tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=29
objective=regression
feature_names=B01_mean B02_mean B03_mean B04_mean B05_mean B06_mean B07_mean B08_mean B09_mean B11_mean B12_mean B8A_mean WVP_mean AOT_mean percent_water green95th green5th green_red_ratio green_blue_ratio red_blue_ratio green95th_blue_ratio green5th_blue_ratio NDVI_B04 NDVI_B05 NDVI_B06 NDVI_B07 AOT_range month days_before_sample land_cover
feature_infos=[15.594890510948906:1252.3636363636363] [67.037579319029163:1538.282643312102] [84.510080339548281:1769.4327323162274] [35.45313523744813:1822.8014545454546] [21.277387524961824:1583.4749999999999] [7.8331476943640013:1419.2490450725745] [14.388888888888889:1434.6892177589853] [24.61488077669415:3000.0799001248438] [14.831098615916956:3550.5] [30.183052125553775:1118.3977850750114] [28.586890547263682:960.95206019782756] [7.4465793448386854:1300.0372836218376] [275.72854301955192:4324.7217098931624] [58.524590163934427:345.57674138104335] [2.3795359904818562e-05:1] [122:3628] [1:979.10000000000002] [0.78860792410364022:2.4795371297553248] [0.58169777812201529:2.3130811415881953] [0.2457410069834273:2.2340025351257244] [0.74634309037760205:5.7120267339545814] [0.033739755446961582:1.7321480169659089] [-0.49234558554022478:0.46801715698574536] [-0.49320147155117838:0.87061948012155033] [-0.11361036705040899:0.91848665842770194] [-0.1435088179006124:0.89612182315373801] [0:52] [1:12] [0:30] [10:210]
tree_sizes=2643 2777 2764 2790 2783 2753 2774 2779 2786 2780 2772 2775 2795 2775 2793 2776 2780 2754 2790 2799 2773 2817 2792 2780 2802 2790 2809 2770 2801 2783 2784 2798 2784 2788 2800 2799 2816 2770 2783 2769 2781 2798 2798 2814 2806 2812 2769 2790 2760 2786 2793 2786 2814 2782 2760 2765 2806 2802 2760 2794 2787 2774 2789 2765 2764 2790 2770 2814 2761 2801 2813 2774 2797

Tree=0
num_leaves=31
num_cat=0
split_feature=29 18 29 13 18 12 8 12 8 16 19 17 21 26 12 25 18 18 24 19 18 12 23 15 18 12 12 17 3 24
split_gain=8368.76 2224.61 1440.65 893.243 933.553 487.126 338.764 272.628 233.84 263.171 211.955 214.523 205.607 168.57 162.776 143.12 128.895 128.45 148.796 165.256 124.777 148.578 141.763 128.238 124.441 122.968 118.139 111.473 108.035 137.975
threshold=20.500000000000004 0.94221904173564919 95.000000000000014 65.966791162539494 1.20139665735957 2271.3686774829662 1491.7311468094601 1456.3346535898406 322.79463953590147 157.50000000000003 1.5842829819169693 0.88989974220602053 1.1141782279371111 6.5000000000000009 410.41973150854551 0.10825097665602663 1.4581374228578612 1.2657249671797024 0.42936456221843661 1.2258000629323806 1.0742309821342979 1180.7780098445155 0.76085323418933393 3109.6500000000001 1.2139591012434043 1070.0028924490637 3624.2181274200825 1.0276038055425405 1268.1163661155485 0.58011912129795518
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 25 6 15 20 17 7 -3 14 27 11 -11 -9 -12 -6 -4 -13 18 -1 -20 21 -5 23 -22 -7 -2 28 -10 29 -8
right_child=1 2 3 4 8 24 26 12 9 10 13 16 -14 -15 -16 -17 -18 -19 19 -21 22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=11.052589074950648 10.193911875119294 10.554750891515091 10.664000124720218 10.323237403856968 10.495905402035746 10.61075617026172 10.450210293133871 10.652325041783865 11.104269529695689 11.127190942248932 10.824582641130917 10.778377063958287 10.874504910209033 10.484293264612571 10.738929010480788 10.523742268325234 10.876845291688452 11.096349645482212 10.621230338908093 11.010440872789653 10.671811836962698 10.60593321497395 10.529935015764178 10.907842050734889 10.918588772161534 10.364071026740085 10.645383480661014 10.859372632122563 10.45192827479918 10.583034572013712
leaf_weight=105 67 321 100 22 30 29 113 366 41 21 24 534 47 37 339 267 177 409 20 24 563 120 69 24 24 116 72 34 208 254
leaf_count=105 67 321 100 22 30 29 113 366 41 21 24 534 47 37 339 267 177 409 20 24 563 120 69 24 24 116 72 34 208 254
internal_value=10.6954 10.6423 10.6588 10.7056 10.7315 11.0399 10.5774 10.6239 10.7859 10.8142 10.7973 10.8122 10.6776 10.6182 10.7192 10.562 10.8029 11.0674 10.9879 10.8335 10.6471 10.5621 10.6655 10.6815 10.7502 10.3018 10.5246 10.9932 10.5095 10.5421
internal_weight=0 3966 3783 2402 2035 611 1381 734 1237 868 793 732 413 61 369 367 711 558 149 44 798 142 656 587 53 183 647 75 575 367
internal_count=4577 3966 3783 2402 2035 611 1381 734 1237 868 793 732 413 61 369 367 711 558 149 44 798 142 656 587 53 183 647 75 575 367
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=29 18 29 4 10 27 7 18 18 21 25 18 22 25 22 19 22 19 28 27 27 27 21 4 10 18 25 8 25 16
split_gain=6778.69 1801.94 1166.92 516.924 586.281 445.032 366.891 337.974 301.02 247.832 226.333 274.774 220.492 179.578 202.133 153.471 136.354 132.684 134.667 131.673 126.275 122.759 122.619 114.977 114.536 110.366 108.93 108.796 108.503 99.9019
threshold=20.500000000000004 0.94221904173564919 95.000000000000014 284.53375149342895 239.26936880330135 5.5000000000000009 2017.0194509345795 1.1988794193672889 1.2657249671797024 0.25059492838084346 0.72271258910122038 1.1037175285852669 -0.16392949419654931 0.28597762570690705 0.043359374732647109 1.3266085243826373 0.12149423467441003 1.2156315755333384 5.5000000000000009 5.5000000000000009 6.5000000000000009 5.5000000000000009 1.1063185390714232 153.8221644726888 194.42973433865646 1.1741486936482213 0.88584881541546756 718.23761970796977 0.010461008528502964 174.50000000000003
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=8 20 5 4 10 29 23 19 9 -1 11 -4 15 14 22 -9 21 -15 -19 -5 -2 -13 27 -7 -11 -18 -12 28 -14 -3
right_child=1 2 3 7 -6 6 -8 12 -10 24 26 16 13 17 -16 -17 25 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.11900976197350593 -0.45620440195684564 -0.34094714796220937 -0.19733204948383251 -0.10714617017446493 0.31447996154427527 -0.18721397013767907 -0.20089828425509315 0.045218273259919117 0.35684816187894941 0.087505562396513095 -0.16816898534929944 -0.15884202137843453 0.074478366400138774 -0.092208048781523333 0.2573233832846637 -0.11863300100159951 -0.028622504145554874 0.23603802328929305 0.022778169800968549 0.005993057636437437 -0.28656524014743895 0.0062336846258506245 0.17836986020819781 -0.023900937672491313 0.28889796411945617 0.25180987885428802 0.046582940851266574 0.18088880441491567 -0.085442526497203741 -0.17002133095653485
leaf_weight=21 73 37 84 133 40 46 161 214 423 36 258 55 158 65 108 78 23 40 114 454 110 249 146 686 131 36 26 63 58 451
leaf_count=21 73 37 84 133 40 46 161 214 423 36 258 55 158 65 108 78 23 40 114 454 110 249 146 686 131 36 26 63 58 451
internal_value=0 -0.0477669 -0.0329417 0.00917105 -0.0583015 -0.106189 -0.0642245 0.0410664 0.310055 0.204769 -0.0786999 -0.0343472 0.0752001 0.103837 0.135161 0.00144978 0.00336836 0.0276014 0.0781703 -0.0196416 -0.354236 -0.023632 0.104117 -0.0341638 0.245484 0.142489 -0.148509 0.0652613 0.0315366 -0.182981
internal_weight=0 3966 3783 2402 771 1381 893 1631 611 188 731 447 1044 752 533 292 363 219 154 587 183 304 425 732 167 59 284 279 216 488
internal_count=4577 3966 3783 2402 771 1381 893 1631 611 188 731 447 1044 752 533 292 363 219 154 587 183 304 425 732 167 59 284 279 216 488
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=31
num_cat=0
split_feature=29 14 29 14 10 14 18 10 18 23 7 14 29 23 8 18 8 16 18 18 15 6 29 2 19 18 10 16 10 28
split_gain=5490.74 1737.58 974.911 449.995 478.772 439.797 343.402 286.365 255.262 257.818 237.156 145.897 134.821 122.569 120.873 111.412 191.759 110.407 95.3661 94.0028 92.9644 92.9355 106.224 91.3425 91.074 112.951 141.559 86.4048 116.996 115.263
threshold=20.500000000000004 0.83589758816033066 95.000000000000014 0.00073818223639720789 221.81233890064757 0.0047718917899896322 1.1988794193672889 175.4398106435107 1.1753765915111982 0.36844984264114083 1602.4818516398216 0.53277810826888772 125.00000000000001 0.38367873893547677 275.69187317319899 1.4702404048678828 286.59524088729597 191.50000000000003 1.4337582064713963 1.1475360538388051 1238.25 695.93508064516141 140.00000000000003 430.87699000953819 1.205670925898491 1.2273143905372887 148.84816497247508 425.05000000000007 163.26293404318253 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 5 4 -4 13 17 11 9 -1 -6 12 -8 -2 -7 18 -17 19 -14 -5 -18 -19 -23 -9 -15 -26 -27 29 -29 -16
right_child=1 -3 3 6 10 14 7 23 -10 -11 -12 -13 15 24 27 16 20 21 -20 -21 -22 22 -24 -25 25 26 -28 28 -30 -31
leaf_value=0.28920803115163979 -0.23768701212129734 -0.34222602998082707 -0.1330649595658781 -0.17081803313949528 -0.095468443228552746 -0.12823585659838641 0.19928566940581882 0.25876494308197223 0.30322724536561702 -0.081638991691776228 0.29531806226481094 0.2139990668939917 -0.018298491607238843 -0.088394253638329076 -0.25577514339238405 -0.017950880356753865 0.15969286140914149 0.016895245146687801 -0.182518685660325 0.023905075639486312 -0.071895767822861667 -0.18704012105310408 -0.015786730044267394 0.10635708668567848 -0.24285991909663851 -0.025974633041993683 -0.219807112303333 0.17811748424301976 -0.018678984685208313 -0.030607642053103557
leaf_weight=38 138 185 343 85 24 130 37 43 536 37 44 38 305 252 24 219 130 410 40 35 20 54 110 460 123 83 69 46 88 431
leaf_count=38 138 185 343 85 24 130 37 43 536 37 44 38 305 252 24 219 130 410 40 35 20 54 110 460 123 83 69 46 88 431
internal_value=0 -0.0429902 -0.0283489 0.0102356 -0.0850086 -0.0951749 0.0299463 0.0604225 0.279049 0.106257 0.157393 0.0228323 0.0131594 -0.15379 -0.0409618 0.00351418 0.0417098 -0.0267904 -0.0373385 -0.114024 0.128814 -0.00855341 -0.072175 0.119386 -0.131821 -0.171616 -0.113964 -0.0216992 0.048878 -0.0424846
internal_weight=0 3966 3781 2397 411 1384 1986 1292 611 75 68 789 751 665 719 714 369 694 345 120 150 574 164 503 527 275 152 589 134 455
internal_count=4577 3966 3781 2397 411 1384 1986 1292 611 75 68 789 751 665 719 714 369 694 345 120 150 574 164 503 527 275 152 589 134 455
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=29 14 29 13 18 14 12 10 27 25 16 28 18 14 14 23 12 16 1 17 18 4 20 27 20 5 12 10 14 16
split_gain=4447.5 1407.44 789.678 585.002 509.277 356.235 334.799 302.584 185.078 173.631 157.266 137.304 116.861 109.056 107.232 99.2809 140.131 96.9137 89.073 86.2605 86.2253 85.962 112.224 98.9047 84.9512 82.7445 88.2712 81.4046 79.2742 100.398
threshold=20.500000000000004 0.83589758816033066 95.000000000000014 65.966791162539494 1.20139665735957 0.0047718917899896322 2589.1523695211049 165.15066899360096 6.5000000000000009 0.80976677160173605 382.87500000000006 5.5000000000000009 1.4744315334268308 0.00019082945492295673 0.41264723378941109 0.38367873893547677 3624.2181274200825 165.50000000000003 231.43401344712649 0.94674562164750553 1.2657249671797024 328.03265233821452 1.5021571434375882 5.5000000000000009 3.8451729747259891 84.195771688865207 3624.2181274200825 179.00666666666669 0.00036133910656574344 122.10000000000001
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 5 13 14 15 20 11 -7 17 -10 25 -13 -4 21 -2 28 -9 -14 -19 27 -5 -23 -24 -15 -6 -27 -1 -17 -30
right_child=1 -3 3 4 7 8 -8 9 10 -11 -12 12 18 24 -16 16 -18 19 -20 -21 -22 22 23 -25 -26 26 -28 -29 29 -31
leaf_value=0.06294961990037512 -0.21391831186154617 -0.30800342592033181 -0.19308422690168733 -0.087271057786850847 -0.087325053762357982 -0.10268189268032046 -0.028534531788900499 0.28378955625718638 -0.028869199955116345 0.35979474445184073 0.11431857506668537 -0.065893938124883089 -0.066255760250677323 -0.047586446364875884 0.079355644592298921 -0.17833275511198576 0.042417385330309677 -0.03555563808075108 0.078042629463980231 0.11436648884013799 0.29498240116738927 -0.10605329511322539 -0.080272546079183049 0.044245655634082282 -0.20278917145693587 0.1201044328433863 -0.085875968505506939 0.24342116740091826 -0.30612467750906946 -0.07779181382100997
leaf_weight=31 138 185 105 281 26 268 40 31 353 30 98 196 58 220 78 225 49 42 163 445 411 106 86 247 42 218 23 129 21 232
leaf_count=31 138 185 105 281 26 268 40 31 353 30 98 196 58 220 78 225 49 42 163 445 411 106 86 247 42 218 23 129 21 232
internal_value=0 -0.0386912 -0.025514 0.00921205 0.0302174 -0.0856574 0.251144 0.0705285 -0.0368656 0.125896 0.00224477 0.0261697 -0.00968129 -0.106975 -0.0320173 -0.138411 -0.118639 0.11235 0.0401725 0.101437 0.270736 -0.0440827 -0.0164383 0.0120878 -0.0724663 0.0821617 0.100447 0.208455 -0.135149 -0.0967443
internal_weight=0 3966 3781 2397 2030 1384 611 1232 719 548 451 684 417 367 798 665 527 518 221 487 571 720 439 333 262 267 241 160 478 253
internal_count=4577 3966 3781 2397 2030 1384 611 1232 719 548 451 684 417 367 798 665 527 518 221 487 571 720 439 333 262 267 241 160 478 253
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=31
num_cat=0
split_feature=10 19 19 22 25 26 8 22 19 26 21 2 21 27 19 26 25 23 0 2 21 21 25 26 19 5 27 21 27 21
split_gain=1175.42 718.228 715.203 517.863 325.366 263.337 237.854 243.966 226.549 246.213 205.622 202.818 180.762 179.122 221.905 234.94 238.121 190.307 164.309 157.032 136.226 136.126 131.748 125.52 109.567 108.319 104.028 92.1042 90.3446 115.709
threshold=179.00666666666669 1.2202750375418852 0.58985676367071205 0.34572699567589393 -0.023560979678318154 1.0000000180025095e-35 1596.8658895839396 0.13012727679108435 0.85991557460453139 1.0000000180025095e-35 0.55588225235533162 621.7402307812257 0.65319804264985015 6.5000000000000009 1.2931669337295497 1.0000000180025095e-35 0.73152465277761614 0.651584291053804 250.17067330210776 210.54098603391841 0.25059492838084346 0.74096936497740751 0.035157841419579526 2.5000000000000004 1.5161000716254187 389.70521033525523 6.5000000000000009 0.30906083165038306 5.5000000000000009 1.1019415493906768
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=2 6 21 5 12 -3 8 -8 23 22 -11 -5 -4 14 -6 16 -16 19 -7 -15 -9 -1 -10 -2 -17 28 -12 -19 -14 -30
