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] [0:1.1712] [0:1.036] [0:1.1246] [0:1.1445000000000001] [0:1.1479999999999999] [0:1.1544000000000001] [0:1.1835] [0:1.6559999999999999] [0:1.6351] [-5:0.88034188747406006] [-5:3.2075352668762207] [-126:420] [-5:0.99956834316253662] [-5:0.99685037136077881] [-128:5805.4541015625]
tree_sizes=3517 3518 3522 3508 3515 3538 3519 3482 3463 3485 3447 3503 3469

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 15 10 15 1 3 1 1 10 15 11
split_gain=1.64964e+06 614434 213391 158837 68551 48531.4 44539.2 42074.6 37733.4 34713.2 24599.6 21421.6 32462.8 16222.1 16199.7 15733 14358.2 13986.6 12027.6 9123.47 8538.22 8427.88 6738.04 6930.35 7205.18 6450.16 6293.44 6006.49 5571.64 4847.57
threshold=0.15825000000000003 0.077396299690008177 1.0000000180025095e-35 -0.19932473450899121 0.091650000000000023 10.500000000000002 0.21570000000000003 -0.048572236672043793 1.0000000180025095e-35 -0.17698872834444043 0.10165 1.0000000180025095e-35 -0.036692749708890908 510.04901123046881 0.12830000000000003 0.30890358984470373 0.15645000000000003 -1.0000000180025095e-35 0.088565923273563399 0.16535000000000002 -1.0000000180025095e-35 -0.12929399311542508 -1.0000000180025095e-35 0.13225000000000003 0.13935000000000003 0.15055000000000004 0.088850000000000026 -0.11035093665122984 -1.0000000180025095e-35 0.19885879009962085
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 26 20 22 19 -18 -2 27 -3 -16 -6 24 29 -14 -4 -5 -17 -24
right_child=3 2 9 6 15 -7 -8 8 -10 -11 -12 -13 25 -15 21 28 17 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-1.7236813609372539 -0.47118595744225777 -1.7469645759294243 0.27769029806395595 -0.58912201506413275 -1.8456914793741146 -1.4240931377756563 -1.7973330819870861 0.079954522165597952 -1.7515173110926612 -1.5545387434478148 -1.0635254496594118 -1.7217537407455921 -1.7045281565650434 -1.2662266897495276 0.58621443436098186 -1.8456914793741146 -1.8456914793741146 0.092222420656245196 0.44550021677795981 -1.354617922376079 0.84372131866393629 -0.036567314277478058 -0.48253721849062692 0.78094597693262369 -0.78060542353563744 -0.84297416993619989 -0.75519892146406242 -1.1771950004580567 0.41129113074516988 0.19519107773726896
leaf_weight=40423.511452674866 5543.2748417854309 319.06197166442871 6042.0130014419556 9439.9866180419922 728.95310640335083 7535.6085019111633 418119.09269285202 8946.2377395629883 9307.2232975959778 13266.232870101929 9917.3309750556946 48730.113658905029 34003.503455162048 3492.0155053138733 16650.10900592804 279.62534093856812 1156.6888704299927 4773.4292511940002 10094.528643608093 19912.394476890564 99022.131055355072 8063.0026779174805 4975.2043476104736 1383.1371932029724 6868.927050113678 2320.6940016746521 1950.953230381012 8040.4225363731384 12367.397898197174 5617.6662263870239
leaf_count=226530 31063 1788 33859 52901 4085 42229 2343106 50138 52157 74343 55576 273080 190552 19569 93306 1567 6482 26750 56569 111588 554914 45184 27881 7751 38493 13005 10933 45058 69306 31481
internal_value=-1.19422 -0.122412 0.360469 -1.66387 0.576512 -0.38174 -1.71824 -1.39678 -0.927692 -1.00359 -0.521219 -1.46063 -1.30088 -0.367195 0.745282 -0.0732721 -1.00858 -0.285774 0.120554 -1.12321 0.835401 0.383023 -0.354114 -0.296418 -0.381755 -1.64948 0.0255788 -0.859617 0.361389 -0.123121
internal_weight=0 249621 181026 569670 156275 23173.4 546496 68594.3 28170.8 24751.2 18863.6 128377 79647.1 11485 124054 32220.9 43322.9 5930.12 15637.8 37392.8 99341.2 24713.1 19573.9 18844.9 17461.8 36324.2 7992.97 17480.4 12647 10592.9
internal_count=4591244 1398861 1014460 3192383 875756 129861 3062522 384401 157871 138704 105714 719416 446336 64361 695192 180564 242779 33232 87632 209547 556702 138490 109691 105606 97855 203557 44792 97959 70873 59362
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=5 11 1 10 15 13 6 10 13 13 15 1 13 4 15 1 15 11 10 10 3 8 15 15 8 1 10 15 1 6
split_gain=367630 88814 49768.4 24449.7 16357.7 13663 12105.3 11375.7 8409.58 7912.67 7550.75 22954.9 9978.06 7062.04 6089.65 8192.95 5988.33 5929.8 4848.37 4756.23 4721.78 5049.88 4555.5 4095.33 4044.32 3951.64 3853.17 2886.12 2837.19 2821.61
threshold=0.19195000000000004 0.019833183847367767 0.099950000000000025 -0.16022033244371411 1.0000000180025095e-35 -0.034992594271898263 0.23790000000000003 -0.20201310515403745 0.12417833134531976 0.0034692133776843552 1.0000000180025095e-35 0.16245000000000001 0.032130751758813865 0.11555000000000001 -1.0000000180025095e-35 0.14005000000000004 362.42240905761724 0.34805193543434149 0.19438591599464419 0.036396447569131858 0.11345000000000001 0.27605000000000007 537.79360961914074 -1.0000000180025095e-35 0.27395000000000008 0.17465000000000003 -0.3068747073411941 31.811388015747074 0.07715000000000001 0.21570000000000003
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 9 5 8 14 -3 10 22 26 -1 11 19 -13 18 -4 17 20 -16 28 -5 -9 -22 -7 -14 -6 -25 -2 -28 -11 -27
right_child=3 2 4 6 24 7 -8 16 -10 13 -12 12 23 -15 15 -17 -18 -19 -20 -21 21 -23 -24 25 -26 29 27 -29 -30 -31
leaf_value=-0.57392038427029535 0.88546752342419655 -0.49945150541335998 -0.65822898752124781 -0.22341917719579815 -0.49157144961117061 0.65648807136813347 -0.54451635348552685 0.52108646939821313 0.50625909661945301 0.58188577906550421 -0.51513019898668955 -0.26197140319486517 -0.60025225664238424 -0.32923635594085054 0.038539518000999473 0.84580628909596978 -0.33716777669125259 0.45609449845168448 -0.40046361894537397 -0.51302427321076005 0.23216651405494082 0.86065628387294357 -0.034862428443038981 0.58173892853998332 0.12241722770542181 0.74440223854732857 -0.0076219244709796585 -0.40216389933516905 -0.15652431076500564 1.8061184714723837
