| tree | |
| version=v4 | |
| num_class=1 | |
| num_tree_per_iteration=1 | |
| label_index=0 | |
| max_feature_idx=15 | |
| objective=binary sigmoid:1 | |
| feature_names=S2_B02 S2_B03 S2_B04 S2_B05 S2_B06 S2_B07 S2_B08 S2_B8A S2_B11 S2_B12 NBR BADI SLOPE NDVI NDWI DIST_CROPS_COVER | |
| feature_infos=[0:1.2784] [0:1.4832000000000001] [0:1.5247999999999999] [0:1.2081999999999999] [0:1.4084000000000001] [0:1.4248000000000001] [0:1.5192000000000001] [0:1.3579000000000001] [0:1.6558999999999999] [0:1.6541999999999999] [-5:0.88398265838623047] [-5:3.081735372543335] [-127:360] [-5:0.99954181909561157] [-5:0.99719887971878052] [-128:5798.275390625] | |
| tree_sizes=3517 3509 3508 3507 3517 3526 3482 3514 3457 3499 3485 3465 3489 3471 3459 3469 3449 | |
| Tree=0 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=4 11 15 10 1 15 6 11 15 14 3 15 10 15 6 11 1 15 13 3 15 10 1 2 1 10 1 15 15 11 | |
| split_gain=1.64826e+06 614623 214102 159877 69041.8 47989.4 44906.8 41322.8 37907.6 34692.3 24468.7 21312.9 32215.7 16347.9 16313 15985.9 14308.1 14120 11874.6 9159.22 8665.32 8608.7 6550.54 6883.27 6321.05 6028.97 6002.81 5888.12 4264.24 4129.18 | |
| threshold=0.15815000000000004 0.076129727065563216 1.0000000180025095e-35 -0.1998568847775459 0.091650000000000023 10.500000000000002 0.21530000000000002 -0.052849257364869111 1.0000000180025095e-35 -0.176796980202198 0.10205000000000002 1.0000000180025095e-35 -0.036652581766247742 510.58786010742193 0.12790000000000004 0.30285193026065832 0.15565000000000004 -1.0000000180025095e-35 0.088238891214132323 0.16495000000000001 -1.0000000180025095e-35 -0.1334055811166763 0.13385000000000002 0.12370000000000002 0.14985000000000001 -0.10913461074233054 0.087950000000000014 -1.0000000180025095e-35 -1.0000000180025095e-35 0.18413394689559939 | |
| 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 4 5 14 18 11 -1 10 13 -9 12 16 26 20 22 19 -18 28 25 -3 -16 23 29 -14 -5 -4 -17 -2 -6 | |
| right_child=3 2 9 6 15 -7 -8 8 -10 -11 -12 -13 24 -15 21 27 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-1.730745726165476 -1.8456905042866607 -1.7511552864698008 0.2831418925458602 -0.58720991799624223 -0.57648363857295115 -1.4165866066231494 -1.796770572310908 0.058609655069416622 -1.7533923075910869 -1.5562108948080473 -1.0794620918576845 -1.7194290999798025 -1.7036321534781655 -1.2734335671211663 0.5956779555097953 -1.8456905042866607 -1.8456905042866607 0.083106201536627733 0.44686876538729869 -1.3542135480240038 0.84432466383057858 -0.020317591970817839 0.68737750394016128 -0.82101976741965432 -0.85139056732127671 -1.1808995637074273 -0.70385751977512057 0.39367052237384725 -0.32643601420763335 0.073859561513212935 | |
| leaf_weight=39759.002696990967 509.46446396410465 322.63108611106873 5893.3719294369221 9428.0361175537109 4075.3699731826782 7449.2448505014181 419446.05854746699 9106.3160818964243 9555.9830156713724 13303.177335768938 9811.6954791843891 48304.547486081719 33516.792752310634 3480.9538698941469 16626.740385055542 300.32528646290302 1178.9953462034464 4861.0633489042521 10121.658138215542 19908.383243501186 98710.193584352732 8608.3516823202372 1353.6945495456457 7397.4982520490885 2326.7629878222942 7825.7904680073261 2085.6818487048149 12994.106811925769 4944.0394076704979 6085.0193719863892 | |
| leaf_count=222806 2855 1808 33026 52834 22838 41745 2350540 51037 53551 74550 54984 270695 187825 19507 93175 1683 6607 27241 56721 111565 553165 48240 7586 41455 13039 43855 11688 72818 27705 34100 | |
| internal_value=-1.19422 -0.122397 0.35915 -1.66347 0.575341 -0.372808 -1.71782 -1.40146 -0.941667 -1.00693 -0.531643 -1.45777 -1.29787 -0.369295 0.744422 -0.0770617 -1.00712 -0.293387 0.126408 -1.12313 0.835869 0.385546 -0.372414 -0.454123 -1.64831 -0.856489 0.0251455 0.343083 -0.468364 -0.186996 | |
| internal_weight=0 249470 181237 569821 156474 23024.4 546796 68233 28474 24763.2 18918 127350 79045.8 11460 124268 32206 43202.3 6040.06 15575.2 37162.2 99032.8 25235.1 18911.6 17557.9 35843.6 17253.8 7979.05 13294.4 5453.5 10160.4 | |
| internal_count=4591244 1398017 1015639 3193227 876868 129026 3064201 382378 159572 138771 106021 713661 442966 64221 696388 180480 242102 33848 87281 208254 554973 141415 105979 98393 200864 96689 44714 74501 30560 56938 | |
| is_linear=0 | |
| shrinkage=1 | |
| Tree=1 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 1 10 15 13 6 10 13 13 15 1 15 1 13 4 3 11 10 10 15 10 8 15 1 15 8 15 15 6 | |
| split_gain=366946 89031.8 49843.4 24823.6 16163 13689.1 12048.5 11103.7 8600.52 7795.12 7660.15 7580.82 7450.67 22934.3 10107.5 6771.14 6095.25 5167.99 4673.87 4584.66 4358.36 4050.93 3985.71 3860.14 3785.04 3664.23 3513.67 3144.08 3093.11 2975.27 | |
| threshold=0.19175000000000003 0.020133951678872112 0.10025000000000002 -0.15854345262050626 1.0000000180025095e-35 0.01465783314779401 0.23710000000000001 -0.1998568847775459 0.12689234316349032 1.0000000180025095e-35 -1.0000000180025095e-35 0.13945000000000005 1.0000000180025095e-35 0.16270000000000004 0.029554302804172043 0.11555000000000001 0.11475 0.34846067428588873 0.036781985312700279 0.20602357387542727 -1.0000000180025095e-35 -0.30580015480518336 0.27375000000000005 1.0000000180025095e-35 0.17385000000000003 574.41271972656261 0.27995000000000009 422.98286437988287 31.811388015747074 0.21530000000000002 | |
| 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 5 8 10 23 12 25 21 -1 -4 17 13 18 -15 19 -9 -12 -5 -11 -16 -2 -6 -3 -22 -7 -18 -28 -23 -26 | |
| right_child=3 2 4 6 22 7 -8 16 -10 15 11 -13 -14 14 20 -17 26 -19 -20 -21 24 28 -24 -25 29 -27 27 -29 -30 -31 | |
| leaf_value=-0.57474953623972935 0.89742352370823719 0.21840928908063587 -0.71455352914941139 -0.22269160575491942 -0.49412820103008354 0.65670669796946712 -0.54401671943377128 0.51572172018523277 0.51471984636345947 0.37104801737771925 0.047104994522025538 0.81137613832313282 -0.51492909046907287 -0.31023299890661538 -0.59889402655275248 -0.3299671360485571 0.20447909239925979 0.4418702172283156 -0.51170647607270003 -0.41672101654604132 0.57253860541927126 -0.0017696627574895977 0.12055858291941844 -0.56099350812194126 0.75054270869767648 0.0068928027974673742 0.91725423912710136 -0.49297711779588743 -0.40122664755162335 1.7907413650513324 | |
| leaf_weight=19589.881122581661 893.45621871948242 2922.1703735366464 2347.9211799502373 29980.679955460131 14703.84748095274 108584.71060438454 237299.88816185296 54158.308646209538 6563.7217970490456 7316.774109184742 33214.760444290936 4733.4281618520617 38306.772447116673 2764.0408823490143 492.71653191000223 21370.481009662151 33995.662247940898 11048.270057559013 26224.948702633381 2470.5512943267822 3175.7664195671678 10206.551633365452 3213.5179542303085 3481.0870594680309 1160.8898762911558 2213.6544813066721 3017.2551081255078 454.80768945068121 9227.3487200066447 1685.5840101242065 | |
| leaf_count=151497 4308 13722 13377 202649 105599 504856 1944881 250129 33217 37872 160022 22577 305074 16597 3853 150820 157798 46159 207525 19313 16692 56898 21562 24999 4966 13787 14793 3038 68849 13815 | |
| internal_value=0 0.281416 0.392555 -0.445404 0.0249949 0.514464 -0.481868 0.537232 0.0171048 -0.327611 0.167679 0.209955 -0.339776 -0.237315 0.490938 -0.172227 0.408458 0.14564 -0.357543 0.172197 0.830843 -0.143576 -0.383883 -0.205308 0.947819 0.643724 0.253412 0.732527 -0.191435 1.36651 | |
