| 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=[0:1.3504] [0:1.5184] [0:1.552] [0:1.1246] [0:1.1445000000000001] [0:1.1479999999999999] [0:1.1608000000000001] [0:1.1321000000000001] [0:1.5991] [0:1.6448] [-5:0.88813561201095581] [-5:3.1128835678100586] [-127:346] [-5:0.99957990646362305] [-5:0.99736493825912476] [-128:5791.2431640625] | |
| tree_sizes=3523 3517 3512 3506 3497 3509 3472 3454 3515 3488 3404 3456 3461 3454 3457 3464 | |
| Tree=0 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=4 11 15 10 1 15 6 11 15 14 3 15 10 15 6 11 1 15 13 3 10 15 1 3 1 1 10 15 11 1 | |
| split_gain=1.64846e+06 613634 213357 161209 68379.8 48345 45037.6 41191.5 37334.8 34962.3 23982.1 21322.7 32600.4 16330.8 16327.8 15681.1 14268.5 13904.1 11832.5 9221.48 8751.88 8540.19 6517.83 6994.33 6447.52 6080.92 5997.97 5745.77 4839.35 4243.88 | |
| threshold=0.15805000000000002 0.076099105179309859 1.0000000180025095e-35 -0.19979147613048551 0.091850000000000015 10.500000000000002 0.21550000000000005 -0.048809958621859544 1.0000000180025095e-35 -0.17700494080781934 0.10185000000000001 1.0000000180025095e-35 -0.036822404712438576 509.26417541503912 0.12745000000000004 0.30520781874656683 0.15645000000000003 -1.0000000180025095e-35 0.087843168526887908 0.16605000000000003 -0.12793442606925962 -1.0000000180025095e-35 0.13345000000000004 0.13935000000000003 0.14985000000000001 0.089050000000000004 -0.11439261585474013 -1.0000000180025095e-35 0.19831243902444842 0.092750000000000013 | |
| 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 14 18 11 -1 10 13 -9 12 16 25 21 22 19 -18 -2 26 -16 -3 23 28 -14 -4 -5 -17 -6 -12 | |
| right_child=3 2 9 6 15 -7 -8 8 -10 -11 29 -13 24 -15 20 27 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-1.7232152496820994 -0.46801487993592061 -1.7483674590885276 0.2763123173302926 -0.58973122651679111 -0.54511566680199408 -1.4178865432360515 -1.7969514373369049 0.07084315586840928 -1.7526198571196741 -1.5558778867669347 -0.74046232158450365 -1.7194498502660287 -1.7049730307439233 -1.2683794291267281 0.58804204066971177 -1.8456905042866607 -1.8456905042866607 0.097674470426249549 0.44449892855603235 -1.361154912025164 -0.03660790581930784 0.84481882057375501 0.6798167602472629 -0.83882881816772592 -0.84901242191365156 -0.74896174264722204 -1.1630217039526916 0.39955351038415232 0.13198915198694428 -1.4033195183958225 | |
| leaf_weight=40310.938286781311 5438.3336598724127 318.52681897580624 6057.7212154120207 9479.6072235107422 5084.664001211524 7463.6990086734295 418878.56904113293 8874.7074838876724 9245.6647309660912 13289.615209728479 4891.7493114173412 48565.971457958221 33875.310393601656 3469.5333004742861 17737.568789482117 291.58141300082207 1143.4845131635666 4717.5915935337543 10244.786057040095 19311.305601999164 8199.7099878042936 98228.208065956831 1376.357278034091 6973.1512734293938 2352.8160689771175 1899.7407485246658 8795.6440328806639 12519.79591396451 5485.9745435714722 4768.6233737766743 | |
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| internal_value=-1.19422 -0.12095 0.360547 -1.6629 0.57652 -0.370423 -1.71758 -1.40038 -0.931922 -1.00445 -0.522541 -1.45831 -1.29913 -0.363148 0.743536 -0.0786943 -1.00708 -0.281472 0.128072 -1.12023 0.390568 0.836437 -0.367928 -0.450126 -1.64938 0.0315414 -0.865649 0.348453 -0.19371 -1.06767 | |
| internal_weight=0 249024 180932 570267 156216 23146.8 547120 68091.7 27780.7 24716.6 18535.1 128242 79675.8 11427 124484 31731.5 43447.6 5861.08 15683.1 37586.6 25937.3 98546.7 18920.1 17543.8 36228.1 7957.46 18275.3 12811.4 10570.6 9660.37 | |
| internal_count=4591244 1395516 1013930 3195728 875420 129712 3066016 381586 155687 138510 103875 718656 446496 64036 697599 177821 243477 32845 87886 210632 145350 552249 106027 98314 203019 44593 102413 71794 59237 54136 | |
| 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 13 15 1 13 15 1 9 5 10 15 11 1 1 10 11 3 8 15 11 6 | |
| split_gain=367404 89404.2 39692.2 24137.3 23516.7 18317.1 12988.1 11810.6 11758 11078.3 8505.81 7403.36 23065.5 9953.76 6186.47 6754.07 5094.43 5552.33 4670.64 4568.18 4359.65 4264.18 3887.25 3877.97 3819.06 3559.42 3319.17 2958.68 2857.2 2812.72 | |
| threshold=0.19235000000000002 0.13375140726566317 0.10055000000000001 -0.15872611105442044 1.0000000180025095e-35 -0.14029823988676068 1.0000000180025095e-35 0.23810000000000001 0.12885000000000002 436.69209289550787 0.12491012364625932 1.0000000180025095e-35 0.16245000000000001 0.028117024339735511 -1.0000000180025095e-35 0.13945000000000005 0.061950000000000005 0.11865000000000002 0.033964905887842185 -1.0000000180025095e-35 0.35706317424774175 0.081050000000000025 0.17485000000000003 -0.30775548517704004 0.29281616210937506 0.15115000000000003 0.27405000000000007 31.811388015747074 0.54527580738067638 0.21550000000000005 | |
| 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 10 5 -1 14 11 21 16 23 12 18 -14 -4 20 -3 -18 -5 -15 25 -7 -21 -2 -19 -16 -8 -25 -11 -24 | |
| right_child=3 2 6 7 -6 8 26 -9 -10 28 -12 -13 13 19 15 -17 17 24 -20 22 -22 -23 29 27 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.49145007050006689 0.88717482693858907 -0.64860409197778401 -0.74878108726795845 -0.22501035638854247 -0.52043017718510687 0.50705752719674235 -0.4709129998571478 -0.5447968091543085 -0.084992326470375593 -0.24679929336253842 0.50474269424341878 -0.51622531612839107 -0.34370067226504641 -0.59841717725367871 0.28000171481641628 0.86665592456531548 0.67483296736440779 0.38814386946581292 -0.51282982643806774 0.57054352138767539 0.47618176879687801 0.048819890429177865 0.71823541948881175 -0.0098423877936116358 0.59944704311269492 -0.076122226578980656 0.10545750998477992 -0.40411546449076069 1.4712897027283225 1.7565221119285259 | |
