| 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=[0:1.9359999999999999] [0:1.8895999999999999] [0:1.768] [0:1.1246] [0:1.1445000000000001] [0:1.1479999999999999] [0:1.4472] [0:1.1321000000000001] [0:1.6411] [0:1.6541999999999999] [-5:0.88916534185409546] [-5:3.1955678462982178] [-126:361.24783325195312] [-5:0.99956148862838745] [-5:0.99772727489471436] [-128:5764.173828125] | |
| tree_sizes=3494 3494 3524 3517 3492 3499 3529 3449 3467 3521 3446 3455 3491 3460 3428 3474 | |
| Tree=0 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=4 11 15 10 1 15 6 11 15 14 3 15 10 6 11 15 1 15 13 3 10 15 1 1 3 1 15 11 13 1 | |
| split_gain=1.64995e+06 615748 216640 155842 71066.3 46595 44247 41054 36826.1 35013.4 24396.4 21417 32029.6 16810.6 16320 16238.9 13103 11849.9 11459.9 9629.29 8886.59 8764.63 8497.7 6796.15 6981.74 6122.36 5925.08 4747.86 4187.78 5305.21 | |
| threshold=0.15875000000000003 0.075500879436731352 1.0000000180025095e-35 -0.20099010318517682 0.091850000000000015 10.500000000000002 0.21550000000000005 -0.049420068040490144 1.0000000180025095e-35 -0.17882804572582242 0.10215 1.0000000180025095e-35 -0.061179570853710168 0.12830000000000003 0.30095711350440985 511.32176208496099 0.15825000000000003 -1.0000000180025095e-35 0.087991103529930129 0.16725000000000004 -0.12872312963008878 -1.0000000180025095e-35 0.15045000000000003 0.13345000000000004 0.13945000000000005 0.089150000000000021 -1.0000000180025095e-35 0.17566657066345218 0.043939759954810149 0.086350000000000024 | |
| 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 13 18 11 -1 10 15 -9 12 16 21 23 25 19 -18 -2 -5 -15 -3 -14 24 27 -4 -16 -6 -11 -30 | |
| right_child=3 2 9 6 14 -7 -8 8 -10 28 -12 -13 22 20 26 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 | |
| leaf_value=-1.7260890463529492 -0.46623151106856675 -1.7536729721365893 0.26851073817256221 -0.80215699861989087 -0.63513579060148051 -1.4156497078037333 -1.7970069335717711 0.061622324236884074 -1.7504950161066857 -1.7434200719835697 -1.0828179155431095 -1.7222465811201095 -1.6729008600674207 0.58351805435538906 -1.8456914793741146 -1.2703921116941979 -1.8456914793741146 0.17136706736940721 0.45438810501522009 -1.3403191308128164 -0.04998077617267227 0.84304933082260303 -0.80385570085129832 0.66546545950242719 -0.85681667183023313 -0.75069197116878861 0.38081768429127649 0.055200292124269579 -0.2479956854791614 -1.4855419329420452 | |
| leaf_weight=40560.019658088684 5158.358380317688 326.0213770866394 6098.0446801185608 15981.214400291443 4077.4438548088074 7135.3534669876099 418871.41422080994 8958.0468301773071 9317.5731825828552 9240.1281757354736 9698.1986451148987 48377.860676765442 37684.675929546356 17040.727993011475 305.67849969863892 3481.6656203269958 893.12369585037231 3941.8782706260681 9807.0519466400146 17320.885012626648 8199.5296688079834 99290.665509223938 3039.8187651634216 1418.469651222229 7057.0084705352783 1942.9232683181763 13285.147138118744 6400.1529064178467 1188.2736239433289 3193.1179757118225 | |
| leaf_count=227295 28906 1827 34173 89558 22850 39986 2347322 50204 52215 51781 54348 271106 211181 95495 1713 19511 5005 22090 54958 97065 45949 556419 17035 7949 39547 10888 74449 35866 6659 17894 | |
| internal_value=-1.19422 -0.1268 0.352971 -1.66589 0.570676 -0.364238 -1.71857 -1.40471 -0.938725 -1.00985 -0.5333 -1.46034 -1.29967 0.742201 -0.0873906 -0.368338 -0.97039 -0.201225 0.137064 -1.08206 0.37772 0.834551 -1.60803 -0.387223 -0.47238 0.0222428 0.33074 -0.21345 -1.55252 -1.14991 | |
| internal_weight=0 251079 182545 568212 157401 22100.8 546111 68533.8 27973.8 25144.2 18656.2 127239 78861.6 124857 32543.9 11522.6 38137.1 4835 14965.4 33302.1 25240.3 99616.7 40724.5 18953.1 17534.6 8040.97 13590.8 10477.6 13621.5 4381.39 | |
| internal_count=4591244 1407032 1022970 3184212 882064 123850 3060362 384062 156767 140906 104552 713040 441934 699690 182374 64572 213718 27095 83864 186623 141444 558246 228216 106212 98263 45061 76162 58716 76334 24553 | |
| is_linear=0 | |
| shrinkage=1 | |
| Tree=1 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 1 10 15 15 6 11 15 1 13 15 1 13 13 4 11 3 13 10 15 10 1 8 10 1 9 5 11 15 | |
| split_gain=367647 89441.3 48202.2 24202.1 16121 13527.1 12175.8 12146 8801.9 8323.19 7812.53 7712.28 24419.6 10459 7351.98 7102.64 5534.16 5246.87 5740.69 5166.9 5064.86 4765.76 4135.31 3994.47 3500.67 3125.59 2852.86 2991.8 2786.39 2611.86 | |
| threshold=0.19265000000000002 0.020150491967797283 0.099950000000000025 -0.16583421826362607 1.0000000180025095e-35 427.37568664550787 0.24070000000000003 0.20252645015716556 -1.0000000180025095e-35 0.14185000000000003 -0.0031884221825748678 1.0000000180025095e-35 0.16325000000000003 0.028354587964713577 0.12478968128561975 0.11565000000000002 0.34953139722347265 0.11695000000000001 -0.051368471235036843 0.03378605097532273 -1.0000000180025095e-35 0.20695058256387713 0.17445000000000002 0.27345000000000003 -0.30900873243808741 0.07715000000000001 0.066750000000000018 0.11475 0.54606044292449962 31.811388015747074 | |
| 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 10 5 14 8 7 11 17 -4 16 -1 12 19 -14 24 21 -10 18 -3 -5 -15 25 -22 -6 -2 -12 -9 -28 -7 -26 | |
| right_child=3 2 4 6 23 28 -8 26 9 -11 15 -13 13 20 -16 -17 -18 -19 -20 -21 22 -23 -24 -25 29 -27 27 -29 -30 -31 | |
| leaf_value=-0.57641117648326279 0.88125420573992164 -0.62133599739458412 -0.73290133208292751 -0.22320323923344559 -0.48652870059827025 -0.29548768708392126 -0.54654881460889448 -0.62983835724087522 0.062214039006632388 0.90077934200120557 0.56949191350552664 -0.51522511434958473 -0.33573740733919721 -0.6093812032672522 0.52881553714099983 -0.332701724196377 0.46472305940038416 0.095538016257123604 0.4660155010096918 -0.51586339302474848 0.54639168450393716 -0.41791935314774459 1.34183549143846 0.1103380030704719 0.017544858292686896 -0.18111263472925057 0.68947728758039883 0.54540007793181233 1.3163046748256331 -0.38766323177956513 | |
| leaf_weight=19489.523635864258 833.70030975341797 1251.426172375679 2544.032349601388 31335.354436025023 14607.592768453062 5819.1266937404871 230818.05833447725 461.16900796443224 35219.0473478809 4126.2930535823107 5510.0362311452627 42072.958238907158 2806.0611567124724 582.17362846434116 5954.181773096323 21979.380317673087 11273.056867957115 15870.56182153523 40423.013685256243 29074.974229514599 3391.6110781431198 2504.2632102966309 3152.7671497091651 3468.7790987789631 8607.4565699100494 1853.4395212084055 70408.979023270309 73796.269613265991 281.09402465820312 7392.0761421620846 | |