leaf_weight=19758.945323809981 866.33362197875977 3261.8748073577881 2123.3482686132193 30250.838205069304 14825.456105917692 107661.18173754215 235961.83919698 53882.882701545954 6641.896644949913 5321.9716483205557 39157.934032768011 3104.5165053904057 466.54286496341228 21344.756760790944 34207.153009042144 4552.7778713256121 2644.4795940220356 11315.151650547981 2574.0292387008667 26681.743078112602 34332.504324048758 3524.2149608135223 2436.6815486848354 3411.798797339201 3274.4008424133062 1019.0155603438616 9850.2699088007212 8754.962714895606 1721.7086474299431 1621.6067199707031
leaf_count=152077 4113 22033 13455 204574 106537 501504 1934698 248882 33508 27167 312171 18564 3634 150911 163908 22022 16748 47541 20022 211301 157345 17092 15279 18088 22030 4364 53789 65162 9429 13296
internal_value=0 0.281748 0.392744 -0.445883 0.0290945 0.5158 -0.481523 0.531995 0.0204348 -0.326707 -0.340916 -0.238418 0.475796 -0.168946 0.171121 0.206288 0.404623 0.142328 0.186789 -0.359144 0.426006 0.290675 0.641187 0.827141 -0.380496 0.93717 -0.145284 -0.193279 0.401394 1.3964
internal_weight=0 328764 278042 367789 70298.3 207744 341676 204482 26113.5 50721.4 105714 66556.1 9623.48 30962.5 52198.4 50075.1 94384.1 45522.3 9617.71 56932.6 91739.6 37856.7 110098 6518.96 18099.9 6052.42 19471.6 18605.2 7043.68 2640.62
internal_count=4591244 1713982 1354376 2877262 375493 978883 2720690 956850 156572 359606 785992 473821 57946 207529 246926 233471 440067 211449 56618 415875 423319 174437 516783 39382 128567 35748 123064 118951 36596 17660
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 3 14 2 15 4 11 14 11 12 15 11 10 12 10 14 3
split_gain=172434 46065.1 25485.1 15809.3 12647.3 12046.6 10282.5 9133.4 8104.58 11620 6636.41 6045.57 8426.36 5353.19 4970.09 4524.81 4474.94 3485.75 3317.72 2871.47 2822.83 2807.24 2673.63 2356.88 2301.75 2102.13 1866.93 1822.29 1749.88 1735.78
threshold=0.20425000000000001 0.15401054918766025 0.12155000000000001 1.0000000180025095e-35 -0.052909929305315011 1.0000000180025095e-35 -0.18435436487197873 228.14466094970706 0.14805000000000004 0.22630000000000003 0.12915000000000001 0.13545000000000004 -0.19371397793292996 0.13265000000000002 0.15175000000000002 -0.048894321545958512 0.16205000000000003 -1.0000000180025095e-35 0.10305000000000002 0.30890358984470373 -0.11186672002077101 0.264269769191742 14.571067810058596 -1.0000000180025095e-35 0.36549533903598791 0.092462912201881423 34.27050971984864 -0.12233011424541472 -0.34376767277717585 0.090750000000000011
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 17 20 12 21 -12 -14 18 27 -10 -3 -7 -8 -4 -9 -15 -16 -6 28 -2 -20 -22
right_child=4 2 7 -5 25 19 10 22 9 -11 13 -13 14 23 24 -17 -18 -19 26 -21 29 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.48146305824884206 0.31692620522987758 0.57914156151768714 0.12802270425469348 -0.46563187033760861 -0.40798232911289228 -0.48710100265752587 0.33506801982133305 -0.071588036575178038 -0.62549377966545794 -0.30420806859169236 -0.13237860446134911 0.74770589041518321 0.14472918881229474 -0.6080320618910996 -0.3235621454191922 -0.32985187032618829 -0.36149302178090365 0.82375130720661727 0.09431173994467143 -0.056420966873836624 0.22112219704781322 0.36544898764937583 -0.53102174985348483 0.79116833071557502 0.18509435716684053 -0.52795896487131533 -0.24346189694094694 -0.1426632765460048 0.44312986709939906 -0.27771277632984365
leaf_weight=9760.5206871032715 4415.6967830657959 53712.26951405406 19896.352436393499 24696.684073880315 54892.804206848145 32223.628062494099 21922.807632803917 7473.8969420716166 443.50231203436852 4483.4590759277344 32446.075688831508 4493.5297992378473 17092.454734809697 346.37533052265644 13687.873188883066 1683.245556563139 14633.205317497253 6435.4650341570377 3990.7463977485895 4398.4893035888672 3462.6236322894692 33264.320790052414 5494.6405324935913 2295.7462003678083 2655.5557994842529 109018.05871582031 1128.5488468557596 4216.2633321210742 36295.928078845143 3513.3178423345089
leaf_count=15037 19057 117101 83719 48941 100972 53426 108052 22933 896 9571 106650 17302 72844 862 55334 4370 40107 28981 17689 11586 16318 157199 11492 10574 11570 174476 3814 7924 134386 14902
internal_value=0 0.160806 0.298125 -0.119385 -0.41133 -0.235457 -0.00343307 0.126343 -0.0240256 0.322106 0.0694853 0.182236 0.152893 -0.0766483 -0.0437725 0.482769 -0.193072 0.730315 0.497148 -0.435374 0.246917 0.276588 -0.266246 0.607737 -0.240913 -0.487779 0.390809 0.0924407 0.408576 -0.0301078
internal_weight=0 299314 200869 98444.2 235161 71249.7 73747.5 104059 34627.6 11362.4 63986.9 91090.1 86596.6 35088.2 33435.9 96810.7 23265.2 6878.97 95127.5 36622.1 28898.7 53160.7 12968.5 2642.12 16343.4 163911 41415.2 8631.96 40286.7 6975.94
internal_count=1478085 1031089 709753 321336 446996 171548 272395 432393 106536 39448 257358 397968 380666 118086 139748 277360 67088 29877 272990 65012 139272 240918 34425 11436 66904 275448 155889 26981 152075 31220
is_linear=0
shrinkage=0.5


Tree=3
num_leaves=31
num_cat=0
split_feature=5 13 10 4 10 0 15 10 14 0 2 15 10 10 5 11 6 11 13 1 10 11 6 14 7 13 15 15 15 12
split_gain=83763.6 22433.9 22635.8 11171.6 7596.94 7380.17 6743.81 4373.99 5320.54 4106.43 6109.55 3723.32 2565.87 2332.25 2321.89 2280.41 2103.1 2058.03 2034.43 1898.68 1700.22 1624.62 1672.28 1610.81 1515.61 1401.04 1326.22 1277.93 1252.07 1229.15
threshold=0.21455000000000005 0.027691566385328773 -0.24998205155134198 0.13305000000000003 0.010638621635735037 0.13455000000000003 20.500000000000004 0.10167044028639795 -0.22669146955013272 0.15285000000000001 0.23550000000000001 1.0000000180025095e-35 0.1468809172511101 -0.24998205155134198 0.10865000000000001 0.29953314363956457 0.19825000000000001 0.2230469807982445 0.0062367720529437074 0.11085000000000002 -0.3068747073411941 0.21413184702396396 0.15005000000000004 -0.42442403733730311 0.18955000000000002 0.068646386265754714 452.38255310058599 -1.0000000180025095e-35 -1.0000000180025095e-35 29.57738018035889
