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stringlengths 0
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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=[0:1.9232] [0:1.7968] [0:1.7008000000000001] [0:1.1636] [0:0.89859999999999995] [0:0.89029999999999998] [0:1.6288] [0:1.1835] [0:1.5629999999999999] [0:1.645] [-5:0.87343019247055054] [-5:3.1328732967376709] [-128:270.41635131835938] [-5:0.99952971935272217] [-5:0.99689924716949463] [-128:5795.90380859375] |
tree_sizes=3525 3501 3508 3507 3507 3528 3514 3501 3488 3466 3492 3485 3498 3446 3426 3462 |
Tree=0 |
num_leaves=31 |
num_cat=0 |
split_feature=4 11 15 10 1 15 6 11 15 14 3 15 10 6 15 11 1 15 13 3 10 15 1 1 3 1 15 10 11 1 |
split_gain=1.64788e+06 614609 215547 157848 70270.1 47264.5 44719.1 41068.6 36888.6 34748.7 24337.4 21611.6 32872.5 16813.9 16246.6 16146.7 14108.8 13197 11571.3 9251.93 8955.39 8565.5 7146.52 6635.77 6814.55 6179.12 5722.35 5238.86 4779.68 4274.53 |
threshold=0.15845000000000004 0.075462233275175108 1.0000000180025095e-35 -0.20080201327800748 0.091950000000000018 10.500000000000002 0.21630000000000002 -0.048904456198215478 1.0000000180025095e-35 -0.17744976282119748 0.10155000000000002 1.0000000180025095e-35 -0.044795028865337365 0.12765000000000001 511.76162719726568 0.3033351749181748 0.15805000000000002 -1.0000000180025095e-35 0.088047143071889891 0.16605000000000003 -0.12842471897602079 -1.0000000180025095e-35 0.15005000000000004 0.13365000000000002 0.13975000000000001 0.087750000000000009 -1.0000000180025095e-35 -0.123172290623188 0.19853229820728305 0.092450000000000018 |
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 14 -9 12 16 21 25 23 19 -18 -2 27 -15 -3 -14 24 28 -4 -17 -5 -6 -12 |
right_child=3 2 9 6 15 -7 -8 8 -10 -11 29 -13 22 20 -16 26 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 |
leaf_value=-1.7242864716402893 -0.46285845021258676 -1.7516130369076199 0.28385824816547656 -0.55600454100864349 -0.56246954063790888 -1.4169196087799196 -1.7977991903793118 0.076745848189158306 -1.7521065489298828 -1.5546834943511099 -0.74053688704992304 -1.7220154620417047 -1.6956019972940002 0.58501321997686362 -1.2703555688676649 -1.8456912664426663 -1.8456912664426663 0.13189587049612062 0.45423611151463672 -1.3436717354574026 -0.042913656103643838 0.84395082836981827 -0.83937795954598182 0.6672834032202446 -0.85747955179373414 -0.70705888934719319 0.38778121810126764 -1.1090455993447603 0.10792463033457778 -1.4006532702897181 |
leaf_weight=40559.334239959717 5262.5680515766144 318.88355199992657 5894.4397387951612 8320.2371368408203 5178.0030773580074 7225.291001945734 416589.63908953965 8756.7023937404156 9232.2766255289316 13453.243887588382 4913.3401888608932 49447.828777998686 35715.660009965301 17792.167469024658 3506.6483941525221 293.36572998762131 1043.3755615800619 4406.3820165842772 9928.5747843682766 19580.941608548164 8339.6248160302639 98564.041940525174 2615.4880892932415 1387.5986929535866 6854.3066956400871 2145.9956992119551 12780.324775993824 8823.1300826966763 5464.7377328872681 4896.2096020579338 |
leaf_count=227291 29490 1787 33032 46626 29017 40490 2334533 49080 51737 75391 27534 277102 200147 99706 19651 1644 5847 24693 55639 109730 46734 552346 14657 7776 38411 12026 71620 49444 30624 27438 |
internal_value=-1.19422 -0.125174 0.355004 -1.66458 0.572173 -0.364178 -1.71792 -1.40344 -0.935312 -1.00856 -0.529152 -1.46184 -1.30204 0.741316 -0.372289 -0.0894818 -0.997444 -0.24672 0.136533 -1.10885 0.384618 0.83558 -1.63718 -0.385191 -0.468657 0.019382 0.337663 -0.840637 -0.218242 -1.07002 |