| leaf_count=150444 3954 9296 13793 213030 107761 37720 1892079 3404 170269 19832 28298 336056 17040 4405 29641 154862 47316 77217 186061 228620 18383 19516 21510 23386 46298 10220 334158 330804 1408 54463 | |
| internal_value=0 0.279544 0.390944 -0.4477 0.0359081 0.512359 -0.480828 0.534489 0.174603 0.220213 -0.327074 -0.345886 -0.244603 0.481925 0.0512891 -0.174487 0.159811 0.340194 0.433364 -0.364058 0.803878 0.177919 0.929598 -0.371993 -0.11762 0.380559 0.611776 0.615747 -0.221217 -0.169669 | |
| internal_weight=0 330887 279550 366021 71238.8 208312 343234 202211 53162.4 50618.4 51336.6 112416 70342.9 9932.61 22787.4 31847.1 46492.1 57545 41674.4 60410.3 7126.55 9867.74 6544.38 18076.4 16833.2 7363.48 144666 144205 6100.22 15999.5 | |
| internal_count=4591244 1725765 1362425 2865479 382357 980068 2731123 940940 251210 237417 363340 839044 502988 61338 134356 212896 217585 272574 195357 441650 44298 58034 39893 131147 104715 38518 668366 664962 39128 100761 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=2 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 3 15 10 15 11 12 0 2 10 0 14 4 3 0 14 15 2 14 11 10 4 15 11 14 6 15 3 14 | |
| split_gain=171748 44375.9 23986.2 16437.3 12104.4 12229.1 10888.3 9196.37 9166.23 13254.3 7147.92 7264.73 7463.02 6339.9 5286.83 5272.45 4552.13 3679.49 3655.89 3030.67 3014.97 2532.83 2467.04 2441.51 1958.01 1782.87 2017.61 1776.51 1655.8 1639.75 | |
| threshold=0.20585000000000003 0.1522977873682976 0.11935000000000003 1.0000000180025095e-35 -0.032865168526768677 1.0000000180025095e-35 -0.14206575602293012 23.680339813232425 0.14845000000000003 0.22570000000000004 -0.25114485621452326 0.13465000000000002 -0.20249889045953748 0.13045000000000004 0.15135000000000001 0.13285000000000002 -0.049380643293261521 -1.0000000180025095e-35 0.15845000000000004 -0.11032915487885474 0.30095711350440985 -0.12872312963008878 0.10335000000000001 -1.0000000180025095e-35 0.2460763901472092 -0.18023392558097837 0.15025000000000002 1.0000000180025095e-35 0.091350000000000015 -0.34290832281112665 | |
| 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 10 18 17 -4 12 24 19 -14 25 22 -10 21 -8 -7 -2 -3 -17 -12 26 -15 -9 -21 -24 | |
| right_child=4 2 7 -5 -6 20 13 27 9 -11 11 -13 14 15 -16 23 -18 -19 -20 28 -22 -23 29 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.43937366225946084 0.39105861908483525 0.56366911090884342 0.45799062893556597 -0.46879510946430425 -0.49672433591879961 -0.49591783048618721 0.3439587228263154 -0.063608711155953471 -0.62412282654655216 -0.30521329922703572 0.084369259924861217 0.73066546926224307 0.11300914670156044 0.23201079418056614 -0.27134015544794854 -0.62392142546692964 -0.380001435269534 0.8306371172201531 -0.35452428846994977 0.21254796667886391 -0.074252714247661278 -0.17102255855160742 0.083929427134992352 0.79885183577699004 0.30137929914077333 -0.34279097710276879 -0.13030180897433891 -0.55247950716425898 -0.27991907463774163 0.43121010156590145 | |
| leaf_weight=11800.733001470566 3270.4791355133057 53111.851946920156 18350.393542289734 24805.418946564198 152626.40034103394 35977.815795622766 22309.979412317276 2888.0033337324858 464.4408305734396 5264.8551788330078 16978.691644400358 4514.108855843544 16913.908018425107 4820.5177924484015 18995.230965435505 346.95327259600163 1513.7762416005135 6777.6014973074198 17342.501851081848 3372.0904195606709 4805.4652824401855 5176.5503170862794 3777.9203672260046 2303.0112640708685 26803.11768771708 7070.8326964527369 18938.449948102236 5212.0729921013117 3456.334960564971 33892.383571788669 | |
| leaf_count=19503 14055 88259 79782 49845 253952 58739 108940 11620 1012 11004 71096 17566 70947 19760 68574 946 4558 29470 42146 15875 12234 12505 16256 10573 122079 23626 56193 9854 14636 97865 | |
| internal_value=0 0.157725 0.291701 -0.116307 -0.414464 -0.255699 0.00118506 0.134715 -0.0527919 0.298472 0.175225 0.113603 0.0786494 0.0842107 -0.0903041 -0.0642127 0.479914 0.737342 -0.223141 0.254748 -0.446233 0.0466013 0.494253 0.612572 0.217222 -0.122385 -0.0567913 -0.378177 -0.0367234 0.396382 | |
| internal_weight=0 302176 202951 99224.3 231706 79079.7 74418.9 110656 38296.4 12506.9 102555 84205.1 79690.9 62618.2 35909.1 33479.8 92295.9 7242.04 25789.5 29138.4 40783.3 8447.03 90782.2 2649.96 43781.8 30829.8 23759 8100.08 6828.43 37670.3 | |
| internal_count=1413470 978353 658456 319897 435117 181165 270052 451518 110192 41486 430044 350262 332696 250549 139521 111098 206938 30482 68706 139451 70973 26560 202380 11519 193175 99579 75953 21474 30511 114121 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=3 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 13 10 5 10 0 15 10 14 0 2 15 6 3 15 11 11 10 15 13 10 4 0 11 13 4 13 1 14 13 | |
| split_gain=82698.9 21893 20521.1 8849.84 8309.38 6742.77 6258.19 4891.42 4482.21 4294.97 6133.58 3225.9 2759.94 2755.75 2593.65 2341.33 2303.66 2119.31 2100.45 2572.22 2049.08 2017.74 2484.32 1981.49 1957.02 1797.23 1338.27 1306.97 1292.34 1227.28 | |
| threshold=0.21405000000000005 0.025161044672131542 -0.23308677226305005 0.14085000000000003 0.057787122204899795 0.13665000000000002 20.500000000000004 0.093193598091602339 -0.22857470810413358 0.15205000000000005 0.23710000000000001 1.0000000180025095e-35 0.19825000000000001 0.11095000000000001 364.48562622070318 0.31379404664039617 0.23184341192245486 -0.27795620262622828 -1.0000000180025095e-35 -0.11649116128683089 -0.30900873243808741 0.17345000000000002 0.12305000000000001 -0.23081336170434949 0.0084813339635729807 0.10335000000000001 0.073712754994630827 0.14185000000000003 -0.1553363353013992 0.074892923235893263 | |
| 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 13 23 6 7 9 8 14 12 24 18 -2 -3 16 -8 -5 -14 -1 -20 -15 22 26 -4 -11 -25 -10 -24 -22 -27 | |
| right_child=4 2 3 5 -6 -7 15 -9 21 10 -12 -13 17 20 -16 -17 -18 -19 19 -21 28 -23 27 25 -26 29 -28 -29 -30 -31 | |
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| leaf_count=5373 9288 53045 2423 140002 183371 26114 69312 22659 43952 1624 12992 32846 3867 32532 12145 7689 95855 71298 5423 34954 91102 58985 3036 70006 39161 28121 107402 676 13089 100473 | |
