| 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=[0:1.6032] [0:1.7072000000000001] [0:1.7216] [0:1.2988] [0:0.9667] [0:0.95330000000000004] [0:1.6432] [0:1.1652] [0:1.5991] [0:1.6488] [-5:0.89697128534317017] [-5:3.1955678462982178] [-128:320.35137939453125] [-5:0.99953323602676392] [-5:0.99653381109237671] [-128:5812.486328125] | |
| tree_sizes=3523 3509 3510 3500 3506 3514 3498 3485 3505 3448 3469 3498 3420 | |
| Tree=0 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=4 11 15 10 1 15 6 11 15 14 3 15 10 6 15 11 1 15 13 3 10 15 1 15 1 3 1 15 10 11 | |
| split_gain=1.64944e+06 615674 215312 157036 70543.4 47735.2 43944.5 40600 36967.8 35247.1 24538.8 21265.3 32376.1 16799.7 16396.4 16165.2 14204.7 13259.4 11826.7 9070.8 8870.69 8653.89 6885.12 6692.63 7102.72 6956.87 6275.4 5535.93 5336.43 5019.26 | |
| threshold=0.15855000000000002 0.075126949697732939 1.0000000180025095e-35 -0.1996006369590759 0.091850000000000015 10.500000000000002 0.21610000000000004 -0.052003378048539155 1.0000000180025095e-35 -0.17749546468257901 0.10205000000000002 1.0000000180025095e-35 -0.042555168271064751 0.12790000000000004 506.97583007812506 0.3082872480154038 0.15785000000000002 -1.0000000180025095e-35 0.087624862790107741 0.16655000000000003 -0.12731389701366422 -1.0000000180025095e-35 0.14985000000000001 -1.0000000180025095e-35 0.13245000000000004 0.13945000000000005 0.089050000000000004 -1.0000000180025095e-35 -0.11521936208009718 0.19955345243215564 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=1 7 4 5 13 18 11 -1 10 14 -9 12 16 21 26 23 19 -18 -2 28 -15 -3 -14 -6 25 29 -4 -17 -5 -25 | |
| right_child=3 2 9 6 15 -7 -8 8 -10 -11 -12 -13 22 20 -16 27 17 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-1.7292571691633742 -0.48093533375073838 -1.7525504976677699 0.27494551295029379 -0.5977175997182933 -1.8456905042866607 -1.423679913403362 -1.7978330959521107 0.054934728616268025 -1.7531152543173651 -1.5586951879688304 -1.088709814686025 -1.7228051198097381 -1.6991489923936125 0.58156533210515771 -1.268786747753015 -1.8456905042866607 -1.8456905042866607 0.12664071375327257 0.43758790900918321 -1.3543641600259113 -0.049956974497226803 0.84335726556698876 -0.84776647254668158 -0.50397307701937544 0.76819387825396124 -0.78735998994935585 -0.75419298421268266 0.4033063689430203 -1.1493559737176129 0.18628412654671878 | |
| leaf_weight=40062.364973068237 5369.6427173167467 322.09574691951275 6098.4069050401449 9327.9272766113281 740.01720912754536 7428.7235148251057 416837.50507695973 9003.1703812927008 9451.7703197151423 13442.722376540303 9791.5307109951973 49114.872575700283 35135.853784397244 17515.046789169312 3518.784506097436 279.80395078659058 1055.3319929540157 4425.4749002456665 10089.00205399096 19130.892471984029 8147.0610037893057 98909.704061388969 2546.7873312532902 5045.7622699737549 1406.3362420797348 6969.9392822831869 1956.4866337329149 12386.854252338409 8271.9062256366014 5509.1728625297546 | |
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| internal_value=-1.19422 -0.125361 0.354481 -1.66511 0.571259 -0.382034 -1.71891 -1.40558 -0.946511 -1.008 -0.540873 -1.4639 -1.30473 0.741676 -0.368373 -0.0869181 -1.004 -0.253133 0.118534 -1.11604 0.381073 0.834931 -1.64161 -0.370593 -0.312931 -0.399689 0.0249738 0.353626 -0.856987 -0.143692 | |
| internal_weight=0 250557 182248 568734 157232 22887.4 545847 68308.8 28246.5 25016.4 18794.7 129009 79894.2 124894 11573.7 32337.9 42211.5 5480.81 15458.6 36730.7 25662.1 99231.8 37682.6 19671.2 18931.2 17524.9 8054.89 12666.7 17599.8 10554.9 | |
| internal_count=4591244 1404108 1021305 3187136 881115 128258 3058878 382803 158297 140190 105330 722956 447720 699896 64858 181219 236550 30714 86628 205836 143808 556088 211170 110236 106089 98208 45139 70983 98628 59149 | |
| is_linear=0 | |
| shrinkage=1 | |
| Tree=1 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 1 10 15 13 6 10 15 1 13 13 13 4 15 1 11 15 10 10 3 8 15 15 8 1 10 1 12 15 | |
| split_gain=367363 89573.8 50375.4 23882.3 16799.9 13551.5 12196.5 11529.5 7862.09 23336.4 10133.7 7703.45 6992.58 6950.76 6317.03 8276.56 6090.69 5833.95 5180.63 4620.1 4567.33 5054.07 4465.9 4379.4 4308.15 4093.34 3528.14 2930.62 2496.56 2448.87 | |
| threshold=0.19265000000000002 0.019805510528385643 0.099550000000000013 -0.16684046387672422 1.0000000180025095e-35 -0.036740368232130997 0.24070000000000003 -0.1996006369590759 1.0000000180025095e-35 0.16305000000000003 0.031123818829655651 -0.0031649036100134249 0.12334972620010377 0.11545000000000001 -1.0000000180025095e-35 0.14045000000000005 0.34815888106822973 366.46954345703131 0.033959696069359786 0.18087506294250491 0.11315000000000001 0.27865000000000006 541.73971557617199 -1.0000000180025095e-35 0.27345000000000003 0.17505000000000001 -0.30714085698127741 0.07715000000000001 14.571067810058596 31.811388015747074 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=1 11 5 12 14 -3 8 22 9 18 -11 -1 26 19 -4 16 -16 20 -5 27 -9 -22 -7 -12 -6 -25 -2 -13 -24 -28 | |
