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] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] | |
tree_sizes=2838 2926 2924 2927 2940 2939 2922 2959 2922 2941 2952 2962 2943 2949 2929 2935 2953 2927 2943 2949 2968 2944 2929 2950 2948 2921 2947 2938 2948 2950 2940 2908 2932 2906 2974 2989 2910 2938 2921 2950 | |
Tree=0 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 60 67 54 68 69 57 57 55 61 67 61 61 58 62 57 54 55 55 54 54 55 55 54 61 57 60 54 55 54 | |
split_gain=209656 125889 76404.9 68983.1 64139.6 53909.5 47064.7 44038.9 36229 32288 31421.3 27274.6 23639 23451.8 25073.2 23049 19877.3 19496.1 17764 16977.6 16844 16649.5 16261.7 18086.8 16125.4 15181.2 14865.2 14083.9 15873.7 13149.9 | |
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 3 7 12 5 11 24 8 -2 16 19 18 -1 -4 -15 -6 -9 -8 -3 -7 -10 -14 23 -11 -5 -23 -18 -17 -29 -13 | |
right_child=2 4 13 6 15 10 17 9 20 22 -12 29 21 14 -16 27 26 -19 -20 -21 -22 25 -24 -25 -26 -27 -28 28 -30 -31 | |
leaf_value=103.43685381391525 102.35694770236273 102.98351257123888 100.25100580113347 103.0592604326432 101.36692202517024 102.1571643602168 101.90469671693654 101.94534175726503 101.89583547424503 101.80732592830446 100.86354582845993 102.01657204427421 103.1728399687339 100.50261754334396 100.99904597510429 101.1404447845981 101.66790123774963 101.20332098650927 102.02193050759887 101.31670019772017 101.09748841116354 102.94046222746097 100.5802497877186 100.81244572932908 102.06841470925775 101.81108994699333 100.84525681515838 101.0242759556933 100.39140387734611 101.30578492663898 | |
leaf_weight=292 442 312 1235 234 1086 378 592 409 362 262 1148 467 201 2054 2016 875 328 1199 500 660 979 164 1685 604 551 434 665 660 992 588 | |
leaf_count=292 442 312 1235 234 1086 378 592 409 362 262 1148 467 201 2054 2016 875 328 1199 500 660 979 164 1685 604 551 434 665 660 992 588 | |
internal_value=101.216 101.519 100.906 102 101.288 101.561 101.718 101.159 101.572 100.973 101.224 101.956 102.667 100.633 100.749 100.982 101.359 101.435 102.391 101.623 101.313 102.385 100.761 101.113 102.364 102.121 101.117 100.816 100.644 101.62 | |
internal_weight=0 11333 11041 3667 7666 4053 2576 5736 1783 3953 2186 1867 1091 5305 4070 3613 1402 1791 812 1038 1341 799 2551 866 785 598 993 2527 1652 1055 | |
internal_count=22374 11333 11041 3667 7666 4053 2576 5736 1783 3953 2186 1867 1091 5305 4070 3613 1402 1791 812 1038 1341 799 2551 866 785 598 993 2527 1652 1055 | |
is_linear=0 | |
shrinkage=1 | |
Tree=1 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=56 70 67 70 67 69 69 60 60 69 54 54 60 55 61 53 54 55 53 67 61 61 55 68 53 53 53 61 1 54 | |
split_gain=296453 148600 114756 108049 103581 52772.5 47335.8 37374.4 25406.8 24766.1 19542.2 17630.7 16775.8 16715.1 16298.2 15747.6 15078.8 15066.5 13759.6 13664.9 13034.2 12404.8 11887 11749.9 11620 11137.9 10969.5 10801.6 10631.7 9898.48 | |
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=3 2 5 4 6 8 11 20 24 13 -9 -1 -13 26 18 -12 -8 -6 -10 -5 28 -17 23 29 -2 -22 -4 -26 -3 -7 | |
right_child=1 7 9 19 17 22 16 10 14 -11 15 12 -14 -15 -16 21 -18 -19 -20 -21 25 -23 -24 -25 27 -27 -28 -29 -30 -31 | |
leaf_value=1.4489943450174947 1.1277534538575194 0.24376891779310911 0.51417608370360945 0.11072818548233604 0.5085521547834212 0.91778151019871679 0.90987338289477926 -0.33903170166346486 1.0323670219702274 -0.33181276626562406 -0.43755670212480702 1.2912326990781515 0.67622191809481624 -0.18263327914209931 0.038824654514329475 -0.56522355216172793 0.36469522767778373 0.13459409931836097 0.29618048268414676 -0.21156884289839101 0.05316197928384038 -0.92946627047079322 -0.064913357399745214 -0.23614370818040123 0.9608746114428397 -0.39410265143555656 0.025371636731539013 0.32242942285200188 -0.72868070801099138 0.25280535761799128 | |
leaf_weight=464 330 405 288 1544 644 139 318 1344 189 2890 978 339 471 1559 475 727 775 1867 280 941 326 970 1354 148 216 1027 700 259 57 350 | |
leaf_count=464 330 405 288 1544 644 139 318 1344 189 2890 978 339 471 1559 475 727 775 1867 280 941 326 970 1354 148 216 1027 700 259 57 350 | |
internal_value=0 -0.169956 -0.00271367 0.346491 0.528769 0.281529 0.84518 -0.433032 0.548717 -0.198238 -0.546427 1.12132 0.933615 -0.0466755 0.314078 -0.650628 0.523311 0.230504 0.592853 -0.0113167 -0.18194 -0.773424 0.0468164 0.284308 0.823872 -0.286336 0.167857 0.612754 0.123791 0.441827 | |
internal_weight=0 15011 9177 7363 4878 3740 2367 5834 1749 5437 4019 1274 810 2547 944 2675 1093 2511 469 2485 1815 1697 1991 637 805 1353 988 475 462 489 | |
internal_count=22374 15011 9177 7363 4878 3740 2367 5834 1749 5437 4019 1274 810 2547 944 2675 1093 2511 469 2485 1815 1697 1991 637 805 1353 988 475 462 489 | |
is_linear=0 | |
shrinkage=0.0666667 | |
Tree=2 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=56 70 67 70 67 64 69 69 69 64 64 69 60 64 60 64 54 64 54 54 60 60 61 53 69 67 53 54 53 61 | |
split_gain=240127 120366 92952 87519.8 83900.2 43405.5 43998.8 42745.7 38342 39219.2 31531.8 49551.4 30273.3 25408.2 20579.5 16040.9 15829.1 15768.4 14280.9 13798.9 13588.4 13439.5 13201.6 12755.5 11988 12676.4 11145.3 10859.7 10777.6 10047.9 | |
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=3 2 7 4 8 6 27 14 18 -10 11 -6 15 -9 -2 24 -14 19 -1 -5 -20 -19 26 -18 25 -3 -16 -4 -29 -25 | |
right_child=1 12 5 17 10 -7 -8 13 9 -11 -12 -13 16 -15 22 -17 23 21 20 -21 -22 -23 -24 29 -26 -27 -28 28 -30 -31 | |
leaf_value=1.9561423899810599 1.1122269134982401 0.77839872232138718 1.0481145309347115 0.75671380021579149 1.377586610705813 -0.53860959073169867 -0.25206646365617613 0.45453130611511805 1.2171111073898149 0.0037819699943065646 -0.074017124702679821 0.14508829431806666 -0.45769277937936192 -0.2629053522732604 1.3936955087182543 -0.55171793202925623 -0.59070155241799016 0.38820560093848938 1.7431641678454952 0.027382502010033144 0.91289960349536248 -0.49634575397996872 0.052413322919293459 -0.76305178500483894 -0.38094579199745604 -0.19186559304778961 0.39984364887433399 0.88653631312241821 -0.089788243234594223 -1.2547794555515752 | |
