Spaces:
Sleeping
Sleeping
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] none [0:1] [0:1] [0:1] [0:1] [0:1] | |
tree_sizes=2812 2887 2869 2897 2913 2885 2883 2917 2869 2899 2908 2898 2905 2907 2890 2902 2913 2897 2911 2930 2918 2894 2876 2878 2917 2897 2905 2918 2880 2905 2911 2871 2885 2847 2927 2925 2876 2901 2873 2901 | |
Tree=0 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 64 64 69 69 60 69 58 54 62 69 54 58 35 37 55 67 11 13 61 18 9 67 73 3 61 55 60 9 57 | |
split_gain=301121 225196 39856.2 38883.6 23082.7 17827.1 17750.5 10717.6 9844.22 9229.54 9195.14 7220.62 6094.53 6931.69 6035.06 5841.14 5325.32 5216.03 5049.39 4875.04 4462.98 5711.83 4430.87 4022.5 4020.27 3843.93 3800.88 3745.01 4708.46 3700.8 | |
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 12 15 -2 11 9 22 29 -5 18 20 26 -1 24 25 -3 -18 21 -14 -7 -17 27 -8 -6 -9 -29 -4 | |
right_child=2 4 10 7 14 8 17 16 -10 -11 -12 -13 13 -15 -16 23 19 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 | |
leaf_value=98.51109710360474 96.5555619114009 96.568455767574406 96.035299420478623 97.510514521152047 96.604103363802395 97.9412841279361 95.703115227999703 97.451191421402612 97.478497995255054 97.597320446075116 94.811806882056004 96.877365459661036 96.926679065277554 97.5837661435841 95.436447248399901 97.913518314092599 97.278821267145148 95.339803153567857 95.768324446995209 97.707874993990586 96.397446283378187 96.424202182373747 98.654569627846342 98.588560146971886 97.875460453717011 96.184777817836093 96.076327899212856 97.132558079948822 96.219754468321568 95.508556688467436 | |
leaf_weight=325 1185 693 181 244 185 167 221 310 1230 372 163 688 1196 109 116 656 377 112 89 890 282 279 182 102 94 662 520 393 66 507 | |
leaf_count=325 1185 693 181 244 185 167 221 310 1230 372 163 688 1196 109 116 656 377 112 89 890 282 279 182 102 94 662 520 393 66 507 | |
internal_value=96.9361 97.2113 96.0675 97.5774 96.5681 97.8311 96.2941 97.326 97.6505 97.9439 95.4871 97.0431 96.7117 96.81 96.1048 98.1564 97.4497 95.9827 96.4774 97.5802 96.7619 96.8316 98.3133 98.0044 97.2581 96.0642 96.2148 97.1827 97.0013 95.6471 | |
internal_weight=0 9565 3031 6096 3469 3034 2180 3062 1951 721 851 932 2648 1866 821 1083 2130 995 782 1267 1757 1475 349 758 863 883 705 769 459 688 | |
internal_count=12596 9565 3031 6096 3469 3034 2180 3062 1951 721 851 932 2648 1866 821 1083 2130 995 782 1267 1757 1475 349 758 863 883 705 769 459 688 | |
is_linear=0 | |
shrinkage=1 | |
Tree=1 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 56 60 60 56 55 54 54 55 54 67 10 61 69 61 70 62 53 48 53 62 7 69 4 62 55 21 23 69 39 | |
split_gain=243908 60702.5 19587.9 18491.9 12932.3 11371.9 11157.3 10276.2 7638.04 7426.98 7164.22 8318 6604.56 6450.77 5321.42 5153.3 5122.55 4370.36 4643.26 4300.23 4285.39 4140.88 4087.94 4053.49 5150.71 4430.25 3923.07 3750.22 3590.2 4165.97 | |
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 8 23 21 20 26 16 -3 14 12 15 -8 -6 22 -12 -7 -9 27 -14 -4 -2 -10 25 -25 -1 -5 -19 29 -17 | |
right_child=4 2 5 6 13 7 10 17 9 -11 11 -13 19 -15 -16 28 -18 18 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 | |
leaf_value=0.9885609959841668 -0.35181599232635818 0.41946776696254029 0.22747841488192047 0.4730756711311962 -0.51577949837018855 0.18251575875868623 0.31210263772461661 -0.11164910655398863 1.0565676389025971 0.032288472921460122 0.25508250835590573 -0.22998343353880291 0.1453911198161994 -0.75125109221458253 0.23366475207318887 0.57004733521352247 -0.11004171180807261 -0.3186626460292401 -0.69740078059410815 -0.27844890975006747 0.0027669703295358861 0.12851468230901139 0.13897296574807938 0.77144520905992353 -0.22999851767222085 0.61391277600601235 0.98272527184402725 0.18221721467268359 0.98151239814696378 -0.15319821127061922 | |
leaf_weight=178 769 564 690 575 1325 532 260 729 71 1038 547 109 176 848 369 259 532 650 132 269 832 89 31 42 50 662 76 74 77 41 | |
leaf_count=178 769 564 690 575 1325 532 260 729 71 1038 547 109 176 848 369 259 532 650 132 269 832 89 31 42 50 662 76 74 77 41 | |
internal_value=0 0.165141 0.0426593 0.395427 -0.521141 -0.0405844 0.297169 -0.124024 0.210151 0.131917 0.208994 0.320813 0.0451529 -0.607671 0.351479 0.385788 0.036237 -0.231606 -0.333766 -0.110818 0.10464 -0.301991 0.777691 0.647291 0.227182 0.693303 0.532574 -0.267468 0.575431 0.471204 | |
internal_weight=0 9565 6244 3321 3031 4171 2389 2649 2073 1509 1738 1033 705 2173 471 924 1064 1585 856 445 1522 858 102 932 92 840 651 724 377 300 | |
internal_count=12596 9565 6244 3321 3031 4171 2389 2649 2073 1509 1738 1033 705 2173 471 924 1064 1585 856 445 1522 858 102 932 92 840 651 724 377 300 | |
is_linear=0 | |
shrinkage=0.0666667 | |
Tree=2 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 64 64 56 69 69 69 60 69 54 54 60 58 18 35 62 5 9 59 56 11 16 42 54 15 10 42 6 56 16 | |
split_gain=197566 177638 32611.8 32095 22153.5 17838.1 12942.9 11980.8 6817.84 6608.71 6082.69 6664.63 5057.66 4942.7 5337.2 4729.82 5027.97 4838.13 4599.31 4274.83 4230.04 4118.37 3869.92 3739.05 3674.85 3481.78 3322 3230.86 3182.34 3091.92 | |
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 7 10 13 29 -1 25 -6 18 21 -11 19 -15 16 23 -17 -5 -3 -8 -12 -13 24 -9 28 -19 -20 -4 -2 | |
right_child=2 5 8 4 9 -7 20 15 -10 12 11 22 -14 14 -16 17 -18 26 27 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
leaf_value=1.197074355268575 -0.22010123603604206 0.045676660542076794 -0.62494990041220122 1.2245138996629463 0.40249612216450137 -0.7555840177664559 -0.69107591150790493 1.5873685167331866 -1.8100509631670327 -0.24569230184482396 0.91385401520374665 0.19732954577723547 0.15842046606246124 -0.63393421119391014 0.72883485651785329 0.6378067760109607 0.17573818453065643 0.23817598829215225 0.75628132503217382 -0.25478004277009053 -1.3434463688039355 0.06712524407707593 0.9545462396584059 0.83476102161355792 0.31244416457635388 -1.729141220411188 -0.98183578508240843 -0.18369588688015939 -1.146015333124982 -0.74782306042409719 | |
leaf_weight=675 1061 684 158 227 644 821 883 139 163 484 370 603 860 394 31 709 91 110 426 1539 112 68 76 519 27 76 28 40 454 124 | |
leaf_count=675 1061 684 158 227 644 821 883 139 163 484 370 603 860 394 31 709 91 110 426 1539 112 68 76 519 27 76 28 40 454 124 | |
internal_value=0 0.222941 -0.70354 0.548032 0.36955 -0.348335 -0.498598 0.843016 -1.22854 0.139102 0.622662 0.478268 0.0128918 -0.222069 -0.534532 0.695765 0.874115 0.532365 0.855401 -0.162332 -0.764509 0.782398 0.282084 0.966892 1.38 -1.09077 -0.00936263 0.675597 -1.01149 -0.275323 | |
internal_weight=0 9565 3031 6096 3798 3469 2180 2298 851 1988 1810 1117 1344 2648 425 1623 776 847 693 2223 995 438 679 685 166 688 138 466 612 1185 | |
internal_count=12596 9565 3031 6096 3798 3469 2180 2298 851 1988 1810 1117 1344 2648 425 1623 776 847 693 2223 995 438 679 685 166 688 138 466 612 1185 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=3 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 64 65 64 65 67 65 54 56 60 37 16 56 56 54 56 56 5 33 49 60 54 42 50 19 50 58 24 49 61 | |
split_gain=160028 143887 61239.8 26415.6 18163.7 15783.5 13554.5 9223.75 9179.41 6705.96 5663.04 5584.74 5072.47 5015.91 6163.68 4695.81 4612.02 4335.59 4461.84 3660.43 3332.77 4044.73 4024.62 3610.24 3630.99 3606.72 3322.93 4309.68 3254.9 4459.83 | |
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 6 10 16 -2 15 -7 12 11 -3 -9 14 -6 -1 19 18 28 -4 23 25 -23 24 -10 -22 27 -5 -11 -30 | |
right_child=3 4 5 26 13 8 -8 9 20 17 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 21 22 -24 -25 -26 -27 -28 -29 29 -31 | |
leaf_value=1.2541913483291864 -0.22177709983751465 -0.041945693607027698 0.11962948532548522 -1.0774196996556029 0.30239252968420904 0.59835918781748532 -0.65769505188190525 1.1853992632616346 0.43545334507832256 0.70556240043218432 -0.45320656585891672 0.48982351378370548 0.64855372240952058 -0.51055730760077755 -0.36312422914433329 0.83527407072754978 -0.080814250117697065 0.0022952923030925935 -0.020183717272409196 0.68914903551880013 0.48508037607023491 -0.037086988291232567 0.54954965944329259 1.0117993798680032 -0.40149393580793369 -0.3120113355142099 -0.8280446175361118 -2.2873307049706364 0.74375986933708182 -0.37493694076935452 | |
leaf_weight=294 1419 1135 529 184 124 746 761 214 295 604 201 156 285 1415 438 505 1084 108 81 92 318 597 94 65 41 45 644 23 50 49 | |
leaf_count=294 1419 1135 529 184 124 746 761 214 295 604 201 156 285 1415 438 505 1084 108 81 92 318 597 94 65 41 45 644 23 50 49 | |
internal_value=0 0.167206 0.411024 -0.527655 -0.261251 0.21325 -0.373948 0.763766 0.360687 0.63415 -0.0417496 0.0223115 0.878784 -0.426905 -0.216284 0.989419 0.0229226 0.497297 0.565486 0.204003 0.238829 0.161036 0.042716 0.443303 0.333326 0.386267 -0.921404 -1.21185 0.632967 0.190061 | |
internal_weight=0 9565 6096 3031 3469 3906 2180 2190 2201 1391 1492 1291 499 1977 562 799 1705 892 784 621 1455 1054 691 401 336 363 851 207 703 99 | |
internal_count=12596 9565 6096 3031 3469 3906 2180 2190 2201 1391 1492 1291 499 1977 562 799 1705 892 784 621 1455 1054 691 401 336 363 851 207 703 99 | |
is_linear=0 | |
shrinkage=0.0833333 | |
Tree=4 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 64 56 64 54 55 56 45 6 15 72 35 55 9 28 72 39 18 51 67 50 16 63 31 62 9 62 51 24 58 | |
split_gain=129623 116548 21462.7 21396.6 10350.4 8025.06 4842.25 4492.07 4183.03 4776.35 4260.88 4088.68 4004.47 6253.37 4514.26 4708.33 4443.69 4325.75 5009.5 3809.57 5070.92 5037.1 3750.74 4901.3 3661.43 3552.91 3250.49 4450.48 4464.83 6533.82 | |
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 26 6 -4 11 7 -2 9 10 -8 -6 13 16 15 -15 -3 22 -19 21 -21 -7 -14 -24 -20 -25 27 28 -1 -30 | |
right_child=3 12 4 -5 5 19 8 -9 -10 -11 -12 -13 17 14 -16 -17 -18 18 24 20 -22 -23 23 25 -26 -27 -28 -29 29 -31 | |
leaf_value=0.43199588144146128 -0.12370953996627651 -0.041148083175222075 0.23196530264556073 -0.44227378191641625 0.20242008423224817 -0.022339138993321961 -0.31772643367602993 0.22088329265283982 -0.017186834250188594 -0.025256156299250695 -0.089979249723725022 -0.19582218127976719 -0.00032962382599738559 -0.2731437237933278 0.31712264459599893 -0.96381324639066979 0.25368483793937546 -0.22249289559844942 -0.94588870288413252 0.03013433437628351 0.3338729404951109 -0.40515780873448076 -0.1853018246637082 -0.06243857004309214 -0.24574582544962564 0.35910020809253551 0.2554198533007444 0.14213162314178596 -0.50810116630130331 0.33558306118053216 | |
leaf_weight=817 570 700 1337 851 894 524 992 86 173 165 194 54 366 128 21 23 118 350 36 785 126 78 1494 155 25 53 1234 156 25 66 | |
leaf_count=817 570 700 1337 851 894 524 992 86 173 165 194 54 366 128 21 23 118 350 36 785 126 78 1494 155 25 53 1234 156 25 66 | |
internal_value=0 0.0802587 0.197292 -0.253274 0.132423 0.078344 -0.179495 -0.0785343 -0.222954 -0.249303 -0.280473 0.179735 -0.125401 -0.0498378 -0.293433 -0.378345 0.00138283 -0.155577 -0.28727 0.0148152 0.0721443 -0.0719402 -0.129404 -0.15716 -0.658945 0.0449728 0.304503 0.361428 0.399104 0.103802 | |
internal_weight=0 9565 6096 3031 3798 2461 2180 656 1524 1351 1186 948 3469 990 172 151 818 2479 411 1513 911 602 2068 1702 61 208 2298 1064 908 91 | |
internal_count=12596 9565 6096 3031 3798 2461 2180 656 1524 1351 1186 948 3469 990 172 151 818 2479 411 1513 911 602 2068 1702 61 208 2298 1064 908 91 | |
is_linear=0 | |
shrinkage=0.0444444 | |
Tree=5 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 65 56 60 55 65 57 57 62 57 56 20 16 56 34 69 48 0 69 62 62 25 25 59 58 6 55 25 70 56 | |