| right_child=3 2 4 6 24 7 -8 17 -10 10 23 13 -14 -15 15 -17 -18 -19 -20 -21 21 -23 28 25 -26 -27 29 -29 -30 -31 | |
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| leaf_weight=19448.321548461914 829.98921585083008 3205.9042434692383 2190.2412962540984 31422.460825957358 15129.188952356577 109040.06725588441 230757.40793513507 52431.298929795623 42286.430845692754 3115.2223361954093 519.47854422032833 5309.0012438073754 6065.8185280561447 21905.526943981647 35619.749512389302 4572.1661214455962 11815.849735736847 2551.5138001441956 28821.54311992228 2755.0116653442383 34015.753241673112 3113.8812772631645 1266.4937364012003 3558.8089044168591 3500.8562695682049 2888.3535431474447 8381.4187957122922 1775.8673670142889 1146.504133477807 7178.604270927608 | |
| leaf_count=150423 3949 21727 13865 213572 108823 507759 1892702 242089 337708 18876 4042 26561 29902 154844 170720 22198 49583 16151 228337 21508 156217 15188 7775 19199 23612 19704 44599 9580 7373 52658 | |
| internal_value=0 0.279345 0.390678 -0.447765 0.0330701 0.516633 -0.480435 0.532697 -0.345542 -0.243097 0.460973 -0.328708 0.0517947 -0.176897 0.173866 0.208896 0.146971 0.401805 -0.360924 0.172185 0.423044 0.288868 0.640874 0.796183 -0.376529 0.908713 -0.117943 0.385832 -0.0319373 -0.171521 | |
| internal_weight=0 330793 279599 365826 72828.1 206771 343370 203566 112612 70325.9 10081.9 51193.7 22455.8 31745.4 54198 52007.8 47435.6 92112.4 60244 9839.88 89560.9 37129.6 111453 6966.64 18630 6447.16 16390 7084.87 2413 15560 | |
| internal_count=4591244 1725996 1363080 2865248 388801 974279 2734140 952552 841438 503730 61821 362916 131108 212493 256366 242501 220303 429645 441909 57649 413494 171405 522907 42945 132435 38903 101206 36141 15148 97257 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=2 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 3 15 10 15 11 15 0 2 4 0 14 0 2 14 2 4 15 11 11 14 15 10 10 11 15 3 12 14 | |
| split_gain=171554 47227.1 26586.5 15369.5 12028.7 11601.7 10109.5 9220.99 7814.03 11335.1 6940.78 6447.12 9371.5 5726.16 5321.88 4432.38 4257.88 3444.32 3146.98 3051.74 2971.44 2798.03 2488.25 2056.6 1841.68 1824.94 1706.94 1601.61 1560.53 1521.35 | |
| threshold=0.20585000000000003 0.15171726047992709 0.12185000000000001 1.0000000180025095e-35 -0.054539015516638749 1.0000000180025095e-35 -0.18046265095472333 371.41615295410162 0.14785000000000001 0.22570000000000004 0.12925000000000003 0.13525000000000001 -0.19550051540136335 0.13325000000000004 0.13945000000000005 -0.055103138089179986 0.16105000000000003 0.10315000000000001 -1.0000000180025095e-35 0.24839261174201968 0.31492981314659124 -0.11076623573899268 -1.0000000180025095e-35 0.087163861840963378 -0.13089498132467267 0.36105039715766912 449.05511474609381 0.091150000000000023 14.571067810058596 -0.37503890693187708 | |
| 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 15 6 5 8 -1 11 16 18 21 12 19 -12 -14 17 24 -3 -10 -4 -7 -8 -15 -6 -2 -16 29 -23 -9 -19 | |
| right_child=4 2 7 -5 23 20 10 28 9 -11 13 -13 14 22 25 -17 -18 26 -20 -21 -22 27 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.4785082025878048 0.37107073244060956 0.57928492214428029 0.097485470844741032 -0.46719028809867891 -0.40785026989558437 -0.48588830631752916 0.33301222042143414 -0.14990734833821615 -0.62994870825811045 -0.29577476832166127 -0.14345666210596658 0.73138999275003713 0.1105179584069617 -0.6082876931598532 -0.35470565906295953 -0.2949138125539929 -0.35689426760580878 0.022297309739910134 0.83124957494622953 0.35221139694434622 -0.014985749599697736 0.20635466954594303 0.8048164394810251 -0.52728678770683812 -0.12323874211902699 0.10567774531542047 -0.15119792673427218 -0.27853341540579679 -0.53270209446364514 0.43186718657551021 | |
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| internal_value=0 0.157357 0.294678 -0.126256 -0.414314 -0.23791 -0.0122997 0.120577 -0.0232518 0.322448 0.0608367 0.170452 0.140181 -0.0862079 -0.0582778 0.48158 -0.195921 0.496067 0.742927 0.271264 -0.436119 0.245011 0.615657 -0.48798 0.107061 -0.278305 0.389068 -0.0344374 -0.316483 0.407737 | |
| internal_weight=0 303159 204260 98899 231410 68169.4 74123.5 105752 32726.7 10901.3 64072.2 94919.9 90059.7 35627.4 35823.5 98508.5 21825.4 96704.3 6488.3 54236.2 35442.7 28444.8 2686.85 163241 7572.53 15551.7 42307.1 6812.29 10831.9 40894 | |
| internal_count=1470326 1034846 716753 318093 435480 161020 269069 436634 98492 36889 253550 410001 391176 116861 147130 280119 61603 275109 27332 244046 62528 136689 11590 274460 23224 60831 158566 30572 26633 154207 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=3 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 13 10 4 10 15 0 10 14 0 2 15 11 11 4 13 6 11 10 1 10 15 11 6 15 15 15 10 15 12 | |
