61573 11.4299 5.60014 5.41398 4.9146 10.0037 4.67339 8.83113 7.42987 7.65138 5.94262 8.63394 5.59278 5.0367 4.84826 4.55472
threshold=0.18333333333333338 2.3541666666666674 1.0000000180025095e-35 6.8166666666666673 5.5000000000000009 2.5000000000000004 2.5000000000000004 0.61250000000000016 1450.0000000000002 1.0000000180025095e-35 1.6904761904761907 1.5000000000000002 0.78888888888888908 0.23611111111111113 1550.0000000000002 0.10555555555555557 1.5000000000000002 11.500000000000002 6.354166666666667 0.64583333333333337 0.13392857142857145 3.5000000000000004 6.2111111111111121 4.5000000000000009 3.8452380952380958 1750.0000000000002 5.5000000000000009 0.47222222222222227 2810.0000000000005 0.78888888888888908
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 -1 16 -5 17 14 8 9 -2 -11 -12 -9 -13 15 -3 -4 -6 20 -20 21 27 23 -23 25 26 -25 -16 -29 -15
right_child=1 6 3 4 5 -7 -8 12 -10 10 11 13 -14 29 18 -17 -18 -19 19 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0057082443319408571 0.027491816038549555 0.022429091509244825 -0.078813270485722786 -0.018705437911806001 -0.029261636380709284 -0.068227604314499479 -0.002238136876181625 -0.065591291045024425 0.033758396322042687 -0.085483959073321181 -0.030918723023913477 0.059134905167915523 0.015088049306292504 0.039722929087354947 -0.01048877259129451 0.0039702903128666532 -0.003834867456635162 -0.047951533685722247 -0.021516882401633318 0.092379530215925737 0.011157078232717554 -0.030244167676801926 0.064304548186334312 0.062493028607774684 0.0056613255154099387 -0.033915290137412464 -0.036883980674039543 0.013880056596203073 0.064782891293707137 -0.040046913202197838
leaf_weight=323.66569201212951 41.957140785641968 167.06646953662312 2.5147807088214895 95.777142448670929 142.07140051408351 41.928980315016815 249.21451257387162 2.4781054476043201 176.05760089142495 2.3514930108794969 10.544111122377219 6.7789782090112549 81.494012750481488 3.0778895933181047 21.082235054578632 168.39485482646296 256.70014984529189 53.278043899787008 29.812377006848696 2.0611660638824096 237.07407935919036 32.258430435060291 3.5470730760134748 4.4341516620770589 71.199296484679508 24.819544085883535 2.0798574219807051 89.395765324879903 4.9360923357307902 4.2748352490016259
leaf_count=11132 295 1786 122 2684 5015 1916 2974 32 1150 54 117 32 877 17 219 2355 4075 2243 980 5 3324 310 52 19 1229 263 57 634 15 61
internal_value=6.19362e-11 0.0100213 -0.0157156 -0.0211844 -0.0341213 -0.0403438 0.00578447 0.0242812 0.0282475 0.0141828 -0.00647798 0.00105093 0.0127071 0.0249045 0.00811428 0.0131631 -0.00456227 -0.034359 0.00487399 -0.0141515 0.00610948 0.00139364 -0.00712619 -0.00900592 -0.00232403 -0.0204692 0.030763 0.0116057 0.0165436 -0.00665483
internal_weight=2352.33 1436.39 915.936 592.27 333.056 237.278 1107.38 329.014 245.042 68.9844 27.0273 24.6758 83.9721 14.1317 858.161 335.461 259.215 195.349 522.7 31.8735 490.827 253.752 138.338 134.791 102.533 31.3336 6.51401 115.414 94.3319 7.35272
internal_count=44044 16857 27187 16055 11858 9174 14222 2635 1726 576 281 227 909 110 11248 4141 4197 7258 7107 985 6122 2798 1930 1878 1568 339 76 868 649 78
is_linear=0
shrinkage=0.05


Tree=2
num_leaves=31
num_cat=0
split_feature=3 3 0 4 2 1 3 2 2 8 8 0 4 2 9 8 8 4 3 1 2 3 0 3 4 8 3 0 8 2
split_gain=125.949 22.5713 24.5014 27.3061 9.81268 7.78822 12.3836 7.99341 6.43609 6.29213 9.69856 5.43921 7.17404 5.14637 4.965 7.4424 4.78111 4.7176 5.15033 4.67984 4.9737 8.92936 7.85698 5.79966 4.46539 5.25299 4.48067 4.32902 4.29644 4.22921