| internal_value=0 0.0912433 0.137784 0.0562113 -0.373689 -0.0190909 -0.254847 -0.0445666 -0.0131984 -0.130412 0.0978994 -0.347651 -0.240551 0.397391 0.0836739 -0.424864 0.110022 -0.285386 -0.162829 -0.0798973 0.283441 -0.119357 -0.0524974 0.2156 0.351837 0.228555 -0.0732067 0.790126 0.20515 0.151483 | |
| internal_weight=0 267948 242258 184336 148736 125191 73952.6 119434 108962 42700.4 13895.6 25689.4 28804.8 57921.8 56973.1 31252.2 53697.6 26574.7 12302.7 10595.4 27691.9 51989.4 35591.6 59145.6 8770.52 57983.6 34737.8 853.759 20800 32822.5 | |
| internal_count=1378815 980213 901617 711849 398602 510826 215231 484712 462053 138230 53777 78596 84453 189768 248002 77001 235857 75165 45750 40377 136723 214051 155066 201023 40785 198600 151354 3712 104191 128594 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=4 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 15 10 15 10 13 9 10 0 3 3 12 15 11 1 10 0 15 15 11 15 10 13 15 11 0 1 5 1 0 | |
| split_gain=40742.9 12196 10610.5 6812.99 4972.01 4786.46 4382.06 4198.88 3608.11 3636.06 3475.42 2809.11 2704.53 2523.01 2078.23 1923.64 1801.11 1669.07 1836.3 1668.8 1620.25 1549.6 1543.14 1539.28 1512.17 1342.38 1866.76 1283.36 1227.23 2931.52 | |
| threshold=0.22915000000000002 31.811388015747074 -0.220649778842926 -1.0000000180025095e-35 0.093193598091602339 0.060015905648469932 0.064350000000000004 0.14709379523992541 0.13565000000000002 0.12965000000000002 0.11875000000000001 19.013877868652347 44.860679626464851 0.18257107585668567 0.15825000000000003 -0.11105344817042349 0.14605000000000004 1909.198913574219 173.31338500976565 0.25344635546207434 -1.0000000180025095e-35 -0.090100545436143861 -0.0064675167668610803 -1.0000000180025095e-35 0.37693785130977636 0.16015000000000004 0.19925000000000001 0.10845 0.15045000000000003 0.12025000000000001 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=1 2 6 -4 12 -3 -1 8 9 21 -8 13 15 -7 -10 20 -16 18 -15 28 -2 27 -18 -12 -14 -17 -27 -5 29 -11 | |
| right_child=4 5 3 7 -6 11 10 -9 14 19 23 -13 24 17 16 25 22 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 | |
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| internal_value=0 0.0421838 0.0906807 0.0285442 -0.35118 -0.20787 0.293404 0.0443533 0.0637517 0.0437889 0.319964 -0.0784641 -0.240802 -0.0174905 0.36692 -0.152963 0.197477 0.105043 0.056378 -0.034191 0.0702047 0.127151 0.285356 0.176965 -0.402568 -0.222841 -0.0577077 0.203311 -0.0910687 -0.0764081 | |
| internal_weight=0 251426 210584 161181 89173.7 40842 49403.4 157457 149044 139836 47880.2 25988.2 47583.4 22845.2 9207.82 30838.3 6102.62 14798 13651.5 72250.5 7353.56 67585.9 5524.41 22512.1 16745.1 23484.7 8075.16 33592.4 46307 44852 | |
| internal_count=1380606 1048119 887607 701593 332487 160512 186014 688031 660125 620336 180423 111856 173999 100453 39789 113755 25705 70952 65168 328437 29670 291899 23314 120715 60244 84085 31295 135808 204499 198656 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=5 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 1 10 15 15 11 14 15 4 6 14 15 14 10 10 15 4 14 15 3 14 2 9 3 15 6 9 13 1 1 | |
| split_gain=21543.1 10704.4 5278.79 4157.43 3211.67 3118.36 2391.65 2108.91 2058.76 1938.67 1661.49 1568.57 1291.49 1313.13 1128.25 1105.26 1215.88 1418.31 1478.49 1381.28 996.838 1485.94 974.978 955.375 895.95 897.6 803.807 784.889 852.959 741.156 | |
| threshold=-0.19237244874238965 0.10965000000000001 -0.27795620262622828 1.0000000180025095e-35 -1.0000000180025095e-35 0.29177525639534002 1.0000000180025095e-35 -1.0000000180025095e-35 0.097150000000000014 0.26930000000000004 -0.078007970005273805 371.14686584472662 -0.098061259835958467 0.024618571624159816 -0.13958372920751569 371.14686584472662 0.15875000000000003 -0.38062277436256403 9.5000000000000018 0.14505000000000004 -0.41541403532028193 0.063250000000000015 0.45125000000000004 0.11275 22.180339813232425 0.15825000000000003 0.42755000000000004 0.03992011025547982 0.18265000000000003 0.091850000000000015 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=-1 2 10 4 -3 -5 7 -4 14 26 -2 27 13 15 20 16 17 18 -10 24 21 -9 -11 -19 25 -18 -6 -7 -29 -25 | |
| right_child=1 3 6 5 9 11 -8 8 12 22 -12 -13 -14 -15 -16 -17 19 23 -20 -21 -22 -23 -24 29 -26 -27 -28 28 -30 -31 | |
| leaf_value=-0.44528776015301275 0.36841996854161291 -0.55471132134852785 -0.71216419577833634 -0.38244618597720498 -0.012146250261851779 -0.172034820751574 -0.48975250111496088 -0.56423153524675729 -0.46316339647963739 -0.28377953486934404 -0.30212125236806692 -0.20999240184967891 -0.29039267283495585 -0.090683709969248363 0.11428905415565621 -0.17879458021171238 0.69207534828613371 0.15339631851288338 0.21520987444843248 0.092692540007841245 0.39096964664282913 -7.0252729505162259 0.50852323218222706 -0.044336464128596882 0.76163831584046293 0.1961074859829415 0.53860200577062733 0.29202771081883055 1.3192994800907274 0.081675455317886184 | |
| leaf_weight=30171.508483886719 17706.221490979195 3148.6839253585786 882.66423305869102 21356.382685242221 60585.521028731018 856.23950532637537 2021.6288425624371 81.458360075950623 2570.847918106243 9022.1212964057922 974.67055308818817 4407.9643550757319 2900.2130793407559 14920.99111058563 10164.671292658895 4318.9310156293213 1107.7239540014416 21133.764710597694 1168.1598499119282 14320.96170142293 7347.0067471340299 9.9903218671679479 405.74911499023438 21056.36270856671 1161.6746880505234 5169.7381541840732 669.82371139526367 2321.8178731203079 221.3304431438446 26173.177297249436 | |
| leaf_count=169232 61268 11484 3964 102538 293712 3594 10275 356 12889 40128 4337 18687 14158 66884 47630 21088 5723 93689 5960 71210 21112 155 1815 116672 5562 26604 2843 11477 1266 131406 | |
| internal_value=0 0.00121524 0.0841546 -0.123755 -0.06062 -0.283591 0.0500415 0.0581557 0.0632448 -0.03861 0.333435 -0.0131806 0.0390667 0.0475149 0.222575 0.0685174 0.0798971 0.0486345 -0.251223 0.183486 0.370549 -1.27007 -0.249681 0.0650346 0.358271 0.283626 -0.00612385 0.242024 0.381431 0.0254955 | |
| internal_weight=0 258186 155191 102996 73831.9 29163.7 136510 134488 133606 70683.2 18680.9 7807.35 116003 113102 17603.1 98181.3 93862.4 72102.3 3739.01 21760.1 7438.46 91.4487 9427.87 68363.3 7439.14 6277.46 61255.3 3399.39 2543.15 47229.5 | |
| internal_count=1377718 1208486 720942 487544 349982 137562 655337 645062 641098 338498 65605 35024 571845 557687 69253 490803 469715 360616 18849 109099 21623 511 41943 341767 37889 32327 296555 16337 12743 248078 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=6 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 10 15 15 3 10 10 0 2 1 0 0 12 11 13 0 14 10 13 14 2 13 13 13 13 11 14 15 7 0 | |
