tree version=v3 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=73 objective=regression feature_names=x0_SCORE1 x0_SCORE2 x0_SCORE3 x0_SCORE4 x0_SCORE5 x0_SCORE6 x0_SCORE7 x0_SCORE8 x0_SCORE9 x1_SCORE1 x1_SCORE2 x1_SCORE3 x1_SCORE4 x1_SCORE5 x1_SCORE6 x1_SCORE7 x1_SCORE8 x1_SCORE9 x2_SCORE1 x2_SCORE2 x2_SCORE3 x2_SCORE4 x2_SCORE5 x2_SCORE6 x2_SCORE7 x2_SCORE8 x2_SCORE9 x3_SCORE1 x3_SCORE2 x3_SCORE3 x3_SCORE4 x3_SCORE5 x3_SCORE6 x3_SCORE7 x3_SCORE8 x3_SCORE9 x4_SCORE1 x4_SCORE2 x4_SCORE3 x4_SCORE4 x4_SCORE5 x4_SCORE6 x4_SCORE7 x4_SCORE8 x4_SCORE9 x5_SCORE2 x5_SCORE3 x5_SCORE4 x5_SCORE5 x5_SCORE6 x5_SCORE7 x5_SCORE8 x5_SCORE9 BON1 BON2 BON3 BON4 BON5 BON6 BON7 BON8 BON9 BON10 no_players red blue green black grey yellow brown x0_map1 x0_map2 x0_map3 feature_infos=[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:3] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] tree_sizes=2820 2911 2898 2895 2910 2915 2912 2946 2889 2904 2910 2932 2900 2914 2892 2904 2901 2892 2900 2918 2918 2891 2894 2893 2882 2878 2890 2935 2906 2888 2905 2871 2899 2868 2955 2947 2890 2882 2886 2893 Tree=0 num_leaves=31 num_cat=0 split_feature=68 67 67 60 66 64 66 64 62 57 57 64 60 66 64 62 60 62 62 29 13 64 28 5 60 60 41 21 57 61 split_gain=246378 79286.8 75161 38621.2 29704.1 32040.2 21428.5 15375.6 12259.2 12253.1 11861.9 10751.2 10417.2 9939.31 9247.39 9002.36 8573.68 8018.6 7949.69 9532.54 10868.6 7615.29 7231.47 5805.33 5412.69 5120.17 4693.2 4569.22 4542.96 4294.2 threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 3 7 11 8 15 14 24 -4 -8 21 23 -10 -13 -3 -6 -9 -16 25 20 -20 -5 28 26 -2 -11 -1 29 -18 -14 right_child=2 6 4 10 5 -7 9 16 12 18 -12 13 27 -15 17 -17 22 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=100.29254673886881 100.57672495079696 98.745389839128833 99.094285060093952 99.721094113390933 99.978351481802235 98.283719221281828 99.333770154757147 100.27044603434749 99.931919879706399 99.076321625914545 98.924777025579104 99.129894543138761 99.134954534315654 99.843917588227029 98.004263825509497 100.78987719021896 100.24278723886849 98.507869217760728 98.75275228516459 100.15670968510837 100.0931451616818 99.122362865749693 98.915321632192899 99.266851754418454 100.23039842794365 98.423760574050903 99.503210516869729 98.780154958929984 99.666305435363796 99.587281623524007 leaf_weight=462 724 777 1094 378 268 83 544 418 458 150 1603 384 316 396 519 279 189 809 548 67 68 485 100 83 1198 606 90 120 494 625 leaf_count=462 724 777 1094 378 268 83 544 418 458 150 1603 384 316 396 519 279 189 809 548 67 68 485 100 83 1198 606 90 120 494 625 internal_value=99.3715 99.0009 99.8353 99.3247 99.4981 100.114 98.6936 100.185 99.3495 98.9295 99.0857 99.7411 99.5333 99.4924 98.4714 100.392 99.9048 98.3111 98.7766 99.0239 98.9007 99.3846 99.7095 100.047 100.361 98.5532 100.164 99.3613 99.8258 99.4354 internal_weight=0 7969 6366 3881 3243 630 4088 3123 2613 1983 2466 1415 1519 780 2105 547 1201 1328 1439 683 616 863 783 635 1922 756 552 1061 683 941 internal_count=14335 7969 6366 3881 3243 630 4088 3123 2613 1983 2466 1415 1519 780 2105 547 1201 1328 1439 683 616 863 783 635 1922 756 552 1061 683 941 is_linear=0 shrinkage=1 Tree=1 num_leaves=31 num_cat=0 split_feature=68 69 67 67 69 69 67 66 60 53 60 56 62 60 56 56 66 23 56 62 34 43 60 60 63 37 62 30 21 56 split_gain=199566 119619 60880.4 59584.2 46688.2 41848.1 