| 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=[0:1.3839999999999999] [0:1.7791999999999999] [0:1.3056000000000001] [0:1.2095] [0:0.9234] [0:0.86080000000000001] [0:1.1759999999999999] [0:0.99550000000000005] [0:1.6411] [0:1.6504000000000001] [-5:0.88892334699630737] [-5:3.2905418872833252] [-126:350] [-5:0.99957019090652466] [-5:0.99772727489471436] [-128:5789.1279296875] | |
| tree_sizes=3517 3502 3498 3504 3512 3503 3512 3487 3435 3472 3424 3475 3455 3481 | |
| 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 2 1 1 10 15 1 15 | |
| split_gain=1.64997e+06 613756 213226 160048 68773.3 48099.3 45374.5 41371.9 37395.5 34974.3 24092.6 21452.4 32550 16248 16112.3 16019.4 14562.6 13384.2 11696 8904.02 8518.07 8509.48 6475.48 6757.22 6446.36 6161.27 6072.11 5974.05 4368.25 4246.54 | |
| threshold=0.15805000000000002 0.075917050242424025 1.0000000180025095e-35 -0.20019169151782987 0.091650000000000023 10.500000000000002 0.21530000000000002 -0.049157425761222832 1.0000000180025095e-35 -0.17703936994075772 0.10155000000000002 1.0000000180025095e-35 -0.036843245849013322 0.12825000000000003 509.75482177734381 0.2991150319576264 0.15785000000000002 -1.0000000180025095e-35 0.08778944239020349 0.16565000000000002 -0.12785673141479489 -1.0000000180025095e-35 0.13385000000000002 0.12345000000000002 0.14985000000000001 0.087950000000000014 -0.11054399982094763 -1.0000000180025095e-35 0.093050000000000008 -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 21 25 22 19 -18 29 26 -15 -3 23 -6 -14 -4 -5 -17 -12 -2 | |
| right_child=3 2 9 6 15 -7 -8 8 -10 -11 28 -13 24 20 -16 27 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-1.7245870426171852 -1.8456914793741146 -1.7452289208842049 0.28942066499493402 -0.59199671836026235 -0.1932167489500467 -1.4185430678704813 -1.7967884646855592 0.078842294728344697 -1.7524241837628589 -1.556026538027296 -0.73934273696734132 -1.7187551550040052 -1.70406610633112 0.58406331200803141 -1.2628091551118354 -1.8456914793741146 -1.8456914793741146 0.1457752150978171 0.44761685645274363 -1.3437497149635571 -0.044543658988475121 0.84325056543830823 0.68106241727916994 -0.82915778392435424 -0.84608818842642319 -0.71505329606147616 -1.1758861372334122 0.38412168756527021 -1.409009473207538 -0.32182812426062646 | |
| leaf_weight=40267.547284126282 504.64611625671387 318.52663278579712 5893.3673758506775 9754.7658386230469 9850.3606872558594 7382.6800289154053 419648.38431787491 8785.6628003120422 9252.9756245613098 13286.040319919586 5042.713228225708 48374.648643493652 33588.942480564117 16758.069339752197 3463.8209910392761 307.28451633453369 1045.1599373817444 4376.9222526550293 10147.349002361298 19979.313326835632 7943.8103189468384 99197.88901424408 1333.5290842056274 7252.5852661132812 2341.9290990829468 2060.3407602310181 8191.9222626686096 13369.730490684509 4709.3762073516846 4860.1782460212708 | |
| leaf_count=225656 2828 1785 33026 54665 55201 41372 2351676 49238 51853 74454 28259 271088 188229 93911 19411 1722 5857 24528 56865 111963 44516 555899 7473 40643 13124 11546 45907 74923 26391 27235 | |
| internal_value=-1.19422 -0.120677 0.360545 -1.66321 0.576252 -0.368034 -1.71739 -1.40073 -0.931473 -1.00452 -0.521701 -1.45636 -1.29625 0.744872 -0.362752 -0.0759844 -1.00456 -0.2381 0.131933 -1.11414 0.381911 0.834966 -0.380147 -0.462891 -1.64814 0.0292202 -0.858518 0.334024 -1.06273 -0.465171 | |
| internal_weight=0 249094 181035 570197 156332 22894.9 547302 68058.3 27790.7 24703.6 18537.8 127654 79279 124218 11417.5 32113.5 43348.1 5422.08 15512.2 37926 24701.9 99516.4 18436.5 17102.9 35930.9 7953.71 17946.7 13677 9752.09 5364.82 | |
| internal_count=4591244 1395907 1014510 3195337 876073 128300 3067037 381397 155741 138437 103888 715361 444273 696111 63983 179962 242920 30385 86928 212535 138427 557684 103317 95844 201353 44572 100572 76645 54650 30063 | |
| is_linear=0 | |
| shrinkage=1 | |
| Tree=1 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 1 10 15 11 15 6 4 15 15 1 13 13 1 10 9 4 1 11 15 3 11 10 1 8 6 11 15 15 | |
| split_gain=367032 90841.3 39164.1 24979.6 23048.2 17850.1 12989.6 12822.3 11999.9 10870.6 7890.63 22646.9 10280.7 7172.82 5720.07 5275.54 5053.46 5434.35 4642.68 4462.72 4165.82 4035.97 3903.98 3684.96 3640.05 3400.29 3014.17 2945.14 2682.22 2377.27 | |
| threshold=0.19175000000000003 0.13407806307077411 0.10035000000000001 -0.1672180965542793 1.0000000180025095e-35 -0.15385346114635465 1.0000000180025095e-35 0.23730000000000004 0.12835000000000002 429.76731872558599 1.0000000180025095e-35 0.16385000000000002 0.031101108528673652 0.12462857738137247 0.14230000000000001 0.033927919343113906 0.063950000000000021 0.10795 0.081150000000000014 0.35672383010387426 -1.0000000180025095e-35 0.15135000000000001 0.26460804045200353 -0.30812807381153101 0.17445000000000002 0.27365000000000006 0.21530000000000002 0.54403901100158703 31.811388015747074 -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 4 9 13 5 -1 14 10 18 16 11 15 -13 23 19 -5 -3 -18 -7 21 -14 -4 -19 -2 -22 -8 -26 -11 -25 -16 | |
| right_child=3 2 6 7 -6 8 25 -9 -10 27 -12 12 20 -15 29 -17 17 22 -20 -21 24 -23 -24 28 26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.50752135393478126 0.91004392765627473 -0.63195841336186576 0.26519330909205568 -0.2067761164369806 -0.52047098389499347 0.50366812268772332 -0.47163924711389937 -0.54349681835865649 -0.094609045947116069 -0.24171033097217479 -0.51097430674611244 -0.26416978052917617 -0.59883136097284073 0.52394068876977329 -0.67026165660710679 -0.50945911590886639 0.67792661928250786 0.36961726511674442 0.023904089379198034 0.45767808193852866 0.6080070372713674 -0.10161499249956327 0.58592840118242906 0.026845357241224093 0.73999195122912076 0.11539781323661776 1.826559872855763 1.4557258386629501 -0.38686527566642842 0.95056068029487717 | |
| leaf_weight=12688.105778694153 842.78131866455078 852.52100575715303 14185.554703176022 31368.610765002668 27668.569920599461 20357.789395533502 10634.490047685802 238203.36376541853 25209.588872663677 4902.0315370410681 40002.018918156624 2961.2797660380602 448.10392189770937 6136.1768143475056 243.3091799467802 26605.319736160338 85575.834314793348 34437.226643122733 6702.868132174015 9941.004162311554 3026.4496584162116 15909.653885051608 52901.791076660156 8536.3312623426318 1039.5174894481897 3211.7370282709599 1653.4718437194824 269.59370422363281 7241.1588468328118 3222.6726338341832 | |