| split_gain=12200.1 4736.09 4508.18 3439.12 2239.75 2404.26 1719.79 1544.07 2328.25 1936.46 2089.43 1761.39 1505.54 1434.32 1423.67 1299.91 1235.52 1014.58 906.994 894.591 884.641 1246.54 791.047 782.149 757.624 715.645 703.698 775.161 648.161 643.211 | |
| threshold=-0.23081336170434949 -0.31687051057815546 85.720020294189467 -1.0000000180025095e-35 0.12595000000000003 -0.00280224229209125 -0.19816618412733075 0.14075000000000001 0.19905000000000003 0.14590000000000003 0.12605000000000002 0.16325000000000003 14.571067810058596 0.2112504988908768 0.12056948617100717 0.10465000000000001 0.074924595654010787 -0.10055724903941153 0.091406431049108519 -0.15985678881406781 0.18010000000000001 0.06630111858248712 0.043939759954810149 0.025161044672131542 0.043939759954810149 -0.049420068040490144 -0.31606866419315333 1.0000000180025095e-35 0.11205000000000002 0.15085000000000001 | |
| 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 16 3 -3 6 7 28 9 -9 10 14 -10 13 -4 20 18 -2 -16 25 22 23 -22 -11 -6 -13 -8 -20 -28 -5 -7 | |
| right_child=1 2 12 4 5 29 15 8 11 19 -12 24 -14 -15 17 -17 -18 -19 26 -21 21 -23 -24 -25 -26 -27 27 -29 -30 -31 | |
| leaf_value=-0.42855596242572003 0.36605337270127403 -0.56018196009245558 -0.28087254448471904 0.40632688022752389 -0.40948213877124651 -0.22311971763453023 0.3492363390342858 0.39192044406594662 -0.42112551469595016 1.8492693861801859 0.65117639880329103 -0.11797763645733012 -0.41167858025329207 -0.028751693722878752 0.12053871977391685 1.1089214922685993 -0.65835559925882581 -0.037836556046532695 -0.016130504596467945 -0.44422451995316797 1.6044441772226803 0.036100864897385031 -0.12123998309614008 -0.063894697474838988 0.23490150052894829 -0.11047306456579536 0.1393225290895391 -0.28262686575204959 0.17432738160427097 0.0095705556690422033 | |
| leaf_weight=18110.990997314453 9643.945442199707 2617.5818724790588 10083.691684240475 4234.2392278686166 1706.0730558633804 16465.300898551941 914.38788747787476 6164.6803788766265 2002.2625495195389 51.638364689424634 1230.368569098413 2323.0684712082148 6550.6023546159267 12804.25703150034 26258.229049682617 287.44104760885239 303.60118865966797 16445.742128303275 13500.13651557453 3540.0559006296098 187.5389630869031 390.5214684009552 3719.929373415187 40583.368554027751 4405.7125965207815 11417.220512735657 27300.676711827517 1133.6543300673366 10417.424926184118 3623.4270648956299 | |
| leaf_count=156577 38043 12871 63705 16792 8704 86872 4608 30344 9769 371 5830 11842 36508 69056 137120 1533 1710 81963 67481 17820 1204 1549 17309 212886 22436 59089 133533 5777 47919 19601 | |
| internal_value=0 -0.00299791 -0.0175844 0.0091896 0.0167052 -0.0222006 0.0892817 0.00709118 0.156669 -0.0165831 0.00423258 -0.00943363 -0.20032 -0.139828 -0.00506935 0.0484336 0.334788 0.0595468 0.0428164 -0.263702 -0.069439 0.544915 -0.0942608 -0.0778367 0.113072 -0.0763856 0.0778699 0.1225 0.241374 -0.181149 | |
| internal_weight=0 240307 230359 200921 198303 129098 69205.2 109009 14895.7 94113.5 86801.8 8731.04 29438.6 22887.9 85571.5 54553.5 9947.55 42704 54266.1 7311.62 42867.5 578.06 3771.57 42289.4 6728.78 12331.6 41934.5 28434.3 14651.7 20088.7 | |
| internal_count=1380822 1224245 1184492 1015223 1002352 665620 336732 559147 74391 484756 449256 44047 169269 132761 443426 272021 39753 219083 270488 35500 224343 2753 17680 221590 34278 63697 206791 139310 64711 106473 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=7 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 13 10 15 5 0 10 15 0 15 11 11 5 8 12 3 10 11 1 5 5 8 15 5 10 9 0 2 13 0 | |
| split_gain=7000.25 2997.56 2322.25 1812.99 1531.68 1848.28 1301.37 947.661 1535.03 4964.27 2001.24 2478.76 962.951 1239.83 945.992 911.6 868.665 706.471 699.736 743.47 656.608 651.609 717.499 684.08 649.444 623.653 590.369 589.653 560.996 526.805 | |
| threshold=-0.31301148235797877 0.047964824363589294 -0.29515142738819117 332.64086914062506 0.26345000000000007 0.13965000000000002 -0.15738095343112943 882.35479736328136 0.15345000000000003 1160.6248168945315 0.27723111212253576 0.16413481533527377 0.21405000000000005 0.34975000000000006 37.200275421142585 0.14785000000000001 -0.057347999885678284 0.20914327353239062 0.16325000000000003 0.21405000000000005 0.15685000000000002 0.27555000000000007 1732.3106079101565 0.11925000000000001 -0.18996187299489972 0.061650000000000003 0.15345000000000003 0.044350000000000007 0.2010501027107239 0.074750000000000025 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=-1 3 -3 6 5 14 -2 18 -9 10 11 -10 -13 -14 15 21 28 -17 19 -7 -8 22 23 25 -23 27 -20 -4 -6 -25 | |
| right_child=1 2 4 -5 16 7 20 8 9 -11 -12 12 13 -15 -16 17 -18 -19 26 -21 -22 24 -24 29 -26 -27 -28 -29 -30 -31 | |
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| leaf_count=132457 44395 41811 2155 32489 22854 6071 39299 558 18 171 29 22 240 4 10886 130153 68660 200228 5384 2101 54978 15386 3393 260931 19701 92959 24180 3188 1222 162076 | |
| internal_value=0 -0.00431485 0.0175055 -0.156502 0.00583903 0.0180131 -0.103418 0.267869 1.76413 4.78438 14.1494 18.7111 23.67 26.9387 0.00749374 0.0116349 -0.160901 -0.0372086 0.245576 0.554117 -0.18911 0.0396312 0.029977 0.02653 0.198909 0.108946 0.164561 -0.284032 0.0335503 0.00561804 | |
| internal_weight=0 225666 197368 28298.2 188640 175804 24064.4 7102.58 104.27 29.9754 9.61269 6.86718 5.39657 4.35382 168701 166662 12835.8 60722.7 6998.31 1455.43 15594.3 105940 99885.4 99228.9 6054.25 20082.3 5542.89 961.268 3967.93 79146.5 | |
| internal_count=1377999 1245542 1074381 171161 1032570 939834 138672 38778 1042 484 313 284 266 244 901056 890170 92736 330381 37736 8172 94277 559789 524702 521309 35087 98302 29564 5343 24076 423007 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=8 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 15 10 4 13 15 0 1 0 5 15 10 11 13 10 11 8 15 10 8 0 6 7 2 8 11 4 4 3 | |
| split_gain=4163.98 2041.75 1723.59 1412.17 854.117 788.801 766.12 757.884 901.675 852.984 649.92 891.024 826.124 783.496 754.156 868.681 641.131 631.703 1682.33 1036.58 676.158 612.706 788.273 880.182 628.307 1267.4 1146.04 2779.24 575.777 562.319 | |