| internal_weight=0 328837 278089 367982 69261.7 208828 341091 202424 26891.1 50747.7 51344.4 48996.5 103791 65484.6 9279 31157.8 91626 44263 56205.6 9787.33 6514.96 20327.4 17917.4 6403.26 6022.24 110798 37467.7 3472.06 19433.9 2846.47 | |
| internal_count=4591244 1711920 1352418 2879324 369296 983122 2716052 944401 163272 359502 242135 228758 771171 466097 55923 208005 425758 206181 410174 57185 39326 130055 127161 38721 35473 518643 175629 17831 125747 18781 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=2 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 3 15 10 15 11 15 0 2 4 0 14 0 3 2 14 4 14 11 10 15 12 15 10 3 11 12 14 8 | |
| split_gain=171875 46111.8 25835.7 16109.5 12760.6 12186.1 10190.6 9237.86 8095.9 11436 6573.61 5934.64 8932.39 5434.45 5397.23 4249.63 4124.9 3657.25 3169.84 3037.1 2861.11 2844.46 2547.04 2204.43 2161.47 2156.99 1994.01 1833.71 1761.12 1754.76 | |
| threshold=0.20405000000000004 0.15463501214981082 0.12205000000000001 1.0000000180025095e-35 -0.054740130901336663 1.0000000180025095e-35 -0.17566647380590436 373.49696350097662 0.14845000000000003 0.22690000000000002 0.13045000000000004 0.13425000000000004 -0.19325696676969525 0.13325000000000004 0.15085000000000001 0.15905000000000002 0.073600456118583693 0.10325000000000002 -0.11235193535685538 0.3157449215650559 -0.25354076921939844 -1.0000000180025095e-35 34.27050971984864 -1.0000000180025095e-35 0.092639826238155379 0.091250000000000012 0.36542448401451116 14.571067810058596 -0.34233474731445307 0.28635000000000005 | |
| 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 6 5 8 -1 11 15 21 18 12 20 -12 -14 -2 17 -3 -8 -7 -4 -10 28 -15 -6 -20 -16 -9 -19 -22 | |
| right_child=4 2 7 -5 24 19 10 27 9 -11 13 -13 14 23 26 -17 -18 22 25 -21 29 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.47362464017727407 0.11289995607788102 0.57655458586957453 0.50611044688679474 -0.46881300465460995 -0.40690443477671906 -0.48424202454511656 0.33331430672155271 -0.12878787870973668 -0.56994632605681461 -0.30288980618878431 -0.13557560024239707 0.7231494481443177 0.14644022875742865 -0.61338939914139012 -0.33146151405608087 -0.34127287000763196 -0.63517924256634939 0.095149826266979071 0.23242232595279108 -0.013243832931147479 0.15814751350018491 0.81647869485028635 -0.31506801365683718 0.79622553203957902 -0.52772055062882117 -0.30815611848150376 0.12543388769764327 -0.54568471079987357 0.43737296213063248 0.39278034691330066 | |
| leaf_weight=9957.491726398468 7788.5002901032567 54745.874487519264 10383.686346650124 24701.631697677076 56064.643741607666 32368.985134653747 22679.460592828691 5808.194407351315 392.61830067634583 4332.8416290283203 31878.432560786605 4669.0754574686289 16434.511605165899 316.51184339821339 14233.076102346182 15206.398867845535 819.59163665771484 4187.01117195189 3610.7377461344004 3827.3357200622559 33351.441945210099 6408.5424048900604 1275.4297114610672 2241.8449963778257 108983.228515625 3774.1254312247038 2869.4269771575928 4831.907020419836 36804.793690636754 10470.165986329317 | |
| leaf_count=15635 24738 119770 49824 49740 102889 53859 111614 18262 587 8940 104658 17592 69902 803 56353 41719 1507 18767 16836 10342 147128 28710 4714 10261 174076 16025 12207 10989 137589 47375 | |
| internal_value=0 0.16007 0.297784 -0.118919 -0.410687 -0.232335 -0.00284181 0.123073 -0.0179882 0.331982 0.0698363 0.17387 0.144641 -0.0793067 -0.0581781 -0.187442 0.481816 0.491253 0.24067 -0.434439 0.270125 0.736443 0.380767 0.621832 -0.486681 -0.043847 -0.254804 -0.31811 0.402417 0.214208 | |
| internal_weight=0 300044 200884 99160.2 235373 70325.2 74458.6 103051 34128.9 11134 64501.1 92411.4 87742.3 34436.8 33537 22994.9 97832.7 97013.1 30064.3 36196.3 54205.3 6801.16 42267.2 2558.36 165048 7384.86 17102.5 10640.1 40991.8 43821.6 | |
| internal_count=1483411 1037551 711979 325572 445860 168895 275832 429632 104694 38237 260197 400381 382789 115722 138462 66457 282347 280840 144475 64201 244327 29297 161070 11064 276965 32861 68560 29251 156356 194503 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=3 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 13 10 4 10 0 15 0 2 10 14 15 4 10 11 13 15 6 11 10 13 10 15 6 3 4 0 7 10 15 | |
| split_gain=83175.4 21552.6 21368.4 10537.1 7933.89 7078.96 7009.53 4345.04 6249.41 4049.23 5005.53 3684.32 2830.94 2768.63 2338.59 2306.37 2517.83 2069.81 2065.76 2038.9 2038.39 1768.69 1495.72 1494.95 1459.43 1450.64 2124.55 1366.64 1336.61 1296.85 | |
| threshold=0.21375000000000002 0.027950394898653034 -0.24588118493556974 0.13795000000000004 0.01077886624261737 0.13625000000000001 20.500000000000004 0.15325000000000003 0.23650000000000002 0.097075995057821288 -0.21902179718017575 1.0000000180025095e-35 0.10175000000000002 -0.23217274993658063 0.29974970221519476 -0.076114542782306657 -1.0000000180025095e-35 0.19825000000000001 0.23314535617828372 -0.30580015480518336 0.0061274601612240085 0.15793841332197192 -1.0000000180025095e-35 0.14925000000000002 0.10855000000000002 0.16805000000000003 0.12085000000000001 0.18805000000000002 -0.11608385667204855 22.180339813232425 | |
| 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 11 19 12 6 9 7 13 20 10 18 15 28 -2 -8 -1 -17 -15 23 -3 -9 22 -14 27 -21 26 -12 -5 -4 -30 | |
| right_child=4 2 3 5 -6 -7 14 8 -10 -11 25 -13 21 17 -16 16 -18 -19 -20 24 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 | |
| leaf_value=-0.55860150001846254 0.4221968058602758 0.53988982405033537 0.44966588148214615 0.1334768542900199 -0.47452835084602157 0.51829920389095785 -0.4754436906029072 -0.6895726950980855 -0.31051493942738345 -0.38652689748937047 -0.10441362938798852 -0.51117749522121958 -0.84000342196381417 0.26459677594393521 -0.043183136098658877 -0.64938406049080255 0.055484935533621882 -0.30131926683385502 0.18651844432634707 0.48115820464219844 0.50829443679249064 -0.34691730595597725 0.163913099093496 -0.045251504362055509 0.23355883360873175 -0.26333932985084846 0.77054679295074169 0.89796745163557179 0.26755747762972004 -0.35700760184131392 | |
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| leaf_count=7227 7560 56051 23208 11649 210210 25790 61163 1393 10973 19019 107887 32715 1741 7840 9463 4491 43046 62388 103593 16944 33782 4052 203594 127479 64336 69181 3050 3756 43757 2169 | |
| internal_value=0 0.092163 0.139818 0.065002 -0.372874 -0.0322145 -0.24269 -0.0951243 0.157373 -0.0604562 -0.0317829 -0.329366 0.205836 -0.214046 -0.423392 -0.143412 -0.0403014 -0.258281 0.0677592 0.436116 0.44566 0.139265 0.156535 -0.0103688 0.335012 -0.1581 -0.0795343 0.308757 0.341138 0.222311 | |
| internal_weight=0 268229 240985 192403 149879 113828 65717.4 36175.6 11582.8 108274 99522.3 27243.9 78574.8 24592.9 29541.8 13468.5 10789.1 22994.2 55660.2 48582.2 7166.9 52663.6 50857.1 33573.4 24607.7 43862.1 25113.6 3308.2 25911.2 12368.7 | |
| internal_count=1379507 974735 887256 749925 404772 471404 194562 123936 46148 445614 426595 87479 278521 77788 70626 54764 47537 70228 246477 137331 35175 209387 205335 142884 81280 180118 110937 15405 69134 45926 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=4 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 3 15 10 12 15 11 15 0 1 10 1 0 15 15 10 3 13 13 0 1 13 15 11 15 13 13 13 0 | |
| split_gain=40757.6 11798.1 9816.91 6888.35 5519.58 5296.93 4169.65 4272.89 3513.35 3354.13 3602.59 2447.03 2383.61 2193.66 2146.63 1961.7 1780.27 1726.56 2011.15 1836.25 1568.12 2602.48 1535.4 1514.13 1488.65 1416.1 1382.78 1356.12 1330.63 1147.81 | |
