| 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=[0:1.0311999999999999] [0:1.1719999999999999] [0:1.1344000000000001] [0:0.86439999999999995] [0:0.79690000000000005] [0:0.82220000000000004] [0:1.3448] [0:0.88670000000000004] [0:1.5799000000000001] [0:1.6541999999999999] [-5:0.88892334699630737] [-5:3.2882168292999268] [-127:361.24783325195312] [-5:0.99957525730133057] [-5:0.99772727489471436] [-128:5812.486328125] | |
| tree_sizes=3521 3514 3502 3493 3496 3530 3510 3493 3450 3467 3486 3522 3493 3450 3467 | |
| 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 14 15 13 10 15 1 1 1 2 10 1 15 13 15 | |
| split_gain=1.65071e+06 614003 213048 160220 67909.7 47810.2 45566.7 41499.5 37971.6 35035.8 24216.9 21784.2 33468.3 16495.6 16407.2 15642.2 14291.9 17969.1 11704.2 8732.72 8648.29 8336.42 6623.31 6454.38 6451.56 6137.12 5992.72 5875.05 4359.78 4220.75 | |
| threshold=0.15795000000000003 0.076065897941589369 1.0000000180025095e-35 -0.2007016837596893 0.091950000000000018 10.500000000000002 0.21610000000000004 -0.052772685885429375 1.0000000180025095e-35 -0.17693724483251569 0.10205000000000002 1.0000000180025095e-35 -0.036984296515583985 0.12765000000000001 510.04901123046881 0.29989300668239599 -0.10618468374013899 -1.0000000180025095e-35 0.087826494127511992 -0.12839890271425244 -1.0000000180025095e-35 0.11425 0.13405000000000003 0.14985000000000001 0.12325000000000001 -0.12839890271425244 0.089150000000000021 -1.0000000180025095e-35 0.027988290414214138 -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 7 4 5 13 18 11 -1 10 14 -9 12 16 20 26 22 21 -18 29 -15 -3 25 24 -14 -6 -5 -4 -17 -19 -2 | |
| right_child=3 2 9 6 15 -7 -8 8 -10 -11 -12 -13 23 19 -16 27 17 28 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-1.7302659418601065 -1.8456912664426663 -1.7523961520258362 0.27570212881004652 -0.45390511207256445 -0.1936302602783968 -1.4154395213220552 -1.7977415349839534 0.058100275031127691 -1.753604507843447 -1.5553693381770857 -1.0750746844340087 -1.7202520313274481 -1.705864087947746 0.58660250494023303 -1.2700167552002233 -1.8456912664426663 -1.8456912664426663 -0.49475158230309546 0.45087854012289652 -0.035903020827209975 0.84484203004666791 -1.3231757137431288 0.69481556818288448 -0.85796385344559556 -0.81864529444245759 -1.1085723460258965 -0.74830482395872822 0.38349578449946842 0.42173122325259338 -0.32168371792937211 | |
| leaf_weight=39662.816513061523 501.79101747274399 321.56024661660194 6080.202430665493 6090.0158996582031 9438.2249980866909 7321.2951155304909 417016.6726988405 9113.7676119804382 9501.9089965820312 13273.191596925259 9768.1498357504606 49621.635481774807 34528.624540790915 17713.115777015686 3455.0774112045765 302.46649168431759 1570.5059547573328 2098.5491279363632 10134.680682986975 8261.4567537307739 98477.502509757876 22258.724477216601 1323.3580619543791 2400.4603755176067 7339.5030157417059 8685.1610631495714 1867.6193397194147 12960.556327834725 3400.1165668815374 4801.6505424082279 | |
| leaf_count=222267 2812 1802 34073 34128 52891 41028 2336926 51081 53248 74382 54740 278076 193495 99263 19362 1695 8801 11760 56794 46296 551861 124736 7416 13452 41130 48671 10466 72630 19054 26907 | |
| internal_value=-1.19422 -0.119713 0.362085 -1.663 0.577848 -0.363107 -1.71701 -1.39995 -0.938371 -1.00316 -0.528123 -1.45935 -1.29959 0.743173 -0.360367 -0.0798501 -1.00554 -0.354072 0.135946 0.388609 0.836389 -1.1299 -0.382103 -1.65075 -0.467046 -0.838732 0.0350758 0.332659 0.0719583 -0.465879 | |
| internal_weight=0 248860 180814 570430 156138 22759.4 547670 68046.6 28383.8 24676.1 18881.9 130654 81032.2 124774 11402.9 31364.1 44103.1 7069.17 15438.1 25974.6 98799.1 37033.9 18101.1 36929.1 16777.7 14775.2 7947.82 13263 5498.67 5303.44 | |
| internal_count=4591243 1394603 1013267 3196640 874984 127541 3069099 381336 159069 138283 105821 732173 454097 699222 63901 175762 247150 39615 86513 145559 553663 207535 101437 206947 94021 82799 44539 74325 30814 29719 | |
| is_linear=0 | |
| shrinkage=1 | |
| Tree=1 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 1 15 10 11 4 15 6 15 15 1 15 10 13 1 9 5 10 15 15 1 11 6 1 11 3 8 11 15 | |
| split_gain=367458 92319.4 37587.8 24548.9 23739.2 18321.4 13307.8 13179.6 12443.7 10720.5 7782.86 25189.2 9159.15 7008.57 5455.65 5049.95 4675.14 5033.9 4577.83 4555.3 4443.29 3570.6 3353.84 3024.96 2930.6 3515.52 3314.82 2853.09 2777.37 2294.06 | |
| threshold=0.19245000000000004 0.14457303285598758 0.10025000000000002 1.0000000180025095e-35 -0.16797821968793866 -0.15333108603954312 0.12875000000000003 22.680339813232425 0.23810000000000001 439.04498291015631 1.0000000180025095e-35 0.16065000000000004 -1.0000000180025095e-35 -0.27728438377380366 0.038334693759679801 0.082750000000000004 0.062150000000000004 0.11945000000000001 0.03363305144011975 -1.0000000180025095e-35 40.500000000000007 0.17505000000000001 0.27351988852024084 0.21610000000000004 0.14325000000000002 0.37088760733604437 0.15105000000000005 0.27335000000000004 0.54368758201599132 -1.0000000180025095e-35 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=1 3 9 5 13 -1 15 19 10 16 11 18 -13 -2 -14 29 -3 -18 -6 -4 -15 -16 -19 -23 25 26 -21 -9 -11 -7 | |
| right_child=4 2 7 -5 8 6 -8 27 -10 28 -12 12 14 20 21 -17 17 22 -20 24 -22 23 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.50652164263686139 0.76736522537209673 -0.65045821190316766 -0.69710872551149661 -0.51390625813601787 -0.23013721219316982 -0.89962825542562863 -0.093345803997405302 -0.47871388033369994 -0.54391568822164238 -0.24169724388391167 -0.5123899923563715 -0.60903210796582652 0.13045210230772966 0.13736553013665928 0.66179411786354547 0.0043178674127996985 0.6766250667239011 0.38265997599781582 -0.51315495752709073 0.3202054156480344 -0.35855991389014941 0.69374399578979984 0.58887098779942537 1.9046249249621885 0.7140008113003653 0.5084083455609596 -0.0099094259211230835 0.065823467404791655 1.4606794676322239 0.51741222208965942 | |
