| 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=[0:1.7407999999999999] [0:1.6152] [0:1.4903999999999999] [0:1.2988] [0:0.9667] [0:0.96120000000000005] [0:1.4832000000000001] [0:1.5810999999999999] [0:1.6558999999999999] [0:1.6541999999999999] [-5:0.89697128534317017] [-5:3.1743836402893066] [-126:350] [-5:0.99950850009918213] [-5:0.99692779779434204] [-128:5805.38525390625] | |
| tree_sizes=3527 3515 3509 3509 3500 3513 3493 3520 3522 3478 3402 3504 3508 | |
| Tree=0 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=4 11 15 10 1 15 6 11 15 14 3 15 10 6 15 11 1 15 13 3 10 15 1 1 3 1 15 11 15 1 | |
| split_gain=1.64882e+06 613930 213230 161406 68089.1 47966.4 45544.8 40793.1 37527.7 34945.3 23960.1 21661.4 33398.4 16586.4 16046.8 15479.7 12709.5 12011.2 11745.9 10413.3 8759.57 8574.26 8444.55 6514.56 6583.08 6058.26 5820.64 4634.13 4278.84 4216.83 | |
| threshold=0.15785000000000002 0.074978981167078032 1.0000000180025095e-35 -0.20060732960700986 0.091850000000000015 10.500000000000002 0.21570000000000003 -0.053819889202713959 1.0000000180025095e-35 -0.17699362337589261 0.10155000000000002 1.0000000180025095e-35 -0.062971368432044969 0.12750000000000003 510.04901123046881 0.29982702434062963 0.15745000000000003 -1.0000000180025095e-35 0.087766874581575408 0.16545000000000001 -0.12865859270095822 -1.0000000180025095e-35 0.15045000000000003 0.13345000000000004 0.13955000000000004 0.089050000000000004 -1.0000000180025095e-35 0.19819376617670062 -1.0000000180025095e-35 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 13 18 11 -1 10 14 -9 12 16 21 25 23 19 -18 28 -5 -15 -3 -14 24 27 -4 -17 -6 -2 -12 | |
| right_child=3 2 9 6 15 -7 -8 8 -10 -11 29 -13 22 20 -16 26 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-1.7319456692216089 -1.8456905042866607 -1.7429519025412121 0.2741306999700448 -0.76585731793857748 -0.55456977264656093 -1.4139921009814775 -1.7971168459576301 0.059562904251751148 -1.7546263484049174 -1.5560205924891943 -0.75140100628662121 -1.7193627277253312 -1.6696647727363838 0.58651747447818137 -1.2641183134753073 -1.8456905042866607 -1.8456905042866607 0.14545900372825971 0.45061449103947049 -1.3265600303869614 -0.035595880931801327 0.84457947106428244 -0.81678036492815465 0.67644476523862451 -0.85972946997973931 -0.75122373125224406 0.38010416543618941 0.11341435185731963 -0.31932296269677052 -1.407532938522192 | |
| leaf_weight=39501.504154205322 507.14466080069542 321.20351493358612 6035.41527082026 15106.061252191663 5143.1941904127598 7356.9880631566048 417968.50436607003 8909.6591638177633 9487.816491946578 13289.258421272039 4989.5381618440151 49229.078269898891 38962.277980551124 17661.728957176208 3437.2345025837421 300.50373286008835 928.45660455524921 4110.691100358963 10192.679557964206 18326.800228685141 8325.5055079758167 98420.944946974516 3135.8458959311247 1352.6238854378462 6474.3942765444517 1892.2460404485464 13020.517103016376 5243.4669542312622 4850.8934065550566 4808.7737355232239 | |
| leaf_count=221363 2842 1800 33822 84653 28822 41228 2342260 49935 53169 74472 27961 275876 218341 98975 19262 1684 5203 23036 57119 102702 46655 551544 17573 7580 36282 10604 72966 29384 27183 26948 | |
| internal_value=-1.19422 -0.119569 0.36106 -1.66239 0.576669 -0.362096 -1.71677 -1.40403 -0.944628 -1.00553 -0.533835 -1.45805 -1.29839 0.742624 -0.361823 -0.0797316 -0.961644 -0.221408 0.135552 -1.07322 0.387212 0.836162 -1.60613 -0.379321 -0.464016 0.0293898 0.329893 -0.217353 -0.463795 -1.07341 | |
| internal_weight=0 248616 180918 570675 156264 22907.7 547768 67697.3 28195.8 24654.2 18708 129799 80570.1 124729 11364.9 31534.7 38472 5039.15 15550.7 33432.9 25987.2 98742.1 42098.1 18213.7 16861.1 7927.66 13321 10386.7 5358.04 9798.31 | |
| internal_count=4591244 1393228 1013852 3198016 875692 128372 3069644 379376 158013 138160 104844 727384 451508 698974 63688 176718 215594 28239 87144 187355 145630 553344 235914 102068 94488 44426 74650 58206 30025 54909 | |
| is_linear=0 | |
| shrinkage=1 | |
| Tree=1 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 1 10 15 11 15 6 4 15 15 1 13 13 1 10 9 4 15 11 1 13 11 10 8 15 3 11 15 6 | |
| split_gain=368156 90647.7 39411.3 24438.9 23141.1 18096.3 13141.6 12329 11456.8 11070.1 7716.59 23400.2 10000.6 7118.14 5799.33 5133.1 5116.13 5574.2 4862.95 4484.21 4391.81 4118.77 3857.37 3594.45 3364.52 3242.58 3057.54 2850.02 2576.17 2576.07 | |
| threshold=0.19245000000000004 0.13348980247974399 0.10055000000000001 -0.16778244078159329 1.0000000180025095e-35 -0.13998975604772565 1.0000000180025095e-35 0.23850000000000002 0.12875000000000003 436.90328979492193 1.0000000180025095e-35 0.16245000000000001 0.029567554593086246 0.12316795065999032 0.14185000000000003 0.024700526148080829 0.064150000000000013 0.10965000000000001 -1.0000000180025095e-35 0.36634111404418951 0.17465000000000003 0.050802865996956832 0.31245744228363043 -0.30832256376743311 0.28355000000000002 -1.0000000180025095e-35 0.15115000000000003 0.54564732313156139 -1.0000000180025095e-35 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 4 9 13 5 -1 14 10 21 16 11 15 -13 23 19 -5 -3 -18 -14 25 -20 -7 -19 -2 -8 -4 -27 -11 -16 -22 | |
| right_child=3 2 6 7 -6 8 24 -9 -10 27 -12 12 18 -15 28 -17 17 22 20 -21 29 -23 -24 -25 -26 26 -28 -29 -30 -31 | |