leaf_weight=464 805 302 356 339 543 2832 1783 905 633 460 1151 817 1344 1086 189 881 978 217 339 1105 471 824 475 727 389 243 280 193 273 970 | |
leaf_count=464 805 302 356 339 543 2832 1783 905 633 460 1151 817 1344 1086 189 881 978 217 339 1105 471 824 475 727 389 243 280 193 273 970 | |
internal_value=0 -0.229441 -0.00366345 0.467763 0.713838 -0.267622 0.0269803 0.380064 1.14099 0.706469 0.31118 0.637181 -0.584593 0.0632022 0.740768 -0.245619 -0.737676 -0.0152775 1.51378 0.198604 1.26038 -0.311958 0.424005 -0.878348 0.0431105 0.345785 0.800351 0.63226 0.314569 -1.04412 | |
internal_weight=0 15011 9177 7363 4878 5437 2605 3740 2367 1093 2511 1360 5834 1991 1749 1815 4019 2485 1274 1444 810 1041 944 2675 934 545 469 822 466 1697 | |
internal_count=22374 15011 9177 7363 4878 5437 2605 3740 2367 1093 2511 1360 5834 1991 1749 1815 4019 2485 1274 1444 810 1041 944 2675 934 545 469 822 466 1697 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=3 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 70 67 64 68 70 68 64 56 64 67 61 67 60 58 54 61 68 60 55 56 56 67 58 19 64 60 67 56 56 | |
split_gain=257126 173610 178522 57053.3 62259.4 43006.4 37113.2 63990.3 36461.2 34323.9 29975.9 27939.6 24050.2 20148.9 19536.4 15441 15129.4 13674.2 12850.6 15211.3 11946 10803.5 10754.7 10543 10437.4 9840.32 9135.25 9100.56 8596.6 8507.99 | |
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 8 4 29 9 7 10 15 12 21 13 20 -10 -8 -1 -17 -13 -18 -20 -2 -3 -11 -5 -19 -16 -23 -27 -9 -4 | |
right_child=5 6 3 23 -6 -7 14 28 11 22 -12 17 -14 -15 25 16 18 24 19 -21 -22 26 -24 -25 -26 27 -28 -29 -30 -31 | |
leaf_value=1.5151297283263352 0.61782856137431852 1.1742595855791766 1.1687130019996568 -0.44242175222484403 0.072344493492967399 -0.69826231113962645 -0.76272503534331026 0.0033988215680945278 1.429425532060677 -0.31286346558552008 0.0030106340698098054 0.58635380186660435 -0.2803086785329641 0.65187144512114148 -0.12639401208846512 1.3576219971210799 1.1464629660718353 -0.15791285251052903 1.010964969354692 -0.11166951511787553 0.040732241400024474 0.9901994810002358 -0.65593377982270185 -0.057360115832403691 1.080639712880423 -0.37668942034888236 0.22281397317177226 -1.2052493237147461 -0.38344494298983733 0.68896358633118393 | |
leaf_weight=572 399 333 447 644 1650 2381 699 564 398 1320 531 744 1265 553 1377 422 262 378 147 195 663 186 1222 2117 54 517 256 112 1363 603 | |
leaf_count=572 399 333 447 644 1650 2381 699 564 398 1320 531 744 1265 553 1377 422 262 378 147 195 663 186 1222 2117 54 517 256 112 1363 603 | |
internal_value=0 0.195594 0.422596 0.119186 0.391566 -0.408023 -0.155574 0.034991 0.867406 -0.266092 0.485333 0.641423 -0.0348395 0.977283 -0.383337 1.1682 0.974782 0.369822 0.707301 0.370866 0.257551 0.815801 -0.477786 -0.147175 -0.00309378 -0.251137 0.545741 -0.524223 -0.270222 0.8932 | |
internal_weight=0 15124 9186 5461 2700 7250 5938 3233 3725 4869 1306 2127 2327 951 2705 1598 1026 1176 604 342 1062 775 2542 2761 432 2006 442 629 1927 1050 | |
internal_count=22374 15124 9186 5461 2700 7250 5938 3233 3725 4869 1306 2127 2327 951 2705 1598 1026 1176 604 342 1062 775 2542 2761 432 2006 442 629 1927 1050 | |
is_linear=0 | |
shrinkage=0.0833333 | |
Tree=4 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=56 70 67 55 54 55 64 61 53 64 61 54 54 64 61 53 61 61 54 54 53 55 61 55 68 53 63 54 53 64 | |
split_gain=167599 78718.3 63056.4 58004.1 35179.2 29950.4 28663.7 23787.4 21922.8 19355.1 17374.9 17197.4 16249.7 16163 14921.9 13982.5 13744.1 13303.4 11434.3 9374.58 9295.14 8582.09 8444.35 8085.19 7695.3 7533.31 7116.37 6921.58 6888.02 6863.79 | |
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 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 | |
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
left_child=3 2 5 7 14 10 21 27 17 19 18 -9 13 20 -5 -16 -10 29 -2 -3 -7 24 -14 -8 -4 -21 -26 -1 -13 -6 | |
right_child=1 9 6 4 8 12 23 11 16 -11 -12 28 22 -15 15 -17 -18 -19 -20 25 -22 -23 -24 -25 26 -27 -28 -29 -30 -31 | |
leaf_value=1.0552202220374378 0.83960914190701597 -0.022125449228359646 0.23181524059408243 0.51667126862858248 0.62089716596384359 0.60549367829582501 -0.093260986763873427 0.57646607923843707 0.092364911728216148 -0.29505353709099125 0.17929278384679073 0.40931233964631969 0.060949943385422381 0.011894189922652615 0.48857680803903292 0.11851397033484397 -0.11640889213415058 0.10132809524974168 0.37397988128316417 -0.065957386878680316 0.19935779822592903 -0.056453516860084686 -0.16138206867056132 -0.25210666483322058 0.19249012236171859 -0.25077162918702411 -0.15996327795693024 0.5888951019926385 0.15605194555420709 0.17605043884750837 | |
leaf_weight=76 145 997 500 384 179 193 955 339 968 2872 869 279 621 540 257 937 1747 837 370 652 263 1634 739 1877 189 1313 282 364 885 111 | |
leaf_count=76 145 997 500 384 179 193 955 339 968 2872 869 279 621 540 257 937 1747 837 370 652 263 1634 739 1877 189 1313 282 364 885 111 | |
internal_value=0 -0.0851929 -0.00404389 0.173683 0.0989945 0.136424 -0.100669 0.382028 0.0264281 -0.212842 0.300521 0.297888 0.0400267 0.17642 0.275674 0.198167 -0.0419731 0.19121 0.505079 -0.133128 0.371253 0.00573265 -0.0598613 -0.198541 0.11038 -0.189449 -0.0185329 0.669442 0.216756 0.450628 | |
internal_weight=0 15011 9177 7363 5420 3740 5437 1943 3842 5834 1384 1503 2356 996 1578 1194 2715 1127 515 2962 456 2605 1360 2832 971 1965 471 440 1164 290 | |
internal_count=22374 15011 9177 7363 5420 3740 5437 1943 3842 5834 1384 1503 2356 996 1578 1194 2715 1127 515 2962 456 2605 1360 2832 971 1965 471 440 1164 290 | |
is_linear=0 | |
shrinkage=0.0444444 | |
Tree=5 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 70 67 69 60 70 57 56 57 57 56 56 69 57 67 57 60 67 58 61 55 61 61 56 56 67 60 61 56 60 | |