right_child=1 3 4 11 13 18 7 20 9 10 26 -13 25 17 15 24 -18 27 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.3084414614542671 -0.20540139306675306 0.25781772446098195 -0.26352372720837591 -0.10957499533891678 -0.1307150335506006 -0.13806324764762237 0.19100224526994158 -0.32476849857096873 0.062504118886114887 -0.060287965409162259 0.016362016434332289 0.21054426330327988 -0.080751004506434715 -0.16520482537881384 0.283165838975798 -0.017247316653578027 -0.061036482453346252 -0.019908601552296176 0.14133611252651579 0.012950337112065866 -0.07429756065340419 -0.058933463740955906 0.24530037460929674 0.030931691315613297 -0.18306073869077061 0.1466962353381164 0.10636178417102092 -0.11979935855502043 -0.00060841452316398484 0.10262213902906743
leaf_weight=115 55 265 20 95 470 23 33 24 69 186 251 25 70 53 44 103 37 145 248 744 228 27 92 38 65 85 263 254 267 183
leaf_count=115 55 265 20 95 470 23 33 24 69 186 251 25 70 53 44 103 37 145 248 744 228 27 92 38 65 85 263 254 267 183
internal_value=0 0.0602879 -0.0425972 0.144896 -0.0303872 0.186936 0.0154915 -0.0646709 0.0394394 0.0554551 0.0298092 -0.0428835 0.0322617 -0.050834 -0.0902789 -0.0139537 0.125938 -0.0271209 0.117623 0.00110313 -0.0981519 -0.261 0.166959 -0.108835 -0.0814013 0.0420397 0.0624125 -0.0834982 0.0249324 0.041372
internal_weight=0 1895 2682 656 2540 536 1239 285 954 861 700 120 625 1915 719 249 81 1196 271 797 252 142 161 93 168 605 514 399 520 450
internal_count=4577 1895 2682 656 2540 536 1239 285 954 861 700 120 625 1915 719 249 81 1196 271 797 252 142 161 93 168 605 514 399 520 450
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=31
num_cat=0
split_feature=14 13 26 18 12 11 14 21 27 27 12 21 3 6 8 9 0 2 3 2 1 8 1 12 27 27 18 12 6 14
split_gain=1239.97 981.746 1243.36 563.626 419.994 315.547 206.825 181.111 175.843 174.328 166.135 153.581 196.31 132.123 120.281 115.658 114.664 136.463 131.417 156.795 110.247 103.774 90.7075 116.777 89.298 77.4126 122.243 76.0898 75.3367 75.173
threshold=0.83589758816033066 77.999234393404024 1.0000000180025095e-35 1.2837877457294251 1900.7637966411019 311.65641571293997 0.00031161795181965666 0.54930214593777227 6.5000000000000009 5.5000000000000009 549.4317693207521 0.58771180155871483 1822.6419111518208 237.77273829735631 385.07568905479985 290.66700499027326 428.32896270396276 736.83302945832872 163.57985671413027 403.57848510385884 837.55764185430564 1596.8658895839396 637.02841411495012 2083.8624862225493 3.5000000000000004 7.5000000000000009 1.0776710686225186 1031.2988397886577 718.89434872149104 0.039155494855142879
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 4 9 14 10 -1 24 -9 21 13 12 22 -5 -3 16 18 -18 -12 29 28 -4 25 -24 -8 -11 -27 -21 -7 -20
right_child=-2 2 3 5 -6 20 7 8 -10 11 15 -13 -14 -15 -16 -17 17 -19 19 27 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.12473826771054197 -0.25360693269082019 0.068889709498563961 -0.025915767069695131 -0.28013907612301409 0.026123687444653893 0.13917810422778129 0.19223918758332731 -0.11198171232738191 -0.017744124826953509 -0.061899001559574313 -0.1742760174907744 0.028466618337043254 0.2314261088768641 0.046903232449576976 0.24339653823544016 0.20072243199792017 -0.2165764130602934 0.035932574862120106 0.02865809995148863 -0.091464404513438555 -0.021909717874867576 -0.13322722672354967 0.069703537016743575 -0.067419104518194217 0.0109772292329933 -0.4172122421860695 -0.1156549688519501 0.054085456860822535 0.2559011233314662 0.24897112182767717
leaf_weight=340 185 44 159 30 140 250 30 367 430 73 24 572 24 21 386 43 38 49 21 42 35 208 82 256 289 20 41 248 71 59
leaf_count=340 185 44 159 30 140 250 30 367 430 73 24 572 24 21 386 43 38 49 21 42 35 208 82 256 289 20 41 248 71 59
internal_value=0 0.0106824 0.0439768 0.0120357 0.176561 0.072631 -0.0564551 -0.035652 -0.0611383 -0.0272774 0.0268223 -0.00684569 -0.0475687 -0.145475 0.22554 0.0435917 0.0295446 -0.0743587 0.0524878 0.0671968 0.14662 -0.0867353 -0.0617549 -0.0341527 0.0280238 -0.131379 -0.214526 0.0330058 0.164995 0.191139
internal_weight=0 4392 2936 2366 570 931 1456 1116 797 1435 575 1068 496 51 430 524 481 87 394 370 356 367 472 338 319 134 61 290 321 80
internal_count=4577 4392 2936 2366 570 931 1456 1116 797 1435 575 1068 496 51 430 524 481 87 394 370 356 367 472 338 319 134 61 290 321 80
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=31
num_cat=0
split_feature=29 18 29 13 18 27 22 26 19 18 24 17 1 24 15 22 15 16 27 19 16 19 20 17 10 9 9 4 13 17
split_gain=2765.67 626.076 481.668 350.438 309.236 212.616 210.103 160.417 127.87 127.862 154.812 110.235 99.2951 98.3317 174.258 94.3517 81.2357 81.5875 79.6355 79.5522 77.5915 76.475 76.268 72.6019 71.4647 70.2034 135.21 69.112 66.693 66.1194
threshold=20.500000000000004 0.94221904173564919 95.000000000000014 65.966791162539494 1.1988794193672889 5.5000000000000009 -0.16392949419654931 1.0000000180025095e-35 1.3555191155115998 1.1626612312250642 0.41888188562323042 1.0953866877913006 1025.2537984243575 0.27469432030064994 2655.4499999999994 0.043359374732647109 3618.2999999999988 553.02500000000009 6.5000000000000009 1.2109933215748094 77.500000000000014 1.0491904791645392 2.2264540982268857 0.99785440332680098 185.37996031746033 224.12238253221204 247.53523589616864 284.53375149342895 213.0288887761885 0.87798655349685373
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 18 5 25 16 23 11 8 -8 10 -1 -6 20 15 -15 27 17 22 -2 21 -7 -14 -5 24 -3 -4 -27 -9 -29 -22
right_child=1 2 3 4 6 12 7 13 -10 -11 -12 -13 19 14 -16 -17 -18 -19 -20 -21 29 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.19620906081464556 -0.29213461467664537 -0.1467421689406648 -0.03350889635542708 0.012297107464199266 -0.16402588156717166 -0.18474136978901667 0.10548806541368493 -0.03321519140079017 0.28923500132264701 0.2134187307222348 -0.12401911751008952 0.008223579363804889 -0.17086488615052822 -0.029764070324241543 0.20058218820545917 0.17990524952025977 0.16623809096359074 -0.088932004966653697 -0.15741804258389908 -0.21033406831729398 -0.15390625208177988 0.0067813488683896141 -0.065201974646576372 -0.096214581641489813 -0.3238886159977743 -0.35098733053259229 -0.094197567508964949 0.10396559185906443 -0.012956592986981076 -0.010975055388906828
leaf_weight=36 73 122 155 375 42 29 117 62 56 549 26 322 39 208 39 85 21 195 110 54 34 64 192 338 28 23 189 261 60 673
leaf_count=36 73 122 155 375 42 29 117 62 56 549 26 322 39 208 39 85 21 195 110 54 34 64 192 338 28 23 189 261 60 673
internal_value=0 -0.0305108 -0.0217722 0.00528399 0.0215047 -0.0688315 0.0523324 0.07856 0.164967 0.198046 0.0619198 -0.0116514 -0.0398256 0.0576532 0.00660639 0.0845945 -0.0277881 -0.0331353 -0.211157 -0.112024 -0.0244246 -0.0604828 -0.013946 -0.12191 -0.17981 -0.0846592 -0.122057 0.063442 0.082111 -0.0178487
internal_weight=0 3966 3783 2402 2035 1381 1252 888 173 611 62 364 893 715 247 468 783 762 183 157 736 103 567 488 150 367 212 383 321 707
internal_count=4577 3966 3783 2402 2035 1381 1252 888 173 611 62 364 893 715 247 468 783 762 183 157 736 103 567 488 150 367 212 383 321 707
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=0
split_feature=29 14 29 13 14 26 27 19 21 10 10 24 8 5 27 4 4 29 24 0 4 19 14 20 24 15 15 8 21 29
split_gain=2240.19 637.549 402.814 294.263 192.111 176.39 187.187 143.377 110.794 142.815 117.178 101.203 127.869 101.152 100.838 98.0385 85.1009 83.288 81.1131 79.4054 86.8066 76.4881 162.867 75.1431 74.58 108.411 101.842 74.5491 73.7602 69.2983
threshold=20.500000000000004 0.83589758816033066 95.000000000000014 65.966791162539494 0.0047718917899896322 1.0000000180025095e-35 5.5000000000000009 1.3555191155115998 1.2249725261923952 164.74350570584951 628.57519087448543 0.50036783795705697 426.81235055430767 122.53404781088587 6.5000000000000009 343.0761080909989 113.83063823943422 125.00000000000001 0.47966160831383192 291.30407340158962 192.36906854130055 1.1934508196452438 0.018793897434764204 2.5508405361419468 0.81027576839596405 1462.699999999998 2083.9000000000001 464.53046943926603 0.69161957083661696 200.00000000000003
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=13 2 4 -4 18 7 -7 11 9 16 24 12 -5 -1 -6 -16 -8 -18 -2 20 -19 22 23 -15 25 -11 -27 -17 -29 -12
right_child=1 -3 3 5 14 6 8 -9 -10 10 29 -13 -14 21 15 27 17 19 -20 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.010989367741125602 -0.17182101618236631 -0.20871805578029742 -0.076193284367373576 -0.01053578258006576 -0.074296806906975474 -0.055488697971758899 -0.20527438023127617 0.22183017421227236 0.098531836513429893 0.085699769637583856 -0.16140726556380591 -0.11707231163978578 0.14231743180114806 0.11816532090306282 -0.037172182120180634 -0.060783953920361546 0.16927525590484341 -0.083949125851237719 -0.083235176705652975 -0.049303163736760913 0.072322979047180699 0.21046948748461705 0.19922299769161078 -0.11235785219938524 0.23047047958329872 -0.15047441940932049 0.050556627767426636 0.013646236736921297 0.15394959764600527 0.013549620890226523
leaf_weight=27 128 185 367 94 268 362 24 65 180 358 36 30 131 26 258 42 24 48 537 348 137 411 116 31 27 42 63 69 82 61
leaf_count=27 128 185 367 94 268 362 24 65 180 358 36 30 131 26 258 42 24 48 537 348 137 411 116 31 27 42 63 69 82 61
internal_value=0 -0.0274597 -0.018591 0.00621082 -0.0615461 0.0211085 0.00835688 0.08925 0.0255024 0.0142478 0.0490362 0.0554551 0.0784588 0.178241 -0.0257155 0.00315323 -0.0208998 -0.0129555 -0.100286 -0.021161 0.0317767 0.18699 0.131209 -0.00720693 0.068915 0.0594939 -0.0298558 0.0570597 0.0898375 -0.0513828
internal_weight=0 3966 3781 2397 1384 2030 1710 320 1348 1168 587 255 225 611 719 451 581 557 665 533 185 584 173 57 490 463 105 193 151 97
internal_count=4577 3966 3781 2397 1384 2030 1710 320 1348 1168 587 255 225 611 719 451 581 557 665 533 185 584 173 57 490 463 105 193 151 97
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=31
num_cat=0
split_feature=29 14 29 12 14 10 14 18 7 12 25 21 12 25 12 14 7 2 18 25 25 17 17 2 28 12 5 18 12 20
split_gain=1815.92 515.932 328.983 198.46 157.726 204.029 156.313 151.855 98.9708 81.3153 116.08 95.5459 75.9399 75.7137 108.014 71.8778 72.6756 113.962 84.5874 79.0905 66.0736 57.5414 91.6879 71.7339 60.1378 57.4239 57.1165 56.0473 55.4244 55.2116
threshold=35.000000000000007 0.83589758816033066 95.000000000000014 2907.3946851327805 0.00073818223639720789 221.81233890064757 0.0047718917899896322 1.1204696396714997 1602.4818516398216 1437.9451219512198 0.46046065722794255 1.1141782279371111 1070.0028924490637 0.3705026707180637 3624.2181274200825 0.52382556453940687 384.72462121971097 403.57848510385884 1.5235164202328273 -0.03181069284070847 -0.045491058570772083 1.2115717006322095 1.2757399011184412 267.46352687859212 11.500000000000002 2756.2931117557405 122.53404781088587 1.2925880349612322 3729.7198921219974 2.5159085985369751
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 26 5 29 13 12 -7 10 20 -11 -6 -2 -15 16 19 -18 -19 25 -8 23 -23 -21 -25 -9 -1 -28 -24 -4
right_child=1 -3 4 -5 7 8 9 15 -10 11 -12 -13 -14 14 -16 -17 17 18 -20 21 -22 22 28 24 -26 -27 27 -29 -30 -31
leaf_value=0.023577002525329592 -0.17282398351623368 -0.18784625028662788 -0.032672014320954026 -0.12186095529856783 -0.19863372018560768 -0.055908007329950729 0.044346554311258453 0.016539811630325061 0.19654235088012437 -0.012447510308916927 0.050074658411390638 0.13728477061958985 -0.031108366083197694 -0.090952553340827524 0.057735502547412013 0.11922167305878939 0.24056629849244554 0.027692232360329756 0.14165153244264528 0.022873792322579682 -0.11998109182573319 0.1696180997150285 -0.0079896737664175051 -0.20479646682300989 -0.022397173994353842 0.11170254332691798 0.13613786023548421 0.20171204733551376 -0.18049292594194413 -0.11468968392138319
leaf_weight=25 96 185 136 24 30 24 28 292 44 380 68 48 276 513 54 84 29 683 72 41 194 28 271 51 28 81 204 361 20 207
leaf_count=25 96 185 136 24 30 24 28 292 44 380 68 48 276 513 54 84 29 683 72 41 194 28 271 51 28 81 204 361 20 207
internal_value=0 -0.0247931 -0.0168087 0.160024 0.00558974 -0.0507983 -0.0556857 0.0172592 0.107442 -0.0233565 -0.0642398 0.0043449 -0.0475324 -0.0906969 -0.0767918 0.0290605 0.0243152 0.0460321 0.0385599 0.00334712 -0.0992551 -0.0254207 -0.00321553 -0.0844493 -0.140149 0.0372052 0.171491 0.178036 -0.0198456 -0.0821696
internal_weight=0 3963 3778 614 2397 411 1381 1986 68 718 290 428 306 663 567 1680 1596 784 755 812 222 439 319 120 79 373 590 565 291 343
internal_count=4577 3963 3778 614 2397 411 1381 1986 68 718 290 428 306 663 567 1680 1596 784 755 812 222 439 319 120 79 373 590 565 291 343
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=0
split_feature=29 14 29 4 14 14 11 3 22 22 26 22 18 21 4 3 3 16 14 9 0 8 6 8 22 0 6 21 17 9
split_gain=1470.9 417.905 266.476 153.569 126.614 104.966 96.596 95.2523 112.339 90.8856 88.9901 101.02 87.0363 107.57 85.1293 79.4509 72.6481 117.559 75.4183 77.5515 64.0046 63.61 62.1933 61.99 60.9659 69.4 71.1694 60.7739 65.0064 56.9633
threshold=35.000000000000007 0.83589758816033066 95.000000000000014 284.53375149342895 0.0047718917899896322 0.42642925737271337 38.244834457306958 824.54192173985018 -0.098124617292340302 0.20923787206816083 2.5000000000000004 0.010269226079465668 1.2925880349612322 0.25059492838084346 772.05563210693742 280.87326720595769 160.98315810740047 77.500000000000014 0.044523287745770447 240.80443829410339 283.03775807418839 275.69187317319899 658.97670130399354 1325.1258962011773 -0.23770278178879795 607.58058608058616 450.59492133711177 1.1722501045093694 1.7338118499562658 230.27613257676748
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=12 2 4 5 23 6 -4 14 -9 10 22 -12 13 -1 15 -5 -8 -18 -19 20 -20 -6 -10 -2 -17 26 -26 28 -23 -25
right_child=1 -3 3 7 21 -7 16 8 9 -11 11 -13 -14 -15 -16 24 17 18 19 -21 -22 27 -24 29 25 -27 -28 -29 -30 -31