| leaf_value=-0.49232727526753717 0.91153658809782201 -0.62829019437109523 -0.74111434406952492 -0.21322965058223919 -0.52034511408842976 -0.019535821380430564 -0.45044951858900356 -0.54430030748859037 -0.086864916152742888 -0.24607891197120429 -0.51322365384927504 -0.30391921763818569 -0.61241794086904788 0.52698039929396079 -0.67190054833238999 -0.50971414248129876 0.67457545020969722 0.39977124454163204 0.55051851289604858 0.48348960587346379 0.77561894027064693 0.478490852453338 0.61431719456007194 -0.16593824500519483 0.18915193155474405 0.28182664555429893 -0.038360540822771565 1.4572231112631682 0.9334760366179532 1.7539189908935853 | |
| leaf_weight=13434.336599349976 815.65418243408203 870.16369825601578 1168.3888884037733 29735.32854630053 27762.751067981124 5122.798337303102 11529.690466880798 235510.25353068113 24742.754647359252 4916.3218098059297 40726.084453761578 2925.8919846117496 562.5776182487607 6019.6183834895492 269.41629455238581 28678.844891414046 88941.238838255405 46999.736592255533 3565.3224591836333 8620.0966715812683 1084.6948935985565 21894.954071849585 37799.671264648438 15167.696062006056 2502.3486922681332 13724.404348619282 16324.43766323477 258.49927139282227 3449.1165057048202 1772.5041856765747 | |
| leaf_count=104181 3949 5812 6349 199831 212217 24730 81258 1930693 142328 31043 324447 17530 4210 29778 1745 224488 423623 210302 19083 36235 4713 100699 168214 95244 16839 60575 78978 1364 16255 14531 | |
| internal_value=0 0.280496 0.444404 -0.447317 -0.138054 0.0247426 0.0844263 -0.479941 0.158947 0.55971 -0.340949 -0.238262 0.472117 0.0635741 0.219997 -0.358791 0.581069 0.587126 0.79718 0.164256 0.920653 0.384061 0.495406 -0.110953 -0.336389 0.0761047 0.107881 -0.160993 0.817163 1.38252 | |
| internal_weight=0 330331 237374 366564 92957.6 65194.8 57587.9 344562 51760.5 179786 109051 68325.2 9910.99 22003 43555.9 58414.2 174611 173741 6985.1 39837.3 6422.52 27017.8 84799.4 15983.4 14032 31217.2 30048.8 5174.82 3718.53 2857.2 | |
| internal_count=4591244 1722747 1138592 2868497 584155 371938 298234 2739526 267757 840358 808833 484386 60067 128971 200137 424319 807951 802139 42537 182137 38327 125429 378516 99193 98097 145902 139553 32407 18000 19244 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=2 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 11 3 10 15 14 15 11 0 0 2 14 10 11 14 15 3 2 15 0 0 15 10 15 12 11 0 10 11 3 | |
| split_gain=173344 42855.7 30108.9 12417.6 13122.2 10821.8 10398.3 9403.89 9583.93 8748.07 12342.4 5470.15 5045.16 4944.21 4019.54 3953.64 4354.99 3746.59 3377.68 3071.7 3272.01 2697.22 2625.14 2623.68 2520.19 2517.57 2403.32 2223.24 1654.55 1541.75 | |
| threshold=0.20505000000000004 0.020072586834430698 0.11715000000000002 -0.032546585425734513 1.0000000180025095e-35 0.027062039822340015 210.97511291503909 0.24788911640644076 0.13465000000000002 0.14805000000000004 0.22810000000000002 -0.21781935542821881 -0.16778244078159329 -0.20562517642974851 -0.16299322247505185 1.0000000180025095e-35 0.090250000000000011 0.15705000000000002 -1.0000000180025095e-35 0.13565000000000002 0.09445000000000002 1.0000000180025095e-35 -0.13394223898649213 -1.0000000180025095e-35 14.571067810058596 0.30932225286960607 0.13265000000000002 -0.26743812859058375 0.34484192728996282 0.14555000000000004 | |
| 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 5 4 9 12 7 8 14 17 18 -9 -3 -1 29 16 -15 22 -11 20 -13 23 -2 -10 27 -6 -18 -8 -22 -4 | |
| right_child=3 2 6 -5 25 -7 24 11 21 10 -12 19 -14 15 -16 -17 26 -19 -20 -21 28 -23 -24 -25 -26 -27 -28 -29 -30 -31 | |
| leaf_value=-0.51757856366222921 0.43331277065633628 0.54050626079506947 0.092610359829655459 -0.49637180376625323 -0.49202415179484171 -0.56361397270517244 0.49996441268542774 0.42828834903476926 -0.64805404180754189 -0.57223494337236958 -0.31338127135563998 0.2137152686121063 0.3181382293919402 0.31462182987594872 -0.29482673592293374 -0.46878667877832148 -0.2325583190838072 -0.34053007081550135 0.78032900976396602 0.77258094279763045 -0.25660762360196165 -0.4769408708710175 -0.14858819364827819 0.87842859523305006 -0.53133149485547315 -0.10218161560241441 0.57803842645562964 -0.21899774685559956 0.12800653084412883 -0.11177807005392122 | |
| leaf_weight=14970.655120849609 3072.2410659790039 69664.496332168579 23702.699856691062 153350.65090942383 37053.939156472683 2649.0297241210938 1230.2588399648666 29102.86184309423 301.80812931060791 493.19085033237934 5033.6251029968262 23731.039263337851 40242.391660138965 5742.8824628293514 14585.674506179988 8100.749062217772 16444.109418049455 17706.46879529953 7200.3495892733335 1820.6710339039564 7256.4919675588608 475.31379546225071 5250.661140024662 4181.798552185297 6440.9989222884178 4662.4744644165039 968.25354175269604 8534.5487721264362 4549.201940536499 15107.271463409066 | |
| leaf_count=22690 13510 122332 98799 254989 60354 5444 4905 138303 965 867 10238 103457 158864 24923 46165 12991 44921 43156 32079 7238 23261 746 12490 18329 10671 11108 4354 21226 19286 51937 | |
| internal_value=0 0.161453 0.242167 -0.412902 -0.253842 0.435017 0.0882427 0.137166 -0.00929946 -0.0443681 0.295351 0.265767 0.459086 -0.281303 -0.0710506 -0.168135 -0.0629529 -0.210475 0.693624 0.139157 0.106705 0.655612 0.0662095 0.775675 -0.288555 -0.448453 -0.187483 -0.128416 -0.108401 0.0130496 | |
| internal_weight=0 299803 253577 233824 80473 112556 141021 124815 58354.6 38756.5 12727.2 66460.3 109907 46226.6 53395.6 31256 23155.2 26029.4 7693.54 37357.4 35536.7 4958.92 8322.9 4483.61 16205.8 41716.4 17412.4 9764.81 11805.7 38810 | |