| leaf_weight=13427.017874240875 861.79912567138672 838.84260135889053 1598.4041273072362 29528.085611030459 27781.731049470603 20230.899081297219 10739.892962232232 235372.76326329261 24754.266306042671 4913.8163724318147 6594.7639114260674 38849.531907387078 2650.855455711484 540.26236261427402 13038.470995150506 4056.6392649263144 87883.451569221914 41931.590196609497 26969.187207639217 3555.5425186380744 9748.9603962302208 6777.6715143769979 1053.7793984487653 10015.41035438329 43637.578735351562 15191.507875561714 3254.8495766222477 9064.7878389880061 254.51998519897461 1711.9600486755371 | |
| leaf_count=103982 4091 5627 8641 200156 211663 92058 75790 1929336 142185 31066 33422 309591 15963 4233 57778 19224 418961 187689 213663 18903 40877 33770 4517 55220 194387 73463 21952 67655 1348 14033 | |
| internal_value=0 0.280335 0.443292 -0.446795 -0.135224 0.0289383 0.0822716 -0.482618 0.163924 0.559224 0.0124894 -0.343048 -0.241125 0.479179 0.216701 0.253413 0.580616 0.586561 -0.362402 0.797087 0.187911 0.392065 0.916357 -0.150297 0.495902 0.0883594 -0.336863 -0.197157 -0.16219 1.36092 | |
| internal_weight=0 330060 237089 366769 92971.6 65189.9 57628.7 340232 51762.8 179460 26536.8 104859 66009.7 9512.4 43634 42035.6 174291 173453 56497.3 6861.54 37978.9 27008.6 6321.28 19942 85569.2 28230 13994.7 19080.2 5168.34 2765.74 | |
| internal_count=4591244 1720461 1136803 2870783 583658 371995 297725 2710395 268013 839078 160388 781059 471468 57649 199983 191342 806664 801037 413819 41686 172118 125828 37453 126966 382076 131241 97742 122875 32414 18550 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=2 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 3 10 14 15 15 0 14 0 2 11 10 11 2 15 3 15 2 0 11 15 14 10 14 15 12 0 10 10 | |
| split_gain=172774 41757.1 30391.2 12577.3 12226.9 11775.4 9331.48 8194.07 11410.3 7877.64 11180.9 7228.47 5160.97 5127.14 4228.55 4125.7 3374.57 3357.8 3142.74 3828.02 3048.01 2897.72 2640.86 2623.92 2576.07 2478.03 2305.11 2274.49 2093.11 2066.25 | |
| threshold=0.20445000000000002 0.020460769534111026 0.11935000000000003 -0.052919838577508919 -0.058080498129129403 1.0000000180025095e-35 228.14466094970706 0.13505000000000003 -0.17000232636928556 0.14845000000000003 0.22850000000000001 0.2462708726525307 -0.19697113335132596 -0.19045840203762052 0.15725000000000003 1.0000000180025095e-35 0.090150000000000022 -1.0000000180025095e-35 0.15085000000000001 0.12085000000000001 0.31535838544368749 1.0000000180025095e-35 -0.10164420306682585 -0.26308436691761011 -0.22321947664022443 -1.0000000180025095e-35 14.571067810058596 0.13405000000000003 0.088906604796648039 -0.2676935195922851 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=1 13 4 5 12 9 7 8 11 14 17 -4 -3 -1 -2 16 -15 -11 19 22 -7 25 -10 -13 -25 -9 29 -18 -5 -8 | |
| right_child=3 2 6 28 -6 20 26 21 18 10 -12 23 -14 15 -16 -17 27 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.50954217702411519 0.12149607199330116 0.55534034712643421 0.014406418196457231 -0.40712913431267111 -0.35601646079254162 -0.48456138180024683 0.49523579630781328 -0.63774835786254902 -0.027718867637624083 -0.62233521121839019 -0.31972691339622228 0.52564722828537114 0.34090403322305229 0.28889802079985105 -0.33768029324930865 -0.46676436847660474 -0.20473671889396347 0.79256131609189795 -0.43860758036105812 0.94714802760942607 -0.011641495516456045 -0.45172898404475731 -0.48078395200375856 0.37531604926259521 0.11301889233911629 0.83627638854749753 -0.52899477926977678 0.60578265084504246 -0.52739621708017215 -0.22179764992788104 | |
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| internal_value=0 0.162058 0.241565 -0.411455 0.426443 -0.235484 0.0790458 0.125972 0.0942085 -0.0270651 0.314384 0.188477 0.459466 -0.277676 -0.19358 -0.156765 -0.0460443 0.702602 -0.174119 -0.0727998 -0.43484 0.666085 -0.117062 0.312875 0.249532 0.763803 -0.290369 -0.1598 -0.48768 -0.131152 | |
| internal_weight=0 298591 252871 234418 118298 70851.5 134573 119405 112773 34638.3 11354.7 83453.9 113507 45720.6 23283.6 30050.2 22141.9 7042.9 29319.1 21198.5 36213.2 6632.13 20316.8 48671.4 37505.7 6098.97 15168 16528.4 163566 9097.74 | |
| internal_count=1380868 939519 830675 441349 308307 166749 522368 486649 461193 102352 39288 356341 295499 108844 63064 84932 72256 30252 104852 83894 64397 25456 80076 221587 170476 24551 35719 46900 274600 24791 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=3 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 13 5 10 10 0 15 10 0 2 11 14 15 10 15 13 11 6 6 4 13 12 11 11 13 10 15 0 3 15 | |
| split_gain=83281.2 23014.2 22737 7846.16 7430.91 7441.18 6871.9 4517.65 4390.46 5889.88 4278.38 5131.36 2828.39 2623.5 2488.38 2706.99 2435.74 2391.24 2269.19 2188.43 2031.52 2028.2 1589.1 1257.1 1301.4 1225.01 1207.08 1144.08 1127.44 1126.55 | |
| threshold=0.21415000000000003 0.023423464037477974 0.13765000000000002 0.01066193822771311 -0.23920869082212445 0.13605000000000003 10.500000000000002 -0.16724001616239545 0.15205000000000005 0.23630000000000004 1.0000000180025095e-35 -0.20035076141357419 1.0000000180025095e-35 -0.25043912231922144 -1.0000000180025095e-35 -0.078027699142694459 0.30203257501125341 0.10490000000000001 0.19990000000000005 0.14855000000000004 0.0035545036662369971 28.642135620117191 0.20947970449924472 -0.22837948799133298 0.072672929614782347 -0.31541799008846277 -1.0000000180025095e-35 0.039250000000000007 0.14475000000000002 -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 12 7 6 25 10 8 17 13 20 -6 22 14 -2 -1 -16 -8 -3 -15 -13 -10 27 28 -9 -25 -4 -22 -19 -12 -7 | |