| split_gain=82943.3 22408.8 22547.9 11432.2 7871.58 6963.6 6754.13 4487.68 5381.97 4394.43 6305.54 3868.26 2473.38 2395.39 2324.97 2281.68 2268.65 2163.19 2043.18 1850.13 1681.22 1496.37 1525.09 1485.9 1467.24 1406.21 1238.7 1237.83 1188.98 1188.71 | |
| threshold=0.21425000000000002 0.028076309710741047 -0.25007651746273035 0.13315000000000002 0.010352647397667171 14.571067810058596 0.13225000000000003 0.100675106048584 -0.22118855267763135 0.15265000000000004 0.23710000000000001 1.0000000180025095e-35 -0.22642841190099713 0.30178689956665045 0.10175000000000002 0.0033906965982168917 0.19890000000000005 0.20413338392972949 -0.2765889018774032 0.11045000000000001 -0.30714085698127741 199.62429046630862 0.21319596469402316 0.14645000000000002 -1.0000000180025095e-35 -1.0000000180025095e-35 1.0000000180025095e-35 -0.12731389701366422 3111.237670898438 34.27050971984864 | |
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| left_child=1 11 20 12 5 9 7 8 21 16 15 17 -4 -7 27 -11 -2 -1 -18 -10 -3 22 23 -5 -17 -19 -8 -14 -28 -22 | |
| right_child=4 2 3 6 -6 13 26 -9 19 10 -12 -13 14 -15 -16 24 18 25 -20 -21 29 -23 -24 -25 -26 -27 28 -29 -30 -31 | |
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| internal_value=0 0.0921926 0.141396 0.0660672 -0.373493 -0.242552 -0.0256651 -0.0527851 -0.0241169 -0.0920771 0.158416 -0.333192 0.227299 -0.421124 0.240702 0.44097 -0.216814 -0.142448 -0.265635 -0.146615 0.453313 0.0778926 0.10137 0.0266975 0.503901 0.149972 0.479847 0.358537 -0.179091 0.356582 | |
| internal_weight=0 267658 239908 193240 148759 64788.2 123165 116894 107674 35160.2 11688.2 27749.8 70074.7 29628 68676.5 7342.05 23471.9 13576.1 21364.5 48923.9 46668.2 58750.2 54069.7 30193.9 6985.95 4314.51 6271.21 26008 640.382 22888.6 | |
| internal_count=1387378 986649 900999 757295 400729 190074 512794 484935 465104 118629 45653 85650 244501 71445 241576 34697 72976 51434 64070 203498 143704 261606 246202 128790 33327 16697 27859 70248 2074 81696 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=4 | |
| num_leaves=31 | |
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| split_feature=5 11 3 15 10 12 11 15 15 0 1 10 1 3 0 0 13 13 0 1 11 6 15 9 13 9 0 15 0 3 | |
| split_gain=40654.2 10816.7 11841.7 6082.01 5202.72 4774.62 3960.44 3986.59 3256.91 3150.67 3088.65 3010.13 2782.27 2212.61 2468.36 2216.51 1879.66 1813.61 1708.82 2516.85 1622.63 1615.71 1611.38 1585.53 1499.46 1248.01 1122.74 1085.99 1078.48 1030.04 | |
| threshold=0.22645000000000001 0.17263167351484301 0.11005000000000002 1.0000000180025095e-35 0.070879511535167708 23.680339813232425 -0.21855340152978894 -1.0000000180025095e-35 40.500000000000007 0.11665000000000002 0.098050000000000012 -0.29349344968795771 0.14045000000000005 0.17425000000000004 0.12305000000000001 0.14325000000000002 0.21717789769172671 0.073636859655380263 0.16225000000000003 0.19945000000000004 0.29882235825061804 0.21210000000000004 1935.8977050781252 0.066350000000000006 0.30141536891460424 0.42685000000000006 0.13725000000000001 1.0000000180025095e-35 0.11025000000000001 0.21685000000000001 | |
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| internal_value=0 0.0453995 0.130382 -0.0829588 -0.344297 0.0482401 -0.0239168 0.00677367 -0.230916 0.0281282 -0.00466799 0.0747283 0.360238 0.0516888 0.0891095 -0.100224 0.372015 0.0757221 -0.130672 0.0381073 -0.399794 -0.214537 0.112081 0.407526 0.0651175 -0.261955 0.239781 -0.356599 -0.166449 0.350366 | |
| internal_weight=0 247902 149152 98750 91675.2 111312 80520.4 74791.4 48096.6 72316.6 65817.1 104476 6499.51 97305.5 78073.7 19231.9 37840.2 76342.6 30181.3 10018.6 17915.2 20162.7 62443.2 34352 46510.3 18128.1 5723.51 6835.81 16691.2 4581.14 | |
| internal_count=1380557 1034924 612800 422124 345633 514085 358612 340690 177480 332391 302986 488678 29405 461258 382407 78851 98715 374479 110539 39931 66941 70608 310925 82832 214180 61307 25452 25407 67635 20419 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=5 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 1 10 15 15 11 11 15 15 15 5 9 9 6 13 11 13 10 10 9 9 14 15 1 13 2 15 10 10 11 | |
| split_gain=21397 10044.7 4902.02 4487.76 4115.36 2554.27 2485.88 2373.12 2197.68 1850.4 1656.69 1600.23 1548.83 1500.69 1180.73 1071.37 1017.3 977.604 973.512 1058.39 936.406 753.399 730.056 954.811 1247.91 863.919 722.844 713.115 705.812 1147.18 | |
| threshold=-0.15150570124387738 0.10750000000000001 -0.26684492826461786 44.860679626464851 -1.0000000180025095e-35 0.29254221916198736 0.25858789682388311 -1.0000000180025095e-35 425.61715698242193 1.0000000180025095e-35 0.10695 0.061350000000000009 0.26815000000000005 0.27070000000000005 0.049309149384498603 -0.30805417895317072 0.063837051391601576 -0.094756364822387681 -0.13268149644136426 0.45190000000000002 0.38105000000000006 0.074918687343597426 1.0000000180025095e-35 0.13765000000000002 0.050683066248893745 0.16405000000000003 -1.0000000180025095e-35 0.10966880992054941 0.043337371200323112 -0.052003378048539155 | |
