| 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=[0:1.7407999999999999] [0:1.6152] [0:1.3248] [0:0.82740000000000002] [0:0.81979999999999997] [0:0.86629999999999996] [0:1.6816] [0:1.6665000000000001] [0:1.6412] [0:1.6541999999999999] [-5:0.87641429901123047] [-5:3.1612060070037842] [-128:302] [-5:0.99957990646362305] [-5:0.99754601716995239] [-128:5791.416015625] | |
| tree_sizes=3521 3510 3506 3515 3512 3490 3522 3464 3509 3437 3472 3518 3453 3409 3468 | |
| 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 15 1 3 1 15 10 11 | |
| split_gain=1.65058e+06 614307 212458 161136 67792.2 48936.1 45214 41073.2 36789 35063.8 23649 21166.6 32314 16371.5 16124.8 15689.1 13272.8 13224.3 11828.7 9991.14 8794.12 8487.86 7219.11 6434.68 6792.75 6611.19 5942.2 5613.44 4975.13 4726.77 | |
| threshold=0.15785000000000002 0.075507592409849181 1.0000000180025095e-35 -0.19980636239051816 0.091850000000000015 10.500000000000002 0.21470000000000003 -0.047340683639049523 1.0000000180025095e-35 -0.17784636467695233 0.10155000000000002 1.0000000180025095e-35 -0.048736048862338059 0.12725000000000003 512.12496948242199 0.30540771782398229 0.15565000000000004 -1.0000000180025095e-35 0.08763348683714868 0.16525000000000004 -0.12784594297409055 -1.0000000180025095e-35 0.14985000000000001 -1.0000000180025095e-35 0.13245000000000004 0.13955000000000004 0.087150000000000019 -1.0000000180025095e-35 -0.12784594297409055 0.1999846547842026 | |
| 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 26 23 19 -18 -2 28 -15 -3 -14 -6 25 29 -4 -17 -5 -25 | |
| right_child=3 2 9 6 15 -7 -8 8 -10 -11 -12 -13 22 20 -16 27 17 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-1.7219191736319854 -0.46896948739405542 -1.7433725858629507 0.30220238463176963 -0.52098808179996448 -1.8456914793741146 -1.4239863846116911 -1.7959114837939492 0.077934608874021816 -1.7514439152959778 -1.5525313062727146 -1.0617438338003606 -1.7174884898015805 -1.6872536031483758 0.58849042620006897 -1.2633225856279187 -1.8456914793741146 -1.8456914793741146 0.10279368506208608 0.441664207119562 -1.3503971889885671 -0.034855865775745398 0.84548120190101961 -0.82364724714509285 -0.49727833843942626 0.77774307874029658 -0.79511060721244475 -0.67292288802492151 0.40219839672209634 -1.0730040888213159 0.17891772804074635 | |
| leaf_weight=40482.220630645752 5452.6309657096863 317.63440132141113 5751.6808876991272 7659.4496307373047 708.61022901535034 7514.7302856445312 421455.86971712112 8683.7563514709473 9071.8526372909546 13310.130565166473 9566.3268117904663 47615.89500617981 35162.297958850861 18027.000832557678 3412.7853512763977 284.08649826049805 1077.8156089782715 4533.775571346283 10306.879471302032 18618.124135971069 8246.4546976089478 98054.048358917236 2598.7133798599243 5016.2466645240784 1330.3171191215515 6409.7853026390076 2144.9244389533997 12407.192401885986 8738.3312077522278 5330.9043750762939 | |
| leaf_count=226859 30555 1780 32232 42923 3971 42112 2361805 48667 50838 74589 53609 266836 197046 101022 19125 1592 6040 25407 57759 104335 46212 549489 14563 28111 7455 35920 12020 69529 48969 29874 | |
| internal_value=-1.19422 -0.118812 0.362623 -1.66256 0.57788 -0.374054 -1.71734 -1.40222 -0.928524 -1.0025 -0.519462 -1.45455 -1.29483 0.743474 -0.35516 -0.0776374 -0.98534 -0.271451 0.126594 -1.09975 0.392841 0.837122 -1.62782 -0.367655 -0.30975 -0.396085 0.0373329 0.351881 -0.815156 -0.148899 | |
| internal_weight=0 248556 180752 570735 156132 23274.2 547460 67804.2 27321.9 24619.5 18250.1 126004 78388.5 124645 11309.4 31487.1 40627.5 5611.59 15759.5 35015.9 26273.5 98371.7 37761 18795.9 18087.3 16756.9 7896.61 12691.3 16397.8 10347.2 | |
| internal_count=4591244 1392894 1012921 3198350 874955 130426 3067924 379973 153114 137966 102276 706119 439283 698503 63377 176452 227674 31447 88314 196227 147234 551269 211609 105331 101360 93905 44252 71121 91892 57985 | |
| is_linear=0 | |
| shrinkage=1 | |
| Tree=1 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 1 10 15 13 6 10 13 15 1 13 4 13 15 1 11 3 10 10 15 1 8 15 10 15 8 15 1 6 | |
| split_gain=367647 89059.4 50090 24276.9 16525.4 13624.2 12694 11048.1 7949.63 7930.98 24215.4 10384.7 7197.92 7177.1 6192.44 7761.95 5975.98 5925.89 5142.7 4884.01 4723.46 4227.14 4021.03 3956.56 3689.27 3648.09 3420.58 3243.33 2930.76 2820.98 | |
| threshold=0.19215000000000002 0.020355544053018097 0.099950000000000025 -0.16673528403043744 1.0000000180025095e-35 0.014695497229695322 0.23790000000000003 -0.19980636239051816 1.0000000180025095e-35 1.0000000180025095e-35 0.16270000000000004 0.029646180570125583 0.11475 0.12572281807661059 -1.0000000180025095e-35 0.14045000000000005 0.34771673381328588 0.11345000000000001 0.036540640518069274 0.18851211667060855 -1.0000000180025095e-35 0.17430000000000004 0.27325000000000005 1.0000000180025095e-35 -0.30780000984668726 579.56878662109386 0.28035000000000004 420.05950927734381 0.076750000000000013 0.21470000000000003 | |
| 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 8 5 13 14 23 9 25 -1 10 18 -12 19 24 -4 16 -16 -9 -5 28 -13 -22 -6 -3 -2 -7 -19 -28 -10 -23 | |
| right_child=3 2 4 6 22 7 -8 17 12 -11 11 20 -14 -15 15 -17 -18 26 -20 -21 21 29 -24 -25 -26 -27 27 -29 -30 -31 | |
| leaf_value=-0.57485496075650189 0.88633753951605698 0.22756050581283166 -0.66018939446819758 -0.21498125014449401 -0.49369761304309095 0.65830041098729453 -0.54405829540930795 0.52018122518362286 0.5992130251312725 -0.51239063415214048 -0.29302101588008278 -0.60299947457158087 -0.32783348018155117 0.52356998432417112 0.040986750752367483 0.83452342396902479 0.45815958135580315 0.21589600540231346 -0.51443732261582975 -0.39057021657122826 0.58769076004342313 0.75541500326075695 0.11121837551675666 -0.56332191371531359 -0.16861237377552651 0.0070503368024828032 0.93223816916370195 -0.49737515589598619 -0.15503669921010918 1.7942661667086026 | |
| leaf_weight=19693.215056553483 873.97816467285156 2903.2699113786221 2146.9381720870733 30889.916518718004 14829.632717818022 108256.15665209293 236922.89537876844 52068.273256897926 5210.2457091361284 40251.011662334204 2856.7313691079617 519.26138463616371 21808.48344604671 5976.3587490022182 34303.729131951928 4486.6700050979853 11449.875719189644 35371.002717897296 26755.501795470715 2603.7703332901001 3356.9647824168205 1025.3422220349312 3371.8025504499674 3473.1497310101986 16009.90429726243 2193.936363607645 2952.9306491464376 458.30222117900848 1710.8214520215988 1801.8693933486938 | |
| leaf_count=151539 4138 13722 13552 209880 106436 503607 1940603 240760 26506 320594 17295 4008 153823 29412 164946 21538 48052 164719 210889 20227 17995 4411 22710 24876 99723 13609 14521 3060 9334 14759 | |