threshold=4.7638888888888902 6.4142857142857155 1.0000000180025095e-35 4.5000000000000009 0.38750000000000007 0.21111111111111114 2.8166666666666669 0.76388888888888895 0.64583333333333337 2550.0000000000005 2050.0000000000005 2.5000000000000004 5.5000000000000009 0.47222222222222227 1.0000000180025095e-35 1450.0000000000002 2940.0000000000005 11.500000000000002 15.833333333333334 0.35416666666666669 0.2678571428571429 4.9500000000000011 9.5000000000000018 6.354166666666667 2.5000000000000004 1175.0000000000002 4.8166666666666673 5.5000000000000009 2985.0000000000005 0.43650793650793657
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 19 -3 8 16 6 -6 -8 9 10 -4 14 -13 -7 -5 -16 -1 -17 -19 20 22 24 23 -2 25 -22 29 -9 -11 -27
right_child=1 2 3 11 5 13 7 27 -10 28 -12 12 -14 -15 15 17 -18 18 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.00077240436193349823 -0.0066065010740727686 -0.0061842490266602558 -0.011127755767890194 -0.038252317805110153 0.02822832134413529 -0.071961959140508902 0.016748614698648072 0.0011867732709919807 0.061172336226580803 0.037847895174298568 -0.084072487079937044 -0.029956552292323458 -0.06412941720729444 0.0091345180164828076 -0.0016557725461650683 -0.025403497115102449 0.056518915337372959 -0.079279416892010263 0.0045979011380812302 -0.034570639614037661 0.042599358516531766 0.0064656428141998236 -0.060744817901348239 0.054845331928478402 0.056556473269049348 -0.061515991501688252 -0.09155485056719205 -0.062888039614517346 -0.035928489780436966 0.023390230564419804
leaf_weight=148.37596633087378 178.27369356178679 317.5109244983787 151.70979402674493 103.51168593725743 195.11031726062993 1.9668781235814083 269.21142713103836 81.775942683474568 3.1838348731398574 10.115256342862265 4.6979021488223216 29.035653902385093 32.603832654123835 363.99100365013669 29.494747827149695 43.71373098303593 3.7332163883838794 8.8172435443557315 2.3095208633749271 10.837905463180503 1.537885343655941 205.09464600108709 6.6176234460435799 3.9239922501146784 1.2112892437726266 3.6528371239837707 4.9190494716713147 2.7238593554357058 2.4516986355883992 2.4505221981089562
leaf_count=1855 3156 11132 3919 4190 1355 72 2962 849 15 132 220 901 1932 3789 1241 1664 31 558 86 221 10 2932 346 55 9 82 146 72 55 57
internal_value=8.12946e-11 -0.0114212 -0.0166746 -0.0245742 0.0123931 0.0143484 0.0181157 0.0125375 -0.0092568 -0.0105838 -0.0133187 -0.035144 -0.0480321 0.00869866 -0.030915 -0.0219093 0.000633697 -0.0328022 -0.0618695 -0.00214298 -0.00128091 0.00384863 -0.00722685 -0.00528301 -0.0351255 -0.0439671 -0.0560451 -0.000878685 0.0234548 -0.0274258
internal_weight=2224.56 1157.68 739.156 421.645 1066.89 914.779 548.822 353.711 172.158 168.975 156.408 249.486 61.6395 365.958 187.847 84.3352 152.109 54.8405 11.1268 418.519 407.682 218.866 188.815 182.198 13.7716 12.5603 11.0224 84.4998 12.567 6.10336
internal_count=44044 33059 26045 14913 10985 9099 5238 3883 4341 4326 4139 10572 2833 3861 7739 3549 1886 2308 644 7014 6793 3236 3557 3211 304 295 285 921 187 139
is_linear=0
shrinkage=0.05


Tree=3
num_leaves=31
num_cat=0
split_feature=3 3 0 4 1 4 3 2 0 3 8 3 2 9 8 8 1 2 8 3 2 8 3 0 0 1 3 8 4 8
split_gain=103.932 17.0088 16.256 24.9565 11.8778 7.16184 5.54774 4.642 4.3278 4.06339 4.68253 4.52038 3.82122 3.8064 4.57758 3.63757 3.49574 4.11173 3.69912 3.49687 3.33217 3.4131 7.33463 9.45443 4.46353 4.37323 4.07475 4.0664 7.2871 3.27827