split_gain=203226 122465 126422 64664.2 30712.9 29043.6 27633.6 23091.9 20526.2 18985.7 18973.1 18389.7 17857.4 15758.6 15293.4 12876.8 12744.2 12348.9 12271.4 11092.9 10828.3 9908.52 9421.79 14571.3 9330.64 9019.73 8256.49 7712.3 7536.67 7420 | |
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 4 15 9 8 12 19 17 -1 -10 25 14 20 28 21 27 -2 -5 -6 -9 -4 -11 -24 -20 -8 -17 -13 -3 -12 | |
right_child=5 6 3 18 7 -7 11 13 10 22 29 16 -14 -15 -16 26 -18 -19 24 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 | |
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leaf_weight=517 785 210 262 754 403 2381 803 200 1096 434 845 281 457 654 608 527 1787 679 759 567 323 551 278 349 1566 652 1042 693 447 1464 | |
leaf_count=517 785 210 262 754 403 2381 803 200 1096 434 845 281 457 654 608 527 1787 679 759 567 323 551 278 349 1566 652 1042 693 447 1464 | |
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internal_weight=0 15124 9186 5461 3725 7250 5938 2147 4869 1578 3405 4216 1722 1177 1265 2382 2761 1464 3079 970 523 813 1061 627 2325 1455 1569 974 657 2309 | |
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is_linear=0 | |
shrinkage=0.0666667 | |
Tree=6 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 70 67 64 64 64 56 67 57 56 61 57 57 57 54 61 58 62 54 55 54 53 55 70 55 54 56 61 53 51 | |
split_gain=164613 99196.3 102402 41199.3 25157.7 23814.3 22235.1 21993.4 20918.7 20022.1 16126.1 12669.9 11745.4 11645.1 11147.1 10336.4 10243.8 13649 10210.6 10446.6 9217.2 9922.57 8405 8395.77 7751.26 7870.71 7740.98 7658.21 7267.57 7125.44 | |
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 | |
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leaf_weight=572 776 544 268 2761 778 926 300 1502 90 824 669 222 1140 570 391 602 1465 1312 397 279 350 163 555 314 1107 501 1714 350 672 260 | |
leaf_count=572 776 544 268 2761 778 926 300 1502 90 824 669 222 1140 570 391 602 1465 1312 397 279 350 163 555 314 1107 501 1714 350 672 260 | |
internal_value=0 0.1878 0.393707 0.117956 -0.130735 -0.391764 0.79797 0.0605655 0.586202 -0.206583 0.329089 0.39571 0.3087 -0.36483 -0.519476 0.709883 -0.569144 -0.473099 1.07984 0.891102 0.704128 1.16398 0.968714 0.150125 0.246348 0.501011 -0.352204 0.637599 -0.710795 -0.457495 | |
internal_weight=0 15124 9186 5461 5938 7250 3725 3186 2127 3547 1272 2700 1684 2457 1633 870 3703 2777 1598 1026 603 253 855 1090 1830 723 2752 629 1063 1974 | |
internal_count=22374 15124 9186 5461 5938 7250 3725 3186 2127 3547 1272 2700 1684 2457 1633 870 3703 2777 1598 1026 603 253 855 1090 1830 723 2752 629 1063 1974 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=7 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=60 55 57 57 57 53 53 61 61 61 61 55 53 61 53 55 55 61 61 67 67 53 55 59 12 53 59 63 0 47 | |
split_gain=136663 73992.2 58977.8 47173.8 44774.9 37571.4 27311.4 22409.5 22090.7 20497.7 17754.1 16867.1 16663.5 16220.1 14371.7 13590.3 13372.2 13210.5 13159.2 9739.19 9233.04 8472.8 8211.31 7872.23 6947.92 6641.65 8334.57 6611.5 6608.36 6570.64 | |
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 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 | |
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leaf_count=120 317 221 325 606 2511 274 311 858 199 2603 215 296 1894 2151 209 905 1710 816 274 493 100 868 810 606 74 1717 638 158 46 49 | |
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internal_weight=0 15417 6957 5120 10297 5156 1801 3747 3727 3741 1393 1423 6556 4045 1076 1179 2568 1112 1409 1173 378 1138 1084 815 567 2554 837 278 261 270 | |
internal_count=22374 15417 6957 5120 10297 5156 1801 3747 3727 3741 1393 1423 6556 4045 1076 1179 2568 1112 1409 1173 378 1138 1084 815 567 2554 837 278 261 270 | |
is_linear=0 | |
shrinkage=0.0166667 | |
Tree=8 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 68 64 67 69 69 67 60 64 69 67 58 60 69 58 64 69 61 60 60 67 21 58 68 67 58 34 67 54 64 | |
split_gain=142843 94360.3 104132 54919.3 34776.7 25782.9 43490.9 20140.9 18486.3 19772.4 19756.5 14901.9 13440.8 12452.3 11011.7 10881.1 8950.13 8399.95 8068.33 7864.81 7502.73 7407.49 6722.41 6713.6 6655.08 6483.18 6901.8 6224.9 5839.5 5753.66 | |
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 | |
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leaf_weight=838 281 125 609 747 874 326 184 792 422 2350 1150 1921 456 291 1389 1028 512 1025 723 2108 187 76 493 79 99 590 35 1718 214 732 | |
leaf_count=838 281 125 609 747 874 326 184 792 422 2350 1150 1921 456 291 1389 1028 512 1025 723 2108 187 76 493 79 99 590 35 1718 214 732 | |
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internal_weight=0 15124 8628 5137 2282 3491 1628 7250 6496 4295 1945 5163 795 2201 1811 2087 1059 1863 1408 2855 547 799 677 360 390 951 361 3639 339 1524 | |
internal_count=22374 15124 8628 5137 2282 3491 1628 7250 6496 4295 1945 5163 795 2201 1811 2087 1059 1863 1408 2855 547 799 677 360 390 951 361 3639 339 1524 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=9 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 70 69 67 68 70 64 68 64 64 67 69 67 68 64 64 67 69 67 10 64 64 67 57 64 68 38 26 64 69 | |
split_gain=115703 93110.9 81799.4 43675.9 35109.4 26732.4 25960 24852.6 32282.6 20785.8 17487.5 21352.2 15641.1 13534.1 12071.9 11796.9 12650.3 7333 8246.38 7181.27 7040.49 6909.65 7514.38 6594.01 6250.6 12837.5 6185.44 6042.14 5968.66 10476.3 | |
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 | |
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leaf_weight=1106 537 775 708 1739 742 2381 1041 1042 573 687 1265 1384 531 305 461 783 578 574 103 118 55 637 133 1354 1241 99 161 39 1043 179 | |
leaf_count=1106 537 775 708 1739 742 2381 1041 1042 573 687 1265 1384 531 305 461 783 578 574 103 118 55 637 133 1354 1241 99 161 39 1043 179 | |
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internal_weight=0 15124 9186 4779 4407 7250 1783 5938 3233 1700 4869 2382 1306 1013 998 2624 1518 2705 732 940 629 1973 770 1927 3079 1340 1203 822 2487 1222 | |