| leaf_weight=12782.020637512207 2992.9079360961914 758.52752994000912 1286.7445625662804 28735.280035927892 30462.845690101385 289.25714915990829 27746.044556587934 9777.004234790802 236324.09874489903 4736.0338414907455 40439.192731231451 1582.5581253170967 2800.7441523522139 11592.584487944841 3421.9008568674326 6633.4929858595133 87880.615061655641 33488.358758926392 26909.382935315371 14053.839861258864 7399.5642165839672 801.54123687744141 47951.467956542969 1446.6558151245117 3250.4718282520771 8302.0188500881195 16570.943933144212 3190.4166736900806 252.35219573974609 22684.027788564563 | |
| leaf_count=99463 13721 5094 8115 218469 203869 1466 156239 68990 1938225 29904 322140 11828 15377 60288 20136 32385 418832 149042 213259 62597 54219 3546 213293 11865 14494 34792 82627 21660 1337 103971 | |
| internal_value=0 0.279774 0.452507 -0.12467 -0.447511 0.0348053 0.155449 0.0976438 -0.479687 0.566894 -0.338965 -0.234952 0.495109 0.0562149 0.701389 0.388607 0.588084 0.593632 -0.362881 0.229628 -0.0558528 0.983404 0.504076 1.47291 0.257901 0.219816 0.141582 -0.34474 -0.155578 0.49957 | |
| internal_weight=0 330369 231499 98870.1 366174 70134.8 57352.8 56431.4 344189 175067 107865 67425.6 10053.4 21985.1 8470.84 29606.8 170079 169320 57372.2 43464 18992.1 5670.1 81439.8 2248.2 42177.3 38926.8 30624.8 12967.4 4988.39 22973.3 | |
| internal_count=4591243 1722770 1110777 611993 2868473 393524 294061 293275 2740245 817502 802020 479880 62752 128228 50924 137822 786261 781167 417128 202625 114507 35547 362335 15411 194510 180016 145224 90650 31241 105437 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=2 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 3 14 10 15 14 0 11 0 2 14 10 15 11 4 2 15 3 11 15 10 10 10 15 14 15 0 14 15 | |
| split_gain=173598 42763.1 30936.4 12680.5 12572.2 11593.9 9906.55 13482.6 7364.85 7215.97 10947.8 6068.56 4625.28 4594.15 4323.15 4095.14 3895.7 3735.39 3329.76 3024.86 2695.7 2326.1 2309.22 2244.91 2183.21 2452.47 1989.26 1892.28 1845.06 1763.79 | |
| threshold=0.20475000000000002 0.0084624858573079127 0.11905 -0.067531120032072053 -0.06300040706992148 1.0000000180025095e-35 -0.19367372989654538 0.13525000000000001 0.2473210543394089 0.14765000000000003 0.22550000000000001 -0.11612751707434653 -0.19791898876428601 1.0000000180025095e-35 -0.21308435499668119 0.14515000000000003 0.15885000000000002 1.0000000180025095e-35 0.08975000000000001 0.31252956390380865 -1.0000000180025095e-35 0.092364329844713225 -0.267571210861206 -0.25440667569637293 -1.0000000180025095e-35 -0.10827573388814925 414.60816955566412 0.13325000000000004 -0.33182895183563227 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 14 3 12 5 9 8 11 -4 16 20 15 -3 24 -1 -8 -2 18 -16 -7 -11 -6 -10 -17 -9 -26 -24 -20 -14 -5 | |
| right_child=4 2 6 29 21 19 7 13 22 10 -12 -13 28 -15 17 23 -18 -19 27 -21 -22 -23 26 -25 25 -27 -28 -29 -30 -31 | |
| leaf_value=-0.52096465126435054 0.1299070517637646 0.55606053560464164 0.019301915415456613 0.0091960537161849491 -0.40555199396429303 -0.48387662041176321 0.14255547628835341 -0.62152172528255223 0.54846359374448928 -0.57695678496390601 -0.29248129294732328 -0.44791366413913258 0.13743290124293434 -0.36204784391412242 0.28574151072778992 0.31372288014590333 -0.3271977738621531 -0.48134550283763489 -0.23046317286522477 -0.016294726512203088 0.84393962553239354 -0.52800746527327458 0.30585527247797251 -0.23490181312862068 1.7894026510032832 0.69155163821397914 -0.15320162476075092 0.52002077350615195 0.39456040864852943 -0.54672134544168904 | |
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| leaf_count=21949 26898 93844 134572 8855 113574 48262 62589 721 44099 592 8680 40705 33440 2106 22244 8235 36663 12177 44832 9791 26564 173771 146327 81491 3038 22993 5324 3873 138369 6160 | |
| internal_value=0 0.16279 0.240134 0.426707 -0.412625 -0.225163 0.0780314 -0.0732433 0.197677 -0.00561149 0.338191 -0.161124 0.46357 0.561453 -0.300385 -0.0614628 -0.173991 -0.185643 -0.0732187 -0.429252 0.761798 -0.484356 0.332774 -0.188852 0.73067 0.795654 0.271211 -0.187162 0.353053 -0.296626 | |
| internal_weight=0 298427 255725 118889 233739 64686.4 136836 60430.3 76405.6 31162.7 10244.7 53080.7 113123 7349.6 42702.6 39391.8 20918 28090.5 20352.5 33523.6 6128.43 169053 43477.1 24250 6211.45 5926.63 33823.2 15448.7 51539.3 5765.17 | |
| internal_count=1382738 937943 832868 280668 444795 157450 552200 221878 330322 99397 35836 193020 265653 28858 105075 152315 63561 83126 70949 58053 27156 287345 195750 89726 26752 26031 151651 48705 171809 15015 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=3 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 3 13 12 10 15 4 0 0 2 3 0 10 14 11 14 6 0 13 10 1 13 10 15 14 11 15 15 15 | |
| split_gain=83721 21397.8 15430 9643.27 8286.02 7774.23 6988.03 6005.44 5242.16 4785.51 6490.74 4353.4 3590.18 2886.27 2485.73 2385.51 2291.35 2196.07 2185.37 2062.12 1869.75 2756.63 1860.86 1758.87 1625.98 1601.73 1600.68 1560.26 1399.18 1379.13 | |
| threshold=0.21415000000000003 0.18295558542013171 0.11015000000000001 0.023105503059923652 23.680339813232425 0.013457859866321089 1.0000000180025095e-35 0.13775000000000001 0.13125000000000003 0.15125000000000002 0.2351 0.17025000000000004 0.14225000000000002 -0.29420061409473414 0.070649817585945143 0.29989300668239599 -0.16853562742471692 0.19965000000000002 0.12285000000000001 0.07380265370011331 0.10104314610362054 0.098650000000000002 0.0060913767665624627 -0.29420061409473414 2044.9113769531252 -0.37773375213146204 -0.24473578482866284 1.0000000180025095e-35 422.98286437988287 453.26589965820318 | |
| 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 14 -1 11 6 9 26 20 17 22 13 16 -4 25 -8 -13 -2 19 -15 21 -9 -11 -19 28 -3 -5 -6 -21 -27 | |
| right_child=5 2 4 7 27 -7 15 8 -10 10 -12 12 -14 18 -16 -17 -18 23 -20 24 -22 -23 -24 -25 -26 29 -28 -29 -30 -31 | |