| leaf_count=98390 4063 5695 63062 210309 210813 93111 74931 1952312 144487 30892 318458 17818 3504 30225 1593 210468 407507 153620 33273 41800 16006 77218 236354 46101 4459 21589 13552 1417 53021 15196 | |
| internal_value=0 0.281371 0.445891 -0.445451 -0.138312 0.0244658 0.0863194 -0.47889 0.153601 0.561131 -0.335202 -0.230419 0.501585 0.0619503 0.22057 -0.345683 0.582391 0.588379 0.384832 0.167224 0.869254 0.0712823 0.500638 -0.108616 0.984275 -0.335472 1.40714 -0.153224 -0.163029 0.83678 | |
| internal_weight=0 328914 236287 368065 92626.9 64958.4 57348.4 345308 52270.2 178939 107105 67102.8 9128.82 22756.4 43502.2 57973.9 173767 172915 27060.7 40036.2 6167.54 30095.2 87339 16620.3 5719.44 13846.2 2692.99 5171.63 15777.5 3465.98 | |
| internal_count=4591244 1710948 1130874 2880296 580074 369261 295389 2746886 270871 835485 794574 476116 55339 133410 198869 420777 803176 797481 126384 182080 37521 140280 389974 103185 34017 96520 18011 32309 99122 16789 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=2 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 3 14 10 15 15 15 0 11 0 2 14 10 11 15 15 2 2 14 3 11 15 12 10 0 10 10 14 10 | |
| split_gain=173196 42659.4 31415.1 12368.5 11538.3 11370.4 9728.9 9497.68 10247.1 10266.5 7344.18 10830.7 6173.17 5208.89 4658.97 4536.92 3939.28 3734.44 3653.32 3208.55 3155.7 2985.93 2677.9 2292.52 2300.75 2256.4 1863.12 1844.49 1610.66 1525.72 | |
| threshold=0.20715000000000003 0.01265030261129141 0.11905 -0.058727495372295373 -0.052751429378986352 1.0000000180025095e-35 230.93396759033206 -1.0000000180025095e-35 0.13385000000000002 0.24642434716224673 0.14845000000000003 0.22630000000000003 -0.19650878757238385 -0.16501946002244947 -0.18855318427085874 1.0000000180025095e-35 1.0000000180025095e-35 0.15745000000000003 0.13105000000000003 -0.21899210661649701 0.089850000000000013 0.31482474505901342 -1.0000000180025095e-35 14.571067810058596 -0.26661415398120875 0.13485000000000003 -0.12086947262287139 0.094000160694122328 -0.016586892306804654 -0.26661415398120875 | |
| 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 13 5 10 7 -4 9 19 17 22 29 -3 -1 -10 20 26 -14 -9 28 -7 -12 24 -8 -22 -2 -6 -16 -11 | |
| right_child=4 2 6 -5 27 21 23 8 15 12 11 -13 18 -15 16 -17 -18 -19 -20 -21 25 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.50791735387509362 0.39557801815678023 0.5395982435667992 -0.70829185862693889 -0.34629365674149637 -0.4156381180378102 -0.48759400645830603 0.51271464534704647 0.064996230700038862 0.84996235487138239 0.5491744185182158 -0.57485642529014114 -0.29278233814806548 0.2473378476325086 0.31704732431621646 0.35688048846567771 -0.46139359108825956 -0.47637314083637106 -0.33844194561788454 -0.13683425029105639 -0.18635639488809702 -0.21649769998728174 -0.0066676285281423399 0.81108325221337141 -0.52974289913966699 -0.23261004475074401 0.58409718567680258 -0.1457879143722326 -0.52871196295048861 -0.79545910587331836 0.31290996353041289 | |
| leaf_weight=16146.588667869568 3133.1517105102539 72196.501413345337 3351.3627212643623 4982.9336718320847 54232.044387817383 31790.217743754387 1182.0516753792763 25667.262834399939 6583.6941142305732 8861.3913353681564 370.23512893915176 4387.562915802002 11893.473761454225 41351.320854008198 4758.544956818223 733.00153195112944 7764.9579749628901 14535.074126958847 12900.924937203526 25124.225909888744 14924.714371815324 3592.1617984771729 5946.4622244238853 6254.6159498989582 8347.3360308259726 935.24773865938187 3225.2915014028549 107664.89184570312 323.87637546658516 29853.105811744928 | |
| leaf_count=24953 13559 121767 9560 13003 100130 52349 4655 104969 28531 40573 541 9177 49701 167969 21923 1218 12309 37688 50415 87340 38585 9627 26831 11067 20654 4324 8720 171827 1418 138307 | |
| internal_value=0 0.157175 0.235061 0.424716 -0.418625 -0.244089 0.0753479 0.122066 0.144948 0.108227 -0.0260917 0.310684 0.242237 0.458551 -0.29305 0.718588 -0.172197 -0.19863 0.0474469 -0.0593364 -0.0594149 -0.438768 0.72985 -0.294536 -0.140158 -0.169287 0.120973 -0.490835 0.283448 0.366989 | |
| internal_weight=0 304137 259283 118531 228877 66980.2 140752 124968 121617 114300 31597.8 10704.3 63508.9 113548 44853.9 7316.7 28707.3 20893.5 24794.4 50791.5 20942.4 35382.4 6316.7 15784 9529.39 15860 6358.44 161897 5082.42 38714.5 | |
| internal_count=1383690 953241 849729 302739 430449 158492 546990 510614 501054 471305 96516 36549 278996 289736 103512 29749 78559 59967 100116 192309 66250 61976 27372 36376 25309 42909 22279 271957 23341 178880 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=3 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 13 4 10 10 15 0 10 1 0 2 10 15 11 6 15 13 10 14 13 11 12 12 3 10 11 10 15 0 1 | |
| split_gain=82831.8 23770.5 21881.7 8255.33 7692.07 6834.88 6643.74 5121.96 5334.69 4314.31 6194.05 4216.59 3363.73 2311.41 2308.5 2182.76 2506.9 2030.8 1907.22 1885.73 1870.19 1718.02 1612.32 1326.06 1317.91 1223.12 1205.66 1157.46 1093.88 4280.46 | |
| threshold=0.21445000000000003 0.02653323765844107 0.11625000000000001 -0.24262978136539456 0.013525796588510277 14.571067810058596 0.13585000000000003 0.094000160694122328 0.11190000000000001 0.15205000000000005 0.23370000000000005 -0.19460663199424741 1.0000000180025095e-35 0.3021694421768189 0.19825000000000001 -1.0000000180025095e-35 -0.12126433104276656 -0.27647548913955683 -0.17987098544836042 0.0062341578304767617 0.17387214303016665 29.57738018035889 29.57738018035889 0.12815000000000001 -0.30812807381153101 0.2182770445942879 0.30487374961376196 -1.0000000180025095e-35 0.12685000000000005 0.14230000000000001 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=1 12 11 22 5 9 7 8 20 14 19 -3 15 -7 -2 -1 -17 -16 25 -11 23 -22 24 -5 -4 -10 -13 -21 -20 -30 | |
| right_child=4 2 3 6 -6 13 -8 -9 18 10 -12 26 -14 -15 17 16 -18 -19 28 27 21 -23 -24 -25 -26 -27 -28 -29 29 -31 | |
