| 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 | |
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| 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 | |
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| 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 | |
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| 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 | |
| internal_weight=0 247664 152452 95212.5 92688.1 116492 77470.3 74855.5 69443.2 109221 50218.4 62965 103054 35959.2 33027 101981 18959.5 83021.6 6478.18 32706.4 17191.4 81313.8 66311.8 27860.8 9273.72 18587 53149.9 44182.8 23657.2 7271.19 | |
| internal_count=1380621 1031862 630740 401122 348759 537545 341964 331738 314530 509529 187869 286402 487314 93195 122665 482968 83865 399103 28128 79461 65204 391913 322290 101010 36884 64126 242247 206193 111502 28016 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=5 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 1 10 15 15 15 14 11 15 10 4 14 11 15 9 11 13 10 14 6 10 1 14 13 14 14 13 7 9 13 | |
| split_gain=21620.6 10504.5 4856.52 4468.75 3710.32 2852.52 2829.17 2433.15 2266.85 1758.13 1640.89 1707.9 1446.23 1435.62 1260.98 1170.84 1151.21 964.47 959.459 998.659 821.441 750.585 745.569 988.097 1285.48 1016.33 977.097 742.524 722.306 639.9 | |
| threshold=-0.12682358175516126 0.11050000000000001 -0.28828543424606318 31.811388015747074 -1.0000000180025095e-35 -1.0000000180025095e-35 -0.078240655362606035 0.29390680789947515 372.57794189453131 -0.0026079432573169465 0.097250000000000017 -0.017570329830050465 -0.31683097779750818 366.81057739257818 0.52135000000000009 0.035547750070691116 -0.0066122806165367356 -0.10796819254755972 -0.40537041425704951 0.10145000000000003 0.11061383411288263 0.083550000000000013 -0.06784015521407126 0.038341490551829345 -0.16308694332838056 -0.13728819787502286 0.067800223827362074 0.28395000000000004 0.38075000000000009 0.055929299443960197 | |
| 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=12 2 6 4 -3 -4 -2 -5 10 14 11 17 -1 28 16 21 -6 18 19 -7 -14 -12 23 24 -18 -25 -27 -11 -9 -15 | |
| right_child=1 3 5 7 9 8 -8 13 -10 27 15 -13 20 29 -16 -17 22 -19 -20 -21 -22 -23 -24 25 -26 26 -28 -29 -30 -31 | |
| leaf_value=-0.48284697709902252 0.39314041292167723 -0.57920324097806897 -0.73209789544503812 -0.39952923594390971 -0.60009483454631907 0.024283890374841292 -0.44254398558845121 0.12417624157696168 -0.2358238981840487 -0.10314552335906241 0.047531225541318556 -0.45104126606725858 0.32235658695360031 -0.45681827513495332 0.6186640815609743 0.074698131271248441 1.6188465588268199 0.12551994396963356 0.38414138505255885 -2.5161043358676229 -0.29994655654363911 -0.16393945334217941 0.22588871525087731 -0.031987091691452488 -0.28390429543024592 0.035594238360498742 0.36179970321253041 -0.36192786456260467 0.8517209074173212 -0.073169656169050704 | |
| leaf_weight=23348.574127197266 15791.94019022584 3281.7149371877313 1140.3603876829147 18280.845278872177 813.03569321334362 120.84729653596878 1082.1821615248919 2292.4970572814345 6106.2093584742397 6342.7803844306618 7685.5489654392004 915.17689991183579 554.78158819675446 1830.0896725431085 810.56297302246094 96005.804193966091 90.660257954150438 8229.4431245923042 8980.6417108923197 56.902095124125481 12011.521573424339 9241.6544952392578 3407.8023651987314 39223.663225036114 4246.0015642605722 6890.3381731361151 3442.5047698803246 4923.6703720092773 400.78897857666016 2676.3929836153984 | |
| leaf_count=132164 49952 12551 5536 87730 3698 399 4554 11187 29275 26964 36602 4199 3111 7642 3506 480672 551 39503 24578 411 61628 41896 15957 188999 20281 32344 16500 22058 2185 12730 | |
| internal_value=0 0.00519187 0.0862927 -0.122136 -0.0595631 0.0554338 0.339546 -0.302565 0.0619727 -0.0352678 0.0758287 0.214707 -0.409239 -0.056365 -0.000665913 0.0533209 -0.00930421 0.249747 0.361373 -0.788959 -0.272473 -0.0679243 -0.00092156 -0.0152634 -0.244126 0.00476431 0.144273 -0.216239 0.232442 -0.22897 | |
| internal_weight=0 254310 155357 98953.3 73472.7 138483 16874.1 25480.6 137342 70191 131236 18303 35914.9 7199.77 58924.6 112933 58114 17387.8 9158.39 177.749 12566.3 16927.2 57301 53893.2 4336.66 49556.5 10332.8 11266.5 2693.29 4506.48 | |
| internal_count=1379363 1182460 717577 464883 343409 663071 54506 121474 657535 330858 628260 69090 196903 33744 281836 559170 278330 64891 25388 810 64739 78498 274632 258675 20832 237843 48844 49022 13372 20372 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=6 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 13 10 15 3 10 15 11 0 2 14 0 10 15 14 1 0 15 9 11 15 11 7 14 2 7 0 5 14 11 | |
| split_gain=12062.7 5198.12 4791.85 3278.94 2401.85 1732 1697.88 1659.7 1410.68 2421.14 1606.22 1339.06 1171.94 1033.94 978.649 930.279 1663.9 912.246 911.199 881.932 870.038 859.453 817.337 692.005 682.217 791.405 674.087 1181.43 664.058 660.26 | |