internal_count=22374 15124 9186 4779 4407 7250 1783 5938 3233 1700 4869 2382 1306 1013 998 2624 1518 2705 732 940 629 1973 770 1927 3079 1340 1203 822 2487 1222 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=10 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=56 60 60 55 55 66 70 67 66 70 70 69 66 66 69 47 64 66 47 69 70 64 70 64 70 69 58 67 45 27 | |
split_gain=105157 59308.4 39602.8 35714.5 32805.1 22326.1 15710.4 19413.4 13980.4 13273.5 11978.3 11436.7 11073.5 8965.6 10228 9853.1 8877.52 9658.68 24036.1 8373.96 8358.02 6778.78 6703.33 6502.95 6427.03 6181.16 6074.62 5608.47 5574.16 5565.93 | |
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 | |
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right_child=1 3 4 9 8 -7 23 11 22 -11 -12 -13 29 -15 -16 -17 17 18 -20 28 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
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leaf_weight=446 950 763 802 724 514 1626 681 204 820 2746 586 605 945 1551 1290 111 428 123 20 936 1078 283 378 632 654 373 1085 710 136 174 | |
leaf_count=446 950 763 802 724 514 1626 681 204 820 2746 586 605 945 1551 1290 111 428 123 20 936 1078 283 378 632 654 373 1085 710 136 174 | |
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internal_weight=0 15011 7363 10030 5387 4981 3355 2042 3875 6422 1976 1092 3608 3676 2125 835 1390 571 143 2489 2677 487 1198 1313 1417 819 1599 1512 1072 1119 | |
internal_count=22374 15011 7363 10030 5387 4981 3355 2042 3875 6422 1976 1092 3608 3676 2125 835 1390 571 143 2489 2677 487 1198 1313 1417 819 1599 1512 1072 1119 | |
is_linear=0 | |
shrinkage=0.0666667 | |
Tree=11 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=56 60 55 55 60 57 57 54 57 54 54 61 61 54 57 54 54 55 54 57 61 61 61 55 61 55 61 61 60 61 | |
split_gain=133384 59703.1 44228.7 41720.3 35698.9 35288.6 33584.9 27590.9 21289.2 20660.4 19445.2 16884.6 16785.2 16689.9 14907.4 13472.1 13176.5 11450.1 10922.8 11068.3 10443.5 9666.31 9664.4 9381.35 9380.01 9288.13 9133.51 8413.59 8393.96 8342.28 | |
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 | |
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
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Tree=12 | |
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shrinkage=0.1 | |
Tree=13 | |
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is_linear=0 | |
shrinkage=0.0833333 | |
Tree=14 | |
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shrinkage=0.075 | |
Tree=15 | |
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num_cat=0 | |
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leaf_count=158 255 695 282 1173 2511 411 329 72 780 2603 1739 1894 2151 857 59 56 220 937 217 294 611 1023 113 815 907 686 335 108 26 57 | |
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internal_weight=0 15417 6957 5120 10297 5170 1787 3558 1393 3741 3727 6556 4045 1139 1082 311 378 2419 302 1612 796 1409 185 2554 1201 1623 1138 803 243 1080 | |
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is_linear=0 | |
shrinkage=0.05 | |
Tree=16 | |
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split_feature=66 68 64 67 53 69 54 64 64 68 69 67 55 69 67 69 60 39 60 69 67 55 51 38 29 63 52 67 39 60 | |
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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 | |
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right_child=7 8 3 29 6 -7 12 21 15 -11 -12 23 17 22 28 -17 -18 -19 -20 20 -22 27 -24 -25 -26 -27 -28 -29 -30 -31 | |
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leaf_weight=719 641 339 1408 747 348 874 552 913 1811 821 2350 171 600 1350 447 390 456 87 563 360 207 1770 219 150 149 680 55 1020 69 2108 | |
leaf_count=719 641 339 1408 747 348 874 552 913 1811 821 2350 171 600 1350 447 390 456 87 563 360 207 1770 219 150 149 680 55 1020 69 2108 | |
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internal_weight=0 15124 8628 5137 3491 2282 2150 7250 6496 3547 4295 1945 1239 2726 1157 2201 795 687 911 1341 567 3703 1569 1150 1000 851 774 2790 516 2855 | |
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is_linear=0 | |
shrinkage=0.0666667 | |
Tree=17 | |
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split_feature=70 66 69 68 66 64 68 64 68 64 64 53 69 60 54 42 69 60 61 57 57 41 62 53 60 68 60 53 23 47 | |
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Tree=18 | |
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shrinkage=0.1 | |
Tree=19 | |
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internal_weight=0 15011 7363 4981 10030 6422 5387 3608 3627 3875 1127 2694 1354 1065 289 2553 1976 1494 477 2565 861 1055 236 1512 2500 1678 275 3857 1685 1516 | |
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shrinkage=0.0666667 | |
Tree=20 | |
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num_cat=0 | |
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leaf_count=415 161 438 3631 364 956 601 63 837 296 384 106 1553 1295 1352 644 1164 925 270 738 208 679 947 224 937 33 1048 30 253 1701 121 | |
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internal_weight=0 15011 9177 7363 3740 2295 5370 3842 1445 1993 475 5437 5834 1790 970 1528 1258 333 1339 314 2584 1747 1578 1194 257 4044 326 1806 2749 1068 | |
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is_linear=0 | |
shrinkage=0.025 | |
Tree=21 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=60 61 53 64 55 55 54 54 67 33 55 54 55 53 61 68 21 7 17 53 34 1 67 3 72 53 12 20 51 20 | |
split_gain=37118.2 18214.6 16637.4 12280.7 11437.9 10894.2 10533.6 10440.4 7189.7 7005.63 6624.94 6539.73 6348.99 6300.7 6093.53 5838.02 5832.05 5727.27 5718.54 5370.49 4887.03 4626.98 6762.37 4555.02 4434.43 4580.58 5050.24 5823.8 4246.44 4179.74 | |
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leaf_weight=645 336 982 335 794 2572 928 1154 1505 323 364 707 743 1174 2532 2228 333 32 116 25 1927 298 98 52 41 419 1188 174 161 65 123 | |
leaf_count=645 336 982 335 794 2572 928 1154 1505 323 364 707 743 1174 2532 2228 333 32 116 25 1927 298 98 52 41 419 1188 174 161 65 123 | |