threshold=6.3166666666666673 3.4142857142857146 1.0000000180025095e-35 4.5000000000000009 0.31666666666666671 2.5000000000000004 3.2111111111111117 0.78888888888888908 6.5000000000000009 4.8166666666666673 3050.0000000000005 4.6125000000000007 0.2678571428571429 1.0000000180025095e-35 1450.0000000000002 2450.0000000000005 0.58571428571428574 0.76388888888888895 1550.0000000000002 4.154761904761906 0.64583333333333337 1550.0000000000002 7.9500000000000011 4.5000000000000009 3.5000000000000004 0.18333333333333338 7.1055555555555561 1350.0000000000002 3.5000000000000004 2550.0000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 20 5 6 7 -1 13 10 16 -12 -11 -5 -15 -14 17 18 -3 -19 21 22 23 27 -24 -25 -27 -4 -29 -23
right_child=2 9 3 8 -6 -7 -8 -9 -10 12 11 -13 15 14 -16 -17 -18 19 -20 -21 -22 29 24 25 -26 26 -28 28 -30 -31
leaf_value=0.0090859276344020957 -0.0068027570305911741 0.012940013716309645 -0.032167161619108271 -0.037801597684232767 0.0056091065656938702 0.0046377932452498606 0.040185572869475293 0.024153481443910087 -0.091845050797618524 -0.0065986068909000663 -0.073011106586794869 0.020677768848275411 0.0051854002436413187 -0.010783258133646754 -0.032846941914001317 -0.026629120820317639 0.047372486304232769 -0.091958161577441314 0.0031702144089296664 0.018793352548485017 0.04057858271649805 -0.020274439384515463 -0.0051472519209775107 0.029755654411615928 -0.049145747779503111 0.0098418408509220925 -0.087284909809367719 0.024479387664487574 -0.078973594009308701 0.004682856892857315
leaf_weight=68.680221026912477 314.74737026653293 156.18649773643119 15.792176662478596 126.27469033336456 247.90288868515563 65.002268766947964 40.343117604934378 199.881152393099 3.0624186676905074 160.71725952997804 3.562093576649203 2.0162072982639074 194.24216350539973 37.01772119209636 64.415495464481864 9.4203802016563696 5.2850453104038015 1.9386179009452456 255.18970935207108 1.1270915921777485 3.4600421469658604 73.794139567573438 12.05841083568521 32.363901442058705 11.043211408163186 3.4811586868017903 1.5654482021927831 9.8235370636684802 2.058964995201678 16.013243199093267
leaf_count=685 11132 1809 342 5626 2389 786 329 1484 314 3325 66 10 2974 1618 3074 158 27 49 3524 14 24 2433 256 547 510 82 51 130 81 195
internal_value=3.5618e-11 0.00791066 -0.0153594 -0.0218927 0.014096 0.0197229 0.0228972 0.0203002 -0.0328018 0.00304022 0.00636003 -0.0391484 -0.000834687 -0.0320077 -0.0247949 0.00371382 0.00696485 0.00644957 0.0068795 -0.051241 -0.0080187 -0.00896339 -0.0019763 0.00661458 -0.0261797 0.023005 -0.0202867 -0.015542 0.00655336 -0.0158244
internal_weight=2138.47 1411.49 726.972 412.225 621.81 373.907 308.904 268.561 230.77 789.685 425.305 5.5783 364.38 227.708 101.433 203.663 419.727 414.442 411.376 3.06571 181.454 177.994 88.1868 65.0852 23.1016 37.4105 5.04661 27.6747 11.8825 89.8074
internal_count=44044 17629 26415 15283 5673 3284 2498 2169 10632 11956 5499 76 6457 10318 4692 3132 5423 5396 5333 63 4651 4627 1999 1233 766 680 133 553 211 2628
is_linear=0
shrinkage=0.05


Tree=4
num_leaves=31
num_cat=0
split_feature=3 3 0 4 3 3 0 4 1 3 1 0 3 3 9 1 9 4 3 8 1 8 4 3 4 3 4 2 2 8
split_gain=91.1939 14.194 13.643 21.1443 3.80545 5.93866 3.80278 7.03536 3.77359 13.3698 5.01214 4.22226 5.89032 4.02296 10.0531 3.70276 3.57241 3.33878 4.92187 3.23555 3.67636 3.0826 2.8505 3.62282 3.11202 2.82309 2.80808 2.79266 3.09647 2.74029