split_gain=104994 50899 15717.7 13600.7 9450.82 9050.72 8748.74 7139.87 7314.96 6850.3 8087.13 6569.59 6157.65 5552.24 8955.73 4782.46 4650.86 5006.2 7340.23 4567.56 4260.57 5274.77 4876.81 5082.78 4669.32 4251.06 4349.52 4059.34 4016.75 6246.59 | |
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 -3 13 15 9 -4 -6 12 -2 25 -10 16 14 -1 -5 17 27 -19 -17 21 24 23 -22 -15 26 -11 28 29 -9 | |
right_child=5 2 6 4 7 -7 -8 8 11 10 -12 -13 -14 20 -16 19 -18 18 -20 -21 22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
leaf_value=0.56718479229517627 -0.066904978185495428 0.14269595783558217 0.058061668489026469 0.50046728665070361 0.29103653530695794 -0.50733023855872827 -0.15610253624087495 0.35738303057849408 -0.38461079298325301 0.34107938512088426 -0.44407288230377923 0.65628001954820414 0.74812749744092344 0.073046547003176018 1.5245291479590799 0.41674473062573869 -0.40141532826657389 0.21439750211826269 -1.0565868768427107 -0.071844863125080927 0.64252615778268063 1.1317852228511998 -0.47947065030656211 0.082492419272138365 0.57375510234080662 -0.69325576681567691 -0.1612007399335568 0.83974608665750949 0.36277137548745086 -0.4421609018560041 | |
leaf_weight=382 576 1929 1231 568 597 990 2723 80 265 102 1006 30 63 116 49 179 85 46 36 162 116 54 41 190 289 49 308 43 196 95 | |
leaf_count=382 576 1929 1231 568 597 990 2723 80 265 102 1006 30 63 116 49 179 85 46 36 162 116 54 41 190 289 49 308 43 196 95 | |
internal_value=0 0.108349 -0.0133151 0.302741 0.211605 -0.34192 -0.0894267 0.110775 -0.00383274 -0.261687 -0.338271 -0.278757 0.122103 0.482878 0.676024 0.381984 0.0542211 0.132304 -0.343596 0.184629 0.379595 0.512865 0.203309 0.294793 0.430342 -0.106382 -0.0362432 0.226564 0.155495 -0.0766551 | |
internal_weight=0 9565 5883 3682 2445 3031 3954 1536 939 2041 1465 295 644 1237 431 909 581 496 82 341 806 459 347 306 405 459 410 414 371 175 | |
internal_count=12596 9565 5883 3682 2445 3031 3954 1536 939 2041 1465 295 644 1237 431 909 581 496 82 341 806 459 347 306 405 459 410 414 371 175 | |
is_linear=0 | |
shrinkage=0.0666667 | |
Tree=6 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 66 65 66 65 65 54 56 57 10 56 62 61 37 53 54 6 25 57 55 43 34 57 56 9 19 37 56 14 1 | |
split_gain=96021.7 77576.4 40418.3 22559.6 11684.9 9134.05 7158.78 6447.77 5367.48 4718.37 4636.53 4560.87 7078.18 4508.14 4372.51 4285.75 4096.37 4278.99 3941.31 3916.12 3673.98 3498.25 3490.97 5223.03 3484.81 3449.55 3389.32 3260.48 4168.33 4246.64 | |
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 6 4 13 -3 9 -4 -6 27 15 -8 20 21 18 -10 17 -16 -14 -20 -13 -2 -5 -24 26 -12 -17 -1 29 -29 | |
right_child=3 5 7 22 8 -7 11 -9 10 -11 25 12 14 -15 16 24 -18 -19 19 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31 | |
leaf_value=1.3346859128091688 0.067834857355961564 -0.16259378418746426 0.36486162177669246 -0.49300229418323216 -0.15927283964042099 -0.5920079942036337 0.72506976982183535 0.095487759938825245 0.29224954513165186 0.27863857119940638 -0.71611901053711691 0.61834275333844513 1.1968626144139662 -0.49823621775380417 -0.25910374623500804 -0.44615260828215048 0.97320651376531231 -1.6819303216842507 0.77821249424080774 -0.68788740258467829 1.8633779715608669 -0.46492870551250554 -0.48582978498409779 -1.1330081970422952 -1.2659468585794622 -0.11476045197972627 0.53186726337525903 0.88756016107720592 0.08159871346184186 1.9295722851699051 | |
leaf_weight=258 1153 1419 1367 213 539 761 891 2539 106 89 879 194 46 201 113 261 21 26 35 38 27 138 170 468 44 107 41 352 56 44 | |
leaf_count=258 1153 1419 1367 213 539 761 891 2539 106 89 879 194 46 201 113 261 21 26 35 38 27 138 170 468 44 107 41 352 56 44 | |
internal_value=0 0.19948 0.382569 -0.382153 -0.268968 -0.312495 0.726451 0.189762 -0.428406 0.965006 -0.529284 0.589424 0.347703 -0.0577024 0.0128381 -0.264076 -0.328572 -0.525244 0.471877 0.0150372 0.770451 0.0108857 -0.843535 -0.960563 -0.434511 -0.65086 -0.313375 1.05104 0.889141 1.00334 | |
internal_weight=0 8276 6096 4320 3469 2180 2190 3906 1977 799 1438 1391 500 1492 279 452 160 139 119 73 221 1291 851 638 346 986 302 710 452 396 | |
internal_count=12596 8276 6096 4320 3469 2180 2190 3906 1977 799 1438 1391 500 1492 279 452 160 139 119 73 221 1291 851 638 346 986 302 710 452 396 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=7 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 60 57 69 67 55 61 59 57 13 34 52 55 45 58 39 61 63 15 17 50 67 20 24 62 51 1 37 55 63 | |
split_gain=118510 27239.4 15436.3 10140.8 9296.04 7047.46 6261.86 5276.47 5319.63 4662.09 5667 4566.68 4524.37 4152.9 4126.15 4474.64 3695.06 3630.59 3414.4 3412.56 3395.09 3357.67 3652.79 3207.07 3192.91 5105.21 6077.76 3874.98 4290.9 3820.11 | |
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 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 2.5000000000000004 | |
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 12 14 6 -1 9 16 11 10 13 18 19 -4 15 -2 -7 21 -9 -3 -8 -10 -23 -18 25 29 27 28 -27 -6 | |
right_child=3 2 4 -5 24 7 20 8 17 -11 -12 -13 -14 -15 -16 -17 23 -19 -20 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31 | |
leaf_value=0.11416311491847012 -0.12383274830726473 0.07475085302544314 -0.014760785267799479 -0.12958644695819135 0.03211785146211367 0.16592716239783248 -0.054064698910400423 0.082752960086578412 -0.01675707783201582 0.11691150284122402 -0.15918883437263792 -0.10068800016945484 0.031388476445110738 0.13444704824480519 -0.050936157018977142 0.017144271603750962 0.05767152353519682 0.15437991769058898 0.22396497256869888 0.2340966400504112 -0.14393217955423773 0.054867103842308473 -0.10350522717291659 0.19768585496478611 -0.0085887948776384535 0.11178196734852261 -0.28899885819126397 0.18575199375981868 -0.09715987780189092 0.15245340178824132 | |
leaf_weight=761 476 560 486 1158 1211 159 826 399 531 82 69 34 1533 58 1325 72 417 53 54 40 136 502 44 51 1283 36 26 23 113 78 | |
leaf_count=761 476 560 486 1158 1211 159 826 399 531 82 69 34 1533 58 1325 72 417 53 54 40 136 502 44 51 1283 36 26 23 113 78 | |
internal_value=0 0.028778 0.00974202 -0.0908154 -0.00800435 0.0703341 -0.0392307 0.0554705 0.0395562 -0.00111237 -0.0169002 0.085604 0.0465743 0.0011474 -0.0668449 -0.10531 0.0965126 0.0197108 0.0995862 0.0853739 -0.0667695 0.0130836 0.0421045 0.0729295 0.0106751 0.0272962 -0.0514979 -0.0155966 -0.0466773 0.0393996 | |
internal_weight=0 9565 6560 3031 4427 3005 1657 2244 1617 695 613 487 2133 544 1873 548 627 1130 453 600 962 1077 546 468 2770 1487 198 172 149 1289 | |
internal_count=12596 9565 6560 3031 4427 3005 1657 2244 1617 695 613 487 2133 544 1873 548 627 1130 453 600 962 1077 546 468 2770 1487 198 172 149 1289 | |
is_linear=0 | |
shrinkage=0.0166667 | |
Tree=8 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 66 65 66 69 67 69 69 65 65 65 60 69 62 69 63 54 67 48 25 37 5 63 60 39 54 24 37 63 62 | |
split_gain=77940.5 69645.9 35360 20710 14437 12163.7 11410 10888.9 8390.29 7570.76 5883.42 5831.82 5328.92 5200.7 5065.24 4737.26 4510.16 4215.38 5082.84 4246.62 4025.35 3895.82 3872.53 3859.5 4547.57 5646.08 3772.26 3762.54 4296.99 3756 | |
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 6 4 8 23 11 9 15 27 20 -1 -5 16 22 -2 -13 18 -11 -19 -6 -18 29 24 -4 -26 -15 -3 -29 -7 | |
right_child=3 7 5 12 10 14 -8 -9 -10 17 -12 13 -14 26 -16 -17 21 19 -20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31 | |
leaf_value=1.1513604489762328 0.55094400660662113 0.198981779028402 0.26842553434011884 -0.66455944927577149 -0.23768150327061971 1.38743273703491 0.41909511261192817 -0.54928046214146231 -0.2663219109950587 -0.0045421917530068436 -0.89273767491273925 1.2899440745024082 -1.3004704721957629 0.49473190113706877 0.18822017940539865 -0.0020454382478358167 0.7825357926614358 -0.57259954898539245 -1.3823699975013735 -1.9189815759658815 -1.1247085265688976 -0.40249005517651959 0.3922096144514956 -0.14558991214867231 0.76013512241840364 -1.0200588816596616 -0.61994995083127702 -1.6707798952641697 -0.092486108429190042 0.52721313389520796 | |
leaf_weight=477 189 610 562 688 385 85 971 995 1600 249 377 183 163 229 1189 859 264 177 30 27 59 31 801 1056 25 62 35 23 69 126 | |
leaf_count=477 189 610 562 688 385 85 971 995 1600 249 377 183 163 229 1189 859 264 177 30 27 59 31 801 1056 25 62 35 23 69 126 | |
internal_value=0 0.17972 0.353198 -0.344297 -0.235852 0.172859 0.674844 -0.30538 -0.12226 -0.100587 -0.602226 0.878561 -0.786361 0.703191 0.328176 0.0976826 0.899941 -0.40531 -0.152696 -0.750797 -0.355552 0.658008 0.492609 -0.0276411 0.164276 -0.508509 0.346952 0.109073 -0.48706 0.873747 | |
internal_weight=0 8276 6096 4320 3469 3906 2190 2180 2648 1185 821 1219 851 742 2201 1048 478 483 279 204 444 295 1012 1705 649 87 264 702 92 211 | |
internal_count=12596 8276 6096 4320 3469 3906 2190 2180 2648 1185 821 1219 851 742 2201 1048 478 483 279 204 444 295 1012 1705 649 87 264 702 92 211 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=9 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 66 65 66 69 67 69 69 65 65 57 70 65 10 16 69 57 69 62 1 15 63 22 62 63 73 52 40 67 3 | |
split_gain=63131.8 56413.2 28641.6 16775.1 11694 9852.57 9242.11 8820.03 6796.13 6132.32 5860.2 4765.96 4765.57 4693.86 4640.5 4316.43 4239.49 4102.85 4081.01 5008.16 3941.22 3837.18 3693.79 3952.33 3535.39 3478.23 4085.82 3449.26 3414.46 5055.25 | |
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 1.5000000000000002 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 6 4 8 10 13 9 21 11 18 14 -6 -1 -3 -5 24 20 19 -4 -7 -2 23 -8 -10 26 -13 -18 29 -11 | |
right_child=3 7 5 15 12 17 22 -9 16 28 -12 25 -14 -15 -16 -17 27 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
leaf_value=0.85733044739004838 0.49584960417141999 0.53290622175442726 0.112951231379258 -0.5981034995706449 -0.31999699132902937 0.37549164639796179 0.4849102621829034 -0.49435241233417071 0.37014002545215824 0.031599523913872683 -0.15007171984618795 -0.13559016472216787 -0.80346390984320049 0.21275795830620661 -0.8670652490395766 -1.1704234233754545 -0.26897876667564796 0.16939815750143503 0.48195409063464062 -1.2578595557520469 1.0172761329284339 -0.001840894421230789 0.91195263666541959 0.048205192348895934 -0.20793045223566631 0.64329015807463574 -1.4147827490612315 -0.75896253791593371 -0.67571744943658518 -1.2094047609128451 | |
leaf_weight=1093 189 265 190 688 444 905 506 995 177 241 1171 332 377 126 26 163 992 1189 313 31 107 859 114 351 263 52 27 168 204 38 | |
leaf_count=1093 189 265 190 688 444 905 506 995 177 241 1171 332 377 126 26 163 992 1189 313 31 107 859 114 351 263 52 27 168 204 38 | |
internal_value=0 0.161748 0.317878 -0.309868 -0.212267 0.155573 0.607359 -0.274842 -0.110034 -0.0905281 -0.024877 0.0981659 -0.542003 0.790705 0.407823 -0.707725 -0.23969 0.295358 0.249661 -0.0793344 0.443348 0.0879144 0.377186 0.30605 0.0246115 -0.12108 -0.231797 -0.339942 -0.364779 -0.137426 | |
internal_weight=0 8276 6096 4320 3469 3906 2190 2180 2648 1185 1705 702 821 1219 291 851 1600 2201 534 221 1012 1048 971 857 440 411 359 1160 483 279 | |
internal_count=12596 8276 6096 4320 3469 3906 2190 2180 2648 1185 1705 702 821 1219 291 851 1600 2201 534 221 1012 1048 971 857 440 411 359 1160 483 279 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=10 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 66 65 66 69 69 69 56 56 65 65 60 10 72 34 70 65 16 35 69 1 55 21 65 2 49 29 60 50 16 | |