| threshold=0.22485000000000002 0.20835357904434207 0.11095000000000001 1.0000000180025095e-35 0.064387939870357527 23.680339813232425 -1.0000000180025095e-35 -0.2291813641786575 50.495098114013679 0.12565000000000001 0.10650000000000001 -0.27597597241401667 0.15565000000000004 0.14265000000000003 221.67971801757815 438.34918212890631 -0.14087381213903424 0.083950000000000011 0.079163450747728362 0.2943690717220307 0.15985000000000002 0.19865000000000002 0.21507950872182849 1938.5000000000002 0.37481833994388586 -1.0000000180025095e-35 -0.006431624060496687 0.066040493547916426 0.067336242645978941 0.13945000000000005 | |
| 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 15 6 8 11 -1 -8 16 10 17 -4 -11 -14 25 22 -2 -9 -19 -20 -18 -22 -3 -16 -10 -13 -15 -5 -25 -27 | |
| right_child=4 2 5 27 -6 -7 7 9 24 12 -12 14 13 26 23 -17 20 18 19 -21 21 -23 -24 28 -26 29 -28 -29 -30 -31 | |
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| leaf_count=9828 23185 70687 37932 31777 172214 25271 16623 43482 58742 10255 80250 2108 2359 1733 28907 4860 57156 36546 174959 36179 15360 20107 12864 1313 1828 332012 16084 45753 4125 10751 | |
| internal_value=0 0.0472313 0.151695 -0.0664629 -0.340045 0.0697898 -0.00949276 0.00822703 -0.223516 0.0338709 0.00580828 0.101235 0.368856 0.166532 0.0723582 0.383214 -0.123049 0.0592848 0.0229999 0.0625943 -0.178382 -0.00943599 0.405683 -0.168063 -0.403029 0.100416 0.291135 -0.320656 0.355775 0.106685 | |
| internal_weight=0 248342 129425 118917 93520.9 95603.2 97144.9 94383.1 48701.3 89200.3 82305.3 89233.2 6894.94 4678.84 79556.7 33821.7 31225.5 65252.5 54420.9 46526 25704 8951.59 32683.8 8314.1 17475.9 71242.6 4131.57 21772.2 1183.15 70683.5 | |
| internal_count=1385250 1036658 530830 505828 348592 442419 428298 418470 176378 401847 371416 417148 30431 20176 379216 88411 115808 291166 247684 211138 92623 35467 83551 34345 60570 344871 17817 77530 5438 342763 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=5 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 1 10 15 15 15 11 15 14 10 7 6 13 9 11 10 9 5 14 4 13 3 13 9 15 10 13 12 11 1 | |
| split_gain=21258.7 11279.4 4806.46 4231 3302.93 3198.08 2916.15 2326.77 2184.94 2145.5 2454.95 1705.08 1627.94 1188.16 1020.79 936.761 920.217 887.537 1182.68 1556.42 797.459 825.731 755.828 746.501 664.169 654.551 634.466 608.156 599.468 598.357 | |
| threshold=-0.15416385978460309 0.11190000000000001 -0.28616087138652796 1.0000000180025095e-35 -1.0000000180025095e-35 366.93936157226568 0.29379871487617498 -1.0000000180025095e-35 -0.059318494051694863 -0.084575239568948732 0.12015000000000002 0.26910000000000006 0.049196803942322738 0.061450000000000012 -0.32117892801761622 -0.22237507253885266 0.38065000000000004 0.22285000000000002 -0.42215842008590693 0.11025000000000001 0.11182865127921106 0.12955000000000003 0.075676962733268752 0.42605000000000004 174.32124328613284 0.1155553348362446 0.060927255079150207 19.013877868652347 0.17963977158069613 0.14605000000000004 | |
| 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=14 2 8 4 -3 7 26 -4 -2 10 13 23 -8 -9 -1 -13 24 18 19 -12 -11 -22 -20 29 -14 -16 -5 -7 -28 -6 | |
| right_child=1 3 5 6 11 27 12 9 -10 20 17 15 16 -15 25 -17 -18 -19 22 -21 21 -23 -24 -25 -26 -27 28 -29 -30 -31 | |
| leaf_value=-0.48292672282375587 0.37796127071118252 -0.55553846013049268 -0.67455773801345797 -0.47114239641468719 -0.049415335803853662 -0.19666494979659296 -0.34241244742218935 -0.83759222045252069 -0.48818866519201803 -0.1210106721057447 -2.3333173398485041 0.61904527210403482 0.38300852027402865 0.34056042150777011 0.62632501292078124 -0.27154081152562076 0.82512434523754952 0.70322606310761993 -0.036089982741134743 -0.24076440308298541 0.084016539478124777 -0.064304695275216844 0.11157056472784542 0.53147210853536064 -0.045937956749183148 -0.30873858872223769 -0.38632368307823417 -0.55162150482448313 -0.132744796572067 0.060832387002826761 | |
| leaf_weight=22717.775756835938 15952.494616270065 3248.6032112538815 1036.1599524877965 10910.461001012474 36985.915901999921 5349.1092019770294 2608.4900871664286 217.49612960033119 762.92421217262745 11194.602603837848 107.39740161783993 305.67419266700745 1266.7012043315917 13308.101236015558 190.8202052116394 8673.6973915100098 453.9017448425293 584.11970392055809 10114.942196605727 514.86834189668298 25660.591553030536 14793.316329715773 60511.301238235086 637.40544891357422 3138.0378382932395 9743.7795567512512 6689.1424068957567 1558.2400437742472 3576.9669876098633 18444.863690376282 | |
| leaf_count=130707 52989 11368 4733 51005 184663 26675 9673 1088 2987 56831 773 1465 6419 42206 1243 39390 2218 3112 49685 2711 123547 67908 297366 3444 14422 50986 30849 6833 17303 88030 | |
| internal_value=0 0.00369011 0.0845506 -0.13116 -0.063512 0.0552739 -0.292456 0.0718871 0.338429 0.0775323 0.126203 -0.0389392 -0.0237912 0.321615 -0.424465 -0.241224 0.147269 0.0894085 0.0843762 -0.60192 -0.00290487 0.0297779 0.0904229 -0.00654316 0.0774171 -0.290778 -0.387191 -0.27674 -0.297971 -0.0127299 | |
| internal_weight=0 258606 161666 96939.9 68296.2 144950 28643.7 138043 16715.4 137007 85358.2 65047.6 7467.13 13525.6 32652.4 8979.37 4858.64 71832.6 71248.5 622.266 51648.5 40453.9 70626.2 56068.2 4404.74 9934.6 21176.6 6907.35 10266.1 55430.8 | |
| internal_count=1382629 1199693 739444 460249 328360 683468 131889 649960 55976 645227 396941 316992 32732 43294 182936 40855 23059 353647 350535 3484 248286 191455 347051 276137 20841 52229 99157 33508 48152 272693 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=6 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 13 10 5 15 10 14 0 1 0 3 15 5 0 10 15 15 3 6 0 10 5 11 0 11 14 3 1 0 7 | |
| split_gain=11902.9 4842.7 4470.97 2541.05 2441.05 1994.94 1892.85 1665.49 2441.26 2057.88 1934.13 1290.26 1210.74 1401.13 1471.15 1187.21 1767.64 1168.26 1168.18 1030.22 1259.16 1300.25 977.619 977.068 967.218 955.825 1164.9 918.051 884.091 1049.08 | |
| threshold=-0.2291813641786575 0.047865938395261771 -0.31374022364616388 0.11925000000000001 1.0000000180025095e-35 0.043280534446239478 -0.17121173441410062 0.14365000000000003 0.14985000000000001 0.12745000000000004 0.22365000000000004 -1.0000000180025095e-35 0.10405000000000002 0.13625000000000001 -0.15047454833984372 861.53930664062511 1088.5310668945315 0.15575000000000003 0.17005000000000003 0.15205000000000005 -0.077597476541995988 0.21375000000000002 0.25988678634166723 0.16585000000000003 -0.052849257364869111 -0.25910215079784388 0.27965000000000007 0.08975000000000001 0.070550000000000015 0.19895000000000004 | |
| 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 -4 6 7 18 8 9 17 15 -8 -13 -14 -15 -9 19 24 -2 -17 21 -21 -19 -12 -5 26 -25 -7 29 -26 | |
| right_child=1 2 3 5 -6 27 11 10 -10 -11 23 12 13 14 -16 16 -18 22 -20 20 -22 -23 -24 25 28 -27 -28 -29 -30 -31 | |
| leaf_value=-0.42626555662157789 0.28650700052599287 0.37892314821172851 0.1651631921824728 0.90339687465445018 -0.37318618354328059 -0.024078474419759559 -0.54234026530069901 0.43163807582010705 -0.27219360233401046 0.70026753487556759 -0.27092260780811184 0.18673594301560523 -0.25532541477121712 0.40247110497604166 -0.11572237662534438 0.031893068978531947 1.1733950268432256 -0.13300259939044037 1.8229510984455841 5.8464325077377595 -0.22043040271121001 20.87297641505776 0.014799974003677777 4.1381689475428098 -0.055884981138922318 0.1247801345753231 -0.18448489201648929 -0.25085702975765484 0.073542238273436464 0.20537330942330251 | |
