tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=49
objective=binary sigmoid:1
feature_names=horse_win_rate horse_total_runs horse_avg_position horse_place_rate form_last_5_avg form_last_5_wins form_last_5_places form_trend horse_days_since_last horse_age distance_experience distance_win_rate surface_experience surface_win_rate going_experience going_win_rate track_experience track_win_rate jockey_win_rate jockey_total_runs jockey_place_rate jockey_horse_combo_runs jockey_horse_combo_wins jockey_trainer_combo_wins trainer_win_rate trainer_total_runs trainer_place_rate trainer_form_30d weight_carried weight_diff_from_avg draw_position draw_normalized odds_raw odds_implied_prob odds_log odds_inverse field_size race_class_encoded prize_money_normalized odds_rank odds_vs_field is_favorite odds_gap_to_favorite draw_favorable draw_outside weight_vs_field value_indicator form_rank rank_discrepancy form_score
feature_infos=[-0.074469314096745273:13.537828564982743] [-0.15617539339100844:13.537918672353374] [-2.3576512558308931:3.9794887953045355] [-1.0137904355525056:2.4241676438464346] [-2.350910180303758:3.9630069113643205] [-0.33006623293574616:10.48501043404343] [-0.49524194468201305:5.5040825192854097] [-9.9759254836733628:11.174027722244157] [-0.60981548440068711:4.3972606892175579] [-1.6899196505758065:4.5183001492450652] [-0.42188568904761636:11.91909501774161] [-0.24183836184710475:5.33336855786707] [-0.18198688053880507:18.789059287034245] [-0.087251535061037583:16.494205126402591] [-0.37610261818674373:14.075239672328538] [-0.1903659064211374:6.5333745542285913] [-0.43451346453609807:14.179418205355777] [-0.24386081793796582:5.3198197000291403] [-0.85625641961521481:3.9694026136425475] [-0.77168197965663132:2.3533303951724172] [-0.85715336116189322:3.8780693178829035] [-0.33559257288017469:20.11808677451285] [-0.18589644776760708:21.557348782193579] [-0.62264426437604692:6.0492157956785748] [-0.48704163885102886:5.1817790978199909] none [-0.7269179828708493:1.3756710159386285] [-0.66708367756807974:5.4010673692491071] [-1.774629730998821:4.5842814794366511] [-1.7746297309988206:4.5842814794366511] none [-0.86953049998776766:17.855311131807269] [-0.73243907899675953:8.7730159654302895] [-1.0136903349121393:7.311004360251002] [-2.5477217919298889:3.127404901909169] [-1.0136903349121393:7.311004360251002] [-2.8352969236586971:1.6198610190117126] none none [-1.1529891503186736:2.7746094145364513] [-1.0562506829715532:9.4765007807339821] [-0.65227483409585629:1.5330960934375755] [-1.2247811596188662:3.3556737330085893] none none [-7.3793416870511042:7.9585044177599285] [-5.906298475549586:9.4308628697395775] [-0.23925225262531372:8.4307463902283697] [-1.5991598516618117:2.781883009648491] [-0.81096656527248312:4.157883300644122]
tree_sizes=2201 2233 2045 2255 2239 2209 2223 2246 2247 2228 2256 2249 2230 2256 2240 2242 2261 2288 2140 2262 2260 2237 2271 2248 2280 2242 2270 2213 2238 2241 2223 2264 2150 1897 1830 1808 2262 2038 2173 1512 1502 2255 1714 2239 1768 2238 2236 2187 1699 2223 1624 2259 2268 2260 2285 1490 1593 1616 2256 2262 2230 2218 1913 1805 2224 2243 2239 2223 2184 2285 2120 2033 2235 1696 1616 2211 2187 2263 2212 2255 2212 1930 1501 1702 2215 2264 2230 1699 1708 1563 2188 1796 2237 1798 1880 1915 1811 1833 1941 1935 2119 1842 2248 2268 2023 1842 1910 2133 1692 1815 2079 1500 1377 1585 2048 1947 1916 2261 1807 1630 1682 2055 1729 2233 1804 1800 1482 2218 2018 1912 1819 1723 2040 2159 1726 1838 2229 2283 1394 1836 1945 1623 2139 1516 2213 1818 2165 2241 2124 2266 2086 2275 1702

Tree=0
num_leaves=20
num_cat=0
split_feature=27 27 32 32 27 32 27 23 27 42 42 32 33 27 19 39 42 24 39
split_gain=1300.22 568.874 271.988 87.3005 77.3582 107.824 38.072 36.9031 24.206 16.3737 10.896 7.83749 7.61142 7.19779 4.3945 6.84059 4.2691 1.63043 0.155817
threshold=0.2103667351249979 3.0496588386074479 -0.62366441797569916 -0.43657200101947569 -0.41930084315637783 -0.64977033662075356 0.78349338219488629 0.69722370402606304 1.3321133727399088 -0.044623713376985057 -0.33932640334176939 1.0000000180025095e-35 -0.48916691584741145 1.7826513746655259 0.72018145330012751 -0.80643633577263307 0.4478008648198753 0.55592321529840139 -1.0374715454699932