| internal_count=1380598 941807 831928 438791 183802 286640 545288 508486 216941 112340 43184 291545 281196 109879 196901 87189 74198 69156 32946 153242 146004 20040 26000 19294 36802 71462 49275 26131 42547 150736 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=3 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 13 4 10 10 0 15 11 13 0 2 10 6 15 15 13 15 10 11 6 11 13 13 15 12 1 1 0 10 5 | |
| split_gain=83032.3 23771 21412.9 8944.11 7991.26 6940.01 6393.03 5652.93 5638.17 4317.94 5789.15 4189.64 3073.9 2750.67 2321.64 2510.58 2280.52 2147.9 2020.35 1792.53 1877.77 1752.9 1640.51 1609.55 1353.56 1288.61 1255.21 2758.5 1160.31 1153.12 | |
| threshold=0.21455000000000005 0.023396993987262252 0.11525000000000001 -0.25439313054084772 0.060376495122909553 0.13665000000000002 20.500000000000004 -0.0085986489430069906 0.077391866594553008 0.15165000000000003 0.23590000000000003 -0.14304013550281522 0.19825000000000001 1.0000000180025095e-35 -1.0000000180025095e-35 -0.05297481827437877 -1.0000000180025095e-35 -0.25869145989418024 0.29982702434062963 0.13950000000000004 0.18680360168218615 0.0035949683515354995 0.14403575658798221 380.06578063964849 29.57738018035889 0.079350000000000018 0.14185000000000003 0.12305000000000001 0.016275128349661831 0.10525000000000002 | |
| 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 11 24 6 7 9 28 26 12 21 29 -2 14 -1 -16 -10 -14 -8 -18 -21 -11 -22 -24 -4 -13 27 -9 -5 -3 | |
| right_child=4 2 3 5 -6 -7 18 8 16 10 -12 25 17 -15 15 -17 19 -19 -20 20 22 -23 23 -25 -26 -27 -28 -29 -30 -31 | |
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| leaf_count=6370 8561 44356 87513 2293 181901 26951 68125 90339 2937 1321 13072 86874 4189 32447 6670 27805 93812 72576 9299 118609 127562 40088 107751 4775 2349 19891 11272 2142 44498 35986 | |
| internal_value=0 0.0898298 0.138025 0.0449247 -0.376401 0.00509544 -0.260407 -0.0164665 0.0190802 -0.132948 0.0994496 0.375776 -0.242695 -0.371822 -0.194878 -0.0993829 0.0720355 -0.288354 -0.429217 0.0788862 0.047014 0.3537 0.105855 0.203275 0.367956 0.204635 -0.183893 -0.137009 -0.284087 0.465705 | |
| internal_weight=0 267096 241847 173792 148640 154716 74281.3 148557 131139 42324.6 13576.1 68055.2 28748.5 25248.3 11745.9 9915.9 104004 26668.6 31956.7 103121 83583.1 8451.37 51707.9 23540.5 19076.3 23442.6 27134.5 22800.7 17418.5 44612.5 | |
| internal_count=1382334 983202 909910 722803 399132 632941 217231 605990 559199 139807 54481 187107 85326 73292 40845 34475 455446 76765 77424 452509 358697 41409 240088 112526 89862 106765 103753 92481 46791 80342 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=4 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=5 13 10 5 10 0 15 10 15 15 10 15 15 9 5 13 12 11 0 13 11 6 7 15 0 1 10 15 1 0 | |
| split_gain=41361.7 11588.7 12619.7 5960.1 5422.24 4009.68 3968.74 3238.18 3132.89 2376.46 2368.64 2232.94 1904.3 1714.75 1955.97 1659.3 1481.1 1452.77 1380.09 1366.31 1325.37 1310.82 1551.78 1223.78 1217.97 2114.62 1114.6 1043.42 1013.72 2935.33 | |
| threshold=0.22555000000000003 0.035428695380687721 -0.27230720221996302 0.14085000000000003 0.087879586964845671 0.14065000000000003 1.0000000180025095e-35 0.10143245756626131 41.61552810668946 -1.0000000180025095e-35 -0.12186325713992117 -1.0000000180025095e-35 361.31703186035162 0.061550000000000007 0.10845 -0.12008146569132803 29.57738018035889 0.38197633624076849 0.040750000000000008 0.11780036985874177 0.2156692370772362 0.15045000000000003 0.18895000000000003 -1.0000000180025095e-35 0.16135000000000002 0.19925000000000001 -0.1570346802473068 1936.1043090820315 0.15345000000000003 0.12785000000000005 | |
| 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 6 -3 13 8 7 9 11 10 -1 23 -5 19 -4 -15 -11 18 -10 -16 28 21 22 -21 -2 -12 -26 -17 -14 29 -13 | |
| right_child=4 2 3 5 -6 -7 -8 -9 17 15 24 12 27 14 16 26 -18 -19 -20 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 | |
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| internal_value=0 0.0477033 0.0861334 0.0418607 -0.343824 -0.0162425 -0.257856 -0.033894 -0.232416 -0.0947772 -0.1388 -0.0121866 -0.00445482 0.174806 0.19068 -0.0248165 0.124556 -0.399136 0.141856 0.012717 0.0574122 4.01768e-05 0.175596 0.126803 -0.208176 -0.0546365 0.0356555 -0.238721 -0.0565938 -0.0421132 | |
| internal_weight=0 246722 219159 192895 92837.3 134230 27563.5 128854 50181.7 15851.9 32136.5 119864 118345 58664.7 56709.3 14020.9 37629 18045.2 36518.3 110262 67034.9 40238.9 8410.5 6655.63 25480.9 8571.4 12478.5 8082.3 43227.5 41734.8 | |
| internal_count=1378571 1028551 922591 838063 350020 601561 105960 579111 187672 66590 119003 550829 545651 236502 229545 60031 170746 68669 165612 516818 311752 175601 39429 27268 91735 34350 54443 28833 205066 199472 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=5 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 1 10 15 15 11 15 6 11 5 14 13 15 12 15 14 15 14 15 9 4 15 9 15 14 13 13 14 14 13 | |
| split_gain=21714.4 9984.35 5009.55 4698.94 3555.73 3302.64 2679.34 2165.92 1883.29 2978.99 1590.88 1471.35 1469.09 1328.25 1379.33 1253.66 1054.35 1050.89 1585.32 984.321 978.223 940.942 936.376 887.659 800.764 1160.34 1109.3 1363.78 1010.83 1031.72 | |