threshold=6.3166666666666673 4.3166666666666673 1.0000000180025095e-35 4.5000000000000009 4.2111111111111121 4.154761904761906 2.5000000000000004 5.5000000000000009 0.21111111111111114 2.683333333333334 0.18333333333333338 1.5000000000000002 2.2250000000000005 3.4722222222222228 1.0000000180025095e-35 0.18333333333333338 1.0000000180025095e-35 10.500000000000002 12.775000000000002 1750.0000000000002 0.10555555555555557 1450.0000000000002 11.500000000000002 15.833333333333334 15.500000000000002 13.900000000000002 8.5000000000000018 0.73214285714285732 0.5277777777777779 1850.0000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 29 5 8 16 -8 9 11 -11 -1 -13 -12 -15 -7 17 18 -5 20 -6 -18 25 -24 -25 -23 -9 28 -3 -4
right_child=2 27 3 6 19 15 7 26 -10 10 13 12 -14 14 -16 -17 21 -19 -20 -21 -22 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.017896938645484854 -0.006813201436161237 -0.00043687461842538048 -0.0048303036963159582 -0.029680516231744593 -0.017593067834364422 -0.0075418459224897497 -0.023430824073778049 -0.070336948091149418 0.0069710588413544943 0.0061980798208155843 0.039289344912324234 0.051890736292024543 0.023559881369152113 0.038734851906042048 -0.054173529366218047 -0.075518682239512108 -0.0072690104934461713 -0.048400771958913708 0.073614810098836747 0.049489041104235104 0.03751502765312522 -0.023353785640405224 -0.073105859465012218 0.097182425772487244 -0.034790205231295515 0.099238096815143548 -0.03528119522808542 -0.043428030101037879 0.012625748220727002 -0.020703037084752938
leaf_weight=93.015270384141331 310.65351735480817 428.40267378604403 141.05948648303456 58.882873640675825 5.4802550351596455 6.305001345521303 24.428458399845113 19.77094288622175 329.90926091706206 315.36802561931836 21.790981899321196 28.328161832207115 52.069842683723436 7.6988475960824854 4.6823942866176367 2.9362169546657242 30.44887990449206 28.653651037609961 1.176247480791061 11.855753933748927 6.7589829255593941 36.91562587113367 6.3495625334471679 0.60812224959954653 1.6828241725452242 0.47566524858120729 8.0338425209047255 3.5720440394943571 50.741090996016283 33.684810769016622
leaf_count=709 11132 7644 3782 2580 73 92 950 1541 3587 3564 190 151 400 100 136 85 1241 1598 12 128 78 1661 558 3 83 3 402 51 641 869
internal_value=-4.72115e-11 0.00751658 -0.0146403 -0.0208404 0.0112742 0.0107265 -0.0312486 -0.0430081 0.0111584 0.0138001 0.00816896 0.0251504 0.0335422 0.0263578 0.00359834 -0.0291402 -0.0275303 -0.0343574 -0.0276575 0.0308728 0.0128398 -0.0196113 -0.0277754 -0.0536586 0.000241384 -0.0217943 -0.060208 0.000618084 0.000946451 -0.00789003
internal_weight=2071.74 1368.91 702.825 392.171 886.199 862.104 217.427 52.2332 852.863 522.954 349.54 173.413 80.398 34.1722 12.3812 9.24122 165.193 88.7128 60.0591 24.095 12.2392 76.4807 46.0318 8.64051 2.29095 37.3913 27.8048 482.716 479.144 174.744
internal_count=44044 17629 26415 15283 9293 9014 10632 2893 8837 5250 3990 1260 551 426 236 177 7739 4190 2592 279 151 3549 2308 644 86 1664 1943 8336 8285 4651
is_linear=0
shrinkage=0.05


Tree=5
num_leaves=31
num_cat=0
split_feature=2 2 3 0 4 0 1 8 3 3 1 3 1 8 2 1 0 3 2 3 3 2 3 1 8 9 0 9 3 8
split_gain=74.6192 10.9011 7.78772 20.0622 5.77695 7.88239 5.43393 4.7767 7.4784 4.28223 7.8481 7.69233 5.93419 5.31288 4.80542 5.41727 4.29222 6.02136 4.92087 4.06038 3.78026 3.90586 3.70207 3.65864 3.52801 5.6202 3.48809 3.14974 3.1008 3.55114