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internal_weight=0 15417 6957 1787 10039 5170 5378 6409 993 3837 3868 1443 1510 3630 3727 1108 365 1098 348 3432 2526 1201 150 405 2714 2230 1523 1349 484 1051 | |
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is_linear=0 | |
shrinkage=0.08 | |
Tree=22 | |
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split_feature=56 60 57 61 57 60 55 61 53 67 57 53 68 62 55 1 59 53 59 51 63 61 0 73 66 10 69 68 44 55 | |
split_gain=40284.4 23101.6 12080.6 12035.3 11806.3 9912.98 8158.5 7557.26 7347 7213.75 6793.45 6296.78 6105.32 5883.04 5833.25 5755.98 5672.15 5671.8 6388.36 5454.6 5574.18 5286.1 4923.65 4830.7 4640.8 6492.41 5267.17 4660.47 4468.33 4466.29 | |
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 1.5000000000000002 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 | |
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right_child=1 2 8 5 7 10 13 11 21 -11 -12 -13 -14 -15 15 -17 -18 18 23 -21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31 | |
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leaf_weight=556 314 248 2523 1500 261 262 1390 759 1826 839 2627 1697 377 1156 619 107 892 195 521 137 526 2080 137 91 37 102 122 259 47 167 | |
leaf_count=556 314 248 2523 1500 261 262 1390 759 1826 839 2627 1697 377 1156 619 107 892 195 521 137 526 2080 137 91 37 102 122 259 47 167 | |
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internal_weight=0 15011 10030 7363 4981 5281 3601 3627 6429 2082 3781 2503 1354 2546 1124 863 1154 1055 807 977 840 3906 756 612 1243 917 326 815 806 204 | |
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is_linear=0 | |
shrinkage=0.0833333 | |
Tree=23 | |
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split_feature=56 54 54 53 61 55 53 61 67 55 19 55 55 58 39 50 25 25 55 61 63 58 39 61 63 27 6 67 40 7 | |
split_gain=32630.3 16904.8 11868.1 11113.6 8530.84 8020.27 7711.96 6175.8 5576.48 5565.95 5125.34 5101.31 4911.36 5449.52 4757.76 4601.25 6147.25 5009.25 4530.3 4356.33 3925.55 5760.69 3866.83 3859.84 4796.62 4550.76 3778.75 3711.83 4230.45 4729.1 | |
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shrinkage=0.06 | |
Tree=25 | |
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internal_weight=0 14055 9177 6011 4878 8319 5935 3166 2384 2556 1369 2691 2376 1787 416 1605 1445 1187 196 970 409 561 3244 1371 1192 848 669 630 535 452 | |
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Tree=26 | |
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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 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 | |
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Tree=27 | |
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internal_weight=0 14055 7948 3965 6107 3084 8319 4406 3023 1811 2691 3983 1212 490 444 722 825 2600 1915 1715 1546 203 1242 1538 595 506 75 785 687 98 | |
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shrinkage=0.025 | |
Tree=28 | |
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leaf_weight=993 262 991 2027 2114 780 1076 1742 366 180 151 247 334 632 275 1481 1162 160 2164 94 690 65 216 44 1008 1023 1442 235 27 126 267 | |
leaf_count=993 262 991 2027 2114 780 1076 1742 366 180 151 247 334 632 275 1481 1162 160 2164 94 690 65 216 44 1008 1023 1442 235 27 126 267 | |
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internal_weight=0 15011 7363 5336 10056 4955 6477 3579 1354 1048 3601 2525 3222 2229 2571 1954 1322 3906 874 897 1056 1697 306 2523 1389 2191 749 207 1134 514 | |
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Tree=30 | |
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shrinkage=0.04 | |
Tree=31 | |
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leaf_count=379 1445 3053 1142 3065 770 916 2100 3244 177 1973 282 242 182 469 73 190 284 25 1246 63 473 64 21 49 154 30 30 29 21 183 | |
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internal_weight=0 14055 6852 7203 2789 1686 8319 5935 4063 3861 2502 1103 724 4138 542 452 2384 202 2691 1359 3596 2220 543 70 217 272 270 240 211 247 | |
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is_linear=0 | |
shrinkage=0.1 | |
Tree=32 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=55 57 57 53 61 61 38 7 61 53 53 0 60 60 50 60 56 60 27 17 61 17 20 54 67 62 58 56 8 58 | |
split_gain=16868.7 11096.1 8925.1 7616.01 6216.87 6116.93 5954.68 5692.26 5563.96 4525.7 4317.25 4328.36 4211.87 4203.71 4694.49 4096.51 4084.97 4001.66 3847.66 3681.97 3500.2 3421.4 3399.19 3306.56 3144.65 3103.98 3094.73 3085.28 5397.91 3722.46 | |
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 | |
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leaf_weight=46 64 1023 304 179 1175 3228 693 457 989 1164 311 64 2204 204 39 2511 2509 154 27 134 815 57 320 998 113 42 250 1636 58 606 | |
leaf_count=46 64 1023 304 179 1175 3228 693 457 989 1164 311 64 2204 204 39 2511 2509 154 27 134 815 57 320 998 113 42 250 1636 58 606 | |
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internal_weight=0 15433 6941 10251 5182 6660 5188 3861 4495 1498 1753 360 3193 334 270 3591 3684 1393 231 3404 1082 1080 2799 1302 267 176 296 2479 843 785 | |
internal_count=22374 15433 6941 10251 5182 6660 5188 3861 4495 1498 1753 360 3193 334 270 3591 3684 1393 231 3404 1082 1080 2799 1302 267 176 296 2479 843 785 | |
is_linear=0 | |
shrinkage=0.0833333 | |
Tree=33 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 68 67 69 70 61 70 70 54 9 13 60 58 3 63 67 60 41 10 53 63 42 14 46 63 16 38 4 1 12 | |
split_gain=16644.3 12733.7 10898 9005.43 8836.46 6389.12 5134.85 4692.18 4690.9 4385.03 4253.95 4215.96 3944.22 3941.44 3823.05 3789.27 3647.15 3633.09 3478.38 4243.67 3469.01 3453.87 3319.78 3291.49 4216.4 3275.25 4457.72 3234.72 3126.95 3726.87 | |
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 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 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 | |