| threshold=-0.33853331208229059 -1.0000000180025095e-35 451.82962036132818 -0.3349678218364715 0.23085000000000003 0.069988764822483077 1671.038757324219 0.14265000000000003 0.15725000000000003 0.13085000000000002 0.10015 14.071067810058596 0.24126208573579791 0.16184367984533313 0.13811460882425311 -0.032865168526768677 0.31690356135368353 0.28415000000000007 9.5000000000000018 -0.16583421826362607 0.36005000000000004 0.16805000000000003 0.23070000000000004 0.26805000000000007 0.25910000000000005 0.41265000000000007 0.15472813695669177 0.31575000000000003 0.19295000000000004 0.19295000000000004 | |
| 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 16 7 -4 -7 8 9 10 11 12 13 -5 15 -12 -3 -16 20 -20 -19 22 23 -6 25 -23 27 -27 -22 -17 | |
| right_child=1 2 5 4 21 6 -8 -9 -10 -11 14 -13 -14 -15 17 29 -18 18 19 -21 28 24 -24 -25 -26 26 -28 -29 -30 -31 | |
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| leaf_weight=6192.5042724609375 1631.7569291479595 176.43701767921448 4034.1359457217332 6938.698590441636 706.84815527312458 4843.5778490835801 2247.2079697670415 8452.6273270845413 2185.9980193916708 1634.4911622349173 71916.580169677734 1230.0028210077435 134.32341569289565 3722.8172602001578 64036.604358713143 7085.2154006799683 4367.9537725448608 9969.1638279370964 1242.6501398086548 2196.6097651515156 192.6466653123498 4555.4946365356445 9713.1118316650391 440.82685189135373 2250.8829040527344 24.926463589072227 235.80001653730869 49.837591528892517 745.96962547302246 152.51068745553493 | |
| leaf_count=125041 12103 1228 37489 37914 4388 32307 12427 45086 13636 8474 387415 7794 1065 20728 351391 38973 25283 56095 6319 13749 1128 26626 82671 2863 18903 407 1199 458 3471 1059 | |
| internal_value=0 -0.00503816 -0.000818812 0.00961471 0.00334654 -0.192477 -0.0920542 0.0136253 0.00649808 0.0105725 0.0071074 0.119146 0.165085 0.14956 -0.00144521 -0.035871 0.285223 0.033319 0.128149 0.433065 0.0320084 -0.100619 -0.17534 0.216535 0.0134095 0.11445 1.09176 2.79752 -0.373698 -0.200982 | |
| internal_weight=0 217116 215484 204359 199815 11124.9 7090.79 181837 173384 171198 169564 12025.8 10795.8 10661.5 157538 79154.3 4544.39 78383.6 14347 3439.26 10907.8 17977.7 10860.8 1147.68 7116.94 4866.06 310.564 74.7641 938.616 7237.73 | |
| internal_count=1377690 1252649 1240546 1158323 1131812 82223 44734 994297 949211 935575 927101 67501 59707 58642 859600 427447 26511 432153 80762 20068 60694 137515 89922 7251 47593 28690 2064 865 4599 40032 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=9 | |
| num_leaves=31 | |
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| split_feature=6 13 15 12 0 4 5 8 0 15 13 6 9 14 3 15 9 15 6 7 15 0 4 9 4 15 14 12 8 0 | |
| split_gain=1991.46 1341.27 931.998 817.942 727.224 811.51 699.935 654.671 601.923 570.852 566.741 560.985 530.359 520.956 510.965 785.967 614.075 504.201 504.511 501.959 493.932 456.182 454.992 441.611 801.995 435.281 604.051 389.854 385.891 492.178 | |
| threshold=0.29090000000000005 0.0061546401120722303 -1.0000000180025095e-35 43.50581359863282 0.18895000000000003 0.14435000000000003 0.28395000000000004 0.21555000000000005 0.11085000000000002 1.0000000180025095e-35 0.03992011025547982 0.15710000000000005 0.37475000000000008 -0.43104812502861017 0.066450000000000023 1.0000000180025095e-35 0.091350000000000015 1.0000000180025095e-35 0.14330000000000001 0.18845000000000003 1.0000000180025095e-35 0.040950000000000007 0.090750000000000011 0.15005000000000004 0.11305000000000003 1.0000000180025095e-35 -0.17020893841981885 -1.0000000180025095e-35 0.19905000000000003 0.17715000000000003 | |
| 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 20 -3 4 5 8 -2 17 11 -5 25 13 -8 23 15 -15 21 18 19 -7 28 -16 -18 -4 -25 26 -9 -6 29 -1 | |
| right_child=6 2 3 9 27 7 12 10 -10 -11 -12 -13 -14 14 16 -17 22 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.060893306696183175 0.46302106377265662 -0.52901629581342491 -0.041766059638196996 -0.025182796558264119 3.3639315562603684 0.027606561204295492 -0.35180334314984113 1.0526975636397262 0.61371368025801654 -0.5567451274938976 0.0049681218133361812 0.21561198009415844 -0.037262016928165713 0.30197055636808434 -0.59896093862916533 -0.4223300637395726 0.19532384937899028 -0.33553195588882812 -0.10722164569951738 0.66857300800929453 -0.45247393609313408 -0.095379274061044433 0.028762251261309178 -1.6572213226322094 -0.25941936218045158 -0.3743856584313594 -0.10290338413883815 0.33225409144488915 -0.39884274902376649 1.3975712744578619 | |
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| leaf_count=16708 5350 7744 4459 5533 110 6733 122366 580 2381 8394 549108 23666 14966 22406 3089 2296 29301 15324 101885 2139 26510 22131 327533 1025 1730 18634 19854 9393 5930 408 | |
| internal_value=0 -0.00288241 0.00361785 0.00579268 0.00902586 0.00636467 -0.25388 -0.0195861 0.0460948 -0.309928 -0.00395559 0.0426848 -0.283584 0.0321905 0.0378389 0.218985 0.0279875 -0.107558 -0.0767681 0.185017 -0.252846 -0.155768 0.0402934 -0.28428 -0.64061 -0.16105 -0.0671562 0.353555 -0.134587 -0.0234453 | |
| internal_weight=0 206371 201141 200323 198292 196772 8217.3 119027 77745.4 2030.63 101069 77281.2 7890.37 72859.6 71582 3692.09 67889.9 17957.5 15820.8 1648.65 5230.62 4261.16 63628.7 1277.59 517.386 5432.63 3772.34 1519.89 3284.75 2312.25 | |
| internal_count=1377686 1235004 1185448 1177704 1163777 1154274 142682 714257 440017 13927 588176 437636 137332 413970 406756 24702 382054 126081 110757 8872 49556 25220 356834 7214 2755 39068 20434 9503 23046 17116 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=10 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 14 15 10 15 12 4 11 14 2 8 15 8 11 14 2 1 2 2 1 8 15 5 10 6 7 15 15 15 15 | |
| split_gain=1568.33 783.012 632.99 618.472 572.101 549.96 520.653 666.794 545.457 2004.88 2373.24 4170.62 473.501 576.425 940.697 636.234 427.018 409.767 402.813 370.52 412.586 370.697 365.02 509.029 373.75 348.353 378.75 343.314 306.033 290.112 | |
| threshold=-0.45235763490200037 0.15118894726037982 -1.0000000180025095e-35 -0.37336686253547663 70.855339050292983 23.680339813232425 0.13685000000000003 0.29783660173416143 -0.30088309943675989 0.25910000000000005 0.46095000000000003 1331.1199951171877 0.12035000000000001 0.32720559835433966 -0.1506264731287956 0.080850000000000019 0.11025000000000001 0.11765000000000002 0.023250000000000003 0.061350000000000009 0.26165000000000005 196.7229919433594 0.091150000000000023 -0.11634429916739462 0.080050000000000024 0.13905000000000003 1124.2998046875002 1331.1199951171877 3097.192993164063 1732.3106079101565 | |