| 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=15 2 9 4 -3 -5 13 -4 10 21 11 -9 -11 22 -7 -1 -12 -13 19 -8 -16 26 23 -6 25 -25 -2 -17 29 -18 | |
| right_child=1 3 7 5 6 14 18 8 -10 12 16 17 -14 -15 20 27 28 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.48046602216784956 -0.73619475025015246 -0.58536874233366998 -0.73542316586123002 -0.40130796487710502 -0.10581019465834257 -0.33030724578144255 0.057123537246239732 -0.26415439483065145 -0.26936776606193086 -0.20942160832971665 -0.13003506875397955 0.3609818413565572 0.46671394559963136 -0.28246988485424118 0.027483621276343215 0.75005161644641893 1.0814839853030043 0.12068458168555911 0.68346993267681244 0.57462087814804841 0.85990989727001732 -1.0385835075459209 -0.30732434718840412 0.25725372878389735 0.15003543558463378 -0.214768955719775 0.39573980266613423 -0.29943209975073826 -0.068614780483674476 0.070649410056556963 | |
| leaf_weight=23590.732543945312 142.19952982664108 3512.7599423024803 952.08525340631604 17623.860099663958 23599.105761624873 2543.5672827959061 24405.626316726208 1643.8941457625479 4957.0822269711643 2729.2934977151453 7655.4041081201285 9362.200784444809 1228.1095637083054 8859.3015346825123 4609.540528178215 164.73982413113117 281.61316160857677 7724.9949806705117 681.85299634933472 1029.7122128605843 364.56028747558594 93.238376617431641 2727.6894472762942 1190.3091154508293 11069.736507985741 5222.3377845138311 17296.065497573465 9269.4042188376188 9661.3986799865961 84803.728245062754 | |
| leaf_count=134678 705 13000 4507 85528 115648 10460 119624 8225 23436 11931 37573 27565 5179 40879 21622 1080 1677 38156 3502 4582 1786 450 11430 5917 50272 24207 56438 49104 43942 425304 | |
| internal_value=0 0.00412228 0.0883618 -0.112335 -0.0558544 -0.297221 -0.0322454 0.051004 0.0569422 0.309221 0.0702956 0.207016 0.00040502 -0.0947878 -0.0532057 -0.423515 0.0452872 0.252345 0.093879 0.0780737 0.0884936 0.37893 -0.0568338 -0.040202 0.0483611 -0.127153 0.386509 -0.281106 0.059453 0.073995 | |
| internal_weight=0 255971 148531 107440 82298.4 25141.5 78785.7 127042 126090 21488.9 121133 18731.1 3957.4 52668.5 7517.67 33024.9 102402 17087.2 26117.2 25435.3 4974.1 17531.5 43809.2 41081.5 17482.4 6412.65 17438.3 9434.14 94746.7 85085.3 | |
| internal_count=1378407 1193545 685088 508457 389061 119396 376061 610385 605878 74703 582442 73946 17110 248353 33868 184862 508496 65721 127708 124206 23408 57593 207474 196044 80396 30124 57143 50184 470923 426981 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=6 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 3 13 10 10 15 14 15 15 0 2 1 0 0 14 7 0 3 13 11 12 0 5 14 9 3 15 13 14 15 | |
| split_gain=11930.5 4795.4 2797.53 2722.33 2636.94 1881.1 1594.81 1469.67 1451.37 1168.8 2274.33 1572.36 1894.92 1348.45 1133.39 1128.7 1075.89 1111.38 998.984 1034.84 958.59 920.437 1140.49 684.15 679.58 668.74 737.818 651.438 678.396 1112.73 | |
| threshold=-0.22642841190099713 0.12985000000000002 0.03971513360738755 -0.2107371315360069 -0.019047123380005356 22.680339813232425 0.074918687343597426 -1.0000000180025095e-35 1.0000000180025095e-35 0.14125000000000001 0.20065000000000002 0.15285000000000001 0.12585000000000005 0.16545000000000001 -0.16315630823373792 0.11325 0.13825000000000001 0.20745000000000002 0.14130063354969027 0.29254221916198736 19.013877868652347 0.15025000000000002 0.26695000000000008 -0.093969576060771928 0.31475000000000003 0.070450000000000013 14.071067810058596 0.086476244032382979 -0.31668549776077265 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 3 8 5 7 15 25 -4 14 11 -11 12 18 -12 -3 -2 -16 -18 19 -9 23 -6 -23 -7 -13 26 -5 -27 29 -29 | |
| right_child=1 2 4 6 21 20 -8 9 -10 10 13 24 -14 -15 16 -17 17 -19 -20 -21 -22 22 -24 -25 -26 27 -28 28 -30 -31 | |
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| leaf_count=157801 31237 1072 4346 20078 103076 13053 8610 134641 43102 21353 13013 19203 6360 25765 24456 55048 12831 13669 167523 135617 3631 8389 14320 2549 11415 67476 2376 62553 174703 18604 | |
| internal_value=0 -0.00286815 -0.0593861 0.0858554 -0.0338855 0.23178 0.035723 -0.000330339 -0.247178 0.0052149 0.157837 -0.0131046 0.00357881 -0.0132944 -0.125728 0.29423 -0.148774 0.00756079 -0.00548041 -0.0477865 -0.0847716 -0.186674 0.0357247 0.0329615 -0.265621 0.046669 0.23234 0.0333945 0.0592937 -0.02615 | |
| internal_weight=0 239078 146045 93032.6 128585 23788.8 69243.8 105430 17460.7 104508 11199.9 93308.2 87525.5 7102.6 10212.1 19869 10020.3 5244.83 86218.2 53290.8 3919.82 23154.4 3873.94 3195.36 5782.69 67832.4 4526.05 63306.3 50213.6 15882.8 | |