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 20 12 6 7 9 8 21 13 18 17 14 -2 -4 -8 -15 -1 -11 -10 -3 22 24 -16 -5 -25 -23 -20 -19 -22
right_child=4 2 3 5 -6 -7 15 -9 19 10 -12 -13 -14 16 23 -17 -18 28 27 -21 29 26 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.26990709189351186 0.45089124653065171 0.5464100785609024 0.374061274317253 0.16765861565480855 -0.47536153909174467 0.5125282408107964 -0.47577769237442935 -0.38473163738432892 -0.016355823661495274 -0.72938140237261417 -0.30939699141759597 -0.51608505973303276 -0.23085912514620097 0.2779566618016549 -0.45037346541376794 -0.04529356212937187 -0.30027349338634485 -0.6566371554898911 -0.55084510070033277 -0.21177529653712576 0.37999849264142632 0.21028934053170159 -0.039698159763928098 -0.029688775687504224 0.98003868453625664 0.22963944102118725 -0.24647496360643867 0.54014409641362415 0.26897235065929809 -0.19801247269436945
leaf_weight=9593.5596657916903 1229.5201978683472 23871.215576171875 23113.381766244769 3799.5282130986452 83774.819946289062 6088.557416588068 25807.390823438764 9113.2231786847115 19977.641659706831 357.39048593863845 4545.096492767334 14057.962920796126 2946.6441659927368 1701.7096998393536 996.27729688584805 3492.714412689209 20714.889338210225 410.39623004198074 280.05617786571383 32897.700217366219 21999.338914975524 23061.864417128265 26854.302556425333 6071.3276439011097 676.32526367902756 36636.213204607368 1706.7802611961961 6457.1677961871028 3328.924596965313 959.89110745489597
leaf_count=35893 6160 60835 62213 17242 209544 26935 61010 19662 90211 1413 11540 33219 8384 7087 4535 9436 58858 1643 755 129161 76814 112170 109347 25550 3380 141991 5457 32515 12592 3326
internal_value=0 0.0922125 0.140991 0.0656557 -0.376017 -0.0242921 -0.247158 -0.0519704 -0.0241425 -0.0999305 0.143184 -0.336557 0.225758 -0.219603 0.245895 -0.424462 -0.256378 -0.147265 0.433126 -0.137941 0.452977 0.0831171 0.00746189 0.178112 0.290414 0.192773 0.178814 0.494793 0.167385 0.355833
internal_weight=0 268161 240770 193940 148361 124176 64585.9 118087 108974 35285.8 11639.7 27390.8 69763.8 23646.1 66817.2 29300.1 22416.6 13332.9 7094.61 52875.3 46830.4 56098.8 31330.2 43703.8 4475.85 42707.5 24768.6 6737.22 3739.32 22959.2
internal_count=1378878 980560 897213 756238 398318 513565 188774 486630 466968 118328 46223 83347 242673 72105 234289 70446 65945 50128 34683 219372 140975 247596 129969 172076 20622 167541 117627 33270 14235 80140
is_linear=0
shrinkage=0.5


Tree=4
num_leaves=31
num_cat=0
split_feature=5 11 3 15 10 12 11 15 0 15 10 1 1 15 3 0 0 0 1 9 6 11 13 9 13 15 15 0 13 15
split_gain=40997.1 11361.8 12259.7 6098.18 5254.86 4734.77 4026.95 3937.27 3238.61 3187.98 3131.78 2971.91 2637.85 2185.34 1813.22 2790.79 2476.11 1786.74 2575.08 1638.84 1625.13 1593.08 1586.96 1475.88 1386.45 1731.44 1304.52 1143.53 1140.01 1102.64
threshold=0.22575000000000003 0.17184546589851382 0.10775000000000003 1.0000000180025095e-35 0.079520467668771758 23.680339813232425 -0.23121573776006696 -1.0000000180025095e-35 0.11605000000000001 42.713203430175788 -0.29373385012149805 0.097450000000000023 0.14005000000000004 -1.0000000180025095e-35 0.17385000000000003 0.12025000000000001 0.14345000000000002 0.16225000000000003 0.20085000000000003 0.068350000000000008 0.21150000000000005 0.29953314363956457 0.21442610770463946 0.42805000000000004 0.073483638465404524 1930.9661865234377 1.0000000180025095e-35 0.13365000000000002 0.31160728633403784 430.63902282714849
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 19 6 9 10 -1 -8 11 17 -4 28 -10 -12 15 24 -16 20 -19 -3 -2 -11 -21 -22 -15 29 -7 -14 -9 -26
right_child=4 2 5 -5 -6 26 7 8 12 21 13 -13 27 14 16 -17 -18 18 -20 22 23 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.43750528391755306 0.19385196134939833 -0.64561511495090163 0.39124146652783198 -0.34443079717139252 -0.47172714500107277 -0.087741951113148489 -0.6159267935646362 0.10069524569868341 1.2371587205099281 -0.45760894060863838 -0.67669924969188489 -0.1694477716210829 -0.24778653618981364 -0.060260307036244638 -0.14655786529412609 0.71211813101088517 0.39407731916309846 0.35507813821890105 -0.16383479906676066 0.43170574979836634 -0.28869474746583396 -0.01545227457257611 0.074492796429102406 0.53073023472626479 0.11850871232101884 0.9723074536883155 -0.52148161424007966 0.34657751133164705 -0.10769765883727052 -0.23119484198484622
leaf_weight=5512.9995920658112 2151.482134655118 380.53720730543137 7474.0806193351746 18462.515013054013 42817.716369628906 2963.7473962679505 2463.4421053677797 37059.550484376028 760.771767757833 15660.779253169894 1008.4351157918572 19602.123945519328 972.24376344680786 14033.938240393996 16352.418122321367 1797.6730901747942 2432.9891377687454 3905.5109634399414 6164.3423309326172 32463.887875728309 18583.500362873077 2341.7864189147949 3438.5512565895915 566.25182580947876 60468.950189750642 581.40043692290783 4176.3537173941731 4827.0015481114388 7974.9238748252392 2341.3752331100404
leaf_count=16851 9924 1304 28877 63504 165047 14359 8197 164542 3949 56490 4085 90883 4162 66805 69776 8248 10826 19136 21964 77531 65359 6482 14816 3385 301842 3126 13316 21268 31340 10790
internal_value=0 0.0470697 0.133516 -0.0856635 -0.343541 0.0527195 -0.0253211 0.00552837 0.0270311 -0.232376 0.0791476 -0.00694183 0.36177 0.0555899 0.0631246 0.0962412 -0.0765376 -0.13613 0.0374214 0.386554 -0.218173 -0.400093 0.397494 -0.264465 0.0819417 0.113423 -0.341443 0.246932 0.063792 0.105473
internal_weight=0 247550 149914 97635.6 92191.4 113631 79173.1 73660.1 71196.6 49373.7 106491 64636.6 6560.02 99017.2 98008.7 79223.3 18785.4 31371.1 10069.9 36283 21301.2 18002.6 35902.4 19149.8 77425.7 63391.7 7140.1 5799.25 45034.5 62810.3