leaf_value=-0.1146679267625917 -0.21314665540395417 -0.16906162782496698 0.15523315202444793 0.11416221196716653 -0.084322807777386447 0.097850325215479428 -0.15305054777267973 -0.17610979788960557 0.036975220717489723 -0.043513806929363859 -0.1072056993589563 0.064822649031325619 0.17336312446753002 0.11774963401989745 0.12054653500409229 -0.04042535297838705 0.13671151621060237 -0.076223958833143118 0.02879310499474004 0.18529092200100422 -0.086135451720897538 -0.009141935286368065 0.19470067623257636 -0.038431166177759914 0.021151620775082234 -0.079988166328089749 0.094547035651791872 0.10742927795752538 -0.18857444084825969 -0.099613514343167425
leaf_weight=22 34 185 24 100 130 58 61 39 50 237 59 81 382 210 115 140 36 380 111 20 86 524 50 258 521 52 177 43 21 371
leaf_count=22 34 185 24 100 130 58 61 39 50 237 59 81 382 210 115 140 36 380 111 20 86 524 50 258 521 52 177 43 21 371
internal_value=0 -0.0223138 -0.0151279 0.00503076 -0.0501172 -0.0315521 -0.0420053 0.0225436 -0.0129298 0.000411994 0.0437887 -0.00767501 0.144022 0.09571 0.0391086 0.0296486 -0.0488262 -0.0387824 -0.049365 -0.00233086 -0.0213788 -0.0210208 0.115838 -0.0816272 0.0201527 0.0314606 0.0397634 -0.00702547 -0.0160558 -0.0745181
internal_weight=0 3963 3778 2397 1381 776 718 1621 516 477 240 140 614 232 1105 990 694 633 597 217 197 718 100 663 890 750 698 588 545 629
internal_count=4577 3963 3778 2397 1381 776 718 1621 516 477 240 140 614 232 1105 990 694 633 597 217 197 718 100 663 890 750 698 588 545 629
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=31
num_cat=0
split_feature=29 27 19 16 12 4 22 25 29 26 0 15 6 15 2 4 14 2 9 12 26 6 22 4 7 15 4 6 6 9
split_gain=1192.17 353.597 232.012 166.636 153.676 145.404 92.0819 74.6595 68.9162 84.3359 67.3231 78.9408 79.7682 73.8576 69.551 65.0772 82.3715 60.2624 66.1503 59.024 106.233 72.4723 58.5217 72.5572 55.2967 55.8742 52.9209 51.9013 50.4006 49.5962
threshold=20.500000000000004 5.5000000000000009 0.87660099600998587 110.47500000000001 2907.3946851327805 284.53375149342895 0.3176112278958062 0.89608353227194437 65.000000000000014 6.5000000000000009 428.32896270396276 1295.9500000000003 450.59492133711177 873.34999999999866 1571.1375502776202 113.83063823943422 0.00041156494301929596 563.62396642205442 157.23859548963921 525.45681279525195 1.0000000180025095e-35 196.14941229451026 0.11275346723000972 361.67368421052635 2145.0383026938275 2822.1999999999998 454.68893416313375 254.10397094143312 311.41492450638799 298.32947308954436
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=4 2 -2 -4 26 7 10 15 9 -5 11 12 13 -7 17 -3 -17 -12 -19 27 21 -21 23 -15 25 -20 -1 -10 -18 -13
right_child=1 5 3 8 -6 6 -8 -9 19 -11 14 29 -14 22 -16 16 28 18 24 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.10967841743621298 -0.20677776721502661 -0.12544136412514303 0.17513719066496819 -0.082626790192053226 -0.11799812784884126 0.06163525701153616 -0.058267777204323724 0.1135324928252136 -0.15377613208478405 -0.25512639437403001 -0.084761393895862611 0.018921699362068341 0.14437410849456986 -0.20390982662460636 0.17239231908073027 -0.087533554481101172 -0.0090032698858872277 0.10539039607210726 0.00043634538420319902 -0.043742609360525687 -0.050526121228515519 0.15407809323590738 0.084561539692522003 -0.0061587310497733683 -0.091773367889958324 0.11791582654208639 0.16973706558596768 0.0034335479672466009 -0.16278010750274091 -0.12691393087689692
leaf_weight=289 109 77 31 149 24 439 157 34 84 35 77 58 90 28 24 193 683 64 692 31 584 46 33 55 61 43 298 28 22 39
leaf_count=289 109 77 31 149 24 439 157 34 84 35 77 58 90 28 24 193 683 64 692 31 584 46 33 55 61 43 298 28 22 39
internal_value=0 -0.020032 -0.06832 -0.0530448 0.130027 -0.00156838 0.0150127 -0.032134 -0.0604363 -0.115439 0.0217684 0.0443958 0.0570448 0.0428832 0.00429753 -0.0372137 -0.0296485 -7.98919e-06 0.0075804 -0.0473438 -0.0359693 0.074436 -0.0280834 -0.0728699 -0.000283723 0.00730929 0.140168 -0.114474 -0.013802 -0.0397132
internal_weight=0 3966 1097 988 611 2869 1860 1009 957 184 1703 742 645 555 961 975 898 937 860 773 661 77 116 83 796 735 587 112 705 97
internal_count=4577 3966 1097 988 611 2869 1860 1009 957 184 1703 742 645 555 961 975 898 937 860 773 661 77 116 83 796 735 587 112 705 97
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=31
num_cat=0
split_feature=29 27 19 16 18 13 3 2 2 18 21 28 9 13 16 29 6 23 6 3 21 2 29 9 9 27 21 9 3 2
split_gain=965.66 286.414 187.93 134.975 126.828 158.888 91.2112 97.5717 70.9419 64.3031 85.4749 62.3465 58.4342 56.5622 63.8568 56.4784 55.9402 54.806 64.8414 84.4971 71.3568 75.5388 75.3811 76.7557 53.4043 52.8072 49.9098 45.7585 40.811 51.5663
threshold=20.500000000000004 5.5000000000000009 0.87660099600998587 110.47500000000001 1.2273143905372887 71.999097971137971 163.57985671413027 344.60158417972997 251.09626801629753 1.2925880349612322 0.23131113991956784 3.5000000000000004 159.79559097249521 65.966791162539494 752.60000000000014 65.000000000000014 181.27976190476193 0.7090193559251583 384.17028985507255 628.34064266641599 1.2463548447582666 509.26333620361368 65.000000000000014 124.06962387122768 424.66596926048129 6.5000000000000009 0.71488120953189638 232.40083029738204 981.68178722932828 824.44256574621966
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 -2 -4 8 25 -7 -8 11 10 -1 -3 16 -5 15 -15 -10 18 20 -20 21 -9 -23 -24 26 -6 -12 -21 29 -27
right_child=1 4 3 13 5 6 7 17 12 -11 24 -13 -14 14 -16 -17 -18 -19 19 27 -22 22 23 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.11694313415459223 -0.18609999198842486 -0.2161485315903145 0.15762347021410544 -0.10670091126881101 -0.17745823764606664 -0.093947015054679173 0.16189205860854061 0.040762588759338497 -0.039134668113953476 0.14231821642012188 0.084988661122919307 -0.043890162543817002 -0.027837472118747732 -0.094448268652476117 -0.21106513374569744 -0.025122923079517578 0.060547809419365023 0.15949331025153191 0.10735122010116822 -0.08104879978811369 0.075542954202260704 -0.17624024722056511 0.15682354083373434 -0.04681975662541122 0.14754234661906959 -0.023444284617597049 -0.071530781134411137 0.041150447288314809 0.067116712600640629 -0.17771325202091881
leaf_weight=21 109 34 31 170 23 48 69 157 86 380 83 55 1035 145 22 620 163 36 209 40 124 39 21 156 100 374 27 131 46 23
leaf_count=21 109 34 31 170 23 48 69 157 86 380 83 55 1035 145 22 620 163 36 209 40 124 39 21 156 100 374 27 131 46 23
internal_value=0 -0.0180288 -0.061488 -0.0477404 -0.00141154 0.0187309 0.0406516 0.0472307 -0.0233584 0.117025 0.0754163 -0.109697 -0.0173739 -0.0543927 -0.0430936 -0.038263 0.0261193 0.0385652 0.0336012 0.0646978 0.00982514 -0.0120221 -0.0503887 -0.0226587 0.0946522 -0.0297205 0.0465703 0.0125658 -0.0220501 -0.0323818
internal_weight=0 3966 1097 988 2869 1496 1030 982 1373 611 231 89 1284 957 787 765 249 913 877 380 497 373 216 177 210 466 110 171 443 397
internal_count=4577 3966 1097 988 2869 1496 1030 982 1373 611 231 89 1284 957 787 765 249 913 877 380 497 373 216 177 210 466 110 171 443 397
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=31
num_cat=0
split_feature=14 13 18 10 23 15 27 14 27 13 24 23 10 18 15 2 6 23 1 18 14 27 13 3 20 5 9 10 6 19
split_gain=322.32 291.508 314.382 148.006 115.966 82.4216 69.8678 87.2214 83.7444 109.36 69.4165 109.479 67.7269 66.3504 97.7626 96.7288 80.9244 125.151 73.3205 69.0078 58.0045 56.5168 66.8043 53.031 68.3316 78.6481 105.533 65.2532 59.6909 52.205
threshold=0.83589758816033066 83.157214387676262 1.2063732632746269 300.70093595563736 0.263521095737968 3477.1000000000004 6.5000000000000009 0.00031161795181965666 3.5000000000000004 65.993560928057846 0.016267344950825074 0.018436893053139423 273.57508582945712 1.3242758073787555 2083.9000000000001 583.26129949120593 134.47799736561589 0.16459865814646504 664.7361766313162 1.5105821628281488 0.025731562927753363 4.5000000000000009 127.43118328412449 1039.7089402780487 1.4885375380018897 469.77330969069686 232.40083029738204 156.39402088987583 319.10565723450571 1.1960368994588395
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 4 13 10 -6 8 29 9 -1 11 -3 -9 14 15 -4 21 19 -19 20 -18 -15 -23 24 -10 26 -26 -25 -28 -8
right_child=-2 2 3 -5 5 -7 7 12 23 -11 -12 -13 -14 16 -16 -17 17 18 -20 -21 -22 22 -24 27 25 -27 28 -29 -30 -31
leaf_value=-0.089538228303065598 -0.12930005279812504 0.00031697636639530012 0.032340124169491349 0.10972710371221582 -0.057576244657516568 0.13204248193651438 0.0098400932795826412 -0.0039997221244481062 -0.28654681756382899 0.032509311872534453 0.054804710288469505 -0.23691620457740059 0.094301139704214457 -0.16328642186911213 0.10281680847353797 -0.071524856815158702 -0.094235577659551484 0.17569071559333488 0.00020347400086707086 0.086548325732383913 0.030847258077671261 -0.097320158588034777 0.077622431905233658 -0.10915257566631205 -0.058325747555037111 0.028210203200578689 -0.37033515214920043 0.0098949116818784263 -0.16198065267367798 -0.098742601502649241
leaf_weight=116 185 264 191 365 511 24 63 691 21 200 253 21 78 23 85 169 43 133 29 222 269 35 58 82 88 40 20 105 44 149
leaf_count=116 185 264 191 365 511 24 63 691 21 200 253 21 78 23 85 169 43 133 29 222 269 35 58 82 88 40 20 105 44 149
internal_value=0 0.00544638 0.0258899 0.0536693 -0.0161029 -0.04907 -0.0270199 -0.00968506 -0.0507705 -0.0122929 0.0166804 -0.0171634 0.00597098 0.0373916 0.00635661 -0.0164187 0.0543997 0.0672878 0.144276 0.0439317 0.0136083 -0.0229284 0.0117838 -0.0811678 -0.115284 -0.0965527 -0.129385 -0.0423077 -0.227091 -0.0664751
internal_weight=0 4392 2695 1622 1073 535 1697 981 716 316 538 285 769 1257 445 360 812 696 162 534 312 116 93 400 213 192 152 187 64 212
internal_count=4577 4392 2695 1622 1073 535 1697 981 716 316 538 285 769 1257 445 360 812 696 162 534 312 116 93 400 213 192 152 187 64 212
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=31
num_cat=0
split_feature=29 12 29 7 12 19 15 12 0 10 9 22 22 6 2 1 0 15 22 22 12 8 19 4 19 6 19 22 10 12
split_gain=698.968 166.406 121.847 98.3389 91.4072 84.5933 105.18 90.3048 90.2872 78.0246 74.3749 70.4213 121.926 60.5306 59.6846 58.4826 57.6189 79.6427 54.038 89.8897 46.2305 56.5353 44.316 43.2318 42.9143 41.265 40.7551 48.1233 40.5239 66.1552
threshold=50.000000000000007 609.62187682968681 95.000000000000014 330.02266574083779 2271.3686774829662 0.81893452821800194 1351.0000000000002 1052.2202393654859 568.85036496350369 183.48508589609557 172.61379036908883 0.44244953409969984 0.12849627937527233 138.85527455017433 1234.6471338931335 215.2751421814786 294.35013340704779 525.50000000000011 -0.04720731745597926 0.21079176739346847 2756.2931117557405 214.79172813147002 0.95776022915682124 793.27314124821157 1.1309035715306506 217.96247531270575 1.0950927202407448 0.12660667915167342 133.3245569080253 2793.1414382653393
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=4 3 14 -2 13 15 11 9 23 -8 -5 12 16 -1 28 -4 25 -18 24 26 -17 -22 -14 -9 -10 -7 -20 -28 -3 -30
right_child=1 2 5 10 -6 6 7 8 18 -11 -12 -13 22 -15 -16 20 17 -19 19 -21 21 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.065239780545234688 -0.11880908526496536 -0.003947474560854934 -0.203609116114676 0.14674082750623876 -0.011118732551733653 0.033361643823247342 -0.0070098759742771707 -0.056449392441547765 -0.0027233467860655353 0.1947421979573038 -0.045203131350631615 -0.11777156318227451 -0.011862121841737204 0.11164856503659296 -0.082177690085271426 -0.049082080985752313 -0.16680794424563647 0.01515170694985969 -0.0092117545042871216 -0.032777597869191669 -0.11510570201845396 0.069744723591093835 0.14513521718978881 -0.17567766660026141 -0.20024042027917777 0.11355050558058342 0.17550197445920535 0.047735666101043295 -0.06563050696393144 0.029635154463998649
leaf_weight=20 228 482 20 22 75 176 41 232 22 36 245 30 21 591 218 277 25 636 49 183 21 78 125 35 22 101 49 74 351 92
leaf_count=20 228 482 20 22 75 176 41 232 22 36 245 30 21 591 218 277 25 636 49 183 21 78 125 35 22 101 49 74 351 92
internal_value=0 -0.0164085 -0.00851315 -0.0705756 0.0930694 0.00497853 0.0139266 -0.0152147 -0.0270688 0.0873158 -0.0293875 0.0333628 0.0375455 0.105858 -0.035107 -0.0369824 0.024314 0.00826972 0.00305052 0.0160066 -0.0281193 0.030534 0.122553 -0.0720786 -0.101482 0.0626002 0.0679108 0.0986344 -0.0240136 -0.0458462
internal_weight=0 3891 3396 495 686 2253 1857 743 666 77 267 1114 1084 611 1143 396 938 661 399 355 376 99 146 267 44 277 172 123 925 443
internal_count=4577 3891 3396 495 686 2253 1857 743 666 77 267 1114 1084 611 1143 396 938 661 399 355 376 99 146 267 44 277 172 123 925 443
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=31
num_cat=0
split_feature=14 13 26 18 22 17 22 19 28 14 19 22 9 10 9 14 22 20 26 14 10 8 13 25 9 18 22 22 10 17
split_gain=226.831 203.093 230.293 145.725 100.197 114.107 84.4113 84.286 93.8203 63.4412 63.1265 59.739 69.6013 54.4573 98.483 87.2359 68.7153 65.1549 106.222 62.9773 61.6944 58.9536 55.942 67.4148 57.6739 50.1486 49.5752 48.1405 47.0122 43.4571
threshold=0.83589758816033066 83.157214387676262 1.0000000180025095e-35 1.2837877457294251 0.13012727679108435 1.0232617783047433 -0.098124617292340302 0.82886398150994456 5.5000000000000009 0.4509506920841338 0.93489757274680918 -0.28970780316856498 108.53161924053698 227.02610705802513 230.27613257676748 0.10315844347528216 0.068702596638926097 1.4885375380018897 2.5000000000000004 0.038080141361527015 201.71735500551731 890.8924857908645 75.977244527910912 -0.049526965474277172 89.563497960187021 1.1475360538388051 0.036867920649625179 0.1625020130118989 120.75718560662038 1.6013746231738282
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 6 4 5 -4 -3 28 29 13 -10 -7 -13 14 15 19 20 18 -15 26 -16 -18 23 -17 -24 27 -1 -8 -5 -9