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right_child=7 6 3 -5 9 8 12 14 13 -11 -12 28 25 -15 -16 21 18 -19 19 -21 -22 -23 -24 -25 27 26 -28 -29 -30 -31 | |
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leaf_weight=632 2382 3791 1257 1998 984 326 625 2256 607 197 107 831 1779 162 125 2153 566 74 30 35 45 334 88 115 373 192 35 46 113 116 | |
leaf_count=632 2382 3791 1257 1998 984 326 625 2256 607 197 107 831 1779 162 125 2153 566 74 30 35 45 334 88 115 373 192 35 46 113 116 | |
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internal_weight=0 15124 8628 4436 2438 4192 6496 7250 2500 1181 1012 1692 2705 1488 2381 4869 1326 699 719 65 905 2487 654 860 745 2006 227 419 1060 947 | |
internal_count=22374 15124 8628 4436 2438 4192 6496 7250 2500 1181 1012 1692 2705 1488 2381 4869 1326 699 719 65 905 2487 654 860 745 2006 227 419 1060 947 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=34 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 68 64 53 69 70 53 55 64 30 4 69 62 57 5 70 56 70 69 61 39 14 21 62 28 28 42 55 42 15 | |
split_gain=26054.2 18666.2 22932.6 12915.9 7729.62 7546.27 6891.79 6689.29 6100.33 6225.01 5057.38 5041.61 5015.17 5696.04 5563.87 4978.41 4763.85 4625.04 5654.09 4077.31 3707.86 5023.65 3453.3 4748.89 4291.51 3448.84 3344.67 3241.89 3971.43 3955.84 | |
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 | |
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right_child=6 8 4 7 -6 -7 15 12 11 -11 -12 20 13 14 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31 | |
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leaf_weight=1341 2021 291 1196 675 2195 1424 1018 821 1811 444 106 282 105 203 23 1784 109 1693 1494 373 50 35 101 69 152 23 108 1832 320 275 | |
leaf_count=1341 2021 291 1196 675 2195 1424 1018 821 1811 444 106 282 105 203 23 1784 109 1693 1494 373 50 35 101 69 152 23 108 1832 320 275 | |
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internal_weight=0 15124 8628 3491 5137 2942 7250 2150 6496 4295 889 2201 1261 440 226 5229 214 3851 2158 664 390 340 1518 170 1348 305 783 3445 2427 2107 | |
internal_count=22374 15124 8628 3491 5137 2942 7250 2150 6496 4295 889 2201 1261 440 226 5229 214 3851 2158 664 390 340 1518 170 1348 305 783 3445 2427 2107 | |
is_linear=0 | |
shrinkage=0.02 | |
Tree=35 | |
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split_feature=55 57 57 61 60 60 61 60 61 61 54 59 12 54 54 61 32 60 67 12 61 20 54 67 58 18 63 24 67 54 | |
split_gain=29913 20018.5 16439.6 11921.8 10962.9 10480.6 6828.13 6800.47 6769.93 6324.78 6123.09 10271.3 7022.96 5970.02 5704.87 5984.52 5648.07 5245.03 5167.89 7314.95 4722.8 4602.82 4546.26 5356.03 4423.53 7438.85 4368.45 4310.03 4303.94 4302.61 | |
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 | |
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left_child=2 5 8 7 14 9 -6 -4 21 -2 11 -7 16 17 15 -3 24 -5 -9 -20 -13 28 23 -11 25 -12 -24 -26 -1 -8 | |
right_child=1 4 3 13 6 10 29 18 -10 22 12 20 -14 -15 -16 -17 -18 -19 19 -21 -22 -23 26 -25 27 -27 -28 -29 -30 -31 | |
leaf_value=0.15842290394891193 0.11247066785546916 0.090440243809036105 0.12036749696870463 0.09233017749020031 -0.019349279431919709 0.12763148947328987 -0.033914706187559207 0.068461548259770716 0.055283654648322494 0.1397440383115004 -0.047008424806459427 0.073650964477166209 0.065074258967868837 -0.016270524455599306 -0.017558536497270148 0.0045787977078401978 0.048162190412404014 0.0089739964340261359 0.021649874515826433 -0.15605793255507142 -0.016045699748238933 0.30330818141500154 0.085872526226254797 -0.025288173936920247 -0.027565410722575328 -0.21037456432541649 -0.0078860982702462935 0.067335082862425497 0.03706727593824307 -0.069595291473709603 | |
leaf_weight=225 360 305 329 280 2750 242 1683 606 1361 188 519 214 272 2571 2525 865 264 835 493 74 685 40 176 77 1306 91 640 148 127 2123 | |
leaf_count=225 360 305 329 280 2750 242 1683 606 1361 188 519 214 272 2571 2525 865 264 835 493 74 685 40 176 77 1306 91 640 148 127 2123 | |
internal_value=0 -0.0129239 0.0287356 0.0138257 -0.0264199 0.0137739 -0.0393593 0.0534046 0.0728614 0.0519643 -0.000936769 0.0312505 -0.015062 -0.00230217 -0.00346153 0.0269615 -0.024425 0.0299065 0.034623 -0.00154303 0.0053059 0.13389 0.0318142 0.0917913 -0.0337094 -0.0713794 0.0123364 -0.0179057 0.114638 -0.0538175 | |
internal_weight=0 15433 6941 5188 10251 5182 6556 1502 1753 1441 3741 1141 2600 3686 3695 1170 2328 1115 1173 567 899 392 1081 265 2064 610 816 1454 352 3806 | |
internal_count=22374 15433 6941 5188 10251 5182 6556 1502 1753 1441 3741 1141 2600 3686 3695 1170 2328 1115 1173 567 899 392 1081 265 2064 610 816 1454 352 3806 | |
is_linear=0 | |
shrinkage=0.0166667 | |
Tree=36 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=66 68 67 69 70 56 62 53 56 57 63 21 70 63 10 72 70 53 34 72 24 72 46 25 62 43 9 20 32 70 | |
split_gain=18415.4 13469.8 12212.5 7946.29 8664.57 6453 5484.02 5256.57 4795.25 4765.74 6997.17 4380.18 4229.15 4206.77 3760.72 4505.02 5712.56 3629.43 5618.87 4606.51 3629.34 3605.97 5168.73 4020.35 4428.49 3773.9 3565.2 3554.55 3817.1 3544.98 | |
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 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 -4 11 -3 27 -5 10 -7 14 -9 -8 15 -1 -17 -11 21 29 -10 23 -23 24 25 -19 -6 -2 -29 -20 | |
right_child=7 6 3 8 26 9 13 12 20 17 -12 -13 -14 -15 -16 16 -18 18 19 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31 | |
leaf_value=0.62171799423503404 0.051807980722713247 0.0444172959700554 0.33294033083557939 0.11324639647062143 -0.12202365963522921 0.6558159569259826 0.10375601158211732 -0.1192531876035943 -0.27792398702420301 0.23257671478930422 0.11446729265280119 -0.012253874012728058 -0.30894289082688836 -0.19354333668226265 0.018167724311351777 0.5310237165933811 -0.42546565816098569 0.39329871061173355 0.25640248091597306 -2.069729846174067 0.24928426083196467 0.74104065374824513 -0.89995165285856837 -0.66789689210115699 -0.39968980516580976 -0.41120014519908948 0.34403010414639101 -0.20861383009181231 -1.4241739010810852 -1.1095335998033222 | |