internal_count=1378184 1030397 625701 404696 347787 532050 341192 324341 316144 182740 504375 286765 29379 475498 471413 390811 80602 119768 41100 93651 78668 62972 92347 68744 382563 315758 27675 25430 195882 312632
is_linear=0
shrinkage=0.5


Tree=5
num_leaves=31
num_cat=0
split_feature=11 1 10 15 15 11 14 4 6 13 14 15 15 10 10 15 10 11 13 9 14 13 14 14 13 9 5 14 1 11
split_gain=21365.7 10280.7 5124.99 4474.74 3711.51 3079.27 2349.29 2116.63 2016.38 1945.81 1908.03 1481.11 1430.56 1111.75 990.876 899.683 874.632 909.402 838.553 957.271 990.902 1104.91 1746.94 1096.56 1341.87 933.101 819.157 724.55 682.351 668.089
threshold=-0.1918273642659187 0.10970000000000001 -0.26674392819404596 1.0000000180025095e-35 -1.0000000180025095e-35 0.27837175130844122 0.071795023977756514 0.09555000000000001 0.27270000000000005 0.049205258488655097 -0.085656508803367601 201.12306213378909 -1.0000000180025095e-35 -0.10025671496987341 -0.20473693311214444 417.12646484375006 0.039546944200992591 -0.048572236672043793 -0.0065538650378584853 0.17715000000000003 -0.070765402168035493 0.039479920640587814 -0.15662207454442975 -0.13846576213836667 0.068646386265754714 0.13495000000000004 0.10225000000000002 -0.099436089396476732 0.083250000000000005 0.24895100295543673
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 -3 -5 7 13 18 -7 26 -11 -9 -4 -10 16 17 -14 25 -20 21 22 -21 29 -25 -6 -2 -19 -18 -23
right_child=1 3 6 5 8 9 -8 12 14 11 -12 -13 15 -15 -16 -17 28 27 19 20 -22 23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.44458043114048401 0.47378377069560573 -0.57214909191925367 0.34787386829181921 -0.39073793597556794 0.65971228195548015 -0.35139910844270578 -0.54444629622573748 -0.67584065716782049 0.62856180983823062 0.50449143653348671 -0.27669012400787574 -0.040011436500906813 0.89941172334997577 0.087852336606873499 -0.28676384834064739 -0.19424174135220409 0.042307565297035631 0.062532380086077644 -0.23567572256615868 1.6187750060867192 0.28359899248068021 -0.071761369720605817 -0.30801757053917811 0.038047428901705337 0.41949338602805186 -0.70961421922227219 0.26706477635751724 -0.19708216556339506 -0.1919277855827636 0.059284567659324654
leaf_weight=30029.946929931641 7698.5250434875488 3313.7168485447764 8412.0490455627441 20789.167086789384 149.493591921404 3211.5808684974909 1666.1716154813766 715.17175282537937 306.37701833248138 1839.3173812404275 1313.2260038554668 3890.6582077816129 320.04530142247677 8039.6243637874722 8460.8802796602249 4178.3017641790211 5834.4450314939022 95173.395862475038 3753.8533945344388 121.41784339398146 3478.1986374557018 20423.786394007504 3778.871804157272 6355.2162103708833 3618.2810845971107 741.45567062497139 12694.885144978762 2765.6070544756949 6656.2718811035156 18567.915275365114
leaf_count=169563 22596 11981 24063 98434 742 13532 7854 3235 1519 9592 5826 17662 1814 41115 38994 18713 27087 476414 18945 756 17279 99251 18855 32095 17920 3566 50229 13866 29789 91453
internal_value=0 0.00101078 0.0821297 -0.121668 -0.0551264 -0.285207 0.0455595 0.0530015 -0.0305654 -0.0398474 0.307484 0.134774 0.0291292 0.220806 -0.254777 0.0335161 0.0421088 0.0579511 0.0016656 0.00880414 0.0250924 0.0080844 -0.248036 0.0284855 0.176432 -0.479853 0.345101 0.0552014 -0.0825159 -0.00935707
internal_weight=0 258268 155468 102800 73069.5 29730.7 133761 132095 69755.7 8941.56 21706.6 5729.98 115643 16451.7 8767.26 114928 110750 98259 60988.5 60097.5 56343.7 52865.5 3900.29 48965.2 9973.5 890.949 20393.4 97939 12490.7 38991.7
internal_count=1384740 1215177 722601 492576 353356 139220 643950 636096 341375 40786 78651 27254 570918 65178 40513 567683 548970 492094 300862 296554 277609 260330 19611 240719 50015 4308 72825 490280 56876 190704
is_linear=0
shrinkage=0.5


Tree=6
num_leaves=31
num_cat=0
split_feature=11 3 13 10 10 15 11 15 12 14 15 7 0 1 1 0 0 14 15 15 0 5 14 11 0 10 14 9 15 2
split_gain=12069.5 4649.02 2848.4 2496.24 2422.26 2926.3 1544.64 1447.35 1378.73 1216.24 1186.18 1182 1159.9 2052.53 1585.29 1618.77 1366.83 1017.06 968.018 805.399 780.994 1103.12 779.122 745.901 725.711 1071.24 816.935 677.629 656.241 641.102
threshold=-0.25600829720497126 0.12955000000000003 0.040797676891088493 -0.014600813388824461 -0.19647401571273801 31.811388015747074 0.58011004328727733 1.0000000180025095e-35 14.571067810058596 0.071795023977756514 -1.0000000180025095e-35 0.11385000000000002 0.14145000000000002 0.17465000000000003 0.15550000000000003 0.12785000000000005 0.16225000000000003 -0.23599012196063993 -1.0000000180025095e-35 3114.0805664062505 0.15045000000000003 0.28415000000000007 0.14401531964540484 0.23923884332180026 0.13945000000000005 -0.1441872492432594 -0.1638468727469444 0.31715000000000004 -1.0000000180025095e-35 0.16905000000000003
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 7 6 5 11 10 18 -7 28 -4 22 14 19 15 17 -15 -12 -3 -14 -5 -22 -2 -19 26 -26 -20 -16 -6 -17
right_child=1 2 3 20 9 8 -8 -9 -10 -11 12 -13 13 16 27 29 -18 23 24 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.43895629877027526 0.44396483033897732 -0.5437319379464649 -0.61434627567237687 -0.22782705892544675 -0.65261061996708936 0.0053791962907025186 0.58968814781561529 -0.41303783182400261 -0.62990094741849689 -0.47712283767983871 0.049670862707063196 0.19152486900036569 0.51945998479198574 -0.3424754466095265 -0.44091634832510285 0.78540054427228578 0.14488445010528606 -0.14493635798222113 0.71436713969337284 5.2048540019893839 0.31037140765115562 -0.23080833298273631 -0.85142255054791249 -0.016099598806328063 0.44184631207235259 -0.087655306774251415 -0.25538738315926607 -0.060619333250550411 0.044020263300134706 -0.10066640342328181