right_child=-2 2 3 7 -6 11 25 8 10 -11 -12 12 -14 17 16 22 21 -19 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.13643415639935821 -0.10846909090524187 -0.0040998709197807058 0.15720164282840915 -0.0065268730562998041 -0.041622492868905306 -0.16831978708505632 0.11137108568412563 0.078144387799527565 0.12579471631790512 0.080252622358565187 0.0060226084466526233 0.14637606097933126 -0.00077913537966784374 0.075395622281801133 -0.275576889296544 0.04488769732541531 0.095188897723952934 0.034256467468313075 -0.22447724224378668 0.082943106408230965 -0.05350297472693704 -0.065894525003086055 -0.27805467489219848 -0.066461463260986828 -0.058825073178325388 0.11414915090553686 0.0036466114752056224 -0.083278222878774011 -0.16317327860929073 0.18825384616942667
leaf_weight=27 185 93 51 82 641 20 24 285 50 58 367 34 588 21 29 74 24 242 27 100 22 426 21 205 28 367 393 27 25 41
leaf_count=27 185 93 51 82 641 20 24 285 50 58 367 34 588 21 29 74 24 242 27 100 22 426 21 205 28 367 393 27 25 41
internal_value=0 0.00456894 0.0216328 0.00749294 -0.0131263 0.0132317 0.0820662 0.039853 0.0518029 -0.0225301 0.0203838 0.0017948 0.00726472 -0.0261674 -0.0346188 -0.0138508 -0.0697711 0.0131465 -0.0932829 0.0116225 -0.17978 -0.0573034 -0.0542352 -0.036928 -0.152781 0.101237 -0.00535858 0.00832145 -0.0431265 0.0919925
internal_weight=0 4392 2695 2184 1334 693 511 850 743 1697 417 642 622 1639 1349 848 501 290 48 520 51 450 328 279 49 418 420 51 107 326
internal_count=4577 4392 2695 2184 1334 693 511 850 743 1697 417 642 622 1639 1349 848 501 290 48 520 51 450 328 279 49 418 420 51 107 326
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=31
num_cat=0
split_feature=29 27 19 4 10 1 26 26 29 6 28 19 6 10 23 14 6 29 6 0 23 20 0 27 14 6 4 4 29 11
split_gain=495.345 158.961 98.5889 80.0755 79.3066 68.4848 82.9655 64.9032 93.0756 63.8388 61.7092 51.365 56.0958 50.2074 59.9709 47.2564 44.2996 41.8377 57.7565 72.2532 50.5221 44.8666 54.4517 51.2511 44.4009 43.8056 42.6818 41.8115 39.9163 39.4029
threshold=50.000000000000007 5.5000000000000009 0.87660099600998587 268.02588652482274 217.93400803419701 330.08049525619646 7.5000000000000009 1.0000000180025095e-35 105.00000000000001 138.85527455017433 1.5000000000000002 1.5431981551265099 391.85051819800748 204.3062395502082 0.79182356538590903 0.028891179314710653 215.73809279950459 75.500000000000014 710.10413758895572 308.56404174573061 -0.042768037459426166 1.4885375380018897 853.3401704311176 8.5000000000000018 0.42642925737271337 853.61777542067409 388.54350501507605 265.81109822687205 200.00000000000003 155.52736551336676
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 -2 4 27 6 15 8 -4 -1 -9 12 13 14 -12 -5 29 18 19 -7 -20 23 24 -19 -23 -22 -21 -3 -18 -10
right_child=1 3 7 5 -6 17 -8 10 16 -11 11 -13 -14 -15 -16 -17 28 21 20 26 25 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.072360936628171696 -0.13645421320213638 -0.028415156756706823 -0.1292943747714162 -0.041893555938464694 0.11942435064249568 -0.15423428413682971 0.18963719800114631 -0.12446623385607541 0.071167949773371222 0.084523487320220692 -0.00016480784948545561 -0.1244305563429671 -0.058512872506833971 0.090353994553580008 -0.13616962391077667 0.06039442125836323 0.2210837701956431 -0.013287287691951193 0.0269332653419538 -0.036040857112543151 -0.26237204589627011 0.0039066723150539464 0.088178328475327181 -0.16559570145606994 0.069553032880410176 -0.084183941436679788 0.051251513730416934 -0.16509533009451371 0.043839266306410239 -0.099514341851075494
leaf_weight=27 109 832 30 61 36 29 40 91 38 659 262 62 337 51 37 174 27 190 22 99 22 863 103 25 117 37 129 23 24 21
leaf_count=27 109 832 30 61 36 29 40 91 38 659 262 62 337 51 37 174 27 190 22 99 22 863 103 25 117 37 129 23 24 21
internal_value=0 -0.0138132 -0.0462348 -0.00121253 -0.0259701 0.0103306 0.056504 -0.0362002 0.0268368 0.0783487 -0.0467064 -0.0372589 -0.0293919 -0.00135258 -0.0169948 0.0338431 0.069418 0.00256919 -0.0287688 -0.00556184 -0.102401 0.0107296 0.0190134 -0.0309976 0.011744 -0.150627 0.0133482 -0.0320919 0.137675 0.0104166
internal_weight=0 3891 1089 2802 891 1911 275 980 140 686 840 749 687 350 299 235 110 1636 338 257 81 1298 1083 215 980 59 228 855 51 59
internal_count=4577 3891 1089 2802 891 1911 275 980 140 686 840 749 687 350 299 235 110 1636 338 257 81 1298 1083 215 980 59 228 855 51 59
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=31
num_cat=0
split_feature=3 13 19 26 25 27 21 20 27 23 9 13 27 19 19 26 17 26 27 19 21 2 11 23 19 11 3 2 9 9
split_gain=120.455 131.381 162.235 128.359 104.347 87.62 78.6813 75.1214 59.0301 68.8363 60.6527 53.8659 60.1073 69.4945 69.2908 59.0591 51.6474 58.3569 48.3212 41.2002 40.6516 38.9475 63.9036 37.7638 95.5247 46.0964 68.3354 43.8586 37.6639 49.1967
threshold=163.57985671413027 71.926511870015446 1.2535174790413872 1.0000000180025095e-35 0.26837030514499877 9.5000000000000018 0.45958642320209947 1.5141188900071467 3.5000000000000004 0.37424344167304696 267.45940517262198 190.68010139440227 6.5000000000000009 0.85991557460453139 0.79942564897077306 4.5000000000000009 2.1493121619634352 15.500000000000002 9.5000000000000018 0.91234933580195066 0.86380232051892303 632.08821964141737 197.2249623662087 0.20373672319067429 1.3695221334201422 284.79852627120391 508.11726915909816 854.27117186194425 680.68150840936244 230.27613257676748
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=19 28 4 -4 7 -6 -5 20 9 -8 -11 12 13 -9 16 -16 17 -14 -17 -1 -3 22 -13 25 -25 26 -10 -27 29 -2
right_child=1 2 3 6 5 -7 8 11 23 10 -12 21 14 -15 15 18 -18 -19 -20 -21 -22 -23 -24 24 -26 27 -28 -29 -30 -31
leaf_value=-0.099214836636225989 -0.009625502163797834 -0.050317601100075993 0.10276994437667404 0.1015408083247511 -0.020551299329060416 -0.17406817370882402 0.043627112207783238 -0.15490624457597735 0.0012205641152280751 -0.045811988437842385 -0.2418354813354435 0.099923659171909096 0.05205466926338212 0.01705487313542553 0.02735684302231425 0.10865110539184811 -0.15260292508062864 -0.13250946516082401 -0.033386246945995554 -0.010674318137189633 0.013441013120011322 0.026474550678055195 -0.098311131400318455 -0.011851518118686705 0.15146309236685437 0.11640785545110705 -0.23303450245410204 -0.036875219030771407 0.10539354107209616 -0.053666384071111684
leaf_weight=157 551 225 314 95 796 39 37 25 33 38 27 20 93 392 189 304 21 21 26 79 180 96 87 83 63 35 20 40 21 470
leaf_count=157 551 225 314 95 796 39 37 25 33 38 27 20 93 392 189 304 21 21 26 79 180 96 87 83 63 35 20 40 21 470
internal_value=0 0.00378254 0.0135597 0.0532449 0.00116798 -0.0277215 0.0202283 0.0155353 -0.000316109 -0.065257 -0.127237 0.0274614 0.0364136 0.00674545 0.0553304 0.0719313 -0.00849093 0.018056 0.0974603 -0.0695763 -0.0219804 -0.0197687 -0.0612579 0.023859 0.0586199 -0.0157902 -0.0871776 0.0346569 -0.0271723 -0.029899
internal_weight=0 4341 3299 785 2514 835 471 1679 376 102 65 1274 1071 417 654 519 135 114 330 236 405 203 107 274 146 128 53 75 1042 1021
internal_count=4577 4341 3299 785 2514 835 471 1679 376 102 65 1274 1071 417 654 519 135 114 330 236 405 203 107 274 146 128 53 75 1042 1021
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=31
num_cat=0
split_feature=29 27 19 16 20 12 18 16 20 5 14 29 29 5 15 11 16 16 14 27 19 11 15 14 28 12 12 9 14 19
split_gain=354.101 116.806 68.9308 87.462 65.3113 62.8777 63.004 57.039 55.8132 54.0238 50.8121 53.859 70.666 53.9229 87.3475 62.6415 45.5222 44.2456 41.5073 41.272 41.2272 49.08 65.1285 46.4984 73.7213 40.3959 38.0938 37.47 62.817 33.4525
threshold=50.000000000000007 5.5000000000000009 0.87660099600998587 102.50000000000001 3.8451729747259891 2012.1918012563785 1.2204756038644013 172.02500000000003 2.4548712739781968 122.53404781088587 0.83589758816033066 95.000000000000014 125.00000000000001 667.20585125319747 1610.1499999999999 342.03618834620249 752.60000000000014 553.02500000000009 0.577156644019165 6.5000000000000009 0.91234933580195066 162.04518072289162 1334.2 0.43878643664485434 15.500000000000002 336.75214583633777 819.21679398744175 230.27613257676748 0.00023795643021131918 0.60325529293572333
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 -4 16 9 8 20 -7 -1 11 13 -13 15 -15 27 25 -16 29 -17 23 -22 -23 24 -3 -5 -24 -9 -29 -14
right_child=1 7 3 4 -6 6 -8 10 -10 -11 -12 12 18 14 17 19 -18 -19 -20 -21 21 22 26 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.065160858333110805 -0.11490949047814816 -0.19914580848813057 0.17589415550231935 -0.15581653720388811 -0.19828117322176697 0.014865045143025264 0.061001212068163516 -0.0014826218701071211 -0.21568947576341177 0.085074937721015056 -0.073126302805693849 0.12577501895474427 0.14003246322274207 0.0016329998287427075 -0.30075608968734741 -0.028795439860335104 -0.17336211219768635 -0.095245847105979928 0.11608072173519013 0.12008242653061947 -0.043125045295095164 0.090197927327944516 -0.16124505057930949 0.016155837451418239 0.02052197069014338 -0.024342084770264848 0.010051614967351026 0.018102006581970132 -0.1261366250950636 0.0098250445168116055
leaf_weight=25 109 50 20 24 24 21 57 342 21 562 79 59 20 51 20 27 22 22 39 60 252 79 20 30 22 890 37 52 72 1469
leaf_count=25 109 50 20 24 24 21 57 342 21 562 79 59 20 51 20 27 22 22 39 60 252 79 20 30 22 890 37 52 72 1469
internal_value=0 -0.011679 -0.0394711 -0.0310805 -0.0353925 0.0662432 -0.00747721 -0.000877527 -0.100412 0.0786765 0.00569082 0.00847924 0.0183878 -0.0158628 -0.0863145 -0.00401468 -0.0312158 -0.193108 0.0142414 0.073879 -0.0318694 -0.0169971 0.0314165 -0.0884425 -0.132025 -0.0277944 -0.0500525 -0.0185571 -0.0656495 0.011574
internal_weight=0 3891 1089 980 960 686 99 2802 42 587 2312 2233 1587 646 93 553 936 42 1528 87 490 388 136 102 72 914 57 466 124 1489
internal_count=4577 3891 1089 980 960 686 99 2802 42 587 2312 2233 1587 646 93 553 936 42 1528 87 490 388 136 102 72 914 57 466 124 1489
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=31
num_cat=0
split_feature=10 19 15 1 12 12 24 21 17 16 5 5 13 28 10 2 21 6 25 2 11 6 10 17 2 13 24 19 10 9
split_gain=114.834 124.689 89.3796 98.4817 85.859 68.5936 66.2485 60.767 58.2986 56.9221 56.2362 82.6039 78.6324 66.72 63.6987 57.1862 52.8146 51.55 50.7934 106.492 65.1246 47.2004 44.6467 54.6658 40.5338 38.7466 38.5704 37.8714 36.0604 33.0069
threshold=239.26936880330135 1.1570021528368886 1462.699999999998 650.10047774236739 525.45681279525195 2035.8163322647499 0.72595924050585359 1.2675005711773355 1.0096553337259835 593.07500000000016 326.69327223714282 292.50616681041089 212.49674145798656 1.0000000180025095e-35 179.00666666666669 897.07821370513841 0.32303821852832543 258.97800033092813 0.79773244222796758 485.69440770781858 165.34740277722833 455.04065791273428 305.28145145044329 0.92840319634419577 1303.3380715617188 65.999821240235264 0.81653181870201885 1.030843751030287 110.91364781718814 230.27613257676748
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=4 2 -2 -4 17 -5 22 9 -7 10 11 14 13 -13 29 21 -16 18 19 -1 -21 -12 23 -3 -17 -19 -18 -9 -15 -6
right_child=1 6 3 5 7 8 -8 27 -10 -11 15 12 -14 28 16 24 26 25 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.05301381505814641 0.02182283714930847 -0.13014503043889999 -0.23960027796030048 0.059907216175657807 -0.0047509877832137264 -0.22457240134477618 0.16600111110342874 0.089363996638446172 -0.041717297271551462 -0.04583208745035465 0.024263500018195827 -0.21132725233381447 -0.25441119833426046 0.097135645931675327 -0.066986710352428036 -0.049322665074597233 0.053776156568169801 -0.055113992030205942 0.051231656316667797 -0.33492144579472755 -0.11571880181630452 0.1066959319061765 0.069623744463268133 0.030932088636918299 0.088932863966776785 0.12151262498012297 0.20173330515623095 0.012134816952332941 -0.047135315602174918 -0.045974535574124932
leaf_weight=247 524 25 25 61 1193 20 54 101 136 359 198 22 22 21 33 115 148 23 32 23 33 107 346 134 26 27 20 171 99 232
leaf_count=247 524 25 25 61 1193 20 54 101 136 359 198 22 22 21 33 115 148 23 32 23 33 107 346 134 26 27 20 171 99 232
internal_value=0 0.0248148 -0.00139099 -0.0516556 -0.0101106 -0.030003 0.0607248 -0.00415625 -0.0651603 -0.00886966 -0.00293518 -0.0108513 -0.0784926 -0.0512377 -0.00402893 0.0288358 0.0486715 -0.0544512 -0.0685878 -0.081242 -0.205748 0.0531824 0.0494675 0.0056055 -0.0238287 0.0402644 0.0713901 0.0408118 -0.0218879 -0.0114625
internal_weight=0 1325 766 242 3252 217 559 2867 156 2595 2236 1790 164 142 1626 446 201 385 335 303 56 305 505 159 141 50 168 272 120 1425
internal_count=4577 1325 766 242 3252 217 559 2867 156 2595 2236 1790 164 142 1626 446 201 385 335 303 56 305 505 159 141 50 168 272 120 1425
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=31
num_cat=0
split_feature=29 14 29 13 12 8 25 23 10 12 26 26 2 18 22 26 10 14 20 14 9 20 20 5 10 10 12 9 7 18
split_gain=253.525 77.5548 90.1427 59.5953 97.9192 96.2958 60.7288 52.6019 48.0088 47.5115 48.8155 59.8234 116.9 48.4587 46.4911 59.1073 46.4316 46.1225 58.857 45.0673 45.7584 44.6645 44.5574 42.6085 40.8366 39.6392 39.2747 45.8993 62.1643 39.4249
threshold=50.000000000000007 0.83589758816033066 95.000000000000014 82.106227296315538 1834.5256879734702 953.25664357627693 0.010461008528502964 0.050746745265857693 742.67254232023618 2012.1918012563785 2.5000000000000004 1.0000000180025095e-35 773.64300496775832 1.2204756038644013 0.0077402198252640676 11.500000000000002 134.00870646766171 0.00019082945492295673 2.5159085985369751 0.04226896819746629 253.69850565050902 1.7682913237279216 2.4548712739781968 173.00361741208104 104.03320762492787 129.84504592732679 2869.4123463559567 229.43746176803162 434.9295011967352 1.1719667186335758
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 26 17 5 19 7 -6 14 10 11 -1 -13 22 15 -8 -7 18 -4 20 -5 -21 -11 -16 -25 -26 27 -2 -29 -28
right_child=1 -3 3 4 6 16 8 -9 -10 13 -12 12 -14 -15 23 -17 -18 -19 -20 21 -22 -23 -24 24 25 -27 29 28 -30 -31
