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] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] tree_sizes=2867 2975 2950 2945 2990 2965 2965 2997 2914 2974 2982 3003 2967 3000 2967 2967 2953 2948 2945 2984 2991 2921 2980 2928 2981 2950 2929 2979 2947 2915 2963 2959 2961 2971 2997 2994 2945 2948 2966 2921 Tree=0 num_leaves=31 num_cat=0 split_feature=64 69 68 68 54 59 69 57 60 57 57 66 54 60 55 62 60 57 55 58 60 59 61 68 59 71 58 60 60 69 split_gain=199896 114993 67120.8 60064.2 32505.1 23609.7 21633.3 21265.6 17418.2 17401.3 17347.7 11695.2 11125.3 10928.9 8064.36 7763.41 7585.67 7353.61 6949.87 6910.35 6787.32 6421.47 6047.49 6020.97 5911.18 7132.77 6787.29 5909.51 5773.97 5733.28 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 4 6 10 5 16 9 8 21 -2 -3 15 28 -4 -10 -7 -1 -5 24 -18 -19 -6 -8 -13 25 -9 -27 -17 -11 -15 right_child=2 3 13 17 7 11 22 18 14 12 -12 23 -14 29 -16 27 19 20 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=108.43487599250864 106.5296012682348 106.5759568498038 106.91531540670437 106.96928147796619 108.22382726738265 107.56784465661339 105.87165798846998 107.7865546164096 107.33595188994757 106.73440974285526 106.14121815259951 106.522481624028 106.11109492996729 106.62177721347273 106.85057882967428 107.52952139644117 108.09427910485203 106.92448164763063 106.67008540289794 107.42980109700635 106.63208112317469 107.45284077980716 106.11610600434923 107.11536192542826 106.80890327755212 107.57407991035598 106.60726463669367 106.92418996947173 106.31372008817613 106.30628443861239 leaf_weight=142 2526 1344 1143 1484 148 645 1406 159 504 435 2895 355 3612 3052 1067 227 227 1079 2279 504 3004 400 3612 331 960 115 197 557 1305 710 leaf_count=142 2526 1344 1143 1484 148 645 1406 159 504 435 2895 355 3612 3052 1067 227 227 1079 2279 504 3004 400 3612 331 960 115 197 557 1305 710 internal_value=106.569 106.798 106.33 106.563 107.06 107.329 106.21 106.923 107.176 106.313 106.279 107.148 106.211 106.645 107.006 107.311 107.766 106.779 106.779 107.636 106.709 107.661 106.048 106.809 106.951 107.241 106.964 107.099 106.419 106.562 internal_weight=0 18623 17801 9806 8817 2988 12896 5829 2119 7878 4239 2115 5352 4905 1571 1429 873 5567 3710 731 4083 548 5018 686 1431 471 312 784 1740 3762 internal_count=36424 18623 17801 9806 8817 2988 12896 5829 2119 7878 4239 2115 5352 4905 1571 1429 873 5567 3710 731 4083 548 5018 686 1431 471 312 784 1740 3762 is_linear=0 shrinkage=1 Tree=1 num_leaves=31 num_cat=0 split_feature=53 68 56 70 69 70 69 56 56 69 70 70 60 54 54 68 69 66 54 54 63 70 56 70 55 55 62 56 51 54 split_gain=145188 133214 67751.5 48215.7 71386.3 26948.1 31256 26112.7 23714.5 21894.2 17636.2 16108.4 16003.2 15325.1 14872 12262.7 11081.6 10832.3 10590.6 8089.03 7961.41 7704.53 7400.86 6981.98 6435.23 6407.59 9527.47 6373.04 6849.06 6351.07 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 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 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 9 4 8 6 18 21 -1 11 -11 17 -9 -10 -14 24 20 29 -4 -8 -7 -3 -17 -16 27 26 -15 -5 -29 -2 right_child=1 7 5 15 -6 16 19 12 13 10 -12 -13 14 25 23 22 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=0.77913572716523727 0.6654304910181924 0.2989696072840024 0.13368112059384976 0.62176795081584313 0.0994040558351479 -0.42684004920275354 -0.22257262356509411 