leaf_weight=17116.450805664062 8442.6186484880745 1221.8047613315284 800.03913309983909 18558.799094758928 339.85329788178205 3013.6777760498226 1092.7840595245361 7549.2172112353146 1191.8093896508217 1155.8347320556641 37044.11521092616 14392.766500264406 2632.6903401650488 1903.8664638772607 3069.640431702137 891.08947249501944 5887.5045192465186 16942.876489330083 228.3088798718527 9.203952778130768 1763.5322275161743 2020.4322156906128 117.69525146484375 33341.996844053268 1370.3512930572033 3152.9482164680958 4452.1306360466406 1894.1329784393311 64179.252637361176 264.80882659554482
leaf_count=149287 33539 6249 3708 102682 1617 14811 4628 44388 5817 8182 193921 63810 13128 11208 16080 4566 32781 85644 1157 114 9639 13176 553 171279 7084 16250 22965 10147 330566 1388
internal_value=0 -0.00431331 -0.0599112 -0.0337605 0.0831812 0.208777 -0.00168401 -0.246304 -0.174655 0.0312436 -0.0078574 0.27903 -0.00318656 0.154934 -0.0208402 -0.00541577 0.0257952 -0.0131963 -0.125571 0.535783 -0.185616 0.0214107 0.426155 -0.0595096 -0.0700595 0.0727593 -0.208083 -0.295798 0.0403508 0.582408
internal_weight=0 238926 146092 128118 92833.5 27158.6 105775 17974.8 4205.49 65674.9 104682 22953.1 103882 10433.3 93448.7 88484.9 7791.37 87329 10425.5 2641.89 22342.8 3783.96 8560.31 50284.9 9203.74 4523.3 4680.44 4963.77 64519.1 1155.9
internal_count=1380364 1231077 772182 674089 458895 118530 548592 98093 20628 340365 543964 97902 540256 57231 483025 456798 43989 450844 53705 13242 125497 22815 34092 256923 47456 23334 24122 26227 332183 5954
is_linear=0
shrinkage=0.5


Tree=7
num_leaves=31
num_cat=0
split_feature=11 10 15 15 5 12 11 10 11 13 11 11 11 15 8 13 3 13 11 3 0 8 13 9 9 1 2 11 10 8
split_gain=6808.79 2840.3 2570.53 2541.57 1507.06 1386.82 1121.27 927.962 844.147 772.402 867.614 750.573 692.086 624.191 1313.92 1122.8 1024.03 865.253 874.83 739.877 894.225 2066.61 780.768 676.819 675.009 599.469 1153.67 1013.54 594.711 878.128
threshold=-0.34569519758224482 -0.33425891399383539 92.59772109985353 -1.0000000180025095e-35 0.10055000000000001 14.571067810058596 0.20756312459707263 0.12561751902103427 0.1630765646696091 0.061150252819061286 0.264269769191742 0.31196668744087225 -0.18435436487197873 9.5000000000000018 0.26995000000000008 0.33441977202892309 0.19125000000000003 0.22918859869241717 -0.17698144167661664 0.12585000000000005 0.12505000000000002 0.29465000000000002 0.11493484303355218 0.11035000000000002 0.32125000000000004 0.15645000000000003 0.18685000000000004 0.08369381353259088 -0.16022033244371411 0.30455000000000004
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 3 -3 8 6 -4 9 12 10 -6 -2 -5 17 15 -15 28 19 -19 23 -21 22 25 -11 -20 26 -22 -28 -16 -30
right_child=1 2 5 4 7 -7 -8 -9 -10 13 -12 -13 -14 14 16 -17 -18 18 24 20 21 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.4431633574585328 -0.51593419489572956 -0.57395150672234929 -0.24454021965628628 1.2641593543901088 -0.13334888307723952 -0.38442421535051874 -0.0075042281251599171 -0.16785559036126643 0.34649848421723867 -0.16205014387217159 0.066235590775440389 0.35556942936603469 0.058287743172994982 -0.12864786560029767 0.27688444280466712 0.54646237050527191 0.017198484341224923 2.7131962500758515 -0.087662587788737881 -0.015442085549152763 0.57978455897792824 -0.040923934949260041 0.88032911238298162 0.11459659876781303 0.79441971518193499 0.16330379569816614 13.196910848686532 1.5794492071218262 0.49681260930678611 1.340325983055191
leaf_weight=9242.79248046875 257.27159023284912 1876.5757588297129 8321.1346014821902 120.89382779598236 17962.253475993872 5517.0965471714735 12459.28877222538 7953.5234196782112 4697.8741380348802 2386.6040592798963 7813.9586489200592 6221.5689859390259 7542.1180451801047 4283.246364464052 1376.5977308750153 719.30167805217206 1587.4104211181402 28.081397882662714 22784.755754575133 69472.836475810036 1051.4507519360632 5936.314453125 763.18961620330811 30023.496097743511 218.9703507097438 2114.8740460723639 3.390135131776332 4.2074093036353588 1122.9545713961124 425.43328796327114
leaf_count=123371 1406 12776 61812 1047 101641 35222 70888 64253 22891 13137 42558 30793 40438 23128 7131 3950 11891 325 122240 369288 5171 32650 4898 152454 1508 11183 94 30 6819 2712
internal_value=0 -0.00529498 -0.014966 0.00508748 0.0107947 -0.161584 -0.102421 -0.000926869 0.179619 0.00687932 -0.0728456 0.320962 0.0773119 0.0211202 0.14489 -0.0315757 0.340523 0.0123831 -0.0758614 0.0305694 0.00456835 0.145369 0.426258 0.094225 -0.0792661 0.317073 0.624145 6.76333 0.515994 0.728575
internal_weight=0 225047 218568 192270 190394 26297.5 20780.4 178033 12360.9 170079 25776.2 6478.84 7663.01 144303 9514.94 5002.55 4512.4 134788 23031.8 111756 79346.3 9873.43 3937.11 32410.1 23003.7 3173.92 1059.05 7.59754 2924.99 1548.39
internal_count=1377705 1254334 1222135 1054213 1041437 167922 132700 977061 64376 912808 144199 32199 41485 768609 55631 27078 28553 712978 124073 588905 423314 54026 21376 165591 123748 16478 5295 124 16662 9531
is_linear=0
shrinkage=0.5


Tree=8
num_leaves=31
num_cat=0
split_feature=11 15 4 10 11 12 15 2 15 8 0 6 4 15 6 3 15 0 1 0 1 0 15 13 1 8 11 6 7 15
split_gain=4008.65 1673.93 1453.57 1033.39 963.539 913.322 1277.46 888.186 717.701 726.726 710.758 651.131 933.338 587.908 585.706 559.428 1028.44 561.786 1565.02 862.534 621.624 1076.24 613.266 1476.77 1048.36 1045.87 872.967 550.533 787.496 499.147
threshold=-0.3708841055631637 -1.0000000180025095e-35 0.22605000000000003 -0.31499083340167994 0.23207865655422213 19.013877868652347 1.0000000180025095e-35 0.032750000000000008 1.0000000180025095e-35 0.27095000000000008 0.16725000000000004 0.23790000000000003 0.24745000000000003 72.456062316894545 0.26910000000000006 0.069450000000000026 14.071067810058596 0.15425000000000003 0.16245000000000001 0.13745000000000004 0.14385000000000003 0.12125000000000001 863.06692504882824 0.047893427312374122 0.17465000000000003 0.30215000000000009 0.27837175130844122 0.22470000000000004 0.26155000000000006 370.06755065917974