leaf_value=0.062441480050035525 -0.017185966625196565 -0.073071031330304376 0.026327606766147815 0.0064652660083466852 0.027509511488324364 0.0076859751250594856 -0.027164890811157721 -0.13764756815231524 -0.1781520849466324 0.013464418231021791 0.10838267024586963 -0.22191166476543953 0.073651286959648135 0.05202512313987602 -0.083098372624766437 -0.2143749880676086 0.14205222244992965 -0.0057165090866922817 -0.10831333365601799 -0.016615588383115443 -0.18040609198622407 0.066709310465604452 -0.19253463589009787 0.098119426635635457 -0.075218923011651409 0.012933658185426758 0.042157940213548975 -0.22354365174065938 -0.05145706776204198 -0.034401284366494089
leaf_weight=341 559 185 47 38 539 32 48 20 20 21 191 23 32 57 62 26 131 676 105 97 20 191 21 43 65 237 143 22 458 127
leaf_count=341 559 185 47 38 539 32 48 20 20 21 191 23 32 57 62 26 131 676 105 97 20 191 21 43 65 237 143 22 458 127
internal_value=0 -0.00988215 -0.00672783 0.00479737 0.0162519 0.0523028 -0.00105938 0.0216005 -0.0263426 0.0560517 0.0668595 0.0468319 -0.0499478 -0.00803073 -0.0200303 -0.0929414 0.115674 -0.016908 -0.0666809 0.0224489 -0.0579731 0.038645 -0.0895351 -0.00677375 0.00694256 -0.00603958 -0.0278324 -0.0366624 -0.0593444 0.00614675
internal_weight=0 3891 3706 2397 1569 509 1060 559 501 686 587 396 55 99 481 74 163 828 152 346 58 288 42 407 345 302 1309 1039 480 270
internal_count=4577 3891 3706 2397 1569 509 1060 559 501 686 587 396 55 99 481 74 163 828 152 346 58 288 42 407 345 302 1309 1039 480 270
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=31
num_cat=0
split_feature=29 18 29 13 0 10 24 4 17 24 24 3 16 6 20 10 0 16 0 4 13 18 4 16 13 18 18 20 3 11
split_gain=205.356 60.5234 94.0407 53.4886 60.0639 74.7177 58.8303 48.3823 49.2405 84.4851 89.9979 58.4168 47.1875 42.2135 40.0217 57.0061 44.1721 39.4842 37.0926 36.6757 49.9362 36.3515 35.4584 42.249 34.674 34.1071 52.2582 44.9756 42.9619 33.7078
threshold=50.000000000000007 1.0776710686225186 95.000000000000014 83.745712120486417 303.4176600235923 163.26293404318253 0.72595924050585359 284.53375149342895 1.4484333809623238 0.33090803483200221 -0.044147712271522872 429.95676858560472 77.500000000000014 70.418315602673871 1.485187950452556 305.28145145044329 110.11315917671418 350.50000000000006 436.00184842883556 454.68893416313375 190.68010139440227 1.3542506699059624 616.12732192772057 446.50000000000006 121.48577388460946 1.180791012550747 1.6036063360367179 3.8451729747259891 1319.7530309474305 193.61541121527469
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=19 -2 12 14 13 7 18 17 9 10 -9 -12 -3 -5 -4 16 -16 -6 -7 20 -1 -21 23 -10 -8 28 27 29 -18 -27
right_child=1 2 3 4 5 6 24 8 22 -11 11 -13 -14 -15 15 -17 25 -19 -20 21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.038325917064965132 -0.044416655694641365 -0.15063580627242723 -0.11731625129069601 -0.08284352663904429 -0.14492172685645099 0.063255443316690321 0.22062125309653907 0.018589196202478241 0.10800329408375547 0.01997381533366949 -0.10487138133130169 -0.31282228319482375 -0.023657955592241431 0.067250082651874432 0.053630094736078639 0.083992564696217742 0.060570547994310886 -0.013312790862109979 0.0061704435837242983 0.046584515340146029 -0.11101204535613458 0.11415826746789903 0.14554427148153384 -0.034279175773262976 0.062562748662063059 -0.077591835890918795 0.015407198355764363 -0.17352265740434331 -0.063367128762893563 -0.014523331031246842
leaf_weight=334 427 30 35 20 53 150 23 35 32 119 35 22 1197 297 81 62 88 40 472 192 24 136 27 60 35 168 141 30 41 171
leaf_count=334 427 30 35 20 53 150 23 35 32 119 35 22 1197 297 81 62 88 40 472 192 24 136 27 60 35 168 141 30 41 171
internal_value=0 -0.00889394 -0.00451513 0.00768764 0.0194167 0.00839107 0.0289188 -0.0246085 -0.00665464 -0.0356639 -0.10763 -0.185133 -0.0267625 0.0577805 -0.0126983 -0.00801592 -0.0159389 -0.0883157 0.0199369 0.0504465 0.0283144 0.0746029 0.0447819 0.0152104 0.125241 -0.0247575 -0.0363768 -0.0561642 0.0211795 -0.0457785
internal_weight=0 3891 3464 2237 1420 1103 680 423 330 211 92 57 1227 317 817 782 720 93 622 686 358 328 119 92 58 639 510 369 129 339
internal_count=4577 3891 3464 2237 1420 1103 680 423 330 211 92 57 1227 317 817 782 720 93 622 686 358 328 119 92 58 639 510 369 129 339
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=31
num_cat=0
split_feature=29 12 18 12 8 8 8 14 14 10 1 26 26 18 21 25 21 26 8 12 25 23 14 20 12 16 15 16 14 10
split_gain=166.595 59.6774 60.7378 56.3481 54.4974 77.9622 44.3517 35.5759 145.258 48.3971 47.0098 45.8514 48.5765 69.2383 42.3967 65.7822 41.8243 38.0744 81.5906 59.0352 49.6761 41.8832 54.1176 54.8592 48.7576 67.0326 60.2579 46.758 46.0579 40.0262
threshold=20.500000000000004 609.62187682968681 1.5684340681004929 2907.3946851327805 559.0409118668091 499.96196967707107 1034.0064935064938 0.045756240405894377 0.070640923753528206 268.73874115918244 334.45989051919804 9.5000000000000018 7.5000000000000009 1.1014779479929364 0.74578782782752695 0.010461008528502964 0.49865877817578036 12.500000000000002 1002.0688602442335 2545.661535908594 0.045538512319031367 0.39257750821267662 0.00033984029679868995 2.5159085985369751 2105.6512864909664 169.50000000000003 2874.7999999999961 752.60000000000014 0.00026239050051906552 163.26293404318253
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 7 -1 5 -2 -6 17 9 10 -9 12 13 -10 16 -16 -13 20 19 -19 -3 -22 23 27 -24 -26 -27 28 -23 -25
right_child=1 2 -4 -5 6 -7 -8 8 11 -11 -12 14 -14 -15 15 -17 -18 18 -20 -21 21 22 24 29 25 26 -28 -29 -30 -31
leaf_value=0.054747282657010746 -0.055815159516925575 0.05697232521505971 0.036189226574438765 -0.10158026761685808 0.090423676986247314 -0.26137973781209439 -0.024691115384978219 0.13293878203257919 -0.06016966199207277 0.16961019783546882 -0.0050382373404913939 -0.0079885886112848921 -0.076944830259460903 0.0072423983858184776 0.024670506162846537 -0.12934104844462127 0.13927543968117487 -0.30035649942234161 -0.0215028303953738 -0.081344766344409444 -0.042490759731079825 0.028368876843402786 0.041379126724816348 -0.10980280036393586 -0.16508690443422114 -0.024793876040106022 0.13320340789083779 -0.12483892607791672 -0.088846683725714692 0.010162448777338944
leaf_weight=587 238 99 358 24 40 20 205 43 202 56 58 30 122 620 208 32 54 20 161 32 424 207 318 112 28 144 29 29 40 37
leaf_count=587 238 99 358 24 40 20 205 43 202 56 58 30 122 620 208 32 54 20 161 32 424 207 318 112 28 144 29 29 40 37
internal_value=0 -0.00748833 -0.00281328 0.0486068 -0.0396746 -0.0717504 -0.00589686 -0.00731019 0.00431216 0.0950466 0.0537045 -0.00692231 -0.0180628 -0.00932358 0.0255363 0.00413563 0.0866811 -0.0171684 -0.0566766 -0.16558 -0.0114321 -0.0163824 -0.00465575 -0.0311147 0.017011 -0.0215416 0.00169122 -0.00471681 0.0093866 -0.0800128
internal_weight=0 3966 3463 611 503 258 245 3105 1425 157 101 1268 944 822 324 240 84 1680 213 52 1467 1368 944 425 519 201 173 276 247 149
internal_count=4577 3966 3463 611 503 258 245 3105 1425 157 101 1268 944 822 324 240 84 1680 213 52 1467 1368 944 425 519 201 173 276 247 149
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=31
num_cat=0
split_feature=29 27 12 4 29 16 16 21 27 19 2 12 18 15 18 29 13 21 19 22 5 8 22 14 29 27 12 14 18 12
split_gain=135.11 88.2394 45.5678 40.9259 42.8325 42.287 40.2195 39.4509 73.0575 80.8372 63.1227 47.8749 82.4648 41.6062 39.2877 36.1935 35.3962 40.0087 33.7559 49.3992 67.109 42.1917 40.9264 41.9849 41.241 42.3201 49.0629 39.7345 38.4991 48.1544
threshold=35.000000000000007 6.5000000000000009 2907.3946851327805 157.89871398825309 65.000000000000014 114.50000000000001 144.32500000000002 0.81302139443084098 8.5000000000000018 0.80552099066369609 444.11023056091489 637.435489758053 1.3813303928223812 297.57499999999987 1.3462717040518983 200.00000000000003 83.995272443079458 0.30906083165038306 0.85991557460453139 0.21079176739346847 667.20585125319747 2563.1755852842812 0.13983182546638853 0.0083350662496521118 185.00000000000003 8.5000000000000018 3165.4539079578144 0.00031161795181965666 1.1900380540534952 930.67674653177596
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=2 3 -1 6 -5 -6 -2 18 -9 10 -10 15 14 -14 -13 -11 -7 -18 -3 22 27 -22 24 -24 25 26 -20 28 -21 -30
right_child=1 7 -4 4 5 16 -8 8 9 11 -12 12 13 -15 -16 -17 17 -19 19 20 21 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.049144162510292827 -0.055123181503920538 -0.036757682206328302 -0.091422239830717456 -0.058193370207042551 0.10603069221151287 -0.0377780966778338 -0.21495067365467549 0.045093032644089204 -0.26481050128738087 -0.16586924600601197 -0.022425317798148506 -0.015136641678710781 -0.043225728660341238 0.083820324645566394 -0.16213398973147075 -0.016385024413466454 -0.11553965349992118 0.0023916036102787728 0.038052695432839838 0.0085113854116151254 -0.19261166487227788 -0.0085431040450930605 0.025357106761945476 0.13106359253870323 0.041875785238732255 -0.1315271672559902 -0.089367095132668828 0.013978804932763062 0.0068730680346488953 -0.11552527838438337
leaf_weight=590 74 272 24 257 29 464 20 544 21 25 22 75 31 153 24 46 30 700 92 104 33 20 91 64 169 32 45 386 50 90
leaf_count=590 74 272 24 257 29 464 20 544 21 25 22 75 31 153 24 46 30 700 92 104 33 20 91 64 169 32 45 386 50 90
internal_value=0 -0.00676279 0.0436497 -0.0251461 -0.0210824 -0.0132839 -0.089129 0.00534915 0.0212899 -0.0113269 -0.140799 0.00440002 0.02282 0.0624158 -0.0507724 -0.0690203 -0.0161818 -0.00245489 -0.00501017 0.0023328 -0.01508 -0.123152 0.0264565 0.0690037 0.00694517 -0.0279854 -0.00380052 -0.00598828 -0.0375756 -0.0718116
internal_weight=0 3963 614 1574 1480 1223 94 2389 941 397 43 354 283 184 99 71 1194 730 1448 1176 683 53 493 155 338 169 137 630 244 140
internal_count=4577 3963 614 1574 1480 1223 94 2389 941 397 43 354 283 184 99 71 1194 730 1448 1176 683 53 493 155 338 169 137 630 244 140
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=31
num_cat=0
split_feature=4 19 3 9 13 13 19 21 25 21 9 19 13 10 21 26 13 13 2 24 8 15 13 13 0 15 24 24 10 26
split_gain=49.4171 50.5266 60.8872 69.3784 64.677 39.1105 49.5912 81.924 59.3238 100.02 59.112 51.2867 45.4225 43.0676 40.8087 39.4667 35.3883 36.3439 33.8244 32.184 40.9848 31.4908 32.4172 50.1647 50.1753 43.5989 30.9212 64.3325 44.0797 32.8855
threshold=162.68322075290328 1.2444299059727608 246.75322023368349 171.1256476545511 87.999937845303876 83.157214387676262 1.3695221334201422 1.1263231729786674 0.28152537285016782 0.93511295981823017 142.12868233417774 0.80552099066369609 199.08450771281665 95.273277676010267 0.35818485904566039 6.5000000000000009 216.77187856478636 212.49674145798656 385.14567151037892 0.0018340092370893748 499.96196967707107 3477.1000000000004 174.007518378258 197.96935458510373 514.06274868693311 1433.0000000000002 0.47966160831383192 0.43431799466231907 120.75718560662038 14.500000000000002
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 -1 -4 14 8 -8 11 10 -10 13 -13 -7 15 -2 17 -14 -3 20 -15 22 25 -24 -25 -12 27 29 -28 -27
right_child=5 18 4 -5 -6 6 7 -9 9 -11 21 12 16 19 -16 -17 -18 -19 -20 -21 -22 -23 23 24 -26 26 28 -29 -30 -31
leaf_value=-0.048624548451737207 0.046606353289188496 -0.040112987571749192 -0.050656494787997677 0.14302014041514624 -0.25132596533873985 0.022917921034655033 0.061547182389825095 -0.11718332164787822 0.10504711507052955 -0.2329630025795528 0.052801680758449376 0.033869935262437839 -0.013297827798873186 -0.057217987063095756 -0.015759583623389417 -0.078467841542743402 0.017235220688152589 -0.14730595888515169 0.10329105678553646 -0.0041562659144401548 -0.21504480711051396 0.085342760437301227 0.079794900699385579 -0.17324113041162492 0.0092777221249874513 -0.012468260369802777 -0.087185682286764252 -0.20392510180964188 -0.0052607212458851641 -0.14674160384262602
leaf_weight=188 194 29 36 21 29 130 305 28 41 21 51 1040 50 76 1382 29 119 34 38 75 21 28 70 20 61 76 91 34 236 24
leaf_count=188 194 29 36 21 29 130 305 28 41 21 51 1040 50 76 1382 29 119 34 38 75 21 28 70 20 61 76 91 34 236 24
internal_value=0 -0.0366226 -0.0556572 -0.0293684 -0.140186 0.00294813 0.0104531 0.0465188 0.00522681 -0.0177879 -0.0116149 0.0164437 0.0254243 -0.0205195 -0.00935432 0.0303411 -0.0178439 -0.0675392 0.0412206 -0.0533502 -0.0913867 -0.0185369 -0.022924 0.0177931 -0.0357887 -0.0349324 -0.0446383 -0.0850958 -0.0280594 -0.0446939
internal_weight=0 341 274 209 65 4236 2631 333 2298 753 732 1545 1243 302 1605 223 203 84 67 172 97 691 663 151 81 512 461 134 327 100
internal_count=4577 341 274 209 65 4236 2631 333 2298 753 732 1545 1243 302 1605 223 203 84 67 172 97 691 663 151 81 512 461 134 327 100
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=31
num_cat=0
split_feature=29 4 24 29 15 17 14 4 10 28 25 21 15 17 13 14 14 11 10 17 15 10 20 20 15 8 7 19 10 4
split_gain=96.5564 33.604 33.2078 32.547 35.3206 34.0259 42.4978 65.3646 40.4644 50.1172 38.8976 36.4574 32.5695 31.2139 42.4754 30.6348 34.8443 35.4234 34.7061 59.7249 58.5138 29.4772 29.328 30.4629 25.9672 52.9762 43.5827 37.876 42.1988 36.9835
threshold=50.000000000000007 71.441983196015471 0.17317078764980801 95.000000000000014 3618.2999999999988 1.6510247257581903 0.0047718917899896322 168.02592325938554 251.1724601331629 10.500000000000002 0.54158118656415877 0.97346659010683245 938.87499999999909 0.94344951974315339 199.08450771281665 0.83589758816033066 0.43201646897363011 148.8576513677464 55.39758460859165 1.4412639696350944 350.50000000000006 131.79130434782613 3.8908226449484626 2.6584345176613806 722.67499999999939 559.0409118668091 575.09946056199931 1.1518510096254426 173.26127322295909 287.86085910454739
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=2 -2 -1 5 15 6 7 -3 12 -10 -8 -7 -9 -4 21 16 18 -18 19 20 -5 -15 23 -14 29 27 -27 -26 -29 -20