| internal_value=0 0.281309 0.392658 -0.446287 0.0287917 0.516335 -0.479409 0.539128 -0.325918 -0.336869 -0.231745 0.505248 -0.169459 0.0526772 0.171391 0.206928 0.145385 0.409973 -0.353971 0.193164 0.845437 0.967057 -0.381637 -0.203222 -0.114004 0.645364 0.26201 0.740168 0.41277 1.41751 | |
| internal_weight=0 329292 278266 367240 70588.6 207677 344379 201301 51026.5 107457 67205.6 9560.17 31333.3 22860.2 52387.2 50240.3 45753.6 90850.5 57645.4 9524.84 6703.44 6184.18 18201.4 6376.42 16883.9 110450 38782.2 3411.23 6921.07 2827.21 | |
| internal_count=4591244 1717537 1356108 2873707 377234 978874 2740434 940276 361429 799831 479237 58468 209890 133273 248088 234536 212998 423060 420769 56067 41173 37165 129146 38598 103861 517216 182300 17581 35840 19170 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=2 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 3 15 10 15 11 15 0 2 4 0 14 2 0 2 15 14 15 5 10 14 11 10 15 10 8 14 15 9 | |
| split_gain=172334 46468.7 26115.4 15425.5 12835.5 13179.6 10188.6 9742.63 7608.85 10894.1 6428.79 6232 9331.92 4783.7 4745.03 4373.32 4176.8 3398.09 3250.69 2968.01 2821.91 2759.02 2520.16 2257.95 2181.08 2152.67 2015.79 1947.39 1944.39 1938.08 | |
| threshold=0.20415000000000003 0.14818707853555682 0.12275000000000001 1.0000000180025095e-35 -0.05669166520237922 1.0000000180025095e-35 -0.16691134870052335 366.46954345703131 0.14785000000000001 0.22610000000000005 0.12845000000000004 0.13445000000000004 -0.19318791478872296 0.13945000000000005 0.13445000000000004 0.16385000000000002 426.19006347656256 0.070576306432485594 -1.0000000180025095e-35 0.11035000000000002 -0.25414450466632837 -0.11175366118550299 0.30226144194602972 0.091650620102882399 -1.0000000180025095e-35 -0.12080156430602072 0.28585000000000005 -0.37747098505496973 9.5000000000000018 0.25815000000000005 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=1 3 16 6 5 8 -1 11 15 18 21 12 20 -14 -12 25 17 19 -10 -3 -4 -8 -7 -6 -16 -2 -22 -21 -28 -18 | |
| right_child=4 2 7 -5 23 22 10 -9 9 -11 14 -13 13 -15 24 -17 29 -19 -20 27 26 -23 -24 -25 -26 -27 28 -29 -30 -31 | |
| leaf_value=-0.46626491152217114 0.34024977672856865 0.58186131986130063 0.50910184392451974 -0.4715423647188926 -0.40520009300785453 -0.49210096833972766 0.34091505835340469 -0.3268937027892983 -0.61615641355408579 -0.2882842023201162 -0.12955830024071477 0.72231422651824795 0.10129324706014835 -0.2786587564618303 -0.61412360380169728 -0.35032114762664751 -0.29940311000057412 -0.65553943436373241 0.8257024986888275 -0.01821867765379832 0.15520297619352397 -0.027781938059466903 -0.12068531999109336 -0.52796005701155579 0.79456680741987307 -0.1548344599892274 0.2869522106852444 0.43233977280051505 0.79269450698564103 1.3106165101689231 | |
| leaf_weight=10422.230843067169 4595.3549041748047 52172.091593027115 10063.110579609871 24219.932838074863 57081.803661346436 31040.382707871497 20452.62128777802 10941.469592094421 416.80650191009045 4233.7108955383301 31147.491655603051 4874.2482776343822 18903.51403914392 14746.524553626776 317.41264246404171 13350.729740142822 2259.8871163725853 639.93138980865479 6290.2794012576342 2539.5858573019505 33330.097915939987 6748.2039354145527 5355.1069583892822 108955.77563476562 2045.6447819620371 4204.5246922597289 8089.9575786590576 43085.053928688169 2484.0257833078504 203.77186772227287 | |
| leaf_count=16286 18851 113644 48633 48112 106001 50373 100655 29253 875 9272 102515 18930 80637 54947 804 34154 8359 1293 28411 11506 148889 29975 12519 174126 9342 10896 35858 161763 11634 1049 | |
| internal_value=0 0.161319 0.295817 -0.126897 -0.410246 -0.229816 -0.00955016 0.119267 -0.00144782 0.339698 0.0688534 0.172047 0.141435 -0.0652139 -0.0777351 -0.169949 0.476797 0.492891 0.736099 0.500406 0.270286 0.249446 -0.437452 -0.485757 0.605347 0.103702 0.215548 0.407261 0.405761 -0.166237 | |
| internal_weight=0 299687 204333 95353.5 235524 69486.9 71133.6 103433 33091.4 10940.8 60711.4 92491.5 87617.2 33650 33510.5 22150.6 100900 98436.7 6707.09 97796.7 53967.2 27200.8 36395.5 166038 2363.06 8799.88 43904.1 45624.6 10574 2463.66 | |
| internal_count=1479562 1034084 726395 307689 445478 165351 259577 428781 102459 38558 243291 399528 380598 135584 112661 63901 297614 288206 29286 286913 245014 130630 62892 280127 10146 29747 196381 173269 47492 9408 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=3 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 13 10 4 10 15 0 10 14 0 2 15 11 4 6 10 13 15 10 15 11 13 11 12 4 0 13 0 5 15 | |
| split_gain=83633.5 21800.4 22527.5 10343.2 7715.41 7221.06 7184.67 4284.32 5109.63 4140.49 6392.28 3738.87 2524.85 2328.42 2309.7 2285.3 2187.36 2373.26 2030.44 2006.36 1996.53 1959.87 1864.65 1628.37 1625.06 2087.12 1398.38 1368.8 2742.31 1303.09 | |
| threshold=0.21445000000000003 0.028111038729548458 -0.23884784430265424 0.13385000000000002 0.010243351105600597 22.680339813232425 0.13545000000000004 0.09601765871047975 -0.21869408339262006 0.15295000000000003 0.23550000000000001 1.0000000180025095e-35 -0.2208324000239372 0.10325000000000002 0.19875000000000001 -0.29384231567382807 -0.07516890391707419 -1.0000000180025095e-35 -0.26256635785102839 192.22378540039065 0.30540771782398229 0.0085301590152084845 0.24580141901969912 29.57738018035889 0.16755000000000003 0.11945000000000001 0.074531618505716338 0.13355000000000003 0.10395000000000001 -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 11 15 12 5 9 7 8 19 14 21 16 -4 -14 -2 -3 -1 -18 -16 22 -7 -11 -5 -17 25 -10 -15 28 -19 -23 | |
| right_child=4 2 3 6 -6 20 -8 -9 24 10 -12 -13 13 26 18 23 17 27 -20 -21 -22 29 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.54820605540370082 0.28855311191883476 0.53015576986088975 -0.42509106554676401 0.032561646546228028 -0.47524941161611112 -0.47534044119913477 0.51593809729422868 -0.38088381029560875 -0.096030905380687259 -0.61889128179100295 -0.30702437835522844 -0.5100974538173958 0.34754332581244585 -0.044953349399239145 0.52229646715041178 0.34810624491002068 -0.62588313631513592 0.30399898118673707 -0.29202952847651187 -0.23410229312827679 -0.070344184477239072 -0.54202685038082343 0.22934084227693921 -0.28365557897086385 -0.263826608640232 0.76856850850630265 0.1985404544986735 0.3633679147037977 -0.32810349582897591 0.56317876531223865 | |
| leaf_weight=2682.6221923828125 2091.5619825124741 27263.488647460938 1502.8318517208099 35965.260207343847 84061.476928710938 26041.782095551491 5771.628100335598 9311.463129684329 26677.187265589833 403.05797098577023 4591.9994010925293 13958.100989226252 25839.242521286011 7166.2704507410526 794.91463661193848 24253.359002023935 1518.6091555207968 2932.0567069537938 20671.991109848022 4951.5702001713216 3445.7339248657227 278.40784965455532 18095.894934400916 1064.7457076013088 18959.20142775774 716.75727844238281 33276.394380420446 2518.5604280680418 4136.6731307506561 6344.3971592485905 | |