| leaf_weight=17849.323486328125 340.52297263406217 8551.7237548828125 23241.773278206587 320.26896207779646 11073.927665272728 7222.5663572922349 1579.8767951466143 4276.5008582025766 8150.6300175786018 1069.4735429137945 1953.8529398739338 3655.6913441400975 9379.5710215270519 2010.3881113529205 4297.559958377853 2.5223223417997342 28.308718789368868 23383.396220199764 194.30399559251964 2.3496134057641012 1.7353476956486718 3.7171224020421505 21451.179337739944 32.946752492338419 33439.693460591137 4484.9092525504529 29.577641844749451 11679.243396759033 54822.548871077597 4341.3049226179719 | |
| leaf_count=157104 1476 34949 100805 1848 67987 35356 7385 22850 41484 5484 11043 17000 48431 10138 20614 17 200 118404 1191 31 14 161 112564 359 172178 24123 157 66657 276417 22224 | |
| internal_value=0 -0.0031104 0.0248857 0.00974285 -0.182532 -0.0107003 -0.0841394 0.00768728 -0.0062478 0.00936596 0.197044 -0.107882 -0.0723972 -0.132783 0.0494296 0.456565 3.21588 0.00400222 0.844701 8.81622 11.6561 15.0533 -0.0622862 0.0247901 0.0359855 0.151846 2.0933 -0.164203 0.0329856 -0.0258645 | |
| internal_weight=0 241022 208490 199938 32531.8 176697 21457.9 157795 146978 138828 10816.4 20923.1 19343.2 15687.5 6307.95 4315.13 38.6331 137758 534.827 10.3244 7.80208 6.06674 44834.6 6501.29 92923.8 4547.43 62.5244 18901.8 92603.5 37781 | |
| internal_count=1378651 1221547 1047325 1012376 174222 911571 106235 809558 750603 709119 58955 103568 96183 79183 30752 23273 423 703635 2667 223 206 192 230968 35682 472667 24639 516 102013 470819 194402 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=7 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 15 10 12 11 7 7 9 0 1 0 1 0 3 8 1 11 10 10 13 0 8 3 8 15 10 3 13 13 | |
| split_gain=6590.93 2951.35 3153.82 2800.15 1886.29 1487.33 1400.08 1192.9 1027.97 992.113 1614.26 1579.17 1477.45 1116.43 1138.65 1276.52 1003.98 880.215 868.567 824.793 996.862 824.505 811.851 716.607 725.27 1669.18 675.826 645.691 634.376 606.397 | |
| threshold=-0.29635269939899439 -1.0000000180025095e-35 84.926406860351577 -0.23542001843452451 19.013877868652347 0.18413394689559939 0.11205000000000002 0.30265000000000003 0.070550000000000015 0.16585000000000003 0.17385000000000003 0.14045000000000005 0.15465000000000004 0.12465000000000002 0.12955000000000003 0.21295000000000003 0.14225000000000002 0.41963759064674383 -0.064492397010326372 -0.054740130901336663 0.0034349513007327919 0.10805000000000002 0.33075000000000004 0.14455000000000004 0.29935000000000006 8.5000000000000018 -0.16707409918308255 0.17535000000000003 0.055958859622478492 0.073346890509128584 | |
| 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 6 5 -4 8 9 -3 10 11 12 13 14 21 -16 -15 23 -9 20 -11 26 -14 -17 -25 28 -5 -27 -26 -13 | |
| right_child=1 2 4 7 -6 -7 -8 18 -10 19 -12 29 22 16 15 17 -18 -19 -20 -21 -22 -23 -24 24 25 27 -28 -29 -30 -31 | |
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| leaf_weight=10026.654830932617 2243.0023611076176 125.86947083473206 8263.9149299737473 13033.08866533637 4301.2667687609792 16066.258660316467 18402.465892225504 1467.3431100845337 5324.4484072625637 342.74238184094429 3236.9974249005318 3073.7022564262152 2498.7847748026252 1120.1450060606003 11592.765978377312 17464.282278876752 1067.1337890625 222.86944917589426 5854.5347600504756 2475.8185155391693 3725.9344851672649 188.22961139678955 822.65888702869415 38700.637231484987 304.52018804010004 519.16694709379226 53801.946130621742 605.70831225067377 10612.153235185891 1368.0132280737162 | |
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| internal_value=0 -0.00579111 -0.000141372 0.0222931 -0.155249 -0.101288 0.182954 0.000281478 0.405543 0.00895344 0.00115973 0.00836595 -0.000190714 0.00715014 0.00187565 -0.0383912 0.361741 -0.0123985 -0.197248 0.199772 0.0613075 0.0499521 -0.330016 -0.00915693 -0.0392238 0.0679412 0.047009 0.647868 0.00818444 0.302251 | |
| internal_weight=0 228826 226583 197952 28631.4 24330.2 23852.8 174099 5450.32 166777 160233 156996 152554 149233 147045 80022.1 2187.28 68429.3 7321.88 6544.5 4068.68 67023.3 3321.44 68206.5 50742.2 12041.5 66835 1124.88 10916.7 4441.72 | |
| internal_count=1379221 1242923 1230063 1052063 178000 151829 125450 926613 27988 873918 839734 822331 799204 782168 770795 419854 11373 359276 52695 34184 20205 350941 17036 357914 267379 63029 349886 6800 56229 23127 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=8 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 13 15 10 10 15 7 8 11 0 11 2 0 0 0 1 0 0 2 11 13 15 11 15 8 4 11 11 13 15 | |
| split_gain=3823.77 1765.3 1569.77 1445.56 1188.76 859.153 853.339 821.625 806.515 671.2 655.553 686.115 799.036 645.607 644.404 702.261 947.367 614.337 587.485 520.866 515.664 511.424 510.296 508.58 679.803 919.196 769.988 536.446 547.695 486.334 | |
| threshold=-0.38688389956951136 0.060927255079150207 331.02944946289068 -0.34242239594459528 -0.0098097114823758585 -1.0000000180025095e-35 0.11205000000000002 0.30165000000000003 0.024123909883201126 0.15065000000000003 0.25988678634166723 0.16605000000000003 0.11850000000000001 0.043250000000000004 0.15585000000000002 0.13845000000000005 0.10890000000000001 0.073950000000000002 0.029750000000000002 0.046462342143058784 0.047865938395261771 133.70832061767581 0.46024979650974279 192.67691802978518 0.12235000000000001 0.12245000000000002 0.15463501214981082 0.088062241673469557 0.027950394898653034 240.104118347168 | |
| 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 -3 5 -5 18 9 -8 17 11 12 23 -10 15 16 -13 -6 -7 -19 -18 -12 -15 -2 -25 26 27 -26 29 -29 | |
| right_child=1 3 -4 4 7 6 8 -9 13 -11 21 14 -14 22 -16 -17 20 19 -20 -21 -22 -23 -24 24 25 -27 -28 28 -30 -31 | |
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| leaf_weight=5341.8122406005859 11856.271426493615 3646.4603881835938 4180.0735255553518 527.13861341960728 20767.049097083509 114.63279782049358 1100.5484488382936 4318.2212905883789 2416.0443404130638 1362.1845855712891 9645.7307683387771 71.651652731001377 1678.2737989425659 127187.93326807395 5474.6771125793457 3285.7862238138914 19.109319247305393 9320.5433145314455 6986.4079357236624 1117.3839851692319 21.580021500587463 598.67852769698948 2024.5089359208941 71.749156761914492 3.2872631214559069 56.09709296002984 57.263695064932108 1.268591083586214 7.6328378207981586 3.8028099685907364 | |
| leaf_count=111974 68419 22335 39356 2984 130882 696 6119 39834 12633 9438 52181 407 9506 688687 37352 22966 125 61913 37241 6181 247 3935 10480 745 20 427 355 15 83 114 | |
| internal_value=0 -0.00595032 -0.105409 0.0144115 0.00800039 0.0289918 0.0313937 -0.0718768 0.0223591 -0.0447035 -0.0686888 -0.116233 -0.0462262 0.0187952 -0.224607 -0.39564 0.833638 -0.0597008 0.200264 -0.158657 2.76042 0.0362363 0.0235835 -0.091218 0.69726 1.38192 2.54829 5.61582 7.08891 11.1165 | |
| internal_weight=0 217922 37032.9 180889 177243 140357 139830 36885.4 132729 32567.2 32852.9 22608.5 13735.6 131628 8872.8 3398.13 112.341 31205 7101.04 10437.9 40.6893 10244.4 129212 12057.4 201.101 129.352 73.2552 15.9915 12.7042 5.0714 | |
| internal_count=1377650 1265676 236253 1029423 1007088 758840 755856 248248 717919 208414 196897 140781 79684 711800 61097 23745 779 198976 37937 68094 372 56116 699167 70178 1759 1014 587 232 212 129 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=9 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=6 13 12 5 15 5 9 9 15 7 13 0 1 0 9 0 3 9 8 14 15 15 1 0 14 15 14 8 3 0 | |