| leaf_value=-0.68414730381264777 0.29073727254190307 0.49018677436305652 0.54224033333577981 0.069525246984362063 -0.47615551028262448 -0.47219025740714876 0.52260439615875187 -0.35255414889416981 -0.19108347488035166 -0.73697022477021823 -0.29551331724978258 0.25870371591831715 -0.51917110782021725 -0.039099620064257969 0.54693722122290311 -0.54606554654665695 0.037339650122092852 -0.29702458038466267 -0.29295653696896384 -0.53560086907384929 0.14799284276233715 -0.3811938761893755 -0.33353536780217252 -0.11992347843220183 0.27302041088273549 0.060619870465273097 -0.39300209859250335 0.54902336053825196 1.2848926152203048 -0.42966781849672397 | |
| leaf_weight=1760.6214280724525 2022.6735035777092 37641.761627197266 6520.8884291648865 21390.891355775297 82852.7626953125 26487.145827114582 5881.507235199213 10688.533397108316 7940.5113719180226 319.08732995390892 4631.7546653747559 31651.399198323488 14304.369724843651 3486.2731704711914 738.16571474075317 2329.6784515380859 8784.6431448683143 20735.931389808655 17900.841179385781 255.8074597120285 52885.012934871018 1579.5478869006038 886.3638062030077 16256.486624822021 15008.41346745193 12307.271068274975 725.95297050476074 6398.7156267464161 541.47793205082417 1110.7352790087461 | |
| leaf_count=6382 8612 62887 24487 92347 207220 62894 26120 25773 28944 1235 11658 130302 33130 9284 3850 5467 36225 59678 66741 574 245895 5680 2685 60629 68901 55819 1770 32622 2505 3367 | |
| internal_value=0 0.090967 0.140974 0.0445207 -0.375109 -0.246459 0.00182288 -0.0196564 0.00731735 -0.0967221 0.152699 0.37639 -0.352293 -0.421817 -0.219915 -0.166887 -0.0849482 -0.268014 -0.145648 0.450395 0.0734124 0.132646 0.327354 -0.0122805 0.354563 -0.0380899 0.244091 0.507329 -0.257028 0.132243 | |
| internal_weight=0 268097 240918 170898 147928 65075.6 148483 142601 131913 35102.1 11605.4 70019.1 27179.3 29973.4 23496.8 12874.9 11114.3 21474.1 39800.8 6973.61 92111.9 54464.6 22415.7 37647.4 21529.3 20247.8 32377.4 6654.52 19553.1 1652.21 | |
| internal_count=1383683 986056 904852 709893 397627 190407 613820 587700 561927 118229 46089 194959 81204 72178 72140 48074 41692 63528 157376 34431 404551 251575 96073 152976 93388 84763 132072 33196 72613 5872 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=4 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 13 10 5 10 15 0 15 11 13 11 0 2 11 6 15 5 0 11 15 11 9 10 10 9 15 0 4 15 13 | |
| split_gain=40624.6 11541.5 12115.7 5664.01 5521.46 4100 3754.26 3567.46 2812.41 2249.09 2178.43 1782.6 2575.1 1664.57 1618.57 1510.59 1437.24 1529.44 1372.75 1285.23 1393.05 1276.58 1245.37 1085 1051.59 976.256 967.314 1543.66 961.782 944.994 | |
| threshold=0.22455000000000003 0.039532138034701354 -0.25803959369659418 0.14125000000000001 0.065032627433538451 1.0000000180025095e-35 0.13965000000000002 40.500000000000007 -0.0041532295290380708 0.11371877789497377 0.20692810416221621 0.16145000000000001 0.24490000000000003 0.2991150319576264 0.20790000000000003 -1.0000000180025095e-35 0.10715000000000001 0.04105000000000001 0.15540417283773425 374.91664123535162 0.21386349201202395 0.42775000000000007 -0.31619937717914576 0.0080261686816811579 0.16595000000000001 -1.0000000180025095e-35 0.13765000000000002 0.10355000000000002 85.720020294189467 -0.051006983965635293 | |
| 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 22 15 7 10 8 11 23 -10 25 14 -13 -9 -2 -4 18 24 -17 20 -11 -16 -3 -5 -18 -1 27 -12 -24 -27 | |
| right_child=4 2 3 6 -6 -7 -8 13 9 19 26 12 -14 -15 21 16 17 -19 -20 -21 -22 -23 28 -25 -26 29 -28 -29 -30 -31 | |
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| leaf_weight=1323.7905390113592 1878.8793653324246 14805.836608886719 326.31706742197275 448.17055653035641 44797.063171386719 12273.989018138498 4716.2555357143283 15845.234207265079 41521.872506067157 35277.505376689136 1457.2929861843586 6349.9758834838867 3489.3886642456055 2403.8406925201416 17919.679214954376 9160.6038322970271 1238.5348659008741 35525.274917021394 9181.2469774782658 3694.8755087032914 28288.411187119782 544.2641487121582 13986.866473156959 14599.579069852829 200.52696138620377 1702.4859476089478 1553.6293261647224 3400.4778646528721 1987.3109560422599 8330.6806396730244 | |
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| internal_value=0 0.0473313 0.0879012 0.0393746 -0.340473 -0.242955 -0.0183081 -0.223446 -0.0349839 -0.00695855 -0.0894354 -0.117927 0.056794 -0.397964 -0.202435 0.172659 0.178987 0.122209 0.293411 0.0495288 0.0661923 -0.247425 0.378271 -0.237584 -0.383119 -0.220977 0.143574 0.0337408 0.281445 -0.167728 | |
| internal_weight=0 245002 214959 184179 93228.3 30042.3 128547 48431.3 123830 108783 17768.4 30182.2 9839.36 18249.1 20342.8 55632.5 55306.2 36964.3 18341.9 67260.8 63565.9 18463.9 30780 15047.7 1439.06 11357 6411.4 4857.77 15974.2 10033.2 | |
| internal_count=1380455 1026227 908295 812310 354228 117932 582290 181837 561645 511369 76500 113434 40130 68403 73304 230020 228531 171679 56852 323702 307815 64598 95985 50276 6573 49797 26703 19444 61768 44974 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=5 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 4 10 15 15 15 15 4 11 6 9 14 13 6 10 13 15 12 14 9 13 9 9 9 9 13 15 3 14 14 | |
| split_gain=21389.5 10012.2 4282.17 3664.77 3358.52 2886.36 2728.79 2034.29 1930.71 1880.83 1724.3 1667.69 1086.37 1192.13 1067.2 1061.46 2036.8 1608.59 1042.7 1014.38 1000.8 910.248 895.647 840.547 836.75 720.641 1049.07 941.958 918.502 800.112 | |
| threshold=-0.19594471901655194 0.17845000000000003 -0.2880327552556991 -1.0000000180025095e-35 54.500000000000007 367.98368835449224 -1.0000000180025095e-35 0.098950000000000024 0.2991150319576264 0.26910000000000006 0.061450000000000012 -0.086235217750072465 -0.0065339147113263598 0.17365000000000003 -0.13520347326993939 0.066192947328090682 1746.6253662109377 20.80776405334473 -0.41559691727161402 0.45335000000000009 0.073557440191507353 0.38195000000000007 0.30785000000000007 0.22185000000000002 0.17195000000000002 0.2744691669940949 9.5000000000000018 0.12575000000000003 -0.38770455121994013 -0.47040735185146326 | |
| 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 11 -4 6 7 -3 10 -6 12 -5 -2 -8 -14 18 -7 -17 23 -12 -11 24 -10 -15 -18 -9 27 -27 28 -22 -28 | |
| right_child=1 4 3 5 8 15 9 20 21 19 14 -13 13 22 -16 16 17 -19 -20 -21 25 -23 -24 -25 -26 26 29 -29 -30 -31 | |