| leaf_count=7246 9057 68352 3135 153145 209846 61173 27066 20181 116705 1570 11694 32798 72157 30909 4123 88543 5102 13786 61072 19142 8459 747 87632 4083 69438 3031 138667 11726 18956 31923 | |
| internal_value=0 0.0920053 0.140361 0.0595342 -0.375367 -0.245522 -0.0283908 -0.0557865 -0.0270567 -0.0925424 0.151734 -0.327674 0.215771 0.230301 -0.213007 0.429706 -0.143007 -0.0451312 -0.261875 0.0705279 -0.428015 0.451571 0.0984296 0.321538 -0.151293 -0.0734088 0.155394 0.0468588 -0.0659121 0.516718 | |
| internal_weight=0 268562 240815 188234 148725 64663.8 120449 114677 105366 35176.3 11617.9 27746.6 67784.7 66281.9 23558.5 52581.6 13788.5 11105.9 21466.9 59012.7 29487.5 7025.86 54061.2 25318.1 46353.1 27393.9 40442.7 9587.29 7068.73 6622.81 | |
| internal_count=1391464 991800 902186 741208 399664 189818 496340 469274 449093 120186 45934 89614 244868 241733 74252 160978 56816 49570 65195 259919 69632 34240 240777 92626 189174 119736 169576 44468 32742 32670 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=4 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 4 15 12 10 11 15 15 10 0 1 3 1 0 10 13 13 0 1 15 11 15 3 9 15 6 7 13 3 | |
| split_gain=41322.2 12953.4 12207.6 6097.6 5628.79 5272.69 3395.95 3486.47 3385.35 3046.02 2667.5 3119.05 2223.56 2142.6 2015.14 1979.55 1872.12 1775.26 1578.65 2365.41 1544.4 1535.89 1473.83 1448.43 1448.22 1433.59 1216.03 2552.24 1413.31 1508.54 | |
| threshold=0.22545000000000001 0.17365870624780658 0.11335000000000002 1.0000000180025095e-35 23.680339813232425 0.078905355185270323 -0.21309175342321393 -1.0000000180025095e-35 40.500000000000007 -0.30780000984668726 0.11625000000000001 0.10670000000000002 0.14995000000000003 0.14045000000000005 0.14045000000000005 -0.14426954835653302 0.064839042723178877 0.039607413113117225 0.16085000000000002 0.20030000000000001 2050.6950683593755 0.37011229991912847 1.0000000180025095e-35 0.13085000000000002 0.066750000000000018 -1.0000000180025095e-35 0.15985000000000002 0.19255000000000003 0.11354659870266916 0.085850000000000024 | |
| 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 24 6 9 8 -1 -8 15 -4 11 26 20 -12 16 25 -14 -15 23 -20 -11 -10 -6 -17 -3 -2 27 28 29 -9 | |
| right_child=5 2 4 -5 22 -7 7 10 21 12 13 -13 14 17 -16 18 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.41406246747037112 -0.6884171948850728 -0.70403335558048541 0.45047194114337658 -0.35078289409026331 -0.082811275209139751 -0.47161529166501415 -0.61129231298261488 0.18327380169734669 -0.4282703642032108 0.13214504752090572 1.0664712824663982 -0.24539363384446319 -0.2311261493648393 -0.18326318298505667 0.36049482258510918 2.2717241486466602 0.017419766579586458 0.40890925227444463 0.32186690764820131 -0.21359550631507532 1.098121007749064 0.37009723606233164 -0.53888100777369541 -0.28023915062962751 0.40698566969419686 0.25225709836012888 -0.083742787063035312 0.88176256856356927 0.1388592045472056 -0.17130319718041412 | |
| leaf_weight=5455.6714370250702 446.85891637206078 295.80096367746592 5555.2647714614868 18673.272052366287 2914.0405408553779 43179.163970947266 2300.1796929016709 4332.1652435474098 17996.798469737172 53369.212309416384 836.56311972439289 12107.341917008162 9755.4298423081636 1909.5925837308168 3419.1809329837561 55.778450421988964 33918.70584500581 3753.0609425008297 3300.2836294174194 5499.0020523071289 417.01010255888104 623.27513885498047 4517.7549168355763 17539.973331324756 34879.343148767948 4326.9157537519932 15213.427882280201 975.63899989798665 23008.714251458645 9752.5944550037384 | |
| leaf_count=17935 1883 1074 17733 65250 14093 166167 7994 19916 64955 258806 4150 55076 40956 8526 14866 418 164335 16424 16069 18884 2407 3982 16023 60907 85284 20559 62743 4934 100743 45246 | |
| internal_value=0 0.0472507 0.140182 -0.0936242 0.0606479 -0.343751 -0.0333317 -0.00533382 -0.232862 0.0900233 0.0140546 -0.0163099 0.070174 0.319558 -0.00915803 -0.132091 -0.0380976 0.209213 -0.185678 -0.0127635 0.139634 -0.401546 -0.360054 -0.272149 0.397643 0.164203 0.0357446 0.0834949 0.0624987 -0.062243 | |
| internal_weight=0 247360 149042 98318.2 113867 92968 79645 74189.3 49788.9 106435 71889.1 65389.9 100880 6499.22 47093.3 31168.8 43674.1 5662.65 26395 8799.29 53786.2 18620.1 7431.8 17595.8 35175.1 4773.77 53282.5 38069.1 37093.5 14084.8 | |
| internal_count=1378338 1024514 615577 408937 529219 353824 343687 325752 187657 499103 317758 288658 481370 29100 220157 118720 205291 24950 96278 34953 261213 68937 30116 61325 86358 22442 233582 170839 165905 65162 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=5 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 1 15 10 15 11 15 15 6 14 13 5 11 11 15 5 9 9 13 14 9 14 15 13 15 7 12 1 10 15 | |
| split_gain=21239.5 9877.5 4989.22 4980.2 3651.19 2922.61 2420.98 2261.41 1919.36 1867.06 1599.92 1439.93 1908.21 1326.11 1196.45 1030.44 979.931 904.268 1265.17 1333.82 877.572 811.456 3011.52 992.578 840.063 1124.16 780.862 769.455 861.194 654.979 | |
| threshold=-0.13246955722570417 0.11090000000000001 1.0000000180025095e-35 -0.26705974340438837 -1.0000000180025095e-35 0.2901629656553269 -1.0000000180025095e-35 372.57794189453131 0.27030000000000004 -0.071223419159650789 0.047881413251161582 0.10875000000000001 0.15530706197023394 -0.30343219637870783 200.12492370605472 0.10065 0.058750000000000004 0.17785000000000004 -0.0065464212093502274 -0.071223419159650789 0.45375000000000004 -0.33955541253089899 9.5000000000000018 0.086487427353858962 36.527755737304695 0.19125000000000003 19.013877868652347 0.18385000000000004 -0.14241438359022138 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=13 3 4 9 -3 -4 -5 11 17 15 -7 12 16 -1 27 -2 -8 -6 -19 -20 -10 22 -13 -23 -25 -26 -17 -12 -29 -28 | |
| right_child=1 2 5 6 8 10 7 -9 20 -11 14 21 -14 -15 -16 26 -18 18 19 -21 -22 23 -24 24 25 -27 29 28 -30 -31 | |
| leaf_value=-0.4795471856653713 0.48334481684156394 -0.56727917262488081 -0.38916074842695819 -0.7170133751375517 -0.23596288476935107 -0.34745364041011351 -0.36678799554772834 -0.25397299846566568 -0.27663016634713955 -0.40606932273757146 0.38179042166689153 -0.14690825504641428 0.36567589187561139 -0.27022517560340176 -0.034535396562082737 0.28914160898004432 0.10551536043808457 -0.73462579950882956 0.013164241152759347 0.32572249704993855 0.51237589958403096 -0.039507782256492277 0.33298303105606053 0.10623739016753565 -0.30568003458340165 0.18641381035511412 0.19677944256201033 1.4473156284984403 9.4677607205993954 -0.5816284594239749 | |