29965.8 18275.1 16615.9 12330.9 11143.5 9505.7 9007.15 8813.43 8386.15 7668.58 6349.97 6052.98 5981.06 5918.17 5249.7 5241.36 5456.19 5164.46 5011.07 4982.3 4869.33 4797.05 4456.58 4540.01 threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 3 5 8 7 14 10 12 -1 16 -3 -6 -4 -14 -2 -9 -5 21 20 -10 -8 22 -17 -16 -7 -13 -11 -12 29 -15 right_child=2 6 4 9 11 24 18 15 19 26 27 25 13 28 23 17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.4385299939854761 0.89069060831579283 -0.14565592908291591 -0.065272606498397445 -0.6276267183028853 -0.037384074604336591 0.47645852899824093 -0.48155626574357352 0.95408128602775166 -0.058418507579322362 -0.26200633558410769 -0.57701179738336084 -0.51270027860584066 0.49246662206612191 0.36812955472321018 0.74823402537607864 0.84176498899857199 -0.26864477234525408 -0.34918561547317284 -0.93457704097521699 0.21037221225780828 -1.4441637921900976 1.0786595863284487 0.21569911606190789 0.4825914656474713 0.11324672778325702 -1.1259073719382287 -0.05714853234855348 -0.12300123638152397 -0.33229706843907691 0.032873599546773186 leaf_weight=890 582 525 816 438 182 204 250 144 745 943 892 371 370 284 540 83 438 44 853 712 28 55 243 818 979 70 1138 117 93 488 leaf_count=890 582 525 816 438 182 204 250 144 745 943 892 371 370 284 540 83 438 44 853 712 28 55 243 818 979 70 1138 117 93 488 internal_value=0 -0.222323 0.278306 -0.0392381 0.0759913 0.488394 -0.586707 0.199339 0.21157 -0.238307 -0.394756 -0.442744 0.106601 0.220162 0.678963 0.533622 -0.448136 0.391161 -0.847056 0.0729329 -0.57851 0.476661 0.375096 0.588223 0.17588 -0.610035 -0.149979 -0.524366 0.103685 0.156206 internal_weight=0 7969 6366 5304 3243 3123 2665 2620 2347 2957 1534 623 2051 1235 1940 569 876 425 1131 1457 278 381 326 1358 1183 441 2081 1009 865 772 internal_count=14335 7969 6366 5304 3243 3123 2665 2620 2347 2957 1534 623 2051 1235 1940 569 876 425 1131 1457 278 381 326 1358 1183 441 2081 1009 865 772 is_linear=0 shrinkage=0.0666667 Tree=2 num_leaves=31 num_cat=0 split_feature=68 69 69 64 64 66 66 64 56 60 60 56 64 54 62 40 56 56 42 60 60 60 23 62 73 60 66 44 54 59 split_gain=161649 96891.1 45833.7 44241.5 28333.1 23043.5 17348.4 17299.6 12113 11028.5 10465.6 10263.2 8935.33 8167.43 7601.31 7385.27 6847.4 6742.62 6333.47 6288.2 5724.83 5430.64 5363.55 5229.63 5057.38 4984.96 4917.05 4915.24 4722.4 6953.17 threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 3 4 8 6 23 9 25 28 -2 -6 12 15 -12 -7 20 22 -11 24 -10 -4 -9 -8 -5 -18 26 -3 -27 29 -1 right_child=2 7 11 5 10 14 16 21 19 17 13 -13 -14 -15 -16 -17 18 -19 -20 -21 -22 -23 -24 -25 -26 27 -28 -29 -30 -31 leaf_value=2.1702901606559752 0.94705276021637541 -0.63678518160786324 1.2502435680731987 -0.74292926384664293 0.60512151103401057 -0.23488555583574719 1.4585937074228621 -0.73698525759935762 0.49754344339053019 0.73057219617627156 0.46722724341927102 -0.20162742388881949 -1.0372981184585528 -0.075115267995699814 0.1536929737432956 -0.57436398873563677 0.96534856143666237 0.25246961668521045 0.21168050125882193 -0.0075399309713557322 0.38938435762638418 -1.2310681807558599 3.0813386321067813 -0.37793729464967546 1.7893631337748634 -0.64928235150708824 -0.0011198013796504722 -1.6460613821454062 0.55345294230594877 0.77966072318376978 leaf_weight=50 580 238 103 670 567 924 178 308 386 457 400 1289 44 908 1106 61 432 832 93 682 309 801 23 948 90 1017 249 