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| leaf_weight=29578.421752929688 14567.286462388933 2773.4685548357666 1888.6561398990452 1847.7548627108335 16331.792050611228 3190.9155640807003 597.81624746322632 8551.8813665099442 4287.4945049285889 10690.508206486702 119.77408977597952 1248.6644500866532 2110.9067699089646 41521.227990046144 9904.4203256219625 3712.8359105698764 326.7118475921452 276.02093349397182 8786.6099146977067 466.68757629394531 539.65299937129021 639.42613983154297 6716.3094336539507 483.99259348213673 15671.22502964735 9556.8456218000501 438.4746899753809 53228.555671721697 37332.4690721035 2045.0595169570297 | |
| leaf_count=167014 45959 10208 8278 8621 80466 13579 2574 41360 19294 53485 626 5023 10792 199724 44409 17836 1717 937 24734 2308 2753 3210 32915 3018 75105 44514 2570 267816 177483 10400 | |
| internal_value=0 0.00154079 0.0706505 0.0458058 -0.137839 0.0541868 -0.0813225 0.0699878 -0.310315 -0.0596523 0.215529 0.318693 -0.0189323 -0.0109763 0.260803 -0.238526 -0.0899355 0.512119 0.386392 -0.245589 0.0463809 -0.0359753 -0.027071 0.867074 -0.0450769 0.0678602 -0.0471018 0.0830542 0.143329 0.242416 | |
| internal_weight=0 259853 173718 157902 86135.6 156013 64876.9 148023 21258.7 62103.5 20658.6 15816 50946.3 50348.4 18810.8 7990.48 4799.56 1086.73 8906.38 11157.2 127364 4926.92 48237.5 810.704 24223.1 103141 12040.4 91100.7 37872.1 2483.53 | |
| internal_count=1378728 1211714 796738 745756 414976 737478 312006 700391 102970 301798 78390 50982 246005 243431 69769 37087 23508 5672 25360 55793 622001 22504 232639 4735 116465 505536 57484 448052 180236 12970 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=6 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 15 10 12 11 10 7 7 0 13 1 0 0 15 13 13 0 0 1 0 14 7 3 7 11 7 1 0 5 | |
| split_gain=12252.2 5028.47 4360.46 4179.01 2057.93 2607.06 1879.39 1805.24 1650.26 2155.43 1481.91 1263.68 2044.28 1323.29 1232.16 1097.43 949.486 1095.67 936.312 2426.17 1012.65 907.648 837.674 822.208 809.094 801.104 771.734 738.584 897.883 705.02 | |
| threshold=-0.23538105934858319 80.811286926269545 -1.0000000180025095e-35 -0.27647548913955683 16.905694007873539 0.20269446074962619 -0.088152572512626634 0.12225000000000001 0.27885000000000004 0.14965000000000003 0.072359383106231703 0.15785000000000002 0.12085000000000001 0.078650000000000012 1.0000000180025095e-35 0.050619116052985198 0.14448090642690661 0.090150000000000022 0.13585000000000003 0.15785000000000002 0.14725000000000002 0.07199066132307054 0.21925000000000003 0.13825000000000001 0.11085000000000002 0.33246800303459173 0.27345000000000003 0.17555000000000001 0.16285000000000002 0.25595000000000007 | |
| 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 21 5 -3 7 -5 9 11 -11 12 13 -8 22 -7 18 -18 23 -20 -21 24 -14 -9 -4 26 -25 -22 -29 -28 | |
| right_child=1 4 3 6 -6 15 8 16 -10 10 -12 -13 14 -15 -16 -17 17 -19 19 20 27 -23 -24 25 -26 -27 29 28 -30 -31 | |
| leaf_value=-0.43120576342575528 -0.5706868437755156 -0.31697185022283969 0.47498333426512129 0.25307282454245145 -0.46623740750818066 -0.25238962586506375 0.0090918073485596589 0.061532219555612375 -0.22844588008081423 0.10400633203241064 0.65845323165942238 -0.44957294353056559 0.50386251179215635 -0.14681753815531559 -0.44970429301044867 0.073188826871530679 0.072432663476364026 0.34204993025101998 0.63923983005917751 -0.44766077317157038 0.36861866541331978 -0.68969964252945448 1.4318736420244447 -0.11462307524221914 0.22080296782541978 0.05055805658561336 2.2778127976633691 -0.49623833665328448 0.089351885900104733 0.32629495929880076 | |
| leaf_weight=17855.924926757812 3015.368015833199 10843.087395997718 5290.5173466131091 10750.907202348113 5479.2588946446776 3295.8656640723348 41236.568606805056 21866.247848091647 10329.132471084595 3630.3947425931692 1804.0182594209909 1827.9221705198288 1010.6093636453152 20314.305906124413 267.03900772333145 12055.22094386071 25769.545374663547 4413.4703844860196 2016.0722413435578 1000.3283412270248 1762.3682362027466 224.39311218261719 320.21942853927612 27684.051133982837 7669.3033063486218 11730.909977406263 54.244088117033243 792.59754903241992 3759.5411835201085 315.23124902322888 | |
| leaf_count=155333 14454 66592 20899 40561 29271 19082 207464 111480 61199 19093 10279 8793 4913 103520 1199 62757 135102 22765 9662 4686 9256 1067 2119 139257 30363 60596 451 4045 20016 1576 | |
| internal_value=0 -0.00193094 0.0262224 0.0349665 -0.187574 -0.129284 0.0163294 0.0582752 -0.0418123 -0.0144336 0.288062 -0.0397332 -0.0278699 -0.0423647 0.530478 0.0032874 0.0375737 0.111857 0.00598674 0.153596 0.019746 0.307303 0.727157 -0.0163541 0.324566 -0.0591619 -0.105043 0.0937914 -0.0126084 0.612805 | |
| internal_weight=0 240529 208855 205840 31673.4 26194.2 192656 111916 80740.2 70411.1 5434.41 64976.7 63148.7 61550.9 1597.87 15351.1 101165 30183 70981.6 9330.91 7314.84 13184.2 1330.83 61650.7 12959.8 39784.4 28053.5 6314.51 4552.14 369.475 | |
| internal_count=1377850 1222517 1044815 1030361 177702 148431 978032 559453 418579 357380 29372 328008 319215 310984 8231 81839 518892 157867 361025 47665 38003 52329 7032 313360 51262 201880 141284 33317 24061 2027 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=7 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 13 10 15 10 7 3 15 0 1 0 1 11 11 12 9 11 15 1 8 15 15 10 0 8 15 15 3 0 4 | |
| split_gain=6973.67 2389.53 2278.18 2164.9 1463.29 1342.98 1070.65 1042.93 988.526 1040.26 1535.11 968.68 774.622 931.728 744.793 740.754 629.54 619.088 549.572 1017.53 1179.1 2187.47 1194.86 1094.55 808.72 697.525 1126.13 686.034 1352.01 810.393 | |
| threshold=-0.32635565102100367 0.053260458633303649 -0.3349925428628921 1.0000000180025095e-35 -0.0075052310712635508 0.11425 0.13435000000000002 -1.0000000180025095e-35 0.14185000000000003 0.14885000000000001 0.12485 0.16385000000000002 0.26460804045200353 -0.049157425761222832 35.677669525146491 0.23005000000000003 0.22281752526760104 -1.0000000180025095e-35 0.12825000000000003 0.27365000000000006 9.5000000000000018 160.1560974121094 -0.1672180965542793 0.11245000000000001 0.29695000000000005 10.500000000000002 2028.7680664062502 0.14025000000000001 0.073950000000000002 0.15805000000000002 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=-1 3 -3 7 5 16 15 -2 9 10 14 -10 13 -9 17 -6 -4 -7 19 23 -21 22 -22 25 -24 27 -27 28 29 -19 | |