| right_child=3 2 4 -5 5 29 16 23 9 -11 11 19 -14 18 15 -17 -18 21 -20 -21 26 -23 -24 24 -26 -27 -28 -29 -30 -31 | |
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| internal_value=0 0.0926564 0.13977 -0.373296 0.0212778 -0.0201685 -0.243881 0.337416 -0.0948141 0.155931 -0.0460827 -0.010372 -0.363376 -0.21811 -0.183295 -0.0862157 -0.419426 0.431514 -0.257614 -0.157264 0.425772 0.304565 0.0688214 0.205481 0.219518 0.316663 0.482222 0.338894 -0.00756909 0.519292 | |
| internal_weight=0 267790 242715 149396 151742 133071 65651.9 90972.4 35503.4 11703 126972 110277 25075.4 23800.4 11662.9 9911.65 30148.5 53100.1 22524.8 38627.9 7413 21838.3 71649.2 37872.2 36993.9 18671.5 7083.53 20783.4 34909.3 6099.37 | |
| internal_count=1379234 976488 904108 402746 634939 547584 193779 269169 121202 47165 521223 478415 72380 74037 40808 34898 72577 120628 67895 152646 36291 70773 325769 148541 146403 87355 35041 66750 148981 26361 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=4 | |
| num_leaves=31 | |
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| split_feature=5 13 4 10 10 10 15 0 15 15 1 10 15 11 10 0 1 11 11 15 15 11 1 0 13 6 15 15 0 1 | |
| split_gain=41013.6 11641.2 12444.7 5339 5083.3 4291.49 4356.4 3939.12 3762.05 3314.86 3107.42 2680.3 2399.45 1866.97 1858.74 1639.18 2386.18 1622.61 1606.35 1503.71 1461.78 1342.55 1227.39 2222.6 1148.37 1119.1 1031 1018.21 1451.64 2933.65 | |
| threshold=0.22535000000000002 0.036907866597175605 0.10535000000000001 0.084523033350706114 -0.28782510757446284 0.12037495151162149 -1.0000000180025095e-35 0.13305000000000003 1.0000000180025095e-35 41.61552810668946 0.11170000000000001 -0.13887071609497068 -1.0000000180025095e-35 0.23692674189805987 -0.14064550399780271 0.16025000000000003 0.19810000000000003 0.26176777482032781 0.2988876104354859 371.41615295410162 -1.0000000180025095e-35 0.17383213341236117 0.15645000000000003 0.14525000000000002 -0.049158558249473565 0.20550000000000004 2035.1566162109377 1.0000000180025095e-35 0.11625000000000001 0.14225000000000002 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=1 8 11 9 -4 6 -6 10 12 14 19 -3 -1 24 20 25 -17 27 -11 21 -2 -8 -9 -24 -14 -16 -21 28 -12 -30 | |
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| internal_value=0 0.0474276 0.0864488 -0.342232 0.0311314 0.011014 0.0297143 0.0391396 -0.255045 -0.232411 0.0234397 0.343968 -0.100232 -0.0328792 -0.135583 -0.189675 -0.0143508 -0.0929076 -0.401773 0.0670981 0.131605 0.0797837 0.433575 0.287662 -0.146117 -0.277088 -0.199376 -0.184803 -0.126196 0.274185 | |
| internal_weight=0 246575 218400 93000.2 179781 170046 161116 159026 28175.2 50534.6 152938 38618.7 16400.1 14590.5 32152.3 26739 8896.14 41730 18382.3 111208 5413.28 106155 6087.46 4279.77 10415.5 17842.9 5053.56 22330.8 17160.2 2000.02 | |
| internal_count=1380366 1032379 923519 347987 812680 777888 748706 739964 108860 184218 714192 110839 69210 62449 120311 97030 36202 184368 63907 529824 23281 507080 25772 17279 44958 60828 22744 95311 80821 8243 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=5 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 3 3 10 15 12 11 14 15 13 1 12 13 15 14 15 13 5 10 11 7 15 9 14 15 9 14 14 12 13 | |
| split_gain=21070.5 9448.68 4221.8 4022.25 2642.09 2587.61 2297.76 2207.48 2089.46 1950.27 1768.17 1548.12 1475.21 1471.62 1470.34 1504.14 1322.3 1334.34 1268.6 1168 998.266 979.671 907.997 812.791 759.26 726.952 723.883 684.75 648.324 729.584 | |
| threshold=-0.20584551990032193 0.12975000000000003 0.21665000000000004 -0.21662223339080808 10.500000000000002 23.680339813232425 0.16929080337285998 0.095735475420951857 1.0000000180025095e-35 0.14101734012365344 0.14225000000000002 19.013877868652347 0.044039536267519004 -1.0000000180025095e-35 -0.31939813494682306 22.680339813232425 0.089013982564210906 0.097650000000000015 -0.041024979203939431 0.33296743035316473 0.11425 -1.0000000180025095e-35 0.45125000000000004 -0.088363360613584505 78.55124664306642 0.30755000000000005 0.095735475420951857 1.0000000180025095e-35 18.013877868652347 0.1442251801490784 | |
| 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 5 4 20 6 8 13 10 19 25 23 -4 -5 -15 16 17 -16 22 -8 26 -12 24 -6 -14 -3 -2 -19 29 -17 | |
| right_child=1 2 12 7 11 -7 9 -9 -10 -11 21 -13 18 14 15 28 -18 27 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.45040238981784864 0.47873359528170467 -0.12225877073877299 -0.40447315813112056 -0.72280177627307063 0.19033413158623907 -0.34597396069279451 -0.074435628148369654 -0.5270543835531909 -0.34552824448583475 0.15056708029995727 -0.54233859867311462 -0.66152319943900806 -0.014127290847847179 -0.052310827430604591 0.23672236969066701 0.11550553839112489 0.19194144302040761 -0.10317087580735634 -0.31820434313491053 0.07824655306622523 0.25608527979030632 0.20066221336945872 0.56992176562260599 -0.48722761229757788 -0.29322191995481561 2.9156153265437128 -0.94325433493245225 0.94526972307606982 -0.58506381056637335 -0.34464000452008969 | |
| leaf_weight=28953.484771728516 10164.279998648912 27442.424344172701 9751.3720411211252 578.89515653252602 2676.0066101178527 6440.2433458417654 36042.672326246276 1575.1832580566406 7933.1873295325786 23511.425869783387 473.53020488470793 907.28271749615669 8361.1492532696575 16734.902414731681 4642.7869511228055 2059.0441823936999 36363.454553745687 9998.7278878688812 8431.0604916661978 19197.465058326721 12593.913590162992 7031.1437887940556 535.9975118637085 530.32533304765821 3439.1908427271992 19.706892421469092 90.293740272521973 158.19845199584961 763.31063298881054 1481.0769263878465 | |