| internal_count=1377870 1220069 760151 459918 665021 105518 354400 539236 95130 534890 60131 474759 444141 38778 52028 86285 50956 26500 437781 270258 19233 125785 22709 15602 30618 345790 22454 323336 255860 81157 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=7 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 10 15 10 7 7 0 13 15 8 4 11 2 0 13 8 5 5 0 4 9 13 12 12 8 15 5 11 0 | |
| split_gain=6715.43 3212.42 2967.48 2860.9 1424.73 1383.3 1280.38 1243.7 1066.82 1136.29 885.521 1731.18 765.166 716.456 653.353 1084.68 631.215 584.022 574.982 571.741 689.354 578.472 570.624 531.501 476.203 469.802 1906.39 655.88 434.352 430.959 | |
| threshold=-0.29160691797733301 -1.0000000180025095e-35 -0.3246092796325683 228.36371612548831 -0.089586846530437456 0.11485000000000002 0.27915000000000006 0.039250000000000007 0.061318315565586097 1691.0323486328127 0.18835000000000005 0.10025000000000002 0.28635951876640325 0.029950000000000001 0.16710000000000003 0.10926744341850282 0.20265000000000002 0.098450000000000024 0.16115000000000004 0.12945000000000004 0.19615000000000002 0.18415000000000004 1.0000000180025095e-35 29.57738018035889 -1.0000000180025095e-35 0.27135000000000004 9.5000000000000018 0.19265000000000002 0.10162650793790819 0.17025000000000004 | |
| 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 12 4 5 13 14 10 -5 -10 -7 16 -3 -4 15 17 -12 -6 23 20 25 -21 -9 24 -11 -17 -27 -28 -23 -8 | |
| right_child=1 2 3 8 6 7 29 22 9 18 11 -13 -14 -15 -16 19 -18 -19 -20 21 -22 28 -24 -25 -26 26 27 -29 -30 -31 | |
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| internal_value=0 -0.00519615 0.00115313 -0.00922771 0.0080625 0.0437809 -0.0424895 0.028893 -0.201639 -0.114593 -0.629638 -1.16681 0.323189 0.244739 -0.0187019 -0.0288898 -3.63397 -0.131984 0.210245 0.00963747 0.00235971 0.404818 0.0332803 0.539171 0.692887 0.0274028 0.248975 1.0909 0.590627 -0.207251 | |
| internal_weight=0 224417 221917 214987 197261 115589 81671.6 107617 17726 11789.1 712.226 369.344 6930.1 7972.73 71367.9 68271.7 59.6247 18572.9 2191.66 49698.8 48800.1 898.718 106904 827.17 721.102 41440.7 2261.77 518.287 739.958 10303.8 | |
| internal_count=1377632 1239721 1225531 1191557 1076813 609434 467379 572045 114744 69550 4199 2360 33974 37389 391681 374140 596 105597 12315 268543 263292 5251 567846 3996 3550 219722 13061 3241 4445 75698 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=8 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 12 15 10 3 0 15 6 11 15 0 1 0 6 13 13 4 8 13 5 10 0 11 11 4 10 8 10 3 | |
| split_gain=4102.47 1742.45 1514.24 1496.22 1334.81 965.816 1084.48 685.493 679.058 674.039 1159.95 732.657 1905.43 1275.69 669.122 562.5 543.237 541.116 1423.24 2225.59 527.314 775.382 645.248 1244.12 1070.63 1269.35 577.929 858.897 522.936 595.419 | |
| threshold=-0.31606288254261011 -1.0000000180025095e-35 19.013877868652347 1.0000000180025095e-35 -0.30714085698127741 0.15275000000000002 0.11025000000000001 1.0000000180025095e-35 0.16270000000000004 0.26645575463771826 31.811388015747074 0.12025000000000001 0.15785000000000002 0.14665000000000003 0.045150000000000003 0.018328772857785228 -0.0067945739720016709 0.33055000000000007 0.42435000000000006 0.18954519927501681 0.11875000000000001 -0.14999639242887494 0.074750000000000025 0.059265235438942916 0.075126949697732939 0.15855000000000002 -0.1996006369590759 0.29315000000000008 0.010352647397667171 0.27285000000000004 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=-1 -2 4 -4 15 6 14 8 -8 10 11 -7 -13 -14 -6 -3 -15 18 -18 -20 21 -16 24 -24 -22 -26 -25 -28 -21 -30 | |
| right_child=1 2 3 -5 5 9 7 -9 -10 -11 -12 12 13 16 20 -17 17 -19 19 28 22 -23 23 26 25 -27 27 -29 29 -31 | |
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| leaf_count=130983 12404 3131 46347 32585 6359 147856 5110 1947 1565 147785 72395 17051 16195 2265 37668 34716 55847 6340 989 222 93091 84681 33739 58362 177524 25862 118683 5803 76 7 | |
| internal_value=0 -0.00423405 -0.000368069 -0.167085 0.0102462 0.00284907 0.0311411 0.451402 0.586669 -0.0409844 -0.0760409 -0.0431471 0.0360308 -0.042928 0.025689 0.234551 0.028226 0.0495915 0.0804742 1.50041 0.0286312 0.0972163 0.0120769 0.0591453 -0.0245645 -0.0717456 0.0950463 0.135505 6.43131 12.6011 | |
| internal_weight=0 215507 213925 12804.6 201120 194700 118327 1515.39 1304.35 76373 49051.5 41462.9 17139.5 13999.2 116811 6420.82 11453.8 11029.1 10233.4 173.483 116109 22576.1 93533.2 40941.2 52592 36588.3 35002.8 25063.5 20.2172 2.93564 | |
| internal_count=1377588 1246605 1234201 78932 1155269 1117422 650394 8622 6675 467028 319243 246848 98992 81941 641772 37847 65746 63481 57141 1294 635413 122349 513064 216587 296477 203386 182848 124486 305 83 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=9 | |