0.15887488646104722 0.63886141347965775 -0.077058718657749797 -0.53231682076220699 -0.067988944625074016 0.087628618186571153 0.84298061174324879 -0.063611012900310043 0.44631394839523481 -0.65149733442248714 0.063100035840595495 -0.16464171585994214 -0.44842577908665709 0.053565455314937539 0.10210521208374153 0.08670130855612862 -0.26780101215464913 -0.12909014910493241 0.19576928268753879 0.26311647922432257 0.13662575782768593 -0.61862248157067268 0.26842940164283968 leaf_weight=1050 309 2358 887 97 3880 2581 1066 2188 813 1582 497 1283 1929 198 1786 319 1067 659 1310 2080 163 1413 1255 1276 2062 1132 346 349 63 426 leaf_count=1050 309 2358 887 97 3880 2581 1066 2188 813 1582 497 1283 1929 198 1786 319 1067 659 1310 2080 163 1413 1255 1276 2062 1132 346 349 63 426 internal_value=0 -0.0907786 -0.227702 0.195153 0.296904 -0.333754 -0.23715 0.0831576 0.513435 -0.02358 -0.185891 0.102474 0.00854304 0.401347 -0.0573608 0.0130328 -0.469192 0.259363 -0.0441991 -0.371897 -0.398303 0.225204 0.159583 -0.148701 -0.0766874 0.286133 0.47417 0.135601 0.0211388 0.435332 internal_weight=0 24860 13910 11564 7419 9154 5343 10950 3539 4756 2079 2677 7179 2489 4991 4145 3811 1394 2197 3146 2744 3771 1574 3062 2571 1676 544 509 412 735 internal_count=36424 24860 13910 11564 7419 9154 5343 10950 3539 4756 2079 2677 7179 2489 4991 4145 3811 1394 2197 3146 2744 3771 1574 3062 2571 1676 544 509 412 735 is_linear=0 shrinkage=0.0666667 Tree=2 num_leaves=31 num_cat=0 split_feature=64 70 69 69 53 53 69 70 56 70 56 56 54 66 53 70 69 71 54 59 59 56 56 54 46 60 28 62 60 56 split_gain=154994 92081.1 104981 60407.2 54196.7 29324.1 24034.4 27472.6 19246.9 19066.5 18927.2 14980.3 13234.8 12954.8 11934.7 11742.2 16630.9 10223.9 10086.6 8221.82 8202.68 8068.39 7992.41 7550.86 6754.77 6564.42 6905.7 6377.12 6566.6 6322.87 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 5 11 15 19 7 25 20 17 13 14 -10 -4 -3 16 29 -8 -12 23 -7 -21 -9 -1 -24 -6 -27 -22 -29 -2 right_child=4 3 10 -5 6 8 9 22 12 -11 18 -13 -14 -15 -16 -17 -18 -19 -20 21 27 -23 24 -25 -26 26 -28 28 -30 -31 leaf_value=1.98437973116727 0.64487916177408844 0.89475499854869212 0.55612301859003843 -0.46805131552707602 0.13876642594354241 1.2733609630034988 -0.19658392059010293 -0.20160147251505683 0.6933033297619513 -1.0763037696248774 0.26203373154074783 0.01440746002595355 0.04485152749979348 0.055548253459391475 0.23859042930476848 -0.15203556717865166 -0.084557965932553325 -0.55933235919759161 -0.046021119060078886 1.3443133557587863 0.96650459388194732 0.75543455959314432 -0.5691971917709393 1.1950296991619833 -0.1028364696278331 -0.18968518181603422 0.28879028393162626 0.92687232702681177 -0.10326646077536768 0.24095113717860756 leaf_weight=184 524 357 1608 2515 1279 388 1151 1206 558 546 1553 3425 722 762 1240 1911 1617 2391 3368 375 342 613 2434 355 356 2556 342 103 155 1488 leaf_count=184 524 357 1608 2515 1279 388 1151 1206 558 546 1553 3425 722 762 1240 1911 1617 2391 3368 375 342 613 2434 355 356 2556 342 103 155 1488 internal_value=0 0.201679 0.385025 -0.068001 -0.210992 0.811562 -0.328281 -0.229261 0.583473 -0.526246 0.163011 0.132343 0.327536 0.395179 0.385272 0.0485888 0.154236 -0.441454 0.0511968 1.15033 0.915051 0.978946 -0.416708 1.46449 -0.50969 -0.049937 -0.133219 0.683344 0.30799 0.346149 internal_weight=0 18623 11086 7537 17801 3795 12261 