| leaf_count=164922 30413 134099 47635 2536 12267 27859 171070 7707 33810 119783 1875 4020 38174 81519 22906 9612 166339 49040 41565 98615 45648 34014 2721 1962 18038 176 430 803 3376 7107 | |
| internal_value=0 -0.000736622 -0.0769279 0.118539 0.28398 -0.0371103 -0.020759 0.0585487 -0.113862 0.0299591 -0.0613024 -0.0848991 -0.244048 0.0712229 0.0775892 0.116782 0.140661 0.0146634 -0.168721 -0.0213744 0.350392 0.15378 -0.0665586 0.0782658 -0.095469 -0.120079 0.466213 -0.086841 -0.167121 -0.0770051 | |
| internal_weight=0 259928 158611 101318 26962.1 128092 121652 74355.6 42900 78751.6 34966.8 4113.61 30518.8 72780.4 72201.5 55466.6 51163.2 14799.7 20767.4 55240.1 22848.5 7504.67 12336.3 3206.33 11800.3 27462.1 10254.6 10156.9 4303.43 3540.12 | |
| internal_count=1380041 1215119 769434 445685 94740 621301 593442 350945 203974 389468 170164 18249 148133 343238 340702 259183 239088 72749 100498 269685 76491 35889 58933 14229 56212 134275 30843 49843 20095 16719 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=6 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 10 15 15 6 0 1 13 5 11 0 15 14 13 15 10 15 12 14 5 5 0 2 0 15 9 14 9 15 15 | |
| split_gain=11999 5364 4604.98 4413.07 2926.27 1823.06 3661.05 1779.42 1630.21 1695.13 1665.39 1446.99 1430.81 1328.74 1505.99 1091.14 1042.14 1021.57 917.527 916.853 876.774 859.154 792.758 728.782 688.834 679.621 655.841 876.987 648.142 621.39 | |
| threshold=-0.26077964901924128 -0.30775548517704004 366.09832763671881 -1.0000000180025095e-35 0.25890000000000007 0.14205000000000004 0.15545000000000003 0.07512585818767549 0.10785000000000002 0.15550247579813006 0.12825000000000003 1.0000000180025095e-35 -0.11204599961638449 0.061411850154399879 1690.044372558594 -0.14847034960985181 1.0000000180025095e-35 14.571067810058596 0.095735475420951857 0.25135000000000007 0.16305000000000003 0.16965000000000002 0.25770000000000004 0.23550000000000001 -1.0000000180025095e-35 0.22225000000000003 -0.40951913595199579 0.17555000000000001 36.027755737304695 912.66094970703136 | |
| 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 18 3 -3 5 6 8 11 9 28 12 15 -10 -4 -15 -7 -12 20 24 -6 25 -21 -23 -17 -2 -16 27 -11 -5 -26 | |
| right_child=1 2 13 4 19 7 -8 -9 10 26 16 -13 -14 14 17 23 -18 -19 -20 21 -22 22 -24 -25 29 -27 -28 -29 -30 -31 | |
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| leaf_count=148132 566 14773 38007 50757 3368 11525 24383 16127 762596 518 9539 9084 37526 40498 1508 33235 1470 3053 1330 53022 6371 13395 16835 109 41631 1771 30465 159 3885 2250 | |
| internal_value=0 -0.00327909 -0.0195574 0.000178996 0.00906314 0.0251108 0.0121182 0.204694 0.0240049 0.163218 0.00748125 0.10475 0.00137376 -0.273736 -0.158028 0.181153 0.437915 0.196027 0.339413 -0.208269 0.38942 -0.231414 -0.0675712 0.0773052 0.362202 0.872527 0.336604 -0.865615 0.0331965 0.375603 | |
| internal_weight=0 240389 229488 212953 209757 195334 182155 13178.7 177173 18798 158375 10169.4 156159 16535.3 9922.53 8735.85 2215.76 2305.58 10901 14423.3 1723.62 13953 5085.16 6493.28 10638.4 607.921 8055.66 111.866 10742.4 10521.7 | |
| internal_count=1377888 1229756 1183979 1092771 1077998 991378 921298 70080 896915 85784 811131 53953 800122 91208 53201 44869 11009 12703 45777 86620 9650 83252 30230 33344 44447 3279 31142 677 54642 43881 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=7 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 10 15 15 10 7 4 0 8 15 13 0 13 0 12 11 15 4 8 13 0 2 3 7 11 9 8 15 11 9 | |
| split_gain=6850.51 2655.36 2492.63 2166.22 1704.13 1592.05 1168.65 1163.55 1010.11 2136.52 947.59 732.197 811.89 823.09 675.969 731.642 669.917 744.894 2514.95 1267.43 722.972 1158.18 666.571 629.661 625.809 595.849 590.155 1595.68 571.138 558.945 | |
| threshold=-0.32721233367919916 -0.33443191647529596 -1.0000000180025095e-35 199.62429046630862 -0.095426421612501131 0.11425 0.19205000000000003 0.15345000000000003 0.26705000000000007 9.5000000000000018 0.049451364204287536 0.040750000000000008 0.14919467270374301 0.092150000000000024 23.680339813232425 0.19609626382589343 1.0000000180025095e-35 0.33335000000000004 0.42465000000000003 0.20107444375753405 0.18965000000000001 0.27450000000000002 0.11255000000000003 0.36845000000000006 0.31870377063751226 0.064350000000000004 0.28475000000000006 9.5000000000000018 0.12611461430788043 0.24725000000000003 | |
| 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 24 -3 4 5 25 8 -8 -6 -10 -5 -7 22 26 15 -12 17 18 -9 20 -20 23 -13 -22 -2 -4 -14 29 -21 -28 | |
| right_child=1 2 3 10 6 11 7 16 9 -11 14 12 13 -15 -16 -17 -18 -19 19 28 21 -23 -24 -25 -26 -27 27 -29 -30 -31 | |
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| leaf_count=127644 1381 13018 960 38959 296673 5590 125538 34879 11781 3980 25493 26174 96383 15864 7121 48108 11563 5654 250 294 143 256 373249 176 29473 36370 6778 9081 41 25228 | |
| internal_value=0 -0.00551096 -0.0143842 -0.00922978 0.00586178 0.0463176 -0.0465966 -0.130282 -0.00665467 0.29199 -0.172894 0.0303462 0.0343601 0.106534 -0.106741 -0.0693921 0.0208602 0.0818113 0.134276 2.30735 1.51795 2.71556 0.00749739 5.63277 0.323641 0.266192 0.0767923 0.197757 5.38264 0.0652833 | |
| internal_weight=0 227293 221327 219258 200747 113339 87407.2 28239.9 59167.4 2702.07 18511 105664 104690 28396.2 13794.1 12384 8776.34 7346.2 6626.67 130.521 103.861 56.9354 76294.2 21.2969 5966.46 7675.33 25307 7210.21 26.6602 5473.92 | |