| leaf_weight=23651.808502197266 7658.3286453634501 3215.1836898755282 21343.771513480693 1029.2255402505398 3484.4448665101081 2680.435243666172 1238.2059636078775 5750.2509973160923 8192.5319999456406 878.08912414312363 1520.8791982401162 15753.402626056224 8711.5413770079613 11125.601043701172 3582.6909387838095 11543.253761008382 9714.7611438035965 540.15688418596983 50197.683500465006 3662.346829213202 368.2630615234375 18233.929470485076 4125.2706258259714 65543.541673516855 2912.4203254170716 1929.4409490600228 601.05032867193222 122.97356320917606 3.4405507296323767 491.00705593824387 | |
| leaf_count=135935 22071 12315 99138 4807 17457 10312 6407 27477 36950 3960 7649 73008 23377 57970 16799 43273 48771 2491 244641 17887 1679 90396 21100 322792 14612 8951 2325 717 71 2470 | |
| internal_value=0 0.00395337 -0.119667 0.08228 -0.0468961 -0.29295 0.0469065 0.0527779 -0.0217156 0.307739 -0.0333539 0.0665408 0.191029 -0.412583 0.127626 0.338625 0.0521226 0.0109651 0.0267813 0.0344174 -0.242689 0.0439781 -0.04732 0.0644577 0.0913908 -0.109585 0.25091 0.480311 1.6656 -0.153206 | |
| internal_weight=0 255029 98914.8 156114 69660.6 29254.2 134942 133913 66445.4 21171.7 7910.42 128163 19664.5 34777.4 5229.98 20293.6 10953 57884.6 54400.2 53860 8560.8 108498 19878.7 88619.3 70385.4 4841.86 12635.3 1647.29 126.414 1092.06 | |
| internal_count=1377808 1183903 468106 715797 333420 134686 641698 636891 321105 74099 35548 609414 78555 193905 25236 70139 55178 282476 265019 262528 38629 530859 94108 436751 346355 23563 48068 8437 788 4795 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=6 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 10 15 15 3 13 6 0 1 13 0 11 3 11 15 1 15 0 0 2 13 13 11 14 10 1 5 2 15 11 | |
| split_gain=11867.1 4837.89 3665.15 2762.88 2399.86 1619.69 1603.15 1908.6 3100.35 2431.71 2320.05 1535.74 1306.81 1272.42 1120.65 1117.43 1112.06 964.395 952.598 917.114 1555.24 817.588 932.481 794.841 792.558 774.192 772.507 771.535 739.783 712.383 | |
| threshold=-0.22893538326025006 -0.21938299387693402 80.811286926269545 -1.0000000180025095e-35 0.11035000000000002 0.059821788221597678 0.25870000000000004 0.14045000000000005 0.15565000000000004 0.073306445032358183 0.12685000000000005 0.57715299725532543 0.12955000000000003 0.26137025654315954 10.500000000000002 0.15565000000000004 -1.0000000180025095e-35 0.15425000000000003 0.17025000000000004 0.19285000000000002 0.06361421570181848 0.12713647633790973 0.039378378540277488 -0.15458349883556363 -0.14426954835653302 0.14885000000000001 0.24595000000000003 0.27130000000000004 330.07574462890631 0.19117073714733127 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=-1 4 3 -3 14 -4 7 8 10 15 12 16 -5 21 -2 -9 -6 -17 26 24 -21 -14 -23 -18 -15 -12 -8 -20 -25 -7 | |
| right_child=1 2 5 6 11 29 18 9 -10 -11 25 -13 13 19 -16 17 23 -19 27 20 -22 22 -24 28 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.42675226769736846 0.37826054721520136 -0.54439997700622922 -0.38305967415947095 0.051012419231858543 -0.80092137709835598 -0.24082417942602521 0.66865908985962985 0.54426360272613594 -0.45353171615644017 0.57534864669531971 0.74428665766221325 0.52981045189162257 -0.16692243542488516 0.019037384258028991 -0.041786888187560191 -0.33493865024539166 0.093989165379062448 0.092345142529518018 0.18628013202695598 3.7352418898733855 0.17885007646049461 -0.18852216843092001 0.0096410160924418811 -0.023707848285783213 0.39811652122944563 -0.020214505261375693 -0.30706157361879544 -0.27892660883358306 -0.47425338130708955 -0.026975726469853006 | |
| leaf_weight=17834.962615966797 11824.433195207268 2393.532631482929 9160.3620265489444 64319.122786566615 389.05815251916647 6839.4681342858821 208.36195468902588 1079.2157655283809 3770.9916248992085 3185.6556473523378 1404.1505619287491 1688.6089477539062 20573.044189210981 22212.40925359726 1834.159968610853 1675.1177052184939 21247.986049585044 6239.3051228523254 2509.0238647460938 45.297999110072851 95.658677577972412 7875.7564774788916 24110.304077427834 4203.0172936469316 1470.0871985256672 433.35992050170898 7679.0533411502838 1382.2710876464844 1163.2673082649708 9044.1802726835012 | |
| leaf_count=156869 44911 11792 55262 324035 1955 40055 1519 5444 16975 17224 6823 7531 105200 111546 9265 8457 110750 32710 14091 440 386 38730 118861 21643 7419 2138 44820 8006 5478 48011 | |
| internal_value=0 -0.00401779 -0.0368697 -0.0109423 0.149346 -0.215622 -0.00344322 0.0097831 -0.00604763 0.199958 0.00579093 0.0672241 -0.00149889 -0.0457168 0.321854 0.0669902 0.038297 0.0019089 -0.181411 0.0501371 1.32174 -0.0891646 -0.0391516 0.0505651 0.0425687 0.563986 -0.281286 0.0210288 -0.121374 -0.119058 | |
| internal_weight=0 240056 197706 172662 42350.5 25044 170268 158489 146310 12179.3 142539 28691.9 140702 76382.6 13658.6 8993.64 27003.3 7914.42 11778.7 23823.5 140.957 52559.1 31986.1 26614.3 23682.5 1837.51 7887.42 3891.29 5366.28 15883.6 | |
| internal_count=1378346 1221477 1019944 876616 201533 143328 864824 796388 732553 63835 715578 147357 706617 382582 54176 46611 139826 41167 68436 119791 826 262791 157591 137871 118965 8961 46339 22097 27121 88066 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=7 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 13 10 15 10 7 1 0 11 15 12 11 4 8 15 4 11 15 11 12 2 10 13 0 4 8 13 10 15 11 | |
| split_gain=6663.1 2923.7 2799.16 1634.3 1622.76 1693.86 1308.2 1241.46 1193.99 1119.92 974.238 902.397 880.165 2209.69 873.366 869.321 858.273 842.905 774.649 713.292 649.804 584.864 556.822 532.146 802.979 2387.77 659.138 689.218 504.551 465.005 | |
| threshold=-0.30343219637870783 0.041019173339009292 -0.31592167913913721 1.0000000180025095e-35 -0.017094992101192471 0.11375 0.091350000000000015 0.039350000000000003 0.27229619026184088 -1.0000000180025095e-35 37.200275421142585 0.23331578075885775 0.098850000000000007 0.19935000000000003 1849.4188232421877 0.08765000000000002 -0.047340683639049523 432.94860839843756 0.031930701807141311 -1.0000000180025095e-35 0.029650000000000006 -0.14048352092504499 0.068576455116271987 0.15035000000000001 0.31195000000000006 0.41225000000000006 0.17400312423706057 0.010243351105600597 -1.0000000180025095e-35 0.25094909965991979 | |
| 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 29 8 5 20 -6 11 16 -9 14 -7 13 -13 17 -15 -2 18 -11 -16 -4 -22 -21 -8 25 -25 -27 -28 -10 -3 | |
| right_child=1 2 4 -5 6 7 23 9 28 10 -12 12 -14 15 19 -17 -18 -19 -20 22 21 -23 -24 24 -26 26 27 -29 -30 -31 | |
| leaf_value=-0.42827636769562821 0.35801204868912984 -1.341429144177015 -0.97388192944210228 -0.35765138470946162 0.0073350149012551165 -0.24036641266772771 -0.20405365193939365 -0.60329810257243377 -0.59101881588916894 0.45928589497812261 -0.30416001019615552 -0.814925948608476 -0.72418977267767426 -13.988309280735322 -0.61323651419662695 -5.2945575955911464 -0.18697379762529748 -0.16838683375323527 0.024710671646946115 -0.12971289131050404 0.35016849283717244 0.096322742985409326 0.65476188815513037 0.09732430920442102 -0.35142612145198282 0.10540743112045194 4.4892728987877843 11.318745609877814 0.25013239718077412 0.34515914643071804 | |