split_gain=51136.8 45694.7 23199.7 13587.8 9472.13 7486.11 7144.22 6827.22 6669.19 5504.87 4967.18 4685.87 4704.72 4155.65 4148.97 3860.42 3860.11 3758.8 3633.6 3496.3 3473.56 3451.94 3610.17 3390.19 3305.71 3265.47 3231.07 3165.93 4658.52 3077.98 | |
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 4 9 11 10 -4 14 24 15 -1 13 21 25 17 -6 -3 -11 -5 26 22 -13 -8 29 -7 -10 28 -9 -2 | |
right_child=3 6 7 19 16 8 23 27 20 18 -12 12 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
leaf_value=0.63744455838613701 0.048164492536764275 0.319743725875826 0.21346267197291116 -0.35886210296694476 -0.19199819138047058 0.42751075126364962 -0.219986117895483 0.072016678264086281 -0.033214362603581807 -0.16975394005378089 -0.21886741073475605 0.59878568017953326 -0.10021292756474209 0.051522072239288126 0.98265430765387463 -0.07264814570920794 -0.48207834323721582 -0.52023916213940358 0.24528775796666741 -0.70225404470793307 0.56421528906457952 0.36695874094540343 1.3746952033812001 -0.49423864440416265 -0.28783773757011843 -0.22896298692937483 0.47242006574136514 -0.023672894520982177 0.52874138906382129 0.41374063050305404 | |
leaf_weight=477 818 265 1367 688 444 296 717 725 459 1500 483 190 84 108 54 411 377 26 100 163 60 329 31 278 113 38 64 1699 115 117 | |
leaf_count=477 818 265 1367 688 444 296 717 725 459 1500 483 190 84 108 54 411 377 26 100 163 60 329 31 278 113 38 64 1699 115 117 | |
internal_value=0 0.0970489 0.190727 -0.185921 -0.12736 0.364416 -0.164905 0.0933437 0.226311 -0.0660202 -0.0543169 0.474423 0.369624 0.429603 0.440479 0.0588995 -0.325202 0.244694 -0.143814 -0.424635 0.0837777 0.503844 0.707624 -0.296611 0.0527486 0.352822 0.0286606 0.0286716 0.134544 0.0939104 | |
internal_weight=0 8276 6096 4320 3469 2190 2180 3906 971 2648 1185 1219 742 658 388 702 821 291 1600 851 583 550 221 995 1048 334 523 2539 840 935 | |
internal_count=12596 8276 6096 4320 3469 2190 2180 3906 971 2648 1185 1219 742 658 388 702 821 291 1600 851 583 550 221 995 1048 334 523 2539 840 935 | |
is_linear=0 | |
shrinkage=0.0666667 | |
Tree=11 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 64 65 64 56 56 65 65 34 62 54 60 55 9 54 60 31 34 50 59 54 31 55 60 10 35 58 5 31 8 | |
split_gain=68323 66814.8 24068 12324 8835.97 6886.23 6860.72 6382.65 5800.43 4750.27 4451.78 4398.5 4289.83 6618.67 4100.34 3982.58 4585.89 4074.48 3925.28 3817.84 3785.14 3794.34 4516.8 3447.77 3629.95 3343.56 5056.27 3313.7 3691.12 3286.03 | |
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 7 -4 8 12 -2 14 -10 -6 18 13 19 -1 16 -14 -17 29 -3 -7 22 -22 -16 27 -8 -27 28 -25 -12 | |
right_child=3 6 4 -5 10 20 25 -9 9 -11 11 -13 15 -15 23 17 -18 -19 -20 -21 21 -23 -24 24 -26 26 -28 -29 -30 -31 | |
leaf_value=0.34587716972701765 -0.054146041789056902 0.31149623251139891 0.12889201872802905 -0.24548812185790239 0.087001230287177572 0.21840927724200898 -0.12453162069749876 -0.17379917294615935 0.6464292841222552 0.22945662161785793 0.010546019629419479 -0.04739520565056534 -0.0099851029508053538 -0.20974977500509562 0.30009060097516327 -0.075297230471472784 0.36975494931141539 -0.33020805226096622 0.28178339707354705 0.063722688353498896 0.17328415965874411 0.28638968711334561 -0.0047591532584693695 0.24067576575719893 -0.18887291760058017 -0.40573631662224963 0.16692150217016966 -0.14724246889352799 -0.11541783958002254 0.35384844210412769 | |
leaf_weight=252 1419 89 1367 851 832 505 1863 761 75 51 506 1088 303 82 187 590 40 79 80 309 274 105 375 257 37 21 93 35 37 33 | |
leaf_count=252 1419 89 1367 851 832 505 1863 761 75 51 506 1088 303 82 187 590 40 79 80 309 274 105 375 257 37 21 93 35 37 33 | |
internal_value=0 0.0437015 0.11016 -0.13791 0.0605659 0.198615 -0.0730851 -0.0959149 0.267351 0.477655 0.023779 -0.00703575 -0.0191241 0.0629458 0.234434 -0.0580505 0.0342995 -0.105399 0.063903 0.119129 0.147786 0.100486 0.0704086 0.18365 0.124157 -0.113808 0.0614319 0.159361 0.195861 0.0315645 | |
internal_weight=0 9565 6096 3031 3906 2190 3469 2180 931 126 2539 1707 1492 480 805 1012 343 669 619 398 1259 754 649 553 366 1977 114 329 294 539 | |
internal_count=12596 9565 6096 3031 3906 2190 3469 2180 931 126 2539 1707 1492 480 805 1012 343 669 619 398 1259 754 649 553 366 1977 114 329 294 539 | |
is_linear=0 | |
shrinkage=0.0333333 | |
Tree=12 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 56 69 69 57 60 26 57 45 56 62 54 37 33 50 22 54 55 70 57 3 67 67 16 41 7 0 2 60 28 | |
split_gain=45710.9 20677.2 13124.4 10188.6 5504.37 5374.85 5296.93 5171.7 5953.14 5138.33 4883.21 4738.39 4533.24 4500.39 4662.16 4005.06 4000.15 5747.29 4208.32 3651.54 3665.04 3515.88 3515.04 4804.85 3486.13 3842.31 4775.73 3462.31 3409.21 3804.53 | |
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 16 4 6 -1 13 -7 10 15 -9 -4 -5 14 -2 -6 -3 -18 -19 20 -13 27 23 -21 28 26 -26 -12 -11 -30 | |
right_child=3 2 11 12 9 7 -8 8 -10 24 21 19 -14 -15 -16 -17 17 18 -20 22 -22 -23 -24 -25 25 -27 -28 -29 29 -31 | |
leaf_value=0.56378470745536369 0.13974738586694002 0.34090595165639731 0.062515449193184011 -0.46085044686530047 -0.13361582330271471 0.51207314633846435 1.0151789824167887 0.28204875326119011 0.64793249537411346 -0.21071834183248228 -0.27627363543825106 -0.10663855951856178 -1.0847016051742766 -0.67206275368831603 -0.57827706445868199 0.56290589095430177 0.31120472979329539 -0.37287543127942124 0.071508279307422123 -0.41502829193547885 0.69866338980103304 0.060527493301649388 -0.18756453307803217 -1.3775159296342883 -0.38212380760360043 1.0089415380731226 0.89809494197368633 -1.4465956630377934 -0.60838293352545325 0.084229091216217397 | |
leaf_weight=840 693 966 838 849 678 604 51 634 219 486 197 549 135 98 104 94 669 311 677 429 63 431 761 59 174 32 35 29 803 88 | |
leaf_count=840 693 966 838 849 678 604 51 634 219 486 197 549 135 98 104 94 669 311 677 429 63 431 761 59 174 32 35 29 803 88 | |
internal_value=0 0.137634 0.0198722 -0.263671 -0.180264 0.349796 0.0239071 0.264767 0.165845 -0.261078 0.0840659 -0.134938 -0.54644 -0.0325788 0.0460529 -0.0488062 0.179168 0.084878 -0.0683736 -0.223851 -0.0237398 -0.106986 -0.321903 -0.531395 -0.36236 -0.0114942 -0.167733 -0.426448 -0.423768 -0.539977 | |
internal_weight=0 8276 5322 4320 3336 2954 946 2114 1510 2390 1291 2699 984 895 797 772 2623 1657 988 1861 612 657 1249 488 1618 241 209 226 1377 891 | |
internal_count=12596 8276 5322 4320 3336 2954 946 2114 1510 2390 1291 2699 984 895 797 772 2623 1657 988 1861 612 657 1249 488 1618 241 209 226 1377 891 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=13 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=56 57 55 54 54 57 57 38 55 67 10 55 61 59 48 10 61 33 67 44 37 62 15 69 18 59 72 46 63 61 | |
split_gain=25548.2 14906.6 8657 10141.8 8547.9 4907.18 4018.19 4922.6 5951.95 4657.4 6765.17 3931.7 5248.39 4928.46 3797.48 9066.53 5734.08 5182.45 3764.99 3686.51 3677.51 3604.75 3356.72 3306.93 4462.69 3244.19 3351.06 3099.94 3858.31 3011.75 | |
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=4 11 21 18 5 20 7 8 -6 29 -11 -2 13 -13 17 19 -17 -5 -4 -16 -1 -3 -14 -15 -25 -20 -27 28 -12 -8 | |
right_child=1 2 3 14 6 -7 9 -9 -10 10 27 12 22 23 15 16 -18 -19 25 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31 | |
leaf_value=0.85380308247742687 0.24541641421747518 0.095523257264991002 -0.21496104462600052 -0.25843772961963651 0.63210224656340408 0.28491459233554622 0.11676593661610027 0.76225471508763465 0.051616393949113937 0.20869085547687899 -1.631398921684613 0.6681670447921052 -0.11726163772406162 0.27041356614648715 -0.54322222132842968 -2.7835185309251154 -0.81192212729226965 -0.70982078511503899 0.30881688234304527 0.52298965771993 -0.30893096564308048 -0.12727186092880075 0.28201671435411679 -0.013613569458910063 -1.205180843289082 0.038164109477184266 -0.50468498009600138 0.44708098363185278 -0.36851667538876576 -0.19359729244312207 | |
leaf_weight=188 718 967 627 1788 156 825 321 115 574 1180 21 136 1227 273 227 20 21 196 247 25 21 1054 166 136 26 468 95 23 84 671 | |
leaf_count=188 718 967 627 1788 156 825 321 115 574 1180 21 136 1227 273 227 20 21 196 247 25 21 1054 166 136 26 468 95 23 84 671 | |
internal_value=0 -0.0836258 -0.159465 -0.234991 0.168432 0.376288 0.100094 0.255497 0.175665 0.0430006 0.146272 0.0785426 0.0175368 0.230311 -0.344387 -0.624428 -1.77368 -0.30303 -0.0616472 -0.437447 0.736973 -0.0206697 -0.0696807 0.0934178 -0.204853 0.057029 -0.0534356 -0.429156 -0.621093 -0.0931673 | |
internal_weight=0 8417 5735 3714 4179 1034 3145 845 730 2300 1308 2682 1964 571 2277 293 41 1984 1437 252 209 2021 1393 435 162 810 563 128 105 992 | |
internal_count=12596 8417 5735 3714 4179 1034 3145 845 730 2300 1308 2682 1964 571 2277 293 41 1984 1437 252 209 2021 1393 435 162 810 563 128 105 992 | |
is_linear=0 | |
shrinkage=0.0833333 | |
Tree=14 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 64 65 67 64 69 63 69 35 69 58 56 56 54 55 65 34 11 57 70 71 63 52 37 24 70 62 1 65 1 | |
split_gain=44478.7 35937.4 17252.7 7605.83 6365.21 6319.99 5535.54 5406.43 5327.15 5090.1 4625.37 4144.87 3972.15 3871.01 4506.33 3735.18 3418.99 3383.18 3373.15 3155.8 4231.08 5467.95 4232.93 3394.76 3138.44 3087.03 3081.8 3967.76 3040.15 2973.35 | |
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 18 9 6 10 13 -8 15 -3 16 -10 24 -15 19 -9 -11 26 23 21 -21 -22 -2 -1 -26 27 -4 -7 -13 | |
right_child=4 5 3 -5 -6 28 8 11 12 17 -12 29 -14 14 -16 -17 -18 -19 -20 20 22 -23 -24 -25 25 -27 -28 -29 -30 -31 | |
leaf_value=0.6931904490048002 0.32276416112089512 -0.20287756905999296 0.045773630357886619 0.1866385175824091 -0.42431857930159811 -0.16219265675549774 -0.13503200879698263 0.32589684179342704 1.026092490412899 -0.25827006044552903 0.32588031347171814 0.0416915822550857 0.089954928563135431 0.57483319160497648 0.19628661606652748 -0.23797113388857766 0.96911130638586163 -0.69583830615239495 -0.095621395263737433 -0.64248417802155022 -0.17720425334659903 0.53126163699846607 -1.2601713383739646 -0.42917003047007785 0.53348265036064035 -0.62306526856763023 0.28322886394414182 -0.86933464032988383 -0.45180566660165594 0.59912424262613062 | |
leaf_weight=435 252 129 190 2201 851 444 2066 334 37 883 334 523 82 302 427 483 54 112 1171 29 263 97 22 39 34 21 313 31 377 60 | |
leaf_count=435 252 129 190 2201 851 444 2066 334 37 883 334 523 82 302 427 483 54 112 1171 29 263 97 22 39 34 21 313 31 377 60 | |
internal_value=0 0.0793362 0.189002 0.0945256 -0.250363 -0.113377 -0.0570097 0.357507 -0.106927 -0.182457 0.178559 0.225472 0.381023 0.462679 0.353106 -0.0774424 0.415416 -0.307524 -0.0243838 0.0330068 -0.100798 0.261114 -0.260802 0.221989 0.625698 0.0918916 0.131832 -0.08259 -0.295182 0.0990603 | |
internal_weight=0 9565 6096 3906 3031 3469 2648 2190 2185 2180 463 971 119 1219 729 1185 388 995 1705 702 411 126 285 291 490 55 534 221 821 583 | |
internal_count=12596 9565 6096 3906 3031 3469 2648 2190 2185 2180 463 971 119 1219 729 1185 388 995 1705 702 411 126 285 291 490 55 534 221 821 583 | |
is_linear=0 | |
shrinkage=0.075 | |
Tree=15 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=60 57 57 63 22 55 3 24 47 2 65 31 49 65 5 40 45 11 55 62 20 61 65 48 3 63 25 55 46 37 | |
split_gain=16975.5 11136.6 5389.88 5826.08 4537.69 3943.22 4925.13 4591.35 4162.75 5204.74 3808.5 3454.48 4139.4 3408.3 3038.72 2965.99 2949.2 2913.12 2872.66 2999.68 4682.04 3376.34 3316.5 2856.06 3004.22 3130.62 3008.06 2832.28 4662 3140.35 | |
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=2 13 4 18 -1 10 7 8 17 -10 16 27 14 -2 -13 -9 -3 -7 -4 20 21 -20 -23 -15 25 -25 -27 28 -5 -29 | |