| right_child=1 2 4 -5 6 8 -8 12 11 -11 -12 -13 -14 -15 -16 -17 -18 18 -20 20 21 -23 24 -25 -26 26 -28 -29 -30 -31 | |
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| leaf_count=128735 7266 25463 23074 74065 109824 1980 118454 5301 5590 32322 5396 40782 30050 80558 9246 65 20021 167379 55752 109858 8396 23134 6006 1092 5417 41159 3199 134084 93239 11215 | |
| internal_value=0 -0.00560766 0.0158039 -0.129177 0.00705976 0.0291183 -0.0813448 -0.0435187 0.0170991 0.00683096 0.0162256 0.187765 -0.0202854 -0.075492 0.0111881 -0.00272451 0.21518 0.0158496 0.0178868 0.0279687 0.110875 0.277752 0.565913 0.000947651 0.830168 -0.0017438 -0.137392 0.0133012 0.0463002 -0.0125314 | |
| internal_weight=0 225785 192440 33345.1 187593 150132 37460.8 22964.1 141023 133019 127274 8003.15 21921.9 16298.7 126212 20085.3 9109.76 124380 123966 113552 27911.9 7674.73 3544.36 85640.3 1938.33 85446.6 8530.85 76915.8 51678.5 33794.6 | |
| internal_count=1378122 1249387 1052147 197240 1026684 798341 228343 123175 755246 708874 676552 46372 115909 85859 671156 109889 43095 661910 659930 604178 152811 42953 19819 451367 11423 450275 44358 405917 271833 178594 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=8 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 3 15 12 10 11 13 12 11 6 3 0 1 0 0 15 7 15 15 0 7 8 1 15 15 8 7 4 15 11 | |
| split_gain=4097.71 1555.75 1268.1 993.744 963.403 908.231 1084.28 910.889 786.94 784.583 709.588 1840.19 1049.5 1353.27 716.5 704.359 1047.25 888.895 695.88 664.574 1087.49 607.373 601.866 1255.25 3284.73 1297.51 696.217 1123.91 568.2 560.545 | |
| threshold=-0.35158009827136988 0.11285000000000002 -1.0000000180025095e-35 19.013877868652347 0.11214610561728479 0.16925093531608584 0.21462019532918933 29.57738018035889 0.57843860983848583 0.045950000000000012 0.22145000000000004 0.14285000000000003 0.15485000000000002 0.13085000000000002 0.16605000000000003 864.03125000000011 0.22135000000000002 1073.8891601562502 1.0000000180025095e-35 0.15325000000000003 0.23965000000000003 0.31215000000000004 0.19530000000000003 952.33917236328136 1201.8327636718752 0.31215000000000004 0.36705000000000004 0.30665000000000003 1.0000000180025095e-35 -0.049157425761222832 | |
| 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 -3 4 8 9 7 -7 10 -2 11 12 13 -4 -12 -13 -17 19 -5 -18 -21 -14 23 26 25 -25 -16 -28 -9 -11 | |
| right_child=1 2 3 18 -6 6 -8 28 -10 29 14 15 21 -15 22 16 17 -19 -20 20 -22 -23 -24 24 -26 -27 27 -29 -30 -31 | |
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| leaf_count=121805 6714 10574 665692 36006 57131 90418 19341 1993 4497 35017 59157 40571 12568 8153 7428 377 25 171 27700 137 60 4497 41152 6 49 97 102 62 2082 125380 | |
| internal_value=0 -0.00568799 -0.0288767 -0.0251758 -0.0153449 0.0715573 0.153554 0.204157 -0.00752954 0.0163222 -0.0104351 0.00123092 -0.0130501 -0.00625851 -0.112571 0.242316 1.82023 4.14135 -0.177589 7.42797 9.443 -0.319297 0.000621724 0.290212 6.7512 23.0607 0.256485 3.81025 -0.34286 0.028944 | |
| internal_weight=0 217135 167002 165806 155759 50133.3 20178.5 16947.9 149840 29954.8 148883 133621 126148 123411 15262.2 7472.55 70.0613 28.6934 10046.7 11.9818 9.268 2736.86 7296.58 1440.09 7.47847 2.18513 1432.61 13.6505 728.327 29243.4 | |
| internal_count=1378962 1257157 976212 965638 901932 280945 113834 94493 844801 167111 840304 732251 690910 673845 108053 41341 770 393 63706 222 197 17065 48896 7744 152 103 7592 164 4075 160397 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=9 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=14 15 15 3 15 9 9 13 15 6 14 6 9 5 0 14 3 0 1 0 15 5 7 15 1 0 15 12 4 0 | |
| split_gain=1497.16 1342.81 1007.15 909.173 1048.19 725.922 707.661 593.966 724.528 532.326 1300.76 2393.06 1051.49 774.437 570.614 813.105 693.326 970.393 2330.76 699.656 684.101 757.242 629.76 535.845 522.65 1035.11 496.656 486.908 476.556 437.961 | |
| threshold=-0.57915946841239918 575.76037597656261 -1.0000000180025095e-35 0.070550000000000015 14.071067810058596 0.087350000000000025 0.54060000000000008 0.061150420457124717 1686.0457153320315 0.28970000000000007 0.027720182202756408 0.39870000000000005 0.35475000000000007 0.26905000000000007 0.18895000000000003 -0.11441965401172637 0.21305000000000004 0.11005000000000002 0.13385000000000002 0.13285000000000002 143.0891036987305 0.097050000000000011 0.34015000000000006 331.28536987304693 0.15785000000000002 0.15325000000000003 1.0000000180025095e-35 -1.0000000180025095e-35 0.40325000000000005 0.16765000000000002 | |
| 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 -4 -5 9 -3 -9 14 13 -12 -13 -11 15 22 17 20 26 -20 21 -17 29 -22 -21 -26 -19 -10 -14 -7 | |
| right_child=1 7 3 5 -6 6 -8 8 27 10 11 12 28 -15 -16 16 -18 18 19 24 23 -23 -24 -25 25 -27 -28 -29 -30 -31 | |
| leaf_value=-0.36504095432002182 -0.50693313082033309 -0.39190335463479303 0.26260163016741694 -0.22178407392874652 -0.43916013877084858 0.010396366846868932 0.51209073037779551 -0.24058408982738971 -0.71545594932038481 1.4428941400632731 1.0007218347606122 31.297352388216552 19.096096332593433 -0.18025387728957484 0.28445129535363145 0.19424653222939289 -0.31389889962910061 0.96245430732548409 -0.32833978837446287 0.29373762555179023 0.94528079162348122 -0.27442939580181092 1.4332437226842258 -0.3836442027806713 -0.53920629055208702 0.095086395132377946 -0.27628736497389528 0.17253642780881417 4.2035941816713001 0.23955111053956293 | |
| leaf_weight=2951.4557342529297 967.46149575061281 2689.6832487049687 5499.7437060717202 3669.4634593073279 589.1069651581347 162142.20705895126 679.46479988098145 4010.3390668090433 166.16911315917969 74.445569543167949 9.4577020332217199 0.91195287369191591 0.99471320584416423 5706.8132188376039 1816.4651064351201 996.52709750086069 3061.0031334161758 793.18627184908837 1502.5901710093021 1631.5756253749132 231.54152563586831 6376.9406875222921 78.12786278501153 112.81131979636848 826.51441848278046 2900.0100220888853 90.108258781023324 2174.4027162138373 1.1678652893751857 2112.2188290823251 | |