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| internal_value=0 0.0933665 0.209799 -0.0785002 0.105549 -0.374247 -0.246088 -0.0141331 -0.125726 -0.0908739 0.176713 0.143319 -0.0751897 0.192037 0.441987 -0.416691 -0.14947 -0.220297 0.161675 0.14938 -0.173542 -0.127719 0.475105 -0.270779 0.188903 0.453473 0.133605 -0.393117 0.181668 0.472489 | |
| internal_weight=0 267327 159364 107963 109983 149110 65974.7 91066.3 51879.5 34545.4 11261.6 102239 18638.9 83600.1 49381.2 31429.3 16722.8 23283.8 75533.1 73986.8 47573.6 39196.9 6960.5 21012.8 60438 48868.9 39186.8 7743.85 59971.3 46803.6 | |
| internal_count=1389521 989760 594639 395121 489815 399761 191988 344545 186487 116971 43754 463929 76833 387096 104824 75017 68784 73217 355499 349892 170051 150973 33061 63110 289326 102997 158058 25886 287074 96180 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=4 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 13 10 10 4 15 15 0 15 10 15 15 13 13 0 2 10 6 11 0 5 15 15 7 9 9 4 11 6 7 | |
| split_gain=41098 10818.4 13861.5 5622.12 5543.16 5139.6 3617.64 3782.9 3556.61 3189.43 3035.7 2616.5 2369.03 2288.28 2045.39 2608.72 1914.41 1794.2 1735.92 1419.29 2180.23 1372.16 1485.73 1302.47 1238.04 1211.23 1157.51 1061.03 1608.04 1845.86 | |
| threshold=0.22335000000000002 0.039690202102065093 -0.23955909162759778 0.079533975571393981 0.10475000000000002 1.0000000180025095e-35 -1.0000000180025095e-35 0.12845000000000004 31.811388015747074 0.1254924759268761 -1.0000000180025095e-35 221.67971801757815 0.11769796907901765 -0.11519449576735495 0.16065000000000004 0.24390000000000003 -0.30777214467525477 0.21190000000000001 0.29989300668239599 0.13025000000000003 0.10405000000000002 1.0000000180025095e-35 3104.063110351563 0.11575000000000001 0.42725000000000007 0.062150000000000004 0.13255000000000003 0.21189287304878238 0.15045000000000003 0.18825000000000003 | |
| 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 5 16 8 25 10 -6 9 14 11 -1 12 26 -12 17 -16 -3 -2 -10 20 -15 -9 -23 -18 -19 -4 -8 28 29 -14 | |
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| internal_value=0 0.049675 0.0892286 -0.337709 0.0282945 -0.229106 -0.00571111 0.0032244 -0.226214 -0.0130447 -0.0554235 0.00467977 0.0242176 0.0183054 -0.124016 0.0610839 0.35399 -0.209985 -0.394766 0.0827671 -0.0191343 0.389769 -0.169946 0.263477 -0.262973 0.261677 -0.062763 0.0780577 0.0329741 0.155491 | |
| internal_weight=0 245277 214801 94978.5 174614 30476.1 152407 150384 51617.7 144310 17765.3 136546 126469 15759.9 32134 10191.3 40187 21942.7 19483.8 14141.1 10001.9 6073.8 927.738 23808.9 19292.8 22206.9 48352.8 78115.8 48866.2 17300.4 | |
| internal_count=1379107 1018388 900769 360719 764982 117619 689422 681521 193493 655131 76911 628386 591991 69098 122066 41487 135787 80579 71427 63646 43994 26390 2729 96532 67977 75560 228654 363337 218390 80399 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=5 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 10 3 15 3 15 15 12 11 6 11 14 15 11 1 14 5 15 7 15 13 15 13 1 13 2 13 14 14 15 | |
| split_gain=20932.9 9650.71 6460.06 3380.88 2777.43 2665.02 2111.1 2024.32 2023.48 1977.4 1603.59 1416.18 1400.58 1362.77 1340.32 1305.61 1232.38 1075.58 928.372 2443.23 831.493 851.309 806.804 822.067 1466.88 808.189 2083.73 759.684 742.597 1563.48 | |
| threshold=-0.18928791582584378 -0.22020591795444486 0.16595000000000001 44.860679626464851 0.10205000000000002 -1.0000000180025095e-35 -1.0000000180025095e-35 31.811388015747074 0.035275297239422805 0.27070000000000005 0.29676240682601934 -1.0000000180025095e-35 361.69311523437506 0.57730111479759227 0.091050000000000006 -0.029448174871504303 0.10735000000000001 -1.0000000180025095e-35 0.19795000000000004 9.5000000000000018 0.054871557280421264 332.20770263671881 -0.0063525033183395854 0.15065000000000003 0.076281536370515837 0.18685000000000004 0.071378830820322051 -0.1671260595321655 -0.38768714666366572 9.5000000000000018 | |
| 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 5 6 11 -3 -4 13 14 22 -5 -2 16 17 15 -7 -10 -6 28 -20 21 -19 -8 25 -25 -24 -27 -26 29 -18 | |
| right_child=1 2 3 10 7 8 9 -9 12 -11 -12 -13 -14 -15 -16 -17 18 20 19 -21 -22 -23 23 24 27 26 -28 -29 -30 -31 | |
| leaf_value=-0.44314969656656117 0.41600176948424605 -0.63714798545627249 -0.54231824030920162 -0.41246215193785124 -0.84358429310579996 0.025540088449698323 -0.56916466073512639 -0.42380636848405884 0.22991821290785394 -0.27788996696906293 -0.048237593497019518 -0.49583160401971427 -0.22233773450272373 0.55237105558175148 -0.2354881637920998 -0.49210073753811484 -0.45969944312185901 0.042991956683218341 0.065674139065460921 0.57622198793044144 0.16598843290341697 -0.52169256498831429 -0.093576840175173925 -0.036278698185367282 0.040867921772816389 2.3926487295511198 0.0019182463346489121 0.43653578661639819 0.03777873419215981 0.31512748181069622 | |
| leaf_weight=29725.104766845703 13713.005150668323 1535.2890764735639 2581.7110258489847 15927.772155597806 283.84343060106039 17174.303517047316 683.7689796295017 1605.6235860958695 10657.340024974197 10046.93753182888 3729.6374835968018 439.46703351289034 4298.5711549185216 1988.5226697921753 10409.588078398257 1311.1324508413672 2064.8958644755185 3008.6179461702704 12261.236298454925 2896.9821397829801 26405.12800084427 857.72626434639096 23713.044795760885 11225.032863251865 1957.5644353032112 117.08351857960224 411.36150008440018 3190.120233528316 73150.872484412044 950.87504632025957 | |
| leaf_count=169996 40806 6681 9397 77981 1322 82901 2923 7470 39403 49889 13649 1956 17465 7705 45459 6265 10431 14654 62279 13986 132308 3802 112928 54089 8981 856 1760 16707 359358 4655 | |
| internal_value=0 -0.000102141 -0.0463941 -0.165843 0.201442 0.0178989 -0.101136 0.124257 0.0253387 -0.0789525 -0.343357 0.387687 0.0572361 0.151297 -0.0919851 -0.0111751 0.0690202 0.125195 0.0502439 0.163248 0.134279 -0.0822801 -0.0305552 -0.0214873 0.0650701 -0.0799482 0.531614 0.286071 0.0277544 -0.215396 | |