| threshold=-0.21912457793951032 0.043915253132581718 -0.25454097986221308 1.0000000180025095e-35 0.12965000000000002 -0.010222653858363627 -1.0000000180025095e-35 0.26814264059066778 0.14105000000000004 0.19945000000000004 -0.23004005849361417 0.16385000000000002 -0.33372887969017023 3098.9514160156255 -0.3184154331684112 0.15405000000000002 0.12905000000000003 9.5000000000000018 0.11075000000000002 0.24457693845033648 31.311388015747074 0.15098258107900622 0.11215000000000001 -0.46209530532360071 0.27890000000000009 0.36645000000000005 0.14785000000000001 0.28425000000000006 -0.21812617033720014 -0.079698216170072542 | |
| 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 12 6 14 8 -2 -8 10 13 -6 -11 -3 -10 17 16 19 18 -4 -12 21 28 -14 29 25 -13 -7 -28 -16 -19 | |
| right_child=1 2 4 -5 5 26 7 -9 9 11 15 24 22 -15 20 -17 -18 23 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 | |
| leaf_value=-0.42139961753876537 -0.5614281365834406 0.41592600442928745 0.2790730951690647 -0.40970211093702141 0.038053645095632381 -0.21957197088343347 -0.10518284328077381 0.27578275400726476 0.46827721664696492 -0.36228513674652024 -0.17721092797909674 0.16169185071601924 0.42792934145227862 6.4670258810091941 0.14313167741879188 -0.31453317491402277 0.60892344903828755 -0.12325426537724044 -0.13588587920645442 -0.031331504346271147 -0.13535027470238364 0.18616330793855701 0.11302431913922997 0.091998941507839535 -0.35824663397070455 1.5983950799166455 0.31070571316402507 -0.25081384117971611 -0.024444567334178994 1.0017607714047498 | |
| leaf_weight=18521.922210693359 1576.0785073414445 7029.9007568359375 1486.1713441833854 11400.801147471182 39164.665356453508 16668.461282849312 12458.464370732196 3710.3032238483429 3727.3729148758575 2020.6997889056802 17274.654328424484 4118.760075930506 2487.9023042321205 7.197004427202045 11167.326431274414 4502.5688210278749 869.39766712486744 184.60409069061279 12045.701810032129 25886.136733055115 3483.6205296609551 25881.831809915602 11995.632066190243 2845.7399980258197 641.71873086504638 98.136675676330924 1777.9135627746582 1979.8986568450928 12561.916568888351 444.31767591275275 | |
| leaf_count=160029 8453 27397 7616 66205 204533 93169 60898 17431 18857 11274 86315 21807 10051 107 56177 22619 4381 1115 59937 128751 17293 127713 57518 15609 3527 728 8725 11752 65867 2495 | |
| internal_value=0 -0.00258243 0.0248368 -0.200475 -0.000634848 -0.0439626 -0.0660493 -0.0177613 -0.0164366 0.155726 -0.0372732 -0.0202247 0.24842 0.479838 0.0727538 -0.0980599 -0.0759232 -0.0316313 -0.090312 -0.0897182 0.106189 0.123149 0.167117 0.196897 0.122038 0.195127 -0.176445 0.0148549 0.0544192 0.671541 | |
| internal_weight=0 239498 210352 29145.6 188839 118738 17744.8 16168.8 98311.3 10613.9 87697.4 6879.32 21513.4 3734.57 70101.2 48532.8 44030.2 17006.5 13531.9 43160.8 53094.7 49611.1 14483.5 3474.66 4858.62 4216.9 20426.3 3757.81 23729.2 628.922 | |
| internal_count=1378349 1218320 1065333 152987 970367 616545 86782 78329 502899 56300 446599 37336 94966 18964 353822 242066 219447 86772 67553 215066 267050 249757 67569 19219 26062 22535 113646 20477 122044 3610 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=7 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 15 4 4 9 13 8 15 13 0 1 3 0 3 15 12 15 7 5 10 13 4 3 1 0 8 0 11 3 | |
| split_gain=6921.15 3293.39 2600.88 2272.33 1576.36 1434.88 1366.17 1028.31 1829.59 1989.22 1163.53 2024.77 1523.96 1442.29 934.816 931.034 920.972 880.999 759.145 747.552 721.24 748.602 697.354 664.726 615.562 1148.89 571.716 569.504 1123.07 784.309 | |
| threshold=-0.30024772882461542 -1.0000000180025095e-35 360.06942749023443 0.090850000000000014 0.23435000000000003 0.10485000000000001 0.049304001033306129 0.27515000000000006 9.5000000000000018 0.17399163544178012 0.13105000000000003 0.15805000000000002 0.14535000000000003 0.14785000000000001 0.21645000000000003 1700.4558105468752 19.013877868652347 22.180339813232425 0.23015000000000002 0.16865000000000002 -0.095629282295703874 0.10087065026164056 0.15845000000000004 0.15595000000000003 0.14045000000000005 0.11645000000000001 0.30205000000000004 0.072450000000000014 0.020309943705797199 0.12605000000000002 | |
| 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 7 17 -4 10 -9 26 12 18 27 -13 -15 -8 19 -3 -12 -17 21 -6 -11 -24 25 -14 -10 -5 -29 -30 | |
| right_child=1 2 6 4 20 -7 15 8 9 22 11 13 24 14 -16 16 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 28 29 -31 | |