leaf_weight=1077 1805 3302 1257 616 984 402 582 3445 1236 635 588 209 1784 2612 160 161 102 275 38 22 146 116 23 102 170 74 197 186 30 38 | |
leaf_count=1077 1805 3302 1257 616 984 402 582 3445 1236 635 588 209 1784 2612 160 161 102 275 38 22 146 116 23 102 170 74 197 186 30 38 | |
internal_value=0 0.0628138 0.144701 0.0290464 0.150209 0.267087 -0.0459488 -0.131034 -0.118798 0.164154 0.334288 0.416637 -0.18397 -0.13937 0.476396 0.53111 0.160066 0.05134 -0.0827921 -0.795439 -0.222228 0.00910186 0.46951 -0.0939524 0.018846 0.222717 -0.0442823 0.00593074 -0.377442 -0.426566 | |
internal_weight=0 15124 8628 4436 2438 4192 6496 7250 1998 2483 990 1709 5229 3194 1500 1340 263 1493 858 98 1382 760 139 621 519 349 1181 2021 216 76 | |
internal_count=22374 15124 8628 4436 2438 4192 6496 7250 1998 2483 990 1709 5229 3194 1500 1340 263 1493 858 98 1382 760 139 621 519 349 1181 2021 216 76 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=37 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=55 60 61 62 59 61 51 63 66 70 43 66 61 60 34 59 26 60 5 27 51 10 24 7 27 25 50 0 68 68 | |
split_gain=15364.1 10910.3 6997.52 5537.04 5351.96 5204.98 6123.54 5927.46 6262.55 6039.06 7715 4894.84 4681.26 4260.44 4322.58 4182.02 4206.08 4144.68 4140.82 9716.42 4807.57 3949.21 3832.65 3828.84 3704.08 3591.65 3555.87 3380.7 4174.46 3350.66 | |
threshold=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 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 11 17 5 24 6 7 9 25 10 -3 12 -2 29 -15 22 18 -1 -17 20 21 -20 -5 -11 -4 26 -9 -7 -29 -6 | |
right_child=1 3 4 15 13 27 -8 8 -10 23 -12 -13 -14 14 -16 16 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 | |
leaf_value=0.57155962365075463 0.29962618680244874 0.16654932003297573 0.29825357739224878 -0.13584583910691689 0.28279584910453787 -0.080008091111772872 0.52532798402318348 0.52770688199023208 -0.20383664328570761 -0.79106417889959124 -1.0830343742642488 -0.078420537843905166 0.051174429967333283 -0.1144500162743045 0.31936231952087551 -0.26596096249793794 0.23126661107937496 0.21043962610029185 -0.94589882465926101 0.51664258840360811 0.21210448665003623 -2.2053365592298837 0.32602428477622714 0.38584929648786787 -0.17781093844457677 -0.22221921788691318 -0.10208654283383573 -0.54351738359258384 0.0013932212725677323 -0.08630781612218652 | |
leaf_weight=404 1115 371 1169 1506 754 3446 267 505 327 203 57 1650 2371 2314 255 2127 150 1490 176 56 31 29 204 32 190 103 109 372 226 365 | |
leaf_count=404 1115 371 1169 1506 754 3446 267 505 327 203 57 1650 2371 2314 255 2127 150 1490 176 56 31 29 204 32 190 103 109 372 226 365 | |
internal_value=0 -0.0555735 0.123565 -0.114955 0.0620567 -0.0531206 0.0799909 0.0103335 0.158833 -0.223502 0.0001328 0.0634782 0.130642 -0.000453967 -0.0713896 -0.201919 -0.282575 0.287468 -0.314438 -0.667554 -0.94855 -1.12406 -0.0807455 -0.630804 0.231696 0.324234 0.415903 -0.118096 -0.337581 0.1624 | |
internal_weight=0 15433 6941 10297 5047 6018 1974 1707 1044 663 428 5136 3486 3688 2569 4279 2569 1894 2419 292 236 205 1710 235 1359 717 614 4044 598 1119 | |
internal_count=22374 15433 6941 10297 5047 6018 1974 1707 1044 663 428 5136 3486 3688 2569 4279 2569 1894 2419 292 236 205 1710 235 1359 717 614 4044 598 1119 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=38 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=64 54 53 60 67 60 30 57 62 62 55 17 5 62 57 61 21 67 17 2 55 5 69 11 10 30 55 1 67 50 | |
split_gain=15875.5 10413.1 10029.9 6742.57 5929.67 5713.27 5399.14 4951.9 4767.16 4694.89 4426.1 5864.22 4254.28 4232.26 4316.19 4169.2 4437.33 4168.15 4022.16 4005.08 3973.85 3867.28 3817.2 3616.19 3563.68 4217.62 3549.83 3756.46 5341.79 3412.1 | |
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 | |
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
left_child=1 3 5 10 7 17 13 24 21 -4 -1 -12 -8 -7 -15 16 -9 -3 -19 -6 -16 -5 -17 -23 -2 -26 -11 -28 -29 -22 | |
right_child=4 2 9 8 19 6 12 15 -10 26 11 -13 -14 14 20 22 -18 18 -20 -21 29 23 -24 -25 25 -27 27 28 -30 -31 | |
leaf_value=0.78914735423523252 0.17288108725986362 0.59604226466284571 0.010569406321271015 0.2037471662976468 -0.19112532695254439 0.17359378861598629 0.70509425281242999 0.12421386175060922 -0.0018903467081785427 -0.040145247875802259 0.37304016866586492 -0.91486075045289228 -0.70665775040785483 0.15141062471605207 -0.025155265003974948 -0.051832591497049434 -0.44152186654794678 0.22534249487070501 -1.102873573899269 0.093676459454946528 -0.74505229406672058 0.52717932392107814 -0.30072624491667244 1.860836375753085 -0.11437018790044065 -1.5848498306491159 -0.24091484985638592 -1.5400197992460771 -0.25198989019200607 0.30381851570887702 | |
leaf_weight=259 1589 458 3007 1219 4754 839 193 1246 1324 885 795 37 24 295 224 1510 156 259 25 551 224 133 1041 24 172 22 942 57 74 36 | |
leaf_count=259 1589 458 3007 1219 4754 839 193 1246 1324 885 795 37 24 295 224 1510 156 259 25 551 224 133 1041 24 172 22 942 57 74 36 | |
internal_value=0 0.0831426 0.0151828 0.218345 -0.0853414 0.175252 0.0805699 -0.0148641 0.13357 -0.0678986 0.428145 0.315766 0.548956 0.0177517 -0.150094 -0.0772654 0.0612647 0.409406 0.108422 -0.161545 -0.333862 0.263912 -0.1534 0.73105 0.123483 -0.281126 -0.188406 -0.31069 -0.81243 -0.599824 | |
internal_weight=0 11333 7542 3791 11041 2577 1835 5736 2700 4965 1091 832 217 1618 779 3953 1402 742 284 5305 484 1376 2551 157 1783 194 1958 1073 131 260 | |
internal_count=22374 11333 7542 3791 11041 2577 1835 5736 2700 4965 1091 832 217 1618 779 3953 1402 742 284 5305 484 1376 2551 157 1783 194 1958 1073 131 260 | |
is_linear=0 | |
shrinkage=0.1 | |
Tree=39 | |
num_leaves=31 | |
num_cat=0 | |
split_feature=57 55 55 64 54 51 38 61 64 47 62 23 70 33 3 41 61 20 68 69 1 64 17 62 61 21 45 35 14 11 | |