threshold=0.18333333333333338 0.73214285714285732 6.3166666666666673 1.0000000180025095e-35 5.5000000000000009 2.5000000000000004 0.73214285714285732 1175.0000000000002 2.4722222222222228 3.0500000000000003 0.29285714285714287 2.683333333333334 0.21111111111111114 2350.0000000000005 0.78888888888888908 0.47222222222222227 1.5000000000000002 2.2250000000000005 0.86607142857142871 1.4222222222222223 5.6833333333333345 0.35416666666666669 3.3541666666666674 0.47222222222222227 1450.0000000000002 1.0000000180025095e-35 6.5000000000000009 1.0000000180025095e-35 7.3166666666666673 1450.0000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 20 -1 -4 26 27 7 8 -3 11 22 12 16 19 15 -13 24 -18 -19 -14 -2 28 -11 -15 25 -9 -5 -6 29 -22
right_child=1 6 3 4 5 -7 -8 9 -10 10 -12 14 13 23 -16 -17 17 18 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0036565315595384167 0.0058410779117403838 0.020771236610846077 -0.0064919998608723916 -0.011122788356187146 -0.033284249986110848 -0.056871195820673008 0.0016550996804220904 0.021996662918467164 -0.078775369115231808 0.03989135916852439 0.071450726108544221 -0.054589601614056571 0.050198232500821997 0.0047376650974532385 0.006440667229189647 0.027584968058772825 0.055321740526141361 -0.01409961939912943 0.031305188863759874 0.0029197938363618803 0.018609463028938171 -0.012326031056629648 -0.0011613170589946885 0.05719201506967362 0.023731835477534612 -0.031935832488700709 -0.037077868619053378 -0.018608194052546601 -0.0099929470955873075 -0.001955612154832545
leaf_weight=195.70656243035046 613.50085956341081 4.2921888753771773 306.68753331675725 79.404895836283686 77.186415035594109 24.68795599166333 78.442944343390991 11.72683747112751 3.3663992523215711 10.222474584646994 9.8785425527021271 6.9504415505798516 4.8049408867955199 5.1999680660665009 73.728002824856958 2.8190720407292247 23.771490828454262 7.0563781391829243 38.663457731121525 82.767468465935963 41.234678703054669 63.89787811471615 11.866406927103524 9.2158588171005249 67.156841843014263 8.2139505164232105 15.46559604093636 69.457335822237837 32.775162510457449 42.759782717301277
leaf_count=3490 8409 42 11132 2413 3976 1943 829 108 49 88 65 107 32 30 907 21 143 63 285 784 660 1346 180 45 469 111 859 3374 1013 1071
internal_value=6.04993e-11 0.00751716 -0.0122676 -0.0152093 -0.0252524 -0.0307334 0.0136408 0.016104 -0.0229853 0.0169044 0.0344049 0.0152689 0.0195296 0.010144 0.00207431 -0.0308775 0.0256426 0.0349102 0.0242974 0.00551388 0.00396907 -0.00238778 0.0178374 0.0382711 0.0182483 -0.000219051 -0.0153539 -0.026333 0.00305056 0.00814022
internal_weight=2022.91 1254.31 768.596 572.89 266.202 171.332 460.144 381.701 7.65859 374.042 31.9674 342.075 258.577 101.988 83.4975 9.76951 156.589 69.4913 45.7198 87.5724 794.168 180.668 22.0889 14.4158 87.0976 19.9408 94.8705 146.644 116.77 83.9945
internal_count=44044 16857 27187 23697 12565 9293 4358 3529 91 3438 333 3105 2070 891 1035 128 1179 491 348 816 12499 4090 268 75 688 219 3272 7350 2744 1731
is_linear=0
shrinkage=0.05


Tree=6
num_leaves=31
num_cat=0
split_feature=2 2 3 0 3 0 1 3 3 3 8 1 8 4 1 8 8 3 3 3 2 2 3 8 8 1 0 8 1 8
split_gain=65.8748 14.7623 9.98367 7.39415 15.101 4.0287 4.93826 11.0038 7.77168 13.622 4.50906 4.46414 3.92319 3.49517 3.32005 6.11662 6.23745 3.0998 2.88626 2.80442 2.79883 2.71366 4.42381 6.55585 3.41236 5.4518 4.27257 3.67497 5.0532 2.78336