| leaf_value=-0.42827883953653678 -0.59613791211046463 0.11020651160413969 -0.45082001880895695 -0.017541850179241716 -0.086027947257919152 0.3684952490757501 -0.19271721031310976 0.033877168568947388 -0.10767251946987365 0.2469014492703778 0.4618851366623164 -0.58483320991869425 -0.10727934386158627 0.20186030977137012 -0.42443584034019105 0.63849489599624765 -0.47691858057744002 -0.46913326844705083 1.8573879462822023 0.02804164965967474 -0.20330465898482689 0.36112355698389709 0.99455543997613216 0.43543016914155008 -0.35194502248193144 0.45887206739457431 0.25488127774159813 -0.16219100682611357 0.19627823663627564 0.037063229180254995 | |
| leaf_weight=10118.024627685547 2336.0543725620955 7124.8734135134146 4053.7532125338912 55228.176929013804 4144.5136485174298 6977.1385403349996 7876.3706264374778 32064.087434608489 1981.3231964977458 915.27206830959767 2827.6771147670224 895.64547617733479 30048.192887209356 3968.8758772537112 701.05030173808336 914.46910403016955 464.49112698435783 722.79004077613354 100.93351261690259 1110.5404980108142 12917.488693237305 1209.0751061365008 1301.7871175557375 898.44946138560772 2425.7924617826939 923.63508605957031 2409.9779245853424 4890.1629816005006 12072.387718200684 21528.941341400146 | |
| leaf_count=135409 14182 37426 31863 294249 24491 34179 47763 172145 11191 5835 14240 5136 159639 20039 3733 4706 2389 4687 713 7049 93224 6465 6906 5796 13448 4919 14508 26176 64486 110587 | |
| internal_value=0 -0.00555031 0.00064483 0.0148625 0.000405067 0.203521 -0.204716 0.0149813 0.0858979 0.308096 -0.00571185 0.173453 -0.0176839 -0.00362866 0.107841 -0.108472 0.158064 0.0568478 0.509981 0.303715 -0.139352 0.0149585 0.61367 0.766241 -0.109393 -0.0903957 0.0912996 0.0149972 0.0616848 0.0942665 | |
| internal_weight=0 225034 222698 208278 193453 14824.8 14419.6 175182 39570.9 7506.81 135611 8494.18 127117 5565.57 4669.93 10365.9 2489.5 7847.66 2928.61 2025.01 18271.1 5353.59 3115.51 2200.24 33397.6 30971.8 4391.3 93719.7 38491.5 33601.3 | |
| internal_count=1377579 1242170 1227988 1134218 1057926 76292 93770 933746 216381 44236 717365 43861 673504 28908 23772 61907 14144 42113 14953 11755 124180 30956 18537 12702 178006 164558 25699 495498 201249 175073 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=8 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 15 10 12 11 6 5 5 8 0 13 0 1 0 2 0 1 11 0 1 4 8 10 11 11 7 6 4 1 | |
| split_gain=3957.33 1826.02 1830.09 1855.7 1280.41 1040.04 840.18 914.493 745.59 616.689 587.465 690.876 685.917 650.751 1259.73 1248.03 793.131 594.194 555.888 466.911 459.376 442.85 560.759 459.847 421.066 420.237 393.894 391.195 815.022 384.964 | |
| threshold=-0.39055421948432917 -1.0000000180025095e-35 80.811286926269545 -0.2674970924854278 14.571067810058596 0.19853229820728305 0.27090000000000009 0.25145000000000006 0.28205000000000008 0.18895000000000003 0.19045000000000004 0.061249876394867904 0.14005000000000004 0.15805000000000002 0.15395000000000003 0.19045000000000004 0.13605000000000003 0.18010000000000001 -0.048904456198215478 0.17045000000000002 0.11750000000000001 0.10455000000000002 0.20255000000000004 -0.13945093005895612 0.44899636507034307 0.22803872823715213 0.10515000000000001 0.088050000000000003 0.12095000000000002 0.15205000000000005 | |
| 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 25 5 20 8 -8 10 -10 11 13 21 15 -15 16 18 -16 -5 -9 27 22 23 -13 -23 -3 -27 -4 -29 -17 | |
| right_child=1 2 4 6 -6 -7 7 19 9 -11 -12 12 -14 14 17 29 -18 -19 -20 -21 -22 24 -24 -25 -26 26 -28 28 -30 -31 | |
| leaf_value=-0.44129851913769125 -0.55858810339335885 -0.6915070512714071 -0.48363755763562494 0.34321192715516635 -0.35773696021489987 0.010792932415493242 1.2480200281138314 -0.26488710888085432 8.3063546194032867 0.51990557170974672 0.38880370159816013 0.24916687785955391 0.20170974157901228 -0.48579730889488448 0.18469426912200637 2.0657321047491992 0.34299656662075001 -0.19381720338254588 -0.083098675729887883 -0.021536958026670661 -0.36634752495085576 0.0039746566982037405 -0.82553712935109846 0.045750084828851262 -0.56341353258148918 0.39081032533009991 0.16839320419047199 0.46963631409484302 -0.16064540447539405 0.5498374332369812 | |
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| leaf_count=111300 12352 763 6940 5159 37271 78965 1290 51124 48 5118 5500 19680 26944 14464 9404 617 6806 13878 88068 22806 34765 688370 855 48202 2201 19277 43549 3790 17499 479 | |
| internal_value=0 -0.00701231 -0.00318213 0.0137465 -0.129125 -0.074057 0.00117359 -0.152577 0.00886099 0.55142 0.00683113 0.00455087 0.0181886 -0.0710067 -0.203681 -0.0231605 -0.0353605 -0.0393394 -0.0634334 -0.171866 -0.223604 0.0116079 0.100068 0.111878 0.00247752 0.208807 0.218994 -0.115139 -0.0521722 1.33461 | |
| internal_weight=0 216084 214594 189167 25426.8 20491 177712 8462.34 169250 630.848 168619 167618 141990 25628.3 6792.68 18835.6 18667.9 4292.29 17378.5 8347.38 7417.58 137075 12824.4 12662.9 124250 11454.7 11326.5 4214.88 3599.78 167.736 | |