right_child=1 3 13 4 -6 11 10 8 9 -11 -12 -13 22 14 -16 -17 17 -19 24 -21 -22 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=0.072478720498395099 -0.068284188478308569 -0.19468403865272801 0.059302554441195345 -0.028936697992806633 0.11168197916041867 -0.19498422389680692 -0.0061583542783261724 -0.13538418698378585 -0.1758599811478665 -0.01736272836015338 0.065191790277891778 -0.016764902478704848 1.0303898285692039e-06 -0.056829148044391556 -0.12291370475625929 -0.047360326173356809 0.11779799689637854 0.020305125769486444 -0.0036717031281521271 0.034378866547984742 -0.25214407158934554 0.027135334186533695 0.10460490158626012 -0.055399886964421191 -0.018207252021620456 0.05284938613462839 -0.0021610718167918148 -0.032379253208637236 -0.16376860229806467 0.050863571875580139
leaf_weight=173 85 24 155 24 29 22 540 22 38 42 89 24 341 49 24 126 47 180 268 35 23 285 21 140 263 168 1009 55 44 232
leaf_count=173 85 24 155 24 29 22 540 22 38 42 89 24 341 49 24 126 47 180 268 35 23 285 21 140 263 168 1009 55 44 232
internal_value=0 -0.00609862 0.0345914 -0.00470982 0.00196228 -0.0175266 -0.0144353 -0.0328371 -0.0264061 -0.0926489 0.00393729 -0.102 -0.0162927 0.0218146 0.00558384 0.000676159 0.00325393 0.0404909 -0.000731358 -0.0645187 -0.138166 0.0148172 -0.0110736 -0.016124 0.0018339 -0.00459845 0.00569089 -0.038053 -0.0907745 0.0216327
internal_weight=0 3891 686 3806 2503 1303 1257 628 604 80 629 46 524 513 358 2474 2348 227 2121 82 47 334 502 481 2039 1539 1177 362 99 500
internal_count=4577 3891 686 3806 2503 1303 1257 628 604 80 629 46 524 513 358 2474 2348 227 2121 82 47 334 502 481 2039 1539 1177 362 99 500
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=31
num_cat=0
split_feature=18 16 13 22 3 14 11 16 16 6 27 9 26 22 16 13 14 6 14 27 9 17 25 17 3 27 14 25 17 11
split_gain=48.8226 78.3425 68.734 85.4819 62.0939 58.7895 55.1898 51.6893 66.9078 67.9971 49.535 49.7862 49.1172 48.3147 41.8722 41.4397 60.0755 39.1274 32.8069 35.386 31.7122 43.869 52.0422 33.8916 31.1469 31.0091 30.7512 28.4937 28.403 28.0417
threshold=1.2139591012434043 191.50000000000003 65.966791162539494 -0.10018698973233607 868.72448396818356 0.052143406382160716 306.84068564589217 172.02500000000003 244.30000000000004 150.18020508696091 7.5000000000000009 322.02772808586764 29.500000000000004 0.30152826572416347 83.500000000000014 124.41677387099227 0.088738187237385913 189.65247154080888 0.070640923753528206 8.5000000000000018 71.269179812918992 2.1493121619634352 0.014788443508568399 1.6013746231738282 1007.6676708333022 3.5000000000000004 7.0867119265970686e-05 -0.027438000200879852 1.3195478296834786 142.68235754936526
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 10 4 20 7 15 13 9 -9 11 29 26 14 17 24 -17 -5 -7 -20 -4 22 23 -22 -1 -24 -10 -12 -21 -2
right_child=2 -3 3 5 -6 18 -8 8 12 -11 27 -13 -14 -15 -16 16 -18 -19 19 28 21 -23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.029522190825763153 -0.032434097392898466 -0.0027424694805970938 0.068837243194381392 -0.14380146275673594 -0.14180090373588936 0.10283186021338529 -0.16024322607554498 -0.21632552976635369 0.10314803527461158 -0.026734923417679968 0.098957133751649121 0.051035119220614433 -0.13574957922101022 0.15510877783099811 0.075558737165906845 -0.22018264587278719 -0.045598219314666649 0.051636100616306073 0.063490501365389765 0.049067775437020157 -0.00634380379234424 -0.12193066929533546 0.038480067867785697 0.061348599107249796 0.086051822798671559 -0.1012759098468663 0.017681523922340202 -0.010003254091358171 -0.048355953566848291 -0.12251145709306002
leaf_weight=171 54 1525 51 21 36 120 44 22 45 135 26 30 20 45 81 27 73 20 262 57 334 35 20 95 27 77 653 312 63 96
leaf_count=171 54 1525 51 21 36 120 44 22 45 135 26 30 20 45 81 27 73 20 262 57 334 35 20 95 27 77 653 312 63 96
internal_value=0 -0.0124432 0.0085725 0.0163144 -0.0141683 0.0291076 -0.0556994 0.0155637 0.00583352 -0.0533018 -0.0241885 -0.0665638 0.0187642 0.0665452 0.0338783 -0.0402634 -0.092736 -0.0484661 0.0572207 0.0428925 -0.00666051 -0.0135239 -0.00631057 0.00864636 -0.0137621 -0.0724602 0.0231915 -0.00162169 -0.00207968 -0.0900836
internal_weight=0 1867 2710 2192 648 1544 342 1042 875 157 518 180 718 167 122 298 100 41 502 382 612 561 526 429 198 97 698 338 120 150
internal_count=4577 1867 2710 2192 648 1544 342 1042 875 157 518 180 718 167 122 298 100 41 502 382 612 561 526 429 198 97 698 338 120 150
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=31
num_cat=0
split_feature=18 16 10 4 13 19 25 25 13 15 12 4 11 6 16 15 4 15 19 18 20 19 25 17 13 2 20 2 19 12
split_gain=39.5463 63.4574 60.2638 47.1014 46.4955 76.7658 45.0219 40.114 35.4086 35.0929 33.6607 27.8142 37.2998 53.6932 49.9545 47.5434 64.0412 31.0945 29.9434 37.4765 39.0667 35.7757 43.2246 34.6408 31.5483 50.6186 41.8521 34.581 44.5391 30.5622
threshold=1.2139591012434043 191.50000000000003 300.70093595563736 246.83963554325598 65.577623544334173 0.8910317564181075 0.30503899139574975 -0.027438000200879852 90.000059171597641 2119.1000000000004 2630.9960696030198 71.441983196015471 86.701515151515153 145.86932739059969 165.50000000000003 711.34999999999957 194.69457254162941 410.50000000000006 1.5245727798821098 1.4887652779690674 3.0674384009795994 1.3482276595412512 0.010461008528502964 2.0867812580815674 129.12814905836552 886.62901399122677 2.4643298767188639 628.46533459721797 1.1158383593914398 2793.1414382653393
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 4 8 5 -2 -5 -7 -1 -8 -10 -6 17 15 -15 -14 -17 -13 19 20 21 22 29 -21 27 26 -26 -24 -29 -16
right_child=2 -3 -4 6 11 7 9 -9 10 -11 -12 12 13 14 18 16 -18 -19 -20 23 -22 -23 24 -25 25 -27 -28 28 -30 -31
leaf_value=0.0090026227918969214 -0.20192268199753016 -0.0024682222954417413 0.042244460743369905 -0.00077941727247976122 -0.10907300083898008 0.10751669570260372 -0.26953784315423535 -0.025695124909205121 -0.044102945617696114 -0.099394669728698565 -0.17792999839240856 -0.0076794489458399387 -0.011566908633083864 0.062570493204010175 -0.0081765336273428146 -0.041328204204054447 -0.26684149041771893 0.10386553908034853 -0.042101452256406637 0.048957604972645646 0.054209928224268171 0.045201514063215043 0.018766550908350395 -0.067345414610878965 -0.080260491021433664 0.0090673500377880904 -0.24144243697325388 -0.18183146443865872 -0.029392080924919118 0.061114017411979832
leaf_weight=121 24 1525 426 21 20 24 22 389 129 27 22 38 118 172 245 34 20 73 121 300 115 109 119 28 49 38 24 23 115 86
leaf_count=121 24 1525 426 21 20 24 22 389 129 27 22 38 118 172 245 34 20 73 121 300 115 109 119 28 49 38 24 23 115 86
internal_value=0 -0.0111989 0.00771525 -0.0501295 0.00127503 -0.0280575 -0.123284 -0.017954 -0.031303 -0.175785 -0.0636009 0.00821512 0.00949906 0.00586505 0.011769 -0.047133 -0.124852 0.065679 0.00540028 0.00999477 -0.000323028 -0.00808453 -0.0163938 0.0390293 -0.0399778 -0.0845299 -0.133252 -0.0207354 -0.0547986 0.00982645
internal_weight=0 1867 2710 342 2284 437 70 413 272 49 151 1847 1827 1716 1544 172 54 111 1372 1251 923 808 699 328 368 111 73 257 138 331
internal_count=4577 1867 2710 342 2284 437 70 413 272 49 151 1847 1827 1716 1544 172 54 111 1372 1251 923 808 699 328 368 111 73 257 138 331
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=31
num_cat=0
split_feature=27 7 27 13 28 8 23 18 9 3 18 13 16 9 10 28 27 3 17 23 22 28 13 16 28 5 28 17 7 0
split_gain=46.1326 47.8502 49.7037 59.0417 60.522 73.8937 55.7856 42.5129 42.0323 40.0331 37.2188 46.59 40.5319 36.3014 36.994 35.7712 50.5823 58.2751 44.5757 34.4573 31.5735 31.4719 36.8653 28.648 44.2607 27.5016 28.8873 35.2834 31.8256 27.5397
threshold=6.5000000000000009 327.38045324590297 4.5000000000000009 105.49196712363099 9.5000000000000018 1051.6603389830511 0.37424344167304696 1.4295642705357472 267.45940517262198 1822.6419111518208 1.2273143905372887 112.04650148400225 717.75000000000011 274.90441641917943 106.90053321583802 1.5000000000000002 8.5000000000000018 474.95948651697483 1.1946139488907497 0.73972559851266706 0.06584501389234694 1.0000000180025095e-35 152.13434472674103 174.50000000000003 5.5000000000000009 401.22463144839372 6.5000000000000009 1.2710933338803834 340.7637482064286 337.69547872340428
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 6 4 5 -4 -3 -8 -9 10 15 12 -12 14 -5 16 18 -18 -2 -7 -16 -13 23 24 -23 26 27 -24 -29 -28
right_child=9 2 3 13 -6 19 7 8 -10 -11 11 21 -14 -15 20 -17 17 -19 -20 -21 -22 22 25 -25 -26 -27 29 28 -30 -31
leaf_value=-0.041330985497197006 -0.077513086339158405 0.064001385448739317 -0.17483449611646029 0.079236579070920535 -0.012550514796287708 -0.0019931933829101965 0.018347266121077361 -0.013389694905857109 -0.1626467297046349 0.12528036270804446 0.0085789077988152728 0.12727985756471755 -0.10589972068555653 0.017282388407902423 -0.17393350888043643 0.0010332275775715484 -0.2615943490749314 -0.026009709849244073 0.04145993503061618 -0.14828769053731647 -0.038056796926894565 0.086128997310996061 0.056863926156707434 0.085468437845508269 -0.11079945273342587 0.051762194520964915 0.10824803292494396 -0.036918254480499062 -0.176566481590271 -0.019741659071296453
leaf_weight=429 62 195 67 23 202 69 222 54 29 29 923 40 32 442 20 1021 21 21 64 21 118 25 23 165 21 98 29 47 25 40
leaf_count=429 62 195 67 23 202 69 222 54 29 29 923 40 32 442 20 1021 21 21 64 21 118 25 23 165 21 98 29 47 25 40
internal_value=0 -0.0119652 -0.00334832 -0.0166412 -0.0487484 -0.0953215 0.0222271 -0.004481 -0.0655397 0.00842376 0.00714833 0.0177999 0.00474297 0.0024741 -0.0381797 -0.00600264 -0.0487623 -0.143802 -0.0170823 -0.0361286 -0.0577491 0.0421066 0.0349038 0.0660129 -0.00377312 0.00985027 -0.0151947 -0.0509626 -0.0854072 0.0340511
internal_weight=0 1891 1462 962 359 157 500 305 83 2686 2657 1468 955 603 161 1189 168 42 126 90 138 513 473 211 46 262 164 95 72 69
internal_count=4577 1891 1462 962 359 157 500 305 83 2686 2657 1468 955 603 161 1189 168 42 126 90 138 513 473 211 46 262 164 95 72 69
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=31
num_cat=0
split_feature=29 24 23 13 3 14 25 21 29 6 17 14 14 25 3 14 3 26 4 24 4 17 13 16 4 13 4 25 25 6
split_gain=49.4105 23.2436 35.7784 23.6622 20.9224 24.1574 36.0044 41.8731 44.1135 113.054 40.9177 40.7084 117.091 47.0435 38.9209 64.1389 38.7847 35.7387 34.8618 55.7516 37.8684 33.2558 32.3449 30.8636 35.9562 40.0735 30.3142 31.5528 30.2832 42.6252
threshold=50.000000000000007 0.17317078764980801 0.077418702642908163 199.08450771281665 1822.6419111518208 0.00031161795181965666 0.58541016948621161 0.62944925755645575 185.00000000000003 231.60417716134609 0.9522885288388675 0.047284155855947967 0.070640923753528206 0.04410424866026507 160.98315810740047 0.16433227181668314 890.79844037514943 8.5000000000000018 610.24151772668392 0.62581890621961767 308.95007315915865 0.98615382806444607 104.54559202059203 436.17500000000007 248.51130626966287 127.43118328412449 715.59195368120584 0.30959790071987231 0.045538512319031367 152.57197653429606
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -4 5 18 11 8 -8 -10 -9 17 13 -13 15 -14 21 28 20 -20 22 -16 -2 24 -19 -26 -25 -28 -7 -30
right_child=4 2 3 -5 -6 6 7 10 9 -11 -12 12 14 -15 16 -17 -18 23 19 -21 -22 -23 -24 26 25 -27 27 -29 29 -31
leaf_value=0.056442512745896324 -0.045422946531387058 -0.10783938648908034 0.025871975141280631 -0.059454980109419145 0.06669552003533194 0.033021094994850397 0.050507784118094756 -0.096771862536668779 -0.21272077852239213 0.054037788121941245 0.069565566603670873 0.026356327180296946 -0.20156336762011051 0.13330733263115774 -0.08343129282196364 -0.026036147787947519 -0.05665328561748683 0.015410510202248894 -0.013732916697421493 -0.21045142292976379 0.025791350228859013 0.0069009685190563859 0.04921584630884776 0.068201511378945978 -0.20834912364097202 -0.072046421670307545 -0.11056294194422663 0.029345745427740946 -0.11774546580259192 -0.014423821286185044
leaf_weight=173 303 23 455 35 41 121 341 50 24 47 21 78 24 87 42 157 113 24 34 25 152 1375 41 29 34 59 40 27 43 559
leaf_count=173 303 23 455 35 41 121 341 50 24 47 21 78 24 87 42 157 113 24 34 25 152 1375 41 29 34 59 40 27 43 559
internal_value=0 0.024745 0.0140556 0.0197772 -0.00436265 -0.00511937 -0.0018684 0.0233539 0.0355768 -0.0361341 -0.0475735 -0.00620067 0.0022981 0.0827487 -0.00546014 -0.0493105 -0.000272617 -0.0232345 -0.0244202 -0.0970882 -0.0157762 0.00422351 -0.0341433 -0.0592352 -0.0937159 -0.121878 -0.0172119 -0.0541818 -0.0126285 -0.0218039
internal_weight=0 686 513 490 3891 3850 3295 483 412 71 71 2812 1876 165 1711 181 1530 936 555 59 496 1417 344 213 117 93 96 67 723 602
internal_count=4577 686 513 490 3891 3850 3295 483 412 71 71 2812 1876 165 1711 181 1530 936 555 59 496 1417 344 213 117 93 96 67 723 602
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=31
num_cat=0
split_feature=29 14 22 19 13 17 19 22 14 20 26 21 11 14 28 17 28 22 20 26 15 20 19 22 13 5 0 6 2 22
split_gain=40.2585 19.5894 36.4575 30.4934 69.7534 41.417 53.4082 36.212 34.945 58.1621 34.7063 28.8709 28.3835 25.5188 24.5524 35.095 27.0898 48.1641 31.9892 32.6513 26.5817 25.4066 44.1646 36.5351 28.4144 27.8327 24.8393 52.0787 24.8267 41.4671
threshold=35.000000000000007 0.00073818223639720789 0.21386617210184319 0.84096363192100554 63.982096292626331 1.6510247257581903 0.99223328628881013 -0.17388485996067735 0.15183364236734656 2.2168786377482861 3.5000000000000004 0.93511295981823017 682.63995700395765 0.4509506920841338 1.5000000000000002 1.2137522217097769 4.5000000000000009 0.27501107496993576 1.5021571434375882 26.500000000000004 2655.4499999999994 2.282167219032218 1.2714624254244062 -0.0161787459046197 133.46323650859622 315.0970601129859 484.84357606679038 879.4332770270272 1097.2551433750671 0.21386617210184319
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 4 -3 7 10 8 9 -5 -7 -10 -4 14 15 20 17 28 26 -20 21 23 24 -9 25 -23 -18 -28 -16 -30