| internal_count=1378102 1250458 1219604 1206586 1086905 595677 491228 178794 312434 15761 119681 558347 552757 153334 80722 73601 53256 41693 36039 1160 825 575 399423 319 30854 37330 137470 41087 335 32006 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=8 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 10 6 13 0 1 0 1 0 15 8 3 6 8 11 15 2 0 5 4 13 0 6 7 5 5 1 0 15 | |
| split_gain=3769.61 1487.58 1423.59 1386.08 945.842 982.563 1927.06 1648.15 1014.38 1154.53 918.384 851.46 742.422 697.506 688.632 754.53 685.935 659.341 962.548 654.163 631.509 630.16 1158.89 649.485 1690.87 556.138 506.042 498.138 649.99 488.06 | |
| threshold=-0.34403754770755762 -1.0000000180025095e-35 -0.25043912231922144 0.27190000000000009 0.0063087064772844323 0.16325000000000003 0.17485000000000003 0.14105000000000004 0.13945000000000005 0.11885000000000003 70.855339050292983 0.31935000000000008 0.11445000000000001 0.19205000000000003 0.27705000000000007 0.42116869986057287 1.0000000180025095e-35 0.17025000000000004 0.11145000000000001 0.26435000000000003 0.17425000000000004 0.084303479641675963 0.067250000000000018 0.16105000000000003 0.19765000000000002 0.15405000000000002 0.099550000000000013 0.15645000000000003 0.13105000000000003 3106.7224121093755 | |
| 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 10 4 -4 6 7 8 9 12 26 27 -6 -12 16 20 17 21 -19 -5 -16 22 -14 24 -23 -25 -3 28 -10 -9 | |
| right_child=1 2 3 19 5 -7 -8 29 11 -11 13 -13 14 -15 15 -17 -18 18 -20 -21 -22 23 -24 25 -26 -27 -28 -29 -30 -31 | |
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| leaf_weight=5889.7011184692383 1367.3101595379412 2835.0467965109274 4272.9661922156811 412.22759684920311 42942.582431361079 6651.3400255441666 3053.7808259353042 4422.2182383006439 4896.1953780762851 1299.4261864423752 3466.4750176863745 3821.880740493536 982.74473013915122 330.99650381505489 9078.9456394650042 787.67979890853167 9426.8534220289439 97.63221151009202 50.616046667098999 9043.4555206298828 19015.60903724283 24283.118324471638 16981.239322662354 676.45461460296065 1012.4352071825415 30941.053074940108 12529.613544151187 2084.1203994750977 890.18891906738281 15.696863108314572 | |
| leaf_count=123505 11513 23161 31251 3812 227791 37654 23507 23656 27492 6699 18428 22628 6066 1643 48602 4791 51716 547 409 85367 106993 133496 88108 3415 5472 171762 69309 14425 4737 155 | |
| internal_value=0 -0.00685171 -0.00356536 -0.0162117 -0.00680131 -0.0013836 -0.00848262 -0.00156054 -0.00944661 0.00109696 0.126541 -0.151541 -0.00280565 -0.0936376 -0.0240191 0.0426267 -0.0468117 -0.0308387 1.02258 -0.202998 0.0561585 -0.0329243 -0.114569 -0.00715422 0.0525617 -0.0549299 0.180959 -0.245564 -0.170072 0.299226 | |
| internal_weight=0 217670 216303 197140 187685 183412 176760 173707 169269 157576 19162.1 11692.4 156277 3797.47 113334 28882.2 84452.1 75025.3 148.248 9455.68 28094.6 74877 17964 56913.1 25295.6 31617.5 15364.7 7870.5 5786.38 4437.92 | |
| internal_count=1378110 1254605 1243092 1130551 1041372 1010121 972467 948960 925149 855867 112541 69282 849168 20071 621377 160386 460991 409275 956 89179 155595 408319 94174 314145 138968 175177 92470 46654 32229 23811 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=9 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=6 12 13 9 6 0 7 0 13 14 9 15 6 15 2 0 14 8 9 5 14 3 9 14 15 7 4 0 0 9 | |
| split_gain=1623.23 1040.94 980.902 648.994 613.35 955.777 964.826 658.944 640.232 839.81 630.935 595.637 573.924 537.957 528.913 990.972 528.108 626.38 526.616 580.372 510.403 554.297 607.503 753.148 738.264 544.202 528.316 537.499 517.569 501.399 | |
| threshold=0.28870000000000007 39.52562332153321 -0.02387196850031614 0.45125000000000004 0.14050000000000004 0.10510000000000001 0.17865000000000003 0.18965000000000001 0.039658073335886009 -0.16285615414381024 0.13735000000000003 1.0000000180025095e-35 0.20330000000000001 1.0000000180025095e-35 0.16525000000000004 0.12425000000000001 -0.42502678930759424 0.17665000000000003 0.19005000000000002 0.14445000000000002 -1.0000000180025095e-35 0.069550000000000015 0.12785000000000005 -0.23215530812740323 1719.223815917969 0.15885000000000002 0.10815000000000001 0.070150000000000004 0.048750000000000009 0.066650000000000015 | |
| 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 -1 -2 5 6 16 8 9 11 -8 12 -6 -3 15 -11 17 -4 19 -10 21 29 23 24 25 -23 -24 -28 -25 -18 | |
| right_child=3 13 4 -5 7 -7 10 -9 18 14 -12 -13 -14 -15 -16 -17 20 -19 -20 -21 -22 22 26 28 -26 -27 27 -29 -30 -31 | |
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| leaf_count=27291 143338 8445 3412 3598 562 3351 1462 10725 15019 10121 7537 660 279 11639 38717 5884 6738 1981 576728 177377 2076 19549 47378 5834 93 1304 87644 79144 55230 24603 | |
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| internal_weight=0 204387 201442 8154.89 199341 60277.5 59712.1 139063 137435 7733.69 1617.46 201.099 132.232 2944.91 7532.59 2729.82 58094.6 889.22 129702 29635.9 57205.4 56850.2 52420.9 14673.6 3777.41 3769.84 37747.3 29776 10896.2 4429.31 | |
| internal_count=1377719 1230783 1210699 146936 1183408 347336 343985 836072 825347 56223 8999 1501 841 20084 54722 16005 334986 5393 769124 192396 329593 327517 296176 82010 20946 20853 214166 166788 61064 31341 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=10 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 9 15 4 9 15 11 0 14 4 12 0 11 15 12 14 11 15 14 0 2 15 1 11 0 9 2 2 11 | |
| split_gain=1464.72 869.672 594.363 537.963 505.522 519.9 531.81 509.089 884.557 505.39 477.092 468.357 454.123 562.208 453.652 620.952 390.858 617.066 756.481 979.344 742.938 1141.81 397.413 389.997 840.71 618.055 409.503 418.406 391.681 355.346 | |