| internal_count=1377484 1266184 1253832 1074602 179230 141959 1011013 75220 935793 5166 930627 925127 786252 138875 37746 101129 100033 23282 93227 73930 62994 759308 68737 67882 690571 63589 62826 28229 21289 1096 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=9 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=13 5 9 12 6 5 8 8 9 15 15 6 2 5 14 5 9 3 2 0 1 0 9 1 14 0 8 14 15 15 | |
| split_gain=1402.8 1478.24 936.969 930.956 878.077 785.518 1133.24 1631.94 658.547 619.215 550.632 540.302 504.274 503.786 1019.03 503.06 740.066 535.306 525.394 483.915 821.755 729.818 563.869 487.255 744.642 653.238 612.251 531.345 456.087 452.526 | |
| threshold=0.012776623014360668 0.26935000000000003 0.14435000000000003 32.507810592651374 0.23650000000000002 0.28205000000000008 0.15665000000000004 0.18895000000000003 0.37405000000000005 -1.0000000180025095e-35 1.0000000180025095e-35 0.37730000000000002 0.069850000000000009 0.36755000000000004 -0.059425417333841317 0.11035000000000002 0.11295000000000001 0.069450000000000026 0.029950000000000001 0.16710000000000003 0.17545000000000002 0.14325000000000002 0.19785000000000003 0.15005000000000004 -0.15071233361959455 0.12525000000000003 0.36995000000000006 -0.097994230687618242 1.0000000180025095e-35 912.52395629882824 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=11 3 4 8 5 -3 12 -8 9 -2 -5 28 -7 14 -13 16 17 18 -11 20 21 23 -23 25 -25 26 27 -17 -1 -21 | |
| right_child=1 2 -4 10 -6 6 7 -9 -10 15 -12 13 -14 -15 -16 19 -18 -19 -20 29 -22 22 -24 24 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.14816285878137997 -0.5199950413649721 0.0022760915655829867 -0.10576372116088345 -0.079421206854845175 -0.42661552366091882 -1.1367970743640183 -10.709439231391245 1.6326064133836611 0.38708008177560105 -0.45472647471597277 -0.47783629074404976 19.383790481778384 18.006185478486397 0.77203463440284914 2.12725207355136 0.0062600614141003928 0.21130930647695004 -0.098167493553050517 0.21711172523845859 0.1554756278807371 -0.28492113242569844 -0.16753606355153419 0.32585036469894185 0.016060189276230409 -0.36809980267140624 0.32511259487869593 -0.33799979077165315 -0.21347877527356668 -0.41327540619875197 2.9503692803079038 | |
| leaf_weight=4416.8943770322949 551.625289587304 9.8700067186728138 11226.426124572754 2064.2576935915276 2224.4337570667267 0.73289270140230545 9.4322298783808929 3.7405138695612541 1158.6946262419224 321.33420744631439 1495.4997005676851 1.1052723601460455 0.64837140031158924 67.598862826824188 3.785660855472087 149698.23847584333 7400.1675192480907 5547.9631013944745 3082.8352110609412 4474.3560745380819 2524.8353603240103 726.45947742275894 2854.5543134212494 2843.2449334915727 2267.3697770684958 1553.6905012372881 1333.9140889048576 2802.5806124126539 2564.0310475761071 14.529832372441886 | |
| leaf_count=28830 5791 234 124766 11789 72942 23 269 57 5591 2110 10657 23 20 980 84 848362 50400 31455 18173 25307 19440 3832 16302 19268 15227 8891 6609 15816 33945 274 | |
| internal_value=0 -0.00467154 -0.164773 0.00652326 -0.459354 -3.441 -5.77611 -7.20481 0.0112906 0.00897447 -0.2468 -0.231435 7.849 1.12659 6.02695 0.0105311 0.0943167 -0.00239375 0.153694 0.00252334 -0.00184145 0.00251453 0.22576 -0.00246646 -0.154376 0.00252973 -0.000728275 0.00222182 -0.245536 0.164522 | |
| internal_weight=0 206191 13475.3 192716 2248.86 24.424 14.554 13.1727 189156 187998 3559.76 7053.42 1.38126 72.4898 4.89093 187446 16352.3 8952.13 3404.17 171094 166605 164080 3581.01 160499 5110.61 155388 153835 152501 6980.93 4488.89 | |
| internal_count=1377467 1313605 198311 1115294 73545 603 369 326 1092848 1087257 22446 63862 43 1087 107 1081466 102138 51738 20283 979328 953747 934307 20134 914173 34495 879678 870787 864178 62775 25581 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=10 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 14 10 15 12 15 11 14 10 7 1 9 15 0 1 0 2 8 10 4 6 0 14 11 6 9 15 11 4 6 | |
| split_gain=1749.33 785.662 888.908 739.773 558.333 707.094 506.452 661.607 647.833 601.542 546.44 1020.34 794.349 689.462 809.565 664.353 530.143 477.784 445.228 555.336 670.256 444.021 431.978 759.595 618.506 659.716 408.242 353.212 334.466 498.68 | |
| threshold=-0.36519230902194971 0.15117458999156955 -0.35832107067108149 -1.0000000180025095e-35 19.013877868652347 1.0000000180025095e-35 0.24219059199094775 -0.38199406862258906 -0.13017326593399045 0.11385000000000002 0.11570000000000001 0.30205000000000004 1.0000000180025095e-35 0.10985000000000002 0.13205000000000003 0.10270000000000001 0.16445000000000001 0.33115000000000006 -0.17493099719285962 0.26985000000000003 0.29230000000000006 0.033250000000000009 -0.1241176277399063 0.13365790992975238 0.29230000000000006 0.18245000000000003 9.5000000000000018 0.3033351749181748 0.28035000000000004 0.31310000000000004 | |