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 8 6 -1 17 10 -8 18 12 -4 14 -5 -11 15 -7 -16 -6 -2
right_child=1 -3 3 9 5 11 7 -9 -10 13 -12 -13 -14 -15 16 -17 -18 -19 -20
leaf_value=-2.2388556664735297 -2.1078639116304796 -1.9762464877359882 -2.1701777655480687 -2.2057352670041279 -2.160191844086059 -2.1940720596385095 -2.1107473858254995 -2.182516786363768 -2.0533095447700727 -2.2224510052484931 -2.1993299702554774 -2.2327233295046756 -2.1614838818911362 -2.1863283265338569 -2.1981418986740477 -2.2259363218519885 -2.2229547046530582 -2.1002581317753699 -2.152006120081924
leaf_weight=422.98746156692505 13.318920493125914 14.480973958969114 133.01042747497559 5.6314898729324341 4.5588251352310163 6.0784335136413565 19.486742734909061 11.53114593029022 14.927917599678038 38.079598188400269 14.570362687110899 30.392167568206787 6.9723207950592023 4.4694364070892325 21.453294754028324 32.448108315467834 7.5980418920516959 5.1845462322235107 6.7935433387756374
leaf_count=4732 149 162 1488 63 51 68 218 129 167 426 163 340 78 50 240 363 85 58 76
internal_value=-2.20574 -2.1536 -2.16403 -2.17609 -2.23308 -2.21017 -2.16594 -2.1354 -2.08704 -2.2088 -2.17289 -2.22006 -2.18036 -2.21795 -2.21384 -2.22036 -2.20549 -2.12005 -2.11881
internal_weight=0 283.273 268.792 233.752 530.701 107.713 178.599 31.0179 35.0404 55.1528 147.581 97.97 12.6038 42.549 67.5779 38.5265 29.0513 9.74337 20.1125
internal_count=9106 3169 3007 2615 5937 1205 1998 347 392 617 1651 1096 141 476 756 431 325 109 225
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=41 33 33 47 34 42 33 33 33 19 21 14 42 42 20 31 20 47 33
split_gain=600.212 151.867 81.7431 37.286 31.3593 16.0466 14.156 13.2005 7.79843 7.30787 7.05975 6.42769 6.909 7.13642 6.03414 5.78205 4.7113 4.49737 4.20592
threshold=1.0000000180025095e-35 2.4033719149153474 1.0000000180025095e-35 1.0000000180025095e-35 -1.1560645115619999 -1.2197353141224234 1.5101179187123848 4.2564570162242275 -0.81795183342411093 -0.66014078840752777 1.5819398659379216 1.0000000180025095e-35 -0.59323052267037046 -0.89022342864847914 0.44225461988333392 -0.50035941416375418 0.72949424449352773 1.0000000180025095e-35 0.15387822734135601
left_child=2 3 8 5 -4 9 16 -3 -1 10 -2 12 13 -6 -8 -11 -7 -14 -13
right_child=1 7 4 -5 11 6 14 -9 -10 15 -12 18 17 -15 -16 -17 -18 -19 -20
leaf_value=-0.031075891768073301 0.035766175544482963 0.077549831543611253 0.070510507032420955 -0.021930506158461389 -0.010293239332817592 0 0.012754836938685928 0.13505061015908063 -0.021151658501873269 0.030019008098098442 0.0067230853524940246 -0.020437945792464329 0.00024857335191550811 0.027189768430325681 0.062355433121965821 0.073643479496797046 0.020195203189012339 -0.025678555562751525 0
leaf_weight=119.77687019109726 129.33490482717752 22.649315848946571 4.6576493829488745 11.128609247505663 5.0082209110260036 25.626164756715298 5.2427699714899045 9.5982232615351659 280.99498974531889 8.7444883435964602 9.9212028235197049 21.474293537437916 91.615183621644974 15.650594577193258 6.700031466782093 10.087045170366762 15.025008410215376 5.3741587027907363 15.341692849993704
leaf_count=1371 1406 238 50 124 56 285 57 98 3199 95 108 243 1026 173 71 107 166 61 172
internal_value=0 0.0384905 -0.0170158 0.0292716 0.00108583 0.0321378 0.0167739 0.0986629 -0.024225 0.0370174 0.0338667 -0.00135117 0.00198254 0.0173547 0.044408 0.0566778 0.00742389 -0.00128236 -0.0121716
internal_weight=0 254.058 559.894 221.81 159.122 210.682 52.594 32.2475 400.772 158.088 139.256 154.464 117.648 20.6588 11.9428 18.8315 40.6512 96.9893 36.816
internal_count=9106 2755 6351 2419 1781 2295 579 336 4570 1716 1514 1731 1316 229 128 202 451 1087 415
shrinkage=0.03

Tree=2
num_leaves=18
num_cat=0
split_feature=27 27 32 32 27 32 23 27 2 27 28 36 32 27 19 39 32
split_gain=1167.37 422.849 211.441 72.243 59.268 73.1057 29.3927 29.9096 19.3183 13.9077 13.0647 17.7824 6.74073 6.71167 3.03634 4.40075 2.72864
threshold=0.17908627396031709 2.8871190784248446 -0.62366441797569916 -0.46557857729175839 -0.41930084315637783 -0.64977033662075356 -0.36090206202005787 0.67465194278372065 -2.2080243379568616 1.3321133727399088 -0.25114058683198914 0.70262261905015799 -0.5627506078039054 1.3321133727399088 0.72018145330012751 0.81081013210888886 -0.62076376034847092