8173 2268 4088 7291 5022 1280 2370 1597 5540 3629 3542 4921 1527 988 988 3996 539 2790 4177 2898 600 258 2012 internal_count=36424 18623 11086 7537 17801 3795 12261 8173 2268 4088 7291 5022 1280 2370 1597 5540 3629 3542 4921 1527 988 988 3996 539 2790 4177 2898 600 258 2012 is_linear=0 shrinkage=0.1 Tree=3 num_leaves=31 num_cat=0 split_feature=65 64 68 70 66 66 70 64 66 56 70 70 70 64 54 66 68 19 56 0 60 68 56 66 50 56 24 48 66 25 split_gain=283752 108127 88328.1 70868 35757.1 28853.8 26728.6 27896.9 29554.8 20782.1 17090.7 15009.6 14510.7 27051.7 11427.9 10685.3 8962.46 8569.23 7512.24 7711.45 7447.1 7283.35 6824.53 6555.78 6426.3 6158.19 6038.84 5996.57 5914.54 5751.33 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 6 5 11 9 7 8 18 26 -6 25 -4 28 20 17 -17 22 19 -2 -11 -16 -5 -8 -24 -3 -1 -28 -14 -12 right_child=2 4 12 15 10 -7 23 -9 -10 14 29 -13 13 -15 21 16 -18 -19 -20 -21 -22 -23 24 -25 -26 -27 27 -29 -30 -31 leaf_value=1.2734186989268184 0.29460046479389784 0.56641515658020203 0.051706074397302765 0.6050444849582316 0.031146471357481751 0.47699101239106689 -0.50475560203359837 -0.42200517868897958 -0.35138311507953635 1.459277377048612 -0.32287165248289423 0.067031236103240327 -0.076780682566214328 -1.0475279509075104 0.18857236344228501 -0.14970011066619024 0.22919798557979409 -0.18356798300919164 0.035113890128752503 1.134943806699344 0.77257824607791536 0.71995500170126348 0.34002980878228728 -0.77074759645329194 -0.26945701371068542 0.27608173395069224 0.92002357429514325 -0.59961025936133938 -0.85490673979123444 0.11466878178685989 leaf_weight=840 455 796 5823 642 3044 2211 2828 4202 1385 154 1924 2031 2194 231 349 848 887 202 814 91 381 368 928 833 138 1399 100 22 70 234 leaf_count=840 455 796 5823 642 3044 2211 2828 4202 1385 154 1924 2031 2194 231 349 848 887 202 814 91 381 368 928 833 138 1399 100 22 70 234 internal_value=0 0.241896 -0.223645 0.465802 0.0502421 0.689931 -0.383061 -0.287034 -0.0804225 0.902583 -0.0960328 0.230299 -0.0203408 -0.188489 0.678783 0.19371 0.0440074 0.329697 0.195519 0.434658 0.970245 0.461304 0.390399 -0.565278 0.261128 0.381369 1.19385 0.645991 -0.100839 -0.275428 internal_weight=0 17498 18926 8070 9428 4425 10608 6947 2745 2214 5202 4226 8318 2495 1252 3645 1735 1910 1360 546 535 717 1708 3661 1066 2195 962 122 2264 2158 internal_count=36424 17498 18926 8070 9428 4425 10608 6947 2745 2214 5202 4226 8318 2495 1252 3645 1735 1910 1360 546 535 717 1708 3661 1066 2195 962 122 2264 2158 is_linear=0 shrinkage=0.0833333 Tree=4 num_leaves=31 num_cat=0 split_feature=64 70 53 56 68 54 56 53 68 53 53 68 53 54 54 68 56 62 70 62 10 54 56 8 63 33 72 56 54 72 split_gain=104070 60336.1 43256.1 34521.2 27478.3 23987.4 16999.1 15946.1 16134.2 15908.8 15364.1 11087.4 10462.2 10290.4 9752.28 9022.31 8805.41 6671.5 6071.42 10418.4 5623.19 6678.84 5476.41 5097.05 5085.12 5038.02 4905.61 4744.74 5221.59 4722.15 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 2.5000000000000004 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 11 10 6 12 20 16 -9 24 -1 18 26 -12 -8 -11 -3 -15 19 -2 29 -22 25 -19 -7 -10 -5 28 -21 -4 right_child=2 7 4 5 -6 9 14 8 22 15 13 -13 -14 17 -16 -17 -18 23 -20 27 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.38782252531011008 0.14403453730294608 0.23950592661292883 -0.12577085616023248 0.37155651180945271 -0.019207191869782959 