| threshold=-0.18294531852006909 0.10930000000000002 -0.30832256376743311 1.0000000180025095e-35 -1.0000000180025095e-35 0.29366672039031988 -1.0000000180025095e-35 0.27010000000000006 0.16663634032011035 0.11315000000000001 -0.074986461549997316 0.049479678273200996 85.720020294189467 21.606601715087894 1.0000000180025095e-35 -0.41920024156570429 181.55384826660159 -0.38082864880561823 9.5000000000000018 0.17535000000000003 0.13655000000000003 1723.5000000000002 0.45275000000000004 361.31703186035162 -0.068333543837070451 -0.0032074826303869482 0.038198793306946761 -0.16299322247505185 -0.13907080888748166 0.068930007517337813 | |
| 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 -4 24 12 15 -2 -7 -8 17 -15 19 -13 18 20 -10 -11 -19 -9 -17 26 -26 27 -6 -28 -30 | |
| right_child=1 3 6 5 7 11 8 22 9 13 -12 16 -14 14 -16 23 -18 21 -20 -21 -22 -23 -24 -25 25 -27 28 -29 29 -31 | |
| leaf_value=-0.44180023696321491 0.42372894566528568 -0.5682082426345384 -0.72448876528175166 -0.38352409871701404 1.7150928985130374 -0.31842471114824461 0.017018038204660631 -0.28658362026303091 -0.80971797537584411 -1.0115221339720475 -0.33700526992762608 0.47611167359166451 -0.28337147680967689 0.067121699650865715 -0.59266214565371245 0.37309427281721164 -0.0059457978809356049 0.091836595630338871 0.29631961263222362 -5.4702865808600576 -0.21106063292937705 0.63788880425163463 0.50365949042889979 -0.4003083846296121 -0.2970710547297587 0.30126601213955623 -0.028155983711939947 -0.29893522879302897 0.027022981637298941 0.33855699223053204 | |
| leaf_weight=30864.062438964844 12206.43071141839 3174.46241007559 1091.7721574231982 22061.504233382642 85.794695325195789 2520.8809096738696 55754.635786894709 8873.5261512994766 93.347019344568253 639.00095448829234 728.24894492328167 1658.0518767870963 4390.7620318103582 1673.3153796233237 1504.2598596550524 12148.863577514887 3590.8840165175498 60406.946645397693 903.46882800944149 12.89410876482725 947.80562717467546 799.36222835630178 391.39396667480469 382.68749246001244 994.49578058719635 4374.1832009255886 41712.260202961043 4140.6063821129501 7390.9851071350276 4149.7581301406026 | |
| leaf_count=172647 35525 11813 5182 103372 515 9500 266834 39457 456 3614 3129 8539 19879 9048 6465 34814 16363 304856 5093 165 4441 4185 1762 1523 4823 20741 206957 20667 37093 20430 | |
| internal_value=0 0.001893 0.0831146 -0.116853 -0.0503098 -0.284793 0.0557487 -0.0275116 0.0618482 0.112347 0.380898 -0.00445874 -0.00491114 0.0702749 -0.245219 0.334976 0.146328 0.0860137 -0.232381 -1.37535 -0.533403 0.0989681 -0.2532 0.349476 0.0057589 0.19043 -0.0114897 -0.258051 0.00807854 0.139043 | |
| internal_weight=0 258803 153684 105119 75287.5 29831.3 140749 72113 139657 79512 12934.7 7769.82 60145.4 66874.2 3177.58 12637.8 5248.94 63696.6 2490.28 106.241 1586.81 61206.3 9264.92 12531.6 62848.1 5368.68 57479.4 4226.4 53253 11540.7 | |
| internal_count=1379888 1207241 705209 502032 364258 137774 666555 352445 661373 374660 38654 34402 286713 337702 15513 36958 24902 322189 13148 621 8055 309041 41219 36337 311226 25564 285662 21182 264480 57523 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=6 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 3 11 10 15 15 0 1 0 14 11 11 15 14 14 1 0 3 14 12 7 2 15 0 13 15 6 6 10 12 | |
| split_gain=12436.4 4759.04 2999.7 2742.06 2855.76 2342.8 1514.08 3816.63 2258.48 1488.71 1423.88 1336.58 1333.03 1320.71 1286.05 1233.18 1086.12 1046.07 1083.3 1032.64 999.029 943.98 881.255 843.78 801.568 1346.32 874.34 800.561 784.008 779.667 | |
| threshold=-0.245335578918457 0.12865000000000001 0.23607327789068225 -0.20613127201795575 22.680339813232425 10.500000000000002 0.12025000000000001 0.15745000000000003 0.14685000000000004 -0.28376270830631251 0.57915046811103832 0.099466383457183852 -1.0000000180025095e-35 0.14937806874513629 -0.19067135453224179 0.11110000000000002 0.14365000000000003 0.21285000000000001 -0.091642037034034715 19.013877868652347 0.11335000000000002 0.19905000000000003 230.10864257812503 0.16270000000000004 0.057516682893037803 10.500000000000002 0.20490000000000003 0.18165000000000003 -0.13049003481864926 23.680339813232425 | |
| 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 15 12 -9 11 14 -7 -8 -5 24 -3 29 -10 -19 -6 -2 -18 27 -23 25 26 -4 -13 -26 -16 | |
| right_child=1 2 10 13 19 9 7 8 17 -11 -12 22 -14 -15 16 -17 21 18 -20 -21 -22 23 -24 -25 28 -27 -28 -29 -30 -31 | |
| leaf_value=-0.43655263224270041 0.44065444642914986 -0.055888691206895678 1.0030158772312128 0.043941095592920046 -0.033756098053346006 -0.28498026908925916 -0.56938673684516761 -0.4426731576278361 0.21961115605017775 -0.38054380058465725 0.53949805792416983 -0.096140431441630009 0.56484476162898622 -0.53141947542473644 -0.083547159601995602 -0.21677349990721284 0.49147111160786705 0.022266974064333676 -0.39852663565300983 -0.67393147410292942 0.21515741273152822 -0.39701829239068182 -0.11937948568950023 0.17225898874942622 0.043038519318167129 -0.4313232989145282 3.4372464920596788 0.92591274471820928 0.31630889283516261 -0.40351199577395758 | |
| leaf_weight=17747.240844726562 8116.7746026217937 26453.52959573362 259.48883842490613 65181.150547102094 2846.5066790804267 2014.1847457960248 279.29609583318233 3266.8208816349506 4427.1442820876837 11953.658216646872 1301.3777465820312 267.29924358800054 3572.8562642037868 1012.8906059265137 21710.16147820279 21665.572891101241 1431.1204967498779 6176.9592760913074 2032.8792634941638 808.94805927574635 12439.099028162658 932.91070199757814 652.09825465455651 2153.3374726697803 33807.372967168689 163.61842755228281 43.00221530534327 676.50996864587069 2845.5939317382872 2086.9173044189811 | |