right_child=1 5 3 11 -6 6 -8 15 9 -11 -12 12 -14 23 -16 -17 -18 -19 19 -21 -22 22 -24 24 -26 26 -28 29 -30 -31 | |
leaf_value=0.23422776020242309 0.10217076642608101 0.020100906583473237 0.39117707520851802 0.14304374784297316 -0.085894115979317578 -0.11019803152503389 0.055074218854693192 -0.33192577754603109 -0.034284220175346831 0.45144123618419352 -0.085731276218182481 0.3482908563379617 -0.36692355701635626 0.020255300292218351 -0.15932718004499163 0.02917220408319315 0.30643382383324208 -0.28058692029853194 0.76517329114239396 0.007046975615349684 -0.40445474494587297 -0.047020584669980138 0.47690682197684675 0.10590803755654231 0.26940875714644791 -0.47445556750071466 0.17587564034121378 -0.06358038562096606 -0.33017571157422565 0.15012955406898171 | |
leaf_weight=819 1320 893 145 507 128 2271 416 376 364 65 1114 187 29 1255 35 67 100 282 41 220 22 55 67 45 32 116 21 1349 58 197 | |
leaf_count=819 1320 893 145 507 128 2271 416 376 364 65 1114 187 29 1255 35 67 100 282 41 220 22 55 67 45 32 116 21 1349 58 197 | |
internal_value=0 -0.0385763 0.0873391 0.0536413 0.190959 -0.0772311 -0.107383 -0.127115 -0.104802 0.0393105 -0.0222644 0.0195139 0.194873 0.0438613 0.268261 -0.277313 0.048936 -0.129019 0.200203 0.13183 0.28022 0.37263 0.24071 -0.00853377 -0.177367 -0.255921 -0.37477 -0.00133654 0.0944655 -0.0363483 | |
internal_weight=0 8737 3859 2912 947 5948 3841 3425 2982 429 2107 2362 251 2789 222 443 993 2553 550 405 185 163 122 1469 214 182 137 2111 565 1546 | |
internal_count=12596 8737 3859 2912 947 5948 3841 3425 2982 429 2107 2362 251 2789 222 443 993 2553 550 405 185 163 122 1469 214 182 137 2111 565 1546 | |
is_linear=0 | |
shrinkage=0.05 | |
Tree=16 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 64 65 67 64 69 69 63 35 69 60 62 34 55 5 18 62 72 37 65 67 3 18 48 67 29 41 65 65 52 | |
split_gain=36045.5 28727.2 12919.5 6466.25 5056.12 5026.3 4270.19 4255.39 4248.6 4052.69 3839.83 4160.38 3581.1 4247.59 3335.31 3288.79 2952.56 2907.82 2892.01 2824.69 2871.1 4244.27 2803.84 3007.51 7614.87 3139.66 2899.99 2854.27 2688.18 2665.05 | |
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 6 29 9 7 10 15 22 19 -1 14 13 -13 -12 17 -8 -3 28 -2 21 -21 23 -9 27 -26 -24 -25 -7 -4 | |
right_child=4 5 3 -5 -6 18 16 8 -10 -11 11 12 -14 -15 -16 -17 -18 -19 -20 20 -22 -23 26 24 25 -27 -28 -29 -30 -31 | |
leaf_value=0.51091090459597854 0.022126513670980466 0.30356702443668115 0.0044558997528735926 0.1534633842893097 -0.33815221512493931 -0.064352286356739161 0.27324932256612383 -0.040208869886594924 0.30345363404278325 -0.24573972482777123 0.44530324954090877 0.45879850247786158 -0.62968932072321571 -0.11228375138777481 -0.13527928887704879 -0.27207924177249271 0.037055029700199762 -0.16069760419226981 -0.54225165970709144 0.054898458148351516 -0.37742274583506041 -0.70317606434487467 -0.21767217182597748 0.83209232949849332 -0.78948987450761088 0.12258180387318136 -0.86811285603280164 -0.051778227235040365 -0.32582521897119787 -0.30960320685154358 | |
leaf_weight=477 702 316 1575 2201 851 385 571 1531 119 995 429 105 30 129 49 73 400 74 116 241 204 38 293 22 104 20 34 62 320 130 | |
leaf_count=477 702 316 1575 2201 851 385 571 1531 119 995 429 105 30 129 49 73 400 74 116 241 204 38 293 22 104 20 34 62 320 130 | |
internal_value=0 0.0634846 0.15064 0.0779679 -0.20034 -0.0896712 0.280254 -0.044988 -0.0838911 -0.146542 0.363338 0.26847 0.0560551 0.143971 0.385787 0.138604 0.17595 0.215476 -0.233789 -0.0632503 -0.187338 -0.0483518 -0.106202 -0.072524 -0.310382 -0.642382 -0.285302 0.179712 -0.183035 -0.01949 | |
internal_weight=0 9565 6096 3906 3031 3469 2190 2648 2185 2180 1219 742 264 234 478 463 971 390 821 1185 483 279 2066 1739 208 124 327 84 705 1705 | |
internal_count=12596 9565 6096 3906 3031 3469 2190 2648 2185 2180 1219 742 264 234 478 463 971 390 821 1185 483 279 2066 1739 208 124 327 84 705 1705 | |
is_linear=0 | |
shrinkage=0.0666667 | |
Tree=17 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 69 60 69 70 59 8 65 54 55 57 55 63 60 10 9 59 73 61 70 44 67 62 45 41 45 52 60 23 67 | |
split_gain=23025.7 10520.9 5863.5 5186.09 4735.41 4818.44 4592.91 4577.6 5235.26 4355.26 4273.87 4597.9 4181.96 4395.3 4574.88 4330.92 4149.41 6845.29 4029.6 3668.45 3653.89 3647.27 3582.21 3501.06 3481.31 5026.82 3459.54 3397.27 3343.14 6312.52 | |
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 7 -2 -4 5 20 10 8 -1 -10 11 -7 13 15 22 -9 18 -18 -11 23 -3 -12 -15 -14 27 -26 -13 -6 -29 -30 | |
right_child=2 4 3 -5 24 6 -8 12 9 16 21 26 19 14 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 28 29 -31 | |
leaf_value=0.53004044650741733 -0.0010003070886197844 0.20655590195529508 -0.18748041263765702 -0.49026812157363342 0.026680677786132714 0.68192874543195547 0.61443917876198184 0.5915198870879762 0.42581321937731031 0.72255590583072671 -0.46217147323415375 0.081398117536102071 -0.21287948802468326 0.68099937812141753 -1.1703228925665221 2.0485719754671057 -0.33257653265344828 0.91783395028114334 -0.011715250003796357 0.16009339297230096 1.0507948580655186 -0.067928510106717938 -0.090880276451981268 0.43540029060095553 0.028745842595749044 1.5474372291564942 -0.99697625245898969 -0.42536835108004828 -0.40437519489104545 1.1153930259305378 | |
leaf_weight=743 1216 755 2360 744 354 129 105 136 473 134 323 423 630 115 24 24 352 50 169 1147 55 858 126 96 170 25 32 710 75 43 | |
leaf_count=743 1216 755 2360 744 354 129 105 136 473 134 323 423 630 115 24 24 352 50 169 1147 55 858 126 96 170 25 32 710 75 43 | |
internal_value=0 0.0976836 -0.187136 -0.260056 -0.0172954 0.0601464 -0.0281021 0.208248 0.322174 0.191067 -0.066327 0.154961 0.113011 0.396209 0.146326 0.810078 0.0335707 -0.177053 0.313012 0.0487515 0.263881 -0.175753 0.277444 -0.127157 -0.168017 0.22345 0.0055564 -0.2326 -0.343451 0.149439 | |
internal_weight=0 8276 4320 3104 4057 2680 1870 4219 1921 1178 1765 584 2298 425 265 160 705 402 303 1873 810 1181 241 726 1377 195 455 1182 828 118 | |
internal_count=12596 8276 4320 3104 4057 2680 1870 4219 1921 1178 1765 584 2298 425 265 160 705 402 303 1873 810 1181 241 726 1377 195 455 1182 828 118 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=18 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 64 56 54 55 56 57 6 32 52 58 72 31 61 64 6 58 39 5 15 72 33 58 32 9 50 55 15 8 34 | |
split_gain=29464.9 19351 7853.58 5277.5 4485.43 4471.42 5758.53 3505.37 3604.38 4654.24 3035.78 6393.6 4727.68 3156.1 3030.83 3001.62 2593.17 2946.04 3460.47 2584.6 2834.25 2546.04 2367.39 3180.85 9753.4 3989.05 3145.71 3511.93 3014.89 2936.42 | |
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 -5 7 -7 8 9 16 11 12 13 -6 15 19 17 18 -2 20 -8 -12 -3 26 25 -25 27 -24 29 -28 | |
right_child=5 22 3 4 10 6 14 -9 -10 -11 21 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 24 -26 -27 28 -29 -30 -31 | |
leaf_value=0.33931393372956781 -0.86302073094793552 -0.23495570627327944 0.26503356194197464 0.18877320650666324 0.13086788507992636 -0.10046626770912909 -0.56217127388751431 -0.62564532089689118 0.6222058958396679 -0.97037503167434969 0.10163447406467976 -0.94935025418638641 0.66950940319939578 -0.40629982370824469 -0.66668619080486469 0.14125018704717404 0.10882107851146156 0.60542121791839598 0.50688703889432163 0.030983665664639094 -0.068630667664110662 -0.42001943733090558 0.087180974132615358 0.062895594671298974 -1.6017425037347355 -1.1182927633776811 0.0045810525550413197 0.79986271858215341 -0.62343565249683885 -0.41611848433773657 | |
leaf_weight=2298 93 971 1337 948 167 656 689 103 82 54 745 109 68 317 468 107 478 25 23 113 140 107 609 214 52 33 1221 78 99 192 | |
leaf_count=2298 93 971 1337 948 167 656 689 103 82 54 745 109 68 317 468 107 478 25 23 113 140 107 609 214 52 33 1221 78 99 192 | |
internal_value=0 0.0860968 0.193394 0.105105 0.0182194 -0.271698 -0.348019 -0.0784048 -0.0037482 -0.080016 -0.0886444 -0.249462 -0.11126 -0.220955 -0.455068 -0.360657 -0.00234333 -0.379199 -0.591401 -0.417668 -0.478823 0.0361216 -0.102455 -0.0509502 -0.356972 -0.094915 -0.00934011 0.168097 -0.0899613 -0.0525841 | |
internal_weight=0 9565 6096 3798 2461 3031 2173 858 755 673 1513 661 552 484 1517 1049 619 141 116 942 829 852 3469 2498 299 247 2199 687 1512 1413 | |
internal_count=12596 9565 6096 3798 2461 3031 2173 858 755 673 1513 661 552 484 1517 1049 619 141 116 942 829 852 3469 2498 299 247 2199 687 1512 1413 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=19 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 64 65 65 56 57 60 7 69 70 30 63 59 47 18 11 54 16 56 69 18 6 59 55 47 70 21 6 58 52 | |
split_gain=23866.6 15674.3 9176.86 4292.99 3621.85 4664.41 3542.78 3223.94 3191.15 3569.4 3763.64 3555.54 3304.84 3181.76 3195.3 3219.45 2946.63 2903.54 2888.18 2784.34 3219.8 4708.66 3190.38 3329.46 3012.12 2783.61 5301.55 2859.71 2628.33 2613.85 | |
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 6 17 7 -6 -1 -2 11 12 -11 -4 28 14 15 -14 -7 -3 -15 20 24 22 -22 -24 29 26 -13 -27 -10 -5 | |
right_child=4 3 8 19 5 16 -8 -9 9 10 -12 25 13 18 -16 -17 -18 -19 -20 -21 21 -23 23 -25 -26 27 -28 -29 -30 -31 | |
leaf_value=0.33939340267386997 -0.091006192027445434 -0.011307710903015172 0.30836392896396392 -0.11119673172899509 -0.060279758651343336 -0.13893197856504005 0.16227203475374322 0.33281962460792913 -0.10932303637502686 -0.17599747259917231 0.32345812527338663 -0.11507727642534596 0.047028293208721567 0.63168935776927349 -0.36332303864436516 -0.42928266911279589 -0.33741324237994547 0.26957871107228515 0.033377893217678728 -0.28888798119429465 -0.60889758957756879 -1.0483056878200685 0.48788282960653301 -0.21443684468666713 0.23198585323258941 0.18557315037987093 0.61961255702707507 -0.17788779306302377 0.31009955380491905 0.25329713809385634 | |
leaf_weight=779 769 1305 356 1099 656 492 1411 89 84 633 75 482 637 61 127 70 1025 187 87 377 60 33 40 120 153 820 48 109 317 95 | |
leaf_count=779 769 1305 356 1099 656 492 1411 89 84 633 75 482 637 61 127 70 1025 187 87 377 60 33 40 120 153 820 48 109 317 95 | |
internal_value=0 0.0516581 0.116037 -0.0614728 -0.163019 -0.208811 0.225275 -0.0470429 0.0547889 -0.00135174 -0.123089 0.119467 0.0609693 -0.00488581 -0.0554374 -0.000131208 -0.273041 0.0238972 0.279979 -0.1259 -0.0874957 -0.305712 -0.194323 -0.0388569 -0.0465094 0.0733752 -0.0485393 0.142928 0.22224 -0.082196 | |
internal_weight=0 9565 6096 3469 3031 2173 2190 858 3906 2091 708 1815 1383 982 834 707 1517 1492 148 1977 1600 253 220 160 1347 1459 530 929 401 1194 | |
internal_count=12596 9565 6096 3469 3031 2173 2190 858 3906 2091 708 1815 1383 982 834 707 1517 1492 148 1977 1600 253 220 160 1347 1459 530 929 401 1194 | |
is_linear=0 | |
shrinkage=0.0666667 | |
Tree=20 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 56 65 56 57 10 54 16 37 57 55 59 7 54 21 26 14 35 47 59 42 57 33 19 70 8 67 6 52 38 | |
split_gain=31858.8 11725.8 7248.44 4199.76 4718.17 4308.1 3947.35 3454.57 3793.11 3390.88 3233.8 3474.48 3223.68 2974.98 2890.01 2723.75 2676.67 2623.5 2987.23 2518.6 3216.9 3138.81 3686.31 3088.73 3041.4 3397.81 3165.03 4403.97 3395.61 3852.32 | |
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 6 10 12 5 -5 9 19 17 -1 11 14 -2 -6 -3 -13 -11 18 -9 20 21 23 -23 -4 25 26 27 28 29 -21 | |
right_child=3 2 7 4 13 -7 -8 8 -10 16 -12 15 -14 -15 -16 -17 -18 -19 -20 24 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 | |