| 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 6 -6 10 26 9 -9 11 15 13 -12 16 21 -15 -7 -13 -20 -21 -5 23 24 25 -16 -8 -19 29 -10 | |
| right_child=1 -3 3 4 5 17 7 8 28 -11 12 18 -14 14 22 -17 -18 27 19 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.39521697994865851 0.27160553052972136 -0.64815163289771227 -0.51798859402145248 -0.24850425981996027 -0.034176959117071588 -0.41191407876384573 -0.55235496056549671 0.29811883784512339 0.30801356478142705 0.023260627024253026 -0.13788800947320165 0.79794943792292161 -0.23637364576848421 0.42634194510243156 -0.45111911693853279 0.70412916133978143 2.8753010057609973 -0.25750722388190522 2.968457999049011 3.7073587893817002 21.084709028065411 0.0047295550659043088 -0.084936639160146599 -0.095762191559521301 -0.059029623101140731 0.3907999262855999 0.085589197824985447 0.55788404923127766 -0.34898954879136967 5.4611782925122636 | |
| leaf_weight=2886.4562072753906 2931.4265208244324 471.15237146615982 702.32449402389466 1768.0876414725208 7636.7777337380403 2491.1270723506159 763.48709778301418 2053.2060664659366 2740.8321219086647 65306.729928159155 10309.996234855553 27.55908240377903 6019.6542503713317 874.17386361956596 251.61620908416808 335.77206692844629 22.672026269137859 296.22793236374855 23.360299421474341 1.2923478614538901 0.97243686392903317 82552.264976735227 7756.5255654547364 3589.1628813743591 1499.7502724379301 3091.4879413731396 373.44257201440632 240.75729569792747 202.52328366041183 4.7028224468231192 | |
| leaf_count=118299 21967 8358 10738 11039 45221 22648 4751 19627 15287 366322 68807 156 71238 5082 1557 2037 190 5363 219 15 44 472778 43360 19835 17839 19441 2475 1551 1177 61 | |
| internal_value=0 -0.00323168 -0.00174122 -0.00572903 -0.00393227 -0.115247 0.00233014 0.0355608 0.0416794 0.0316386 -0.0177687 0.0035901 -0.0719147 -0.0357777 0.0258397 0.00221467 0.488251 -0.319703 2.19294 3.69321 11.1687 -0.000580427 0.000222093 0.0785587 0.207752 0.327434 -0.342812 0.108073 0.2711 0.31684 | |
| internal_weight=0 204339 203868 200936 200234 10664.9 189569 71444.9 70308 67359.9 118124 84709.3 33415 27395.4 17085.4 84656.1 896.846 3028.11 53.1842 25.6251 2.26478 84320.4 16188.5 8432.02 4842.85 3343.1 1136.93 536.985 2948.06 2745.53 | |
| internal_count=1377482 1259183 1250825 1228858 1218120 74783 1143337 409700 402474 385949 733637 486288 247349 176111 107304 485854 5272 29562 434 278 59 483817 102032 58672 38837 20998 7226 6914 16525 15348 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=11 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 14 3 10 13 9 11 14 9 10 11 13 3 0 0 7 3 0 4 1 3 11 11 10 0 4 7 4 10 10 | |
| split_gain=773.171 469.587 428.693 598.018 432.038 391.104 389.766 575.531 790.512 556.353 529.373 921.281 446.141 568.349 403.6 320.24 291.723 288.525 1665.96 654.877 599.333 431.42 489.052 316.732 450.201 375.836 1636.04 1524.37 966.674 537.82 | |
| threshold=-0.51855921745300282 0.15117458999156955 0.11305000000000003 0.12519860267639163 0.016353218816220764 0.45035000000000008 -0.048904456198215478 -0.3267896026372909 0.12785000000000005 0.12519860267639163 -0.21912457793951032 0.22505126148462298 0.070750000000000021 0.03815000000000001 0.098950000000000024 0.19435000000000002 0.095950000000000021 0.074550000000000019 0.15845000000000004 0.087750000000000009 0.13325000000000004 0.075462233275175108 0.33704365789890295 -0.079616442322731004 0.16545000000000001 0.33005000000000007 0.37785000000000007 0.31215000000000004 -0.010222653858363627 0.061007240787148483 | |
| 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 -4 17 9 15 12 10 11 -2 -9 -14 -15 -8 -13 18 21 -20 -19 -6 -23 -22 -25 26 -26 28 -28 -30 | |
| right_child=1 -3 3 -5 5 -7 7 8 -10 -11 -12 16 13 14 -16 -17 -18 20 19 -21 23 22 -24 24 25 -27 27 -29 29 -31 | |
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| leaf_weight=1083.8962135314941 2.1936077633872624 297.62379288673401 4028.9177334019914 5339.343697572127 2775.1880367829726 806.71633891668171 7100.1375723723322 2931.0218230815371 18180.55623466894 3745.7656364440918 2474.9116647420451 0.66365341283380963 206.14065152220428 9988.7121772821993 110.58009355887771 579.64844361506402 0.77071450836956501 13963.842146639712 5295.0083634710609 7288.1488433945924 68030.859792508185 18343.27742767334 5211.8273367881775 20468.891908909194 4335.1471672058105 515.42806434631348 4.5063548162579536 41.938047647476196 5.7978207021951658 0.75920639187097538 | |
| leaf_count=73505 14 8222 38011 87263 14147 5392 40029 21633 113651 38080 12974 19 1392 57480 653 3210 32 77502 29768 41710 390401 105825 32340 146817 29507 7347 37 427 164 4 | |
| internal_value=0 -0.00378713 -0.00286142 -0.0152654 -0.00945486 -0.00503018 0.0399592 0.0214582 0.0514516 0.15617 0.339939 6.37527 -0.0415006 -0.0904555 -0.0736798 -0.101241 16.2286 -0.00694485 -0.0438302 0.105823 0.00642364 -0.115349 -0.137317 -0.00802044 -0.0556971 0.0803792 0.12782 2.88894 8.10968 11.9843 | |