| leaf_count=152695 32186 134263 1333 330525 13869 12421 1310 16383 21910 75257 5870 1365 17867 6698 109011 114868 7820 33383 10362 4092 50701 4740 3351 11507 174657 799 382 4288 14622 9832 | |
| internal_value=0 -0.00283522 -0.0573985 0.0878007 0.231784 -0.120597 -0.0804772 0.0360693 -0.0720895 -0.295562 0.0216182 -0.0141711 0.482609 0.035137 0.0113183 -0.128327 -0.0689406 0.023711 -0.0819278 -0.175426 0.304198 0.155822 0.327615 0.000177925 0.0725399 0.724096 1.34907 0.636454 0.0642542 -0.111607 | |
| internal_weight=0 240579 150174 90405.4 24211.3 83438.8 67875.1 19756 15903.8 15563.8 66734.9 3610.09 3852.15 66194 65433.5 48119.1 28314.4 12637 8209.84 3655.45 20555.9 4517.37 1595.91 3086.25 37119.1 466.109 302.491 943.809 36653 23797.1 | |
| internal_count=1378367 1225672 787601 438071 100848 447028 350346 101215 82038 96682 340573 21425 19177 337223 334703 249131 142910 65655 43745 17961 82887 24067 9004 16247 191793 2514 1715 5653 189279 118843 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=7 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 15 10 13 4 10 3 1 12 15 13 0 1 8 12 11 9 10 8 3 1 0 15 10 8 11 15 13 8 | |
| split_gain=6936.66 3351.57 2684.23 2919.95 1598.77 1208.84 1322.32 1005.96 984.187 962.829 1000.47 854.605 907.037 876.315 846.033 835.697 768.105 743.592 634.062 615.233 705.62 582.833 1158.8 578.579 565.498 561.703 508.784 1489.3 869.008 798.327 | |
| threshold=-0.31272965669631952 -1.0000000180025095e-35 81.500000000000014 -0.23633964359760282 0.050802865996956832 0.090150000000000022 0.0053825457580387601 0.10155000000000002 0.084350000000000022 14.571067810058596 1693.155212402344 0.061365175992250449 0.13965000000000002 0.091850000000000015 0.29355000000000003 -1.0000000180025095e-35 0.42119538784027105 0.077450000000000005 -0.33447650074958796 0.27075000000000005 0.15905000000000002 0.14105000000000004 0.11745000000000001 330.80274963378912 -0.15286121517419812 0.25305000000000005 -0.053819889202713959 1.0000000180025095e-35 0.36163264513015753 0.12755000000000002 | |
| 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 7 23 -5 11 17 26 10 19 13 16 -7 -14 -12 21 -3 -9 -6 24 22 -13 -4 -21 -24 28 -28 29 -8 | |
| right_child=1 2 4 5 9 6 8 18 -10 -11 15 12 14 -15 -16 -17 -18 -19 -20 20 -22 -23 25 -25 -26 -27 27 -29 -30 -31 | |
| leaf_value=-0.42912612254892057 -0.58797312523081258 -0.71883045003108925 -0.16460302418647213 0.17282874529907441 -0.18875418421400825 -0.35551080965581683 0.10129994403181834 0.36003767497462569 -0.16669830881573691 -0.31054421317004799 -0.63596473480733451 0.024032781755455018 0.48479074862833599 -0.042364467937771925 0.09074971036821762 0.42313068982637242 -0.85940982898560014 0.38396207715099734 0.083589604858982203 0.023645341166170144 -0.088827088401238277 -0.14166946623920282 0.86118047281002497 -0.45415831076274549 0.45117054849105864 -0.047136919124136693 -0.14233134880304593 1.0113498848348503 -0.040529436677426783 0.73237046401150041 | |
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| leaf_count=132491 13743 871 21543 46873 32692 13314 5494 9637 125356 20360 1117 521800 11091 107568 23514 10340 1455 33801 73237 9441 39151 26857 3037 34495 7149 1409 26060 1805 17425 4990 | |
| internal_value=0 -0.00460857 0.00172558 0.0222188 -0.14425 7.86577e-05 -0.00998962 0.189835 -0.103406 -0.0719341 -0.022205 0.011564 0.0295186 -0.0776342 0.212587 0.311717 0.0183647 0.357194 0.124361 -0.0668246 0.0183606 0.0204547 0.0290612 -0.344395 0.207143 0.610054 0.0228913 -0.0804916 0.142625 0.391751 | |
| internal_weight=0 226757 224321 196706 27615.2 173755 164186 22950.9 30780.2 20285.7 16787.1 133405 111052 22353.5 6377.55 1978.73 104674 6454.02 16496.9 14808.3 8717.75 104426 99161.6 7329.52 3157.2 850.869 10275.7 5514.35 4761.32 2017.34 | |
| internal_count=1378116 1245625 1231882 1055594 176288 938048 891175 117546 181130 120250 99890 710045 589163 120882 34605 11457 554558 34672 82874 88433 55741 553103 526246 56038 16590 4446 55774 27865 27909 10484 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=8 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 10 15 6 13 0 5 3 10 10 13 11 13 0 1 0 8 15 15 15 5 1 0 2 3 0 13 13 0 | |
| split_gain=4095.95 1874.53 1430.29 1272.44 932.134 831.102 798.587 780.822 754.838 812.596 715.378 692.984 659.08 622.001 575.107 1508.63 1527.61 858.401 926.087 890.23 759.788 607.442 569.553 777.616 555.742 507.457 504.533 500.15 482.334 1081.16 | |
| threshold=-0.34574694931507105 -1.0000000180025095e-35 -0.32443234324455256 373.18154907226568 0.27850000000000003 0.058840254321694381 0.18835000000000005 0.25575000000000009 0.11295000000000001 -0.10278775170445441 0.092392295598983779 0.014831375330686571 0.31889760494232183 0.20788903534412387 0.15445000000000003 0.16350000000000001 0.13265000000000002 0.27375000000000005 9.5000000000000018 1.0000000180025095e-35 106.65073013305665 0.21655000000000002 0.17705000000000001 0.16595000000000001 0.18230000000000005 0.16965000000000002 0.10410000000000001 0.09583067893981935 0.10064540803432466 0.067250000000000018 | |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 | |
| left_child=-1 -2 12 4 6 -5 8 -6 9 13 11 -10 -3 -4 15 16 17 19 -19 28 25 -18 -16 -24 -23 -20 -11 -17 29 -13 | |
| right_child=1 2 3 5 7 -7 -8 -9 10 26 -12 14 -14 -15 22 27 21 18 20 -21 -22 24 23 -25 -26 -27 -28 -29 -30 -31 | |