| leaf_count=82527 11448 29544 35009 24438 4509 935141 3540 28033 874 1077 122 22 18 77290 11766 5469 21104 4227 9207 8787 1662 35192 1004 853 5075 15399 599 12216 26 11461 | |
| internal_value=0 -0.0064465 0.00199634 0.00444712 0.194705 -0.00149932 0.00272955 -0.19497 -0.111566 0.000912459 -0.148322 4.94011 17.0582 -0.159353 0.00559446 0.00282433 -0.0964868 -0.0534453 0.0716033 -0.0268217 -0.178918 -0.211088 0.0140182 0.50992 0.0577341 -0.0455948 0.836086 0.109493 11.0536 0.0133432 | |
| internal_weight=0 210911 201871 200903 6088.85 194815 191145 9040.59 6350.91 190466 5793.79 12.5322 3.07453 5781.26 184672 182855 18522.8 15461.8 7743.98 6860.69 7717.82 7373.47 164333 344.353 5358.1 3726.52 883.295 2340.57 2.16258 164254 | |
| internal_count=1377639 1295112 1224445 1212997 39518 1173479 1149041 70667 41123 1145501 78555 188 66 78367 1066946 1055180 107574 86470 43294 38468 43176 40661 947606 2515 29261 20474 4826 13090 44 946602 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=10 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 2 9 14 5 11 14 15 0 5 10 11 6 15 10 7 11 5 8 2 12 15 6 15 11 0 14 11 2 1 | |
| split_gain=1548.85 1436.3 3758.82 830.393 719.542 702.659 646.781 705.658 704.749 898.969 535.724 558.545 631.948 536.676 503.033 445.843 408.296 3751.37 6240.78 387.857 370.143 305.677 302.935 301.715 327.762 508.692 552.148 377.342 408.933 294.992 | |
| threshold=-0.45601624250411982 0.39140000000000003 0.091050000000000006 0.14896949380636218 0.095150000000000026 0.23916012793779376 -0.098136208951473222 1.0000000180025095e-35 0.10525000000000002 0.15485000000000002 0.14230536669492724 -0.18855318427085874 0.19505000000000003 9.5000000000000018 -0.14445696026086804 0.26275000000000004 -0.19594471901655194 0.43855000000000005 0.41705000000000009 0.022950000000000002 43.50581359863282 1.0000000180025095e-35 0.11670000000000001 58.654760360717781 -0.18855318427085874 0.051050000000000005 -0.016586892306804654 -0.24348003417253491 0.068950000000000025 0.087150000000000019 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=1 -1 -3 4 5 19 10 8 -8 22 11 12 13 15 -11 29 17 -9 -19 -2 -13 -22 -10 24 25 -21 27 28 -27 -6 | |
| right_child=3 2 -4 -5 6 -7 7 16 9 14 -12 20 -14 -15 -16 -17 -18 18 -20 23 21 -23 -24 -25 -26 26 -28 -29 -30 -31 | |
| leaf_value=-0.41998052728308627 -0.9494608289138684 -0.50141036132594474 -54.462051478246813 -0.62032701559350834 6.1529882362411312 0.35361938280425109 -0.23618734539536923 -0.51049242339417655 1.1310874261861674 0.21300533162344973 -0.14142552666074421 0.0053714120366940973 0.41963667606342309 -0.51865906843188925 -0.10292234603862734 12.395929059734621 -0.30185555792295499 -49.989440379925739 -0.6236143288153646 0.23217513828007344 -0.03528801427226317 -0.47392134092972182 0.36905308470662473 -0.37503067159686038 0.072155469820865459 11.930673023241585 -0.30887137630778616 2.1456479803922801 4.4403102239921033 1.5745509393702508 | |
| leaf_weight=2149.8357743024826 95.998040841863258 1.1759855874429201 0.44479452291627053 546.4161479473114 8.0925471941009217 2578.0692195892334 3621.691797400199 31.532753169536591 159.44090280681849 1642.7119192034006 6594.7064887396991 173623.22959279642 50.590536914765835 5.7421406880021086 5407.8037674203515 1.8575847446918476 3105.537067278914 1.0529947150498622 1.6331778597086666 82.238634729757905 867.05568104051054 732.94973260350525 716.49608162045479 373.05095494911075 6489.053465613164 2.3710269778966886 11.712709898129104 13.439249265938999 7.8714800961315632 6.2239811411127439 | |
| leaf_count=92087 577 53 17 8522 135 25359 19278 547 832 9247 88685 1013196 636 32 31624 58 31851 34 20 475 4850 6267 3778 2671 36179 66 69 104 114 66 | |
| internal_value=0 -0.431198 -15.31 -0.00475974 -0.00312878 0.130143 -0.00967365 -0.1106 -0.0534552 0.0300373 -0.00152369 0.00373949 1.3912 3.63391 -0.0293138 5.10815 -0.320782 -2.03847 -19.9753 0.0487187 0.00316536 -0.236222 0.507761 0.0624475 0.08715 0.914298 2.4992 3.88804 6.17425 4.16255 | |
| internal_weight=0 2151.46 1.62078 206779 206232 9653.8 196578 14687.9 11548.1 7926.45 181890 175296 72.5068 21.9163 7050.52 16.1741 3139.76 34.2189 2.68617 7075.74 175223 1600.01 875.937 6979.74 6606.69 117.633 35.3945 23.6818 10.2425 14.3165 | |
| internal_count=1377429 92157 70 1285272 1276750 65614 1211136 97211 64759 45481 1113925 1025240 927 291 40871 259 32452 601 54 40255 1024313 11117 4610 39678 37007 828 353 284 180 201 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=11 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=10 13 3 10 0 11 0 3 9 4 11 10 4 3 0 1 0 14 4 7 13 9 4 6 10 4 9 13 10 13 | |
| split_gain=968.9 591.376 413.491 603.496 531.887 764.279 370.657 434.521 379.961 520.854 353.933 824.622 464.832 436.793 671.167 858.878 688.822 726.417 866.546 1213.5 545.805 456.223 438.146 485.998 419.475 396.188 392.495 384.401 386.951 348.619 | |
| threshold=0.34097993373870855 -0.016555239446461197 0.12995000000000004 0.057405846193432815 0.077250000000000013 0.10785224288702012 0.033050000000000003 0.066550000000000012 0.061450000000000012 0.071550000000000016 0.26460804045200353 -0.15471474826335904 0.15805000000000002 0.15495000000000003 0.14385000000000003 0.17445000000000002 0.16445000000000001 -0.25949622690677637 0.31225000000000008 0.37585000000000007 0.043826483190059669 0.28425000000000006 0.24225000000000002 0.23730000000000004 -0.12970121949911115 0.22025000000000003 0.38195000000000007 0.18094085156917575 -0.16501946002244947 0.068738512694835677 | |
| 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 4 10 6 -6 8 -8 -3 -10 13 12 -12 21 20 29 -17 18 19 -18 -15 -4 23 25 -23 -19 -22 -28 -29 -16 | |
| right_child=-2 2 3 -5 5 -7 7 -9 9 -11 11 -13 -14 14 15 16 17 22 -20 -21 26 24 -24 -25 -26 -27 27 28 -30 -31 | |
| leaf_value=-0.27462709443157851 -0.35644696177398311 -0.685673861129245 0.013989800271930752 -0.16014660816808224 -0.037966296173586565 0.22997328231114705 0.23935861836055927 0.0094232076035020602 0.2352634171706795 -0.28422201946394199 -0.065946056654791002 0.22879319339676332 0.042002910598224155 -0.3487132268470064 0.12942539197286493 -0.2951855549554166 1.6739165819796149 0.20381162166861044 0.47246534155666375 10.802616792282786 -0.089801280534501496 1.0775377805539013 -0.085209602107505431 0.44182022700284085 5.8807864376443968 -0.21576055793476073 -0.028685201691732189 1.6199298642788935 6.6900305905238868 0.47894316245098156 | |