52 410 128 leaf_count=50 580 238 103 670 567 924 178 308 386 457 400 1289 44 908 1106 61 432 832 93 682 309 801 23 948 90 1017 249 52 410 128 internal_value=0 -0.300136 0.375713 -0.0529715 0.544576 -0.247559 0.752878 -0.792055 0.375686 0.584921 0.246288 -0.0506535 0.325759 0.0907387 -0.0231773 0.452555 1.13757 0.421975 0.971967 0.175009 0.604599 -1.09385 1.64428 -0.529077 1.10742 -0.57696 -0.311774 -0.697769 0.740182 1.17029 internal_weight=0 7969 6366 5304 4560 3648 2685 2665 1656 1869 1875 1806 517 1308 2030 473 816 1289 615 1068 412 1109 201 1618 522 1556 487 1069 588 178 internal_count=14335 7969 6366 5304 4560 3648 2685 2665 1656 1869 1875 1806 517 1308 2030 473 816 1289 615 1068 412 1109 201 1618 522 1556 487 1069 588 178 is_linear=0 shrinkage=0.1 Tree=3 num_leaves=31 num_cat=0 split_feature=69 64 67 67 65 67 64 65 65 64 60 65 60 66 56 60 66 56 65 64 12 51 66 0 45 60 8 46 71 12 split_gain=127697 93432.4 59570.5 55316.9 52526.6 44185.1 43736.6 18142.5 16375.5 15130.2 8281.94 7295.24 7049.8 6836.32 5906.61 6514.92 5873.9 5760.33 5508.14 5227.91 5178.15 4768.17 4633.77 4345.82 4168.94 4135.19 4013.94 3929.77 3838.27 5048.41 threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 5 6 10 -5 12 11 13 9 23 -3 21 18 -7 -9 -16 -13 -10 22 26 -18 -2 24 -4 -1 27 -19 -8 29 -17 right_child=2 3 8 4 -6 7 25 14 17 -11 -12 16 -14 -15 15 28 20 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=1.6952512091894945 0.29320822757782333 0.42830052756465203 -0.45529781114923346 -0.021615898133378497 -0.73519477332390348 0.24744576834779869 -0.45582252966086706 0.31152710824635282 -0.59819843528212435 -1.0512349568402626 0.11404381617938589 0.12620292807872041 0.6445477172153935 0.70681205256025414 0.29620731789330906 -0.52761347996590491 -0.14158324282668552 -1.0478753842896333 0.79215590714417328 -1.9189027998158161 -1.0551425513057482 1.0853641865357675 0.84004151877367272 0.11063131273804623 0.44160693410843138 -0.72219280949553988 -2.021790411944191 0.47613439398507273 -0.032933377669494612 0.7388230669570881 leaf_weight=150 391 915 739 1828 1178 370 247 484 121 326 1602 961 1082 574 302 245 357 360 411 68 49 61 106 108 21 615 32 36 572 24 leaf_count=150 391 915 739 1828 1178 370 247 484 121 326 1602 961 1082 574 302 245 357 360 411 68 49 61 106 108 21 615 32 36 572 24 internal_value=0 0.16745 -0.369432 -0.0599276 -0.301255 0.45674 -0.125031 0.236144 -0.748016 -0.568815 0.228285 0.109888 0.777165 0.526764 0.0675245 -0.0357978 0.0139238 -1.10981 0.98573 -1.24439 -0.25184 0.400114 1.27295 -0.383137 1.54129 -0.600886 -1.12738 -0.33727 -0.15502 -0.414623 internal_weight=0 9864 4471 5523 3006 4341 2717 2571 1754 1173 2517 1819 1770 944 1627 1143 1367 581 688 460 406 452 277 847 171 898 392 283 841 269 internal_count=14335 9864 4471 5523 3006 4341 2717 2571 1754 1173 2517 1819 1770 944 1627 1143 1367 581 688 460 406 452 277 847 171 898 392 283 841 269 is_linear=0 shrinkage=0.0833333 Tree=4 num_leaves=31 num_cat=0 split_feature=69 64 67 67 67 64 64 53 56 62 56 56 43 0 11 62 51 53 0 43 46 53 73 28 66 31 22 63 50 28 split_gain=103435 75680.2 48252.1 44806.7 35789.9 35426.6 11793.9 9634.8 8173.51 6720.86 6339 5476.35 4997.41 4868.53 5788.19 4866.44 5657.05 4261.86 4088.58 3999.27 3922.83 3853.24 3456.11 3500.59 3348.9 7631.19 3797.07 3306.38 3294.58 4042.51 threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 