leaf_value=0.20209376811370497 -0.040283032070351242 0.11936402040443857 0.12078935391083359 -0.010083675436858286 -0.062813664135348987 -0.2114173305829366 0.044325256343964343 -0.065601762312726852 -0.24206601853888388 0.063554703984067512 0.014849142139516977 0.05539535004070905 0.1186452726509129 -0.1376013473954979 0.36335059276648929 -0.18185511431656778 0.22693058958476678 -0.3088702579231366 0.13231369058291118 -0.096042685786842816 0.14509559893128227 0.0022873904750602995 -0.17107375546776016 -0.1793571421255668 0.004132623051487011 0.14399450734820005 -0.033162852047398064 -0.33500469599205712 -0.35425920067010103 0.18077571589706673 | |
leaf_weight=183 769 228 200 581 492 75 2469 291 78 599 1444 551 89 1025 35 32 70 23 57 247 118 645 87 24 1207 53 809 52 27 36 | |
leaf_count=183 769 228 200 581 492 75 2469 291 78 599 1444 551 89 1025 35 32 70 23 57 247 118 645 87 24 1207 53 809 52 27 36 | |
internal_value=0 0.0223815 0.00219446 -0.0706298 -0.0891213 -0.033102 0.0603362 -0.0183044 -0.0835933 0.106734 0.0375886 0.0764016 -0.0237975 -0.113346 0.151834 0.042373 0.0806493 -0.0502756 -0.0331846 -0.00994074 0.0219428 0.00674189 -0.018317 0.0886308 -0.0240267 -0.0517949 -0.0606564 -0.122099 -0.0863859 -0.060829 | |
internal_weight=0 9565 6244 3031 2173 656 3321 3954 449 852 2290 846 858 1517 263 583 669 371 348 3505 1074 956 732 224 2431 1224 1171 362 310 283 | |
internal_count=12596 9565 6244 3031 2173 656 3321 3954 449 852 2290 846 858 1517 263 583 669 371 348 3505 1074 956 732 224 2431 1224 1171 362 310 283 | |
is_linear=0 | |
shrinkage=0.025 | |
Tree=21 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 64 60 54 60 28 28 64 67 12 31 32 20 7 28 31 6 16 3 37 18 46 11 32 9 47 53 55 63 42 | |
split_gain=21386.1 15386.4 6540.8 4623.13 3196.44 5752.88 3601.82 3054.18 2640.07 2849.5 4407.97 2578.51 2574.28 3048.56 3607.46 2445.71 2341.16 2234.71 2212.17 3245.21 2703.1 3277.36 3028.64 3020.25 8409.46 5295.07 2336.65 2961.09 2206.4 2161.19 | |
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 2.5000000000000004 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 5 15 18 11 9 -5 -11 17 -10 14 -14 16 28 -2 20 -20 23 22 -22 -6 25 26 -25 -28 -3 -19 | |
right_child=7 4 3 8 6 -7 -8 -9 12 10 -12 -13 13 -15 -16 -17 -18 29 19 -21 21 -23 -24 24 -26 -27 27 -29 -30 -31 | |
leaf_value=0.25452082196398429 -0.13459015105682842 -0.017761369411604295 0.19662369091972215 -0.034333981890888279 -0.10994779278990532 -0.45849597701453604 0.1451475211903186 -0.31370906105820973 0.1116361985822979 -0.66963152269715254 0.51457076530456547 0.11650394740534445 -0.17574155749534742 0.70537668228149419 -1.2976340914907913 0.47191512882709508 0.45222220654777268 -0.29438711503164366 0.20676605978622817 -0.49103709035449561 -0.19740630055069927 -1.1713590345057576 -0.98530809821309284 -0.82383042916007687 -1.4325911167056065 0.97894560228694594 -0.68229954644253388 0.22319126250380178 0.60918728113174447 -0.97246865312258424 | |
leaf_weight=1984 1728 658 1386 879 1434 128 279 851 1532 103 25 233 145 21 21 108 89 183 203 54 200 33 37 46 43 22 38 59 38 36 | |
leaf_count=1984 1728 658 1386 879 1434 128 279 851 1532 103 25 233 145 21 21 108 89 183 203 54 200 33 37 46 43 22 38 59 38 36 | |
internal_value=0 0.05868 0.135221 0.0776605 -0.0758243 0.0430845 -0.125418 -0.185178 0.0171751 -0.0856875 -0.438342 -0.135004 0.0774326 -0.20278 -0.317668 0.11498 0.0658725 -0.165102 -0.160221 0.0601459 -0.189842 -0.424417 -0.320412 -0.15127 -0.436153 -0.176476 -0.354233 -0.131537 0.0164686 -0.405853 | |
internal_weight=0 9565 6096 4112 3469 1021 2448 3031 2726 1007 128 2180 1719 187 166 893 785 1947 2169 257 1912 270 237 1642 208 165 143 97 696 219 | |
internal_count=12596 9565 6096 4112 3469 1021 2448 3031 2726 1007 128 2180 1719 187 166 893 785 1947 2169 257 1912 270 237 1642 208 165 143 97 696 219 | |
is_linear=0 | |
shrinkage=0.08 | |
Tree=22 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 65 62 59 51 56 61 55 69 25 14 65 56 55 11 73 69 60 63 48 16 35 60 42 47 43 59 1 41 6 | |
split_gain=17322.8 9468.34 5641.58 6828.45 6150.88 5451.59 3483.77 5179.54 3436.17 3429.71 3972.02 3383.55 3218.65 4733.03 4201.19 3575.54 6002.47 4030.51 3975.94 3703.37 3137.82 3220.7 3181.07 3067.35 4393.58 2994.26 2953.84 2900.11 3049.73 2687.9 | |
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 1.5000000000000002 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=1 2 9 4 6 -3 -4 8 -8 12 -11 -2 -1 14 25 19 18 -18 -17 27 22 26 -7 -24 -25 -14 -22 28 -15 -9 | |
right_child=11 5 3 -5 -6 20 7 29 -10 10 -12 -13 13 15 -16 16 17 -19 -20 -21 21 -23 23 24 -26 -27 -28 -29 -30 -31 | |
leaf_value=0.35051993569788747 -0.1122835247113704 0.10427038693004632 0.49741425761073754 -0.10432630783772108 1.0006233082841272 0.076419791932987174 0.80425573908620396 -0.32753697274055221 -0.14451734988185447 0.41076969102392957 1.4194766334308093 -0.30002439831185979 0.17137508580538754 -0.11568563257295321 1.1574705819773481 1.5431769735909795 0.71648429433504734 -0.78273415031156157 0.21319381469561727 -0.5338846049239846 -0.54856482500484749 -1.1394549200222606 -0.12933199959661465 0.030131149657930508 0.97026442885398867 0.83698968241612115 -0.069750514581000012 0.57324640114007686 0.47279534701790127 0.50696883262485593 | |
leaf_weight=701 2041 1929 149 927 69 1112 75 198 41 216 31 990 320 484 41 37 20 33 27 98 129 28 2101 252 40 55 292 59 70 31 | |
leaf_count=701 2041 1929 149 927 69 1112 75 198 41 216 31 990 320 484 41 37 20 33 27 98 129 28 2101 252 40 55 292 59 70 31 | |
internal_value=0 0.0550125 0.159815 0.0347013 0.263615 -0.0105802 0.160673 0.0152397 0.468914 0.24486 0.537369 -0.173604 0.207714 0.127242 0.356564 0.0120265 0.438917 -0.216991 0.98209 -0.0582213 -0.0666112 -0.274024 -0.0400411 -0.0941592 0.158917 0.268999 -0.216466 0.0178228 -0.0413288 -0.214569 | |
internal_weight=0 9565 3682 1490 563 5883 494 345 116 2192 247 3031 1945 1244 416 828 117 53 64 711 3954 449 3505 2393 292 375 421 613 554 229 | |
internal_count=12596 9565 3682 1490 563 5883 494 345 116 2192 247 3031 1945 1244 416 828 117 53 64 711 3954 449 3505 2393 292 375 421 613 554 229 | |
is_linear=0 | |
shrinkage=0.0833333 | |
Tree=23 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 56 55 54 34 48 58 33 63 54 52 49 25 31 56 53 0 63 67 45 22 41 6 63 22 40 63 1 32 52 | |
split_gain=14031.4 7743.76 4382.8 3544.01 3546.72 3334.91 3843.57 5296.88 5833.3 3288.38 3199.95 3170.39 5016.46 3239.36 3047.7 2997.98 4977.53 3117.95 3267.56 2962 2952.53 2889.36 2785.56 3516.21 2785.09 2752.2 2695.23 3952.16 2693.6 3669.71 | |
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 1.5000000000000002 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 | |
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 9 -3 4 10 6 11 19 -9 25 -4 13 24 -5 22 16 17 18 -7 -8 26 -22 28 -24 -13 -1 27 -11 29 -2 | |
right_child=14 2 3 5 -6 15 7 8 -10 20 -12 12 -14 -15 -16 -17 -18 -19 -20 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31 | |
leaf_value=0.41660496384904583 0.041677415923415562 0.11207841087216629 0.15486840236482385 -0.2464144823036068 -0.36323575879025727 0.51155116973178727 0.017739550817783639 0.81423232177129157 -0.83435227822482094 0.21973127039330495 -0.41988046998069406 -1.0991776069727812 0.77319022218386335 0.35583645643539802 -0.25050229385016881 -0.65661521798400124 -1.2905340864108159 0.71038175282939786 -1.2137481718121663 0.45000218035692863 0.55434960797429089 -0.39397819299955628 0.12202830403409107 -1.0510115559612003 0.11082142125005308 -0.14924405392297765 0.032891827230827939 1.3050579933449626 0.57975943197564384 -0.81789283493050824 | |
leaf_weight=755 619 2086 1251 672 179 21 1011 26 123 360 105 110 21 103 2173 214 26 62 23 188 244 37 47 56 23 97 1791 37 82 54 | |
leaf_count=755 619 2086 1251 672 179 21 1011 26 123 360 105 110 21 103 2173 214 26 62 23 188 244 37 47 56 23 97 1791 37 82 54 | |
internal_value=0 0.0594135 -0.00620651 -0.0655481 0.055136 -0.136173 -0.0922192 0.0156378 -0.54668 0.182789 0.110364 -0.248722 -0.663141 -0.166373 -0.187493 -0.425432 -0.0506352 0.253491 -0.39031 0.0855172 0.124335 0.429481 -0.0279125 -0.515741 -0.88993 0.352183 0.0851461 0.320883 0.0386389 -0.0272926 | |
internal_weight=0 9565 6244 4158 1535 2623 2277 1348 149 3321 1356 929 154 775 3031 346 132 106 44 1199 2469 281 858 103 133 852 2188 397 755 673 | |
internal_count=12596 9565 6244 4158 1535 2623 2277 1348 149 3321 1356 929 154 775 3031 346 132 106 44 1199 2469 281 858 103 133 852 2188 397 755 673 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=24 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 66 65 69 67 10 58 63 20 2 54 14 65 9 32 65 54 53 49 8 42 59 39 32 10 46 57 12 19 32 | |
split_gain=12741.4 10074 6096.92 4343.69 4227.7 3355.35 3300.55 5572.41 3202.48 3183.91 3047.24 2714.84 2678.62 2584.76 5003.96 4943.41 3040.57 2618.58 2569.02 2563.39 2691.41 2621.76 2410.1 3154.46 3304.15 2868.25 3627.02 2369.36 2917.19 2328.5 | |
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 6 22 10 -2 -8 -6 -7 11 -1 29 17 16 -16 -15 27 -10 20 -14 -22 23 25 -25 -4 -27 28 -9 -3 | |
right_child=3 12 4 -5 8 9 7 13 18 -11 -12 -13 19 14 15 -17 -18 -19 -20 -21 21 -23 -24 24 -26 26 -28 -29 -30 -31 | |
leaf_value=0.33057367087105677 -0.14529062610075069 -0.044022633290514881 0.05730687192826827 -0.19430229821719414 0.11767765171171839 0.023977180590281394 0.18324662286587567 -0.14655116403442311 -0.20141287322227774 -0.69381480791866768 0.13230404953667055 -0.034583558389939456 -0.083713585319091094 0.18633514458086436 -1.4736415127345497 -0.20038045157556952 -0.25407832033191269 0.023313940523847606 0.38660607484079179 -0.59717216658592231 -0.95194112534523012 -0.24125280860308057 -0.2142312993540576 -0.38465930994694653 0.38251237273216254 0.20464517998695375 -0.41529627573939987 -0.50546615625682634 0.3633800214926402 0.21209583480120969 | |
leaf_weight=627 952 1277 1169 984 1975 202 427 394 195 25 1253 83 617 82 21 23 181 1154 31 45 25 74 228 128 24 50 106 57 45 142 | |
leaf_count=627 952 1277 1169 984 1975 202 427 394 195 25 1253 83 617 82 21 23 181 1154 31 45 25 74 228 128 24 50 106 57 45 142 | |
internal_value=0 0.0435989 0.0831855 -0.0835241 0.0382551 0.163322 -0.0508485 -0.013135 0.0931952 -0.0550748 0.188577 0.287886 -0.0670984 -0.0559838 -0.215843 -0.808073 -0.116763 -0.0262402 -0.120755 -0.157918 -0.130311 -0.42072 -0.0326676 -0.00464015 -0.263527 0.0250586 -0.216597 -0.141534 -0.0942803 -0.0183927 | |
internal_weight=0 8276 6096 4320 3906 2190 3336 2384 2201 227 1963 710 2180 1957 307 44 263 1650 226 761 716 99 1705 1477 152 1325 156 496 439 1419 | |
internal_count=12596 8276 6096 4320 3906 2190 3336 2384 2201 227 1963 710 2180 1957 307 44 263 1650 226 761 716 99 1705 1477 152 1325 156 496 439 1419 | |
is_linear=0 | |
shrinkage=0.06 | |
Tree=25 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 66 69 60 4 28 60 21 58 70 59 58 8 38 24 41 31 24 49 71 69 61 70 70 11 69 3 18 51 32 | |
split_gain=10320.5 8159.97 5522.9 3774.83 5680.67 3565.21 3522.39 3501.54 3434.43 3168.56 4112.73 4072.17 4035.98 3607.15 3402.54 3308.07 3036.29 3174.98 2768.47 2695.9 2673.01 2795.42 2742.68 2654.1 3294.26 2645.61 3206.03 5137.06 5868.94 3220.9 | |
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 6 4 16 25 -1 23 -6 10 13 15 -12 14 18 -11 17 -2 -4 -16 -3 22 -22 -8 -25 26 27 -5 -29 -28 | |
right_child=3 20 9 5 8 -7 7 -9 -10 11 12 -13 -14 -15 19 -17 -18 -19 -20 -21 21 -23 -24 24 -26 -27 29 28 -30 -31 | |