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 8 10 7 -7 -5 -3 -10 27 -12 -13 -14 15 16 -9 18 19 20 21 -17 -19 -24 -25 -26 -27 28 -4 -6
right_child=1 2 4 5 29 6 -8 14 9 -11 11 12 13 -15 -16 17 -18 22 -20 -21 -22 -23 23 24 25 26 -28 -29 -30 -31
leaf_value=-0.43164973761411146 -0.57529963314013655 0.32777364802716907 -0.28693408377746193 -0.61548860772046621 0.15465320242698447 -0.019293542503222821 -0.39721872486166454 0.28726671621981825 -0.30842964211649254 0.3323614445695583 -0.4740078132824328 0.45807097324028972 0.016557175849463576 -0.40544645158197423 0.98987915068069221 0.0087312373395368563 -0.43012866749253115 0.16359177815684361 -0.4066631380399568 0.32220454467434972 -0.17490355631236709 0.44772535243650485 0.0035089379674637534 3.598012565398268 6.5583360683625553 30.635908517957379 4.1061598156620658 -0.27616880986992304 0.70043730865462062 -0.22596368509333656
leaf_weight=5664.1036834716797 1281.4698058096692 4251.5876880288124 457.58538939617574 558.29730581399053 4002.9992474988103 7073.9076856514439 3269.4721557246521 3775.4061611331999 1083.0463999211788 748.0829094350338 769.95625877380371 988.29565899074078 3806.1656857198104 1053.8140993202105 154.30435164645314 154636.21191571653 575.76497310958803 4683.1159641286358 2267.0500087086111 2205.5637112930417 4544.4026029426605 1408.8703891839832 28.482543849386275 10.14297275058925 2.3274586442857976 1.1237783618271349 0.42824061959981907 10949.040675759315 361.46440050937235 1097.5486040636897
leaf_count=116956 11798 27016 3496 4464 22793 39519 20939 22072 5642 3761 4867 5687 25527 13368 1922 857058 5019 25960 13512 12250 26177 7626 262 100 40 70 6 98289 2483 7688
internal_value=0 -0.0055385 -0.00213882 0.0122753 -0.119528 0.00561483 -0.138753 0.014155 0.21506 -0.0466432 -0.172868 -0.0417788 0.0151265 -0.074948 0.0161718 0.015309 0.192338 0.0107723 0.00590588 0.0116512 0.00738604 0.0126947 0.180752 2.07141 6.27174 13.2623 23.3157 -0.24659 0.148814 0.0727511
internal_weight=0 216046 214764 191278 23486.9 185195 10343.4 174851 6082.72 1831.13 18386.3 6618.23 5848.28 4859.98 174293 174139 4351.17 169788 165062 162795 160589 156045 4725.62 42.505 14.0225 3.87948 1.55202 11768.1 819.05 5100.55
internal_count=1386367 1269411 1257613 1073415 184198 1036996 60458 976538 36419 9403 153717 49449 44582 38895 972074 970152 27091 943061 916623 903111 890861 864684 26438 478 216 116 76 104268 5979 30481
is_linear=0
shrinkage=0.5


Tree=9
num_leaves=31
num_cat=0
split_feature=6 13 15 9 15 7 5 9 14 8 9 13 2 5 5 13 0 0 1 0 1 8 0 9 1 0 14 3 0 14
split_gain=1606.83 1302.58 705.588 678.322 631.376 613.644 631.955 826.246 1288.13 1209.85 572.018 514.255 1003 510.446 489.488 481.124 1222.33 436.096 1163.35 537.637 648.189 536.817 506.765 550.379 668.356 1190.32 433.913 427.746 754.392 422.633
threshold=0.26210000000000006 0.012478881981223823 1.0000000180025095e-35 0.45245000000000007 -1.0000000180025095e-35 0.29485000000000006 0.11925000000000001 0.10565000000000001 -0.41635444760322565 0.18875000000000003 0.12755000000000002 -0.049839563667774194 0.39430000000000004 0.25205000000000005 0.093350000000000002 0.10626776143908502 0.067350000000000007 0.15805000000000002 0.16850000000000001 0.14345000000000002 0.15345000000000003 0.31955000000000006 0.13065000000000002 0.28975000000000006 0.13225000000000003 0.11125 -0.02841867413371801 0.21365000000000003 0.18335000000000004 -0.17828350514173505
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 27 10 -3 6 7 26 9 -9 -2 12 -12 -13 -10 16 -8 18 19 20 22 -22 23 24 25 -18 -6 28 -1 -26
right_child=3 4 -4 -5 5 -7 15 8 14 -11 11 13 -14 -15 -16 -17 17 -19 -20 -21 21 -23 -24 -25 29 -27 -28 -29 -30 -31
leaf_value=-0.081934641424191337 -0.44456779278665559 -0.52832116422810937 -0.43350354397157964 0.35719035809265098 -0.019739772950058517 0.45181615968372274 -0.32449001734210692 -0.1646294886748268 0.34996006632721544 -2.5854434185520092 0.98790427616187615 0.35091945479642167 16.051544264463494 -0.17674188115318371 0.12479214999549204 0.017100462799484427 -0.030604988833151051 0.10278411599164378 -0.35549563586447486 0.2513567530304367 -0.43255991458288279 0.016989211018797863 0.33880215812204412 0.14931549468575311 0.059538356316421522 0.56974733817366752 -0.65842198237202298 -0.51932204159666639 1.0697435373547013 -0.29149879009894342
leaf_weight=3628.01211586516 1962.0817203521729 548.69114823639393 2409.1025854451582 580.85491943359375 8649.5400740206242 778.47758277319372 3523.2204476334155 142.70846446789801 2999.2868897821754 80.852914189919829 4.9891701340675345 477.26069852989167 1.419439911842346 11555.395356264897 12360.56950712204 102632.28873308189 35374.033365927637 6318.8413463830948 2706.9451763629913 1773.3113217353821 1747.0966176018119 1071.2430133521557 992.0115818977356 4229.0502837970853 1105.1433587372303 845.37547874450684 274.36923630349338 522.89045998454094 147.99212539941072 3825.2458260133862
leaf_count=24822 65065 6440 29187 4004 51999 7219 20749 909 24577 717 79 3784 38 135298 68144 588888 195211 36300 21810 9956 12414 6634 5342 22637 6389 4802 1607 3123 759 23844
internal_value=0 -0.000303388 -0.216883 -0.172262 0.00726421 0.00879935 0.00699039 0.0819431 0.151417 -1.04014 -0.194227 -0.153428 4.32434 -0.155813 0.16876 -0.00406564 -0.0382693 -0.021459 -0.036087 -0.0191211 -0.0288721 -0.261688 -0.0147219 -0.0224502 -0.0401029 -0.0165925 -0.0393763 -0.0954885 -0.0367972 -0.212814
internal_weight=0 198686 6708 14582 191978 191430 190651 24507.3 15583.4 223.561 14001.1 12039.1 6.40861 12032.7 15359.9 166144 63511.5 59988.3 53669.5 50962.5 49189.2 2818.34 46370.9 45378.8 41149.8 36219.4 8923.91 4298.89 3776 4930.39