0.1427925841689186 -0.1299167455406659 -0.15767199195798637 0.11379464758801339 -0.14359637774335635 0.32269795992047612 0.1367805067073794 0.12858036362327721 0.22130511066773972 -0.24939022289140994 0.019348951801849971 0.0284023514678301 0.081502903245337446 -0.080749229175793413 0.41092750594019889 0.43084707064460021 -0.024982848715538165 -0.043474255912012039 -0.350937779465614 -0.15068689227898915 -0.19502467990827244 0.091701310862066815 -0.083136119058497909 0.015687825250877904 0.037619959955801627 leaf_weight=1089 1002 504 2008 685 3551 1740 2064 2198 965 1100 826 1354 1679 941 3899 1722 1730 971 1511 80 88 228 2023 57 125 117 151 1215 378 423 leaf_count=1089 1002 504 2008 685 3551 1740 2064 2198 965 1100 826 1354 1679 941 3899 1722 1730 971 1511 80 88 228 2023 57 125 117 151 1215 378 423 internal_value=0 0.0734488 -0.0768404 0.139411 -0.123411 0.0818156 -0.165894 -0.0235731 -0.0655322 0.0223994 0.246208 0.0262284 0.192545 0.191031 -0.208036 -0.0441662 0.0760282 0.135797 -0.00953074 0.0306977 -0.0744143 0.101957 -0.000307398 0.0575252 0.123122 0.0804011 0.321009 -0.0371824 0.0847253 -0.0973405 internal_weight=0 18623 17801 11086 12261 7202 8710 7537 5303 4687 3884 5540 2515 2795 5963 2822 2234 1969 4186 2675 2747 316 3105 1028 1865 1082 836 1673 458 2431 internal_count=36424 18623 17801 11086 12261 7202 8710 7537 5303 4687 3884 5540 2515 2795 5963 2822 2234 1969 4186 2675 2747 316 3105 1028 1865 1082 836 1673 458 2431 is_linear=0 shrinkage=0.0444444 Tree=5 num_leaves=31 num_cat=0 split_feature=65 70 69 70 57 69 69 66 66 66 57 66 69 69 56 56 57 66 66 50 59 69 59 59 0 15 62 18 56 0 split_gain=230466 65159.6 63558.8 32749 35091.4 32527.4 31904.6 24852.7 22519.2 16570.1 15124 15073.9 15065.9 14130.2 10379.4 9615.09 9860.55 7876.74 7873.86 7755.45 6726.65 7408.58 6417.08 6297.23 6187.28 6152.61 6104.37 6077.97 6025.55 6014.91 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 10 4 13 9 7 28 20 -5 17 15 -10 22 25 16 -4 -1 19 -8 21 -6 -2 -16 -15 -12 29 -11 -3 -20 right_child=3 6 11 5 8 -7 18 -9 12 27 14 -13 -14 24 23 -17 -18 -19 26 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.77604728660654998 0.39863718042780893 0.41745614083870008 0.8357034509466299 -0.16787302753853162 0.12713225834361774 -0.63510405205609066 -0.025223352109368137 -0.011176274577540219 -0.20613168651190522 -0.40971354288241923 0.61123663788913807 0.061000192296512282 -0.54019943461272146 -0.10955746942946987 0.42364500424352247 0.17483659648420607 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9664 18926 7834 4058 10608 6176 5602 3318 5606 1163 2232 3577 8318 2495 2296 2025 2858 4432 1835 612 472 2155 3012 2446 1319 2065 704 5823 is_linear=0 shrinkage=0.1 Tree=10 num_leaves=31 num_cat=0 split_feature=65 70 69 64 69 64 69 70 66 64 66 64 70 69 64 56 66 56 56 70 69 66 11 66 69 58 32 66 60 66 split_gain=106788 43191 37656.9 26515.5 22054.7 20351.8 19411.7 25668.9 18330.3 16993.6 16419 13658.1 11802.2 28782.5 9296.99 8776.59 7653.26 7508.52 7453.51 6130.84 6195.55 6130.3 5745.2 5644.8 5411.54 5218.65 4752.64 5398.35 4646.11 4590.2 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 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2996 3422 1102 378 3941 1758 1188 1549 1374 175 771 8318 2495 819 2693 365 1308 3893 724 2393 is_linear=0 shrinkage=0.025 Tree=21 num_leaves=31 num_cat=0 split_feature=53 