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 9 6 -1 -6 7 -4 -8 -2 13 -12 16 -5 -14 -16 -7
right_child=1 -3 3 10 5 12 8 -9 -10 -11 11 -13 14 -15 15 -17 -18
leaf_value=-0.032964715881562419 0.075472672008291677 0.1827334827833999 0.020609088405364653 -0.017940703956150151 0.068480655090747453 -0.010564609744099299 0.074359134806162741 0.089739159591325265 0.027051222782190024 0.12342912016622515 -0.0035813641678366288 0.05065505466827603 -0.024152426603830754 0.0070242735243504278 -0.0012131238082628759 -0.027653906955193347 0.015281352589994586
leaf_weight=407.38566841930151 24.699299976229668 18.169787779450417 10.460740379989149 31.657361827790737 9.4458092153072339 5.0552924573421478 8.0708275213837606 16.172831565141678 152.84479286521673 17.58858347684145 12.762443505227568 7.7966281399130812 44.258489906787872 12.120633766055105 20.172795429825786 7.7512642815709105 7.397624619305132
leaf_count=4732 247 168 116 364 94 55 86 168 1627 165 145 88 512 138 229 90 82
internal_value=0 0.0457739 0.0366733 0.0259446 -0.0280086 -0.00626941 0.0353142 0.0648585 0.0299612 0.098156 -0.00126158 0.0176865 -0.0154894 -0.0106913 -0.0190045 -0.00977359 0.00366874
internal_weight=0 312.344 294.174 251.886 501.467 94.0813 187.549 26.6336 160.916 42.2879 64.3371 20.5591 84.6355 43.778 72.1825 27.9241 12.4529
internal_count=9106 3312 3144 2732 5794 1062 1997 284 1713 412 735 233 968 502 831 319 137

Tree=3
num_cat=0
split_feature=27 27 32 27 32 32 27 46 32 32 35 23 23 32 32 23 27 32 32
split_gain=1146.88 300.488 198.762 91.8729 88.8105 37.0137 33.0871 16.7337 15.1129 14.4002 8.95967 24.2142 6.17991 4.55447 4.21277 12.3626 3.66978 1.89964 1.17792
threshold=0.32796259623796448 3.0496588386074479 -0.50473745525934011 -0.42902544419294381 -0.64977033662075356 0.433625287149006 1.3321133727399088 0.52319045598197811 -0.5627506078039054 -0.20451939084121393 2.1032323220923019 0.036405326922031543 -0.36090206202005787 0.20157267697074419 -0.61496244509401443 1.0267878060263458 -0.25556538818622437 -0.61206178746678608 -0.57145258068559024
left_child=3 2 6 -1 -5 7 14 9 12 -4 11 -8 -6 16 15 -2 -10 -14 -16
right_child=1 -3 5 4 8 -7 10 -9 13 -11 -12 -13 17 -15 18 -17 -18 -19 -20
leaf_value=-0.032863262075469843 0.090681312927739011 0.16249023031333057 0.028194502257125956 0.070159655133323701 0.03474638880444722 -0.023065631562774219 0.11679857724647594 0.078024469914029518 -0.02685009522548509 -0.0043167902364158331 0.14227564037769508 0.041027090677279061 -0.014089879683179461 -0.027849108020576167 0.022040613194473448 0.033794472830871738 -0.0073907773038529622 0.010032865594198906 0.051686820320771862
leaf_weight=406.76989805698395 13.818860955536367 18.533684730529785 171.64268271625042 12.415827013552187 6.3130106255412111 12.681057199835776 10.653507642447954 5.3614595979452124 11.414618760347365 12.083315223455427 9.9555255323648435 9.2418890446424466 4.6048758476972571 25.474065452814102 6.881844386458396 8.1179450750350934 49.698498144745827 4.948042452335355 9.0670942142605764
leaf_count=4852 131 149 1797 117 69 147 100 60 133 138 84 89 50 303 72 77 572 54 95
internal_value=0 0.0482873 0.0398066 -0.0261843 -0.00232383 0.0245447 0.0840308 0.0279211 -0.011846 0.0259633 0.109235 0.0859667 0.0139218 -0.0168439 0.0614875 0.0726749 -0.0116406 -0.000407102 0.0418349
internal_weight=0 288.039 269.505 521.639 114.869 201.769 67.7367 189.087 102.453 183.726 29.8509 19.8954 15.8659 86.5872 37.8857 21.9368 61.1131 9.55292 15.9489
internal_count=9089 2939 2790 6150 1298 2142 648 1995 1181 1935 273 189 173 1008 375 208 705 104 167

Tree=4
num_cat=0
split_feature=48 32 47 46 1 32 40 41 32 3 42 3 9 32 3 24 46 7 42
split_gain=504.529 122.463 40.2598 32.3089 13.1635 12.5401 10.6789 9.87468 23.8287 8.54271 7.47365 7.83592 6.19286 5.38701 5.1928 4.47999 2.87407 2.96965 2.82819
threshold=-0.56154443714095048 -0.6584723095024384 1.0000000180025095e-35 -0.039940811323262597 1.0000000180025095e-35 -0.70488283153809084 -0.7908372950497452 1.0000000180025095e-35 -0.60335981458510124 -0.092908807142075167 -0.26039553589782566 2.2522697398764882 1.0000000180025095e-35 -0.51924074339548143 -0.65089486050483958 -0.47477146409632959 0.59547133607044966 -3.0821116222508791 -0.62337675608896082
left_child=1 5 4 10 7 -1 -5 8 -3 -7 11 12 -2 -12 -9 -4 17 -8 -14