internal_count=1382747 1174479 57891 208268 1116588 1110148 1102929 147953 94347 1626 204264 139199 117 139082 92721 954976 366088 345339 309039 287229 277273 19048 258225 252883 230246 200013 53606 28704 25581 30233
is_linear=0
shrinkage=0.5


Tree=10
num_leaves=31
num_cat=0
split_feature=11 2 10 11 1 15 0 0 1 2 10 5 14 9 8 12 15 15 12 14 5 7 0 5 8 10 14 15 4 14
split_gain=1325.74 1328.46 2819.97 725.492 695.17 1041.61 832.17 818.012 739.737 657.777 653.846 592.355 589.526 572.795 544.966 515.64 547.63 729.889 520.277 470.109 556.346 642.093 2292.35 1234.4 467.179 496.012 461.68 1055.39 490.578 451.723
threshold=-0.43509747087955469 0.39430000000000004 0.63460883498191845 0.24650408327579501 0.11325 31.811388015747074 0.10185000000000001 0.11205000000000002 0.13835000000000003 0.16905000000000003 -0.12929399311542508 0.091450000000000017 -1.0000000180025095e-35 0.29555000000000003 0.26995000000000008 44.860679626464851 1752.5695800781252 604.11090087890636 -1.0000000180025095e-35 -0.13846576213836667 0.35575000000000007 0.37545000000000006 0.16545000000000001 0.34675000000000006 0.49795000000000006 0.046118577942252166 -0.32667532563209528 9.5000000000000018 0.11555000000000001 -0.15504744648933408
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 6 7 12 -6 9 -9 11 -5 13 -2 -11 16 17 26 -18 20 21 -10 -23 24 25 -24 27 -13 -28 -20
right_child=3 2 -4 10 5 -7 -8 8 19 14 -12 15 -14 -15 -16 -17 18 -19 29 -21 -22 22 23 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.37840486369973625 -0.0024940629614343501 -52.120675753427513 -0.50121896707092006 0.29789814618924515 -0.13726751569421997 -0.28349614238894733 0.82348166839836789 0.26875284138511502 0.11867544966141939 2.8508669780180127 0.2780597128864048 -0.3444993273460642 -0.4526048762257408 1.3810956620620962 0.18813171592590305 -0.31590989059666813 -0.62455931087356908 -0.21042841565617679 0.51503582804531867 -0.077658422369154864 -0.29066156665001536 -0.26238452348590052 7.8273984800726382 1.6682485977168426 -0.14234133716211572 -0.057152155240021853 0.17632232747383378 0.24859782322995724 0.024281509870951672 -0.18392582411122926
leaf_weight=2273.073003411293 87585.310337113217 0.38743792846798786 0.83436990901827812 1950.9964609052986 14700.507552199197 5523.6382967008831 304.11520680785179 1578.5793349221349 5689.7130483482033 46.303133754059672 2663.5801086425781 2294.78417535685 729.67013406261685 74.867876971140504 32.846863719634712 1133.225587060675 138.18339538574219 3352.4551866436523 1270.6012011766434 10300.112653893419 829.33940505981445 106.68603869900107 20.034496668726213 33.901223659515381 2.5187001228332511 2.2152613699436179 5840.956907095373 1114.274154772982 57875.765920092352 282.56185159832239
leaf_count=98657 507801 21 43 22676 99713 75013 1908 8855 41165 374 15640 14824 10153 542 170 7586 755 21329 6814 63472 10851 1301 357 318 11 26 32100 6741 326602 1893
internal_value=0 -0.387264 -16.8699 -0.00341115 -0.0266312 -0.0823905 -0.00219702 -0.0490749 0.0204701 0.339278 0.0346029 0.0259859 -0.00503786 -0.00131238 1.74584 0.0187488 0.0240037 0.0172565 0.30516 -0.0106463 0.0926137 0.146903 1.11817 3.6286 6.31177 7.04239 0.0286277 -0.150641 0.0382192 0.387876
internal_weight=0 2274.29 1.22181 205478 127560 38866.4 88694 33342.8 18642.3 1657.73 77917.4 75253.8 88389.8 87660.2 79.15 73302.8 72169.6 70478.2 1691.35 16984.5 6684.41 5855.07 165.356 58.6697 24.7685 22.2498 67125.8 3409.06 63716.7 1553.16
internal_count=1377711 98721 64 1278990 822030 301626 520404 226613 126900 9399 456960 441320 518496 508343 544 418644 411058 401596 9462 117501 54029 43178 2013 712 394 383 380267 21565 358702 8707
is_linear=0
shrinkage=0.5


Tree=11
num_leaves=31
num_cat=0
split_feature=6 13 10 9 7 10 0 5 14 1 11 2 3 0 1 14 14 1 0 10 5 6 12 13 10 3 0 0 14 0
split_gain=782.686 1584.96 9657.47 17780.9 55331.8 20213.2 656.102 640.767 572.903 517.823 496.883 539.998 519.783 436.412 562.121 717.596 435.789 375.482 463.816 374.392 403.161 511.013 360.157 348.827 708.897 454.718 510.285 492.225 449.167 389.097
threshold=0.29090000000000005 -0.049839563667774194 -0.0076630413532257071 0.28705000000000008 0.5101500000000001 0.042715396732091911 0.18870000000000001 0.28305000000000008 0.14401531964540484 0.19205000000000003 0.65362119674682628 0.023250000000000003 0.065250000000000016 0.14565000000000003 0.15745000000000003 -0.14014358818531034 -0.097198639065027223 0.17705000000000001 0.16545000000000001 0.16338518261909488 0.35125000000000006 0.27370000000000005 -1.0000000180025095e-35 0.14200209081172946 -0.080946490168571458 0.11465000000000002 0.08185000000000002 0.13165000000000002 -0.31312757730484003 0.04735000000000001
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=6 2 -2 -4 5 -5 8 -3 9 10 11 -1 -13 14 19 -16 -11 -15 -19 23 -21 -22 -8 24 25 26 -14 -27 -25 -26
right_child=1 7 3 4 -6 -7 22 -9 -10 16 -12 12 13 17 15 -17 -18 18 -20 20 21 -23 -24 28 29 27 -28 -29 -30 -31
leaf_value=-0.57869796235619442 -0.39024269774369708 0.5609383604699566 -0.50437061834284436 -102.41769856801005 2.1105625200908027 -296.85289768430101 2.996154835090413 -0.19855554008581341 -0.63243634070366395 -0.07500852380223999 0.41684601268644023 0.20555971148418486 0.067668106419699114 0.21201629888816514 -0.023099082893913561 -0.44965448691057952 -0.45532011888463331 -0.25574476331195239 0.11406446020102359 -0.14131778905263295 17.787000146992209 -0.50144479147779142 0.27683734613947847 -0.022392658249230528 -0.55811957642369026 -0.022763097616260202 0.56677632217090645 0.32300573939273342 0.055117246203267974 -0.10033989964105081