internal_weight=0 250331 181973 568959 156973 22416.4 546543 68357.9 27798.5 25000.3 18566.3 129953 80505.2 125015 11547.1 31958.3 42174.1 5449.76 15191.1 36724.3 26131.8 98882.9 38331.1 18884.6 17497 8040.44 13073.7 17143.4 10642.7 9809.55 |
internal_count=4591243 1402845 1019765 3188398 879665 125619 3062779 383080 155789 140100 104052 728246 451144 700573 64709 179092 236340 30540 85129 205800 146440 554133 214804 105828 98052 45058 73264 96070 59641 54972 |
is_linear=0 |
shrinkage=1 |
Tree=1 |
num_leaves=31 |
num_cat=0 |
split_feature=5 11 1 10 15 11 15 6 4 15 15 1 13 13 15 1 10 9 5 15 11 13 1 11 3 10 8 11 15 6 |
split_gain=367136 89272.8 39219.8 24900.6 23577.5 18244 12994.9 12653.8 11915.6 10847.2 8005.54 23435.7 10126.3 7042.16 6185.6 6934.05 5446.29 5062.04 5545.85 4635.24 4281.84 4115.19 4024.81 3853.21 3585.52 3537.89 3482.71 2891 2554.46 2520.75 |
threshold=0.19185000000000002 0.13365790992975238 0.10015 -0.16809714585542676 1.0000000180025095e-35 -0.15307445824146268 1.0000000180025095e-35 0.24070000000000003 0.12635000000000005 428.50933837890631 1.0000000180025095e-35 0.16325000000000003 0.029601625166833404 0.12467117235064508 -1.0000000180025095e-35 0.14045000000000005 0.033903323113918311 0.064450000000000021 0.11915000000000002 -1.0000000180025095e-35 0.35725858807563787 0.038341490551829345 0.17545000000000002 0.31291322410106664 0.15165000000000003 -0.30783639848232264 0.28555000000000003 0.54324853420257579 31.811388015747074 0.21630000000000002 |
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 9 13 5 -1 14 10 21 17 11 16 -13 25 -4 20 -5 -3 -19 -14 24 -7 -21 -20 -16 -2 -8 -11 -27 -24 |
right_child=3 2 6 7 -6 8 26 -9 -10 27 -12 12 19 -15 15 -17 -18 18 23 22 -22 -23 29 -25 -26 28 -28 -29 -30 -31 |
leaf_value=-0.50533588464002266 0.88201363298460922 -0.62811549316056725 -0.74931603024104587 -0.21553322777595069 -0.52139291865289383 -0.074824126428566312 -0.44275217517094878 -0.54608367091810028 -0.077179158783128629 -0.24345516227434488 -0.51369177387603149 -0.30943478172442906 -0.60069475375495873 0.52646217422796138 0.27750746610672411 0.91242483435749666 -0.51359482671724299 0.67480717243378063 0.39976368029831161 0.555879323271666 0.47893047732812472 0.4844912313366414 0.72100823477998888 0.61592357385283258 -0.075170546153879983 0.024132623507763244 0.2251691422174629 1.4310697345468952 -0.38332570516259468 1.6902602500516193 |
leaf_weight=12782.15185213089 860.05752944946289 860.22935616970062 1583.2597081363201 32328.846270158887 27668.558140009642 3863.8397086858749 11703.679330646992 230945.880280599 26107.635840341449 4873.4248796105385 42873.037500724196 2995.4774767458439 556.53874239325523 6039.5323044359684 14122.580340877175 3687.3345956802368 29140.501688674092 88811.227477133274 46615.218952178955 3702.8569552898407 9880.3746361732483 22091.009554997087 1047.7915167808533 36964.661376953125 14716.38119469583 8522.1838500797749 2342.2575844228268 272.14791107177734 7011.0498023629189 1864.4206428527832 |
leaf_count=99030 4073 5733 8538 218750 210778 18866 82172 1894193 149448 30719 342145 18119 4328 29647 62557 17549 230453 423191 208349 19887 41397 102436 4499 164382 71201 45127 15648 1427 51309 15292 |
internal_value=0 0.281437 0.444372 -0.445552 -0.134971 0.0299107 0.0873343 -0.478701 0.161322 0.560523 -0.342801 -0.240526 0.462664 0.0649189 0.221027 0.257255 -0.356834 0.581771 0.587808 0.785159 0.194861 0.401227 0.901754 0.495364 0.0975376 -0.10512 -0.331372 -0.15489 -0.159777 1.34153 |