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 5 15 11 -2 10 20 21 -9 13 12 18 14 -4 -3 19 -8 22 28 -5 -6 23 -1 -23 26 -26 -19 29 -17 right_child=2 3 6 7 8 -7 17 9 -10 -11 -12 -13 -14 -15 -16 16 -18 27 -20 -21 -22 24 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=0.27668160802308295 0.052746022686705418 0.038694941224900657 -0.1416440784014541 -0.30707898296835789 0.028714756647201432 -0.28842542465887744 -0.8569888960513885 -0.17673024038605037 0.061437812624436497 -0.018582431583384434 -0.35531401653750999 0.31499513702731724 0.78691008860401157 0.25912713655549235 -0.77161073121759627 0.29552073535151557 -0.061688629598933772 -0.32179407367513263 0.69734086573915777 0.00061661773105538514 -0.039093145975149915 0.21620171045282294 0.6690363023016187 0.73157461298120618 0.63974045096909427 -0.31476775998078682 0.022608773662272281 -0.61095523307085298 0.028677416772102948 0.01289087099406222 leaf_weight=345 1819 1087 289 751 146 898 81 1009 1799 1120 973 1141 89 52 32 812 191 129 92 174 126 443 66 37 137 23 23 198 139 114 leaf_count=345 1819 1087 289 751 146 898 81 1009 1799 1120 973 1141 89 52 32 812 191 129 92 174 126 443 66 37 137 23 23 198 139 114 internal_value=0 0.0803761 -0.177327 -0.0287652 0.219235 -0.0600151 -0.359047 -0.144603 0.113349 -0.0935336 -0.295596 0.373039 0.478331 -0.139818 -0.204444 0.109577 0.163457 -0.568374 0.427473 0.198165 -0.268577 0.234319 0.372053 0.320742 0.282272 0.442212 0.551028 -0.496882 0.23044 0.260726 internal_weight=0 9864 4471 5523 4341 2717 1754 3006 2571 2129 1346 1770 629 373 321 2517 1430 408 540 1239 877 772 448 382 626 183 160 327 1065 926 internal_count=14335 9864 4471 5523 4341 2717 1754 3006 2571 2129 1346 1770 629 373 321 2517 1430 408 540 1239 877 772 448 382 626 183 160 327 1065 926 is_linear=0 shrinkage=0.0444444 Tree=5 num_leaves=31 num_cat=0 split_feature=68 69 57 69 60 60 56 65 56 60 57 56 60 66 66 66 55 56 28 39 56 58 66 57 62 6 49 51 65 13 split_gain=108350 50136.4 25123.5 24512.5 18320.9 15371 13163.7 10850.7 10799.3 7580.37 7564.94 8706.66 8284.11 6681.87 6143.73 6026.7 5441.59 5245.64 5109.85 5308 5105.24 4970.06 4957.58 5056.09 4805.44 5059.5 4704.92 4568.3 4467.52 4325.93 threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 7 5 -4 17 21 -1 22 14 -5 12 -12 18 28 -9 -16 -2 19 -8 24 27 23 -7 25 29 -23 -6 -3 -11 right_child=3 9 4 10 6 8 13 15 -10 20 11 -13 -14 -15 16 -17 -18 -19 -20 -21 -22 26 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.35747858432715374 0.70629898047532269 -0.076878351698812297 0.063847293255687179 0.24090106657202726 0.10344040630702619 0.61650979707690434 -0.69368714818067967 -0.11758793290715287 0.12425578407333698 -0.55321025266720536 0.64895532262800759 -0.19159212001570913 -0.0097091133042189436 -0.25129418938617826 0.60698307587665579 0.2293587879482161 -0.12786564239168663 0.4006928457552788 -0.065009005819813587 -0.10002796520025303 -0.54276370257939144 -0.22235061770495892 0.69789873424204096 0.22322571144236242 -0.14649114905318331 -1.446922773361206 0.31859255206872183 0.99246291127698183 -0.52905091223840284 0.48976908346017201 leaf_weight=745 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57 21 57 56 71 58 3 54 46 45 71 57 4 52 43 16 9 45 53 6 58 55 56 71 split_gain=26703.7 15901.6 8782.52 7380.48 6286.16 4608.71 4446.08 4333.27 4200.99 3987.39 3811.64 3793.89 3731.61 4394.59 3707.78 3626.51 4259.73 