| split_gain=1632.34 1172.92 1168.34 995.215 927.911 859.938 885.429 702.962 643.941 609.334 553.866 614.007 1148.75 870.739 552.582 522.639 559.536 513.854 501.052 494.138 491.257 848.34 480.108 1593.45 744.496 733.181 716.587 561.325 1289.25 1145.07 | |
| threshold=0.25890000000000007 -0.050000039860606187 39.52562332153321 0.25105000000000005 -1.0000000180025095e-35 0.10055000000000001 0.10515000000000001 0.23195000000000002 1.0000000180025095e-35 0.29645000000000005 0.098708249628543868 0.15705000000000002 0.16270000000000004 0.13845000000000005 0.21605000000000002 0.13425000000000004 0.17445000000000002 0.52295000000000014 0.29445000000000005 -1.0000000180025095e-35 1690.0591430664065 444.59231567382818 0.13945000000000005 0.11525000000000001 -0.093476474285125719 1.0000000180025095e-35 -0.16249459236860272 0.26065000000000005 0.19535000000000002 0.11685000000000002 | |
| 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 -1 4 -2 -3 6 19 -5 -4 10 11 12 13 22 -15 20 -17 -9 -18 -6 21 -12 23 24 -7 -25 27 28 -24 -30 | |
| right_child=3 2 8 7 5 9 -8 17 -10 -11 15 -13 -14 14 -16 16 18 -19 -20 -21 -22 -23 26 25 -26 -27 -28 -29 29 -31 | |
| leaf_value=-0.44795147592806067 0.52945915174329894 -0.53319343597305191 -0.061356387559937185 -0.35661250078603451 0.04944391783825966 -0.027631239333590508 0.29457064025049823 -0.14078394696043847 -0.52170546482497626 0.51146700239509924 0.020314830453177238 0.10334121038614591 -0.31663491275745609 -0.10445305595408372 0.46121202871443423 -0.44252367761868544 0.61121516631242934 0.48844567225688335 0.0093323339012362869 -0.65086502346528774 0.32062212493261766 -0.23035865163556674 0.028594053288931137 0.63959435951206434 -0.26223582346694102 -0.33760212444643345 -0.31461508642686259 -0.011734848903515234 -0.19107289192826479 6.2766153120766015 | |
| leaf_weight=1450.4506819099188 493.22699356079102 788.59140068665147 1441.7967286808416 4531.2701859772205 6944.6715449653566 40037.984655559063 5212.4767090380192 9965.1702971160412 1605.595780163072 584.16053267009556 111675.91846084595 6906.5000656843185 3894.3766947388649 624.71237488090992 1397.6320157498121 225.89486161619425 989.17203302308917 335.38009643554688 531.61158293858171 261.36906624402036 1310.3580439016223 3480.335302144289 69.900237038731575 1219.5624816166237 3693.623315423727 227.80449011456221 3754.6996343657374 2158.0772887468338 10.667111977934839 19.091321066021919 | |
| leaf_count=22216 5406 7204 8394 117472 39873 218534 36277 91494 11263 5132 623976 39930 30503 3555 7713 1254 5709 1909 2796 1925 7263 20888 385 6661 22154 1588 23665 12158 102 301 | |
| internal_value=0 4.59741e-05 0.0033102 -0.169258 0.00808626 0.0102726 0.137593 -0.192493 -0.303903 0.00162372 -1.0667e-05 -0.0374699 -0.0544992 -0.0353151 0.286475 0.0202742 0.29175 -0.120297 0.400818 0.0240431 0.0162028 0.0127388 -0.0480276 -0.0303633 -0.0474462 0.485791 -0.180762 0.0418405 1.202 3.95823 | |
| internal_weight=0 200517 199067 15325 196019 195231 12418.5 14831.8 3047.39 182812 182228 64014.6 57108.1 53213.8 2022.34 118213 1746.68 10300.6 1520.78 7206.04 116467 115156 51191.4 45179 43731.6 1447.37 6012.44 2257.74 99.6587 29.7584 | |
| internal_count=1377700 1161419 1139203 216281 1119546 1112342 78075 210875 19657 1034267 1029135 367249 327319 296816 11268 661886 9759 93403 8505 41798 652127 644864 285548 248937 240688 8249 36611 12946 788 403 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=10 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 11 15 8 10 11 14 15 2 4 9 8 4 11 15 14 14 0 11 7 6 12 7 11 10 14 15 9 12 | |
| split_gain=1329 850.047 710.281 811.006 756.459 736.048 615.716 598.77 503.358 459.179 425.691 539.664 412.547 391.679 513.75 757.893 666.184 873.079 599.702 841.115 513.078 1289.16 464.3 420.819 485.575 402.841 714.246 775.836 398.379 390.92 | |
| threshold=-0.36278918385505671 -1.0000000180025095e-35 0.24485594034194949 213.88779449462893 0.16675000000000004 -0.1334055811166763 0.6394793987274171 -0.38305124640464777 360.84689331054693 0.022950000000000002 0.087250000000000008 0.17835000000000004 0.17795000000000002 0.14755000000000004 -0.052849257364869111 8.5000000000000018 -0.10205540806055068 -0.25737485289573664 0.074950000000000003 0.10517448931932451 0.19165000000000001 0.16645000000000001 19.013877868652347 0.21175000000000002 -0.2291813641786575 0.11057204753160478 -0.47361339628696436 36.027755737304695 0.25765000000000005 43.50581359863282 | |
| 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 9 -4 6 7 10 -7 -3 11 12 -6 14 15 16 17 -11 -16 -20 -15 23 25 -22 -25 26 27 28 -23 -9 | |
| right_child=1 2 4 -5 5 8 -8 29 -10 13 -12 -13 -14 20 18 -17 -18 -19 19 -21 21 22 -24 24 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.34816652956102617 -0.50740907130066071 -0.85016339428183818 0.28030733458439455 -0.21138239657831584 -5.2972232790390787 0.32055106730597632 0.4261018174084692 0.018107521147777882 -0.21524335534610933 0.4107137459545987 -0.32488059179589163 -5.3546346686947075 -0.26363924643137737 -0.11816064631156757 -0.03325942045025037 -0.39986280328867541 0.70594753955134304 -0.081091288482729909 -0.070553999790264874 0.1944557023411505 0.18451966958449331 0.12882386042931293 -0.24518276960380389 3.8544548848520308 0.55805735355264152 -0.15570598199848662 -0.016557867617231152 1.7225245721473672 1.6099886193727178 -0.29449977934242205 | |
| leaf_weight=2857.6453132629395 837.94348736424581 165.29166087007616 3008.6185677051544 5637.5646325334092 4.7753657158464184 3103.8909287762363 893.80496978759766 69591.533126883209 510.43672275426798 1753.7271343022585 832.39849712327123 9.1552023552358133 27.581637365743518 16432.511468159035 34889.699362644926 515.95652082003653 654.31192243658006 1859.0106585174799 4832.9516762271523 7869.4948196411133 2101.923290990293 492.23931806907058 2519.0860964525491 11.323262110352514 834.37475247681141 5215.2020354066044 40566.361268699169 109.86415432207286 50.009414611384273 1014.64941746369 | |
| leaf_count=118412 10920 1125 27326 62963 75 17386 4542 392882 3555 9938 4911 130 200 87491 192403 3685 3931 9842 27788 39708 10822 2694 19114 182 4492 59602 253426 794 426 6835 | |
| internal_value=0 -0.00483444 -0.00278523 -0.0260132 0.0344137 0.024678 0.013681 0.00852399 0.244883 -0.0173676 -0.402811 -1.96546 -1.00651 -0.0162272 0.0163055 0.172512 0.241722 0.157645 0.000606673 0.0936264 -0.0411625 -0.0167836 -0.0361205 0.304354 0.602194 -0.0247786 -0.00821287 0.510909 0.265426 0.0136152 | |
| internal_weight=0 206346 205508 126511 78996.8 75988.2 72373.9 71480.1 3614.33 120873 873.911 41.5122 32.357 120708 52375.2 4783.01 4267.05 3612.74 47592.1 12702.4 68332.9 51900.4 48952.8 2947.62 845.698 46433.7 41218.5 652.113 542.249 70606.2 | |
| internal_count=1377600 1259188 1248268 790426 457842 430516 409575 405033 20941 727463 5316 405 275 726338 287295 27396 23711 19780 259899 67496 439043 351552 336056 15496 4674 316942 257340 3914 3120 399717 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=11 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 14 3 10 0 4 13 0 10 14 6 6 13 0 1 0 12 0 7 3 10 9 1 0 9 3 2 6 4 10 | |
| split_gain=984.283 676.022 601.654 621.968 543.841 420.23 399.937 625.244 381.22 505.126 1002.28 1175.08 419.164 417.288 755.321 617.446 431.994 378.42 389.861 672.991 422.3 369.983 368.507 843.345 362.911 536.088 349.908 405.463 386.695 323.632 | |