| leaf_weight=9803.3986053466797 773.54217624664307 41.12757682800293 110.75277549773455 8074.3451637374237 20026.411452770233 909.39325062930584 18463.270292602479 726.66828111000359 189.9520150385797 1033.4553330084309 2294.8600957579911 54.630058443173766 227.14496677555144 3.2752859443426159 159.16226196289062 23.554526567459106 10933.086542658042 5692.4411030458286 132411.79337718617 280.86466575693339 5445.4551536887884 3890.107931882143 1162.2896571084857 2719.003230728209 1150.8362083435059 6.3895563594996956 18.712665325030688 4.6029098462313405 2900.7035216130316 6465.4544162750244 | |
| leaf_count=134401 4387 261 715 59759 111171 4879 116157 4067 1019 5628 11749 345 1321 99 819 318 60689 34497 700834 1840 23866 19031 6673 15844 9004 46 194 111 15116 33028 | |
| internal_value=0 -0.00722714 0.0118386 -0.176715 0.00117165 0.0249585 -0.0854848 0.0115917 -0.0779852 0.0158505 0.018996 -0.491076 -1.22986 -2.6399 0.0242652 -6.35586 -0.150963 0.0200385 0.0280762 0.3913 0.230108 0.244392 0.502089 -0.168607 -0.000776978 0.146034 4.60456 5.83753 0.198435 0.334498 | |
| internal_weight=0 226193 203322 22871.6 196815 154426 42389.2 144980 14797.3 143762 143035 1218 308.605 81.4599 140740 26.8298 11706.6 139138 133445 1602.32 9446.32 9335.56 1443.15 22362.8 3899.54 2748.71 29.7051 23.3156 3090.66 6506.58 | |
| internal_count=1377868 1243467 1102497 140970 1069208 816681 252527 773069 81211 766107 762040 6962 2083 762 750291 417 65076 740959 706462 9332 43612 42897 8513 141356 25199 16195 351 305 16135 33289 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=8 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 3 0 1 0 12 15 5 11 6 11 15 1 0 0 6 13 8 4 3 8 8 3 8 0 11 11 4 13 | |
| split_gain=3999.47 1766.12 1477.61 1852.45 1382.75 1302.5 1219.85 1555.96 1044.04 1514.71 824.139 760.924 674.035 639.967 1147.14 576.594 994.12 1013.11 1442.25 675.674 535.479 529.363 514.26 852.129 682.308 634.66 991.179 664.397 630.451 611.398 | |
| threshold=-0.32828140258789057 -1.0000000180025095e-35 0.21665000000000004 0.14345000000000002 0.15465000000000004 0.13065000000000002 19.013877868652347 1.0000000180025095e-35 0.11655000000000001 0.20656382292509082 0.046750000000000007 0.24342021346092227 72.456062316894545 0.13005000000000003 0.11225 0.16695000000000002 0.23790000000000003 -0.050333183258771889 0.35335000000000005 0.24695000000000003 0.066650000000000015 0.30935000000000007 0.27015000000000006 0.14785000000000001 0.35965000000000008 0.072650000000000006 0.10483754053711893 0.075507592409849181 0.15785000000000002 0.21930013597011569 | |
| 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 5 6 8 -8 9 10 -3 12 15 14 22 -4 -17 18 -18 -19 -12 -6 23 25 -24 27 -27 -10 29 -29 | |
| right_child=1 2 11 -5 21 -7 7 -9 13 -11 20 -13 -14 -15 -16 16 17 19 -20 -21 -22 -23 24 -25 -26 26 -28 28 -30 -31 | |
| leaf_value=-0.41547355832801347 -0.55907751657766758 -0.4799011530193415 -0.2537728212148111 0.25243878744311632 -0.45418294718257346 0.4344683637067257 -0.025344733794553948 -0.43667515356753367 0.05395656560462548 0.27541159132127274 0.24898568348247618 0.028355786154994247 -0.39563169235205575 -0.11156854312890123 0.57605675876808926 -0.44498933293612847 -0.50559074126496883 0.46809430343665392 22.941802173903277 -0.020132829616980694 -0.00041415771413500613 0.039594346335327255 0.073123561444074073 -0.10457345954474122 -0.27064639159099524 -0.084056331308669532 0.1050898446489784 -0.050989774832068187 0.18609684149446695 -0.2215743233712362 | |
| leaf_weight=6095.4701843261719 1427.8441775571555 794.31204100407194 5281.0642140484415 7691.6576083898544 2264.9281659768894 1769.4296882869676 6830.8425800157711 3465.5055696414784 15235.184552571736 8772.4988555908203 2601.4888138771057 5374.9789123535156 3172.1835762881674 12319.964706820436 881.18907160777599 1135.4819116592407 1.4877137383446091 871.54922268632799 1.1728667765855787 3791.5333255752921 12463.010678045452 713.86770091950893 31911.348222162575 20661.783656556159 1511.7722425460815 9243.3846036605537 27629.496992111206 20367.979800358415 2151.3362645525485 7078.1076449882239 | |
| leaf_count=127455 11540 7109 38031 43258 15093 9538 38098 19672 86638 51796 14352 31749 39199 72659 4789 6723 18 4668 29 25003 68298 4342 179152 116196 8148 52650 142083 111196 11689 36644 | |
| internal_value=0 -0.00482342 -0.00115939 0.0119163 0.00211058 0.00753209 0.00342467 -0.163789 0.0133409 0.1087 0.0164817 -0.131959 -0.192409 -0.0024239 0.00741471 -0.134239 -0.0254238 0.0766841 9.83075 0.0711188 0.0426547 -0.335849 0.00372461 -0.0138575 0.0575744 0.00908292 0.0576742 -0.0308813 -0.0745514 -0.094982 | |
| internal_weight=0 217416 215989 196359 188667 185689 183919 10296.3 173623 24631.3 15858.8 19629.5 14254.5 148992 136672 11082.3 5801.23 4665.74 2.66058 4663.08 15064.5 2978.8 135790 102367 33423.1 81705.5 36872.9 44832.6 29597.4 27446.1 | |
| internal_count=1377815 1250360 1238820 1093400 1050142 1030707 1021169 57770 963399 141555 89759 145420 113671 821844 749185 74472 36441 29718 47 29671 82650 19435 744396 557096 187300 440900 194733 246167 159529 147840 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=9 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=6 13 3 8 5 0 9 14 15 5 9 13 13 14 15 3 4 0 0 1 0 15 15 9 9 3 15 15 9 3 | |
| split_gain=1610.6 1249.35 875.509 856.668 673.792 670.076 616.636 915.841 787.995 718.288 606.682 525.578 493.968 1260.88 1087.17 617.251 550.671 580.982 543.002 1125.75 922.398 1838.28 7058.61 3543.46 5712.91 1953.93 551.769 478.009 429.642 423.289 | |
| threshold=0.28970000000000007 0.0062705504242330798 0.11855 0.20115000000000002 0.27925000000000005 0.18825000000000003 0.10595 -0.31780718266963953 9.5000000000000018 0.093450000000000019 0.35085000000000005 0.18011140078306201 0.050635518506169326 -0.17078420519828794 1.0000000180025095e-35 0.17185000000000003 0.21695000000000003 0.14565000000000003 0.13945000000000005 0.17430000000000004 0.16385000000000002 904.57171630859386 1180.944763183594 0.32515000000000005 0.30095000000000005 0.21785000000000002 3090.3398437500005 1.0000000180025095e-35 0.19925000000000001 0.089850000000000013 | |
| 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 27 6 -4 -2 12 29 8 -8 -9 -6 -12 13 14 15 -5 17 -15 -14 26 -21 -22 23 24 -23 -26 -20 -1 -19 -3 | |
| right_child=4 2 3 5 10 -7 7 9 -10 -11 11 -13 18 16 -16 -17 -18 28 19 20 21 22 -24 -25 25 -27 -28 -29 -30 -31 | |