| threshold=-0.41669073700904841 -1.0000000180025095e-35 0.52180000000000015 450.05554199218756 0.089450000000000016 0.10505000000000002 14.071067810058596 -0.19045840203762052 0.051950000000000003 -0.099421005696058259 0.16465000000000005 19.013877868652347 0.049950000000000008 0.54527580738067638 1073.6619262695315 -1.0000000180025095e-35 -0.32769076526165003 0.24894803017377856 1453.7193603515627 -0.16138518601655957 0.081150000000000014 0.10055000000000001 1719.223815917969 0.072750000000000023 -0.24447360634803769 0.057150000000000006 0.041950000000000008 0.068150000000000002 0.062650000000000025 0.26436854898929601 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=-1 -2 3 4 5 6 7 8 -3 10 11 12 13 -5 -14 -16 -17 18 19 -18 21 -21 -19 24 25 26 27 28 -10 -6 | |
| right_child=1 2 -4 9 29 -7 -8 -9 23 -11 -12 -13 14 -15 15 16 17 22 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.38056125597931739 -0.50207290070377708 0.29241308559315959 0.42267584409656217 -0.31254117981111795 -0.016705725419660793 0.26894692798250558 -0.44683081898678795 0.053015345665046627 6.2833821550778843 -0.45390649252739201 -0.17369621240578348 -0.37585278200252126 -0.055988343802042054 -4.3254535765409656 -0.62410481020034791 -0.35410775509142234 1.2463830206288409 -0.02957838820582822 0.60950978891062224 2.039270276863113 0.54740057200597336 9.9119087703504665 0.61183706390510606 1.3994437000862421 2.3564164484419603 18.860709029747277 0.15221438620947758 4.9041245796930619 22.877502348004658 0.030578864659255536 | |
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| leaf_count=103864 11248 593 4098 1607 772818 31642 5254 36473 11 15656 45184 3449 5720 89 737 773 304 2092 692 61 58 245 3949 138 93 57 10 30 42 330516 | |
| internal_value=0 -0.00176414 0.000358834 -0.00136732 0.00434861 0.112727 0.0310997 0.0726531 1.12492 -0.117272 -0.077933 0.0678684 0.14579 -0.430715 0.214154 0.377179 0.473715 0.554297 1.4296 2.74767 5.17792 6.74323 0.422266 3.47901 5.06944 9.70723 6.96918 10.1338 16.3052 -0.00167892 | |
| internal_weight=0 204698 203833 203003 193462 10192.7 6694.61 6159.11 112.838 9540.72 8542.44 3386.47 2880.61 305.379 2575.23 1606.03 1464.8 1334.86 174.96 67.1061 25.6249 19.151 1159.9 29.4791 16.704 6.16509 4.74557 3.24101 1.48665 183270 | |
| internal_count=1377503 1273639 1262391 1258293 1177677 74343 42701 37447 974 80616 64960 19776 16327 1696 14631 8911 8174 7401 1360 668 364 306 6041 381 243 150 93 83 53 1103334 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=11 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=10 2 13 14 0 10 12 10 11 14 0 9 9 1 1 7 0 11 9 14 6 7 11 9 4 10 14 11 10 9 | |
| split_gain=905.618 548.71 487.93 872.726 585.788 463.32 393.517 350.804 348.447 309.765 333.862 847.997 785.436 585.473 523.57 478.243 424.351 403.224 333.095 322.85 303.141 294.445 290.828 382.879 282.139 281.073 310.262 280.9 262.526 376.881 | |
| threshold=0.1584773659706116 0.029750000000000002 0.061411850154399879 -0.2058753967285156 0.081650000000000014 -0.34649723768234247 14.571067810058596 0.48144623637199407 -0.26077964901924128 -0.080448336899280534 0.12525000000000003 0.27125000000000005 0.18275000000000002 0.12625000000000003 0.16245000000000001 0.23225000000000004 0.14735000000000001 -0.20584551990032193 0.27125000000000005 -0.27023407816886896 0.20330000000000001 0.24065000000000003 0.46301297843456274 0.24525000000000002 0.17315000000000003 -0.25452129542827601 -0.22020082920789716 0.42970417439937597 -0.23563210666179654 0.27735000000000004 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=1 27 3 4 -3 -4 -5 -2 -7 10 13 12 -12 17 15 -14 -16 19 24 20 21 -10 28 -24 -15 26 -25 -1 29 -19 | |
| right_child=7 2 5 6 -6 8 -8 -9 9 -11 11 -13 14 18 16 -17 -18 22 -20 -21 -22 -23 23 25 -26 -27 -28 -29 -30 -31 | |
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| leaf_count=13844 111794 1293 18668 180872 1266 59 39825 60972 81 4253 1901 50821 7199 5447 3649 2674 12801 66045 51805 104 180 111 982 5752 44141 596 2540 890 665996 20882 | |
| internal_value=0 0.000278283 0.0016627 -0.0549602 0.667316 0.0127235 -0.0644507 -0.175242 0.00969171 0.0095796 0.0110796 0.0943677 0.269052 0.00482046 0.332339 0.557677 0.184976 0.0153277 -0.0887233 1.62318 2.7999 4.48317 0.0148594 -0.185162 -0.167104 -0.116176 -0.0640305 -0.507078 0.0175753 0.0845498 | |
| internal_weight=0 195300 194768 31828.9 412.802 162939 31416.1 7636.35 160859 160856 160107 11191.1 4286.44 148916 3941.79 1558.55 2383.24 133878 15037.9 38.9824 23.36 12.4695 133839 1792.94 7128.94 1646.19 1547.6 531.462 132046 13172.1 | |
| internal_count=1377443 1204677 1189943 223256 2559 966687 220697 172766 948019 947960 943707 79045 28224 864662 26323 9873 16450 763269 101393 476 372 192 762793 9870 49588 8888 8292 14734 752923 86927 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=12 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=15 11 3 14 3 7 0 11 11 13 6 8 14 15 8 0 13 13 6 5 6 5 14 6 4 14 14 6 0 15 | |
| split_gain=445.755 435.703 538.754 2724.78 352.845 579.547 659.493 843.772 628.032 662.762 488.744 475.539 447.06 377.19 368.484 556.919 352.513 331.239 573.425 539.19 1216.41 329.016 351.067 321.876 308.97 358.712 411.229 321.455 305.841 431.649 | |
| threshold=-1.0000000180025095e-35 -0.20584551990032193 0.38235000000000002 -0.35261583328247065 0.12855000000000003 0.20105000000000003 0.074650000000000008 0.1072005406022072 -0.048809958621859544 0.22878725081682208 0.17005000000000003 0.26215000000000005 0.037434518337249763 9.5000000000000018 0.19835000000000003 0.16325000000000003 0.59324181079864513 -0.0032331235706806179 0.37490000000000007 0.40505000000000008 0.43020000000000008 0.073150000000000007 -0.36132372915744776 0.19670000000000001 0.14975000000000002 -0.26058712601661677 -0.099421005696058259 0.19670000000000001 0.10265000000000001 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 2 -2 -4 5 6 8 28 13 12 -7 23 21 24 15 -6 17 18 -16 20 -20 -10 -23 -11 25 27 -27 -3 -8 -30 | |