| threshold=-0.45726636052131647 0.15357916802167895 0.11905 -0.20512537658214566 0.055650000000000005 0.22025000000000003 0.11835455894470216 0.067250000000000018 -0.023596044629812237 0.027802981436252597 0.41860000000000003 0.45980000000000004 0.012734527699649336 0.14265000000000003 0.17930000000000004 0.16745000000000002 -1.0000000180025095e-35 0.099650000000000002 0.30755000000000005 0.10135000000000001 0.24791814386844638 0.38065000000000004 0.13045000000000004 0.11285000000000002 0.29645000000000005 0.17365000000000003 0.26130000000000003 0.23710000000000001 0.22025000000000003 -0.14663586765527722 | |
| 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 5 -5 -2 7 -4 12 -10 -11 -12 -9 22 -15 -16 -17 18 -6 -20 -21 -8 23 -14 25 -24 27 28 -18 -30 | |
| right_child=1 -3 6 4 17 -7 21 8 9 10 11 -13 13 14 15 16 26 -19 19 20 -22 -23 24 -25 -26 -27 -28 -29 29 -31 | |
| leaf_value=-0.41567321449199651 0.15201409142468941 -0.61414206771990065 -0.27771823833392417 -0.047383244646522098 0.05499524327786396 -5.5165432161987527 0.0045383218826272201 -0.21318028168312561 -0.18758329888496303 0.52087331968785899 23.833488100741455 2.9862073173400137 -0.01844296767605259 0.26440225724986655 -0.27912496106745527 1.1891753901503834 0.1905057688455469 0.62673776541178516 19.760415929581715 9.1594100455635203 0.19529677008080523 0.36918649481440113 0.067762703247955358 0.65505391399882873 0.0055078007395265999 -0.23778895279344309 -0.19734717752790959 0.20858093010500264 0.27704522931667147 -0.55342957893311107 | |
| leaf_weight=1452.0662841796875 10784.253325985745 450.84326946735382 2759.6324077621102 19249.644234969543 27335.848396159708 3.2704929839819661 71949.883071061224 2814.6510862112045 5391.1404651403427 167.19813745096326 0.9862022958695883 2.1485612541437149 38365.718921840191 3500.8016605377197 1729.0882168263197 83.873818268068135 530.4953502016142 293.56736640259624 0.59222296252846529 1.7039570696651933 5.738853394985199 702.41278994455934 1844.5624305605888 470.50894260406494 4557.861255645752 6473.2592486143112 1164.7647486329079 3074.7683231104165 149.21692697703838 548.63386544957757 | |
| leaf_count=91978 73366 8260 16351 116491 158117 52 463727 25701 39704 1404 24 45 211768 20577 16727 687 2962 2165 21 33 268 4500 11412 2694 28206 47043 11938 17495 796 3531 | |
| internal_value=0 -0.00255536 -0.00120345 0.0420457 0.0171401 0.150296 -0.0182553 -0.0442252 -0.0351331 -0.160799 0.686947 9.5448 -0.0244318 -0.0159307 0.0735487 -0.0182182 0.0630409 0.0620811 0.0560188 3.53833 2.24754 0.00806379 -0.0345867 -0.0102834 -0.107891 -0.17003 0.0457667 0.111573 -0.131256 -0.375855 | |
| internal_weight=0 204407 203956 57674.6 46887.1 10787.5 146282 73629.3 70869.7 5561.47 170.333 3.13476 65308.2 62493.6 10781.6 7280.84 5551.75 27637.5 27343.9 8.03503 7.44281 72652.3 51711.9 38836.2 12875.7 8317.82 5467.88 4303.11 1228.35 697.851 | |
| internal_count=1378043 1286065 1277805 350513 277095 73418 927292 459065 442714 41177 1473 69 401537 375836 74713 54136 37409 160604 158439 322 301 468227 301123 214462 86661 58455 36722 24784 7289 4327 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=12 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 15 0 3 3 6 15 4 6 14 0 8 14 15 0 1 5 11 14 14 8 1 4 2 2 8 5 0 1 | |
| split_gain=542.089 591.254 484.064 378.863 573.451 368.195 448.968 445.495 303.2 3753 6757.72 285.732 281.117 274.825 423.641 312.947 642.713 376.793 303.541 345.147 376.502 285.172 264.353 738.944 4268.65 295.272 263.867 290.915 286.304 255.289 | |
| threshold=-0.0082187196239829046 1.0000000180025095e-35 -1.0000000180025095e-35 0.033950000000000008 0.065350000000000005 0.069550000000000015 0.065050000000000011 58.654760360717781 0.43825000000000008 0.45980000000000004 1.0000000180025095e-35 0.16745000000000002 0.065850000000000006 -0.10205540806055068 1.0000000180025095e-35 0.10725000000000003 0.13385000000000002 0.13695000000000004 0.16845856606960299 -0.071257550269365297 -1.0000000180025095e-35 0.39045000000000007 0.075650000000000009 0.36945000000000006 0.049650000000000007 0.068850000000000008 0.35185000000000005 0.32595000000000007 0.19165000000000001 0.18165000000000003 | |
| 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 -2 -1 -5 7 -7 12 -3 10 -10 22 -4 -8 15 17 -17 -15 -18 -20 -21 -16 23 25 -25 -6 28 -28 29 -13 | |
| right_child=2 8 5 4 11 6 13 -9 9 -11 -12 26 -14 14 21 16 18 -19 19 20 -22 -23 -24 24 -26 -27 27 -29 -30 -31 | |
| leaf_value=-0.32912738392419955 -0.49567760569279667 -0.26934302442921987 -0.31658368554696259 0.46781183266230192 -0.092870444866962595 -0.68461495750094337 0.0082346347997675883 -0.50459092742542599 -0.50350508268376626 -0.30761607080309616 -68.488406603160641 0.52249178964953058 0.25285570392330725 -0.049847491687388272 -0.30806216993747831 0.54071782679896163 -0.11676684890935433 -0.41565603746013507 -0.029702722910307407 0.37936875589724145 -1.0630931222263968 0.17181608252005176 -0.10357520506157404 1.9428895060836493 78.357378687914505 0.12507099629942067 6.7610788579148879 -0.41573378913447118 0.77908359388501758 -0.052863529503624253 | |
| leaf_weight=1125.3921931084333 484.46396236625151 3006.505887955791 233.32477695916896 560.09326056577265 3005.7933182241395 238.0637179017067 160176.94028583169 231.98114838614129 0.98554268758744246 20.061291813850403 0.58101317007094622 295.34715374559164 3048.5349315246567 3279.8717444766826 2324.1979951407247 598.76879826188087 2932.5323055051267 896.30757012218237 1746.994514465332 1122.5550155639648 47.137042824178934 357.16388988494873 12262.009564002044 1.841144188307225 0.20289982948452223 3217.8967313058674 1.4227787032723416 186.87627973407507 226.86830759048462 555.25988809019327 | |
| leaf_count=32403 9034 44051 1635 3317 43555 1974 941025 3159 25 294 36 1553 26331 18315 28482 3299 16524 5585 9753 6224 275 4388 145224 173 20 19902 24 3297 2516 5000 | |
| internal_value=0 -0.0759479 0.00343418 -0.0467366 -0.0310919 0.00479849 0.00155733 0.165038 -0.282762 -2.14816 -25.7181 -0.0452378 0.212371 0.00249894 -0.0665495 -0.0217284 0.0473331 -0.128359 -0.00317338 0.111037 0.321239 -0.244141 -0.0609727 0.0229358 9.52809 0.019814 0.184584 -0.361506 0.280018 0.146911 | |
| internal_weight=0 24467.1 177719 21439 20313.6 177234 173721 3513.84 3028.13 21.6278 1.56656 19753.5 3281.86 173482 13305.5 10624.2 6447.99 4176.18 5849.22 2916.69 1169.69 2681.36 18487.7 6225.73 2.04404 6223.69 1265.77 188.299 1077.48 850.607 | |
| internal_count=1377393 301390 1076003 256984 224581 1066969 1035844 31125 44406 355 61 221264 27966 1033870 92845 59975 36075 23900 32776 16252 6499 32870 208874 63650 193 63457 12390 3321 9069 6553 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=13 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=10 3 0 9 5 3 13 9 12 0 3 2 8 15 0 9 1 2 0 13 1 7 8 3 9 11 1 11 0 15 | |
| split_gain=543.993 305.696 475.392 277.25 582.715 323.605 318.781 299.955 544.746 1729.78 285.613 761.189 432.302 534.143 615.203 640.094 724.821 657.952 512.82 432.08 430.168 437.644 402.561 360.579 457.428 350.991 296.766 323.721 293.425 290.44 | |
| threshold=0.49531330168247228 0.24135000000000004 0.18885000000000005 0.099350000000000008 0.08765000000000002 0.088950000000000015 0.64449143409729015 0.14335000000000003 -1.0000000180025095e-35 0.043750000000000004 0.13855000000000003 0.12370000000000002 0.25875000000000004 1.0000000180025095e-35 0.11205000000000002 0.17025000000000004 0.14045000000000005 0.17005000000000003 0.12845000000000004 0.060927255079150207 0.15565000000000004 0.23025000000000004 0.27055000000000007 0.19535000000000002 0.24095000000000003 0.082163620740175261 0.12265000000000002 0.30285193026065832 0.10805000000000002 2032.2278442382815 | |