right_child=3 2 15 6 -6 9 16 14 -10 -11 13 -13 18 -15 -16 -17 -18 -19 -20
leaf_value=0.093625172115866823 0.015936946256536428 0.049943489120436238 0.00051783511231667247 -0.030266447510921841 0.062140380847321854 0.065337624590095317 0 0.010635507971646811 0 0.028581306447214027 0.0097688359699022106 0.038796295682020865 -0.023562406822419089 -0.014356688594886476 0.026961038717546768 -0.029886618507855178 0.00073471268984733041 -0.020278945958013484 -9.8523184232604153e-05
leaf_weight=16.64423031359911 13.3484865501523 9.6059031859040243 4.8348364681005505 138.84827275574207 7.3155203089117995 28.645199291408062 7.4707076400518408 25.130182132124901 43.456127353012562 12.201144270598887 8.4289563074707967 4.6512412726879111 7.0620665401220313 50.779738545417786 169.80356516689062 13.510578334331511 4.8552286252379409 228.08213218301535 14.011316232383253
leaf_count=139 148 99 53 1702 74 263 88 259 489 116 92 51 81 585 1741 157 58 2734 160
internal_value=0 0.0287391 0.0201503 -0.019385 0.0232727 0.0683221 -0.023357 0.021821 0.0096257 0.055662 -0.00382545 0.00602593 0.000204123 -0.0105678 0.024998 -0.0214857 -0.0191955 -0.019671 -0.00935247
internal_weight=0 331.147 273.657 477.538 255.311 57.4906 379.256 247.996 53.062 40.8463 98.2818 39.0731 34.4219 59.2087 194.934 18.3454 240.408 235.553 21.0734
internal_count=9089 3390 2872 5699 2662 518 4582 2588 588 379 1117 440 389 677 2000 210 2880 2822 241

Tree=5
num_cat=0
split_feature=27 40 27 27 27 34 40 46 40 27 35 40 27 40 40 27 27 40 24
split_gain=1034.79 242.668 90.7203 84.8412 74.6414 74.4883 32.0992 19.2737 11.5478 10.9346 10.6477 6.00442 5.07674 16.8878 3.70237 3.38649 2.86766 1.5823 1.28736
threshold=0.32796259623796448 0.12765547223089677 -0.42902544419294381 3.0496588386074479 1.3321133727399088 -1.0052398113574401 -0.75966385864874131 0.48556010025216351 -0.34916313874558608 3.6311899805940948 1.5717460233769842 -0.69541623502351613 0.62182810493256346 1.3158631713952647 1.2141102664890122 -0.25556538818622437 -0.16823792709774779 -0.85945141920232759 0.22462849692152348
left_child=2 3 -1 6 12 10 17 8 -8 -6 14 -7 13 18 -4 -13 -17 -2 -3
right_child=1 4 5 -5 9 11 7 -9 -10 -11 -12 15 -14 -15 -16 16 -18 -19 -20
leaf_value=-0.032725045727316444 -0.025776773730732578 0.018714288189176507 0.031595697473766733 0.11662375060245467 0.095319641631785856 -0.0268623885222928 0 0.07673462622563329 0.025375490902951596 0.14717265651629127 0.060777921498834354 -0.024039822414145751 0.064910656336548855 0.067102264900159567 -0.00029232652560256969 0.011727572545473504 -0.0081836306112568393 -0.0018679370154328113 0
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leaf_count=4852 119 63 56 59 307 332 199 61 1628 78 117 132 233 74 52 71 538 62 56
internal_value=0 0.0441902 -0.0258795 0.0258243 0.0841234 -0.00219233 0.0215639 0.0250401 0.0228991 0.110575 0.0436804 -0.0148288 0.0539563 0.0372294 0.0161491 -0.0091982 -0.0054238 -0.0189225 0.0103974
internal_weight=0 301.999 506.201 208.246 93.7532 114.28 200.252 185.111 179.414 48.2674 23.8946 90.3854 45.4859 20.2828 10.2352 63.6252 52.6196 15.1416 11.66
internal_count=9089 2939 6150 2128 811 1298 2069 1888 1827 385 225 1073 426 193 108 741 609 181 119

Tree=6
num_cat=0
split_feature=27 27 27 40 40 39 32 27 49 23 35 27 3 35 46 45 19 29 35
split_gain=899.903 190.647 80.0759 77.4016 44.2962 44.2606 38.6737 24.1368 10.4096 9.65287 7.60477 7.35616 7.21792 6.48528 5.24066 4.0508 5.61925 3.93799 3.93104
threshold=0.23752032107781582 1.6946441141454824 -0.2817071493931978 -0.34104641555283249 -0.56706669074450677 -0.80643633577263307 -0.53374403153162275 4.0357333837152414 0.58912842762617423 1.0267878060263458 1.7043677857914303 0.86759405810952317 -0.20205033347220022 1.1049882236113533 0.53873118008062415 -1.0401830618812085 0.57517790467629293 0.54372331447244537 2.1032323220923019
left_child=2 3 -1 17 -3 10 9 -6 12 11 13 -5 -8 -4 15 -7 -17 -2 -11
right_child=1 4 5 6 7 14 8 -9 -10 18 -12 -13 -14 -15 -16 16 -18 -19 -20
leaf_value=-0.032106332626770567 -0.016704772633545244 0.019271543903327415 0.032175650938937379 0.047973469933181606 0.077147375218461545 0.015670456562794512 0.025008813691884523 0.13230840044229089 0.0431845316769537 0.016926629081673857 0.053405874803562382 0.082602572022668477 0.003205631106830047 -0.0093677440817607014 -0.025993994485905093 -0.019677635461109452 0 0.0071760214743358123 0.051232639049839102