| right_child=1 4 3 -5 14 10 7 -9 9 11 -12 -13 -14 -15 16 -17 -18 -19 19 -21 -22 22 -24 -25 -26 26 -28 -29 29 -31 | |
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| leaf_count=10921 162907 9142 17 214 38783 3699 29634 48202 17145 63158 12293 6850 4773 4264 7685 2369 182 716073 101 378 37 2770 219947 446 2584 7443 2527 87 1574 1260 | |
| internal_value=0 -0.00402954 -0.162961 4.88436 -0.000592902 0.0270715 0.0181228 0.115606 -0.00614988 -0.0220459 0.250483 -0.1203 0.0108955 0.170898 -0.0169274 -0.124454 -0.0099472 -0.0102822 -0.311698 1.52687 5.59761 0.015367 0.00496836 -0.149759 0.214057 0.268714 0.120007 0.435155 -0.0404559 0.393112 | |
| internal_weight=0 199429 4221.07 5.28037 195207 72470.2 69679.2 13890.9 55788.3 51192.1 2791 12853.6 38338.5 4596.22 122737 7481.91 115255 115238 904.329 40.5093 6.77425 38077.3 36262.1 11751.1 4213.66 3623.2 1913.55 1709.66 5334.8 377.929 | |
| internal_count=1377465 1366544 163138 231 1203406 437798 421806 80670 341136 315089 15992 70454 244635 26047 765608 41152 724456 724274 8201 516 138 239862 222717 63604 21783 19199 9970 9229 32468 2834 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=13 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=10 3 13 9 13 1 11 5 6 11 0 2 3 13 12 15 9 2 13 10 15 3 3 2 8 11 0 1 0 15 | |
| split_gain=738.784 796.588 4060.51 6178.86 797.258 1490.06 2949.42 521.975 3431.2 440.66 372.142 362.81 351.632 339.094 280.216 362.654 277.205 241.178 327.937 240.346 310.877 248.869 230.147 561.359 753.549 776.163 305.695 697.381 775.38 593.939 | |
| threshold=0.06484438851475717 0.36385000000000006 0.21130148321390155 0.34335000000000004 0.17257825285196307 0.24450000000000002 -0.19835925102233884 0.40095000000000008 0.41900000000000009 -0.048809958621859544 0.075050000000000019 0.045450000000000011 0.065350000000000005 0.13041600584983828 43.50581359863282 1.0000000180025095e-35 0.061950000000000005 0.39130000000000004 -0.011054429691284893 -0.56330823898315419 -1.0000000180025095e-35 0.026450000000000005 0.28675000000000006 0.30070000000000002 0.36945000000000006 0.23452508449554446 0.15625000000000003 0.16445000000000001 0.14015000000000002 885.83178710937511 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=9 10 4 -4 7 6 -6 8 -3 13 11 -2 -13 -1 19 -16 -14 -12 -19 -11 -21 -22 23 26 -25 -26 27 28 -23 -28 | |
| right_child=1 2 3 -5 5 -7 -8 -9 -10 14 17 12 16 -15 15 -17 -18 18 -20 20 21 22 -24 24 25 -27 29 -29 -30 -31 | |
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| leaf_count=15241 36723 123 35 20 19 45 29 1302 34 3111 69989 2963 6276 7142 5909 8969 132629 22 18 8246 1073 937783 24099 131 30 18 60037 40154 13258 2058 | |
| internal_value=0 -0.103907 -1.57277 -23.937 -1.07838 -6.77842 -17.1286 -0.689097 -4.18736 0.00438241 -0.0960481 -0.045931 -0.0214962 0.242952 0.00183062 -0.205548 -0.0402697 -0.204229 -5.90208 0.00371733 0.00286175 0.00372949 0.00406506 0.00590739 4.21164 11.9868 0.00571656 0.000626854 0.00577966 0.0915877 | |
| internal_weight=0 17251.7 91.8113 1.98571 89.8256 5.74238 2.16583 84.0832 9.46304 180961 17159.9 11727.1 10886.7 1915.11 179046 1614.26 10431.4 5432.83 1.85655 177432 177049 176746 176689 174867 7.93376 2.23741 174859 165074 161026 9784.21 | |
| internal_count=1377486 250227 1607 55 1552 93 48 1459 157 1127259 248620 178591 141868 22383 1104876 14878 138905 70029 40 1089998 1086887 1078641 1077568 1053469 179 48 1053290 991195 951041 62095 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=14 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=15 13 13 15 12 11 14 13 12 14 15 11 11 6 3 14 11 3 8 8 11 15 8 15 8 3 8 5 14 11 | |
| split_gain=333.622 545.944 396.731 308.757 306.333 273.808 247.056 336.444 289.001 339.43 1617.6 757.863 610.598 1185.69 4100.26 741.511 686.099 563.478 532.564 510.258 409.451 408.406 1571.34 366.085 366.668 364.065 364.02 360.815 338.319 290.992 | |
| threshold=601.83218383789074 0.046595919877290733 0.14919467270374301 1900.2762451171877 -1.0000000180025095e-35 -0.53691464662551869 -0.23215530812740323 0.24987198412418368 -1.0000000180025095e-35 -0.31403580307960505 9.5000000000000018 0.20947970449924472 -0.079885933548212038 0.45180000000000003 0.32215000000000005 -0.46838176250457758 0.076099105179309859 0.11565000000000002 0.19665000000000002 0.27105000000000007 0.51890820264816295 526.21289062500011 0.26505000000000006 92.59772109985353 0.27605000000000007 0.10465000000000001 0.14675000000000002 0.10785000000000002 -0.41318692266941065 0.020460769534111026 | |
| 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=5 -2 3 -3 -5 -1 8 -8 -7 10 11 26 13 21 -15 16 17 18 -14 20 28 -12 -23 -11 -25 29 -10 -22 -17 -20 | |
| right_child=1 2 -4 4 -6 6 7 -9 9 23 12 -13 15 14 -16 19 -18 -19 25 -21 27 22 -24 24 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.37119793725064554 -0.45200600387846718 -0.061229327078077447 -0.24968863643247283 -0.61242630819542576 0.30170070140996397 0.26972222479925922 -0.014135120146767131 -0.82304179061345928 0.17367280687693235 0.055623066579365013 -0.22961833980077523 -0.23841922862845197 0.10096225487626566 -0.50094141002463421 -66.212330669333554 0.39065393497429429 0.37386692692666318 0.57879364734659922 5.3019132877599864 0.37705889443842572 -10.409804840732711 0.81311141168816381 20.262804850308989 -0.32849325468166973 0.019283898666957327 1.8204661769717572 -0.050947023708966019 -1.4035797205837084 -0.029240723075687879 2.7617368448745236 | |