| leaf_value=-0.12573094333068005 0.56343841430667241 0.014385395550677213 -0.12287732441247012 0.32594234138704192 -0.33381573134380754 0.3176576088098923 -0.09713126989826025 0.36357517818362739 0.2110239567637929 0.10465485438334235 -0.09894583111579501 0.78691053626703866 -0.0051396531634755058 -0.15849362974551615 -0.41880347650364486 1.5706304301184015 -0.3324178099040116 -0.79644265091263866 0.3736903970285706 -0.31560753453488111 0.10914638222641747 5.7678125920915226 -0.39707320988888295 1.1861209139637661 13.020606870223096 55.136670905797232 3.2446962618617077 -0.43828646595262138 0.20956886001992614 -0.19891751896495818 | |
| leaf_weight=3300.8968090521521 262.29111862182617 8353.1380202770233 16359.07077363506 170.1838128361851 5895.6203680336475 1625.3469851613045 9765.6573440814391 2939.5606424771249 2634.1278157448396 30171.705820802599 1966.8045908976346 183.01716448180377 106449.64503184892 5626.4359801765531 180.22412495873868 240.17255215346813 2877.0723794698715 112.36269872263074 2700.2608064971864 1642.5937609225512 3653.3734819414094 1.3542488394305139 14.945674102753399 1.4623610898852346 0.33152499422430981 1.6265105903148649 16.839511033147573 1943.5063479049131 1913.5205144286156 3223.3848094940186 | |
| leaf_count=22467 3974 55016 96532 893 119880 10444 59527 23395 15449 168265 19568 1486 605829 36501 1516 1503 26165 581 15133 11362 20305 29 141 17 10 113 143 26111 11101 24159 | |
| internal_value=0 -0.000645455 0.00565058 -0.0151736 -0.225194 -0.00132495 0.0580276 0.0842362 -0.0316688 0.127641 -0.250905 -0.0235317 -0.00545272 -0.106062 0.604852 1.05443 -0.145936 -0.0758241 0.00431972 0.129674 -0.00414892 0.135134 4.94962 21.6859 30.7365 48.0058 0.391484 -0.24156 0.153772 -0.045007 | |
| internal_weight=0 205919 200674 143587 8307.73 127228 57087.6 45511.1 12399.8 33111.3 8045.44 2149.82 125602 11120 590.58 410.356 10529.4 7652.32 114482 8032.79 5315.69 3673.09 19.7203 4.77465 3.31228 1.95804 2717.1 5244.4 2025.88 11576.5 | |
| internal_count=1377615 1232707 1184129 838318 144908 741786 345811 266636 74976 191660 140934 21054 731342 78260 3912 2396 74348 48183 653082 47253 31977 20615 310 169 152 123 15276 48578 11682 79175 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=10 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 14 10 12 15 6 7 5 0 11 1 15 10 8 8 6 0 4 6 6 8 14 15 9 0 8 14 15 1 | |
| split_gain=1459.51 951.313 825.826 879.976 557.542 788.301 515.622 1539.45 926.187 462.974 451.548 445.38 446.166 434.134 390.988 356.65 644.047 350.671 358.447 537.188 535.335 448.561 432.141 404.192 464.357 380.115 472.949 445.677 452.691 581.901 | |
| threshold=-0.40333126485347742 -1.0000000180025095e-35 0.14263498783111575 -0.34622216224670405 19.013877868652347 1.0000000180025095e-35 0.22770000000000004 0.25905000000000006 0.22045000000000003 0.13445000000000004 0.46081557869911199 0.17545000000000002 1.0000000180025095e-35 -0.25414450466632837 0.30795000000000006 0.16195000000000001 0.18445000000000003 0.19105000000000003 0.19175000000000003 0.21470000000000003 0.18675000000000003 0.35745000000000005 -0.26271004974842066 1684.8330688476565 0.22455000000000003 0.14905000000000004 0.30065000000000003 -0.043970765545964234 860.02908325195324 0.18025000000000002 | |
| 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 -3 6 -6 7 10 9 -8 17 12 15 -12 -7 16 -9 18 19 21 22 23 -20 -5 -25 26 -22 28 -27 -30 | |
| right_child=1 2 -4 4 5 14 8 11 -10 -11 13 -13 -14 -15 -16 -17 -18 -19 20 -21 25 -23 -24 24 -26 27 -28 -29 29 -31 | |
| leaf_value=-0.37794363463284852 -0.52215450559714571 0.26052144858434106 -0.6389079234157482 0.01441374751268454 -0.024746737380801482 -0.4169347623401779 0.67735445495902113 0.20744400448139866 -0.087960144147494715 -0.21126895466455689 -0.16817255851354404 -0.33908841026974379 0.030233900168266041 -1.1348327860995502 -0.02722498461593776 0.75554126579555414 17.547884798945539 0.5693800655266561 0.64471549210127166 0.38543346795550487 -0.20419554477607407 -0.73215352749873353 0.062114460744024644 -0.073015263111766121 0.48184957179735288 0.10958683067556624 -0.014876799501573336 -0.4488986560212429 3.6972339101723146 -0.44352364374092385 | |
| leaf_weight=2623.5494995117188 877.41567270740052 3219.0828719139099 505.1662266254425 142624.6913715218 7804.8208299180978 2464.3026230545229 602.63744495995343 1.3524315023096272 21382.226264953613 193.68392045795918 1864.1321182250977 132.91647860966623 254.84687844105065 123.86687844991684 871.12045121192932 1025.347391590476 0.88644728437066067 281.0291193164885 436.32037646882236 991.67694521136582 7411.3640973865986 199.97608699277043 1176.6106391978683 613.874721089378 977.46456161141396 3005.7666988633573 5945.1388778090477 372.84900987893343 19.844197642058134 14.82171009480953 | |
| leaf_count=108072 10982 25060 8157 796779 46562 20130 4309 18 195348 1102 9977 840 1889 778 10064 7068 28 1604 2673 6664 47875 1083 6926 3601 5214 17364 34829 2127 219 164 | |
| internal_value=0 -0.00263803 -0.000409221 0.0011718 -0.00298604 -0.111695 0.00339955 0.0128869 -0.0682418 0.461221 0.00846129 0.532139 0.622436 -0.228403 -0.315153 0.769306 7.07311 0.0113313 0.0103738 0.0186905 -0.0554112 0.0161721 0.219716 0.0172098 0.267805 -0.0818732 -0.119928 0.0670369 0.130306 1.92682 | |
| internal_weight=0 205395 204518 204013 200794 11140.2 189653 167475 22178.5 796.321 166059 1415.35 1282.43 1988 3335.42 1027.59 2.23888 164071 163790 145408 18382.7 144416 1612.93 144216 1591.34 16769.8 13356.5 3413.28 3040.43 34.6659 | |
| internal_count=1377506 1269434 1258452 1250295 1225235 76756 1148479 947720 200759 5411 937877 9843 9003 10755 30194 7114 46 927122 925518 813341 112177 806677 9599 805594 8815 102578 82704 19874 17747 383 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=11 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=10 9 14 3 0 9 10 4 9 11 5 6 14 4 9 11 13 14 11 3 3 13 5 0 10 6 9 4 12 11 | |
| split_gain=1032.55 542.358 551.13 434.259 597.145 609.682 423.833 416.478 407.134 592.714 621.243 556.071 503.958 476.258 358.565 356.63 334.744 318.638 318.425 379.233 367.591 313.857 376.063 590.355 850.631 717.957 293.126 288.34 274.15 267.862 | |
| threshold=0.13528991490602496 0.54705000000000015 -0.093050464987754808 0.13335000000000002 0.074950000000000003 0.13205000000000003 -0.19683174043893811 0.15555000000000002 0.066750000000000018 -0.047340683639049523 0.080950000000000008 0.15025000000000002 -0.24508703500032422 0.15785000000000002 0.096650000000000014 0.078597482293844237 0.23147668689489367 0.14263498783111575 0.075507592409849181 0.10375000000000002 0.10155000000000002 0.078207589685916915 0.098850000000000007 0.10510000000000001 -0.1501856595277786 0.13890000000000005 0.25295000000000006 0.094250000000000014 23.680339813232425 -0.17426104098558423 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=1 2 3 4 8 -6 -3 -2 -1 11 -11 12 -10 14 15 27 18 21 20 -20 -16 22 -4 -24 -25 -26 28 -12 -21 -13 | |