| 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 5 -5 -1 10 -8 9 -9 11 22 13 14 26 -16 17 25 -18 -19 21 -20 29 24 -15 -17 27 28 -12 -6 | |
| right_child=-2 -3 -4 4 6 -7 7 8 -10 -11 12 -13 -14 23 15 16 18 19 20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.028712971371431556 -0.51429719966094301 -0.097836620809163 0.3481470729678609 0.29912538817521578 0.0015437290676879357 -0.23680581498281511 0.12981722846665814 -0.021872443163629129 1.115560931816266 38.251117079014165 -0.032864091400413874 0.24903165345279621 0.0090349116430769299 -0.27133786963389289 -0.34621053187314005 1.1926429525350501 -0.38555527775831577 1.0931952527872406 0.32649467356605366 4.4673834806524253 0.029978178853361067 1.7877005299630531 0.16220485792477926 -0.80907389791629958 0.26966494551452941 0.3346912026327834 -0.22598480869724899 -0.18928673279411951 1.1664769330529803 0.40321232100652959 | |
| leaf_weight=7368.3659245580784 519.76013565063477 8003.4435766097158 986.26828051451594 1663.7182126529515 76386.290029134601 2502.8970850682817 149.74086785688996 1.0359316011890758 94.083680996671319 0.41288541350513686 19426.379107868765 3540.4462032811716 57220.31266022101 2917.329011395108 717.77482490241528 136.66204568068497 550.87028267607093 22.092542081372812 1017.9791356539354 16.629443235695362 2936.0719051323831 53.959675413556397 4237.9492389187217 260.8550096154213 451.14000029955059 933.45195387676358 2876.6662632096559 3798.1369344815612 51.132125526666641 452.71667488012463 | |
| leaf_count=63252 56273 88861 6297 21430 457765 19860 10221 43 3246 26 119912 19963 366759 25308 5484 1036 4252 167 6176 191 18306 685 25500 4509 3446 5417 20107 20110 364 2466 | |
| internal_value=0 -0.00210562 0.00191059 0.000111281 0.00458768 -0.0814757 0.00183858 0.571467 1.26372 10.8852 0.00105369 0.0220943 -0.018011 -0.0608005 -0.0405068 0.0986303 0.154966 0.517524 0.066783 2.54227 0.128953 0.400049 0.0121844 -0.242738 -0.198881 0.444258 -0.0744793 -0.0557545 -0.0297156 0.00391026 | |
| internal_weight=0 198775 190771 189785 179914 9871.26 178250 245.273 95.5325 1.44882 178005 84617.4 93387.4 36167.1 32537.8 6385.49 5667.72 1108.84 4558.88 38.722 4008.01 1071.94 81077 3629.32 3368.47 1070.11 26152.3 23275.6 19477.5 76839 | |
| internal_count=1377432 1321159 1232298 1226001 1142889 83112 1121459 13536 3315 69 1107923 505694 602229 235470 202207 41714 36230 6811 29419 358 25167 6861 485731 33263 28754 6453 160493 140386 120276 460231 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=14 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 12 15 2 0 13 10 8 1 13 4 1 13 2 2 13 15 14 10 14 15 15 14 15 8 8 12 8 1 4 | |
| split_gain=819.29 1585.6 2621.26 1855.92 2114.73 22642.6 90601.7 5112.31 1051.51 3284.45 881.069 5139.03 139229 143792 313241 510.602 274.544 260.208 259.096 242.426 1786.11 961.522 620.122 717.242 560.401 550.249 534.411 522.886 814.59 491.542 | |
| threshold=-0.34672634303569788 -1.0000000180025095e-35 275.93113708496099 0.22190000000000001 0.044250000000000005 0.64449143409729015 0.44083984196186071 0.21485000000000001 0.086950000000000013 0.72107034921646129 0.36945000000000006 0.075650000000000009 0.8068673610687257 0.047050000000000008 0.048750000000000009 0.81477323174476635 -1.0000000180025095e-35 0.15357916802167895 -0.55640068650245655 -0.31487357616424555 8.5000000000000018 626.65780639648449 -0.2369924113154411 36.527755737304695 0.32925000000000004 0.27375000000000005 -1.0000000180025095e-35 0.26365000000000005 0.067250000000000018 0.18815000000000001 | |
| 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 4 8 -6 -7 -8 -1 -10 -3 12 13 -12 -15 -14 -2 18 -18 20 24 27 23 -21 26 -25 -20 28 -22 -26 | |
| right_child=16 10 -4 -5 5 6 7 -9 9 -11 11 -13 15 14 -16 -17 17 -19 19 22 21 -23 -24 25 29 -27 -28 -29 -30 -31 | |
| leaf_value=-0.50058959032205752 -0.41877558415042676 -0.2416439900296134 -49.983163152529158 48.576747221938824 -0.50784510489870904 -450.91935506007428 -0.50037658849959432 -99.299415449249807 -0.50049252886997142 91.524071382377315 -0.50248231669996801 -0.28334142759662317 -17.295374668179889 -0.50236654031380779 -1344.3408113031014 -0.50255171096299389 0.4350403342097765 -0.56352149099775783 0.52284795153478625 0.07660961566442423 0.37600028875364921 -0.36478606919765316 -0.013805396496396515 -0.29478755615827112 -0.83390695886117761 0.014125927132326055 -0.079864501372548691 0.39805781339977447 -0.11502607738932827 -0.2226564089857338 | |
| leaf_weight=6.5757152391601696 394.47326875975705 1248.5897882468998 0.32335462234982593 0.16301074624061662 6.8369279890314374 0.14209257252514351 0.68370277760539189 0.16194797260697946 0.37808676576200628 0.13040231820195913 0.17227457044646044 57.379685740917921 0.47639960050582786 0.09039558470249176 0.083344750571995974 9.0850033760070783 340.65460014343262 205.53108628466725 373.34835944324732 42779.931423945818 1569.8064369410276 715.93590099923313 110732.56733696844 2377.107901097741 374.72134971618652 3662.6718022823334 24686.060436075553 3006.8794889897108 1828.4158054180443 2689.6021926403046 | |
| leaf_count=1097 10262 114745 35 17 590 27 120 25 58 21 6 5713 19 4 37 574 2780 7834 2653 254185 9206 5643 697186 14113 2031 24721 165938 20866 13738 23207 | |
| internal_value=0 -0.395645 -5.44049 -4.48486 -5.06503 -10.7312 -81.4946 -19.4211 1.19336 23.0993 -0.336622 -2.09905 -12.6149 -324.193 -645.153 -1.33926 -0.00206996 -0.00122847 -0.00063623 -0.00139813 -0.0389276 0.18476 0.00689206 0.0538379 -0.0955661 -0.107455 -0.070885 0.246186 0.111803 -0.297403 | |
| internal_weight=0 1331.27 15.3952 15.0719 14.9089 7.82467 0.987743 0.845651 7.0842 0.508489 1315.88 67.2871 9.90742 0.346015 0.17374 9.5614 195738 195343 195138 194797 35244.8 7121.04 159552 48819.7 28123.7 6039.78 25059.4 6405.1 3398.22 3064.32 | |
| internal_count=1377451 123088 1990 1955 1938 762 172 145 1176 79 121098 6353 640 47 41 593 1254363 1244101 1236267 1233487 243282 49453 990205 293019 193829 38834 168591 43810 22944 25238 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=15 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=7 12 11 7 1 11 13 6 4 13 13 2 10 11 14 10 2 10 15 3 6 5 0 0 5 1 11 15 14 10 | |
| split_gain=673.248 6313.71 63758.4 99846.1 121067 30898.4 5275.11 425.116 881.649 1046.3 7046.44 288.92 282.84 260.376 286.623 229.59 251.661 227.505 217.397 208.066 206.78 264.388 212.868 196.951 186.253 315.108 260.279 342.825 431.281 319.354 | |
| threshold=0.49135000000000006 -1.0000000180025095e-35 -0.38688389956951136 0.53415000000000012 0.087450000000000014 -0.62438663840293873 0.44736002385616308 0.48740000000000006 0.36945000000000006 0.16586730629205707 0.50891143083572399 0.032750000000000008 -0.36886158585548395 0.44836023449897772 -0.22489237040281293 -0.32262991368770594 0.10530000000000002 -0.25760737061500544 -1.0000000180025095e-35 0.065350000000000005 0.080350000000000019 0.085550000000000015 0.037550000000000007 0.085550000000000015 0.13985000000000003 0.091650000000000023 -0.052849257364869111 1121.3029785156252 -0.33417323231697077 0.046733772382140167 | |
| 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=7 2 3 5 -5 -2 -7 11 9 -9 -11 -1 -13 18 17 -16 -17 -15 -14 -20 21 22 -21 -19 25 26 27 -22 -29 -28 | |