threshold=0.2678571428571429 0.73214285714285732 4.8166666666666673 1.0000000180025095e-35 8.5277777777777803 1.5000000000000002 0.21111111111111114 2.3541666666666674 2.8944444444444448 2.6125000000000003 1650.0000000000002 0.29285714285714287 1250.0000000000002 6.5000000000000009 0.38750000000000007 2350.0000000000005 2150.0000000000005 3.4142857142857146 4.3166666666666673 10.267857142857144 0.21111111111111114 0.88194444444444453 1.6904761904761907 1650.0000000000002 2150.0000000000005 0.47222222222222227 5.5000000000000009 1550.0000000000002 0.35416666666666669 2050.0000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 14 -1 -4 13 12 7 -7 9 21 -9 17 -3 -5 18 16 -16 -10 -2 -20 -6 24 -23 -24 25 27 -27 -8 -29 -25
right_child=1 5 3 4 20 6 8 10 11 -11 -12 -13 -14 -15 15 -17 -18 -19 19 -21 -22 22 23 29 -26 26 -28 28 -30 -31
leaf_value=0.0051072483646083479 0.0078443901247759896 -0.0079151525634260922 -0.006544202319967155 -0.0084381864588228758 -0.029418651403958745 0.052741717209527486 0.067193093139361407 0.029228607720607393 0.04031771373497333 -0.097380115353937854 0.0039398382879475861 0.057354917462563583 0.012472619540934989 -0.025077869534492342 -0.0074257829883165906 -0.077883320470332446 0.077471993922972535 -0.013682581587774717 0.00079248953069481042 0.059576724980164524 -0.092051141867778782 0.016137886125977507 -0.032787334277180086 0.018650989107091603 0.057266925100491341 -0.053674271906288734 0.048255486470510534 -0.049129313369177793 0.055901657217401771 -0.023765758808454454
leaf_weight=89.635671045558411 309.01785559761083 27.30909570469521 304.15251020743926 268.0992072970912 138.5863509627743 30.609965796698816 4.7698027532314899 35.990259243118999 5.5288575305603462 2.9987832132610484 34.546095363213681 13.948092936712781 173.54769212442261 35.76906677630177 57.366294276904227 2.958210594020783 2.2482776260003439 5.1172473784681642 334.02915075154851 2.0413018660619846 1.806936005137685 53.628319968855067 14.378264099912483 18.919936986174438 6.3922966800164422 3.920875854244513 1.3934536753222344 2.2429547365754843 2.3397880599513883 4.8612580371554932
leaf_count=1238 3439 376 11132 7302 7866 210 45 362 54 88 361 102 1727 1728 960 85 21 76 5798 17 100 445 177 143 25 50 28 31 15 43
internal_value=5.74325e-11 0.00776911 -0.010662 -0.0125506 -0.0166628 0.0149332 0.0192836 0.0277071 0.013217 0.00779748 0.0168431 0.0387443 0.00970064 -0.0103969 0.00328996 -0.00770633 -0.00422399 0.0143615 0.00435659 0.00114955 -0.0302248 0.0105925 0.00687855 -0.00613428 0.0267798 0.0134925 -0.0269476 0.0364715 0.00449582 0.00998032
internal_weight=1988.15 1150.1 838.05 748.414 444.262 442.443 241.586 101.146 140.44 115.846 70.5364 24.5942 200.857 303.868 707.661 62.5728 59.6146 10.6461 645.088 336.07 140.393 112.847 91.7878 38.1595 21.0592 14.6669 5.31433 9.35255 4.58274 23.7812
internal_count=44044 14678 29366 28128 16996 4358 2255 933 1322 1090 723 232 2103 9030 10320 1066 981 130 9254 5815 7966 1002 808 363 194 169 78 91 46 186
is_linear=0
shrinkage=0.05


Tree=7
num_leaves=31
num_cat=0
split_feature=2 2 3 0 4 0 1 4 1 3 0 8 3 8 3 8 8 3 3 0 8 4 8 3 3 3 9 2 0 2
split_gain=62.0425 13.0086 8.58344 14.6631 6.80098 6.27302 5.68528 5.16158 3.32408 4.62648 4.41033 4.55276 5.31845 4.68126 4.05105 4.09027 4.06197 3.66383 6.087 3.28169 3.10105 3.05199 3.07308 4.11172 8.68129 4.94871 5.68768 4.94762 4.6534 4.92642