3350.98 3846.6 3670.8 3184.54 3131.11 4314.65 3090.91 3625.02 3057.44 4026.97 2970.79 2967.69 2808.22 threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 3 8 11 15 6 -4 17 16 10 -7 12 14 18 -1 28 27 -8 -6 21 -21 22 -5 -24 -18 26 -23 -2 29 -3 right_child=2 4 5 19 13 9 7 -9 -10 -11 -12 -13 -14 -15 -16 -17 24 -19 -20 20 -22 25 23 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.10020777775653976 0.0036025489181627157 0.072164351093051499 -0.0017721346171577896 -0.019735213943769873 -0.023117439361179576 0.038880134370426339 -0.0012872757075408818 -0.2773354090253512 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1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 5 4 18 7 -1 8 -3 9 13 11 14 -10 -7 15 -11 -15 -5 21 20 -20 28 23 -23 25 26 -24 -27 29 -2 right_child=3 2 -4 17 -6 6 -8 -9 12 10 -12 -13 -14 16 -16 -17 -18 -19 19 -21 -22 22 24 -25 -26 27 -28 -29 -30 -31 leaf_value=0.069544339165508964 0.39986338720795861 -0.14547659182518891 -0.12310091946539661 -0.17419943985960368 0.16752338714347328 0.15535907182429826 0.76422540837225794 0.40177885400212326 1.1542087784180275 -0.30008823688213648 0.71041967590649924 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1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 12 -3 19 17 6 -6 16 9 11 -10 -9 -1 14 -14 21 -7 29 27 -4 -8 22 -16 -18 -22 -11 -27 -19 -5 -2 right_child=4 2 3 28 5 7 20 8 10 25 -12 -13 13 -15 15 -17 23 18 -20 -21 24 -23 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.10165204104046895 0.063070259061520514 -0.025498101783036815 -0.12787514866974492 0.41917121374702204 0.42646318065305044 0.083991832958398627 -0.011724727845149406 0.455432311536973 0.43438575384064881 -0.81538293344303236 -0.91094333075958756 -0.23129752031394415 0.4195352290480121 -0.99024852101967964 0.12563084061466046 0.84477067589759836 -0.41505414909139904 -0.17016363590955735 0.70952911104474747 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403 329 2029 1961 229 246 997 307 273 221 139 620 517 194 221 1732 is_linear=0 shrinkage=0.1 Tree=39 num_leaves=31 num_cat=0 split_feature=68 57 69 67 52 31 52 11 6 45 47 26 10 71 9 33 11 67 64 45 63 5 73 54 28 23 73 57 62 49 split_gain=6858.84 3878.74 4886.25 3710.9 3150.71 3022.95 4264.32 4424.19 3556.74 3526.11 3660.22 2900.93 2858.27 2503.39 4059.41 2290.34 2149.87 2089.58 2076.35 3041.38 2687.61 3296.76 2620.97 3788.29 2229.79 3848.3 2703.71 5272.12 4888.4 2702.23 threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 2 -1 4 18 11 7 8 9 10 -7 -5 16 15 -15 -4 -6 -3 20 24 21 -2 -22 -24 26 29 -20 -28 -29 -26 right_child=3 17 13 5 12 6 -8 -9 -10 -11 -12 -13 -14 14 -16 -17 -18 -19 19 -21 22 -23 23 -25 25 -27 27 28 -30 -31 leaf_value=0.069057586982797015 0.19745193465148814 -0.022021231558805449 0.1036225815702401 0.0056063113091262932 -0.1066280505500543 0.0058748697298903804 0.39618612477289783 -0.5696276190667795 0.33659767992794515 -0.67971426606178287 -0.48792373525211591 0.20881403048790281 -0.61383051109313969 -0.20220547311042952 0.19766568553608818 -0.40225831842422483 0.43225021596465796 -0.083558044372322365 0.070687978641757299 0.24943273205208738 0.070579415445996302 0.69932575064736446 0.59840011760592471 0.11443476700374196 0.05015029147190532 -0.80210844108036583 0.36844406199866331 0.01386515618685414 -0.8015895920991899 -0.53283140873908996 leaf_weight=1683 283 2647 213 2669 156 172 35 61 40 