internal_weight=0 328946 236433 367888 92513.2 64844.6 58035.9 345455 52062.5 178397 114509 71636.4 10167.1 22432.8 43989.9 42406.7 61469.3 173251 172391 7171.61 38719.3 25954.8 6615.07 83579.9 28839 16393.3 14045.9 5145.57 15533.2 2912.21 |
internal_count=4591243 1713421 1132863 2877822 580558 369780 299062 2747666 270750 833801 853473 511328 62125 130156 201242 192704 449203 801655 795922 44006 175155 121302 39678 372731 133758 100509 97820 32146 96436 19791 |
is_linear=0 |
shrinkage=0.5 |
Tree=2 |
num_leaves=31 |
num_cat=0 |
split_feature=5 11 3 14 10 15 15 0 14 11 0 2 10 11 15 2 15 3 15 2 0 15 11 10 14 14 12 10 0 10 |
split_gain=173728 43070.6 30965.1 12193.8 10884.3 10652.5 10180.7 9040.69 12137.3 8001.26 6893.84 9835.74 5708.23 4184.84 3948.45 3794.72 3493.9 4098.38 3275.8 3095.82 4334.53 3043.42 2953.79 2769.24 2736.46 2595.62 2355.8 2335.95 2170.48 2040.83 |
threshold=0.20755000000000004 0.0041706031188368806 0.11735000000000002 0.030881389975547794 -0.052791893482208245 1.0000000180025095e-35 212.80146026611331 0.13505000000000003 -0.16308694332838056 0.26267619431018835 0.14785000000000001 0.22650000000000001 -0.16578178852796552 -0.19607163965702054 1.0000000180025095e-35 0.16145000000000001 1.0000000180025095e-35 0.090050000000000005 -1.0000000180025095e-35 0.15165000000000003 0.11885000000000003 -1.0000000180025095e-35 0.31615200638771063 -0.26303894817829127 -0.11205952614545821 -0.22693122178316114 14.571067810058596 -0.2674970924854278 0.13505000000000003 -0.131949707865715 |
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 13 3 12 5 10 7 8 9 -4 15 21 -3 -1 18 29 17 -15 -9 20 24 -12 -7 -11 -10 -25 27 -8 -19 -2 |
right_child=4 2 6 -5 -6 22 26 14 19 23 11 -13 -14 16 -16 -17 -18 28 -20 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31 |
leaf_value=-0.51149814310921193 0.38581586582733635 0.53871394141479478 0.027024664807100286 -0.57138899928680764 -0.49045884137960882 -0.48781201037715821 0.49403834168219762 -0.64758035522431667 -0.024804643217478394 0.52481429544274549 -0.62499624738391524 -0.29802757656885165 0.30622358117054616 0.33480507910405816 -0.46470775248099677 -0.36480858206632605 -0.48273676491564377 -0.25149214703317124 0.85525880009530497 -0.46743733797889725 0.89179745649910425 0.7566186732510588 -0.0021050775277879157 0.39363954879285673 -0.44218710259363481 0.12785422053352336 -0.52673809380552639 -0.22953113917543752 0.55453767780418639 -0.15165163567021572 |
leaf_weight=15867.284156799316 3149.6775312423706 70830.182353019714 45067.883953891695 2987.3912048339844 161322.39206314087 31802.45241535455 1272.655525803566 383.98729811608791 13176.781547784805 12236.14327378571 426.22455343604088 4411.9325675964355 42090.920062974095 4599.1362754628062 712.60572762787342 13647.49708032608 7333.2595838978887 14235.868647262454 6511.2331706732512 7692.1853774189949 1056.2389831542969 6147.9900194704533 3471.9252548217773 17043.92527320981 5594.213563926518 19923.859191194177 6381.7974628731608 9028.8995636478066 887.26164235174656 4021.0338808223605 |
leaf_count=24084 13804 125912 179467 5956 271313 52395 4931 1117 53030 54989 866 9383 166956 20551 1168 36133 11550 37214 27394 20522 4456 27239 9327 81923 18135 88624 10573 22100 3852 10342 |
internal_value=0 0.156637 0.2327 0.425676 -0.420076 -0.250807 0.0795833 0.126979 0.0939473 0.179228 -0.0409663 0.279481 0.452054 -0.307634 0.655769 -0.210072 -0.188073 -0.078509 0.771567 -0.198195 -0.0937389 0.667045 -0.440006 0.318637 -0.149195 0.250394 -0.288024 -0.140141 -0.204203 0.0844267 |