| leaf_weight=2006.2239589691162 1974.6157035827637 323.65894418038079 26923.532068967819 7207.5571577548981 4314.7851055162027 6945.6954250335693 2125.6010674536228 61557.861058980227 738.30745561420918 1392.6928032916039 16028.662637174129 4392.6463353633881 26393.145205080509 2159.5635987659916 1865.8123405082151 2106.2175906524062 9.9349390249699336 1329.9341496443376 31.599615275859833 5.7460673917084923 27476.620647011325 25.879583030939106 4600.6817565727979 1012.9914956232533 5.5138946473598471 975.20177412033081 17.982640666887164 11.464924991130831 5.6020775679498902 1155.111584469676 | |
| leaf_count=29681 103817 1793 141338 83377 25371 38423 16131 361814 8123 9148 92649 24445 146604 21533 10504 19690 85 7498 263 137 175902 168 40189 5537 73 6114 182 76 101 6683 | |
| internal_value=0 -0.00450688 -0.00181263 -0.0197419 0.0268519 0.127304 0.00974917 0.0170979 -0.180906 -0.104241 -0.0110579 0.0225693 0.00121546 -0.0336376 -0.0650578 0.0292371 -0.0408952 0.0263387 1.98036 5.01899 -0.106668 0.016211 0.0146719 0.153161 1.92117 0.0263091 -0.0876683 1.58446 3.28414 0.263071 | |
| internal_weight=0 203146 201140 123741 77398.6 11260.5 66138.1 63683.5 2454.66 2131 116534 46814.5 42421.8 69719.4 42764.5 13093.2 10072.3 7966.09 47.2806 15.681 29671.2 26954.9 7918.81 3318.13 31.3935 2305.14 27511.7 35.0496 17.067 3020.92 | |
| internal_count=1377449 1273632 1243951 783148 460803 63794 397009 377945 19064 17271 699771 263698 239253 436073 294494 96700 79513 59823 485 222 197794 141579 59338 19149 241 13612 176261 359 177 17187 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=12 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=15 8 15 5 12 11 12 0 11 13 14 11 13 0 0 15 11 11 3 14 11 15 8 5 2 8 8 8 13 8 | |
| split_gain=528.909 484.309 404.096 377.391 437.465 343.635 397.063 353.394 519.485 314.314 470.666 503.74 1269.72 1185.26 533.54 637.472 286.572 282.599 284.474 460.744 632.041 602.737 827.812 1163.47 863.151 581.209 537.521 410.455 585.343 409.583 | |
| threshold=-1.0000000180025095e-35 0.066350000000000006 616.40078735351574 0.16925000000000004 23.680339813232425 0.47562105953693395 -1.0000000180025095e-35 0.049450000000000008 0.54403901100158703 0.13485228270292285 -0.11830631271004675 0.2415922284126282 0.053260458633303649 0.077750000000000014 0.067450000000000024 1091.1232910156252 0.2991150319576264 0.66231629252433788 0.11465000000000002 -0.32142509520053858 0.57843860983848583 9.5000000000000018 0.20435000000000003 0.10565000000000001 0.073350000000000012 0.21345000000000003 0.13595000000000004 0.19895000000000004 0.0035946124698966746 0.14655000000000004 | |
| 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 6 -4 8 -7 10 11 12 13 14 -8 -16 -5 18 19 20 21 22 29 24 -24 -26 -21 -20 -29 -3 | |
| right_child=1 2 3 16 -6 7 9 -9 -10 -11 -12 -13 -14 -15 15 -17 -18 -19 27 26 -22 -23 23 -25 25 -27 -28 28 -30 -31 | |
| leaf_value=-0.47772741452253353 -0.3049850215721519 0.18726618128116038 -0.61063236794630815 -0.33415148555524948 -0.48420808154828621 -1.1857276399427592 4.5767602646417629 -0.27149233986249166 -6.9672017914548929 -0.029199705938467789 -0.35934648184556273 0.41606314685063317 0.80377068116392103 0.72499211919300088 -0.51246693513796771 14.604673465139436 -0.081917111697870457 0.36895176997704043 -0.079724712820238935 -0.016907233089781138 -4.0549353536822643 0.19183532974048623 -3.1238128665620253 -0.31019669478051287 -21.286634217078316 -3.4636780986110867 0.11217232093267607 -0.35904326521036939 0.0032504952276150873 -0.085981742327800564 | |
| leaf_weight=592.39256679205573 1332.7260307489196 1907.1258703009225 148.19142913818359 2233.0996673107147 348.18826375342906 19.337603349238638 3.5206565205007809 134.16867909952998 4.8623709082603446 681.01883595064282 173.77121934312163 885.83914384245872 79.033875942230225 6.885509328916668 0.8151300000026821 4.8270403770729899 2271.5010232925415 522.5165843963623 18486.660979318433 12870.820918188256 9.8487787246704084 2140.1697583687492 16.649455113336447 2652.2969575375319 1.1697896681725968 0.75112823396921147 21601.58281775564 1124.8756431555375 125492.32789271604 4882.202958936803 | |
| leaf_count=11042 25172 28965 890 31780 3293 92 44 621 76 3752 2226 4525 529 85 6 151 13355 3449 123119 80008 133 15060 173 16072 51 10 129824 10093 813272 59639 | |
| internal_value=0 -0.00457867 -0.00256382 -0.120605 0.0355867 0.12007 0.176649 -0.588702 -2.34737 0.240204 0.399094 0.533452 1.62712 5.68188 9.40679 12.4207 -0.206959 0.00174327 0.000739681 0.0349639 -0.0511844 -0.0477852 -0.101994 -0.33781 -4.28168 -14.3174 0.0639784 -0.0101294 3.18534e-05 -0.00922626 | |
| internal_weight=0 200037 198704 6995.06 2490.46 2142.27 1983.9 158.369 24.2 1835.71 1154.69 980.921 95.0822 16.0483 9.16283 5.64217 4504.6 191709 191186 46082.6 11610.2 11600.4 9460.2 2670.87 18.5704 1.92092 34472.4 145104 126617 6789.33 | |
| internal_count=1377507 1366465 1341293 61425 16290 12997 12208 789 168 11318 7566 5340 815 286 201 157 45135 1279868 1276419 329935 120103 119970 104910 16306 234 61 209832 946484 823365 88604 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=13 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=10 3 8 11 2 13 5 6 15 11 10 9 8 10 11 5 13 7 10 13 15 13 7 3 9 6 7 5 3 6 | |
| split_gain=599.565 4366.15 11124.8 340.127 358.853 433.059 326.268 291.203 263.72 251.948 383.117 398.811 298.979 295.612 315.274 259.673 254.23 235.043 359.155 319.34 473.045 242.613 233.631 259.829 239.449 221.3 1322.81 913.624 483.122 504.389 | |
| threshold=0.41389435529708868 0.41125000000000006 0.10585000000000001 0.54403901100158703 0.033650000000000006 0.69987291097641002 0.072650000000000006 0.064350000000000004 -1.0000000180025095e-35 0.44980806112289434 -0.32499131560325617 0.25055000000000005 0.28995000000000004 -0.229015938937664 0.41284181177616125 0.24805000000000002 0.06363860517740251 0.25745000000000007 -0.23899236321449277 0.12743171304464343 9.5000000000000018 0.14930050820112231 0.17435000000000003 0.10155000000000002 0.26225000000000004 0.25490000000000007 0.28885000000000005 0.24505000000000002 0.12755000000000002 0.22210000000000005 | |