| internal_weight=0 202074 201777 156456 151116 147087 45321.1 39096.8 31417 6224.31 2478.54 3.62798 13236.5 10305.4 10099.3 7679.79 1.43437 146281 38913.5 12583.2 107367 26330.3 23555.1 93403.3 25372.5 4903.58 4388.15 53.0014 11.0634 6.55703 | |
| internal_count=1377556 1304051 1295829 1006662 919399 881388 289167 238048 194809 51119 13039 65 81158 59525 58133 43239 51 875996 223790 71478 652206 152312 138165 574704 184303 37486 30139 632 205 168 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=12 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 15 14 5 13 14 15 8 12 3 8 11 11 0 6 13 7 6 4 8 15 11 12 0 1 0 2 1 11 | |
| split_gain=609.531 427.34 331.927 394.879 303.833 379.2 482.46 915.737 590.344 545.57 425.261 384.003 375.483 361.179 411.738 338.493 756.744 1035.34 559.672 499.911 440.543 369.428 310.855 303.733 302.103 646.318 761.992 459.978 457.667 443.057 | |
| threshold=-0.46868216991424555 -1.0000000180025095e-35 92.59772109985353 -0.086463097482919679 0.093350000000000002 0.11168440058827402 -0.31291884183883661 14.071067810058596 0.32805000000000006 -1.0000000180025095e-35 0.16605000000000003 0.14675000000000002 -0.053874926641583436 0.2822366207838059 0.052250000000000012 0.24070000000000003 -0.051173450425267213 0.36015000000000003 0.23050000000000001 0.24225000000000002 0.37795000000000006 63.122776031494148 0.15583346039056781 -1.0000000180025095e-35 0.14005000000000004 0.14905000000000004 0.12045000000000002 0.18345000000000003 0.16325000000000003 0.10443180799484254 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=-1 -2 4 -4 22 13 7 8 9 -7 -10 -11 -9 14 -6 18 17 -17 24 20 -18 -19 -3 -21 25 26 -16 -28 -26 -29 | |
| right_child=1 2 3 -5 5 6 -8 12 10 11 -12 -13 -14 -15 15 16 19 21 -20 23 -22 -23 -24 -25 28 -27 27 29 -30 -31 | |
| leaf_value=-0.40678932382273347 -0.47171472205676801 0.034486409347587538 -0.044221711849051458 -0.331575790768392 -0.47151236204610275 0.57079296738262708 0.044651838593567104 -0.14952539247340876 -0.72472390067159564 0.20013284190649649 -0.188516929402296 -0.055548409969843303 0.31134586646888507 0.019161328012388786 -0.070754692711245834 0.6956707421152043 0.3577436641796351 21.349972274058615 -0.34788375392301113 1.0682127317345391 3.5840470720740183 7.6826645058815028 0.25075634135420044 -0.035278449068621445 0.2695114260294626 -0.38173475419900499 0.27071455908831499 3.6764525362309515 -0.034972047538338963 0.094221255393286851 | |
| leaf_weight=936.40872383117676 483.98630743613467 5276.2961205064785 18530.725139753893 1278.0088483425498 583.57870214618742 370.14221137948334 68518.25015272107 535.23372423648834 430.74563300609589 1560.5450975172062 2612.1086847782135 24899.607569791377 2535.6911997744974 26751.933670043945 29202.152937047184 3.3905857745558015 955.75326450541615 1.0746190669015048 1654.8974017798901 63.557075321674347 10.699227742850779 0.91577234212309111 2425.2275142669678 3306.2038763649762 1722.5852522104979 1583.0299469307065 1267.2526559345424 19.696591880172491 4352.3078751116991 15.365015707910059 | |
| leaf_count=88797 10815 32335 146441 23942 3528 2954 391074 6555 2501 10454 23585 185993 15325 149606 161959 29 5757 28 9879 568 107 22 28117 25016 9805 10138 7481 184 24329 83 | |
| internal_value=0 -0.00245126 -0.00131832 -0.0627611 0.00541872 0.00109181 0.0207444 -0.0289793 -0.0557069 -0.0320363 -0.264422 -0.0404691 0.23102 -0.0267984 -0.0542781 -0.0487642 0.0838064 6.00958 -0.0632194 0.0764529 0.393461 15.0617 0.10259 -0.0144655 -0.0508751 -0.0702318 -0.0540663 0.320142 0.0513667 2.10661 | |
| internal_weight=0 200951 200467 19808.7 180658 172957 101462 32944.1 29873.1 26830.3 3042.85 26460.2 3070.92 71494.4 44742.5 44158.9 4341.59 5.38098 39817.3 4336.21 966.452 1.99039 7701.52 3369.76 38162.4 32087.5 30504.5 1302.31 6074.89 35.0616 | |
| internal_count=1377407 1288610 1277795 170383 1107412 1046960 638441 247367 225487 199401 26086 196447 21880 408519 258913 255385 31527 79 223858 31448 5864 50 60452 25584 213979 179845 169707 7748 34134 267 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=13 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=2 9 8 12 3 9 0 9 2 0 0 1 6 9 0 1 15 15 0 2 1 7 10 0 9 1 9 0 13 5 | |
| split_gain=448.879 419.423 339.427 310.626 283.16 388.851 375.607 257.884 285.372 471.695 362.982 432.141 363.528 277.391 267.558 691.236 592.952 1038.62 556.19 1574.27 1274.88 1364.34 327.883 301.496 304.659 249.986 497.866 271.539 348.832 261.205 | |