| right_child=7 6 17 -5 5 -7 -8 -9 9 10 13 29 -14 -15 16 -17 -18 -19 19 26 -22 -23 23 24 25 -27 -28 -29 -30 -31 | |
| leaf_value=-0.35039893507224412 -0.007461507374891113 0.38923028109311569 0.10958892916688195 -0.014991393530986611 -0.17494220235090036 0.15442755717413145 3.216496978705722 -0.2353993182857412 0.60029486918407615 0.26096142857580418 -0.061687972883661964 1.6337501568154622 0.083408521216027778 0.17833158590429962 -0.031043895124958743 -0.9817626141940391 -0.08254514725293953 -0.63357446593026479 0.077263728942879389 -0.042180631862601105 0.24474796422907663 -0.43580375916184266 -0.29378734130237821 0.2356556507764867 0.50597773427955517 -0.18187309509314947 0.26642000069303118 -0.56488955764265669 -0.34898861470321463 -0.037261626001669754 | |
| leaf_weight=765.08387287706137 2846.6807250976562 667.30604261159897 2405.1415796497313 104461.09373158216 1560.2842689231038 14117.28584420681 13.524296678602694 6769.858943939209 1173.9155597984791 2258.7910481812432 1311.6835376014933 24.373932854272425 788.18576247990131 3262.0364176193252 2057.8593747224659 147.54424042068422 12103.702826684341 270.28958129882812 9605.6492510549724 19910.655892379582 2926.2872982025146 611.78359450399876 3098.6570501066744 2110.2453428804874 407.54717514291406 5484.7176960948855 742.17298248596489 363.59621743857861 755.74410811625421 1492.9499364607036 | |
| leaf_count=13897 22002 3673 13850 636540 8836 77883 202 163689 6516 21478 9568 208 4124 18310 13252 845 65165 5545 61320 117069 13479 3527 19179 14103 2922 43049 4157 2137 4536 7110 | |
| internal_value=0 -9.34327e-05 -0.00165509 0.00587898 0.0348057 0.121648 0.445392 -0.167925 0.0119968 0.0167021 0.00414001 0.216883 0.392659 -0.00676691 -0.018861 -0.236534 -0.0106123 -0.0958174 0.0135736 -0.00527797 0.130879 -0.0855221 -0.0696557 -0.10849 -0.0367412 -0.134297 -0.042313 -0.170901 -0.0534002 -0.0104189 | |
| internal_weight=0 194898 194217 179829 75367.8 15677.6 680.83 9616.54 59690.2 58925.1 55445.7 3479.43 1962.1 53186.9 49924.9 1822.82 48102.1 14388.4 35998.4 31014.2 4984.15 14118.1 13506.3 11101.2 8002.51 5892.26 21408.6 1675.28 20666.4 1517.32 | |
| internal_count=1378171 1192480 1188605 1086430 449890 86719 3875 185691 363171 349274 331316 17958 10640 309838 291528 12550 278978 102175 213813 187082 26731 96630 93103 79253 60074 45971 125762 11705 121605 7318 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=12 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=15 15 11 13 12 15 11 8 3 12 14 0 4 12 8 0 1 0 1 1 0 15 8 4 0 7 14 2 12 7 | |
| split_gain=700.506 606.739 554.892 550.592 405.111 403.08 350.496 440.29 320.248 610.968 530.736 299.64 297.366 292.154 284.232 281.161 474.101 449.27 611.771 550.937 692.108 421.135 488.671 1582.85 1077.52 848.376 596.004 505.109 441.638 402.636 | |
| threshold=590.04235839843761 -1.0000000180025095e-35 -0.54296070337295521 0.036751858890056617 14.571067810058596 1684.8330688476565 0.23834952712059024 0.16605000000000003 0.057750000000000003 8.5355339050292987 -0.40423633158206934 0.013350000000000002 0.16975000000000004 -1.0000000180025095e-35 0.49955000000000005 0.1721 0.17430000000000004 0.12145000000000002 0.14325000000000002 0.11565000000000002 0.10265000000000001 1.0000000180025095e-35 0.42445000000000005 0.33315000000000006 0.19105000000000003 0.38545000000000007 -0.20731095969676969 0.27530000000000004 1.0000000180025095e-35 0.22205000000000003 | |
| 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 -2 5 -5 11 -8 9 -9 -11 -4 13 -7 15 16 17 19 -19 20 -13 22 28 24 -24 27 -27 -26 -17 -20 | |
| right_child=3 2 6 4 -6 12 7 8 -10 10 -12 14 -14 -15 -16 21 -18 18 29 -21 -22 -23 23 -25 25 26 -28 -29 -30 -31 | |
| leaf_value=-0.51423441526773861 -0.47879467349896193 -0.41817066736044617 -0.67542148416364256 -0.14433951778578677 -0.34821188696049249 -0.61659888187731238 0.24797118867637072 -0.91490654280940764 0.026510120764604069 -19.056307435696638 -2.2465920383717117 -0.0037684934114264007 -0.078155186766608542 0.36183125942334932 -0.52132869333488685 0.29445524856777699 -0.17839133065190152 0.43550738127937633 -0.071766490851258802 -0.10502698935927848 0.74480353365066088 -0.22763974914165219 0.79125622475415669 -0.21697120156797678 5.2479661207769253 7.9539303202974843 23.888701147305735 1.6539734496104499 -0.0083707403908590411 0.19224054342385513 | |
| leaf_weight=565.94052909870516 1089.2346133858664 774.38370383530855 169.35334771298221 3432.6887633977458 1295.0885101333261 81.826171875 2308.8463886976242 8.011200628243385 71186.209635421634 0.97129768785089254 0.9090320337563742 86191.942417002283 949.04290425777435 1128.5086105475202 271.0194131731987 2069.8215871143693 4237.7466783449054 1223.4481349345297 3219.5975916013122 14952.753168207593 309.8883900474757 858.90955842495168 43.517550494521856 129.92885780334473 23.245512378402054 1.9457835126668217 0.84019617550074954 16.871924540959299 2878.1645987899974 2618.9280050173402 | |
| leaf_count=10796 22927 61707 1588 26090 10736 534 27053 110 410123 26 25 536860 7031 5679 2927 12710 41306 6886 19463 112681 1785 14458 343 1266 338 38 35 183 18122 23641 | |
| internal_value=0 0.00271879 0.00423077 -0.14847 -0.0962276 -0.0378696 0.00592803 0.0330835 0.0261148 -2.81868 -10.9298 -0.0108149 0.131382 0.295683 -0.00986949 -0.00870248 -0.014325 -0.00791791 0.114023 -0.0164059 -0.00108677 0.0965498 0.150468 0.886009 2.54428 4.32239 12.7595 3.73646 0.118306 0.0466565 | |
| internal_weight=0 194063 193497 7976.39 6887.15 5592.07 192723 73504.9 71196.1 9.89153 1.88033 119218 2159.38 1210.33 119049 118778 112754 108517 7061.97 101455 86501.8 6023.25 5164.34 216.35 86.421 42.9034 2.78598 40.1174 4947.99 5838.53 | |
| internal_count=1377467 1304470 1293674 72997 50070 39334 1231967 437337 410284 161 51 794630 13244 6213 793042 790115 742622 701316 49990 651326 538645 47493 33035 2203 937 594 73 521 30832 43104 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=13 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=2 10 9 1 9 2 3 15 10 8 9 0 9 0 10 0 10 3 11 15 0 11 13 3 11 1 13 9 0 11 | |
| split_gain=478.905 431.433 1846.96 984.886 394.009 360.405 404.533 525.962 331.054 314.667 799.934 298.144 286.203 443.615 270.344 262.783 309.684 250.239 243.436 239.084 279.956 398.01 392.589 299.254 376.803 298.166 279.917 244.551 408.248 307.048 | |