internal_weight=0 304914 261991 115908 228401 67078.7 146082 129399 121791 94271.8 31804.4 10986.1 112921 42922.8 7607.83 20818.2 27055.5 19722.3 6895.22 27519.4 19827.2 6574.21 35274.4 49203.9 18771 36967.8 16683.4 10301.6 15123.1 7170.71 |
internal_count=1395306 964504 867253 298824 430802 159489 568429 530825 501146 405003 97767 37488 292868 97251 29679 60279 73167 61617 28511 96143 75621 28105 61722 225536 71165 170547 37604 27031 41066 24146 |
is_linear=0 |
shrinkage=0.5 |
Tree=3 |
num_leaves=31 |
num_cat=0 |
split_feature=5 13 5 10 10 0 15 10 0 2 14 10 15 6 11 15 13 11 10 13 12 5 4 6 7 15 13 6 13 15 |
split_gain=83250.5 22755 22040 8277.06 6744.56 7338.34 6505.16 5785.69 4790.74 6109.72 4703.31 5273.22 2885.61 2801.07 2420.9 2259.88 2626.73 2160.16 2076.12 1963.79 1897.8 1676.72 1562.89 1517.36 1462.57 1417.14 1413.65 1317.07 1253.31 1475.98 |
threshold=0.21395000000000003 0.023093624971807006 0.14075000000000001 0.057330772280693061 -0.23945230245590207 0.13405000000000003 10.500000000000002 -0.20080201327800748 0.15145000000000003 0.23630000000000004 -0.18860453367233274 0.092622932046651854 1.0000000180025095e-35 0.19890000000000005 0.30019569396972662 -1.0000000180025095e-35 -0.12082622200250624 0.21659741550683978 -0.27658475935459131 0.0034669704036787157 34.27050971984864 0.16335000000000002 0.10025000000000002 0.14885000000000001 0.18945000000000004 -1.0000000180025095e-35 0.076360967010259642 0.10450000000000002 0.15060523152351382 441.24816894531256 |
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 12 7 6 -4 10 8 20 13 19 11 17 15 -2 -8 -1 -17 23 -15 -10 27 -12 -9 24 -6 -21 -24 -3 -19 -30 |
right_child=3 2 4 -5 5 -7 14 22 9 -11 21 -13 -14 18 -16 16 -18 28 -20 25 -22 -23 26 -25 -26 -27 -28 -29 29 -31 |
leaf_value=-0.69919524389464904 0.29872747694181973 0.53368867192501968 0.31122008244007904 -0.49090862678984715 0.097553726584844347 0.49742710915855975 -0.47053982261291094 0.3167114208642447 -0.78246020525163729 -0.32193586630562682 -0.070012532695730476 -0.35239275999084646 -0.52297329998330122 0.54310044119588385 -0.036182109757562517 -0.54351709517189739 0.060342526037849724 0.054452941815921606 -0.31122370569385993 -0.54920739090502524 -0.13400748692254014 -0.3051117809013601 -0.068085573118292025 -0.075349550719477215 0.83607937104116026 0.47880875909319759 0.1907606214754709 0.36164529130699441 0.27726576131018094 -0.31172211551105844 |
leaf_weight=1780.8946778476238 2218.2152455747128 27581.443799853325 17004.457633972168 75156.529846191406 7505.5888609439135 6414.0166568905115 28871.722302109003 19058.036594048142 346.12753595784307 4842.9207382202148 12261.810044556856 9146.7724075466394 13265.557800572366 731.97796750068665 3608.894868850708 2380.9672775268555 7391.5756146274507 21398.190822862089 24962.706553220749 350.54801985248923 1364.5131371766329 19879.811996459961 6723.3499629199505 34389.834307834506 736.13537906110287 7676.171558752656 24480.631639137864 18643.892123028636 15598.049113888294 1141.5126084424555 |
leaf_count=5924 9432 42155 81365 183350 33405 28302 70124 70590 1198 12488 50425 21759 32388 3846 9694 5498 27978 101043 70676 906 4236 71228 28638 135804 3549 38106 112826 57135 77789 3008 |
internal_value=0 0.0921983 0.138716 -0.37419 0.0153008 -0.0238669 -0.255018 0.322197 -0.122928 0.125074 -0.0512604 0.00742154 -0.363866 -0.240348 -0.422279 -0.181181 -0.0867809 0.0481689 -0.286886 0.383629 0.447144 -0.215423 0.203893 -0.0291707 0.163517 0.433913 0.134988 0.464299 0.134622 0.237101 |