| 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 -2 -4 18 6 12 8 9 19 11 -11 -6 14 -14 -16 17 -17 -5 -8 -21 -22 23 -20 -24 -19 -27 -28 -10 -15 | |
| right_child=1 -3 3 4 5 -7 7 -9 28 10 -12 -13 13 29 15 16 -18 25 22 20 21 -23 24 -25 -26 26 27 -29 -30 -31 | |
| leaf_value=-0.42030137459631317 -0.47461982198868363 -0.63676700016392962 0.25610663287862351 -0.91431087105323505 -0.39535501035736992 -0.36435986560448402 0.61687241334445286 0.025863954071394756 -0.27781730837697677 49.007226032519476 -0.51037595888695564 -0.50295735339779069 0.12596534174464116 -0.18289658292766334 -0.53012181037505857 1.1004421630754655 -0.13425455808915188 1.3269525148670005 0.31788090454479323 -0.3024247543911891 0.30391126083548342 -0.11911148605824597 -0.45613427730533629 0.023939155622412438 0.0042555546380193248 3.5969873364359342 15.301916852298799 3.3616232908041792 0.43036722038061676 0.32570624843482554 | |
| leaf_weight=2273.7760238647461 703.85533488867804 485.85117947496474 2336.9420375823975 118.59603648912162 436.96989277092507 1553.1733753867447 208.26958807557821 6769.0539051294327 6482.719298325479 0.88872364908456736 1.86184686422348 0.81581351533532143 1674.8328954577446 1284.9899372681975 72.159258732572198 420.52533506043255 65.878168236464262 15.352778241038324 2220.8324508666992 1217.2825471274555 909.53633998520672 1202.6785099934787 441.95614194776863 4373.0724977524951 172877.50648360513 12.544213771820067 1.4538768250495189 1.0274404715746639 156.22766884416342 358.6340985968709 | |
| leaf_count=93802 10685 8375 18399 931 3760 17333 1715 38490 68279 22 34 18 9177 7423 413 2744 813 136 18831 8729 6020 8398 2724 25559 1021355 133 46 12 1554 1636 | |
| internal_value=0 -0.00276482 -0.00126894 0.000354573 -0.00259141 -0.0771246 -0.0561735 -0.0957562 -0.176624 -0.0181575 11.8308 25.311 0.0982566 0.153458 0.317095 0.860631 1.05482 1.22855 0.00686718 -0.0301024 -0.0705725 0.0630454 0.00747441 0.122939 0.00308158 3.00197 4.71347 10.3578 -0.261152 -0.0719209 | |
| internal_weight=0 206405 205920 205216 202879 22846.9 21293.7 16949.3 10180.3 3541.33 3.56638 1.70454 4344.37 3907.4 2263.77 588.941 516.782 450.904 180032 3537.77 3329.5 2112.21 179913 6593.9 173319 30.3783 15.0255 2.48132 6638.95 1643.62 | |
| internal_count=1377546 1283744 1275369 1264684 1246285 176885 159552 133259 94769 24936 74 40 26293 22533 13474 4297 3884 3071 1069400 24862 23147 14418 1068469 44390 1024079 327 191 58 69833 9059 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=11 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 11 13 0 14 7 5 13 4 0 10 12 0 9 3 9 9 0 0 9 10 4 12 3 1 1 11 11 2 1 | |
| split_gain=858.369 476.081 650.173 615.204 963.968 1337.16 540.389 515.909 510.644 584.337 499.441 488.036 481.278 880.168 812.477 589.466 588.572 414.267 414.044 380.453 511.936 374.925 360.533 341.297 319.407 307.511 301.447 301.775 278.759 324.303 | |
| threshold=-0.4959218949079513 0.27424356341362005 0.06630111858248712 0.31330000000000008 0.074924595654010787 0.38765000000000005 0.093050000000000008 -0.051368471235036843 0.20255000000000004 0.18385000000000004 -0.14937710762023923 1.0000000180025095e-35 0.12405000000000001 0.27115000000000006 0.15625000000000003 0.38145000000000007 0.17245000000000002 0.043850000000000007 0.16165000000000004 0.29045000000000004 -0.13589629530906674 0.23875000000000005 43.50581359863282 0.033350000000000012 0.10310000000000001 0.093250000000000013 0.5786445438861848 0.44974796473979956 0.12945000000000004 0.16125000000000003 | |
| 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 8 7 -6 -3 11 9 -2 17 -5 14 16 19 25 -14 -8 -10 23 -21 -22 26 -4 -12 -16 27 -19 -18 -30 | |
| right_child=1 6 12 4 5 -7 10 -9 18 -11 24 -13 13 -15 15 -17 28 22 -20 20 21 -23 -24 -25 -26 -27 -28 -29 29 -31 | |
| leaf_value=-0.41606367727222476 -0.060544399578260556 0.32383590522768602 -0.99019926407379022 17.401025658856142 0.58926262179834388 28.918769545414342 -0.34276862381630802 0.87100720900809858 -0.3706626949167019 0.84415963059563792 -0.0024757592693811651 2.9463985981654539 -0.3826408387569708 -0.040612250640220747 0.16649917906882034 2.5980742311266614 -1.2165282087792573 0.029801885086182027 -0.11817462949727622 0.59850363041809795 2.8656782389164186 10.068689833256119 -0.32635767788739434 0.010715939434457483 0.35760964956190766 -0.10702672349703046 0.30335890399837451 -0.11999653592805777 0.50081917531576003 0.21512789300114646 | |
| leaf_weight=1270.6700801849365 18498.089807531709 1553.5329258441925 85.257971573621035 0.9215861484408373 0.91485039424151071 0.76469605322927237 796.57603844627738 42.163264421746135 2552.1999453101307 180.21921157836914 937.48623284697533 1.5939289405941961 330.23919705301523 5101.7928309440613 1074.2061325311661 20.333460628986359 29.696790299378335 51740.137407808565 4463.103401184082 44.278628084808588 7.7816208275035006 2.352803586050868 740.23339578043669 81001.037627451122 1795.0257105231285 23658.52653965354 955.25501250568777 3595.741252318956 1575.5022933511063 2688.250381147489 | |
| leaf_count=80793 121424 20045 531 31 23 19 5530 1003 29722 972 5371 42 2212 41303 8157 179 203 300822 40432 275 75 39 5799 477709 10110 163244 5915 21136 10352 24147 | |
| internal_value=0 -0.00383089 -0.0198629 -0.0917306 1.72807 13.4877 0.0326549 1.28601 -0.095014 -0.0518153 0.0251854 8.24201 -0.00386327 0.102584 -0.0136395 -0.0929344 0.260586 0.0153151 -0.210031 0.0105504 1.33222 4.53793 0.0203166 0.00966353 0.234069 -0.0951468 0.0248754 0.0200679 0.310061 0.320694 | |
| internal_weight=0 203473 141359 25740 46.3583 1.67955 62114 44.6788 25693.6 18678.3 60560.5 2.51552 115619 9725.48 105894 24753.1 4623.69 57827.9 7015.3 81140.7 54.4131 10.1344 57031.4 81086.3 2732.51 24732.7 56291.1 55335.9 4293.45 4263.75 | |
| internal_count=1377615 1296822 922094 193668 1118 42 374728 1076 192550 122396 354683 73 728426 78217 650209 171580 36914 339202 70154 478629 389 114 333672 478240 15481 171401 327873 321958 34702 34499 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=12 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=13 6 7 15 15 0 1 0 1 0 8 2 14 13 12 2 15 8 15 1 14 14 8 0 12 14 12 15 8 3 | |
| split_gain=539.599 482.343 343.065 303.027 273.305 266.804 550.23 757.732 403.056 1403.85 781.357 1132.1 563.729 511.863 393.297 312.86 331.195 299.599 809.73 808.743 460.515 402.975 384.282 355.392 318.817 312.092 297.117 293.812 290.383 288.511 | |