| 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 4 -1 6 -6 -8 -9 13 -11 -12 -13 16 25 -16 -10 18 19 20 -14 -20 23 24 -18 26 -15 -27 29 -28 | |
| right_child=1 2 -4 -5 5 -7 7 8 9 10 11 12 17 14 15 -17 22 -19 21 -21 -22 -23 -24 -25 -26 27 28 -29 -30 -31 | |
| leaf_value=-0.38680564754385272 -0.38283768646904015 -0.50049012218024636 -193.91977662359764 0.24173481637638397 0.20169144080778056 1.8491223805681638 -0.50312056927768511 -0.43734488979556047 -0.07104955485533887 0.13063017477668101 -0.82465187246455984 0.16162038942050888 -0.96740139605931874 -0.0026126785002891458 -0.56982477876455695 0.82291805776928428 0.19956075851139238 0.42441555261411895 -0.56879635376148518 -0.028456144205804997 -0.13968614971576052 -2.300628923070116 0.16258258327756756 -0.0070451977256590888 -4.403354668939631 0.72443455294814574 7.1437342274962878 -0.098220719070524154 0.63298253485793732 1.7230693287522461 | |
| leaf_weight=603.36520067517995 919.4882003068924 0.26450515124813367 0.10340416100009531 1444.2921447753906 1967.1215021722019 31.637331679463387 290.5937411589548 347.59160982369212 3055.6166716329753 938.88427543640137 265.38458106666803 503.29320448078215 313.15579829923809 158315.79321708839 371.58661236613989 36.780287936329842 2074.330417945981 109.64305393025279 44.61156159080565 673.23233515024185 384.62819732911885 36.99126735329628 6139.4762815795839 7329.5078668296337 2.8293021693825713 348.36437035817653 5.3419531746767488 10820.428094863892 596.77147229015827 21.821641147136688 | |
| leaf_count=17836 80631 35 36 10932 20511 1468 2390 10086 19045 7323 1571 2520 2051 935302 2327 201 17858 609 276 3558 2052 270 38494 45543 34 3890 126 144911 5235 788 | |
| internal_value=0 -0.404628 -54.8627 -1.49176e-05 -0.00179971 -0.00060859 -0.000908705 -0.00297339 -0.0022193 -0.00143315 -0.13904 -0.247661 -0.173529 0.000946044 -0.00558312 -0.444385 0.060797 -0.2815 -0.334782 -0.274127 -0.511153 -1.35385 0.0867116 0.0371926 0.193291 -0.00452972 0.000250909 -0.0725614 0.726851 2.78909 | |
| internal_weight=0 919.856 0.367909 197073 195629 195025 194994 193027 192736 192388 3269.82 2330.94 2065.56 189119 170517 408.367 18601.8 1562.26 1452.62 1371.02 697.784 81.6028 15546.1 9406.67 2077.16 170109 158940 11168.8 623.935 27.1636 | |
| internal_count=1377909 80702 71 1297207 1286275 1268439 1266971 1246460 1244070 1233984 20230 12907 11336 1213754 1092780 2528 120974 8816 8207 7661 4103 546 101929 63435 17892 1090252 941451 148801 6149 914 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| end of trees | |
| feature_importances: | |
| DIST_CROPS_COVER=72 | |
| BADI=50 | |
| NBR=43 | |
| S2_B02=39 | |
| NDVI=30 | |
| S2_B03=25 | |
| S2_B05=21 | |
| NDWI=20 | |
| S2_B12=19 | |
| S2_B07=17 | |
| S2_B08=17 | |
| S2_B06=15 | |
| S2_B8A=15 | |
| S2_B11=14 | |
| SLOPE=12 | |
| S2_B04=11 | |
| parameters: | |
| [boosting: gbdt] | |
| [objective: binary] | |
| [metric: binary_logloss,auc,l2] | |
| [tree_learner: serial] | |
| [device_type: gpu] | |
| [data_sample_strategy: goss] | |
| [data: ] | |
| [valid: ] | |
| [num_iterations: 20] | |
| [learning_rate: 0.5] | |
| [num_leaves: 31] | |
| [num_threads: 0] | |
| [seed: 0] | |
| [deterministic: 0] | |
| [force_col_wise: 1] | |
| [force_row_wise: 0] | |
| [histogram_pool_size: -1] | |
| [max_depth: -1] | |
| [min_data_in_leaf: 20] | |
| [min_sum_hessian_in_leaf: 0.001] | |
| [bagging_fraction: 1] | |
| [pos_bagging_fraction: 1] | |
| [neg_bagging_fraction: 1] | |
| [bagging_freq: 0] | |
| [bagging_seed: 3] | |
| [feature_fraction: 0.9] | |
| [feature_fraction_bynode: 1] | |
| [feature_fraction_seed: 2] | |
| [extra_trees: 0] | |
| [extra_seed: 6] | |
| [early_stopping_round: 0] | |
| [first_metric_only: 0] | |
| [max_delta_step: 0] | |
| [lambda_l1: 0] | |
| [lambda_l2: 0] | |
| [linear_lambda: 0] | |
| [min_gain_to_split: 0] | |
| [drop_rate: 0.1] | |
| [max_drop: 50] | |
| [skip_drop: 0.5] | |
| [xgboost_dart_mode: 0] | |
| [uniform_drop: 0] | |
| [drop_seed: 4] | |
| [top_rate: 0.2] | |
| [other_rate: 0.1] | |
| [min_data_per_group: 100] | |
| [max_cat_threshold: 32] | |
| [cat_l2: 10] | |
| [cat_smooth: 10] | |
| [max_cat_to_onehot: 4] | |
| [top_k: 20] | |
| [monotone_constraints: ] | |
| [monotone_constraints_method: basic] | |
| [monotone_penalty: 0] | |
| [feature_contri: ] | |
| [forcedsplits_filename: ] | |
| [refit_decay_rate: 0.9] | |
| [cegb_tradeoff: 1] | |
| [cegb_penalty_split: 0] | |
| [cegb_penalty_feature_lazy: ] | |
| [cegb_penalty_feature_coupled: ] | |
| [path_smooth: 0] | |
| [interaction_constraints: ] | |
| [verbosity: 1] | |
| [saved_feature_importance_type: 0] | |
| [use_quantized_grad: 0] | |
| [num_grad_quant_bins: 4] | |
| [quant_train_renew_leaf: 0] | |
| [stochastic_rounding: 1] | |
| [linear_tree: 0] | |
| [max_bin: 255] | |
| [max_bin_by_feature: ] | |
| [min_data_in_bin: 3] | |
| [bin_construct_sample_cnt: 200000] | |
| [data_random_seed: 1] | |
| [is_enable_sparse: 1] | |
| [enable_bundle: 1] | |
| [use_missing: 1] | |
| [zero_as_missing: 0] | |
| [feature_pre_filter: 1] | |
| [pre_partition: 0] | |
| [two_round: 0] | |
| [header: 0] | |
| [label_column: ] | |
| [weight_column: ] | |
| [group_column: ] | |
| [ignore_column: ] | |
| [categorical_feature: ] | |
| [forcedbins_filename: ] | |
| [precise_float_parser: 0] | |
| [parser_config_file: ] | |
| [objective_seed: 5] | |
| [num_class: 1] | |
| [is_unbalance: 0] | |
| [scale_pos_weight: 1] | |
| [sigmoid: 1] | |
| [boost_from_average: 1] | |
| [reg_sqrt: 0] | |
| [alpha: 0.9] | |
| [fair_c: 1] | |
| [poisson_max_delta_step: 0.7] | |
| [tweedie_variance_power: 1.5] | |
| [lambdarank_truncation_level: 30] | |
| [lambdarank_norm: 1] | |
| [label_gain: ] | |
| [lambdarank_position_bias_regularization: 0] | |
| [eval_at: ] | |
| [multi_error_top_k: 1] | |
| [auc_mu_weights: ] | |
| [num_machines: 1] | |
| [local_listen_port: 12400] | |
| [time_out: 120] | |
| [machine_list_filename: ] | |
| [machines: ] | |
| [gpu_platform_id: 0] | |
| [gpu_device_id: 0] | |
| [gpu_use_dp: 0] | |
| [num_gpu: 1] | |
| end of parameters | |
| pandas_categorical:null | |