30 48 188 25 446 74 25 21 2881 729 147 1295 37 60 124 97 21 29 34 40 25 leaf_count=1683 283 2647 213 2669 156 172 35 61 40 30 48 188 25 446 74 25 21 2881 729 147 1295 37 60 124 97 21 29 34 40 25 internal_value=0 -0.0309121 0.0215824 0.0386959 0.0775972 0.00123408 -0.130099 -0.182577 -0.101163 -0.171205 -0.101863 0.018978 -0.113379 -0.0838275 -0.145301 0.0504838 -0.0426933 -0.0540921 0.090804 0.0374246 0.124096 0.255481 0.0956689 0.27225 0.00546027 -0.176926 0.036808 -0.202983 -0.426921 -0.0693132 internal_weight=0 7969 2441 6366 3123 3243 386 351 290 250 220 2857 202 758 520 238 177 5528 2921 1122 1799 320 1479 184 975 143 832 103 74 122 internal_count=14335 7969 2441 6366 3123 3243 386 351 290 250 220 2857 202 758 520 238 177 5528 2921 1122 1799 320 1479 184 975 143 832 103 74 122 is_linear=0 shrinkage=0.05 end of trees feature_importances: red=73 BON8=66 BON4=63 blue=60 BON10=54 black=51 BON5=47 green=40 no_players=38 grey=35 yellow=35 BON1=33 BON2=29 x5_SCORE7=22 x4_SCORE8=21 BON6=21 x0_SCORE7=16 x5_SCORE8=16 x0_map1=16 BON7=15 x3_SCORE4=14 x5_SCORE2=14 x5_SCORE6=14 x1_SCORE8=13 x3_SCORE8=13 x4_SCORE5=13 x0_SCORE1=12 x0_SCORE3=12 x1_SCORE1=12 x1_SCORE3=12 x5_SCORE3=12 x0_map2=12 x0_SCORE4=11 x2_SCORE2=11 x3_SCORE2=11 x4_SCORE6=11 x4_SCORE7=11 BON3=11 BON9=11 x0_map3=11 x0_SCORE2=9 x0_SCORE6=9 x1_SCORE5=9 x1_SCORE7=9 x2_SCORE4=9 x2_SCORE6=9 x2_SCORE9=9 x3_SCORE1=9 x4_SCORE3=9 x4_SCORE9=9 x5_SCORE4=9 x1_SCORE4=8 x3_SCORE5=8 x4_SCORE2=8 x5_SCORE9=8 x3_SCORE3=7 x4_SCORE4=7 x1_SCORE6=6 x2_SCORE7=6 x0_SCORE5=5 x1_SCORE9=5 x2_SCORE8=5 x3_SCORE6=5 x3_SCORE7=5 x5_SCORE5=5 x1_SCORE2=4 x2_SCORE1=4 x2_SCORE5=4 x0_SCORE9=3 x0_SCORE8=2 x2_SCORE3=2 x3_SCORE9=2 parameters: [boosting: dart] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [linear_tree: 0] [data: ] [valid: ] [num_iterations: 40] [learning_rate: 0.1] [num_leaves: 31] [num_threads: 0] [deterministic: 0] [force_col_wise: 0] [force_row_wise: 0] [histogram_pool_size: -1] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 1] [pos_bagging_fraction: 1] [neg_bagging_fraction: 1] [bagging_freq: 0] [bagging_seed: 3] [feature_fraction: 0.7] [feature_fraction_bynode: 1] [feature_fraction_seed: 2] [extra_trees: 0] [extra_seed: 6] [early_stopping_round: 10] [first_metric_only: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [linear_lambda: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 4] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [monotone_constraints_method: basic] [monotone_penalty: 0] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [cegb_tradeoff: 1] [cegb_penalty_split: 0] [cegb_penalty_feature_lazy: ] [cegb_penalty_feature_coupled: ] [path_smooth: 0] [interaction_constraints: ] [verbosity: 1] [saved_feature_importance_type: 0] [max_bin: 255] [max_bin_by_feature: ] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [data_random_seed: 1] [is_enable_sparse: 1] [enable_bundle: 1] [use_missing: 1] [zero_as_missing: 0] [feature_pre_filter: 1] [pre_partition: 0] [two_round: 0] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [forcedbins_filename: ] [objective_seed: 5] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [lambdarank_truncation_level: 30] [lambdarank_norm: 1] [label_gain: ] [eval_at: ] [multi_error_top_k: 1] [auc_mu_weights: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] [num_gpu: 1] end of parameters pandas_categorical:[]