right_child=1 3 12 5 -6 6 -8 13 11 -11 -12 -13 -14 -15 16 -17 18 -19 19 -21 -22 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.023826840120917171 0.02770189572225458 -0.19093167713802794 -0.024716667288496502 -0.021391488015651702 -0.013530848462916587 0.038950319631501688 -0.030137884120146438 -0.094045327603816994 0.064801807748153806 -0.23190032499177116 0.16391457034193951 -0.026364629735436403 -0.14042155200784856 0.059302181185392489 0.0068197814862736884 0.031285918149210161 0.0099405855178198929 0.11086236480919143 0.0038383133897787417 0.11513269215270326 0.0606988284559477 -0.27790021896362305 -0.019911207364370617 0.054994358847800053 -0.048502288907766346 -0.11106879319995643 -0.19092734139412643 -0.019319535054576897 0.15451102425013818 -0.027485433504694984
leaf_weight=614 140 23 584 35 610 43 45 29 40 21 46 264 22 88 340 84 47 63 1113 27 21 20 52 38 20 20 28 48 31 21
leaf_count=614 140 23 584 35 610 43 45 29 40 21 46 264 22 88 340 84 47 63 1113 27 21 20 52 38 20 20 28 48 31 21
internal_value=0 -0.00369157 -0.0182916 -0.000305918 -0.0199767 0.00451281 0.0586472 0.00155199 -0.0277411 -0.100332 0.103539 -0.014369 -0.0289172 0.00659769 0.00428101 -0.0229565 0.0087836 0.0297048 0.00124666 0.00647423 -0.0457383 -0.0582254 -0.0873644 -0.00951536 -0.145824 -0.194485 -0.047204 -0.0825435 0.0166617 0.0810125
internal_weight=0 3963 746 3217 633 2584 134 2450 360 56 89 304 606 2090 2002 284 1718 455 1263 1140 200 179 112 67 60 40 123 76 392 52
internal_count=4577 3963 746 3217 633 2584 134 2450 360 56 89 304 606 2090 2002 284 1718 455 1263 1140 200 179 112 67 60 40 123 76 392 52
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=31
num_cat=0
split_feature=27 29 3 29 26 18 9 26 18 13 8 11 11 9 2 1 23 10 13 21 13 18 10 9 24 0 23 26 9 25
split_gain=36.2725 42.424 27.7982 26.5836 38.3225 33.6025 27.9782 46.0264 26.1409 34.1152 24.3354 33.9733 34.2492 31.8339 61.9123 30.1274 24.1674 24.089 21.9916 31.6658 30.0216 22.9312 20.9149 20.6059 40.3331 33.2435 29.8557 28.5615 25.1795 32.9337
threshold=6.5000000000000009 35.000000000000007 1822.6419111518208 65.000000000000014 4.5000000000000009 1.152827159282116 210.92372881355934 6.5000000000000009 1.2273143905372887 112.04650148400225 322.79463953590147 125.10483870967742 137.72521910161112 196.68938705461997 931.00805679121879 441.61406320259556 0.13305089526660444 158.57241180960366 213.0288887761885 0.45742230741103529 263.76844261651996 1.3351071446959379 165.15066899360096 159.79559097249521 -0.03080357936985607 211.86945540335373 -0.10138960364075342 4.5000000000000009 180.37374277588455 -0.044464830808001919
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 8 4 -3 -6 -7 -8 23 -10 15 22 -13 14 16 -5 -14 -15 19 21 -20 -11 -12 25 26 -2 -25 -28 -26 -30
right_child=2 3 -4 10 5 6 7 -9 9 18 11 12 13 17 -16 -17 -18 -19 20 -21 -22 -23 -24 24 28 -27 27 -29 29 -31
leaf_value=0.022766133304685354 -0.061984451181358757 -0.011792636578643902 0.10484546673452032 -0.026241966048035567 -0.018186439972284231 -0.040034058379630255 -0.091485418317218625 -0.28451258943283131 0.0041604473073698625 -0.095504487071186306 0.0094176528685622762 -0.13928950160741807 0.054491839773254475 -0.049492030579834284 -0.063549194046326224 -0.13220692280679944 0.18571415674686431 -0.0051313940079613938 -0.071901235702197738 0.056221357903217389 0.046394144880274935 0.031465199317388011 0.10879807163728401 -0.016393474662676457 -0.053199127993913013 0.030952036265151903 -0.034573186419549443 -0.18561666679959143 0.12529592776582354 -0.0019084784261453982
leaf_weight=317 45 144 29 254 43 24 30 21 955 25 45 20 32 149 31 30 25 686 41 369 45 33 40 50 94 266 21 31 21 661
leaf_count=317 45 144 29 254 43 24 30 21 955 25 45 20 32 149 31 30 25 686 41 369 45 33 40 50 94 266 21 31 21 661
internal_value=0 -0.0106098 0.00746949 -0.0173316 -0.0464134 -0.0886624 -0.129069 -0.170967 0.00640668 0.0153334 -0.0115241 -0.00436571 -0.00982362 -0.00701829 0.0501883 -0.0374354 0.112045 -0.0130472 0.036133 0.0454249 -0.0100025 -0.0232631 0.0561849 -0.00461471 -0.0124497 0.0175046 -0.0715669 -0.124618 -0.00467913 0.00200837
internal_weight=0 1891 2686 1574 262 118 75 51 2657 1468 1312 1028 943 923 88 284 57 835 513 427 86 58 85 1189 878 311 102 52 776 682
internal_count=4577 1891 2686 1574 262 118 75 51 2657 1468 1312 1028 943 923 88 284 57 835 513 427 86 58 85 1189 878 311 102 52 776 682
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=31
num_cat=0
split_feature=27 7 26 13 14 13 23 13 28 8 0 25 3 26 14 25 8 14 19 27 20 14 7 9 19 14 13 9 9 19
split_gain=29.3807 32.342 38.9902 40.1354 30.0404 47.2003 46.0125 39.6799 58.7847 35.5398 23.8928 22.5215 22.5165 20.6894 63.7945 48.6499 32.5479 27.6822 22.5847 19.0183 54.1846 42.402 36.9223 33.4224 33.8864 26.045 25.2358 26.2665 47.7917 34.18
threshold=6.5000000000000009 327.38045324590297 1.0000000180025095e-35 65.999821240235264 0.04226896819746629 199.08450771281665 0.055176961226412885 105.49196712363099 9.5000000000000018 774.08199195171039 471.67436974789922 0.26837030514499877 1822.6419111518208 6.5000000000000009 0.016479572418525303 0.15682209316267301 2844.8452380952385 0.0037663312357167785 1.1201294209668977 8.5000000000000018 1.6537236014345462 0.46254857475994798 2039.0275874414265 525.30522701961411 1.1960368994588395 0.34385893848595966 152.13434472674103 87.642423571328564 96.874047506085347 0.85991557460453139
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 10 3 -3 5 9 7 8 -6 -4 11 -1 19 16 17 -16 -11 -15 -18 22 25 -22 26 24 -24 -21 27 -2 -29 -30
right_child=12 2 4 -5 6 -7 -8 -9 -10 13 -12 -13 -14 14 15 -17 18 -19 -20 20 21 -23 23 -25 -26 -27 -28 28 29 -31
leaf_value=-0.021488837795497279 0.081709633233531587 -0.03701733604497108 -0.12555411123981081 0.041386816974956046 -0.15007028336587705 -0.16455376705397731 0.11618151596110118 0.02505101810345859 0.0088860498679180951 0.012014783641052807 -0.12660299624101476 -0.11771522178672827 0.094360918192000223 -0.029367744481993564 -0.039475541291758426 -0.25740122670041665 0.028056204327869982 0.074072315966089569 -0.093849297098138121 -0.044316997012938376 -0.00051294073810829782 0.13698325370964798 0.035822589132003486 -0.13580799303948879 -0.05230024793030074 -0.15952517317178161 -0.0015095800688486106 -0.12683306031283878 -0.0053390219065882968 0.038358938332459777
leaf_weight=377 81 83 30 306 38 23 38 198 60 351 26 26 29 188 20 21 21 30 55 80 903 23 80 25 96 26 447 21 251 624
leaf_count=377 81 83 30 306 38 23 38 198 60 351 26 26 29 188 20 21 21 30 55 80 903 23 80 25 96 26 447 21 251 624
internal_value=0 -0.00954878 -0.00246456 0.0246579 -0.0122974 -0.0235462 0.0125913 -0.000707453 -0.0527501 -0.0190166 -0.0336913 -0.027697 0.00672254 -0.0143575 -0.036656 -0.151096 -0.000832183 -0.0151329 -0.0601649 0.00576601 -0.00485037 0.00290219 0.0125082 -0.027613 -0.0122444 -0.0725756 0.0181714 0.0271759 0.022246 0.0258239
internal_weight=0 1891 1462 389 1073 739 334 296 98 716 429 403 2686 686 259 41 427 218 76 2657 1032 926 1625 201 176 106 1424 977 896 875
internal_count=4577 1891 1462 389 1073 739 334 296 98 716 429 403 2686 686 259 41 427 218 76 2657 1032 926 1625 201 176 106 1424 977 896 875
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=31
num_cat=0
split_feature=13 29 29 27 12 20 12 12 11 14 0 0 23 6 11 19 21 6 23 1 0 24 6 1 23 1 24 23 23 0
split_gain=25.9008 29.8843 25.2348 33.2673 26.495 24.8093 18.8967 47.3675 44.8362 27.2392 45.3439 42.6027 36.1488 34.5579 40.1742 33.5801 28.504 43.2359 36.6526 28.0627 36.1225 32.3712 28.3324 26.8224 41.4446 26.1611 23.9276 23.0578 48.9311 39.7633
threshold=58.644280306441551 75.500000000000014 35.000000000000007 6.5000000000000009 2907.3946851327805 3.8451729747259891 691.31951672700654 925.33425813891938 127.02082866741323 0.00073818223639720789 337.69547872340428 281.87104163587759 0.81290211622654751 338.19325140710367 306.84068564589217 0.70268444477710379 0.31910964334788389 350.00211909302823 0.48307082131935325 857.79244138214733 762.93757503001211 -0.024480014108597948 455.04065791273428 807.46071254598303 0.651584291053804 375.56629517147536 0.89422225357965857 0.41750337154554312 -0.24413091742313794 119.28978359948511
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 5 -2 -4 27 8 -8 10 -9 15 -12 14 23 -11 -15 -18 19 22 -21 -22 25 24 -13 -19 -14 28 -5 -30
right_child=2 -3 3 6 -6 -7 7 9 -10 11 12 13 26 16 -16 -17 17 18 -20 20 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.15869916365905243 0.023917849790273171 -0.0052547387033700949 -0.011463969799659886 0.029754485545886888 -0.083278004124683017 -0.092240144042536998 -0.0070468433010815222 -0.11315207435412611 0.12250466871568387 -0.04361146468183269 -0.025316351978337676 -0.012650852735624999 0.14734420273452997 -0.081518160795857164 -0.15319942429306962 0.046852412816002283 0.13317602937459014 0.068958947952422842 0.10436777039652778 -0.1134739884454757 -0.082787681574484823 0.05460519614292586 0.039869241419440433 0.048083445272193506 -0.13030595756135882 -0.024467491257061671 0.010041537905732791 0.010455323703303166 -0.018499937048181894 -0.16646438886721929
leaf_weight=22 587 30 1518 45 24 39 44 47 68 46 203 465 22 29 21 380 32 36 42 40 27 47 269 65 32 179 30 114 32 42
leaf_count=22 587 30 1518 45 24 39 44 47 68 46 203 465 22 29 21 380 32 36 42 40 27 47 269 65 32 179 30 114 32 42
internal_value=0 -0.0701735 0.000806414 -0.00214412 0.0197072 -0.0134873 0.005349 0.00831461 0.0716094 0.00479124 -0.0228959 0.00968101 -0.0062604 0.000589358 -0.0174 0.037084 0.0155506 0.0197395 0.0140677 0.00772556 -0.0369104 0.00447536 0.018239 -0.0123256 -0.0202262 -0.00882399 0.0681311 -0.0216852 -0.0524752 -0.10248
internal_weight=0 52 4525 3914 611 1557 2357 2124 112 2012 302 1710 255 1284 583 426 701 672 640 598 114 74 484 562 497 215 52 233 119 74
internal_count=4577 52 4525 3914 611 1557 2357 2124 112 2012 302 1710 255 1284 583 426 701 672 640 598 114 74 484 562 497 215 52 233 119 74
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=31
num_cat=0
split_feature=13 20 12 11 23 12 13 8 14 9 22 16 11 20 19 28 17 22 22 20 12 28 12 13 20 20 28 13 12 13
split_gain=20.9796 30.6919 20.2383 34.1346 36.1998 28.0218 49.8488 52.0261 48.1374 39.2201 38.3386 35.9854 32.4924 29.2872 45.9649 28.444 38.3948 28.3563 33.6956 27.9065 35.1361 27.3355 46.017 35.9611 26.9124 26.5861 26.1297 23.325 26.3266 24.0354
threshold=58.644280306441551 2.2264540982268857 525.45681279525195 365.99208333333337 0.74815016225688036 1922.4613044613968 92.600244945802629 939.46832884097046 0.047284155855947967 230.27613257676748 0.12149423467441003 128.12500000000003 176.61021999219238 2.0517716171754175 1.1254899316704996 3.5000000000000004 0.97836317316907773 0.37134036001596271 0.28161578363837142 1.6384929701098652 1101.5251859201755 5.5000000000000009 2793.1414382653393 82.610175378209817 2.6647143944112606 1.4204641015565136 9.5000000000000018 104.03172530275411 3400.9885125571795 136.74370488211724
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 -2 6 9 8 10 15 13 12 -7 -8 -15 16 -4 18 -9 26 -21 -13 -23 -24 -20 -10 -11 -25 -29 -30
right_child=2 -3 5 -5 -6 11 7 17 25 19 -12 21 -14 14 -16 -17 -18 -19 24 20 -22 22 23 27 -26 -27 -28 28 29 -31
leaf_value=-0.14613811088105041 -0.037169798997253665 0.0079711870290338997 -0.096455298317596319 0.073513211289213773 0.072173778376908915 -0.0031777372062206269 -0.0019630022471149762 0.062909151956831152 -0.043140159377695192 -0.11508664353838507 0.028794724018649853 0.010845993502825238 -0.15874509566768619 -0.2265359355211258 -0.049000664151140627 0.026289919002408998 0.0079842886541772514 0.16975255370140077 -0.050928979308378919 0.014814401280438139 -0.035286534857004885 -0.032505059421653562 0.12918586526066064 -0.052236234743031677 0.06069299038499594 0.036144870973394097 0.016719555677402586 0.041369557557735859 0.082131187253348212 -0.02732690367239652
leaf_weight=24 367 28 48 36 33 25 30 323 49 53 47 738 29 25 35 517 132 20 54 258 306 594 24 64 36 309 21 172 23 157
leaf_count=24 367 28 48 36 33 25 30 323 49 53 47 738 29 25 35 517 132 20 54 258 306 594 24 64 36 309 21 172 23 157
internal_value=0 -0.0631562 0.000725773 -0.0197548 -0.028149 0.00290957 0.0103457 0.028147 0.00600189 -0.00202853 -0.0444085 -0.0063062 -0.0867232 -0.0826368 -0.122974 0.0143701 -0.0198663 0.053463 0.0478316 -0.0199436 -0.012368 -0.00385557 -0.0143486 0.0101627 -0.00628019 0.025293 -0.0776822 0.00329601 0.0133928 -0.0133406
internal_weight=0 52 4525 436 400 4089 2263 928 495 1335 137 1826 54 90 60 697 180 433 413 638 564 1772 1034 440 90 358 74 416 352 180
internal_count=4577 52 4525 436 400 4089 2263 928 495 1335 137 1826 54 90 60 697 180 433 413 638 564 1772 1034 440 90 358 74 416 352 180
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=31
num_cat=0
split_feature=27 7 15 12 27 13 21 12 22 20 8 3 20 8 21 15 7 26 26 26 27 12 20 21 24 14 21 13 24 14
split_gain=18.7265 23.297 40.1922 31.7652 41.2384 32.0713 44.0535 40.5122 36.3281 32.3892 31.9798 28.7703 26.1941 34.9895 25.783 25.3348 26.6512 24.0411 23.3716 22.0789 16.9019 49.2847 41.4008 36.6157 35.2937 30.6992 30.0404 37.711 29.5584 57.7265
threshold=6.5000000000000009 327.38045324590297 661.89999999999975 365.46420376549338 4.5000000000000009 105.49196712363099 0.7274909255185249 1834.5256879734702 0.12849627937527233 2.0517716171754175 1532.3916666666669 1049.9813495727783 1.976483240526677 939.46832884097046 0.30906083165038306 471.50000000000006 181.44182604670883 6.5000000000000009 2.5000000000000004 5.5000000000000009 8.5000000000000018 1623.7598782100124 1.6537236014345462 0.1773390119402761 0.77208221029351221 0.46254857475994798 0.75039309941333066 81.074468085106403 -0.03080357936985607 0.19106909543961836
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 15 -3 10 6 18 12 -9 19 -5 -12 -7 -14 -10 16 -1 -4 -6 -8 21 -2 -22 24 -24 -25 28 -28 29 -23
right_child=20 3 17 4 5 7 9 8 14 -11 11 -13 13 -15 -16 -17 -18 -19 -20 -21 22 26 23 25 -26 -27 27 -29 -30 -31