internal_weight=0 268147 243328 148766 145476 128472 73609.3 97851.9 41128.7 13215.8 122058 89916.1 24819 27912.9 32480.6 11553.4 9772.54 80769.3 25694.7 8372.85 47589.8 32141.6 50262 42631.6 8241.72 8026.72 31204 46225.3 38137.8 16739.6 |
internal_count=1394865 995045 923257 399820 607677 526312 216470 315580 136652 52698 498010 376357 71788 83954 79818 39400 33476 354598 74522 40210 103526 121653 212054 172758 36954 39012 141464 99290 181840 80797 |
is_linear=0 |
shrinkage=0.5 |
Tree=4 |
num_leaves=31 |
num_cat=0 |
split_feature=5 11 3 15 10 12 15 11 0 10 15 1 15 13 11 3 0 0 1 15 11 13 15 0 1 6 13 1 13 15 |
split_gain=40908.9 11966.2 10828.7 5906.72 5475.62 5322.98 4022.87 4086.13 3241.99 3140.52 3090.36 2658.09 2479.81 2006.88 1984.11 1823.07 2367.98 1734.85 1543.27 1489.1 1478.97 1436.85 1927.9 1367.3 2232.53 1528.31 1361.31 1463.52 1394.8 1219.46 |
threshold=0.22535000000000002 0.16496134549379352 0.10755000000000002 1.0000000180025095e-35 0.092622932046651854 23.680339813232425 -1.0000000180025095e-35 -0.22681143879890439 0.11385000000000002 -0.30783639848232264 53.925823211669929 0.10810000000000002 -1.0000000180025095e-35 0.21630122512578967 0.25238578021526342 0.17375000000000004 0.14225000000000002 0.12345000000000002 0.14145000000000002 420.53536987304693 0.30019569396972662 0.073992546647787108 1904.1029052734377 0.16085000000000002 0.19905000000000003 0.20890000000000003 0.30657693743705755 0.080250000000000002 0.10924838110804559 1.0000000180025095e-35 |
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
left_child=1 3 13 6 10 9 -1 -8 11 -4 14 26 -11 19 23 17 -17 21 -10 -3 -12 -14 -23 25 -25 -2 27 -9 -29 -7 |
right_child=4 2 5 -5 -6 29 7 8 18 12 20 -13 15 -15 -16 16 -18 -19 -20 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31 |
leaf_value=-0.64339898646575289 0.24129556325249651 0.42776724437588881 0.43267242333118167 -0.3536067111083358 -0.47585796034379463 -0.11259646913845735 -0.43092470711130693 0.16337060726858851 0.9150556064958959 -0.69082161818418419 -0.46049303012203568 -0.25358254656622325 -0.044960191821978059 -0.0021540322579075817 0.14213482081716708 -0.1378703958908099 0.37144122665804319 0.6039772298186038 0.25023047113043595 -0.21858765580220474 -0.024049836674666196 0.11815408203738259 1.0087801061958761 0.28262389190477766 -0.22588428539553282 -0.31340637026248963 -0.14799721434164642 -0.20409880574463421 0.060581007007527471 -0.52817539191233132 |
leaf_weight=2614.8252272978425 1338.073593556881 31789.627918332815 6167.2163889408112 17742.187057252973 42469.675109863281 3017.3086377829313 5412.3529640585184 20525.630289666355 1039.8009958863258 1072.9340793266892 14960.941008031368 9815.099860355258 15001.989074829966 3252.8149525001645 5166.2255458831787 16305.911561638117 2653.5867667347193 1707.8648846298456 5438.3753261566162 916.78599675744772 2230.4728145599365 65698.487000953406 613.29348237812519 3418.8067779541016 5854.9110336303711 17248.970715641975 8967.0753479301929 7120.9356997534633 16536.249918594956 4253.878157325089 |
leaf_count=10226 5952 74798 22215 59158 160890 14115 17208 94691 4968 4346 55284 44155 69623 13734 21655 72514 11351 7190 23160 4663 9920 319085 3205 16041 20843 58174 36054 34672 76830 13901 |
internal_value=0 0.0456954 0.132551 -0.093375 -0.343708 0.058514 -0.033777 -0.0124819 0.0201312 0.086091 -0.231949 -0.0145215 0.06535 0.372398 -0.142461 0.0733056 -0.0665867 0.105253 0.35694 0.409649 -0.403867 0.0947777 0.126391 -0.195234 -0.03842 -0.273474 0.0296255 0.0656747 -0.019089 -0.355724 |
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