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| leaf_weight=6104.9107818603516 1544.5206923298538 269.08747935295105 15253.745552290231 3380.4690723130479 73.0733872205019 8191.2464058473706 1545.1450880765915 7769.6203789710999 3322.520474803634 27384.045342679136 5668.3283470254391 2096.4681130601093 5276.1585311889648 3210.0590894334018 2222.7710126154125 3202.6164675541222 2331.1951763499528 29566.00229509268 2381.7385407919064 7005.2199679249898 3668.3354535233229 383.94395930878818 1189.6086805984378 4202.7946146726608 144.00039926543832 1560.7395827323198 79.707394924014807 619.03539608791471 46178.709277738817 27969.438888549805 | |
| leaf_count=123226 12101 1817 77980 35023 925 51392 9447 67168 19778 151420 43226 12307 31355 18588 11525 20452 12666 158910 12615 38754 21263 2352 7068 23031 897 10137 487 4434 245615 151709 | |
| internal_value=0 -0.00506637 -0.00114426 -0.0077442 0.0016271 -0.168927 0.00855746 -0.167318 0.00564056 0.0614417 -0.0121922 -0.00504385 0.249512 0.142555 0.000519471 -0.00747663 0.00211395 -0.00646188 0.0567079 -0.0346716 0.212247 0.363327 0.133985 0.0461934 0.847611 0.364635 0.00690968 -0.316867 -0.0189992 -0.0682851 | |
| internal_weight=0 217690 216146 210601 199029 11571.7 191186 7842.69 189641 45927.6 143713 138045 5545.25 18463.8 134723 127107 123286 120427 37176.8 83249.8 7610.81 2859.14 7615.17 5392.4 527.944 3942.48 27463.8 3821.65 76244.6 30065.9 | |
| internal_count=1377668 1254442 1242341 1209169 1122754 86415 1054661 68093 1045214 248475 796739 753513 33172 96568 733735 692111 667225 651310 202925 448385 44015 15915 41624 30099 3249 22752 151907 24886 409631 164016 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=9 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=14 12 14 3 14 14 3 9 15 15 15 8 12 6 8 0 6 15 5 14 0 0 4 9 1 0 8 4 6 6 | |
| split_gain=1669.18 1168.82 957.646 1028.14 910.773 1022.07 700.762 998.65 700.486 684.395 669.389 602.498 553.986 532.714 502.068 482.091 2228.75 655.193 581.396 515.25 492.378 471.715 662.271 532.094 446.326 452.957 442.532 552.837 963.321 703.501 | |
| threshold=-0.57799726724624623 37.200275421142585 0.14937806874513629 0.070450000000000013 -0.3208255916833877 -0.1145816035568714 0.12555000000000002 0.10495 9.5000000000000018 624.90997314453136 10.500000000000002 0.14495000000000002 -1.0000000180025095e-35 0.085550000000000015 0.20155000000000003 0.10945000000000001 0.15710000000000005 1.0000000180025095e-35 0.10015 -0.091642037034034715 0.14065000000000003 0.075350000000000014 0.099550000000000013 0.13175000000000003 0.15745000000000003 0.15165000000000003 0.32605000000000006 0.15785000000000002 0.16565000000000002 0.19825000000000001 | |
| 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 10 8 6 7 13 11 -10 -2 -5 -13 -6 -8 18 17 -17 -7 -20 -18 22 -9 -23 -22 -26 27 29 -29 -14 | |
| right_child=1 -3 -4 4 5 15 14 21 9 -11 -12 12 26 -15 -16 16 20 -19 19 -21 24 23 -24 -25 25 -27 -28 28 -30 -31 | |
| leaf_value=-0.38372157248860056 0.26613860068271389 -0.30414702684156902 -0.60462593972292333 0.23715774298367734 -0.54563146485626202 0.029919661836469276 -0.12806596088695318 0.24009371194684079 0.1133751331774944 -0.38743372056730785 -0.3199083481057125 0.44664369446600244 -0.2241532695141765 -0.0726483146195189 0.012057120787541613 0.672350272267213 -0.30043486713525225 -0.3127026839882503 -0.1023886062407323 -0.37567163367637579 0.28171047966107965 -0.13548389405919414 0.044945243954834659 0.26869356656479987 -0.44038393465805065 -0.047351130254992713 -0.30983092528613915 0.50750897082049307 -0.081955122819656195 0.94778050640777944 | |
| leaf_weight=2968.7276611328125 5126.6952895047143 3240.7989587597549 656.18281447887421 1156.0312912706286 721.40138559229672 2546.7568878438324 6857.8475539125502 5197.8469918789342 6378.1587070319802 763.88887616619468 538.42528630234301 407.60198680311441 9247.1491040028632 3405.9026585035026 94247.098766108975 1313.7345281494781 2423.2048076763749 193.69559860695153 3206.2630157470703 3732.7985854186118 925.57988112792373 932.61863600835204 26576.798991068266 6418.4870018810034 806.69163366034627 8031.2722540870309 3367.8694188073277 734.67580565065145 12247.795706897974 129.85390116646886 | |
| leaf_count=82772 33836 22672 8470 8618 4284 14274 36973 31002 42290 5086 2875 3097 48750 19147 548491 7147 17442 2133 18154 21951 5420 4986 145857 35157 6393 56148 23694 4096 115468 777 | |
| internal_value=0 -0.00618197 -0.00154596 0.000359921 -0.00553264 0.009689 0.0253381 0.0785995 -0.0795953 0.0598103 0.210439 -0.116078 -0.131703 -0.15532 0.00255271 -0.087769 -0.0277558 0.545777 -0.174407 -0.249398 -0.0986985 0.103275 0.0768686 0.217416 -0.0486297 -0.0832255 -0.140865 -0.115415 -0.0485975 -0.207924 | |
| internal_weight=0 211533 208292 207636 201971 167538 144358 43253.1 34433 7142.05 5665.12 27291 26134.9 4127.3 101105 23180 13694.2 1507.43 9485.82 6939.06 12186.7 39125.8 31774.6 7351.11 9763.54 8837.96 25727.3 22359.5 12982.5 9377 | |
| internal_count=1377460 1294688 1272016 1263546 1226835 974959 825897 240433 251876 47376 36711 204500 195882 23431 585464 149062 94683 9280 54379 40105 85403 217002 176859 40143 67961 62541 192785 169091 119564 49527 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=10 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=11 15 9 12 15 14 6 7 5 8 7 8 11 11 2 5 11 6 14 2 10 0 2 8 11 5 7 5 9 0 | |