| threshold=-0.051368471235036843 0.29330000000000006 0.33175000000000004 97.500000000000014 -1.0000000180025095e-35 0.14265000000000003 0.17445000000000002 0.16490000000000002 0.13905000000000003 0.11485000000000002 0.26555000000000006 0.17045000000000002 -0.18296460807323453 0.060015905648469932 1.0000000180025095e-35 0.18010000000000001 1.0000000180025095e-35 0.27345000000000003 9.5000000000000018 0.11225 -0.31880046427249903 -0.11439270153641699 0.32635000000000008 0.099650000000000002 -1.0000000180025095e-35 0.029687637463212017 -1.0000000180025095e-35 1.0000000180025095e-35 0.12815000000000001 0.16635000000000003 | |
| 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 -2 8 28 -8 9 17 11 27 13 -10 -9 16 -13 19 20 23 22 -21 24 25 -19 26 -6 -11 -7 -24 | |
| right_child=1 -3 -4 -5 5 6 7 14 12 10 -12 15 -14 -15 -16 -17 -18 18 -20 21 -22 -23 29 -25 -26 -27 -28 -29 -30 -31 | |
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| leaf_count=22332 8440 138566 3658 146318 4090 278 12420 16544 722 7090 2128 185 34001 23418 24062 62 14 928 18110 78533 115105 10982 2285 2368 23559 1024 645850 694 23605 10179 | |
| internal_value=0 -0.00362629 0.000367193 -0.000409908 0.00592566 0.00686979 0.0743443 0.00480539 0.00128887 0.00744008 0.455105 0.632341 -0.0988426 0.0498994 0.0777399 3.85779 5.29622 0.00235351 0.0479385 -0.00842806 0.0187245 -0.116217 -0.10371 0.00679143 -0.0110493 0.00497725 0.0060333 0.567556 0.220534 -0.278645 | |
| internal_weight=0 201473 196244 195973 177538 177128 13531.3 9169.59 163597 154128 1731.6 1354.44 9468.32 3808.07 7291.97 26.6691 15.637 152397 29149.8 123247 25959.5 15249 5926.77 107998 3874.5 107568 107403 1327.77 4361.76 2052.27 | |
| internal_count=1377550 1355218 1216652 1212994 1066676 1058236 76909 53026 981327 923186 10173 8045 58141 24140 40606 261 199 913013 170166 742847 152056 89515 36951 653332 24487 650964 649940 7784 23883 12464 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=13 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 9 13 12 11 11 10 2 3 13 0 7 3 11 11 1 1 15 0 1 0 9 2 12 9 15 10 6 1 8 | |
| split_gain=413.735 316.661 274.061 1772.37 6562.37 26581.3 70070.1 268.316 315.844 281.504 285.12 1110.38 801.015 1085.11 1022.79 692.033 371.553 288.888 275.208 485.036 328.025 546.915 563.578 346.005 387.894 621.417 300.688 287.948 280.302 275.034 | |
| threshold=0.35355000000000009 0.45125000000000004 -0.051368471235036843 1.0000000180025095e-35 0.49409663677215582 0.28597787022590643 0.65411338210105907 0.029650000000000006 0.065050000000000011 -0.017217055894434449 0.19485000000000002 0.37055000000000005 0.31125000000000008 0.12805125117301944 0.22728681564331057 0.22970000000000004 0.20085000000000003 1.0000000180025095e-35 0.15615000000000004 0.16725000000000004 0.13385000000000002 0.18775000000000003 0.17255000000000001 19.013877868652347 0.26995000000000008 1.0000000180025095e-35 -0.14937710762023923 0.21550000000000005 0.11670000000000001 0.19985000000000003 | |
| 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 3 4 5 6 -2 -1 29 -10 16 17 13 -13 15 -15 18 -12 19 20 23 -22 -23 -11 25 28 -20 -21 -25 -9 | |
| right_child=2 -3 -4 -5 -6 -7 -8 8 9 10 11 12 -14 14 -16 -17 -18 -19 26 27 21 22 -24 24 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.37071900908775884 -505.72898684093167 0.32561781872521534 -0.23238701100500253 0.17857220179079455 -0.17396868661794235 3.828372600837243 -0.50039104562495962 0.17974273531363671 -0.24933575162296137 -0.0009151760243597091 0.27106865244068473 1.8051809754307464 1.0438809217403291 7.5734893294880123 1.0021617843917414 21.111496175879886 -0.19757548429137986 -0.19195845280191393 0.33044768191967056 -0.54692716705859834 -0.33839549872502628 0.38939963243748538 -0.032752010235752083 -0.016573927296068627 0.1880076087719563 -0.41554090086502543 0.049586081302387647 -0.13457150804780801 -0.30463672399644381 -2.6655051048644025 | |
| leaf_weight=495.11279815129819 0.10292316321283823 735.36087036132812 1565.4172712266445 19.209810700267553 3.5325852185487747 0.8002668833360076 0.20595308020710945 2605.3896657358855 1167.0058479905128 165089.52667679219 1264.845779158175 5.9136017505079526 15.725664807483552 1.5444744545966389 1.6388552300631998 2.4278463814407587 2468.8583612442017 459.15138473361731 1116.2983047142625 502.67349770665169 510.92397638037801 1944.767805295065 1332.1578851174563 4806.8119858200662 999.47949457168579 1640.2767894072458 6512.5089524202049 2683.1617112867534 1024.4682048559189 8.5212590694427472 | |
| leaf_count=18624 25 4490 62214 136 17 14 33 26737 12403 1042103 9567 90 151 29 10 105 26279 7510 6244 4975 3145 11855 8606 31708 7415 15299 38538 32197 6885 66 | |
| internal_value=0 -0.00187864 -0.258016 -1.94012 -10.7083 -44.2599 -168.852 -0.00310324 -0.00217539 -0.00450694 -0.0030218 0.197806 3.36456 6.53115 11.5118 15.8478 -0.00486671 0.147751 -0.00233821 -0.00626902 -0.00279546 0.142763 0.217784 -0.00597219 -0.104527 -0.14366 0.0906836 -0.199635 -0.0671822 0.170467 | |
| internal_weight=0 197395 1589.27 23.8515 4.64173 1.10914 0.308876 196659 196164 193550 192383 1751.25 27.2504 11.5248 5.61118 3.97232 190632 1724 188163 180534 177348 3787.85 3276.93 173561 8471.04 7471.56 7628.81 3185.84 5831.28 2613.91 | |
| internal_count=1377470 1315031 62439 225 89 72 58 1310541 1291917 1265114 1252711 17462 385 234 144 134 1235249 17077 1208970 1164188 1127016 23606 20461 1103410 61307 53892 44782 37172 38593 26803 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=14 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=2 14 15 4 8 14 14 3 5 8 14 10 11 1 5 1 11 8 1 14 15 11 0 8 0 0 11 2 15 14 | |
| split_gain=288.555 356.056 5494.66 12784.5 1451.07 2166.98 374.49 270.162 450.824 652.961 270.064 220.861 381.538 305.68 283.801 434.359 237.268 404.489 422.95 233.255 387.539 570.933 468.778 485.198 527.085 316.913 279.471 252.965 231.699 253.452 | |
| threshold=0.26230000000000003 -0.30593062937259669 151.16372680664065 0.35885000000000006 0.38685000000000008 -0.33757649362087244 -0.36837209761142725 0.25885000000000008 0.31475000000000003 0.34045000000000009 0.15118894726037982 0.12588075548410418 -0.14206575602293012 0.091350000000000015 0.13355000000000003 0.091850000000000015 -0.21498332917690274 0.14555000000000004 0.064850000000000005 -0.091491643339395509 1.0000000180025095e-35 0.23643859475851062 0.23570000000000005 0.12445000000000002 0.097250000000000017 0.13285000000000002 -0.049420068040490144 0.22410000000000005 53.425823211669929 -0.10228455439209937 | |