threshold=0.2678571428571429 0.73214285714285732 6.8166666666666673 1.0000000180025095e-35 5.5000000000000009 2.5000000000000004 0.73214285714285732 2.5000000000000004 1.0000000180025095e-35 3.4722222222222228 4.5000000000000009 1450.0000000000002 6.2678571428571432 1650.0000000000002 5.2111111111111121 3585.0000000000005 2675.0000000000005 4.8166666666666673 5.7638888888888902 5.5000000000000009 1175.0000000000002 2.5000000000000004 1950.0000000000002 3.8166666666666669 3.5277777777777781 4.4722222222222232 1.0000000180025095e-35 0.41428571428571431 5.5000000000000009 0.68333333333333346
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 20 8 -4 -5 -6 7 -3 10 -10 14 12 17 -13 -1 16 -16 -12 -19 -11 -2 22 -22 24 28 -25 27 -27 -24 -30
right_child=1 6 3 4 5 -7 -8 -9 9 19 11 13 -14 -15 15 -17 -18 18 -20 -21 21 -23 23 25 -26 26 -28 -29 29 -31
leaf_value=0.0016363758962542104 0.020129783059624703 0.019846856129829088 -0.0066810889548153179 -0.012347868948815982 -0.025370585710182733 -0.054021869742290445 0.0021123814334797408 0.0037152278205918191 0.09742336004761408 -0.01461252880144694 0.049706029367918764 -0.066291162438055218 0.059106473617902923 0.0072461720841425579 -0.011570636001312968 0.093874425514738 -0.078205478903523584 -0.097331022791177793 0.016030573597628207 -0.060883246990262888 0.0061271574707480025 -0.0050622415605670592 0.0024588545932754512 0.021495460990594382 -0.065500250102057414 0.03967596475894683 -0.017713737231627925 -0.019774438150026614 -0.075988105374371923 0.02186003450166325
leaf_weight=122.44697527488461 26.591368495835923 294.85370184055591 303.53622846147937 92.065777649439042 131.85994777471569 22.340985176651884 76.60063949796313 59.611996137347887 0.76430910825729625 13.145638333313402 2.8616749979555625 2.5029221806908053 9.1814577011391503 15.989112544950329 88.991946778199235 0.89929343666881223 2.3473677770234636 1.7396037306461947 3.7087096350733191 5.4086363678361513 437.89864502516684 105.94124703045236 31.19039113051258 26.63626273702539 7.1384687644895157 10.198281549412057 31.43465737909446 5.3280515735968939 4.1417421895603175 1.8658949974924324
leaf_count=1966 292 2750 11132 3523 7258 1916 829 779 1 266 17 93 91 405 2100 2 60 74 72 390 6608 1517 323 360 149 131 720 81 98 41
internal_value=1.90182e-10 0.00765339 -0.0104508 -0.014036 -0.0231013 -0.0295216 0.0144646 0.0171339 -0.00314979 -0.0231344 -0.00160962 0.01459 0.0328767 -0.00270721 -0.00432484 -0.0122384 -0.0132831 0.00389626 -0.0201649 -0.0281006 0.00338809 0.00271537 0.00419778 -0.00296618 -0.0149947 0.00428006 -0.00548451 0.0192748 -0.00530248 -0.0455977
internal_weight=1939.22 1119.43 819.791 549.803 246.267 154.201 431.066 354.466 269.988 19.3186 250.669 35.9835 17.4914 18.492 214.686 92.2386 91.3393 8.30999 5.44831 18.5543 688.365 661.774 555.832 117.934 44.3365 73.5973 46.961 15.5263 37.198 6.00764
internal_count=44044 14678 29366 23829 12697 9174 4358 3529 5537 657 4880 752 254 498 4128 2162 2160 163 146 656 10320 10028 8511 1903 611 1292 932 212 462 139
is_linear=0
shrinkage=0.05


Tree=8
num_leaves=31
num_cat=0
split_feature=3 3 0 4 1 3 0 3 8 8 9 0 2 2 8 9 1 3 8 3 3 0 3 1 0 2 3 3 3 0
split_gain=59.7239 14.2693 6.66002 14.4767 4.59598 5.89784 6.95011 5.79578 3.70396 3.51841 3.27794 4.16344 3.27454 6.03968 3.18741 5.90892 3.05615 3.88218 2.73365 5.08065 7.16947 2.6704 2.5796 2.48469 4.7594 3.95042 3.47644 7.95389 3.0994 2.80687