| num_leaves=31 | |
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| split_feature=6 13 3 8 15 9 0 14 8 15 15 5 9 5 12 0 15 7 9 6 3 14 13 0 13 12 8 9 12 15 | |
| split_gain=1843.46 1130.25 819.526 826.786 807.241 765.766 709.4 682.199 737.427 971.659 1871.07 575.631 557.425 922.997 491.673 468.725 440.037 468.833 494.601 1963.33 408.004 426.922 519.394 434.882 386.97 394.754 383.473 380.557 376.561 390.726 | |
| threshold=0.29090000000000005 0.018328772857785228 0.11695000000000001 0.20085000000000003 1.0000000180025095e-35 0.5263500000000001 0.18730000000000005 0.029986736364662651 0.35765000000000008 86.011627197265639 31.311388015747074 0.27535000000000004 0.10595 0.092850000000000002 39.52562332153321 0.055650000000000005 -1.0000000180025095e-35 0.33615000000000006 0.15565000000000004 0.26850000000000007 0.066450000000000023 -0.25657731294631952 0.54032441973686229 0.047250000000000007 0.13186074793338778 -1.0000000180025095e-35 0.39415000000000006 0.081950000000000009 27.462911605834964 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 12 -4 -1 7 14 11 -9 10 -10 -2 20 -14 16 28 -5 -18 19 -19 -3 22 27 -23 25 -8 -27 -22 29 -15 | |
| right_child=5 2 3 6 -6 -7 24 8 9 -11 -12 -13 13 15 -16 -17 17 18 -20 -21 21 23 -24 -25 -26 26 -28 -29 -30 -31 | |
| leaf_value=-0.070816944850882343 0.70709992875854799 0.13347142029963482 -0.1157717478264664 -0.54200375427276903 -0.40001906811053861 0.63555597003482145 2.9040999619982379 -0.50290465705184462 0.70134631208473286 0.75129321694798779 24.075440658044329 -0.28798098508938313 0.35203288617058676 -0.034701219341178306 -0.27626343949620813 0.10716584197769038 0.00089216066294437249 24.01807487311358 0.72117907900349931 1.0732558843194782 -0.31757363879416867 -0.48331025141891326 -0.39731369495549901 -0.1065170351822851 2.0428840781036057 0.19919879718024511 1.1156662202973251 0.31980544385133469 -0.63434240253879792 0.18201828249099514 | |
| leaf_weight=5546.1906631528691 147.98843658156693 2573.8406756594777 17260.913190681487 372.96646771393716 2803.4327833438292 243.30201721191406 14.389776229858397 6.2943828385323268 1.6415493218228223 3.1708975601941347 1.7895130636170504 8102.478936759755 3021.9903068877757 11645.026801028289 1628.5922376131639 24587.637102838606 122703.20073986892 1.141943510621785 129.67732245661318 5.0788261219859123 278.7420169711113 894.01698404736817 427.04858905076981 5338.8246864657849 32.416085653938353 1416.0361148444936 124.14779759570956 1465.1329345703125 234.85363274440169 2531.9799937484786 | |
| leaf_count=35137 2472 16723 100113 4116 35643 1505 136 167 23 48 28 138693 24633 68235 11011 139837 713241 37 1199 165 2185 5366 11797 30321 310 8757 712 9353 1470 14450 | |
| internal_value=0 -0.00117248 0.0064762 -0.0131252 -0.181348 -0.238711 0.000888981 -0.264452 3.36928 7.06107 12.8924 -0.270132 0.0596184 0.0858272 -0.00333385 0.0651995 0.000273678 0.00192015 0.930099 5.28522 -0.040707 -0.094053 0.0969007 -0.160563 0.333078 0.297425 0.273071 0.217926 -0.00639804 0.00400437 | |
| internal_weight=0 205037 196688 143689 8349.62 8506.67 126428 8263.36 12.8963 6.60196 3.43106 8250.47 52999.1 42021.5 124841 38999.5 123212 122839 135.898 6.22077 10977.6 8403.77 2170.92 6232.84 1586.99 1554.57 1540.18 1743.87 14411.9 14177 | |
| internal_count=1377883 1234947 1164167 839797 70780 142936 739684 141431 266 99 51 141165 324370 248625 729769 223992 718758 714642 1401 202 75745 59022 23335 35687 9915 9605 9469 11538 84155 82685 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=10 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 14 10 15 4 10 15 11 0 1 1 14 0 0 15 14 2 11 11 11 14 14 12 14 0 8 8 15 15 | |
| split_gain=1712.93 795.286 742.878 714.787 591.877 490.057 511.327 445.992 611.915 881.925 1299.44 1000.08 790.241 868.334 774.122 406.687 425.384 401.489 385.923 382.426 469.702 402.589 373.234 355.89 327.775 560.566 502.756 581.566 1061.16 601.973 | |
| threshold=-0.39056250452995295 -1.0000000180025095e-35 0.14938113838434222 -0.35844211280345911 581.59262084960949 0.093850000000000003 0.13465557992458346 58.654760360717781 -0.22642841190099713 0.052050000000000006 0.072050000000000017 0.066950000000000023 -0.11893846839666365 0.05605000000000001 0.060050000000000006 1752.9131469726565 -0.13204475492238996 0.072750000000000023 -0.18816062808036801 -0.052003378048539155 0.23867705464363101 -0.61418768763542164 -0.28688220679759974 -1.0000000180025095e-35 -0.23344815522432324 0.067750000000000019 0.36225000000000007 0.28415000000000007 9.5000000000000018 107.35164642333986 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=-1 -2 3 -3 5 7 18 8 9 -5 11 -11 -13 17 -15 -6 23 -14 22 -10 21 -21 -7 -17 26 -26 27 -20 -29 -30 | |
| right_child=1 2 -4 4 15 6 -8 -9 19 10 -12 12 13 14 -16 16 -18 -19 24 20 -22 -23 -24 -25 25 -27 -28 28 29 -31 | |