leaf_value=0.36501882971365035 -0.021097195726500151 0.00081933211186460621 0.42033656767267047 -0.14339392282533511 -1.5657311284116338 0.12330000761575799 -0.055225059422461892 0.51980712428275078 -0.32749461630758431 -0.54282099516427473 -0.033067230527592716 0.01373910727760653 0.73185817627874139 -0.2647168615477139 -1.1843646617162795 0.40228049557569423 0.55517313100970711 0.59129915858836879 1.1255113726395827 0.1927579375491901 -0.34108162835240363 -0.1238749363267867 -1.1562950857556784 0.25691152028739456 -0.33441217771598275 -0.3962541904575036 0.010524916159810049 -0.40672870074046985 -1.6577489256858826 0.97914942910031577 | |
leaf_weight=1083 852 1185 388 1587 28 337 713 216 112 267 1252 820 73 89 21 43 130 94 65 44 200 743 52 917 105 658 211 225 45 41 | |
leaf_count=1083 852 1185 388 1587 28 337 713 216 112 267 1252 820 73 89 21 43 130 94 65 44 200 743 52 917 105 658 211 225 45 41 | |
internal_value=0 0.0653983 0.124778 -0.125286 0.0240625 -0.183794 0.2204 0.140122 -0.575142 0.0300311 0.107828 -0.102981 0.00907583 0.323392 0.424437 -0.411726 0.102026 0.039754 0.521521 -0.252159 -0.100648 -0.22149 -0.5093 0.0928525 0.196159 -0.221196 -0.166578 -0.211997 -0.615232 0.168119 | |
internal_weight=0 8276 6096 4320 1216 3104 3034 1951 140 3062 1932 1130 1325 607 518 310 1076 946 453 65 2180 995 252 1735 1022 2767 2109 1857 270 252 | |
internal_count=12596 8276 6096 4320 1216 3104 3034 1951 140 3062 1932 1130 1325 607 518 310 1076 946 453 65 2180 995 252 1735 1022 2767 2109 1857 270 252 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=26 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=57 66 60 64 62 22 65 35 54 15 65 61 55 55 4 67 37 9 50 63 15 54 1 63 29 60 29 64 4 35 | |
split_gain=8867.82 6206.67 5918.45 4005.22 4511.01 3716.73 4182.91 4115.17 3487.73 3534.39 4906.12 3355.03 3971.49 3218.13 3159.71 2981.52 3274.3 3196.72 2910.88 3404.21 2874.99 2846.7 2908.85 2856.44 3599.01 3505.59 2938.61 3081.35 3000.79 2820.34 | |
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=11 2 5 4 8 6 7 -2 9 10 -4 -1 29 14 -8 16 17 -6 -17 -20 -14 22 -3 24 25 -23 28 -28 -25 -13 | |
right_child=1 21 3 -5 15 -7 13 -9 -10 -11 -12 12 20 -15 -16 18 -18 -19 19 -21 -22 23 -24 26 -26 -27 27 -29 -30 -31 | |
leaf_value=0.29218624102418367 0.31078192909355878 0.058451392350854503 0.87083061276449392 -0.19445606174727678 -0.11846999849271625 0.48032274944618547 0.37009376036670977 -0.83071306618777196 0.015010841119777156 -0.43146047064891224 0.16733419832740379 0.32211308486333917 -0.040681633942089047 -0.13008433363137512 -0.58340544909238812 0.047950616177212975 -1.0857806476781953 -0.89797443014288714 -1.6478275378545124 -0.2353320848810804 0.33180592228801781 0.69993934172548755 -0.56299986654314504 -0.33154585989708873 -0.9957160041667521 -0.10612117809954512 0.39910414065185346 -0.74908411483610837 -0.83120211516744902 -0.47026384929195048 | |
leaf_weight=944 735 561 163 1695 319 261 265 33 999 52 253 700 1810 914 40 718 53 63 21 91 234 76 87 980 32 186 95 31 137 48 | |
leaf_count=944 735 561 163 1695 319 261 265 33 999 52 253 700 1810 914 40 718 53 63 21 91 234 76 87 980 32 186 95 31 137 48 | |
internal_value=0 -0.0544852 -0.0065988 -0.0736987 0.00122221 0.125541 0.0789395 0.261733 0.120546 0.345823 0.442983 0.129213 0.0741101 -0.0362251 0.245045 -0.137156 -0.34922 -0.247027 -0.0260133 -0.500175 0.00196127 -0.200774 -0.0249842 -0.274888 0.00542156 0.127698 -0.341188 0.116613 -0.392829 0.271265 | |
internal_weight=0 8860 6675 4427 2732 2248 1987 768 1467 468 416 3736 2792 1219 305 1265 435 382 830 112 2044 2185 648 1537 294 262 1243 126 1117 748 | |
internal_count=12596 8860 6675 4427 2732 2248 1987 768 1467 468 416 3736 2792 1219 305 1265 435 382 830 112 2044 2185 648 1537 294 262 1243 126 1117 748 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=27 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 64 56 69 69 63 35 58 56 64 69 11 60 12 27 9 58 50 22 58 16 62 27 56 7 31 12 53 70 55 | |
split_gain=14218.3 12858.3 5365.17 4040.62 3398.71 4168.28 4447.07 3729.53 3623.07 3026.68 2713.48 3229.28 2625.35 2661.03 2365.6 2342.3 2667.79 3258.77 3821.68 2298.51 2393.28 3146.08 2378.53 2880.01 3263.38 2781.59 2465.61 2418.31 2273.06 3561.29 | |
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 12 -4 5 7 -7 -3 -8 10 19 -12 13 -1 -6 -14 -17 18 -18 -2 22 -22 23 24 25 27 28 -21 -24 -30 | |
right_child=9 4 3 -5 14 6 8 -9 -10 -11 11 -13 15 -15 -16 16 17 -19 -20 20 21 -23 26 -25 -26 -27 -28 -29 29 -31 | |
leaf_value=0.12488229423684778 -0.056891387927828843 -0.055725949758649335 0.045598889948936565 -0.0060301413296036041 -0.085385591573243769 -0.032692336189225436 0.32983346213460774 0.10254073394964376 0.031814264812756607 -0.087168976527307138 -0.045973820594958921 -0.18847388181103661 0.062794108927614931 -0.041125036598141512 0.035156936458304151 0.086841306094318005 0.022328354629798462 -0.33694868520475352 -0.35139548972249035 0.22912178993527152 0.040901696430735816 -0.26518081826407736 0.12028983145259148 0.013376911604030862 0.40264280810952191 0.33189806989752335 -0.31491850614547734 -0.0022893959985059854 -0.36971068287437614 0.036204977397407807 | |
leaf_weight=608 378 129 1810 1988 702 2066 37 334 82 851 883 112 1365 67 119 94 118 26 20 37 43 41 43 396 24 26 21 119 22 35 | |
leaf_count=608 378 129 1810 1988 702 2066 37 334 82 851 883 112 1365 67 119 94 118 26 20 37 43 41 43 396 24 26 21 119 22 35 | |
internal_value=0 0.014952 0.036818 0.0185745 -0.0234727 -0.00969403 -0.0241326 0.0584448 0.124476 -0.0471843 -0.0315756 -0.062014 0.0669697 0.108405 -0.0679135 0.049737 -0.019344 -0.0802063 -0.0318345 -0.00601753 0.0178119 -0.108496 0.0324866 0.0528158 0.12863 0.0924968 -0.0686553 0.0525966 -0.01694 -0.120464 | |
internal_weight=0 9565 6096 3798 3469 2648 2185 463 119 3031 2180 995 2298 675 821 1623 258 164 138 1185 807 84 723 602 206 182 121 156 100 57 | |
internal_count=12596 9565 6096 3798 3469 2648 2185 463 119 3031 2180 995 2298 675 821 1623 258 164 138 1185 807 84 723 602 206 182 121 156 100 57 | |
is_linear=0 | |
shrinkage=0.025 | |
Tree=28 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=56 57 54 60 26 60 22 4 18 14 62 53 69 54 50 2 47 21 65 49 9 12 2 69 57 47 16 71 69 67 | |
split_gain=9522.19 5999.89 3795.51 3364.18 4403.89 3189.26 5319.4 3071.22 3013.58 3085.56 2947.19 3954.61 3655.34 4978.46 2992.15 3285.56 2820.26 3107.47 2738.31 2650.82 2719.65 2641.08 3525.28 2936.14 2609.43 3295.73 2436.57 2398.85 2378.34 2254.89 | |
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=2 5 24 4 7 6 8 -4 19 27 11 12 13 -3 -12 26 17 -14 -8 20 -2 -13 23 -23 25 -1 -16 -10 -22 -5 | |
right_child=1 10 3 29 -6 -7 18 -9 9 -11 14 21 16 -15 15 -17 -18 -19 -20 -21 28 22 -24 -25 -26 -27 -28 -29 -30 -31 | |
leaf_value=0.78332150102346798 0.47657079569305916 0.76838737522841116 0.34667279714218374 -0.11679277967701181 -0.72210459158472395 -0.0032355586575126016 0.12107894335214685 -0.27064488516913521 0.83159371090657785 -1.2296519595384598 -0.15720940263950467 -0.087536606529312014 0.1046986636293472 0.10092632282573266 -0.4730516913498557 0.39894841925094005 -0.91638975625946417 -0.77549742994209137 -0.99173875873287531 1.0482235111409064 0.16906060477097828 -0.23102294621208022 0.47378624426691157 -0.94074649878523575 0.20964364570526015 -0.28018494401659283 -1.2943784360019934 -0.19801596812903882 -1.1288834786415101 0.087080088751199214 | |
leaf_weight=174 362 147 771 924 46 1972 41 90 33 20 2170 2008 244 466 258 38 42 48 48 66 48 124 38 110 825 35 42 72 20 1314 | |
leaf_count=174 362 147 771 924 46 1972 41 90 33 20 2170 2008 244 466 258 38 42 48 48 66 48 124 38 110 825 35 42 72 20 1314 | |
internal_value=0 -0.0612646 0.123394 0.0687493 0.231213 0.0621966 0.243932 0.282145 0.347554 -0.0912608 -0.119002 -0.0558041 0.115965 0.260986 -0.200317 -0.477075 -0.150197 -0.0399911 -0.479092 0.458142 0.367572 -0.127149 -0.419578 -0.564654 0.289601 0.605222 -0.588037 0.125576 -0.212688 0.00290738 | |
internal_weight=0 8417 4179 3145 907 2682 710 861 621 125 5735 3227 947 613 2508 338 334 292 89 496 430 2280 272 234 1034 209 300 105 68 2238 | |
internal_count=12596 8417 4179 3145 907 2682 710 861 621 125 5735 3227 947 613 2508 338 334 292 89 496 430 2280 272 234 1034 209 300 105 68 2238 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=29 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 56 54 60 63 60 28 72 28 45 27 26 57 2 60 57 72 13 37 30 67 48 21 54 23 30 6 27 67 20 | |
split_gain=8081.35 5376.56 3828.13 2470.72 3024.89 2340.42 3268.74 2913.48 2857.94 2211.26 2477.24 2354.69 2154.57 2107.43 2013.79 2744.19 2545.25 2582.62 2747.05 2346.11 2287.77 2700.24 2583.27 2228.33 2209.57 2144.52 2140.59 2183.45 3957.33 2330.14 | |
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 9 -3 4 -4 6 -2 -8 12 14 11 -11 -7 -6 19 24 17 18 20 26 -17 22 -22 -23 -16 -18 27 29 -29 -1 | |
right_child=5 2 3 -5 13 8 7 -9 -10 10 -12 -13 -14 -15 15 16 25 -19 -20 -21 21 23 -24 -25 -26 -27 -28 28 -30 -31 | |
leaf_value=0.45143294075067253 0.069861388676628347 0.11625741551064384 0.35831229948690013 -0.12636806666680275 0.021497642556134455 -0.055151940997691086 -0.60655587471344263 0.57077679872512821 0.11801696798334478 0.54366287944468084 -0.20501261555379435 -0.54773626536840492 -0.2479854627987893 -0.43979481578141721 0.33652968396214733 -0.40410407992561881 0.43426286995492352 0.35873700145074705 0.28469047167823769 0.84046730010798487 -0.088105557826812064 -0.50380642354488381 -0.94368019226269839 0.68936519573132204 -0.35044141959112429 -0.57109069755921771 -0.25639423912479764 -0.59874317548168243 0.61371354513698151 -0.33854949067278611 | |
leaf_weight=418 1059 1804 252 2236 919 826 132 25 337 337 62 21 1941 111 470 313 183 127 142 66 371 20 39 72 52 24 84 67 45 41 | |
leaf_count=418 1059 1804 252 2236 919 826 132 25 337 337 62 21 1941 111 470 313 183 127 142 66 371 20 39 72 52 24 84 67 45 41 | |
internal_value=0 0.0578705 -0.00217903 -0.0629122 0.0477643 -0.110865 0.00673294 -0.419083 -0.156934 0.166057 0.378574 0.479642 -0.190421 -0.0282145 0.130833 0.0746158 -0.00361543 -0.0649737 -0.121203 0.272196 -0.191923 -0.0596265 -0.169489 0.42998 0.268096 0.3177 0.214935 0.284273 -0.111595 0.380868 | |
internal_weight=0 8276 5322 3518 1282 4320 1216 157 3104 2954 420 358 2767 1030 2534 1813 1291 1084 957 721 815 502 410 92 522 207 655 571 112 459 | |
internal_count=12596 8276 5322 3518 1282 4320 1216 157 3104 2954 420 358 2767 1030 2534 1813 1291 1084 957 721 815 502 410 92 522 207 655 571 112 459 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=30 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 65 64 62 51 25 60 72 54 25 34 54 19 64 65 17 8 42 73 56 46 7 20 72 58 52 54 21 6 56 | |
split_gain=7740.39 7009 4271.44 4094.5 3412.4 2736.78 2689.18 3130.31 3039.26 4129.64 2864.19 3644.13 3136.34 2827.46 2682.89 2388.43 2344.87 3496.74 2499.59 2182.77 3282.95 2267.42 2968.25 2154.37 2136.75 2483.78 2973.11 2649.13 2700.85 4412.02 | |
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 16 5 6 -1 8 10 9 13 12 -12 -8 -5 24 23 -3 18 -18 20 -10 22 -21 -16 -2 27 -27 28 29 -26 | |
right_child=14 2 -4 4 -6 -7 7 -9 19 -11 11 -13 -14 -15 15 -17 17 -19 -20 21 -22 -23 -24 -25 25 26 -28 -29 -30 -31 | |
leaf_value=0.079782245312613909 -0.093599669193177665 0.0071849297802513978 -0.057345725500278534 0.41206253401776582 0.1662293518019706 0.22113105948396058 0.043515943048450238 -0.22551918652980296 0.025912919019659364 -0.26200204574144803 -0.53585174599209351 -0.018555660843849183 -0.25532086532976894 0.026499752839406334 -0.15298161029661658 0.13063089063090666 0.13815361477079846 0.55876329302787786 -0.27648995946954802 -0.08139192479587086 0.57804122016543436 0.26215545282363895 -0.57934951045296412 0.010837194594469938 0.13697784152068201 0.091249072811542431 -0.34568958780903752 0.16815605500262548 -0.17572990817527701 -0.041077855687608814 | |