threshold=6.3166666666666673 3.4722222222222228 1.0000000180025095e-35 4.5000000000000009 0.2678571428571429 2.3541666666666674 1.5000000000000002 3.2111111111111117 2760.0000000000005 1350.0000000000002 1.0000000180025095e-35 3.5000000000000004 0.5277777777777779 0.35416666666666669 1450.0000000000002 1.0000000180025095e-35 0.23611111111111113 2.2250000000000005 2150.0000000000005 3.0500000000000003 2.5277777777777781 6.5000000000000009 3.8166666666666669 0.11805555555555557 6.5000000000000009 0.29285714285714287 4.4722222222222232 5.9500000000000011 5.0500000000000007 4.5000000000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -2 -4 5 6 14 8 18 22 11 -9 13 -12 15 -1 -8 -18 -7 20 -20 -5 -3 24 -24 -25 -26 28 -28 -27
right_child=2 9 3 21 -6 7 16 10 -10 -11 12 -13 -14 -15 -16 -17 17 -19 19 -21 -22 -23 23 25 26 29 27 -29 -30 -31
leaf_value=0.022216594205774744 -0.007060590154725638 0.022987388600905496 -0.0060369368234169905 -0.026175164207929077 0.006874533622626024 0.0068728526016190467 0.050863404084495849 -0.046715660614543901 0.044157929079561148 -0.00026094643716958267 0.058053254690831481 0.022363696355564122 0.053872212852450752 -0.052181723012031445 0.02261236670642143 -0.031231975125530304 -0.027042719701606079 0.042301652681073165 0.041170196755021218 0.071361525525874062 -0.068604238981766208 -0.082910677010363379 0.0050607586922410729 -0.071948766907332234 0.067856403886545028 0.012271813071106658 0.0030518390597822692 0.061632589034612578 -0.083068107580708858 -0.015556956143098847
leaf_weight=12.589765895158052 303.2873836073004 24.770664966235927 154.91927406973628 180.06441599308437 225.32644151104614 148.53888475055555 28.400153675669571 2.5015076478011933 6.3762656198814502 550.96554438505973 2.693264150060716 17.034669547290832 15.119395293542764 2.306814243318513 62.993347027208074 8.7753091331105679 3.1772076929919404 5.5335492724552751 2.0661331699229759 1.2444833377376197 5.3100253940792754 2.0981556781025565 83.019173093201971 2.1038127297069869 5.4049691870241068 18.345178298652172 2.5806455896235985 4.7959548812359571 1.7554009207524357 17.903996862005442
leaf_count=123 11132 243 4651 10318 2534 1660 210 34 38 9607 14 140 121 39 469 117 39 33 15 16 107 314 1159 69 56 206 61 59 105 355
internal_value=-5.31605e-11 0.0063123 -0.0124363 -0.017273 0.012361 0.0161688 0.0248849 0.0109583 0.00679992 0.00163764 0.0281068 0.0135184 0.0422722 0.00719573 0.0169522 0.000263584 0.0429169 0.0170086 0.00528423 -0.0220887 -0.0378554 -0.0268286 0.00814782 0.00544317 0.00968208 -0.00533908 0.036074 0.0172629 -0.0318129 -0.00147322
internal_weight=1902 1261.63 640.369 337.082 549.987 324.661 121.469 203.191 163.536 711.645 39.6557 19.5362 20.1195 5.00008 84.3584 21.3651 37.1109 8.71076 157.16 8.62064 7.37616 182.163 160.68 135.909 97.5561 38.353 14.537 9.132 4.33605 36.2492
internal_count=44044 17629 26415 15283 5709 3175 991 2184 1836 11920 348 174 174 53 709 240 282 72 1798 138 122 10632 2313 2070 1440 630 281 225 166 561
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
recent_avg_finish=80
distance_m=46
recent_runs=39
recent_top3_rate=38
recent_win_rate=30
recent_best_finish=27
surface_turf=10

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: 31]
[num_threads: 4]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 1]
[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: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: 1,2,3,4,5]
[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:[]