| internal_weight=0 258597 210295 73584 48301.9 136711 53926.6 34149.5 135176 51344.9 19657.4 14152.5 106281 32543.8 28895 18485.4 101982 30555.3 91324.9 15158.2 30271.5 3866.34 41298 40614.2 16372.7 24241.5 528.445 5147.68 76166.6 3015.77 | |
| internal_count=1378062 1208066 998043 349160 210023 648883 257530 167261 642202 248133 91630 42762 507577 159791 134625 89166 490112 152086 450709 76265 150764 18456 198244 195321 79777 115544 2616 25688 374444 15086 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=6 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 10 15 12 11 3 10 0 3 1 0 14 10 13 0 5 15 0 14 9 5 13 15 12 0 1 7 13 7 | |
| split_gain=11879.8 4886.41 4655.14 3555.71 2108.05 2633.27 2107.21 1758.4 1440.74 2035.36 1951.89 4268.23 1231.28 1064.02 1211.82 1337.44 904.427 878.957 811.226 793.911 776.415 765.048 755.336 762.816 822.994 754.924 862.388 749.228 741.45 683.477 | |
| threshold=-0.26150512695312494 80.811286926269545 -0.26321625709533686 -1.0000000180025095e-35 14.571067810058596 0.21189287304878238 0.12955000000000003 -0.010236039292067288 0.14125000000000001 0.21325000000000002 0.14605000000000004 0.12085000000000001 -0.22820137441158292 -0.16589117050170896 0.086716879159212126 0.11065000000000001 0.095350000000000004 -1.0000000180025095e-35 0.15125000000000002 -0.16273009032011029 0.25475000000000009 0.28525000000000006 0.035464260727167136 1714.0006103515627 -1.0000000180025095e-35 0.16545000000000001 0.17505000000000001 0.11245000000000001 0.01075682044029236 0.11245000000000001 | |
| 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 17 -4 5 -3 13 8 10 -10 11 12 -8 27 15 16 -15 -2 -9 -12 -13 -20 -7 -24 -25 26 -11 -5 -27 -19 | |
| right_child=1 4 3 6 -6 22 7 18 9 25 19 20 -14 14 -16 -17 -18 29 21 -21 -22 -23 23 24 -26 28 -28 -29 -30 -31 | |
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| leaf_weight=16732.828979492188 203.4225656427443 10996.693518210202 2813.597156399861 3922.5816420987248 7312.3369984030724 1681.600112374872 35145.12354090251 16345.972983837128 5235.5880011767149 463.67499402165413 3471.0674822758883 1424.0782458558679 38885.368679625914 3458.638196926564 43465.847654346377 193.01796993613243 7541.0856697261333 5473.2772470861673 2289.1044139862061 3688.9132382664829 275.95000237971544 1799.5709896087646 10011.217218108475 182.33187866210938 1513.9692524634302 578.36993276327848 1925.1723908483982 14138.392173819244 5517.9068335965276 10960.81533543393 | |
| leaf_count=147862 1002 67205 13104 13516 38599 9185 183348 90292 26632 2289 16018 6999 199660 18353 218771 987 38521 23270 11505 17613 1330 11123 50598 825 7681 3001 9610 75112 30109 45937 | |
| internal_value=0 -0.0054974 0.02222 0.000298071 -0.18844 -0.117832 0.00857084 -0.0329593 -0.00477415 0.145302 -0.029616 -0.00602396 -0.0240119 0.0754157 0.0406493 -0.106063 -0.128958 0.275966 -0.166213 -0.279148 0.77729 0.0329783 0.0310714 0.0760797 0.386135 -0.00596862 -0.244217 0.180631 0.08739 0.288752 | |
| internal_weight=0 240915 209217 192579 31698.1 24385.8 189765 117046 96611.2 13720.7 82890.5 75730.5 74030.5 72719.6 54658.6 11192.7 10999.7 16637.5 20434.6 7159.98 1700.03 4088.68 13389.1 11707.5 1696.3 8485.12 2388.85 18061 6096.28 16434.1 | |
| internal_count=1380057 1232195 1058102 987893 174093 135494 974789 609529 496609 71641 424968 391337 383008 365260 276632 57861 56874 70209 112920 33631 8329 22628 68289 59104 8506 45009 11899 88628 33110 69207 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=7 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 11 15 5 1 15 8 12 8 10 0 13 9 9 3 10 13 0 1 1 11 8 9 3 0 1 7 15 0 12 | |
| split_gain=6656.88 2692.75 2649.39 2017.48 1724.98 1392.74 1378.19 1329.55 1147.22 983.076 1048.77 861.159 847.663 830.914 1185.51 819.311 800.904 1188.17 1367.82 1336.17 819.857 656.064 782.948 628.945 617.783 751.656 1054.14 606.213 605.606 571.222 | |
| threshold=-0.34511691331863398 0.23740130662918094 1.0000000180025095e-35 0.10055000000000001 0.10830000000000002 -1.0000000180025095e-35 0.26825000000000004 41.61552810668946 0.33745000000000008 -0.33411557972431177 0.040050000000000009 0.30582088232040411 0.28415000000000007 0.079050000000000023 0.11265000000000001 -0.12839890271425244 0.060193395242095001 0.11625000000000001 0.10710000000000001 0.14045000000000005 -0.052772685885429375 0.29315000000000008 0.17215000000000003 0.066750000000000018 0.13125000000000003 0.16065000000000004 0.23075000000000004 230.10864257812503 0.14645000000000002 19.013877868652347 | |
| 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 5 -3 6 -2 13 9 11 -5 -11 16 -13 -4 29 -12 20 18 23 -19 -7 22 -21 -18 -24 26 -26 -8 -27 -15 | |
| right_child=1 3 4 7 -6 8 27 -9 -10 10 15 12 -14 14 -16 -17 17 19 -20 21 -22 -23 24 -25 25 28 -28 -29 -30 -31 | |
| leaf_value=-0.44161640604169877 -0.51468785802477446 0.35647848143809796 -0.50535842138278175 0.31305371172300239 -0.34196064340510557 0.32304636284981297 0.6089491831648115 -0.38949524171646466 -0.22067857748220363 -0.75188109531492864 0.032964589278969988 -0.12952325845173518 1.9767790697209102 0.22272973952381911 -0.23466094342941687 0.27583313982342966 0.34498524976749295 0.83658221064729477 -0.10838809266480677 -0.5665304783060654 -0.11460885891097823 -0.042792350661696017 -0.094119855929445911 0.045068182892929486 0.55971804757246424 -0.41865338362398191 2.0125905179298185 -0.064780246336763575 0.35946237581490054 -0.50574278256109639 | |
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| leaf_count=123651 9617 31219 9246 14890 89279 6042 6082 9009 38563 2321 391601 86148 384 16207 26591 20068 8699 4064 94722 1383 81346 15614 3838 262820 3775 1698 1090 2757 13357 1559 | |
| internal_value=0 -0.00620627 -0.0500551 0.0616915 -0.207539 -0.0194422 -0.0640601 0.0424076 -0.0133301 0.0516489 0.0401175 -0.00115663 -0.12176 -0.135514 -0.0752594 0.044357 0.0154763 0.0367597 0.0158742 0.219731 -0.0842693 0.15173 0.26928 0.0553184 0.321659 0.409948 0.813392 0.381779 0.275736 0.1567 | |