leaf_weight=1945 591 3683 1977 94 194 247 520 146 96 26 37 53 63 45 774 62 168 28 27 148 21 25 22 154 320 39 69 153 137 732 | |
leaf_count=1945 591 3683 1977 94 194 247 520 146 96 26 37 53 63 45 774 62 168 28 27 148 21 25 22 154 320 39 69 153 137 732 | |
internal_value=0 0.0176512 -0.00943744 0.0609328 0.00977102 0.0957098 -0.0136494 -0.0576223 0.0618512 0.200693 -0.0211989 -0.231222 0.0112231 0.28724 -0.0557025 -0.109737 0.0148111 0.140762 0.0807414 -0.0115747 0.125013 -0.0935272 -0.145833 -0.125796 -0.0294926 -0.0033635 -0.187906 0.0114879 -0.00867206 0.0130836 | |
internal_weight=0 9565 5883 3682 1490 2192 1296 819 477 165 673 90 583 139 3031 990 3906 223 195 312 117 195 170 928 2041 1450 108 1342 1189 1052 | |
internal_count=12596 9565 5883 3682 1490 2192 1296 819 477 165 673 90 583 139 3031 990 3906 223 195 312 117 195 170 928 2041 1450 108 1342 1189 1052 | |
is_linear=0 | |
shrinkage=0.04 | |
Tree=31 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 69 21 59 56 70 69 37 70 59 28 16 38 11 6 71 30 8 38 71 63 73 63 29 70 21 58 63 30 16 | |
split_gain=6311.15 5139.15 3472.33 3925.87 4622.47 3500.61 3099.95 2870.69 2801.43 3067.91 3265.62 4567.41 3776.39 3259.69 3005.53 3101.82 2763.93 2709.11 2652.05 2499.27 3401.29 2488.82 3010.78 3994.1 2471.8 2455.33 2346.01 4811.63 2663.02 2304.51 | |
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 1.5000000000000002 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 | |
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 5 29 -4 26 24 9 14 13 12 -12 17 16 -16 18 -11 21 20 -15 22 -3 -24 -8 -10 28 -28 -2 -5 | |
right_child=6 8 3 4 -6 -7 7 -9 25 10 11 -13 -14 19 15 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 27 -29 -30 -31 | |
leaf_value=0.096293432671486323 -0.13230275034457617 0.92519613934680833 1.2791892788385191 0.42959814581327738 -0.16188080240573202 0.33984568169318052 -0.26742776448740024 -0.68228059823866249 -0.098457767711018732 0.025894252601916964 -0.045905669800118905 -1.54305017090713 -1.297704379473414 1.0207782728672028 -0.066328907012939461 1.1727761881104832 -0.42132634243178296 0.6315784077351102 -0.29824982580718812 -0.6504948186511097 -0.58398299137396481 -0.24351782370836306 0.12243314762850721 1.0493813843500834 0.17099451004185631 -0.52706000726421676 0.30516692073317792 -0.065334377232149021 -0.71882770554984321 1.5277331248573636 | |
leaf_weight=3749 867 80 76 113 175 83 691 135 1227 1387 173 30 28 25 31 58 82 78 93 121 28 78 334 54 158 150 427 1957 85 23 | |
leaf_count=3749 867 80 76 113 175 83 691 135 1227 1387 173 30 28 25 31 58 82 78 93 121 28 78 334 54 158 150 427 1957 85 23 | |
internal_value=0 0.051141 0.128415 0.384636 0.177985 0.78884 -0.097973 -0.253946 -0.0292186 0.0303459 -0.0400708 -0.392073 -0.220286 0.00954027 0.192913 0.741178 0.125235 0.0581423 0.195373 -0.399666 0.17298 0.279452 0.366613 0.251441 -0.185837 -0.145146 -0.0519664 0.00102638 -0.184671 0.615312 | |
internal_weight=0 8276 4219 470 311 159 4320 984 4057 2680 1870 231 201 1639 810 89 721 1465 639 174 53 546 468 388 849 1377 3336 2384 952 136 | |
internal_count=12596 8276 4219 470 311 159 4320 984 4057 2680 1870 231 201 1639 810 89 721 1465 639 174 53 546 468 388 849 1377 3336 2384 952 136 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=32 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 60 57 33 62 1 41 38 62 51 18 30 0 50 39 31 72 7 14 25 61 58 16 30 27 51 3 53 69 56 | |
split_gain=7157.54 4996.02 3946.43 2677.55 5153.1 3452.88 3328.81 2531.5 2476.79 6608.14 5357.84 3482.05 3567.22 2958.67 3642.05 3512.04 2746.27 2394.12 2278.86 2640.3 2216.71 2167.77 2865.17 2784.5 2344.9 2186.93 2103.83 2079.8 2044.44 2154.94 | |
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 21 3 7 6 -6 -5 -3 9 -4 11 12 20 14 -10 16 27 -16 19 -9 -11 22 -1 25 -24 -23 -27 28 29 -15 | |
right_child=-2 2 8 4 5 -7 -8 18 13 10 -12 -13 -14 15 17 -17 -18 -19 -20 -21 -22 23 24 -25 -26 26 -28 -29 -30 -31 | |
leaf_value=0.068089733809440528 -0.11159218334119742 0.082881786051371642 0.061257850205687324 -0.36892159741658437 -0.0051419873657466472 1.1644890578020186 -1.5328915535457548 0.56775767549108247 -0.12379794239619793 0.30128193865641062 -1.0782882336374613 0.62767998222261667 -0.95647801377851027 -0.96129158881699872 0.1310091166669487 0.3875416257662011 -1.0968556222579782 0.94253010671029147 -0.34418382282767973 -0.24894909036811438 -0.32733031204164331 0.16914455301155645 -0.60867058268054519 0.43585818725017211 0.36149463779998547 -0.19802923345903181 0.46794968383370816 -0.11414341212392928 -1.1076692967779107 0.1320293818109779 | |
leaf_weight=729 3031 1639 2079 91 106 21 21 195 1524 56 57 32 46 21 195 37 42 29 28 32 128 1682 81 240 22 212 39 111 39 31 | |
leaf_count=729 3031 1639 2079 91 106 21 21 195 1524 56 57 32 46 21 195 37 42 29 28 32 128 1682 81 240 22 212 39 111 39 31 | |
internal_value=0 0.0353618 -0.00540046 0.0877164 -0.175119 0.188262 -0.587166 0.120883 -0.0502657 0.00707003 -0.346085 -0.186789 -0.300106 -0.118029 -0.0776819 -0.369011 -0.483734 0.236072 0.365134 0.452627 -0.136014 0.124347 0.00996152 0.168143 -0.401451 0.134904 -0.0945504 -0.356254 -0.651575 -0.309504 | |
internal_weight=0 9565 6560 2133 239 127 112 1894 4427 2398 319 262 230 2029 1748 281 244 224 255 227 184 3005 832 2173 103 1933 251 202 91 52 | |
internal_count=12596 9565 6560 2133 239 127 112 1894 4427 2398 319 262 230 2029 1748 281 244 224 255 227 184 3005 832 2173 103 1933 251 202 91 52 | |
is_linear=0 | |
shrinkage=0.0833333 | |
Tree=33 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 65 65 8 72 60 72 70 32 53 10 49 7 9 41 24 58 70 59 63 63 45 23 31 6 53 9 27 63 38 | |
split_gain=5797.61 5791.16 2337.55 2185.06 2211.67 2156.62 3077.99 3253.2 6332 5224.98 3237.72 3760.69 4326.42 2698.03 2737.67 2413.05 2691.36 3326.91 2422.62 3089.45 2738.68 3349.12 2896.09 2458.63 2435.19 2490.32 2578.18 2928.52 4132.88 2377.94 | |
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 1.5000000000000002 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 | |
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 -2 4 -4 -1 10 8 13 -9 15 12 -12 14 -8 18 -17 -18 19 -7 22 23 -20 -22 25 -21 27 28 -27 -30 | |
right_child=2 -3 3 -5 -6 6 7 9 -10 -11 11 -13 -14 -15 -16 16 17 -19 20 24 21 -23 -24 -25 -26 26 -28 -29 29 -31 | |
leaf_value=0.24414279934202554 -0.059357265386907276 -0.023366953002897789 -0.27782130636494795 -0.84214921773507678 0.13804475115794762 -0.10823341017519986 -0.26926178535694006 -0.54760258072188928 -1.9279515361785891 0.54291085151923912 -0.2607578836723991 -1.2835008576512337 1.0215306132070479 -1.2075059726238253 0.82864399143943079 -0.67521028365149649 -0.45553279101981653 0.58530528817106697 0.23677564382162108 0.75036589010998056 -0.1799090870850264 0.60244219303131108 1.1165361525756974 0.42969216153799716 1.0475855935252074 1.2917651655627234 -0.48398256412772245 -0.39664807111717937 0.096603258176526041 1.218360026129945 | |
leaf_weight=1237 2041 5883 779 58 153 108 143 70 25 118 174 29 31 25 27 66 56 68 343 135 470 79 42 77 66 51 43 43 134 22 | |
leaf_count=1237 2041 5883 779 58 153 108 143 70 25 118 174 29 31 25 27 66 56 68 343 135 470 79 42 77 66 51 43 43 134 22 | |
internal_value=0 0.0381908 -0.12052 -0.246613 -0.209551 0.136546 0.0821096 -0.168594 -0.429625 0.136869 0.132324 -0.217632 -0.0668508 -0.237532 -0.0948885 0.177743 -0.159331 0.115249 0.217448 0.376267 0.122879 -0.00619495 0.33275 -0.0940968 0.48219 0.395002 0.231268 0.354292 0.510284 0.2548 | |
internal_weight=0 9565 3031 990 932 3682 2445 408 220 188 2037 234 205 195 170 1803 190 124 1613 602 1011 626 385 547 494 428 293 250 207 156 | |
internal_count=12596 9565 3031 990 932 3682 2445 408 220 188 2037 234 205 195 170 1803 190 124 1613 602 1011 626 385 547 494 428 293 250 207 156 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=34 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 69 65 69 37 62 59 57 55 50 56 21 28 73 70 67 30 56 55 57 35 51 38 18 45 6 65 55 67 51 | |
split_gain=12684.4 5003.95 3662.61 3637.38 2947.06 2905 4451.29 4629.26 4016.46 3310.68 2744.69 3548.17 3295.04 4181.39 2828.82 3074.21 2696.63 2752.79 2669.75 2663.15 4504.8 3019.44 2614.58 2540.16 4079.74 4877.12 3345.04 2961.73 3648.14 3207.42 | |
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 23 -5 9 7 -7 16 19 11 12 14 22 -3 -16 17 -8 -13 -1 21 -21 -14 -2 25 27 -27 28 -25 -29 | |
right_child=3 10 -4 4 -6 6 8 -9 -10 -11 -12 18 13 -15 15 -17 -18 -19 -20 20 -22 -23 -24 24 -26 26 -28 29 -30 -31 | |
leaf_value=0.10211148552508396 -0.010108501532283161 0.067549617743419041 0.012712946336990381 -0.047767880436776759 -0.14836861956119538 0.19289370608083981 0.1072913112850101 0.025064280985525864 -0.073980974755493034 0.15380429071592697 -0.013027373770256701 0.085887535214424132 0.028228979671702667 -0.32475857603549957 -0.047028619750987648 0.084996905167897541 0.25486287051981149 -0.049221329323135984 -0.10940535516138114 0.026472414991472452 -0.17826475268916081 0.14442909876601054 -0.22186069923639298 -0.092654571623905849 0.077534598086948514 -0.099150673283470991 -0.37577421111219067 -0.051682874470315082 0.14676964508859736 -0.21662125221753525 | |
leaf_weight=338 2792 734 2298 849 135 97 81 204 249 162 2699 36 102 20 215 105 22 101 126 525 38 104 20 46 77 36 34 235 57 59 | |
leaf_count=338 2792 734 2298 849 135 97 81 204 249 162 2699 36 102 20 215 105 22 101 126 525 38 104 20 46 77 36 34 235 57 59 | |
internal_value=0 0.0145004 0.0297506 -0.0277791 -0.0615698 0.0501319 0.0195342 0.0791488 -0.0200773 0.0699011 -0.00135866 0.0218327 0.0337307 -0.0567115 0.0459155 -0.00370774 0.0457168 0.0204354 -0.0660069 0.0563764 0.0332003 0.0459756 -0.0127693 -0.017812 -0.0573492 -0.0795891 -0.233511 -0.0524493 0.0398423 -0.0847828 | |
internal_weight=0 8276 4219 4320 984 1921 754 301 453 1167 4057 1358 1196 142 1054 320 204 182 162 1005 667 629 122 3336 544 467 70 397 103 294 | |
internal_count=12596 8276 4219 4320 984 1921 754 301 453 1167 4057 1358 1196 142 1054 320 204 182 162 1005 667 629 122 3336 544 467 70 397 103 294 | |
is_linear=0 | |
shrinkage=0.02 | |
Tree=35 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 57 60 59 54 67 61 13 34 59 55 39 27 50 71 3 46 59 32 59 54 52 1 16 38 5 55 61 2 28 | |
split_gain=24625.7 6629.29 4926.54 4759.97 3589.06 3136.37 4835.14 3921.95 4863.56 2684.7 3546.65 3263.61 2520.39 2441.12 3685.22 2413 3113.18 3007.69 2378.07 4380.83 2520.41 3570.98 3841.98 2400.99 2361.63 3220.59 2976.8 3862.06 2726.95 2343.98 | |
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 3 29 -1 6 7 8 9 12 -11 -12 -4 18 -15 -7 17 -17 20 -20 23 22 -22 -8 26 -26 28 -28 -6 -3 | |
right_child=-2 2 5 -5 24 15 13 -9 -10 10 11 -13 -14 14 -16 16 -18 -19 19 -21 21 -23 -24 -25 25 -27 27 -29 -30 -31 | |
leaf_value=0.065133455293204426 -0.041397715758552361 0.075618372689694222 0.03883765939209196 0.0088315585003801555 0.064089727776973707 -0.00098664764229993828 -0.008588214744807747 0.11739363498319455 -0.1371542984160824 0.054038653861553897 -0.075248005862924322 0.1054364145733416 0.21523459384470811 -0.23943388646073413 -0.053982560088237125 0.10770751537645563 0.16993139408034633 -0.011962149823651947 0.019465031441267548 -0.21779211956339004 -0.084523825389256318 0.092887850697078389 0.10073437699317639 0.13327853808408244 0.087236334483123262 -0.095400669144259556 0.044920253836845295 -0.016494415330791237 -0.052055168671116307 -0.01616844234643159 | |