| threshold=0.036450000000000003 0.061850000000000009 0.10255000000000002 43.50581359863282 0.065450000000000022 0.086250000000000007 0.046650000000000004 0.52135000000000009 0.26370000000000005 0.11225 0.18765000000000001 0.19425000000000003 0.24070000000000003 0.45035000000000008 0.15805000000000002 0.16525000000000004 800.03125000000011 1145.4475097656252 0.16710000000000003 0.19545000000000004 0.18370000000000003 0.23985000000000004 -0.14908381551504132 0.14225000000000002 0.22395000000000001 0.12885000000000002 0.17845000000000003 0.11065000000000001 0.082234427332878127 0.17625000000000005 | |
| 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 -3 4 -2 6 -6 8 10 13 11 14 -13 -10 15 23 22 18 19 -18 21 -21 -16 25 -25 27 -27 -7 -29 -28 | |
| right_child=3 2 -4 -5 5 7 -8 -9 9 -11 -12 12 -14 -15 16 -17 17 -19 -20 20 -22 -23 -24 24 -26 26 29 28 -30 -31 | |
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| leaf_weight=397.51643233909272 2358.3356712404639 340.34157583490014 318.60660057514906 1660.0020874012262 1027.0767579190433 150574.13620886393 2884.8840166851878 586.08954381942749 1.0872643068432799 1765.6108056679368 2494.8873173976317 577.47577901557088 2694.518146276474 1.1241564750671387 819.2643107008189 4274.2546197087504 12.557266891933976 37.233675388619304 18.055087268352509 0.79306107945740156 1.1656433604657648 0.40286719985306263 4925.6082263607532 849.3479090416804 1089.7892772257328 734.72220002813265 1021.631030689925 626.22409839974716 412.32813481474295 16200.887047160417 | |
| leaf_count=19642 23038 2644 14169 16277 18525 946696 25700 3689 31 27156 17597 4521 25412 9 4575 45827 128 336 132 30 46 36 29627 5627 6892 8190 6775 3913 2472 117701 | |
| internal_value=0 -0.32901 -0.0843172 -0.00222255 -0.000398321 -0.00249574 -0.158535 0.000721742 -0.000304441 -0.200253 0.0015821 -0.000974479 -0.181068 7.09757 0.0022704 -0.00122029 0.10779 1.55207 3.59563 5.8547 17.6984 29.1677 0.0901399 0.00372943 0.199766 0.00148763 -0.0542953 0.00809465 0.262883 -0.0370996 | |
| internal_weight=0 1056.46 658.948 197649 195989 193631 3911.96 189719 189133 1767.82 187365 184870 3271.99 2.21142 181598 175783 5815.08 70.2076 32.9739 14.9188 2.36157 1.19593 5744.87 171509 1939.14 169570 17957.2 151613 1038.55 17222.5 | |
| internal_count=1377413 36455 16813 1340958 1324681 1301643 44225 1257418 1253729 27196 1226533 1208936 29933 40 1179003 1144093 34910 708 372 240 112 66 34202 1098266 12519 1085747 132666 953081 6385 124476 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=14 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=13 6 10 15 11 2 1 10 3 15 14 15 12 11 5 11 13 15 0 4 15 15 11 0 11 2 10 15 0 15 | |
| split_gain=352.205 822.028 2393.71 3331.4 215.643 2854.61 3589.93 667.78 488.079 216.337 500.299 487.476 743.697 454.451 454.691 425.659 1636.11 2370.67 550.304 698.262 280.444 270.828 251.891 233.273 312.193 197.823 202.733 255.192 183.02 348.43 | |
| threshold=-0.051173450425267213 0.48700000000000004 -0.0052680310327559701 76.078865051269545 -0.51855921745300282 0.29430000000000006 0.24810000000000001 0.36870168149471289 0.32225000000000004 602.99627685546886 -0.10810403898358344 1060.7072753906252 -1.0000000180025095e-35 0.44899636507034307 0.17515000000000003 0.24457693845033648 0.061249876394867904 1312.7642211914065 0.083550000000000013 0.11815000000000002 2394.048461914063 2045.8494262695315 0.16274878382682803 0.050650000000000008 0.54324853420257579 0.018850000000000002 -0.5549405813217162 -17.499999999999996 0.10425000000000002 1950.0128173828127 | |
| 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 -3 -4 5 7 -7 -2 -9 25 11 -11 -13 14 15 16 17 18 19 -14 -18 -17 -16 24 -15 -6 -27 -28 -24 -30 | |
| right_child=4 2 3 -5 9 6 -8 8 -10 10 -12 12 13 23 22 21 20 -19 -20 -21 -22 -23 28 -25 -26 26 27 -29 29 -31 | |
| leaf_value=-0.33225462531305083 -41.948376694835588 -0.61835813205750856 -50.714250666123768 -5.3237774788147467 -0.66617859878427299 -101.63785055961358 -0.50041280984197734 -0.36252506144365237 30.123009440622447 -0.24585690511183381 -0.50352022412381714 -0.62404668748868053 5.5030243491833337 -0.89694881779903812 -0.43621525626113056 0.036777426427470471 0.79717226651248418 0.13646722749796869 1.7513455986381989 13.721102025202901 -0.47745842762065455 0.50045152955791594 -0.076093361795476294 -0.29488186668036331 -4.3189660301847947 0.42147094397418355 -0.50312218809206233 0.0021061168493040363 0.026471636314177181 0.74749147809010652 | |
| leaf_weight=540.0581237077713 0.09650533413514395 5.6076854448765516 0.63482063170522351 1.1129120094701646 110.81250443102908 0.15715853311121364 0.19864187948405743 319.17032633721828 0.13134733447804947 2021.8175265794125 657.71574598582811 368.50405311584473 4.033017625522918 34.301937192678452 274.6708262283355 697.60735294315964 207.38245203532279 14.383227116428314 1.9913902599364508 7.1977643948048353 54.492984402924776 574.090083389543 866.66765436157584 247.71377095580101 8.2723239660263044 287.71026515960693 250.26966258508037 188361.81368939162 518.84348732605577 247.47701060771942 | |