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Tree=15
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Tree=16
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Tree=17
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Tree=18
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Tree=19
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Tree=20
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Tree=21
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Tree=22
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Tree=31
num_cat=0
split_feature=32 46 46 47 32 31 32 48 19 8 32 46 7 19 4 32 14 24 34
split_gain=119.646 21.6778 16.9701 12.6738 9.49128 8.34371 7.65648 5.98903 3.97932 3.70766 2.53986 2.63099 2.91071 2.75973 2.09384 1.91196 1.75919 1.51672 1.41433
threshold=-0.46557857729175839 0.76143070422092174 -1.8884624823310945 1.0000000180025095e-35 -0.20451939084121393 0.36961343152808052 -0.60335981458510124 0.59136157899333963 1.444269686492224 -0.56319787864631021 0.60766474478270238 0.51467952198407152 -2.2789488422793283 1.6887307973131758 0.97441948797476374 0.17256610069846148 1.0690316108647846 -0.40115041556813452 0.11814412457124263
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leaf_count=364 1034 36 654 65 49 70 1686 88 209 1482 1410 56 895 91 57 591 75 158 85
internal_value=0 0.00795322 0.00710944 0.00495075 -0.0174663 0.00595869 0.00196151 -0.00928585 -0.0122063 0.0103668 -0.0220992 -0.0180769 -0.0225752 -0.0242462 -0.0152428 -0.0107162 -0.0129514 -0.0201796 0.0104517
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internal_count=9155 4515 4479 4115 4640 3892 2340 1473 1300 1552 3167 1757 1035 986 1091 722 666 223 173

Tree=32
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split_feature=27 27 27 42 27 23 32 31 45 47 18 32 32 33 31 45 24 24
split_gain=420.78 89.5527 35.7408 23.522 20.2058 11.2861 9.14915 6.7521 6.4719 6.04461 7.90418 4.22546 3.85577 2.09395 1.16263 0.714928 0.255378 4.3031
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left_child=4 2 3 9 -1 6 15 14 13 10 -2 -8 -5 16 -7 -4 -6 -18
right_child=1 -3 5 12 8 7 11 -9 -10 -11 -12 -13 -14 -15 -16 -17 17 -19
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internal_weight=0 479.682 446.56 317.868 289.173 128.692 93.0477 35.6441 39.1273 288.092 280.804 15.7461 29.7758 32.7093 27.1076 77.3016 28.9834 21.1792
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Tree=33
num_leaves=17
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split_feature=27 27 27 40 46 45 32 27 42 42 27 29 27 9 42 14
split_gain=413.52 106.639 28.8955 22.2672 19.5508 11.1364 10.6148 8.96623 7.9897 5.42935 5.08315 4.1014 2.69376 2.01476 0.420032 0.150498
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 5 9 6 8 10 -8 11 -2 -5 -3 15 -14 -4 -11
right_child=1 2 14 4 -6 -7 7 -9 -10 12 -12 -13 13 -15 -16 -17
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internal_value=0 0.0158008 0.0406532 0.00839228 0.0107957 0.0301619 0.00969292 0.00691507 0.0245609 -0.0119414 0.0198096 0.0280465 -0.0162478 -0.00560785 0.0638989 -0.0237458
internal_weight=0 526.114 119.323 406.791 364.87 84.2442 358.084 283.426 71.5841 41.9203 74.6576 63.7562 36.5773 16.6701 35.0787 19.9072
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Tree=34
num_leaves=16
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split_feature=27 27 27 40 0 45 32 27 42 45 27 23 28 45 27
split_gain=395.785 98.4384 26.6951 20.9686 16.1369 9.86567 9.67735 8.50291 7.39517 5.29272 7.23389 5.07695 3.70722 2.07719 0.0948432
threshold=-0.42902544419294381 1.3321133727399088 2.8871190784248446 -0.44440392567283238 1.0000000180025095e-35 0.13626678538128942 -0.60916112983955784 0.27377147271968144 0.9802752915976678 -0.44600921314162895 0.15119729692696526 1.0267878060263458 0.14629136382022781 0.54706802512953345 0.29743296250496803
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 5 9 6 8 11 -8 12 10 -2 -5 -3 14 -11
right_child=1 2 -4 4 -6 -7 7 -9 -10 13 -12 -13 -14 -15 -16
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Tree=35
num_cat=0