| internal_weight=0 226112 137387 88725.3 22359.8 115027 10815.5 83277.6 113625 81533 78088.3 107324 13007.6 9321.56 8015.67 77672.6 94316 77730.2 69766.6 7963.6 16585.8 7172.88 4471.03 52956.7 4207.37 3470.44 866.304 1493.95 2604.13 3264.79 | |
| internal_count=1377640 1253989 784881 469108 151721 633160 62442 437889 623543 428880 413990 584980 86532 53603 44357 411669 498448 411060 366241 44819 87388 40755 25141 271519 23758 19920 4865 8839 15055 17766 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=8 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 15 11 13 3 7 10 0 1 0 1 15 13 10 5 0 6 8 8 0 10 12 15 5 1 0 2 0 3 | |
| split_gain=3520.85 1652.77 1636.89 1475.81 1328.99 1154.87 1000.99 833.35 788.725 1089.02 1210.15 797.698 1198.81 2528.56 1828.97 1255.45 1042.5 772.029 528.811 512.733 491.466 511.024 478.015 541.14 555.125 466.802 1036.35 515.072 463.868 454.654 | |
| threshold=-0.36904311180114741 367.98368835449224 -1.0000000180025095e-35 0.26526519656181341 0.058837546035647399 0.14675000000000002 0.10895000000000001 -0.14531917124986646 0.14325000000000002 0.15365000000000004 0.12485 0.17505000000000001 250.09996032714847 0.066591098904609694 -0.045216334983706467 0.22445000000000001 0.16225000000000003 0.046650000000000004 0.43085000000000007 0.27955000000000008 0.10825000000000001 1.0000000180025095e-35 16.905694007873539 1684.369323730469 0.16215000000000004 0.13485000000000003 0.11225 0.16710000000000003 0.035650000000000008 0.069450000000000026 | |
| 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 5 -3 17 -5 18 9 10 25 12 -10 -14 15 -15 -13 -4 28 20 29 -22 23 -6 -25 26 -7 -28 -8 -19 | |
| right_child=1 4 3 6 22 8 7 -9 11 -11 -12 16 13 14 -16 -17 -18 19 -20 -21 21 -23 -24 24 -26 -27 27 -29 -30 -31 | |
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| leaf_count=116756 11598 36760 3655 26067 33774 176000 1937 14952 20698 33659 8745 14706 80 74 19 13 63947 21116 3300 5405 3089 2164 6716 3849 8020 32752 3131 239 301759 422777 | |
| internal_value=0 -0.00595564 0.00495764 0.00867704 -0.180815 -0.01992 0.0724177 0.0575463 -0.0754723 -0.11162 -0.082566 0.0218736 0.21862 5.12077 14.9005 21.9446 -0.044928 0.0172764 0.044477 0.0211464 0.0166067 0.36688 -0.0664686 -0.0204456 0.197527 -0.102174 -0.077132 0.599806 0.0391512 0.0123316 | |
| internal_weight=0 216524 203805 202410 12719.8 139724 62686.5 59395.9 56035.4 40861.9 36266.9 15173.5 3846.03 12.4312 4.31513 2.93892 11327.5 83688.3 56637.9 83148.3 82051.4 989.35 8476.63 7369.43 2053.83 34669 29224.4 554.662 55957.9 81062 | |
| internal_count=1377757 1261001 1171882 1160284 89119 812269 348015 321948 354063 254526 220867 99537 20884 186 106 87 78653 458206 306996 454551 449146 5253 52359 45643 11869 212122 179370 3370 303696 443893 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=9 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=14 14 15 5 14 6 5 0 15 15 2 9 8 1 8 15 14 14 9 13 14 5 0 8 15 15 13 15 14 8 | |
| split_gain=1693.07 1194.93 1127.65 875.574 610.177 603.079 1162.84 993.681 1692.27 6207.24 7008.94 2351.17 2186.58 659.325 622.968 886.392 885.016 679.045 597.534 852.906 556.992 524.446 517.356 509.912 499.838 1036.56 737.808 658.914 599.521 481.826 | |
| threshold=-0.57899880409240712 -0.10618468374013899 1.0000000180025095e-35 0.13655000000000003 0.14140900224447253 0.26310000000000006 0.25215000000000004 0.15645000000000003 904.57171630859386 1167.1308593750002 0.22230000000000003 0.32085000000000002 0.31185000000000007 0.16565000000000002 0.28275000000000006 1.0000000180025095e-35 -0.44851592183113093 -0.22074431180953977 0.32085000000000002 0.20255511254072192 -0.12212057411670683 0.31845000000000007 0.11625000000000001 0.20575000000000002 536.82815551757824 9.5000000000000018 0.07380265370011331 110.22680664062501 -0.32083477079868311 0.32325000000000004 | |
| 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 4 -2 -3 7 -7 13 -9 10 11 12 -10 14 15 21 23 24 -8 -20 -14 22 -5 -17 25 26 -16 -27 29 -28 | |
| right_child=1 2 -4 5 -6 6 18 8 9 -11 -12 -13 20 -15 17 16 -18 -19 19 -21 -22 -23 -24 -25 -26 27 28 -29 -30 -31 | |
| leaf_value=-0.38445957831935745 0.070730543154750997 -0.044588843534067821 -0.31820109106810296 -0.014479509435538041 -0.96135520140085851 0.89519572573403527 -0.24827057325332805 0.23834991616991671 23.593027987929876 -0.15084343012586521 -0.029170238379564607 2.2365841658681531 57.464444555538279 -0.24912827512049476 1.1298364238673284 -0.27318955128759387 -0.18880047989749243 -0.045411640976026436 -0.07291372901488527 0.75090497087676877 38.225171868618609 5.3279501762338475 0.21127479848819763 0.51714604135599251 -0.18745109697468898 0.50957547662314651 0.028587005604376672 0.14068778190963693 0.10930822548600039 -0.31848082098384034 | |
| leaf_weight=3030.1134185791016 39891.489187955856 16816.251254873936 5322.7643243325256 81712.235019547123 183.48123168945312 270.8658549040556 6421.4434764832258 3163.0824642218649 1.4312607338652048 20.203086951747537 3.094853937625885 0.547026116400957 1.0264191003516345 2831.9163000285625 160.21429899055511 282.56825971603394 11561.544445941967 11500.308235038072 3591.4418996553868 344.29864104278386 0.59384443052112734 4.606040257960557 2619.1423037052155 734.78695631027222 1377.820737616159 2435.3577599236742 2471.8844168633223 2406.9838163377717 11715.778354156762 1679.4094266295433 | |
| leaf_count=83109 230026 96478 51154 463351 1028 3139 90930 18370 73 211 52 10 56 22937 828 2353 69329 65464 29860 2801 41 99 15075 4915 8878 14244 14356 14440 65158 8970 | |
| internal_value=0 -0.00801928 -0.117367 0.00501947 -0.0544837 -0.0127748 -0.127503 -0.00385394 0.271932 4.22122 17.4177 32.4224 37.8336 -0.0104441 -0.00527098 -0.025644 -0.149459 0.053235 -0.154249 -0.000846057 50.413 -0.00717669 -0.00746809 0.297632 0.104228 0.123485 0.0622346 0.326212 0.0514547 -0.11182 | |
| internal_weight=0 209527 22322.5 187204 16999.7 147313 10628 136685 3189.98 26.8965 6.6934 3.59855 3.05152 133495 130663 96914.9 12578.9 33747.8 10357.2 3935.74 1.62026 84336 84331.4 1017.36 22247.4 20869.6 16027.3 4842.34 15867.1 4151.29 | |