| leaf_value=-0.39511844275595726 -0.47222151983127458 0.25536351429200943 -0.61372990294771279 0.19776537378861719 -0.21446952342512102 2.4202488195244185 -0.14001831152036789 -0.29710470571497843 0.37270823919813939 3.4015869122637747 1.4034210005462202 4.022715231379828 20.794194024228688 42.015402820448607 17.480600659862112 -0.59543257553096973 -0.50002601767403354 3.1505810272124366 0.0097626431864684098 -2.6949447432594886 0.30637932039954691 0.032192006942594373 0.26842936435309428 0.16945658035305511 -0.12764108790825077 -0.0048811222970913211 -0.17066184479694024 0.042796595401356052 0.51810013104287789 0.14310201962839866 | |
| leaf_weight=2818.1579780578613 897.75422832136974 2722.6816205978394 492.82838022708893 26.270821798592806 5370.9731616247445 31.77133752591908 6592.2440459653735 650.05429213121533 1326.933290079236 2.8140562996268299 10.474042389541863 0.99364001210778985 0.61030012276023649 0.64673418737947919 0.63931828550994396 164.65806484222412 328.2250893060118 0.68358071334660053 57212.04380402714 13.558324690908192 1902.4312086589634 7192.7676436387119 55.099832644686103 1990.0365251936018 10392.302507802844 88423.534070013091 3129.3213729858398 12788.424524445087 2138.1035392340273 2142.6398516651243 | |
| leaf_count=111214 11494 21909 8068 372 45579 344 74231 4091 6728 45 171 20 29 35 26 952 4692 12 312344 105 18813 43456 446 12743 57227 510100 25368 79512 13632 13793 | |
| internal_value=0 -0.0026471 -0.000591739 0.000885073 -0.00254684 0.00289985 -0.00329835 0.104769 0.129699 2.00909 4.83118 10.4518 16.0036 20.6179 29.8187 -0.13711 0.0302309 11.4728 0.00181352 0.121931 0.0853987 0.027061 1.05541 0.111005 0.00129415 -0.0177916 0.0256574 0.033928 0.114925 0.330402 | |
| internal_weight=0 206002 205104 204611 201888 194034 182905 11128.9 10478.8 43.1325 16.8617 6.38763 3.57357 2.57993 1.28605 7853.89 2482.92 1.29388 176313 10435.7 9108.76 7206.33 86.8712 2154.69 176226 98815.8 77410.5 74281.2 17069.2 4280.74 | |
| internal_count=1377551 1266337 1254843 1246775 1224866 1160900 1086997 73903 69812 710 338 167 122 102 61 63966 18387 41 1012766 69102 62374 43561 790 13695 1011976 567327 444649 419281 106937 27425 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=11 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 3 0 14 10 13 10 7 6 6 13 7 13 0 1 0 1 0 9 2 14 9 1 0 12 9 10 11 5 7 | |
| split_gain=1055.58 568.201 508.446 821.564 462.341 367.185 354.611 381.14 743.488 521.333 364.196 405.747 342.957 420.683 1474.82 882.482 574.23 895.122 887.571 384.751 356.177 347.505 354.711 539.231 332.064 330.378 328.667 728.548 322.841 301.688 | |
| threshold=-0.34924979507923121 0.12865000000000001 0.10390000000000001 -1.0000000180025095e-35 0.087163861840963378 0.51268926262855541 -0.16684046387672422 0.20065000000000002 0.16645000000000001 0.19765000000000002 0.23615933954715732 0.13865000000000002 0.0086480262689292448 0.14125000000000001 0.17505000000000001 0.16065000000000004 0.14885000000000001 0.12765000000000001 0.29805000000000004 0.27290000000000009 -0.10031612589955329 0.19765000000000002 0.16305000000000003 0.15025000000000002 35.677669525146491 0.36835000000000007 -0.17142476886510846 0.30178689956665045 0.21215000000000003 0.35975000000000007 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=-1 2 3 6 5 12 24 9 -9 10 11 -8 -3 16 21 -16 17 20 -18 29 25 -15 28 -24 -2 -14 -27 -28 -23 -17 | |
| right_child=1 4 -4 -5 -6 -7 7 8 -10 -11 -12 -13 13 14 15 19 18 -19 -20 -21 -22 22 23 -25 -26 26 27 -29 -30 -31 | |
| leaf_value=-0.35152486432265895 0.097873381723670203 -0.20929558625550657 0.5373911033640093 -0.48612057770316991 -0.17579271296148771 1.6945483057150885 -0.021723233129356524 0.66551061728502736 0.067364413811075982 0.9049296046374915 -0.071667140330197041 0.085975258914240307 -0.018960716844009459 -0.039498343764326191 -0.33579449923636323 0.050089389143891258 -0.3116169656607608 0.41979440763555337 0.037664862681184956 -0.23439985012355233 -0.24548057773327095 0.40182426200115251 -0.26696484268771142 0.35396091539120689 -0.28023434684229148 0.33460024685859946 11.345502400597278 0.30965167277138028 0.89705020517103462 0.60520044495497793 | |
| leaf_weight=2193.3195953369141 20938.901094473898 2293.8695813268423 492.86562866345048 769.47891688937671 4784.2999231815338 31.315475448966026 20819.05109224841 617.2380850315094 3281.4078249353915 158.56462576519698 13956.551951705478 15079.776399696246 92717.835056617856 627.82636881992221 1986.2376735508442 8440.2115044537932 4191.7539453776553 1166.3648314997554 3212.9411487579346 1213.1650652457029 1733.3604763811454 1237.6457838341594 439.29431116580963 1713.4669631719589 597.23367225378752 512.98739069700241 2.1891086660325518 4.7199831418693066 448.3001199439168 252.06862189248204 | |