| split_gain=1879.59 980.297 690.836 592.497 956.986 554.443 514.579 736.834 676.906 570.476 820.911 466.775 817.358 426.725 354.68 438.647 582.455 342.181 489.275 495.761 721.369 338.836 461.398 1088.29 1352.31 1357.5 1351.71 511.429 556.276 442.444 | |
| threshold=-0.39603944122791285 -1.0000000180025095e-35 0.53195000000000014 19.013877868652347 1.0000000180025095e-35 0.14937806874513629 0.25910000000000005 0.29125000000000006 0.24315000000000003 0.19235000000000002 0.30575000000000008 0.34625000000000006 -0.12045717239379881 0.30604648590087896 0.029550000000000003 0.091050000000000006 0.15522646903991702 0.26030000000000003 -0.1522274240851402 0.23770000000000005 -0.18419751524925229 0.17245000000000002 0.27890000000000009 0.41875000000000007 0.23607327789068225 0.35515000000000008 0.37465000000000004 0.34245000000000009 0.40025000000000005 0.19765000000000002 | |
| 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 5 -5 6 7 14 -8 10 -9 -6 -13 -14 -3 16 -16 -15 19 -19 -21 -10 23 -23 25 26 -25 -28 -29 -30 | |
| right_child=1 2 -4 4 11 -7 8 9 21 -11 -12 12 13 17 15 -17 -18 18 -20 20 -22 22 -24 24 -26 -27 27 28 29 -31 | |
| leaf_value=-0.41941703008353959 -0.51218843879566933 -0.49606717171047671 0.46984341628699078 -0.01596252581781556 -0.40281900449959118 -0.59826297384097482 0.7461637500973497 3.0161792100997569 -0.18547235858079986 0.46633771782774902 22.019038278981323 12.772618860039771 -0.27825445493183015 0.4433591106700947 0.027366371816426295 0.0068907429080306525 0.32691096567013717 2.388405863462109 0.8744643263750792 4.2457994744696697 18.964711861534962 -0.005205120369184307 -0.25933182388977416 2.2667270552510783 0.24084028398758797 0.12282739537615786 9.8847441824751883 3.4709645784648941 2.3768099470266906 18.074971119082623 | |
| leaf_weight=2726.6865005493164 935.54872914496809 344.31637020315975 782.02996444702148 7777.066341788508 2993.5268300920725 379.4877539165318 231.72232942283154 2.8408763632178302 6727.9567178040743 786.32235509157181 0.71045628935098637 1.28053269535303 257.8108668550849 136.20583496056497 4565.7072743345052 172904.94789115526 2517.7864284515381 5.1364567205309886 16.863728078082204 2.0842544399201892 1.385963860899208 2341.6699034422636 1185.579963684082 49.445448247715831 221.72510454058647 42.264461025595665 9.0286521483212727 10.386335901916025 0.68805758655071159 1.2910726293921468 | |
| leaf_count=109562 11602 2550 4157 46882 25528 7675 2046 84 77700 6267 22 28 4124 895 27898 993222 23693 43 108 23 54 17441 13613 500 1032 412 192 121 6 48 | |
| internal_value=0 -0.0015382 0.00080025 -0.0010021 -0.11284 0.00550578 0.00669948 0.0130275 -0.0992127 0.494894 6.81777 -0.333508 0.159602 0.121099 0.0109169 0.0118868 0.133838 0.757913 2.44002 5.50755 10.1244 -0.11771 0.000334437 0.115356 0.958515 2.36542 3.7034 7.0238 4.93488 12.6174 | |
| internal_weight=0 205233 204297 203515 11191.4 192324 191944 181123 10821.8 789.874 3.55133 3414.29 420.768 419.487 180333 179988 7083.49 161.676 25.4704 8.60668 3.47022 10590 3862.08 2676.5 334.829 113.104 70.8396 21.3941 12.3655 1.97913 | |
| internal_count=1377528 1267966 1256364 1252207 77685 1174522 1166847 1053736 113111 6373 106 30803 5275 5247 1047363 1044813 51591 1123 228 120 77 111065 33365 19752 2311 1279 867 367 175 54 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=11 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=4 13 0 1 6 10 4 0 1 0 9 14 13 11 5 0 1 9 0 10 6 10 11 9 3 0 11 11 4 3 | |
| split_gain=744.2 560.108 631.687 727.882 564.767 549.289 466.459 408.578 610.508 881.534 554.202 508.701 1049.57 1037.18 754.47 557.642 520.301 405.78 449.161 367.925 418.612 337.359 520.171 371.568 539.762 340.972 794.801 583.032 585.411 830.462 | |
| threshold=0.24505000000000002 -0.017323980107903477 0.15985000000000002 0.17365000000000003 0.23850000000000002 -0.14866822957992551 0.22565000000000004 0.14265000000000003 0.12850000000000003 0.11265000000000001 0.22465000000000004 -0.16299322247505185 0.063965611159801497 0.11797656491398813 0.17835000000000004 0.11025000000000001 0.14945000000000003 0.17635000000000003 0.11925000000000001 0.071859274059534087 0.18305000000000002 -0.34619879722595209 0.4504359513521195 0.24265000000000003 0.14695000000000003 0.072450000000000014 0.042224721983075149 0.074978981167078032 0.15785000000000002 0.10705000000000002 | |
| 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 7 5 -4 -7 8 9 21 -9 12 13 15 17 -10 -17 -13 -19 -2 -21 -3 23 24 25 27 -27 -23 29 -29 | |
| right_child=19 2 4 -5 -6 6 -8 10 11 -11 -12 14 -14 -15 -16 16 -18 18 -20 20 -22 22 -24 -25 -26 26 -28 28 -30 -31 | |
| leaf_value=-0.2727237606725289 -0.075142655823015714 0.19320554686423269 0.48970733789311321 -0.34910287329434719 0.4227592823703028 0.098006213051370417 -0.31838433117975207 -0.10138872806793617 -0.025823302075917015 0.57424269362350533 0.34180506534036487 -0.38069480323003874 -0.055501326893927901 0.37299562100597611 -0.26014960524421421 4.4488078899622003 0.88026809072033263 -0.052135940558593559 0.48067476218073119 -9.4917737878445791 -0.27054805345898386 0.052052459996859236 -0.21579177598193791 0.058642482439409511 -0.075832670695421586 -0.118172090009938 0.081206826503319021 0.023946672540348185 0.16116355549932557 -0.12559688991982249 | |