| internal_count=1377735 1294626 148660 1145966 97506 915940 126730 789210 18813 443 232 180 170 770397 747460 555122 76597 192338 123591 32661 97 478525 478426 7268 126874 117996 89312 28684 88484 23326 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=10 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 10 11 14 10 11 0 12 15 8 14 2 9 6 11 8 14 11 8 11 15 11 6 7 8 14 15 15 10 | |
| split_gain=1617.8 816.059 754.21 755.32 671.776 567.47 745.301 493.314 465.869 876.477 471.624 452.364 379.03 374.661 370.384 302.458 325.371 327.707 292.983 282.848 275.749 273.838 269.202 452.355 826.204 402.478 636.937 380.628 268.318 264.909 | |
| threshold=-0.40094923973083491 -1.0000000180025095e-35 -0.31589640676975245 0.45035137236118322 -0.04437784664332866 0.043216716498136527 -0.052772685885429375 0.075050000000000019 19.013877868652347 1.0000000180025095e-35 0.30795000000000006 -0.20051194727420804 0.029850000000000005 0.25155000000000005 0.51100000000000012 0.29989300668239599 0.41775000000000007 -0.12411273643374442 0.22557033598423007 0.29085000000000005 0.64523339271545421 92.59772109985353 -0.052772685885429375 0.17105000000000004 0.21665000000000004 0.18785000000000004 -0.27150437235832209 10.500000000000002 950.18417358398449 -0.14935191720724103 | |
| 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 5 18 6 11 22 12 -10 -11 -4 -8 21 29 -12 -17 -18 -3 -15 -6 -5 23 24 27 -24 -27 -7 -20 -14 | |
| right_child=1 2 3 13 20 7 8 -9 9 10 15 -13 14 19 -16 16 17 -19 28 -21 -22 -23 25 -25 -26 26 -28 -29 -30 -31 | |
| leaf_value=-0.40180335645142806 -0.48722895880914158 -1.659959341948217 0.97486621725539591 -0.28111378178808161 -0.61464854984321271 0.1546042344123284 -0.76929873988415098 -0.18009058815656179 -0.0059730834603633149 -0.45270735295054787 -0.30538845369095563 0.10949970689445025 0.033689988697563282 0.13839164770228141 4.0549313629691355 0.21317850064818111 3.8769219174228811 0.16419511156507663 0.27762722759813596 -0.32627958385208566 0.46575833408364231 -1.3702085363823031 -0.25345124509556044 -0.082727513590762164 1.9602649673372257 0.0071034097622050471 1.9860129716610799 -0.35047559473076306 -0.25065575673264723 -0.0071512353198517507 | |
| leaf_weight=2603.1657180786133 874.01419460121542 20.190076477825642 314.18444508872926 102.18363204970956 339.00162642449141 4219.8303134553134 156.16061331372475 7925.7192726135254 6830.158128427981 2149.4594291032417 367.04333508014679 290.79154118336737 68173.411601088941 415.33649760112166 5.6593254804611197 334.33478760719299 12.593646526336672 11.255308866500853 4410.8588007427752 1548.4244143404067 71.517303466796875 132.6318665407598 2587.4043359896168 4940.4041463742033 61.127542281523347 1823.9325560815632 41.588737022131681 409.17892672959715 254.20887788757682 95078.152803801931 | |
| leaf_count=108640 10941 133 2067 490 2358 24096 1591 73930 38599 17938 6928 1739 389164 2017 89 1779 137 58 32074 8278 348 782 15123 52951 548 11165 310 4720 1356 567144 | |
| internal_value=0 -0.0051273 -0.00305189 -0.00794166 0.186877 -0.00466811 0.00491449 -0.0803056 0.00297849 -0.103455 -0.33507 0.558914 0.00929942 -0.299375 0.0100442 0.0135886 0.340456 2.12473 0.240614 -0.228001 -0.426429 -0.896272 -0.0241499 0.022856 0.134073 -0.125811 0.05122 0.109958 0.24884 0.00990395 | |
| internal_weight=0 203901 203027 197931 5095.78 195732 173723 22009.2 173118 9704.84 2874.69 604.976 163413 2198.58 163257 725.227 358.184 23.849 4685.26 1963.76 410.519 234.815 14083.5 9630.54 4690.14 4452.93 1865.52 4629.01 4665.07 163252 | |
| internal_count=1377493 1268853 1257912 1221643 36269 1210076 1027233 182843 1023427 65439 26840 3806 957988 11567 956397 8902 1974 195 33563 10295 2706 1272 108913 82315 29364 26598 11475 28816 33430 956308 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=11 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 14 10 3 0 11 4 4 10 11 3 10 14 9 3 0 9 9 11 11 0 1 14 2 0 0 1 14 5 0 | |
| split_gain=1068.58 502.264 502.064 365.796 852.62 960.967 468.847 599.735 522.856 520.722 981.679 424.267 713.437 435.867 393.401 457.427 391.994 391.106 380.394 377.758 359.824 809.895 640.905 560.896 558.167 500.307 805.752 488.588 670.748 602.289 | |
| threshold=-0.30391046404838556 0.14140900224447253 -0.3584903478622436 0.13915000000000002 0.074550000000000019 0.10527998208999635 0.10035000000000001 0.15795000000000003 0.043216716498136527 0.076065897941589369 0.10205000000000002 -0.10923014581203459 -0.41954106092452997 0.17525000000000004 0.11575000000000001 0.055750000000000008 0.22115000000000004 0.10375000000000002 0.34861373901367193 -0.052772685885429375 0.15385000000000001 0.16270000000000004 -0.10618468374013899 0.27930000000000005 0.13935000000000003 0.19105000000000003 0.19485000000000002 -0.15823741257190702 0.17845000000000003 0.11545000000000001 | |
| 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 11 9 -9 10 19 12 13 -4 15 -11 -10 -12 -7 -8 21 24 -23 25 27 26 -22 -5 29 -29 | |
| right_child=1 -3 3 20 5 18 7 8 16 14 17 -13 -14 -15 -16 -17 -18 -19 -20 -21 23 22 -24 -25 -26 -27 -28 28 -30 -31 | |
| leaf_value=-0.30870123533642974 0.22602029154296752 -0.55788261843149567 -0.43530024143204771 -0.015823599077470323 -0.05435544063401021 0.18501604716817377 0.057651258300562808 0.21478904964856682 -0.049947672358661495 -0.13871016590661969 -0.26052554719651289 -0.0064907867939537874 0.19230115625894878 -2.4078322713053271 -0.13937477148899419 0.02999645753962818 5.0621163095798209 0.20629967957291517 -0.011263637881922459 -0.21694840971711671 0.13762545597233644 -0.14504206869870959 -0.59634320124755624 -0.24520906939005968 0.24148524579578126 0.30145102140995672 -0.15117709521677672 -0.085979654783029727 -0.2645285409704341 0.33133327238961646 | |