| right_child=1 -3 -4 4 -6 6 -8 8 -10 10 -12 12 13 14 15 16 -18 23 19 20 24 -23 -24 -25 -26 -27 29 28 -30 -31 | |
| leaf_value=-0.34044411017072945 -376.26456228680462 -0.3665463012821864 0.37788750414626965 -0.50022146357771569 -1089.0378992283393 -137.83898098032884 -0.50054160156229566 2.3143105184449997 1.3099954267875822 113.65710788699502 -0.25550071953075687 0.2064657422161858 -0.48189309815116937 0.063572630953101797 -0.0098587251905457533 -1.3819565855963032 -0.35380745313897694 -0.82427453591805522 0.15043378368189361 -0.60626905614301085 0.16877509618243927 -0.40096671295789849 0.01559514821365009 0.11054415966089139 -0.008104121311005583 0.12360055404223189 0.0089563022104593749 10.49699533015264 -0.033421606029863479 -0.23413267745556321 | |
| leaf_weight=629.05371095580631 0.074516082182526477 121.43920300714672 5.4249641180504105 0.045165008865296841 0.058795505203306675 0.087376884650439024 0.34991408628411591 0.93113341787830062 14.523020923137665 0.17957683326676488 0.55636281985789537 1628.4137781560421 234.01274728914723 1645.4917182922363 520.29786682128906 62.904830936342478 1105.2589431367815 144.74999284371734 2280.7142906989902 150.96942454203963 2161.6264442810789 718.60667900275439 1555.4274392607622 92.252246130257845 143233.6719894493 7389.2071268802974 30046.656123731285 1.8148677954450252 2.0943985795602194 1414.6940363515168 | |
| leaf_count=27536 30 6265 72 14 30 16 81 17 249 9 66 17546 9862 9569 3246 432 6355 863 20967 1413 12021 5278 12707 522 1004948 44496 185150 42 22 7571 | |
| internal_value=0 -1.15134 -16.9284 -169.398 -616.129 -78.6563 -27.9427 -0.00192263 2.56009 13.4505 27.5403 -0.00213533 -0.00104054 -0.00279353 -0.136551 -0.286124 -0.409173 -0.00239446 -0.000268851 0.000327619 -0.00150632 -0.14656 -0.0394228 -0.4604 0.000402808 0.0301101 0.00956646 0.177235 4.8553 -0.00197446 | |
| internal_weight=0 127.48 6.04073 0.615768 0.103961 0.511807 0.437291 195034 16.1901 1.66707 0.73594 195018 194389 192760 3570.96 1688.46 1168.16 1882.49 189189 188955 186675 2425 1706.4 237.002 184250 41016.1 33626.9 2165.54 3.90927 31461.4 | |
| internal_count=1377395 6508 243 171 44 127 97 1370887 341 92 75 1370546 1343010 1325464 20987 10033 6787 10954 1304477 1294615 1273648 19398 14120 1385 1254250 249302 204806 12085 64 192721 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=16 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=10 11 15 14 13 7 12 1 1 13 10 15 9 15 11 12 9 7 15 14 15 1 5 11 14 8 9 15 1 9 | |
| split_gain=229.618 282.719 338.411 273.351 489.179 263.452 1149.16 4756.54 66383.8 113925 254.676 278.302 616.715 889.236 332.943 275.916 245.836 244.023 232.76 239.949 226.464 220.798 264.018 214.496 183.754 298.295 171.953 154.405 154.15 758.292 | |
| threshold=0.12535402178764346 -0.052849257364869111 20.500000000000004 -0.086399868130683885 0.074499174952507033 0.46105000000000007 -1.0000000180025095e-35 0.098850000000000007 0.085050000000000014 0.72107034921646129 -0.26608106493949885 1.0000000180025095e-35 0.26885000000000003 1718.342224121094 0.49185453355312353 14.571067810058596 0.25015000000000004 0.11365000000000001 3228.078735351563 -0.26858468353748316 250.09996032714847 0.083250000000000005 0.21375000000000002 0.42807617783546453 -0.33701205253601069 0.22135000000000002 0.22895000000000001 937.85498046875011 0.058150000000000007 0.35405000000000003 | |
| 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 21 10 20 -2 7 8 -7 -10 11 17 13 14 -13 -15 24 -3 23 -20 -5 -1 -23 -12 25 -16 -21 28 29 -14 | |
| right_child=5 3 -4 4 -6 6 -8 -9 9 -11 18 12 27 15 16 -17 -18 -19 19 26 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=0.25555120586392743 -0.075226205752362718 0.36485683787387135 -0.28028248010263723 -0.043619857470878896 -0.67418539370456143 -0.50055841763274966 -0.54561048946233859 -1.528959156088348 -0.50018040771294381 -1455.7777946520171 -0.00056586986671440086 -0.3697412121630031 -12.014641016442098 0.63656136321483991 -0.89483729990788274 -0.48812789551324848 -0.47163766357703607 0.096283409151266028 -0.5541082274382445 -0.28764287675166444 -0.3968619912687083 -0.080267668473133824 0.1989086778353655 -0.19356494435490601 -1.5375177819110819 -9.1615423035369599 0.85714053346878372 -0.25099742975645822 0.27658558708548231 1.5361623675381959 | |
| leaf_weight=2432.2311059375061 7942.0307416915894 978.30157202435657 520.2559492449509 8997.2388938542426 337.31105815432966 0.62956831534393032 72.160024642944336 3.4264266358222812 0.034623688785359263 0.021989315981045365 158802.84697967768 1014.5197469065897 1.4748803004622448 289.40766102168709 2.273947622627019 67.193073624745011 74.993151426315308 6242.3808976784348 48.965761933475733 39.485980561003089 477.82314466069511 1708.7376456260681 1678.996985077858 1452.7916622757912 84.374251653440297 2.0980983218178153 193.78830112144351 166.22459700703621 1144.0251934602857 3.4411584138870239 | |
| leaf_count=17574 181806 20620 11987 63352 2069 228 10567 244 17 37 962989 5770 46 1351 13 379 426 39526 290 251 12436 9272 17561 8902 576 32 1761 943 6366 27 | |
| internal_value=0 0.00230135 0.106077 -0.00134546 -0.0824977 -0.0841079 -1.00894 -9.13845 -47.1362 -565.751 0.00332193 0.0804518 -0.051849 -0.267149 -0.476519 0.42464 -1.13811 0.132671 -0.00151651 0.452146 -0.0614337 0.140614 0.0580951 -0.0023155 -1.70129 -4.86194 0.663365 0.199416 0.26458 -2.52927 | |
| internal_weight=0 186761 6340.22 180421 9812.37 8018.3 76.2726 4.11261 0.686181 0.056613 170609 10070.7 2850.03 1534.86 1178.26 356.601 163.739 7220.68 160538 282.24 9475.06 5819.97 3387.73 160256 88.7463 4.37205 233.274 1315.17 1148.94 4.91604 | |
| internal_count=1377418 1184519 56394 1128125 77857 192899 11093 526 282 54 1050268 76075 15929 8547 6817 1730 1047 60146 974193 2302 75788 44407 26833 971891 621 45 2012 7382 6439 73 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| end of trees | |
| feature_importances: | |
| DIST_CROPS_COVER=80 | |
| NBR=51 | |
| BADI=51 | |
| S2_B02=50 | |
| NDVI=40 | |
| S2_B03=39 | |
| NDWI=31 | |
| S2_B05=28 | |
| S2_B11=22 | |
| S2_B12=20 | |
| S2_B06=18 | |
| S2_B04=17 | |
| S2_B08=17 | |
| S2_B07=16 | |
| S2_B8A=15 | |
| SLOPE=15 | |
| parameters: | |
| [boosting: gbdt] | |
| [objective: binary] | |
| [metric: binary_logloss,auc,l2] | |
| [tree_learner: serial] | |
| [device_type: gpu] | |
| [data_sample_strategy: goss] | |
| [data: ] | |
| [valid: ] | |
| [num_iterations: 20] | |
| [learning_rate: 0.5] | |
| [num_leaves: 31] | |
| [num_threads: 0] | |
| [seed: 0] | |
| [deterministic: 0] | |
| [force_col_wise: 1] | |
| [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: 0.9] | |
| [feature_fraction_bynode: 1] | |
| [feature_fraction_seed: 2] | |
| [extra_trees: 0] | |
| [extra_seed: 6] | |
| [early_stopping_round: 0] | |
| [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] | |
| [use_quantized_grad: 0] | |
| [num_grad_quant_bins: 4] | |
| [quant_train_renew_leaf: 0] | |
| [stochastic_rounding: 1] | |
| [linear_tree: 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: ] | |
| [precise_float_parser: 0] | |
| [parser_config_file: ] | |
| [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: ] | |
| [lambdarank_position_bias_regularization: 0] | |
| [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: 0] | |
| [gpu_device_id: 0] | |
| [gpu_use_dp: 0] | |
| [num_gpu: 1] | |
| end of parameters | |
| pandas_categorical:null | |