| leaf_count=122138 141235 22359 3565 10876 59907 282 119255 3579 24579 1037 73649 80241 516016 3397 19622 52419 35988 6223 24466 15010 10949 7374 2974 9001 3703 2646 54 28 2599 2365 | |
| internal_value=0 -0.00279409 0.0311835 0.0279101 -0.0233158 -0.0173474 0.0331526 0.0114875 0.162064 -0.000250046 -0.00312896 0.0235169 -0.0177861 -0.0141222 0.0603901 -0.0316201 -0.0258941 -0.0155603 -0.160062 0.0293729 -0.020907 0.305358 0.361759 0.227254 0.0873878 -0.016732 0.380737 3.8063 0.533507 0.0661871 | |
| internal_weight=0 203721 76711.1 76218.2 127010 122226 75448.7 53912.6 3898.65 50013.9 49855.4 35898.8 122194 119900 16358.2 11891.7 103542 96137.5 7404.7 9905.45 94971.1 4466.53 3838.71 2152.76 21536.1 93237.7 519.896 6.90909 1685.95 8692.28 | |
| internal_count=1377536 1255398 461719 458154 793679 733772 447278 302340 28158 274182 273145 199496 733490 711131 114761 89416 596370 535916 60454 69794 529693 25345 21948 11975 144938 518744 2728 82 9973 54784 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=12 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=2 3 15 4 0 13 2 13 14 0 15 15 13 2 8 0 11 2 5 6 8 15 11 8 0 0 1 2 4 7 | |
| split_gain=516.586 444.801 436.858 318.151 593.036 411.961 319.176 317.131 305.704 474.15 2966.63 4331.24 2100.73 4438.45 3337.89 837.266 598.31 487.824 450.645 391.224 602.227 389.476 370.951 517.463 828.398 488.746 326.458 541.812 608.391 386.935 | |
| threshold=0.034150000000000007 0.064950000000000022 -1.0000000180025095e-35 0.24445000000000003 0.18995000000000004 0.031123818829655651 0.22570000000000004 -0.011389471124857662 -0.091492231935262666 0.15525000000000003 861.11004638671886 1189.4536743164065 0.060081206262111671 0.20065000000000002 0.33745000000000008 0.16545000000000001 0.17466874420642856 0.21770000000000003 0.22445000000000001 0.21710000000000004 0.29665000000000002 1.0000000180025095e-35 0.23867705464363101 0.12395000000000002 0.096250000000000016 0.10945000000000001 0.16405000000000003 0.19810000000000003 0.21545000000000003 0.28025000000000005 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=-1 -2 -3 4 8 7 -7 -6 9 26 -11 12 17 16 15 -15 -14 19 -18 -12 -21 22 23 24 -10 -24 27 -4 -29 -28 | |
| right_child=1 2 3 -5 5 6 -8 -9 21 10 11 -13 13 14 -16 -17 18 -19 -20 20 -22 -23 25 -25 -26 -27 29 28 -30 -31 | |
| leaf_value=-0.35749849693370239 0.20698417928347107 -0.45657019494447793 0.0020471174665551519 -0.082972492598186134 0.027627822718804155 -0.092695437972151795 1.2201321156738627 1.1391215232102045 0.0027736828630302332 0.14972104195714731 7.8205968985236263 -0.055214403514052927 -0.5081025991652266 83.64815366424331 -0.52445554262199423 51.143697384783856 10.015078861297862 -0.50999207958464088 26.587842957098928 6.4244373038928586 30.53843204894936 -0.29924991509517912 -0.29073963639249983 -0.17720271228448337 0.94363631671028358 0.35345884168828912 -0.21191170344528218 1.7278184151099854 0.27068259898639835 1.490467466497295 | |
| leaf_weight=1028.8997656559513 2506.9476599795744 534.04372919493471 166758.60828667413 11901.587893317454 86.072679871693254 322.15292024798691 54.067399099469185 252.2490756995976 2450.829218347455 3419.4632549555972 3.7681434527039546 13.680518660694359 0.82245253771543581 0.26737885456532218 0.29779878072440613 0.76478235423564911 1.1848658015951512 1.3697178792208431 0.6273850118741392 0.50490652956068494 0.53144350647926331 1723.3734697770124 398.65327954292297 5166.2259405255318 258.64131158590317 1126.2095699310303 2251.1848776359111 86.691543159075081 412.44106960296631 33.880699882283807 | |
| leaf_count=31475 23819 10682 1001671 188628 731 1704 395 1579 13331 19708 70 144 7 10 4 79 26 30 35 13 35 20501 2414 28815 1383 6605 18708 861 3592 347 | |
| internal_value=0 -0.00230075 -0.00496052 -0.00373456 0.00136789 0.455995 0.0959737 0.856346 -0.000396547 0.00477006 0.188456 5.74915 13.5811 22.5625 46.1092 59.5639 10.6765 7.81376 15.7524 10.1868 18.7902 -0.0807415 -0.0406831 -0.0843872 0.0925868 0.185042 0.00103955 0.00360403 0.523764 -0.186671 | |
| internal_weight=0 199767 197260 196726 184825 714.542 376.22 338.322 184110 172986 3443.28 23.8194 10.1389 3.96466 1.32996 1.03216 2.6347 6.17421 1.81225 4.80449 1.03635 11123.9 9400.56 7875.7 2709.47 1524.86 169543 167258 499.133 2285.07 | |
| internal_count=1377402 1345927 1322108 1311426 1122798 4409 2099 2310 1118389 1045340 20161 453 309 161 93 89 68 148 61 118 48 73049 52548 43529 14714 9019 1025179 1006124 4453 19055 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| end of trees | |
| feature_importances: | |
| DIST_CROPS_COVER=69 | |
| S2_B02=41 | |
| BADI=41 | |
| NBR=38 | |
| NDVI=31 | |
| S2_B03=24 | |
| NDWI=22 | |
| S2_B05=18 | |
| S2_B11=15 | |
| S2_B12=15 | |
| S2_B04=14 | |
| S2_B07=14 | |
| S2_B08=14 | |
| S2_B06=13 | |
| SLOPE=13 | |
| S2_B8A=8 | |
| 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 | |