| leaf_weight=2902.2360210418701 2385.5878338813782 407.15958872437477 164.26662259176373 68402.868435967714 7778.3493239209056 15907.412094116211 1942.9494385719299 4191.5369595997036 3615.0607574507594 6389.951292745769 486.21682564169168 8637.687944787991 6275.4403659552336 33.761685159057379 17312.740965686738 10823.534439086914 3.7538552582263938 5809.8653829917312 2921.8445689678192 3524.0179766863585 6936.7023574635386 4135.294689219445 971.50000782636926 1463.7448654174805 1909.5200587920845 2151.2394390106201 3705.1205759979784 5776.8617283189669 5020.3197076544166 1016.7941360473633 | |
| leaf_count=134653 21708 8311 980 417024 46162 82967 10832 24261 26373 35204 2800 48607 40090 277 102812 62689 52 30097 18916 18538 41018 42829 9658 19026 10745 16788 29641 34759 33306 6298 | |
| internal_value=0 -0.00311468 -0.00198355 -0.00474027 0.0174164 0.0934853 -0.0118278 -0.0335774 0.0945841 -0.0552019 0.0356527 0.066038 0.162815 -0.771596 -0.086156 -0.0326304 -0.0446448 0.170249 0.154558 -0.119356 -0.0256587 -0.0376945 -0.230896 0.0479846 -0.0256808 0.081531 0.0370742 -0.0320406 -0.125937 -0.0235212 | |
| internal_weight=0 200101 199694 197308 95818.4 26607.6 69210.8 54099.6 7810.35 46289.3 11763 15111.2 6473.47 198.028 34526.2 17213.5 3618.81 6296.08 18829.3 5466.97 101490 87233.2 5106.79 14256.8 82126.4 12793.1 10641.8 80216.8 11814 6793.66 | |
| internal_count=1377421 1242768 1234457 1212749 551657 148045 403612 313658 50686 262972 62267 89954 41347 1257 200705 97893 26425 32897 101883 29370 661092 554619 52487 106473 502132 87447 70659 491387 74363 41057 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=12 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 13 3 7 11 13 13 15 14 8 15 14 8 11 15 15 8 13 6 0 4 8 8 14 8 7 6 15 0 | |
| split_gain=590.409 459.358 338.247 302.696 823.471 284.93 375.822 387.136 335.045 317.502 309.742 380.15 309.145 349.688 606.093 449.374 466.088 551.945 445.322 497.594 482.57 913.385 457.281 433.228 350.814 341.831 327.828 330.338 305.316 303.889 | |
| threshold=-0.52347204089164723 -1.0000000180025095e-35 -0.016193201765418049 0.41040000000000004 0.46415000000000006 0.32255899906158453 0.10047219693660737 0.23123981803655627 320.07810974121099 -0.22370227426290509 0.14685000000000004 1714.0006103515627 -0.36567541956901545 0.31745000000000007 0.17604930698871615 1.0000000180025095e-35 1048.2843017578127 0.28725000000000006 0.15048789232969287 0.23810000000000001 0.091050000000000006 0.18625000000000003 0.25155000000000005 0.23575000000000004 -0.31281657516956324 0.24975000000000003 0.20505000000000004 0.17725000000000005 1960.0510253906252 0.20510000000000003 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=3 -2 -3 -1 -5 6 8 12 -4 10 11 -9 -8 15 -15 18 17 -17 19 23 22 25 26 -14 -16 -22 -20 -28 -13 -26 | |
| right_child=1 2 5 4 -6 -7 7 9 -10 -11 -12 28 13 14 24 16 -18 -19 20 -21 21 -23 -24 -25 29 -27 27 -29 -30 -31 | |
| leaf_value=-0.44423811053830331 -0.44851577764399958 -0.22008293621814967 -0.035187907322785927 -0.50072152138554538 34.81389628236424 0.039120324275866258 -0.23355420850477976 0.10744554544629115 -0.22611473203846041 -0.63659076762006073 -0.047311549208078972 4.7910815526045427 0.026846882499398091 -0.039391145950652941 -0.02243794892545517 -0.23798789789537278 0.31059237013542612 0.11669320397439635 0.068854148520058459 0.41469450448253675 0.19970595982774869 0.019652280460702175 -0.084422127146056111 -0.10359002395482256 0.34474112028049109 0.61410916058047149 0.63751033548587877 0.087693192719331181 -0.57770288245352497 1.8430756541555884 | |
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| leaf_count=71356 10764 19712 304879 53 20 233413 7736 20816 36466 1538 254103 84 100869 25811 4566 26043 3965 9600 108428 4382 4474 16238 26849 53994 17244 7157 2918 3655 40 302 | |
| internal_value=0 -0.00350879 -0.00221308 -0.43428 9.08089 -0.00025865 -0.00944909 0.00766085 -0.0438599 -0.0360677 -0.0322161 0.11822 0.0284266 0.0325088 0.147436 0.0218188 -0.103977 -0.147885 0.0355367 -0.00947027 0.0776763 0.225979 0.0508428 -0.0198026 0.28137 0.464247 0.0837652 0.349985 2.95478 0.363218 | |
| internal_weight=0 199168 198589 798.616 0.834948 196824 159580 106584 52996.3 34317.7 34099 3109.62 72266.3 71157.5 6055.5 65102 6401.25 5788.2 58700.7 28384.7 30316.1 4644.87 25671.2 27709.7 3527.02 2155.59 20646.1 1095.06 11.767 2778.48 | |
| internal_count=1377475 1306046 1295282 71429 73 1275570 1042157 700812 341345 276581 275043 20940 424231 416495 47923 368572 39608 35643 328964 159245 169719 27869 141850 154863 22112 11631 115001 6573 124 17546 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=13 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 3 5 15 10 5 12 11 15 15 2 0 8 15 13 3 8 0 6 9 0 6 8 0 15 8 13 9 15 8 | |
| split_gain=514.292 32270.9 58996.8 263.555 349.429 333.059 319.814 314.106 415.85 810.456 839.434 1880.59 313.801 276.432 324.773 252.223 455.59 423.646 592.637 394.68 601.002 664.513 387.881 379.202 353.29 509.507 350.852 344.879 337.812 325.294 | |
| threshold=-0.5301431119441985 0.41040000000000004 0.42585000000000006 605.15490722656261 -0.12839890271425244 0.18545000000000003 31.811388015747074 0.22557033598423007 1331.4465332031252 1114.000915527344 0.10370000000000001 0.086050000000000001 0.18695000000000003 1741.2755126953127 0.066591098904609694 0.12525000000000003 0.20945000000000003 0.11065000000000001 0.15965000000000004 0.12975000000000003 0.072850000000000012 0.10610000000000001 0.26235000000000003 0.099650000000000002 193.56604003906253 0.20215000000000002 -1.0000000180025095e-35 0.17525000000000004 1.0000000180025095e-35 0.17605000000000001 | |
| 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 15 6 -6 7 8 9 -5 -11 12 -12 -9 -15 19 17 -17 28 23 21 -21 -23 -2 -22 -26 -18 -20 -19 -29 | |
| right_child=3 2 -4 4 5 -7 -8 13 -10 10 11 -13 -14 14 -16 16 26 18 27 20 24 22 -24 -25 25 -27 -28 29 -30 -31 | |