split_feature=27 27 27 0 34 34 45 27 34 27 27 31 28 7 34
split_gain=379.005 90.9805 24.7919 18.634 15.8159 9.00165 8.7789 8.38987 5.18982 4.67302 4.64185 6.10052 3.78901 2.76392 1.55051
threshold=-0.42902544419294381 1.3321133727399088 2.8871190784248446 1.0000000180025095e-35 1.0000000180025095e-35 -1.0592332019997268 0.13626678538128942 0.3807088634351366 -0.074905772340949112 -0.084503891967351266 0.15119729692696526 -0.6020327623906957 -0.11866326994791686 -0.67262328233622615 0.72124332099660704
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internal_count=9162 4382 721 3661 3626 2744 560 2308 476 436 882 402 348 480 128

Tree=36
num_cat=0
split_feature=27 27 27 42 6 42 27 27 33 23 23 33 39 23 27 23 24 27 27
split_gain=319.062 79.9306 18.7578 10.2909 10.2794 10.4925 8.57769 8.45022 8.21733 10.9705 8.04471 6.63154 5.57715 5.48994 3.80047 2.38524 1.80322 0.687495 0.0950503
threshold=-0.17835151217577644 2.2340704419578521 0.78349338219488629 -0.93163612623264369 2.504420287301699 0.31438731111323426 -0.48590447964617606 3.6311899805940948 -0.48916691584741145 1.0267878060263458 -0.34748677040270576 0.10305656840684861 -0.57540112607527283 0.39601968418707134 1.3786187586695331 0.089662983676897054 -0.35206971654933789 -0.32004889547886145 -0.37090011456866928
left_child=6 2 4 7 5 13 -1 -3 16 15 -5 -6 -7 -2 -11 -10 -4 18 -8
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leaf_value=-0.0314554063118292 0.012191586708337109 0.0046864781124831469 0.0042219143291749141 0.060422393717745757 0.0081159853453068465 0.0068672155747492294 -0.0042064077683461321 0.04136933152410803 0.023136897941913197 -0.0028954349299013904 0.023621012018658079 0.051113167167701853 -0.018892226700720348 0.0022874041639273429 0.018735279916808453 0.040191994897055563 -0.018336503563077831 -0.014169005679348555 0.00043242866138915904
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internal_value=0 0.0121983 0.00741411 0.0427499 0.00396854 0.00274069 -0.0295517 0.0244634 0.018998 0.0219157 0.0522944 0.0276559 -0.0122078 0.00471696 0.00527021 0.0290764 -0.00555314 -0.0109554 -0.000473726
internal_weight=0 498.481 432.489 65.992 335.372 320.507 244.764 24.3925 97.1169 87.4433 41.5995 14.8647 35.9343 284.573 27.4543 59.9889 9.67367 24.0893 7.017
internal_count=9080 3930 3587 343 2896 2769 5150 106 691 544 237 127 546 2223 170 374 147 368 120

Tree=37
num_cat=0
split_feature=32 0 49 32 32 48 48 42 17 46 7 32 39 19 28 36 36
split_gain=74.6244 17.2865 10.3769 9.6056 7.71661 5.84466 4.17822 3.503 3.82887 2.71339 2.80693 1.85424 4.57452 2.51968 0.748944 0.633138 0.235499
threshold=-0.43657200101947569 1.0000000180025095e-35 1.9540369976203895 0.60766474478270238 -0.71648546204700392 -1.2532880468215246 1.0000000180025095e-35 -0.65143240692163562 3.6970795489554011 0.59977305814547854 -3.0821116222508791 -0.20451939084121393 0.34873971271416826 1.5641764670850102 2.3984057508494581 0.17848639050069784 -1.393922295147682
left_child=1 2 4 9 -1 -6 -7 15 -9 10 -2 12 -12 -13 -5 16 -4
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leaf_value=0.030478856198088662 0.005951122281859832 0.045522163827414475 0.017532709312758517 -0.029183102550712034 -0.021358747931243004 0.0029121739771425861 -0.012258187550734448 0.019988239238096651 -0.011781250527407423 0.0083160849192749301 -0.015020983205809338 -0.019470504519965997 0.00088941673195745642 0 -0.0039275078838961735 0.011009404912484543 0.03527092317424773
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leaf_count=35 85 37 68 1340 105 3940 245 58 51 84 838 1488 377 152 73 53 51
internal_value=0 0.0044181 0.00366715 -0.0167621 0.00240195 0.00185263 0.00234825 0.0182537 0.00236682 -0.012711 -0.013397 -0.0141832 -0.00982175 -0.0176888 -0.0281769 0.0238072 0.0276681
internal_weight=0 532.341 524.218 206.956 484.396 476.67 468.217 39.8224 11.3838 155.276 151.412 146.502 68.8823 77.6192 51.6799 28.4385 20.0544
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Tree=38
num_cat=0
split_feature=32 0 4 32 1 32 48 45 4 10 19 48 14 9 32 40 29 48
split_gain=71.2459 16.3059 9.75447 9.57079 8.55902 6.79075 4.89745 3.34608 2.90384 2.73853 2.06509 2.05066 1.84053 1.81816 1.00945 2.10486 0.74654 0.709025