split_gain=16476.4 9475.06 8138.65 7255.12 5297.45 5014.57 4915.05 4508.38 4158.69 3989.57 3716.91 4211.53 3541.98 3453.83 3368.36 3365.91 3295.96 4123.91 3121.4 3101.07 3582.67 3031.3 4747.08 6441.43 2971.32 4236.94 3369.76 4210.12 2932.55 3570.58 | |
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 6 16 9 5 21 7 8 19 -4 11 -7 14 -14 -5 -12 17 -1 -16 -2 -21 22 -3 -24 25 26 27 28 29 -6 | |
right_child=1 4 3 12 24 10 -8 -9 -10 -11 15 -13 13 -15 18 -17 -18 -19 -20 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 | |
leaf_value=0.23022789689642775 0.28760425212932217 0.034331853696048902 0.065548070778079628 0.042114282370699092 0.019564668217571579 0.35387608588786956 -0.097643125264382624 0.013435923554600594 0.022087772795684125 0.24421057504733348 0.076896767576017655 -0.19788656801712223 -0.077101467214891778 -0.41572326446872165 -0.092626711217817043 -0.428715554300027 0.12035355984871765 0.76598288677632809 -0.64165250431866427 0.021047956971106709 0.59700677509109179 -0.080994547490814126 -0.0061020057958861198 -0.9400595104694367 -0.1126859656833646 -0.21632584989263071 0.1472431067969989 -0.34631409829965348 -0.2070483161145775 -0.20063457890556982 | |
leaf_weight=352 435 1568 2324 1414 1602 221 693 3193 567 361 211 41 812 83 157 39 1361 40 31 270 30 1617 48 30 3778 315 264 108 201 208 | |
leaf_count=352 435 1568 2324 1414 1602 221 693 3193 567 361 211 41 812 83 157 39 1361 40 31 270 30 1617 48 30 3778 315 264 108 201 208 | |
internal_value=0 -0.028757 0.06402 0.0325161 -0.0566226 -0.00954489 0.0263028 0.0454117 0.123829 0.0895694 0.135935 0.267532 -0.0288328 -0.108504 0.0156779 -0.00197875 0.157148 0.284897 -0.183158 0.202314 0.0786438 -0.0323722 0.0153935 -0.365316 -0.0840652 -0.0439876 -0.0212068 -0.0421935 -0.0258608 -0.00574 | |
internal_weight=0 15439 6935 5182 10251 3775 5188 4495 1302 2685 512 262 2497 895 1602 250 1753 392 188 735 300 3263 1646 78 6476 2698 2383 2119 2011 1810 | |
internal_count=22374 15439 6935 5182 10251 3775 5188 4495 1302 2685 512 262 2497 895 1602 250 1753 392 188 735 300 3263 1646 78 6476 2698 2383 2119 2011 1810 | |
is_linear=0 | |
shrinkage=0.05 | |
end of trees | |
feature_importances: | |
BON9=112 | |
BON2=91 | |
BON3=87 | |
BON8=77 | |
BON1=76 | |
black=72 | |
red=68 | |
BON5=65 | |
yellow=55 | |
brown=47 | |
BON4=41 | |
grey=37 | |
green=33 | |
BON6=24 | |
BON10=24 | |
no_players=18 | |
x1_SCORE4=15 | |
x1_SCORE2=11 | |
x2_SCORE3=11 | |
BON7=11 | |
x3_SCORE1=10 | |
x4_SCORE7=10 | |
x0_SCORE2=9 | |
x1_SCORE6=9 | |
x5_SCORE8=9 | |
x1_SCORE9=8 | |
x2_SCORE4=8 | |
x3_SCORE8=8 | |
x4_SCORE3=8 | |
x5_SCORE3=8 | |
x5_SCORE4=8 | |
x0_SCORE4=7 | |
x0_SCORE1=6 | |
x2_SCORE2=6 | |
x5_SCORE7=6 | |
x0_SCORE8=5 | |
x1_SCORE7=5 | |
x2_SCORE6=5 | |
x2_SCORE8=5 | |
x3_SCORE4=5 | |
x4_SCORE4=5 | |
x4_SCORE8=5 | |
x5_SCORE2=5 | |
x0_map2=5 | |
x0_SCORE3=4 | |
x0_SCORE5=4 | |
x0_SCORE6=4 | |
x4_SCORE6=4 | |
x2_SCORE5=3 | |
x2_SCORE7=3 | |
x2_SCORE9=3 | |
x3_SCORE2=3 | |
x3_SCORE6=3 | |
x4_SCORE9=3 | |
x1_SCORE1=2 | |
x1_SCORE3=2 | |
x1_SCORE5=2 | |
x1_SCORE8=2 | |
x3_SCORE3=2 | |
x3_SCORE7=2 | |
x3_SCORE9=2 | |
x4_SCORE2=2 | |
x4_SCORE5=2 | |
x0_map1=2 | |
x0_SCORE7=1 | |
x0_SCORE9=1 | |
x2_SCORE1=1 | |
x5_SCORE5=1 | |
x5_SCORE9=1 | |
x0_map3=1 | |
parameters: | |
[boosting: dart] | |
[objective: regression] | |
[metric: l2] | |
[tree_learner: serial] | |
[device_type: cpu] | |
[linear_tree: 0] | |
[data: ] | |
[valid: ] | |
[num_iterations: 40] | |
[learning_rate: 0.1] | |
[num_leaves: 31] | |
[num_threads: 0] | |
[deterministic: 0] | |
[force_col_wise: 0] | |
[force_row_wise: 0] | |
[histogram_pool_size: -1] | |
[max_depth: -1] | |
[min_data_in_leaf: 20] | |
[min_sum_hessian_in_leaf: 0.001] | |
[bagging_fraction: 1] | |
[pos_bagging_fraction: 1] | |
[neg_bagging_fraction: 1] | |
[bagging_freq: 0] | |
[bagging_seed: 3] | |
[feature_fraction: 0.7] | |
[feature_fraction_bynode: 1] | |
[feature_fraction_seed: 2] | |
[extra_trees: 0] | |
[extra_seed: 6] | |
[early_stopping_round: 10] | |
[first_metric_only: 0] | |
[max_delta_step: 0] | |
[lambda_l1: 0] | |
[lambda_l2: 0] | |
[linear_lambda: 0] | |
[min_gain_to_split: 0] | |
[drop_rate: 0.1] | |
[max_drop: 50] | |
[skip_drop: 0.5] | |
[xgboost_dart_mode: 0] | |
[uniform_drop: 0] | |
[drop_seed: 4] | |
[top_rate: 0.2] | |
[other_rate: 0.1] | |
[min_data_per_group: 100] | |
[max_cat_threshold: 32] | |
[cat_l2: 10] | |
[cat_smooth: 10] | |
[max_cat_to_onehot: 4] | |
[top_k: 20] | |
[monotone_constraints: ] | |
[monotone_constraints_method: basic] | |
[monotone_penalty: 0] | |
[feature_contri: ] | |
[forcedsplits_filename: ] | |
[refit_decay_rate: 0.9] | |
[cegb_tradeoff: 1] | |
[cegb_penalty_split: 0] | |
[cegb_penalty_feature_lazy: ] | |
[cegb_penalty_feature_coupled: ] | |
[path_smooth: 0] | |
[interaction_constraints: ] | |
[verbosity: 1] | |
[saved_feature_importance_type: 0] | |
[max_bin: 255] | |
[max_bin_by_feature: ] | |
[min_data_in_bin: 3] | |
[bin_construct_sample_cnt: 200000] | |
[data_random_seed: 1] | |
[is_enable_sparse: 1] | |
[enable_bundle: 1] | |
[use_missing: 1] | |
[zero_as_missing: 0] | |
[feature_pre_filter: 1] | |
[pre_partition: 0] | |
[two_round: 0] | |
[header: 0] | |
[label_column: ] | |
[weight_column: ] | |
[group_column: ] | |
[ignore_column: ] | |
[categorical_feature: ] | |
[forcedbins_filename: ] | |
[objective_seed: 5] | |
[num_class: 1] | |
[is_unbalance: 0] | |
[scale_pos_weight: 1] | |
[sigmoid: 1] | |
[boost_from_average: 1] | |
[reg_sqrt: 0] | |
[alpha: 0.9] | |
[fair_c: 1] | |
[poisson_max_delta_step: 0.7] | |
[tweedie_variance_power: 1.5] | |
[lambdarank_truncation_level: 30] | |
[lambdarank_norm: 1] | |
[label_gain: ] | |
[eval_at: ] | |
[multi_error_top_k: 1] | |
[auc_mu_weights: ] | |
[num_machines: 1] | |
[local_listen_port: 12400] | |
[time_out: 120] | |
[machine_list_filename: ] | |
[machines: ] | |
[gpu_platform_id: -1] | |
[gpu_device_id: -1] | |
[gpu_use_dp: 0] | |
[num_gpu: 1] | |
end of parameters | |
pandas_categorical:[] | |