| 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=10 2 4 -4 5 6 -2 8 -3 -10 11 12 14 28 -1 16 17 -16 -19 -14 21 22 23 24 26 -23 -21 -24 29 -13 | |
| right_child=1 7 3 -5 -6 -7 -8 -9 9 -11 -12 13 19 -15 15 -17 -18 18 -20 20 -22 25 27 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.4846061888754632 14.086337424781798 0.81972418480662979 -105.17578007188645 0.76827981144574353 -0.4348320600586249 -38.308192121691349 -7.5684621442199589 -0.18086111521575055 19.295242799584436 1.084453224595058 -0.58607872028325059 -0.013152674147949749 0.0068054068088556864 -0.20332409521901915 1.6475607865919968 0.32808026101147242 1.4197546727766421 3.9356218997332846 20.769120109073373 0.59577571099780646 -0.28643157295684563 -0.011634065010451035 0.26659229852059108 -0.16975678116110343 0.78894311769884073 0.42701851763226262 -0.029543490651711048 4.2535590214495 -0.3663785803354756 0.39182738632769376 | |
| leaf_weight=63.838405628222972 0.30845925398170948 26.60996931465343 0.42035756772383936 0.88271957077085972 86.924484703689814 0.63482592627406009 0.56599048618227243 1595.9772115796804 0.83342256071045939 1.2023689118213949 197.07808578014374 5019.3087571021169 173620.76454776945 3125.1633077757433 2.7527916813269249 255.85192827507854 87.23060714174062 0.79287897609174229 0.70488066971302032 193.18195748329163 1701.2978227182866 723.89244958758354 6.8205919973552254 5723.2537053255364 242.19796334207058 954.92025879025459 2379.9761159515074 9.5476016439497453 422.47178738797083 418.55615314980969 | |
| leaf_count=10771 18 615 39 24 1578 34 39 27492 24 21 8096 109952 1059355 66411 26 2319 717 14 32 991 20896 4594 35 33869 1294 5685 13242 127 6650 2542 | |
| internal_value=0 -0.207098 -1.17665 -33.408 -0.701714 -16.0724 0.0701968 -0.153545 1.36836 8.53968 -0.00106712 -0.000475734 0.00322356 -0.0770376 0.484336 0.662424 1.59751 5.24535 11.8579 0.00215747 -0.0654565 -0.0287209 -0.0810371 -0.0861616 0.0837765 0.237875 0.0174029 2.5922 -0.00969231 0.0180189 | |
| internal_weight=0 1714.36 89.7368 1.30308 88.4338 1.50928 0.87445 1624.62 28.6458 2.03579 195150 194953 185967 8985.5 411.171 347.333 91.4812 4.25055 1.49776 185556 11935.1 10233.8 8554.98 8538.61 2815.36 1678.81 2573.16 16.3682 5860.34 5437.86 | |
| internal_count=1377502 29884 1732 63 1669 91 57 28152 660 45 1347618 1339522 1153967 185555 13879 3108 789 72 46 1140088 80733 59837 49558 49396 15527 10279 14233 162 119144 112494 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=15 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=10 3 11 15 3 10 2 14 10 3 5 5 14 10 15 6 2 7 6 6 0 11 11 14 4 0 13 15 11 14 | |
| split_gain=312.425 1486.47 9882.33 298.338 195.582 343.866 744.867 10520.8 39422.6 1799.47 10083.4 19046.7 697.39 326.425 460.5 641.17 582.081 329.419 581.729 454.226 364.729 812.781 807.494 574.932 622.65 345.384 324.5 412.9 578.484 353.643 | |
| threshold=0.3615137785673142 0.35035000000000005 -0.56573987007141102 -1.0000000180025095e-35 0.13035000000000002 0.084886763244867339 0.25910000000000005 -0.36837209761142725 0.18819820135831836 0.26295000000000007 0.30455000000000004 0.31475000000000003 0.074924595654010787 -0.20099010318517682 1.0000000180025095e-35 0.28730000000000006 0.067350000000000007 0.19585000000000002 0.19505000000000003 0.16605000000000003 0.070450000000000013 0.11013033613562585 -0.049420068040490144 -0.25645948946475977 0.15035000000000001 0.081450000000000009 0.21407958120107654 9.5000000000000018 0.075500879436731352 -0.32671728730201716 | |
| 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 -3 -1 13 -6 -7 8 -8 10 -9 -12 -11 14 15 -5 -17 18 20 -19 22 -22 23 24 -15 -23 -24 -28 -29 -30 | |
| right_child=1 2 -4 4 5 6 7 9 -10 12 11 -13 -14 17 -16 16 -18 19 -20 -21 21 25 26 -25 -26 -27 27 28 29 -31 | |
| leaf_value=-0.44682997423082343 -0.24677492094154244 -0.48822812503829893 -177.96970825610973 0.12603546342520894 -0.009560621470947106 -0.11850100081643676 -0.50135083814912285 -0.0064812075884815327 -197.10480453027316 -0.32532505682889334 0.99302748168938526 -107.95732794863045 13.929731421357099 0.47156319608099972 -0.094274820310937896 -13.273303360885683 0.21428240772320087 0.42999700285976583 0.92730159327013895 0.051419295062588084 -0.071372270083580339 0.084964484701239434 -0.029384700265728529 -0.020792306632947764 -0.22800260149685533 0.2954885208877347 -0.17582902966450079 0.69002747218407579 0.056686806462812989 -0.48057288482051624 | |
| leaf_weight=377.92666318948613 1185.7281687259674 0.61065303906798363 0.089990261942147209 12536.815485422616 112698.68085348979 4453.9463373161852 1.1808602160308499 8.0543972280361213 0.32519630296155799 93.518899912480265 1.0003584325313557 0.66969385826769201 0.86592617630958457 1768.5282388217747 2985.4558547016932 1.7034534104168408 1.5081623978912828 963.99361800588667 164.93459860049188 4449.1719949031249 8052.1762309642509 7006.1647130995989 21401.050198075944 2123.2749427268282 387.82418452575803 2698.6406339257956 9978.90189136751 312.29114117100835 1705.1742519959807 373.35684957355261 | |
| leaf_count=10501 96370 131 14 99532 707319 66888 57 79 34 2848 15 37 24 10567 24721 47 11 5592 1091 37423 46666 41029 128872 13175 2322 13931 54659 2215 9456 1985 | |
| internal_value=0 -0.260379 -23.2839 -0.0030188 -0.00215497 -0.0150068 -0.149621 -1.46199 -42.9531 -0.861778 -7.33791 -42.6963 -0.194543 0.0174389 0.0822095 0.124226 -6.93959 0.00105731 -0.0103334 0.118838 -0.0131045 0.0460658 -0.0407175 0.163893 0.345745 0.143505 -0.0666469 -0.131115 0.0555144 -0.0398186 | |
| internal_weight=0 1186.43 0.700643 194547 194169 117258 4559.56 105.615 1.50606 104.109 9.72445 1.67005 94.3848 76911 15525.5 12540 3.21162 61385.5 55972.3 5413.17 55807.4 17757 38050.4 4279.63 2156.35 9704.81 33770.8 12369.7 2390.82 2078.53 | |
| internal_count=1377611 96515 145 1281096 1270595 777301 69982 3094 91 3003 131 52 2872 493294 124311 99590 58 368983 325968 43015 324877 101626 223251 26064 12889 54960 197187 68315 13656 11441 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| end of trees | |
| feature_importances: | |
| DIST_CROPS_COVER=76 | |
| BADI=50 | |
| NBR=46 | |
| S2_B02=43 | |
| S2_B03=36 | |
| NDWI=36 | |
| NDVI=33 | |
| S2_B05=25 | |
| S2_B04=21 | |
| S2_B07=21 | |
| S2_B11=20 | |
| S2_B06=19 | |
| S2_B08=17 | |
| S2_B12=15 | |
| SLOPE=14 | |
| S2_B8A=8 | |
| 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 | |