| leaf_value=-0.40690418189430005 -0.036043693583169403 -0.50040172213899925 -439.19712824559861 0.47015013348017676 0.027077631478932846 -0.43699936920298377 -0.47192740875695188 -0.1146119933080121 -0.11608983404631681 0.95303720616437726 13.228090378529835 0.22828513232880915 24.915810471400658 -0.28936252523981676 0.24982015924945497 -0.13432749955444662 -0.31520649732382056 0.52554970481754282 -0.31354698859224489 0.19681268646817571 0.1464300119496374 -0.01939637867112607 0.2232019784942304 0.57484330435588615 1.3097524154098081 -0.22314610276366517 0.00092979027331105955 -2.6808809200152277 -0.39322910143245293 0.13604640064683282 | |
| leaf_weight=499.01667124032974 22271.830118691083 0.21681793310063058 0.11853490493876662 32.285113897174597 565.99570714571746 1219.8945756554604 380.54773515090346 2697.2061034548096 50.948189423885196 7.6668315487913814 4.0731154121458513 4.0739486645907164 0.66855876985937346 349.7541480329819 1386.1713896170259 12342.180427026935 884.89080022275448 801.42127366457134 859.96428169775754 4682.8966052867472 9589.004811976105 28736.809963929467 1747.8566320575774 256.9632306182757 152.50770204421133 84.101321378722787 107073.19533347432 10.346274126321076 114.31501655466855 1085.6202743053436 | |
| leaf_count=69499 156146 31 31 578 8412 22416 4405 17929 1018 98 113 102 29 2665 7688 77633 8747 4588 5387 38861 54210 167767 11112 1740 1005 476 707418 81 1099 6124 | |
| internal_value=0 -0.511104 -155.564 -0.00303775 -0.100513 -0.289921 -0.0316679 0.00529335 0.882893 1.92654 4.77927 8.10689 14.876 -0.0144468 0.141186 0.000386655 -0.0130769 -0.0940815 0.0788925 0.0249466 0.0519965 0.0214513 -0.00548686 -0.0290759 0.161323 0.764892 -0.00166146 -0.076527 0.410855 0.109454 | |
| internal_weight=0 499.352 0.335353 197393 6699.29 1785.89 4913.4 4532.85 99.7158 48.7676 16.4825 8.81562 4.74167 4433.13 1735.93 190694 123172 15213.8 2871.67 67522 44993.2 35167.6 30484.7 22528.8 9825.61 236.609 107958 1955.93 915.736 1095.97 | |
| internal_count=1377408 69561 62 1307847 65453 30828 34625 30220 1938 920 342 244 142 28282 10353 1242394 811077 94912 17279 431317 273431 217740 178879 157886 55691 1481 716165 11592 5687 6205 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=14 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=15 2 3 15 6 10 12 15 8 10 5 0 2 1 11 8 8 11 15 10 11 0 0 5 11 15 15 6 4 8 | |
| split_gain=273.717 255.753 276.334 366.86 279.317 243.19 231.231 347.794 362.643 284.369 226.376 191.195 328.238 288.88 190.828 185.589 337.906 184.819 375.159 170.851 164.267 299.318 162.481 383.093 280.923 484.256 451.228 578.871 211.885 359.193 | |
| threshold=-1.0000000180025095e-35 0.019150000000000004 0.065250000000000016 22.680339813232425 0.057550000000000011 -0.55880337953567494 19.013877868652347 1.0000000180025095e-35 0.28845000000000004 -0.088716145604848848 0.11365000000000001 0.067350000000000007 0.10610000000000001 0.080850000000000019 0.3368957936763764 0.21035000000000001 0.22375000000000003 -0.18928791582584378 31.311388015747074 -0.55880337953567494 -0.15333108603954312 0.035650000000000008 0.042050000000000011 0.15705000000000002 0.57730111479759227 10.500000000000002 615.38601684570324 0.082150000000000015 0.11555000000000001 0.18155000000000002 | |
| 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=19 -2 3 10 -4 -6 22 9 -9 11 15 13 -13 -8 -14 20 -17 18 -10 -1 21 -3 23 24 -7 -26 27 -27 -24 -30 | |
| right_child=1 2 4 -5 5 6 7 8 17 -11 -12 12 14 -15 -16 16 -18 -19 -20 -21 -22 -23 28 -25 25 26 -28 -29 29 -31 | |
| leaf_value=0.86099130005860713 -0.58237100451694757 -0.3557727332641179 -0.59738896900213334 -0.41703306695681536 0.47493123479788402 -0.1645850462173426 0.026040466844707379 -0.39765970234629949 13.814201514744793 -0.1593115901034288 -0.5009870704808459 0.46083339255999173 -0.021160487157995685 -0.5285312784042937 0.28463984248728036 -6.5654348325944518 0.047831426873789204 0.0065261978769614029 -0.50292577066997934 -0.48870102751026873 0.21299252374632499 1.3637203560126545 0.049508013751885301 0.11311278649571833 0.072827881122432034 -1.8512004365775729 -3.2792600772477241 -21.679473276406387 -0.075463073637946687 0.0054816907103096444 | |
| leaf_weight=24.948726654052734 188.80419354222249 37.041003573220223 197.12914926791564 261.01502361870371 267.01242160797119 3736.7888822080567 817.72786009311676 1461.8641698764213 0.73321613669395347 2594.4778114791452 109.66005715355277 539.70936983078718 2575.4735278859735 329.42300248146057 636.17800137400627 2.8245403883047384 6.109400887042284 815.69594552088529 1.2170270783826707 389.54823188285809 2534.3450392254163 79.90541173517704 22411.907042701729 1703.1290338039398 7.9569169469177705 0.63349741930142023 4.1375290900468826 0.87857838859781623 15211.747376611922 138400.35914321383 | |
| leaf_count=132 13225 272 2244 6566 1932 23697 5711 16625 23 22916 4124 3093 14316 2111 3742 25 71 12388 40 10601 21898 550 136357 47114 172 7 34 40 110876 916757 | |
| internal_value=0 -0.000717996 -0.000154087 0.14964 -0.00252226 -0.00190996 -0.0025757 -0.0774962 -0.248511 -0.0254701 0.20304 0.0454185 0.100044 -0.133214 0.0394138 0.232061 -2.04301 0.0181498 4.87976 -0.407463 0.239727 0.819097 0.00145875 -0.0835391 -0.172843 -2.44062 -5.98057 -13.3722 0.00409212 -0.00253403 | |
| internal_weight=0 194934 194745 3030.9 191714 191517 191250 9772.5 2279.51 7492.99 2769.89 4898.51 3751.36 1147.15 3211.65 2660.23 8.93394 817.646 1.95024 414.497 2651.29 116.946 181478 5453.52 3750.4 13.6065 5.6496 1.51208 176024 153612 | |
| internal_count=1377659 1366926 1353701 33506 1320195 1317951 1316019 80965 29076 51889 26940 28973 21151 7822 18058 22816 96 12451 63 10733 22720 822 1235054 71064 23950 253 81 47 1163990 1027633 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| end of trees | |
| feature_importances: | |
| DIST_CROPS_COVER=85 | |
| BADI=49 | |
| S2_B02=43 | |
| NBR=39 | |
| NDWI=34 | |
| S2_B11=29 | |
| NDVI=28 | |
| S2_B03=26 | |
| S2_B05=21 | |
| S2_B07=20 | |
| S2_B08=18 | |
| S2_B12=15 | |
| S2_B04=13 | |
| S2_B06=10 | |
| S2_B8A=10 | |
| SLOPE=10 | |
| 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 | |