| leaf_weight=1833.1669936478138 10193.670476913452 2406.5284022837877 667.46170737594366 1482.5777627695352 1572.4204046577215 2754.518612138927 889.88195729255676 1097.457462310791 16.596051717177033 688.93212877959013 1974.3882715702057 364.12675892002881 10775.334224542603 710.6542152017355 6392.2109538912773 32.853933341801167 14.822902359068392 820.71647170186043 763.52957630157471 1.2312681674957264 2999.5044286251068 23713.132386396872 2633.0449731051922 29627.430400073528 21439.403729204088 5944.3175750542432 31414.80802154541 15902.97740162909 3142.1427952479571 22304.741437066346 | |
| leaf_count=29031 92891 22029 4042 14705 8902 15587 5390 6432 166 3959 11606 2431 67360 5008 44805 364 174 5842 4511 19 104561 173757 13833 164730 129791 37227 167044 97868 16469 127076 | |
| internal_value=0 0.00232823 0.00498834 -0.000178186 0.166248 0.0727056 -0.00366714 0.00266135 -0.000439623 0.00987822 0.183468 -0.0830294 -0.0150814 0.546956 -0.177126 2.47041 3.33934 0.0952587 0.204653 -0.120443 -0.274332 0.00742561 0.00456192 0.00834201 -0.00368976 0.0114115 0.0494831 -0.0104492 -0.0462924 -0.0633532 | |
| internal_weight=0 191380 189547 183663 5884.28 4311.86 3644.4 182180 179108 159217 3071.85 19890.8 11550.3 774.927 8340.58 64.2729 47.6768 1948.37 1584.25 13194.4 3000.74 158529 156122 153489 123862 102422 37359.1 65063 41349.9 38207.7 | |
| internal_count=1377610 1180139 1151108 1117187 33921 25019 20977 1102482 1084444 953783 18038 130661 73072 5712 57589 704 538 12784 10353 197471 104580 949824 927795 913962 749232 619441 204271 415170 241413 224944 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| Tree=12 | |
| num_leaves=31 | |
| num_cat=0 | |
| split_feature=15 11 2 0 14 1 15 11 0 8 1 5 13 14 11 6 4 4 6 7 0 11 4 13 0 14 8 4 15 15 | |
| split_gain=565.46 528.159 509.659 370.279 463.584 539.585 415.934 487.825 634.434 611.351 513.99 388.027 389.444 318.824 662.707 1315.79 1744.59 288.817 475.633 379.981 321.135 303.375 424.305 413.283 380.252 541.28 487.611 374.625 322.535 297.961 | |
| threshold=-1.0000000180025095e-35 -0.52177003026008595 0.25750000000000006 0.19125000000000003 -0.098311152309179292 0.19185000000000002 1.0000000180025095e-35 -0.053819889202713959 0.11185000000000002 0.12365000000000002 0.14185000000000003 0.10685000000000001 0.050802865996956832 0.027062039822340015 0.34881687164306646 0.40170000000000006 0.44155000000000005 0.14145000000000002 0.15565000000000004 0.17595000000000002 0.091050000000000006 0.27387121319770819 0.15785000000000002 0.048008546233177192 0.12605000000000002 -0.2281568646430969 0.28245000000000003 0.19125000000000003 2361.400024414063 903.65924072265636 | |
| 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 17 6 7 9 11 -6 -10 12 -9 -4 15 -15 -17 18 20 -20 -3 23 28 -19 25 -25 -26 -27 -23 -28 | |
| right_child=1 2 13 -5 5 -7 -8 8 10 -11 -12 -13 -14 14 -16 16 -18 21 19 -21 -22 22 -24 24 26 27 29 -29 -30 -31 | |
| leaf_value=-0.48261762435972511 -0.38281462294153989 0.017174970750165889 -0.24848440847364775 0.2287220089913477 0.60592836748165202 -0.39267536096954614 -0.25984353505000779 0.043870532732077895 0.45111083022022769 -0.099329257935089441 0.0057207486366482718 -0.30620219019603306 -0.47014108766863832 0.44395209335680896 -0.10179480008000052 27.079950682083492 4.9484565046779903 -0.23316885724768094 0.30864081086248124 -0.071484861319909679 0.28280042677849238 -0.063035053750600187 0.061582162396662081 -0.0055691219907241544 0.2257548232739312 -0.070689118542333035 -0.034549316983684561 -0.24810820406129855 0.67481302751396632 0.61653536749501037 | |
| leaf_weight=618.41760469932342 914.82860714942217 60043.480980702676 2496.1839186046273 1766.4823998138309 661.39580654352903 1316.6987848132849 2115.769316054415 2311.5935916358139 792.98624601960182 573.91975894570351 3536.9709434509277 2649.0618391497992 438.38644384965301 8.3697192594408971 33.026828251779079 1.2326306849718083 3.2077243328094482 2359.6882360735908 2595.3012012336403 880.45910255610943 1159.8381539881229 11302.065208298154 26851.467632472515 47950.681184927002 3380.3816660791636 15080.537176756188 5528.159035964869 3706.6445125415921 150.07614805083722 181.48998232278973 | |
| leaf_count=11140 72280 362099 30633 11687 4232 9577 27745 12101 4231 2914 19826 14938 3206 154 195 33 68 23753 14021 4739 6265 66146 149008 343495 25079 85708 43692 24846 766 2842 | |
| internal_value=0 -0.00376967 -0.00203479 0.000830834 -0.00122762 -0.0875845 -0.0568727 -0.0177057 -0.0552865 0.27827 0.0872893 -0.16963 -0.0380703 -0.224489 1.08224 4.13492 11.0921 0.00563477 0.0324266 0.21235 0.0222087 -0.00924079 0.0272146 -0.0271001 -0.0206874 -0.0337548 0.0752515 -0.105693 -0.0533658 -0.0138536 | |
| internal_weight=0 200790 199876 197334 195567 14396.8 13080.1 10964.3 9729 1235.32 4329.96 5399.04 2749.98 2542.02 45.8369 12.8101 4.44036 181170 64679.1 3475.76 61203.3 116491 38303.6 78187.6 75827.9 66737.9 9090.03 18787.2 11452.1 5709.65 | |
| internal_count=1377419 1366279 1293999 1262916 1251229 98770 89193 61448 54302 7146 24057 30245 15307 31083 450 255 101 1152459 387124 18760 368364 765335 215920 549415 525662 454049 71613 110554 66912 46534 | |
| is_linear=0 | |
| shrinkage=0.5 | |
| end of trees | |
| feature_importances: | |
| DIST_CROPS_COVER=68 | |
| BADI=44 | |
| S2_B02=40 | |
| NBR=34 | |
| NDVI=29 | |
| S2_B03=28 | |
| NDWI=25 | |
| S2_B08=21 | |
| S2_B05=17 | |
| S2_B07=17 | |
| S2_B06=15 | |
| S2_B11=14 | |
| S2_B12=12 | |
| SLOPE=11 | |
| S2_B04=9 | |
| 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 | |