| leaf_weight=494.86962378397584 1005.6891854562855 2836.0655929315835 1799.6560347639024 99.164688110351562 1209.0149620305747 1154.0114916488528 103841.0454620095 128.70460596866906 1976.5078274421394 46198.033139265142 751.4165364606306 5489.5414295196533 21.709344982169569 1.0935810767114089 0.30321655049920693 625.02007494866848 288.74443697929382 79.407307110726833 19.569168878719211 2399.9796658549458 1.6915658824145783 10.228231816552578 1.1557890083640803 1267.0284128049389 1886.1121693849564 43.324584159068763 20632.440115332603 3.2463244087994099 2063.4990871269256 26.598721146583557 | |
| leaf_count=63979 25649 22408 13875 643 7798 8529 649012 1005 14440 280097 12510 33988 130 93 13 3458 1445 619 268 15102 41 208 34 7446 12114 344 190217 26 11650 272 | |
| internal_value=0 -0.111309 -0.0536642 0.0314603 0.232407 0.000233995 0.001207 -0.0151365 0.0212119 0.0177891 -0.020309 -0.0717728 0.207884 -0.211238 -14.7656 0.265358 0.859883 1.59612 2.32258 0.209406 0.0600206 -0.184587 2.78779 0.0443726 -0.120464 2.86151 -0.0313104 -4.48883 0.0683753 3.83844 | |
| internal_weight=0 6949.59 5943.9 4144.25 1308.18 189405 188910 103970 84940.7 83786.7 34435.5 28098.5 6336.99 764.197 1.3968 5572.79 479.354 190.609 111.202 5093.44 2693.46 762.801 11.384 49351.2 3153.14 89.4925 22608.9 4.93789 2688.52 46.1679 | |
| internal_count=1377413 70373 44724 30849 8441 1307040 1243061 650017 593044 584515 284858 238645 46213 12858 106 33355 3078 1633 1014 30277 15175 12752 242 299657 19560 884 204657 67 15108 540 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=15 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=10 15 7 13 15 15 15 2 3 7 3 0 5 10 15 10 4 0 1 11 0 14 15 11 10 13 15 7 4 14 | |
| split_gain=378.705 1172.73 558.684 4046.71 19446.6 157774 208839 316.632 889.719 1909.37 251.154 437.425 402.789 307.47 275.724 629.079 275.268 1121.85 1017.98 628.174 455.154 543.328 458.56 427.432 929.088 496.587 406.544 751.906 2950.29 508.293 | |
| threshold=0.040579477325081832 92.59772109985353 0.36215000000000003 0.30215765535831457 526.21289062500011 814.96163940429699 688.91979980468761 0.30070000000000002 0.28675000000000006 0.30835000000000007 0.11255000000000003 0.055950000000000007 0.28905000000000008 -0.19979147613048551 53.925823211669929 -0.31541799008846277 0.15805000000000002 0.075050000000000019 0.092750000000000013 0.30520781874656683 0.11065000000000001 -0.085815407335758195 1.0000000180025095e-35 0.27501077950000768 -0.14650898426771161 0.087843168526887908 36.527755737304695 0.38275000000000003 0.32515000000000005 -0.26635053753852839 | |
| 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=7 -2 -3 -4 -5 6 -6 10 9 -9 11 12 13 -1 15 -14 17 -12 -18 20 21 -19 -22 26 25 -25 -20 29 -29 -28 | |
| right_child=1 2 3 4 5 -7 -8 8 -10 -11 16 -13 14 -15 -16 -17 18 19 23 -21 22 -23 -24 24 -26 -27 27 28 -30 -31 | |
| leaf_value=0.10402740647387992 -0.040576953732628734 -0.50599509490959393 -0.20451527381467216 -0.50150460895334814 -1017.8864431247183 -0.500837018703711 -0.50086542013767243 -1.4811235735813681 -0.25372415487605648 -14.445685385963724 -0.10744678341286369 0.09462112882554935 -17.982834429722129 -0.05723418782411651 0.61895599849080962 -1.6269370401485137 0.19425113100409389 0.085084826108155528 -0.013515277834649987 -0.066421025569994713 0.55022316556401607 -0.29474302951989501 -0.4590165984948385 0.10844367855529316 0.41957171634221674 -0.035241434145104583 0.06196140385336095 26.007863230453982 0.8599010215805406 -0.24898049409157327 | |
| leaf_weight=3935.9017373882234 20052.873294716126 983.04507636522612 40.059653963893652 6.4449159664877689 0.094360997543390002 1.3289314550347624 0.10836973087862134 17.475830471506132 485.89042139053345 3.3910494685268295 26254.975019381105 18738.007777350023 0.99975830689072642 11870.583543016081 1.3177919909358022 1.4270296441391104 7150.4417937343969 19028.068565923721 41426.013557254802 10675.303979873657 846.11683298787102 990.52904633060098 129.81906938413158 10243.810900444165 1579.7039306759834 14560.590937858447 1868.4640826634131 1.3387665152549733 9.0515039786696416 4431.4241471299902 | |
| leaf_count=51351 263688 17585 866 513 32 122 11 166 9755 36 150923 110913 38 70671 9 12 40905 98583 256602 64297 4763 6820 1591 60596 9414 82676 13189 27 186 61251 | |
| internal_value=0 -0.0673163 -0.587354 -2.25233 -12.5368 -63.1788 -474.043 0.00363282 -0.39102 -3.58798 0.0047839 0.0429419 -0.0183075 -0.0170792 -5.20339 -8.36504 -0.00468687 -0.0310241 0.0140847 0.032332 0.0825459 0.0662908 0.415974 -0.0032961 0.0477765 0.0240982 -0.0315242 -0.14975 4.10017 -0.156759 | |
| internal_weight=0 21084 1031.08 48.0362 7.97658 1.53166 0.202731 174251 506.757 20.8669 173744 34548.2 15810.2 15806.5 3.74458 2.42679 139196 57924.8 81270.8 31669.8 20994.5 20018.6 975.936 74120.4 26384.1 24804.4 47736.3 6310.28 10.3903 6299.89 | |
| internal_count=1377591 282817 19129 1544 678 165 43 1094774 9957 202 1084817 232994 122081 122022 59 50 851823 326977 524846 176054 111757 105403 6354 483941 152686 143272 331255 74653 213 74440 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| end of trees | |
| feature_importances: | |
| DIST_CROPS_COVER=84 | |
| BADI=56 | |
| S2_B02=46 | |
| NBR=40 | |
| NDWI=36 | |
| NDVI=35 | |
| S2_B03=26 | |
| S2_B05=23 | |
| S2_B08=22 | |
| S2_B12=22 | |
| S2_B07=19 | |
| S2_B04=16 | |
| S2_B11=15 | |
| S2_B06=14 | |
| SLOPE=14 | |
| S2_B8A=12 | |
| 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 | |