| leaf_count=22135 14 46 25 30 1177 12 33 61984 18 18389 11687 2445 54 157 5480 4410 1491 184 34 206 330 2919 5993 1295 84 2389 8868 1216880 5993 2654 | |
| internal_value=0 -0.40376 -5.65391 -21.8107 -0.00214016 -0.412416 -45.1732 -0.362553 -0.349985 -0.00147021 -0.089043 -0.0447125 0.0538131 0.120263 0.170554 0.370661 0.917874 4.57901 9.41167 10.77 0.531938 0.246097 0.00679279 -0.480699 -1.56186 0.0016837 0.00207548 0.00143573 0.0813073 0.259319 | |
| internal_weight=0 547.414 7.35542 1.74773 196138 319.754 0.3558 319.398 319.302 195818 6807.16 6149.45 4127.63 3759.13 3468.84 1561.18 289.481 27.6054 13.2222 11.2308 261.875 1271.7 1907.66 290.288 42.5743 189011 188900 188612 1632.99 766.32 | |
| internal_count=1377416 22236 101 55 1355180 62061 45 62016 62002 1293119 63805 52118 33729 31284 29748 9628 2299 478 294 260 1821 7329 20120 1536 241 1229314 1228137 1225748 14640 8647 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=15 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=3 10 2 14 14 15 13 14 15 12 0 4 0 5 14 0 6 10 15 15 4 0 11 10 0 2 1 14 11 0 | |
| split_gain=316.149 17370.1 130519 953.056 194.461 186.855 639.161 359.481 191.737 287.484 189.693 187.301 185.56 182.66 316.612 324.515 447.567 373.3 284.257 256.601 230.845 276.236 224.825 226.984 195.833 192.51 185.555 180.919 179.777 453.732 | |
| threshold=0.32225000000000004 0.33176113665103918 0.30810000000000004 -0.57439568638801564 0.15117458999156955 684.36099243164074 0.061249876394867904 -0.33211873471736902 1390.071960449219 -1.0000000180025095e-35 0.19685000000000002 0.22805000000000003 0.11805 0.098850000000000007 -0.091402441263198839 0.10505000000000002 0.13910000000000003 -0.14135577529668805 1.0000000180025095e-35 191.02486419677737 0.22575000000000003 0.18265000000000003 0.18711774051189425 -0.070377293974161134 0.020250000000000001 0.12765000000000001 0.20075000000000001 -0.16014110296964643 -0.19607163965702054 0.051050000000000005 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=4 3 -3 -2 5 10 -7 -8 -9 -10 13 12 27 28 24 19 -17 18 25 -16 21 -19 23 -21 -15 -18 -23 -11 29 -1 | |
| right_child=1 2 -4 -5 -6 6 7 8 9 11 -12 -13 -14 14 15 16 17 20 -20 22 -22 26 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.0025764436704449334 -14.669152914990594 -513.54690233743599 -0.50116101772996069 -0.20770838083189827 -0.63851123396191256 -0.41883946758282342 -0.40706130441558575 -0.086187961422728901 -0.61525074164872029 0.22196130322060803 0.16045827459280879 -0.27771790623525261 0.81720517417585881 -0.53470179057341927 -0.26417353371087154 0.41205284088941341 -3.4624669142567361 -0.15581593314443706 -0.29459992047682859 2.0250332732018212 -0.42137135685055321 0.41947165406616088 -0.1370037343602058 -0.346194497827156 0.0014521794106750034 0.28348266528176014 -0.33655766143039051 -0.34537857009002504 0.058933744052383656 1.7949396222899556 | |
| leaf_weight=105.25006973743439 1.1409945070043921 0.14034064966676751 1.0624519698321817 763.462082929649 119.86213439702988 1176.5776947664854 500.63748678378761 1730.9824409033172 122.576904296875 1847.3708500619978 1853.1275850855745 212.03964667161927 120.6969363456592 170.48446478345431 2756.9341467156191 523.04600584134459 3.4408525212202212 2827.0519223026931 279.70334617956541 34.070165308192372 654.77044939249754 373.84374222904444 57.974916357547045 14.340044511016456 169013.27929166763 1067.7412087768316 103.66304709762335 152.08803570922464 9119.725568838825 52.678229834884405 | |
| leaf_count=8577 12 39 156 14476 8205 23110 4279 14241 758 11108 16697 2763 972 5172 16835 3325 38 19019 2938 321 6056 1951 568 209 1132726 6955 671 943 73540 766 | |
| internal_value=0 -0.323736 -60.3628 -0.229289 -0.00184566 -0.00145406 -0.0893624 -0.00664299 0.0412491 0.131111 0.00127278 0.170339 0.21515 -0.000303379 -0.00387071 -0.0969119 -0.0292424 -0.0727092 0.154248 -0.234771 -0.150145 -0.0964036 0.527198 1.32263 0.000911903 0.27145 0.255344 0.178807 0.0680929 0.596999 | |
| internal_weight=0 765.806 1.20279 764.603 194994 194874 5862.97 4686.39 4185.75 2454.77 189011 2332.2 2120.16 187158 177880 8696.58 5833.26 5310.21 1350.89 2863.32 3959.33 3304.56 106.385 48.4102 169184 1071.18 477.507 1999.46 9277.65 157.928 | |
| internal_count=1377426 14683 195 14488 1362743 1354538 58174 35064 30785 16544 1296364 15786 13023 1279667 1196784 58886 40953 37628 9931 17933 27697 21641 1098 530 1137898 6993 2622 12051 82883 9343 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| end of trees | |
| feature_importances: | |
| DIST_CROPS_COVER=76 | |
| BADI=56 | |
| S2_B02=52 | |
| NBR=44 | |
| S2_B03=36 | |
| NDWI=32 | |
| NDVI=31 | |
| S2_B05=22 | |
| S2_B08=21 | |
| S2_B07=19 | |
| S2_B12=19 | |
| S2_B04=18 | |
| S2_B06=18 | |
| S2_B11=13 | |
| SLOPE=12 | |
| S2_B8A=11 | |
| 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 | |