leaf_weight=404.55328336739331 27.010850777798627 291.22795890286216 2.4184232079496719 0.2698353186715392 0.9560391902923584 0.26488075805536937 12.257706951349972 5982.847613498423 362.84202140569687 2405.4085797518492 711.94151319563389 3014.3443433474749 10986.791128894314 4257.822811126709 2501.2335715293884 1627.5681541413069 1096.661972116679 1237.0082802772522 2695.2634177207947 5041.3177462490276 0.7107951883226622 0.82562832720577717 1831.6834704168141 31203.197584368289 477.45478104054928 62277.345831630751 537.14693257212639 1046.5735153667629 46612.282120217569 16693.284128189087
leaf_count=12137 214 4965 112 11 20 29 148 138373 8255 19768 4029 25918 67312 24930 24039 16880 9458 9639 15499 70807 25 42 13950 182558 2832 353165 2945 6160 263214 99982
internal_value=0 -0.1809 -3.75191 -26.9797 -69.9302 -198.735 -0.00193823 -0.163302 -0.00474254 -0.00357355 -8.60908e-05 -0.00164332 -0.000415999 -0.00373275 -0.00889669 -0.191247 -0.194102 0.109132 -0.00226958 -0.00459145 -0.13885 7.95933 0.294914 -0.000604942 -0.021443 -0.000423239 0.0909322 -0.0170485 0.0240366 -0.113069
internal_weight=0 6305 30.92 3.90918 1.49076 0.534716 197036 6274.08 195192 194829 191327 190615 190210 187196 179006 4128.8 3502.07 8190.09 3932.27 174877 5042.85 1.53642 1843.94 169834 92018.6 74847.9 11523.9 63323.9 77815.5 17170.7
internal_count=1377416 143724 386 172 60 40 1233692 143338 1219594 1211339 1182113 1178084 1165947 1140029 1089961 40919 29226 50068 25138 1049042 70874 67 14098 978168 532396 429582 70257 359325 445772 102814
is_linear=0
shrinkage=0.5


Tree=12
num_leaves=31
num_cat=0
split_feature=15 11 15 13 13 6 2 15 3 0 12 3 15 12 3 0 11 11 4 3 11 15 11 15 14 5 2 8 11 0
split_gain=560.171 535.982 370.611 877.137 369.17 373.537 321.716 566.238 322.642 1978.23 286.622 349.794 284.422 278.2 269.983 620.326 1310.41 831.042 1200.4 870.004 680.141 620.599 611.443 454.14 907.196 428.734 455.527 418.335 369.642 358.039
threshold=-1.0000000180025095e-35 -0.39508567750453943 370.06755065917974 0.058525243774056442 0.14369992166757586 0.27370000000000005 0.25670000000000004 726.18865966796886 0.16705000000000003 0.079950000000000007 23.680339813232425 0.16135000000000002 1721.828063964844 -1.0000000180025095e-35 0.14685000000000004 0.075750000000000026 0.10645930841565134 0.077396299690008177 0.15825000000000003 0.10365000000000001 0.34805193543434149 14.071067810058596 0.33277159929275518 157.26238250732425 -0.1638468727469444 0.27645000000000003 0.073350000000000012 0.27295000000000008 0.11985483765602113 0.11845000000000001
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 14 -4 10 -6 8 -8 9 -7 11 12 -5 -14 15 17 -17 -3 19 -19 23 25 28 -18 -25 -20 -27 29 -21 -16
right_child=1 2 3 4 5 6 7 -9 -10 -11 -12 -13 13 -15 27 16 20 18 21 22 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.49218644322230282 -0.29852536747065733 0.068727389330906594 -0.35860523778149983 0.10736395684437239 -0.17708070538394999 1.1584690307648293 15.92423101097226 -0.11112334597795891 0.33392115227540459 24.842280853009701 -0.36445942024150868 -0.016442989461266246 -0.64235792852780893 0.57557238334940042 -0.088332606713960288 -0.08887058442469041 0.16206380709263454 0.035663580464709056 0.12041941023378626 -0.30736251588703728 -0.049708299180853607 0.58535909785018159 0.028389601461888309 0.18503992775403261 1.6592905448076616 -9.9219571639008031 0.36817468599581643 0.013506850082580832 -0.12516610604964035 0.031759684669035761
leaf_weight=587.048355381703 1522.980481447652 25291.285214412084 2393.7819788870111 1090.348752995953 2877.1734551806003 9.6748018339276278 0.97407128103077356 1.2661270070821045 61.090021094307303 0.97009451314807016 337.78510902263224 2306.1712272949517 50.004787445068359 751.98420969769359 26005.029035151005 8753.502598464489 19993.573619626462 14261.497133804485 3143.357034208253 3200.0249246954918 4090.3467788696289 895.39960054121912 6064.5665439367294 328.35972188971937 152.96236466057599 2.1922067720443001 2.111335314810276 45606.644180297852 21403.91986644268 8151.9558188915253
leaf_count=11202 109831 163549 36676 6350 19084 194 32 41 1469 21 3131 19565 294 3610 158474 53697 100882 99878 16603 16173 26765 4606 38091 1673 1079 47 11 309113 123175 52411
internal_value=0 -0.00304568 -0.000764003 -0.0951403 -0.0109089 -0.148557 0.960826 6.86129 0.776561 3.31683 0.0786402 0.114289 0.273611 0.499633 0.00421368 0.0205572 0.0772403 -0.00487373 -0.0428837 -0.066366 0.136432 0.218072 -0.113812 0.173618 0.653551 0.113592 -4.87358 -0.01783 -0.148863 -0.0596712
internal_weight=0 198751 197228 9881.22 7487.44 2951.15 73.9751 2.2402 71.7349 10.6449 4536.29 4198.51 1892.34 801.989 187347 107583 33318.7 74264.4 48973.1 44930 24565.2 4043.06 30668.5 20474.9 481.322 3147.66 4.30354 79763.6 24603.9 34157
internal_count=1377727 1366525 1256694 90467 53791 20841 1757 73 1684 215 32950 29819 10254 3904 1166227 646229 184096 462133 298584 277317 130399 21267 177439 103634 2752 16661 58 519998 139348 210885
is_linear=0
shrinkage=0.5


end of trees

feature_importances:
DIST_CROPS_COVER=66
BADI=44
S2_B02=38
NBR=38
S2_B03=30
NDWI=29
NDVI=28
S2_B05=20
S2_B07=17
S2_B08=15
S2_B12=13
S2_B04=12
S2_B11=12
SLOPE=12
S2_B06=10
S2_B8A=6

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss,auc,l2]
[tree_learner: serial]
[device_type: gpu]
[data_sample_strategy: goss]
[data: ]
[valid: ]
[num_iterations: 20]
[learning_rate: 0.5]
[num_leaves: 31]
[num_threads: 0]
[seed: 0]
[deterministic: 0]
[force_col_wise: 1]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[feature_fraction: 0.9]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 4]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: 1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 5]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: 0]
[gpu_device_id: 0]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null