threshold=-0.43657200101947569 1.0000000180025095e-35 -2.0246911305675734 0.60766474478270238 1.0000000180025095e-35 -0.71648546204700392 1.0000000180025095e-35 2.3726367522808824 -0.28836393035885216 3.348969526915758 0.72018145330012751 1.0525239854470558 1.0690316108647846 1.0000000180025095e-35 -0.67877691289303643 0.43671901588275941 2.3984057508494581 -0.79212564036780864
left_child=1 2 13 7 5 -4 -7 9 -6 10 11 -2 -12 -1 -15 -16 -5 -10
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leaf_count=80 1569 37 35 1340 45 3800 240 50 144 94 855 373 83 36 104 61 73 61
internal_value=0 0.00428657 0.0035563 -0.0165125 0.00232583 0.00318748 0.00264413 -0.0124691 -0.0164185 -0.0132007 -0.0139871 -0.0167728 -0.00817216 0.0176431 0.0217051 0.0157704 -0.0280631 -0.0224235
internal_weight=0 533.285 525.127 203.946 484.993 465.237 457.47 153.567 19.7559 150.256 145.298 95.2187 50.0793 40.1339 29.0515 21.9515 50.3784 15.2921
internal_count=9080 4643 4606 4437 4325 4075 4040 3024 250 2974 2880 1942 938 281 201 165 1413 205

Tree=39
num_leaves=13
num_cat=0
split_feature=27 27 0 33 27 23 27 47 33 33 48 40
split_gain=320.112 76.1584 18.0802 16.5202 16.3336 11.1399 7.43432 6.26899 3.01562 2.77191 2.44943 2.89825
threshold=-0.37090011456866928 2.1279434712689285 1.0000000180025095e-35 -0.3876225692202025 0.769215379731787 1.0267878060263458 4.0357333837152414 1.0000000180025095e-35 -0.81795183342411093 -0.70170608976869742 -0.79212564036780864 0.18259515133699086
decision_type=2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 8 7 -6 10 -5 -2 -10 -3 -12
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Tree=47
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Tree=93
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right_child=1 13 12 9 5 14 8 -9 -10 11 -12 16 -14 -15 -16 -17 -18 -19
leaf_value=-0.022759140732563538 0.00048296170037555081 -0.025189137794520401 -0.0069737523056801632 -0.025176593346123932 0.021277628528894123 -0.019073648137699569 0 0.012767161969279425 -0.019574112089372202 -0.0019920706028963026 0.00087755685417979692 0 0.034569331178571784 0 0.0021192087634854238 0.012254001678447523 -0.02524368500208549 0
leaf_weight=10.351474809460337 419.60836378321983 6.5708237071521562 0.85578320431523092 5.4401720953173927 20.928815135266632 4.5271580037660879 17.999473623931411 31.515322423540056 12.720572138205169 22.368849854916338 11.413407145068048 2.2081154128536582 0.82606883393600583 5.4899589815177023 6.1403771117329597 7.6625195667147628 4.9272497885394833 0.40538580715656358
leaf_count=1449 5308 77 102 69 352 117 310 511 198 152 151 23 35 40 93 51 136 25
internal_value=0 0.000471668 -0.014782 0.000864083 0.00146367 0.00913878 0.000730013 0.00140065 -0.00837905 -0.00604217 0.0147707 -0.00226215 0.0131194 -0.0154955 -0.00645304 0.0014372 -0.0179386 -0.0211651
internal_weight=0 579.521 12.4387 567.46 524.853 43.0098 481.844 451.124 30.72 42.6069 32.3422 37.1667 1.68185 12.0608 10.6675 30.0314 7.13537 10.7569
internal_count=9199 7588 1611 7471 7040 713 6327 5819 508 431 503 362 137 117 210 203 159 1474

Tree=151
num_cat=0
split_feature=32 6 11 19 24 28 48 8 24 24 18 19 17 11 42 2 18 32 19
split_gain=3.23175 2.9429 2.44325 3.34156 4.72401 4.00096 4.20956 2.82574 2.76195 2.59553 2.78054 2.40151 2.61171 2.87595 2.32459 2.22153 2.65356 2.21955 2.02072
threshold=0.46263186342128876 1.304555394508214 0.20489296184794134 -0.018778938725183016 0.45776181726080784 0.27876868070430016 0.59136157899333963 -0.5735573465917273 2.3841792537485795 -0.15574692047415103 1.5101790519472538 0.093691762450996294 2.2322827092891533 3.1729758764778278 0.4478008648198753 0.31098883236947067 1.1735605188675928 -0.664273624756895 0.77409302907052746
left_child=2 -2 3 4 5 7 -7 -1 11 10 14 12 13 -4 -5 16 -11 -17 -3
right_child=1 18 8 9 -6 6 -8 -9 -10 15 -12 -13 -14 -15 -16 17 -18 -19 -20
leaf_value=0.01861498202273202 -0.02098750049995167 -0.0072684137381516497 -0.020094208367175674 0.0067548051766052625 -0.0089040113561562346 0.0048829700063533574 0.032687003020137842 -0.00098495301214216987 0.0102301477172194 0.011021099984920662 -0.009573171325665748 -0.017437299838566182 0.0075867461925363013 0.0029274997795998617 -0.0064552805476779046 0.023415429151158816 -0.0063147436344107204 0.0077333066092373538 0.03391712921160682