| threshold=0.25230000000000002 0.27057082951068884 0.28155000000000002 0.20195000000000005 0.38215000000000005 0.03525000000000001 0.065150000000000013 10.500000000000002 0.19500004500150683 0.19845000000000004 0.17685000000000003 0.035950000000000003 0.086350000000000024 0.041350000000000005 -0.17617762833833692 0.22690000000000002 0.0075799694750458011 0.24955000000000002 0.65320628881454479 14.071067810058596 0.059250000000000004 -0.047340683639049523 0.086487427353858962 0.10085000000000001 -0.21309175342321393 0.075850000000000015 0.019939414225518707 0.041250000000000009 0.051250000000000011 -0.2447886914014816 | |
| 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 14 3 -3 5 18 7 8 9 -7 -11 -10 13 -8 -2 -14 -17 -5 -1 20 27 22 23 24 25 26 -22 28 -15 -30 | |
| right_child=1 2 -4 17 -6 6 12 -9 11 10 -12 -13 15 19 -16 16 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31 | |
| leaf_value=-0.31287878687256615 0.20243723566692734 33.800520766336895 45.377123564494255 16.074446639411331 0.2707912375107781 0.24092409582505289 -0.53605385369029135 -0.44820923945285557 -0.13519667955874698 3.0972038021827188 -14.948006135363844 1.5048829149908796 -0.0014281475129773854 -0.08186118126624542 -0.29173675178609526 2.3517641938298479 -0.058591840974955539 -0.5008088767143043 6.8529469440765363 -0.48524535694104937 4.1413169186215377 -0.16772373252701397 0.0053064566802919376 -0.022055853689274575 0.91132066425809133 1.5240388071958957 11.847334698455743 -0.17092924950022684 4.7800509798357718 0.01963479796622665 | |
| leaf_weight=985.70595064057852 316.64630460739136 0.23323037242516775 0.26156689506024111 0.24132555397227395 1324.1917114257812 2009.7598027768545 592.83963805812527 275.94354384578764 38.697106479667127 1.3023579819127911 1.1621912848204372 97.595318175852299 187466.70877597012 28.540749692358077 2196.8460500915535 25.832076536491513 27.525203993543983 4.0347442203201354 1.1866302490234364 309.41260004695505 4.0737678864970785 495.49988529412076 300.06226872652769 87.190876047126949 254.62590262386948 7.1104968413710594 1.6580935446545479 1828.8164119720459 9.8319704793393594 5.1677117235958567 | |
| leaf_count=33758 1866 19 18 19 7803 18608 13800 3963 455 14 32 874 1227767 352 35364 230 346 380 17 4776 49 2839 3458 964 1405 75 46 17983 249 42 | |
| internal_value=0 -0.220465 4.52978 2.16039 -0.001026 -0.00287319 -0.00133897 0.201619 0.28508 0.234 -5.41226 1.03922 -0.00390924 -0.137538 -0.229481 -0.00111237 1.10834 0.434637 -0.304263 -0.0666321 -0.0237798 0.170367 0.426237 0.782369 1.0446 3.68713 6.37049 -0.143047 1.02807 3.13999 | |
| internal_weight=0 2518.26 4.77087 4.5093 196180 194856 193869 2424.46 2148.52 2012.22 2.46455 136.292 191445 3924.83 2513.49 187520 53.3573 4.27607 986.893 3331.99 3022.58 1150.22 654.721 354.659 267.468 12.8424 5.73186 1872.36 43.5404 14.9997 | |
| internal_count=1377571 37666 436 418 1339905 1332102 1298327 23946 19983 18654 46 1329 1274381 46038 37230 1228343 576 399 33775 32238 27462 8836 5997 2539 1575 170 95 18626 643 291 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=14 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=10 2 3 3 3 0 1 8 1 14 13 8 15 14 3 0 8 15 2 6 0 1 0 1 0 12 14 5 5 10 | |
| split_gain=1236.93 174922 807396 1.34292e+06 1.85512e+06 442039 736402 44993.1 511.409 347.515 339.75 303.355 294.669 275.352 346.665 317.399 354.069 315.199 259.925 253.374 316.016 942.351 894.69 383.546 361.4 405.603 345.627 323.317 311.23 299.067 | |
| threshold=0.27057082951068884 0.25230000000000002 0.26525000000000004 0.25695000000000007 0.24955000000000002 0.15425000000000003 0.22110000000000005 0.37745000000000006 0.22650000000000001 -0.23086053878068921 0.2412843853235245 0.054150000000000011 -9.4999999999999982 -1.0000000180025095e-35 0.070650000000000004 0.095250000000000015 0.16605000000000003 1.0000000180025095e-35 0.065350000000000005 0.31010000000000004 0.15685000000000002 0.16365000000000005 0.13745000000000004 0.19165000000000001 0.18545000000000003 -1.0000000180025095e-35 -0.13456770032644269 0.21445000000000003 0.30085000000000006 -0.044770665466785424 | |
| 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=9 11 3 4 -3 6 -4 8 -7 -1 12 -2 -11 14 -14 -15 17 -17 -16 20 21 22 -20 -22 -25 -26 -23 29 -21 -24 | |
| right_child=1 2 5 -5 -6 7 -8 -9 -10 10 -12 -13 13 15 18 16 -18 -19 19 28 23 26 27 24 25 -27 -28 -29 -30 -31 | |
| leaf_value=0.020028731557762702 -0.61686484820635989 -6622.5606679993653 -2628.8080616173092 -111.5769701205804 -0.50030126197664171 -34.414589745624788 -0.50036729853759265 -303.69658747043428 -0.50044906878504347 -0.52840858526165801 -0.7379042684117878 -0.14647041450587872 0.16022383654171043 -0.54392198564193706 -0.27429115124549092 0.50811919732142707 -0.41769759999411932 -0.50441336668605508 -0.023285329077411751 1.2380664786429267 0.1618430408320311 -0.12466112478158724 0.28809904644356732 -0.15879711351162751 2.222142992007647 0.08360606987917249 -0.40102642778348846 0.61433326128093324 -0.29250894865753085 -0.15684033981375217 | |
| leaf_weight=88812.532032847404 416.54338453159994 0.023554476443677586 0.044135625415947621 0.072023713029921055 0.019194529391825199 0.11794788641698772 0.067269497085362673 0.13193016684537706 1.9314052009722216 285.54712519350869 165.59468358755112 1934.4706669765585 2689.4641100503504 535.01001266059757 1007.8691419605166 320.49373179511167 345.06785105913877 101.1092020960059 82700.742310901172 34.196252996101975 5217.5657352283597 2560.4490365982056 1596.7521370649338 2670.3656783737242 22.36010280251503 2637.9397778846323 2026.8515164246783 547.92287031468004 1155.4654378890991 494.66217224765569 | |
| leaf_count=563939 4796 39 39 13 4 15 12 25 315 8649 1048 122331 22012 9059 7451 1693 2685 1744 482968 506 30052 24713 9517 21977 216 19487 19924 3200 16949 2577 | |
| internal_value=0 -0.367754 -135.075 -1429.23 -3649.22 -70.2887 -1041.76 -20.6724 -2.45233 -0.00309709 -0.0222714 -0.229813 -0.0211633 -0.0198054 -0.0169817 -0.248363 -0.0421117 0.265293 -0.0216235 -0.0191187 -0.0164026 -0.0260063 -0.0141395 0.0654722 -0.028854 0.101581 -0.24677 0.272435 -0.248513 0.182862 | |
| internal_weight=0 2353.42 2.40746 0.114773 0.042749 2.29269 0.111405 2.18128 2.04935 195928 107115 2351.01 106950 106664 105363 1301.68 766.671 421.603 102673 101665 100476 89927.4 85340.1 10548.2 5330.67 2660.3 4587.3 2639.34 1189.66 2091.41 | |
| internal_count=1377955 127589 462 56 43 406 51 355 330 1250366 686427 127127 685379 676730 661549 15181 6122 3437 639537 632086 614631 542899 498262 71732 41680 19703 44637 15294 17455 12094 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| end of trees | |
| feature_importances: | |
| DIST_CROPS_COVER=74 | |
| BADI=47 | |
| S2_B02=45 | |
| NBR=40 | |
| S2_B03=33 | |
| NDVI=33 | |
| S2_B05=28 | |
| NDWI=23 | |
| S2_B11=21 | |
| S2_B12=21 | |
| S2_B06=19 | |
| S2_B08=18 | |
| S2_B07=17 | |
| SLOPE=13 | |
| S2_B04=12 | |
| S2_B8A=6 | |
| 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 | |