68 54 60 64 60 54 33 63 60 54 63 33 63 55 17 51 72 4 9 64 21 25 24 48 21 20 46 64 42 split_gain=22931.1 15627.6 9334.77 7696.55 7091.55 6746.46 7253.04 5102.48 5456.99 5001.07 4671.76 4560.6 4341.22 4219.93 4125.42 3999.71 7143.41 3785.99 3775.5 3647.86 3374.6 5147.9 4370.33 3335.74 3300.39 3841.68 3265.67 4043.2 3255.34 3187.69 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 2.5000000000000004 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 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threshold=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 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 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 4 3 6 28 19 23 -7 14 11 -11 -4 -10 -14 -6 17 22 -16 -19 -5 -21 -13 -17 25 -25 -1 -27 -12 -2 -24 right_child=1 -3 9 5 8 7 -8 -9 12 10 27 21 13 -15 15 16 -18 18 -20 20 -22 -23 29 24 -26 26 -28 -29 -30 -31 leaf_value=0.26075807494053777 0.034409603996658732 0.013648624973481117 -0.007382023928680698 0.055293960382153687 -0.045709105482479029 -0.12890892095199907 0.064186926915145756 -0.82939117050170896 -0.11910716296561684 0.06196282622675417 -0.17299169366710687 0.19276273597022209 -0.25186336032442147 -0.93224592664175576 0.35047006445323547 0.12137649203745687 -1.1938483913739524 0.063452090993523599 -0.46090140867012519 0.082268968480739099 -0.38227159035233588 -0.33291925724063604 -0.41153933571261636 0.73134969414449214 0.21718570213498817 0.14577475801457962 -0.25203379968578898 -0.57075538896800326 -0.042123999428185135 0.1634330187154853 leaf_weight=469 2659 11072 3041 3064 8079 202 2026 25 900 189 318 387 148 27 82 49 24 80 108 233 141 28 123 51 112 750 89 48 1877 23 leaf_count=469 2659 11072 3041 3064 8079 202 2026 25 900 189 318 387 148 27 82 49 24 80 108 233 141 28 123 51 112 750 89 48 1877 23 internal_value=0 -0.0182531 0.041252 0.0682458 -0.0431643 0.0239876 0.11463 -0.206055 -0.0647573 -0.00694788 -0.127381 0.0123926 -0.157807 -0.356837 -0.0530826 -0.174904 -0.31765 -0.0591209 -0.237772 0.0391766 -0.0928653 0.157295 -0.20981 0.184106 0.378059 0.159935 0.103576 -0.225157 0.00273994 -0.320961 internal_weight=0 25251 11173 7162 14179 3665 3497 227 9643 4011 555 3456 1075 175 8568 489 219 270 188 3438 374 415 195 1471 163 1308 839 366 4536 146 internal_count=36424 25251 11173 7162 14179 3665 3497 227 9643 4011 555 3456 1075 175 8568 489 219 270 188 3438 374 415 195 1471 163 1308 839 366 4536 146 is_linear=0 shrinkage=0.05 end of trees feature_importances: yellow=88 red=71 green=70 BON2=69 brown=68 BON5=65 BON4=62 BON8=55 BON1=50 grey=50 BON7=37 no_players=33 BON3=31 BON10=30 blue=24 x5_SCORE8=21 BON6=20 x0_SCORE2=16 x0_map1=16 BON9=15 x0_map2=14 x0_SCORE7=13 x2_SCORE2=13 x5_SCORE5=12 x2_SCORE1=11 x1_SCORE7=10 x2_SCORE3=10 x3_SCORE7=10 x0_SCORE6=9 x5_SCORE7=9 x3_SCORE1=8 x0_SCORE1=7 x1_SCORE2=7 x1_SCORE4=7 x2_SCORE5=7 x3_SCORE4=7 x3_SCORE5=7 x4_SCORE5=7 x5_SCORE2=7 x5_SCORE3=7 x1_SCORE3=6 x4_SCORE3=6 x4_SCORE8=6 x5_SCORE6=6 x5_SCORE9=6 x0_SCORE9=5 x1_SCORE1=5 x1_SCORE9=5 x2_SCORE7=5 x3_SCORE6=5 x3_SCORE8=5 x4_SCORE2=5 x4_SCORE7=5 x0_SCORE3=4 x0_SCORE4=4 x0_SCORE8=4 x1_SCORE8=4 x2_SCORE4=4 x2_SCORE8=4 x4_SCORE4=4 x0_SCORE5=3 x2_SCORE9=3 x3_SCORE3=3 x3_SCORE9=3 x4_SCORE6=3 x5_SCORE4=3 x0_map3=3 x1_SCORE6=2 x2_SCORE6=2 x3_SCORE2=2 x1_SCORE5=1 x4_SCORE9=1 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:[]