leaf_weight=5.7510719639249137 10.459169276058672 0.94122289191000053 9.7100055902265066 50.469953565392643 50.775475179543719 37.367839592741802 5.2263900549150994 264.70404575113207 6.7353805792517951 13.295444283634426 17.150879651075229 16.651067775906995 11.361917799338697 6.7639146437868467 13.687018081545828 12.276266152039168 16.26754061691463 41.38657409301959 0.83599159820005298
leaf_count=69 1482 105 148 932 582 616 139 2921 49 190 273 230 106 54 412 62 179 626 24
internal_value=0 -0.014531 0.000452562 0.0010864 -0.000482898 0.000859216 0.0093102 -0.000445875 -0.00569386 0.00462908 0.000596531 -0.00860644 -0.00238223 -0.0101569 0.00365058 0.00833675 0.00109647 0.011958 0.0119407
internal_weight=0 12.2364 579.581 528.358 363.825 313.049 42.5942 270.455 51.2223 164.534 81.3079 44.4869 27.8358 16.4739 64.157 83.2258 29.563 53.6628 1.77721
internal_count=9199 1611 7588 7001 4327 3745 755 2990 587 2674 1617 538 308 202 1344 1057 369 688 129

Tree=152
num_cat=0
split_feature=27 27 23 19 23 42 10 3 27 40 40 40 42 19
split_gain=36.439 6.23116 4.51751 2.67361 5.04408 2.71046 2.65107 2.65416 2.62735 5.54618 6.424 3.49943 2.21695 0.382635
threshold=-0.48590447964617606 0.78349338219488629 2.8991889871388539 2.068900357487204 1.623548622509009 -0.42829444800540323 1.292139409117554 0.99987072523830234 3.0496588386074479 0.10093727617174686 0.94279362278163936 -0.15142668162379699 0.4478008648198753 -0.60251117292882428
left_child=-1 3 8 4 6 -5 12 -8 9 11 -11 -3 -2 -10
right_child=1 2 -4 5 -6 -7 7 -9 13 10 -12 -13 -14 -15
leaf_value=-0.029067693438456377 0.0012792192061734831 0.0033070693397079178 -0.011973581792994447 0 -0.019051652561867312 0.02356778899575258 -7.2731952964196319e-06 -0.02567270945170665 0.0097652581972895638 0.018733369203441461 0.0028090621453008904 -0.013746901241312308 -0.0083063501569347522 0.022726798075059316
leaf_weight=35.150065529742278 316.23606849554926 29.345370173454285 9.5256182327866536 7.2611004523932934 11.954784126020966 7.4395717522129399 9.9511912204325217 6.0672588599845758 12.918362114578487 42.700926460325718 54.106865346431732 15.27086680009961 22.086928532458842 11.66739061847329
leaf_count=4865 2375 307 56 38 111 78 109 52 78 203 242 90 519 76
internal_value=0 0.00201158 0.00667243 -0.000108372 -0.000665074 0.0119664 0 -0.0115472 0.00789744 0.00607443 0.0101062 -0.00237459 0.000586598 0.0171504
internal_weight=0 556.532 175.535 380.997 366.296 14.7007 354.341 16.0185 166.01 141.424 96.8078 44.6162 338.323 24.5858
internal_count=9199 4334 1052 3282 3166 116 3055 161 996 842 445 397 2894 154

end of trees

feature_importances:
trainer_form_30d=322
odds_raw=234
odds_vs_field=184
odds_gap_to_favorite=172
jockey_total_runs=123
jockey_trainer_combo_wins=116
value_indicator=111
weight_vs_field=109
horse_days_since_last=99
trainer_win_rate=97
odds_implied_prob=83
horse_age=76
weight_carried=68
draw_normalized=67
jockey_win_rate=63
form_last_5_avg=47
odds_rank=42
form_trend=41
rank_discrepancy=40
form_last_5_places=39
horse_avg_position=37
field_size=37
form_rank=37
horse_place_rate=36
odds_log=31
horse_total_runs=29
going_experience=29
track_experience=29
jockey_place_rate=28
form_score=24
distance_win_rate=23
horse_win_rate=22
weight_diff_from_avg=22
odds_inverse=20
distance_experience=15
track_win_rate=13
jockey_horse_combo_runs=9
going_win_rate=8
is_favorite=6
form_last_5_wins=3
surface_experience=2
surface_win_rate=2
jockey_horse_combo_wins=2
trainer_place_rate=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: auc]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 1000]
[learning_rate: 0.03]
[num_leaves: 20]
[num_threads: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 6]
[min_data_in_leaf: 50]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.7]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 3]
[bagging_seed: 400]
[feature_fraction: 0.6]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[early_stopping_round: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0.5]
[lambda_l2: 1]
[linear_lambda: 0]
[min_gain_to_split: 0.01]
[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]
[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]
[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: ]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null