leaf_weight=766 3031 547 135 1611 458 2450 259 82 69 140 210 32 27 44 92 85 49 186 37 52 364 42 34 38 253 30 415 904 64 90 | |
leaf_count=766 3031 547 135 1611 458 2450 259 82 69 140 210 32 27 44 92 85 49 186 37 52 364 42 34 38 253 30 415 904 64 90 | |
internal_value=0 0.0131183 0.00398846 0.0240817 0.0342054 -0.00621477 -0.0243526 0.00914294 -0.00533757 0.0113818 -0.0127296 -0.0513559 0.0682371 -0.0485516 -0.113982 0.00463521 0.0476776 0.0255726 -0.0377786 -0.119157 -0.0279514 -0.0532737 -0.0686977 0.00956309 0.0230515 0.0678755 0.0161611 0.00282862 0.0498497 0.0626501 | |
internal_weight=0 9565 6675 2248 2890 4427 1657 695 613 544 382 242 162 962 136 2770 320 271 826 89 737 440 398 297 2124 283 1841 1319 522 637 | |
internal_count=12596 9565 6675 2248 2890 4427 1657 695 613 544 382 242 162 962 136 2770 320 271 826 89 737 440 398 297 2124 283 1841 1319 522 637 | |
is_linear=0 | |
shrinkage=0.0166667 | |
Tree=36 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 65 62 56 55 69 52 40 11 25 57 70 25 14 55 56 34 16 70 41 57 15 48 20 16 53 38 15 43 65 | |
split_gain=7748.41 6152.78 4298.17 2817.17 2683.57 6044.56 4471.33 4258.92 3246.6 3234.45 3038.71 2757.49 2555.83 3230.57 2841.7 3023.08 3647.83 3113.54 3006.72 3304.24 2832.83 2827.81 3189.74 2742.88 2547.41 2508.17 2464.11 2455.04 2429.04 2273.31 | |
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 12 -3 5 -4 8 9 -6 11 -10 -7 14 -14 27 16 17 -16 20 21 28 22 25 26 -5 -20 -22 -1 -17 -2 | |
right_child=29 3 4 24 6 7 -8 -9 10 -11 -12 -13 13 -15 15 18 -18 -19 19 -21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
leaf_value=0.44851324748985893 -0.079012333080507924 0.079774272939881999 0.42538320562371645 -0.038905515059888214 -0.10364238338031395 0.40033093487098814 -0.86781549056371066 -1.5564286394552751 1.1383559775906942 -1.2039322542107624 0.029035584114748859 -0.40489095856209056 0.4006111449044612 1.4922535836696627 0.065274051234424521 0.30078847301702433 0.92103939078472286 0.74770281204454059 0.71720185057147523 0.8882727888637576 -0.15055215674515215 -0.75327799988759536 -0.70206006346522154 -1.3170496510020619 -0.29189391363420442 0.07819460762723808 -1.1110460225612886 -0.21653942047588287 -0.75351206247623148 -0.26367681630143913 | |
leaf_weight=530 2041 1929 372 3505 729 100 69 22 43 23 58 74 216 31 362 137 81 82 91 58 193 37 37 29 449 189 31 62 26 990 | |
leaf_count=530 2041 1929 372 3505 729 100 69 22 43 23 58 74 216 31 362 137 81 82 91 58 193 37 37 29 449 189 31 62 26 990 | |
internal_value=0 0.044151 0.145531 -0.0192996 0.0144837 0.180003 -0.0943284 -0.236807 -0.0300264 -0.089438 0.501321 0.0578802 0.234609 0.537619 0.196129 0.116175 0.303895 0.191308 -0.00285056 0.188632 -0.192492 0.0740018 0.170561 -0.40195 -0.0676338 0.285872 -0.283478 0.378862 0.132618 -0.139328 | |
internal_weight=0 9565 3682 5883 1490 591 899 219 830 197 101 174 2192 247 1945 1353 525 444 828 412 416 354 317 253 3954 280 224 592 163 3031 | |
internal_count=12596 9565 3682 5883 1490 591 899 219 830 197 101 174 2192 247 1945 1353 525 444 828 412 416 354 317 253 3954 280 224 592 163 3031 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=37 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=60 55 3 20 65 20 50 10 62 51 51 18 0 65 32 69 69 22 5 59 63 59 33 0 26 10 28 40 45 25 | |
split_gain=4716.39 2959.91 4084.84 3751.28 3736.18 3678.48 3887.14 3749.58 3016.16 3342.05 3146.7 9975 4523.04 3509.33 3373.76 3047.3 2905.86 2829.4 2773.72 3515.24 2663.05 2795.44 3976.79 3437.38 3415.81 2638.38 2588.96 2584.24 3066.7 2788.85 | |
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=20 4 8 -4 -2 7 -7 27 10 -10 16 12 14 -13 17 -14 25 18 19 -12 -1 22 24 -24 -22 -3 -18 29 -29 -6 | |
right_child=1 2 3 -5 5 6 -8 -9 9 -11 11 13 15 -15 -16 -17 26 -19 -20 -21 21 -23 23 -25 -26 -27 -28 28 -30 -31 | |
leaf_value=0.26290573921814303 0.16172964749837435 0.13521388153414346 0.24208772356672395 -0.52380558418937861 0.052480358905963767 -0.30278682292384262 -1.6372806235001638 0.46587079783825031 -0.24573226570792925 0.10521707198213018 0.77622973283131924 -0.71164680163065597 -0.022369805812835694 -2.2288204191192502 1.1654488725731007 -1.4595178830126923 -0.071346953026794821 0.76161600790525741 -0.8260823975801469 -0.26757082030699969 0.35729118540154081 -0.0036053455758921493 -0.054747512449820838 -1.4521836933882342 -0.52554493483076703 -0.30369932355444418 -0.55610583316414586 -0.25220412998460234 -1.4434590124166931 -0.42663764253470071 | |
leaf_weight=738 1373 1306 572 72 878 136 26 146 1958 315 45 30 25 31 26 36 988 38 50 114 649 2327 75 23 47 153 124 128 26 141 | |
leaf_count=738 1373 1306 572 72 878 136 26 146 1958 315 45 30 25 31 26 36 988 38 50 114 649 2327 75 23 47 153 124 128 26 141 | |
internal_value=0 -0.0406673 -0.0812074 0.15646 0.0428989 -0.0672663 -0.516965 -0.0120342 -0.110423 -0.197097 -0.0439997 -0.306781 -0.092023 -1.48267 0.0819276 -0.870523 -0.00362683 -0.0321273 -0.176444 0.0278444 0.092073 0.0516775 0.213697 -0.382717 0.297674 0.0891867 -0.125403 -0.0715177 -0.453325 -0.0138157 | |
internal_weight=0 8737 5883 644 2854 1481 162 1319 5239 2273 2966 395 334 61 273 61 2571 247 209 159 3859 3121 794 98 696 1459 1112 1173 154 1019 | |
internal_count=12596 8737 5883 644 2854 1481 162 1319 5239 2273 2966 395 334 61 273 61 2571 247 209 159 3859 3121 794 98 696 1459 1112 1173 154 1019 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=38 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 66 57 43 21 54 62 69 37 69 59 54 20 20 50 62 50 53 10 63 61 21 9 7 2 58 63 35 13 49 | |
split_gain=7727.64 5128.79 2683.25 2829.54 3718.65 3316.6 3622.14 2424.1 2503.79 2330.14 1952.11 2579.74 5504.9 2281.89 3293.83 2137.46 2101.18 2911.94 2542.64 2660.04 2486.04 2247.45 2592.67 1948.71 1827.03 1709.13 4069.71 3182.85 3123.18 3488.23 | |
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 1.5000000000000002 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 | |
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 3 -1 5 -5 9 25 -9 -7 11 12 23 -12 15 -15 17 20 24 -20 -13 22 -22 -4 -19 28 -27 -28 29 -2 | |
right_child=7 -3 10 4 -6 6 -8 8 -10 -11 13 16 -14 14 -16 -17 -18 18 19 -21 21 -23 -24 -25 -26 26 27 -29 -30 -31 | |
leaf_value=0.15420560507622577 -0.19578670040825896 -0.075051215128992363 0.29738717686088212 0.98704287804663182 1.4392663820369824 0.085440481227377185 0.59023563620410391 -0.18273011128910688 -0.64636451996586941 -1.025739786704071 0.040291315801932043 0.2426719157458985 1.3019136245603917 0.16954219782739643 -1.064423721612886 -0.42030706766272791 0.41110885141306364 0.12989678531467855 -1.3099677781263988 0.12473236471414567 -0.39017096992461914 0.49593615531921387 -1.4203627381730697 -0.46691817842625288 0.71017515153669919 0.25721463054697746 -0.11612205725560187 0.41544506461670005 -0.70675205808169772 0.41243388429370331 | |
leaf_weight=1657 743 2180 339 60 37 46 79 849 135 32 2431 73 54 127 43 119 151 491 24 28 155 23 29 37 61 427 1837 120 101 108 | |
leaf_count=1657 743 2180 339 60 37 46 79 849 135 32 2431 73 54 127 43 119 151 491 24 28 155 23 29 37 61 427 1837 120 101 108 | |
internal_value=0 0.0565899 0.103666 0.201847 0.51264 0.354644 0.112963 -0.108412 -0.246338 -0.370428 0.058834 0.151895 0.357771 0.00871077 -0.256937 -0.115791 0.0663626 0.00747494 0.131048 -0.537437 -0.259091 -0.436041 -0.552538 0.222176 0.194022 -0.0677281 -0.0224967 -0.0835272 -0.180996 -0.118598 | |
internal_weight=0 8276 6096 1911 254 217 157 4320 984 78 4185 1465 430 2720 289 246 1035 884 604 52 280 207 184 376 552 3336 2384 1957 952 851 | |
internal_count=12596 8276 6096 1911 254 217 157 4320 984 78 4185 1465 430 2720 289 246 1035 884 604 52 280 207 184 376 552 3336 2384 1957 952 851 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=39 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 69 21 57 42 70 41 45 3 57 35 14 50 10 18 34 33 5 63 62 50 46 6 46 63 23 67 33 55 18 | |
split_gain=6183.1 3829.22 2632.96 2491.54 2871.76 2470.85 2329.26 3526.9 2435.02 2313.97 2280.13 2671.5 2743.45 2544.85 2189.99 2180.61 2162.01 3575.72 3025.18 2552.85 2235.48 2140.57 2100.34 2076.37 2043.59 1976.53 5000.71 2104.04 1961.69 1934.37 | |
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 1.5000000000000002 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 21 -3 8 22 25 16 11 12 -1 14 23 24 20 18 -18 -20 -2 -4 -8 -12 -5 27 -27 -7 -14 -11 | |
right_child=9 5 3 15 -6 6 7 -9 -10 29 13 -13 28 -15 -16 -17 17 -19 19 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 | |
leaf_value=0.051822945503760744 0.06268146636172596 0.018596588607031308 0.50924430021773215 0.28843132654408449 -0.11980268947780133 -0.11624552475141757 -0.064954053774370371 0.65079756879806527 0.12837492954147897 -0.053600673562993986 -0.19515836000856426 -0.068779052802576471 0.34666350019198877 -0.57394379744162927 0.32419325086203488 -0.27009115940646122 0.45952971997586167 -0.77718271889856894 -0.5071137872720628 0.027805427379078335 -0.15517002014650239 -0.0098998948931694041 0.40227619090984607 0.29033004951018554 0.0084110053440478328 -0.15166000132262708 0.45674008709542896 -0.36958191968336868 0.11393791384520856 -0.15954104293166668 | |
leaf_weight=2720 922 2680 115 119 30 825 141 25 115 2612 144 390 135 26 33 38 22 21 38 54 135 24 29 26 144 100 51 91 275 516 | |
leaf_count=2720 922 2680 115 119 30 825 141 25 115 2612 144 390 135 26 33 38 22 21 38 54 135 24 29 26 144 100 51 91 275 516 | |
internal_value=0 0.0253098 0.0586611 0.170218 0.323855 -0.00937327 -0.0638099 0.0962945 -0.0902231 -0.048487 0.0446756 0.0546213 0.0699971 -0.108203 -0.048551 0.083957 0.0107922 -0.17763 -0.0671858 -0.193139 0.0348575 0.419608 0.0147499 -0.120907 0.135112 -0.113783 0.0538261 -0.141413 0.190567 -0.0710768 | |
internal_weight=0 8276 4219 470 169 4057 1377 195 1182 4320 3749 3520 3130 229 203 301 1192 135 114 92 1057 139 170 170 263 1067 151 916 410 3128 | |
internal_count=12596 8276 4219 470 169 4057 1377 195 1182 4320 3749 3520 3130 229 203 301 1192 135 114 92 1057 139 170 170 263 1067 151 916 410 3128 | |
is_linear=0 | |
shrinkage=0.05 | |
end of trees | |
feature_importances: | |
yellow=64 | |
blue=56 | |
BON4=52 | |
BON2=47 | |
BON3=47 | |
BON8=44 | |
BON5=41 | |
no_players=38 | |
red=38 | |
BON10=37 | |
green=34 | |
black=33 | |
BON7=27 | |
BON6=25 | |
brown=25 | |
x1_SCORE8=21 | |
BON9=21 | |
x4_SCORE2=19 | |
x5_SCORE7=19 | |
x0_SCORE7=18 | |
x1_SCORE1=17 | |
x1_SCORE2=17 | |
x2_SCORE1=16 | |
x3_SCORE9=15 | |
x2_SCORE4=14 | |
x2_SCORE8=14 | |
x3_SCORE8=14 | |
x0_map2=14 | |
x3_SCORE5=13 | |
x5_SCORE9=13 | |
BON1=13 | |
x0_SCORE4=12 | |
x2_SCORE3=12 | |
x3_SCORE2=12 | |
x3_SCORE6=12 | |
x5_SCORE2=12 | |
x5_SCORE8=12 | |
x0_SCORE2=11 | |
x1_SCORE3=11 | |
x1_SCORE7=11 | |
x0_SCORE6=10 | |
x0_SCORE8=10 | |
x3_SCORE7=10 | |
x4_SCORE3=10 | |
x4_SCORE6=10 | |
x5_SCORE5=10 | |
x5_SCORE6=10 | |
x0_SCORE3=9 | |
x0_SCORE9=9 | |
x2_SCORE5=9 | |
x2_SCORE7=9 | |
x4_SCORE7=9 | |
x1_SCORE6=8 | |
x3_SCORE4=8 | |
x4_SCORE4=8 | |
x5_SCORE3=8 | |
x5_SCORE4=8 | |
x3_SCORE1=7 | |
x0_map3=7 | |
x0_SCORE1=6 | |
x0_map1=6 | |
x0_SCORE5=5 | |
x1_SCORE4=5 | |
x1_SCORE5=5 | |
x2_SCORE2=5 | |
x2_SCORE6=5 | |
x2_SCORE9=5 | |
x3_SCORE3=5 | |
x4_SCORE5=5 | |
x4_SCORE8=4 | |
x1_SCORE9=2 | |
x4_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:[] | |