leaf_value=-0.015476273151735465 0.046967223899433141 -0.1090706178435573 -0.05493787988767173 0.052577207271928252 0.018025218219530664 0.11924913822746788 -0.072827381975948818 0.014602128876066663 -0.1355315931714498 -0.036267610890220625 -0.022233057637299811 0.050156870073406024 -0.067227647044966296 0.057487893678111635 -0.02932096320997786 0.026366297833080733 -0.12019892266774873 -0.16801634152298389 -0.041850531272357328 -0.21145225448740856 -0.063524509718746097 -0.19395010237023236 0.002473175171762705 0.003321984241583976 -0.18539294689893723 0.12036877477379598 -0.032734463347944324 0.031879223092103899 -0.0036034053607216423 -0.0078428177665919082
leaf_weight=150 319 27 103 219 122 38 20 237 26 49 175 80 31 82 189 124 29 23 140 27 107 25 20 871 20 23 111 485 655 50
leaf_count=150 319 27 103 219 122 38 20 237 26 49 175 80 31 82 189 124 29 23 140 27 107 25 20 871 20 23 111 485 655 50
internal_value=0 -0.00762334 -0.0281137 -0.00161078 0.00041111 -0.0114945 -0.0352035 0.00258149 -0.0124 -0.0931549 0.0245489 0.000477508 0.0474266 0.0232739 -0.042165 -0.00837554 -0.0324425 -0.0755792 -0.0139695 -0.152463 0.00536699 0.0116774 -0.00460479 0.00214511 -0.0914599 0.00633326 0.00318761 0.0198455 -0.0104125 -0.0698786
internal_weight=0 1891 429 1462 1435 961 358 603 452 96 474 255 151 113 215 303 179 126 262 47 2686 1645 1041 934 40 894 1326 596 730 75
internal_count=4577 1891 429 1462 1435 961 358 603 452 96 474 255 151 113 215 303 179 126 262 47 2686 1645 1041 934 40 894 1326 596 730 75
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=31
num_cat=0
split_feature=13 18 22 24 14 14 9 7 10 26 28 13 14 24 28 7 18 28 11 9 22 28 16 16 24 18 22 14 22 14
split_gain=17.7587 17.4642 15.1245 53.724 31.3564 55.8477 34.1747 34.9732 87.2637 29.9088 42.0285 41.504 47.2863 67.2602 41.239 44.881 39.3911 34.9343 30.1889 29.804 25.5466 32.3275 26.1566 28.6487 25.1129 24.569 24.35 23.3121 23.6963 22.7481
threshold=58.644280306441551 1.394359090931897 -0.050372337035221308 0.2472260779330395 0.047284155855947967 0.070640923753528206 152.7476809096415 310.50191989753284 162.52243861816706 6.5000000000000009 7.5000000000000009 130.991895041758 0.016479572418525303 0.3079676163358277 6.5000000000000009 1568.3000155207203 1.1647605370049654 4.5000000000000009 386.03645554205667 386.33691201438137 0.19419957881946789 19.500000000000004 583.07500000000016 604.77500000000009 0.34664768195688994 1.1156116576287383 0.21208458273070199 0.41264723378941109 0.062558936670362705 0.0092194772019456219
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 -2 6 -6 -4 8 -8 14 11 12 19 -14 29 16 26 18 -13 -11 21 -17 -22 -24 -18 -7 -16 28 -27 -9
right_child=2 -3 4 -5 5 25 7 9 -10 10 -12 17 13 -15 15 20 24 -19 -20 -21 22 -23 23 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.11175991874853415 -0.0047881980208069668 0.0044896097698559371 0.043886985489718158 -0.1198083214107014 0.069605070041846948 -0.01711876757168608 0.0082058225973294339 0.011243220166217465 -0.24463688016292595 -0.028187263297350631 0.0098701158621110584 0.086521471059984645 -0.043769626691937451 -0.30311535179615023 -0.049247615921654199 0.11403512473845362 0.031216928203191077 -0.086150339408180662 -0.022223126039035243 -0.14313757584563322 0.018166787987423088 -0.015192501511774027 -0.14715694109909236 -0.015826447070481219 -0.032802725452308855 0.00043102780995019649 -0.16976540708293519 0.10513806809340753 0.051909376033822022 0.05198259839917696
leaf_weight=28 1226 24 153 42 182 258 39 467 21 116 231 45 20 20 38 49 77 39 59 28 276 32 20 98 300 308 30 31 126 194
leaf_count=28 1226 24 153 42 182 258 39 467 21 116 231 45 20 20 38 49 77 39 59 28 276 32 20 98 300 308 30 31 126 194
internal_value=0 -0.0581063 0.000667741 -0.00859801 0.00427504 0.0200929 -0.00181135 -0.00499091 -0.0802891 -0.00287875 -0.0227829 -0.0458497 -0.0772569 -0.173442 0.00414623 -0.0095435 -0.0323629 -0.00543749 0.0248298 -0.0505387 0.0118347 0.0629822 0.00131955 -0.0380859 -0.0197271 0.00762929 -0.102417 0.0213605 0.0153764 0.0232
internal_weight=0 52 4525 1268 3257 905 2352 2199 60 2139 558 327 184 40 1581 920 445 143 104 144 475 81 394 118 377 723 68 465 434 661
internal_count=4577 52 4525 1268 3257 905 2352 2199 60 2139 558 327 184 40 1581 920 445 143 104 144 475 81 394 118 377 723 68 465 434 661
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=31
num_cat=0
split_feature=19 13 27 14 14 11 14 22 19 27 11 23 22 19 20 26 11 6 14 7 4 16 16 14 19 16 4 19 21 14
split_gain=15.1307 48.9851 34.8488 24.755 44.6979 41.2921 33.4929 32.3288 31.1234 31.0876 66.778 26.4843 23.3002 26.8988 22.317 24.3689 21.927 30.2917 47.846 21.3944 21.1746 32.1526 30.1587 18.5235 17.8988 27.1088 50.611 45.1423 25.5661 28.7045
threshold=0.84096363192100554 63.982096292626331 9.5000000000000018 0.047284155855947967 0.098623023371553667 766.01570636138115 0.11358310682406532 0.075678926962795476 1.0615071821850968 5.5000000000000009 286.69302063852973 0.037887072313145607 0.062558936670362705 0.86709293981057656 1.6709690232120529 39.500000000000007 102.67183316894464 145.86932739059969 0.0035164574946720344 2240.5515071323357 354.19791065601299 286.35000000000008 208.40000000000003 0.23383700178465203 1.2607489134248067 191.50000000000003 275.08701509757856 1.1570021528368886 0.44831627656287037 0.00019082945492295673
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 20 8 9 -6 10 -2 -9 13 -8 -13 16 19 18 -18 -16 21 22 -5 -14 25 26 -19 -28 29 -26
right_child=3 2 -4 4 6 -7 12 11 -10 -11 -12 14 23 -15 15 -17 17 24 -20 -21 -22 -23 -24 -25 28 -27 27 -29 -30 -31
leaf_value=-0.15754327048426089 -0.20260202059101676 -0.0045717024678881453 -0.13876244734972717 0.016942512237888185 -0.1304382912442088 -0.057183159001775688 0.0742405347891298 0.078154905845389477 -0.0047056932209266558 -0.014854742625111453 -0.017829444749447747 -0.065819212206854272 0.097963303374126565 -0.00029166212246732858 0.070152406304560863 -0.10180614966413248 -0.0088238007087312956 -0.0049082886841562067 -0.1577301069613426 -0.013580064943179171 0.075448420170906916 -0.083935400641158883 0.1401894961985258 -0.012846482511271129 -0.041878368953863786 0.00018939943907856101 -0.21944582853466274 -0.027119367148565211 0.002034610982628859 0.059800483407718798
leaf_weight=23 31 598 20 84 35 37 51 43 45 228 53 52 48 958 87 23 71 99 31 47 193 23 26 22 33 885 26 23 507 175
leaf_count=23 31 598 20 84 35 37 51 43 45 228 53 52 48 958 87 23 71 99 31 47 193 23 26 22 33 885 26 23 507 175
internal_value=0 -0.0142475 -0.00891445 0.00232028 0.012308 0.0429293 0.00271732 -0.00397684 -0.0597137 -0.0340144 -0.0860193 0.000481637 0.00734613 0.00347557 -0.00114049 0.000535296 0.00172171 -0.00110763 -0.0540796 0.0407836 0.0542918 0.0235909 0.0460736 0.0631374 0.00198341 -0.00643527 -0.046049 -0.12917 0.0141464 0.0436687
internal_weight=0 641 618 3936 1522 363 1159 2414 80 312 84 2102 1079 1009 2059 2007 1984 1850 102 134 326 133 110 70 1748 1033 148 49 715 208
internal_count=4577 641 618 3936 1522 363 1159 2414 80 312 84 2102 1079 1009 2059 2007 1984 1850 102 134 326 133 110 70 1748 1033 148 49 715 208
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=31
num_cat=0
split_feature=12 22 14 22 0 28 12 20 28 20 14 21 12 0 19 12 5 17 10 15 6 22 0 21 10 17 26 14 9 12
split_gain=14.7435 23.3155 66.7779 26.9499 39.7409 18.7331 18.1883 25.63 32.0159 36.1386 33.5934 25.5881 24.2404 33.2885 23.1363 37.2589 47.0699 37.2581 25.3044 24.3014 44.1117 43.873 36.0647 32.9674 25.865 22.329 36.6183 28.9898 21.5318 25.2263
threshold=609.62187682968681 0.075678926962795476 0.057215942891136233 0.20523189146550438 227.82187500000003 14.500000000000002 1922.4613044613968 1.6872835439213734 7.5000000000000009 1.6267992752593459 0.17964130132764042 0.1773390119402761 1086.3459400161889 664.50732191610837 0.88597032916141438 1420.3077755668496 249.48442642061852 1.6971744515237213 134.50877192982458 1288.3 327.03154517133959 -0.020459149711853027 248.83188502307434 0.86380232051892303 104.68819026675003 1.0826285680373477 6.5000000000000009 0.0052644184314570653 124.06962387122768 1636.8753044696143
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -3 -4 7 8 9 12 -10 -8 13 -2 15 18 -17 19 -9 20 -16 -21 24 -22 -23 -24 27 -27 -14 -30
right_child=6 3 5 -5 -6 -7 11 14 10 -11 -12 -13 28 -15 17 16 -18 -19 -20 21 23 22 25 -25 -26 26 -28 -29 29 -31
leaf_value=-0.18909973449145373 -0.1853083212673664 -0.0021457596803488937 -0.0034228643220474662 -0.012540540745226193 0.14733024994874824 -0.067439123861972358 -0.093777053221128892 -0.15346058661739032 0.077664868380608307 -0.15543074636505202 -0.019982327147828122 -0.0035633997385855509 0.061793903149664403 -0.0050422173459082845 0.012714596581656613 0.076260056567844015 -0.085100529625498023 0.11819588529345181 -0.0082469951175153256 -0.14298850461840629 0.10467015835567675 0.028816698243220647 0.020537956601842062 0.021189566001475577 -0.10467447182758059 -0.045150385563453986 -0.09943531478733518 0.045295916012499805 -0.086765067833475776 0.032355867989099354
leaf_weight=26 20 46 174 255 29 62 32 30 56 26 95 1799 35 21 515 48 29 35 20 20 110 21 684 83 47 63 43 81 40 32
leaf_count=26 20 46 174 255 29 62 32 30 56 26 95 1799 35 21 515 48 29 35 20 20 110 21 684 83 47 63 43 81 40 32
internal_value=0 -0.0147253 -0.0369977 0.00295768 0.0556516 -0.0202407 0.00218754 0.00841633 -0.0174608 -0.0466993 0.0162312 -0.00514004 -0.0275978 -0.0929769 0.0130145 -0.028159 0.0154879 0.0160868 -0.0953752 0.0139429 0.027995 0.00356874 0.0066903 0.0687692 -0.0634493 0.0121662 -0.0184557 0.00572566 -0.00254606 -0.0338224
internal_weight=0 592 262 330 75 236 3985 2154 325 174 151 1831 148 41 1829 127 77 1702 50 1667 708 959 939 193 68 871 187 144 107 72
internal_count=4577 592 262 330 75 236 3985 2154 325 174 151 1831 148 41 1829 127 77 1702 50 1667 708 959 939 193 68 871 187 144 107 72
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=31
num_cat=0
split_feature=12 3 2 19 18 19 28 19 11 12 9 21 14 0 11 7 11 25 20 7 19 28 21 18 22 25 15 14 24 9
split_gain=11.9422 23.5621 32.277 30.5528 15.5728 26.7095 18.5368 18.1822 21.0317 22.2958 20.6247 18.1598 17.5619 16.5499 14.3324 46.0826 25.2686 39.8324 48.7202 38.3173 33.277 23.1639 20.5026 19.5068 23.6271 46.211 18.5407 19.23 22.5473 18.537
threshold=609.62187682968681 679.6181017487263 650.48285662145167 1.297389847207387 1.5144821617313218 0.80552099066369609 3.5000000000000004 0.99223328628881013 309.97434308187513 1365.8757927137799 188.19192677852516 1.3080056309145884 0.035653575913590363 352.14607802243643 175.28341542324597 189.31834292499104 140.739827661178 0.75428960663042199 2.7922181103694022 1370.2135129816156 1.3211238550451989 24.500000000000004 0.49865877817578036 1.4337582064713963 -0.2102897066298379 -0.097021751652558469 2566.2999999999997 0.00014312209119221754 0.85197175399075953 277.79619225967548
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 14 -6 -7 13 9 10 -9 -10 -11 -8 16 -16 21 18 -18 -19 22 23 -21 24 25 -2 27 -26 -29 -17
right_child=4 3 -4 -5 5 6 7 8 11 12 -12 -13 -14 -15 15 29 17 19 -20 20 -22 -23 -24 -25 26 -27 -28 28 -30 -31
leaf_value=-0.015600771449713509 -0.042482455959543586 0.13474256114467331 -0.13680654284746752 -0.0025122878802093596 -0.072426072979766526 0.051908830794668459 0.093126202679493217 0.040678117104939057 0.099131727303777423 0.019375581145286563 -0.032259213432876598 -0.0078752221603845731 -0.090888693839168325 -0.016583729125559329 -0.14514680887046069 -0.011391325691224733 0.029211250470732066 -0.13495211579836905 0.14301961668513039 0.032318189486544184 0.11708095580339434 0.068256391151699916 -0.063234499573361053 -0.070283662236255151 -0.077720615441373014 0.11545240369900554 0.020685996612956545 -0.027503769673211012 0.060590789892843791 0.0056216131801886879
leaf_weight=491 32 23 23 55 31 156 44 84 35 20 72 29 52 20 23 1293 119 20 55 47 25 43 43 46 58 44 119 171 35 1269
leaf_count=491 32 23 23 55 31 156 44 84 35 20 72 29 52 20 23 1293 119 20 55 47 25 43 43 46 58 44 119 171 35 1269
internal_value=0 -0.0132527 -0.0210244 0.0379603 0.00196879 0.0177077 0.023165 0.0105694 -1.08663e-05 -0.0142298 0.00701473 0.0506442 -0.0602597 0.0588418 -0.000514134 -0.00422961 0.010693 0.0335601 0.0651852 -0.00720109 0.0150165 -0.00220107 -0.0133348 -0.00820042 -0.00197857 0.0489535 -0.0120852 -0.0268571 -0.0125362 -0.00296454
internal_weight=0 592 514 78 3985 543 512 356 292 228 156 64 72 64 3442 2585 857 309 174 135 115 548 90 505 459 76 383 264 206 2562
internal_count=4577 592 514 78 3985 543 512 356 292 228 156 64 72 64 3442 2585 857 309 174 135 115 548 90 505 459 76 383 264 206 2562
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=31
num_cat=0
split_feature=13 20 27 27 26 20 22 18 1 3 13 26 26 1 3 28 28 20 18 11 3 10 28 2 24 28 13 2 1 18
split_gain=12.1222 16.7303 11.7677 15.8584 44.5312 21.7294 22.5556 17.9273 17.9063 25.4548 30.9307 17.7118 17.0248 28.2505 44.5898 21.5448 25.6439 17.9658 21.3089 31.2422 21.1629 17.7369 17.7949 20.6154 17.4949 20.5482 17.3396 16.9312 16.9085 16.8644
threshold=58.644280306441551 2.2264540982268857 6.5000000000000009 9.5000000000000018 6.5000000000000009 3.9930810919655033 0.10005139631936689 1.1970783670708711 233.30100157438429 163.57985671413027 126.01152551935361 4.5000000000000009 7.5000000000000009 339.49868106624575 229.96966803461956 7.5000000000000009 5.5000000000000009 2.2387325460852971 1.3003195207798834 365.99208333333337 317.52887060797997 300.70093595563736 8.5000000000000018 834.21360513000911 0.054041846419175789 11.500000000000002 189.38561790296419 1223.5905189670495 261.93633225184641 1.1763652896356198
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 -2 8 5 -5 -7 -6 9 10 -4 28 21 14 -14 16 17 20 19 -19 -15 22 23 -13 -17 -26 29 -22 -10 -27
right_child=2 -3 3 4 7 6 -8 -9 11 -11 -12 12 13 15 -16 24 -18 18 -20 -21 27 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.10927403190871701 -0.0055191925635383991 0.0045067834002631051 0.04470137530429797 0.011358871084172795 -0.14724653615401342 -0.12843916209583933 -0.016070044128910492 -0.045868049514532654 -0.082437287022670114 0.081777264571521818 -0.10280664293538957 0.056647829958528753 -0.032105351962770028 -0.10515093707612583 0.12528616158498659 -0.0083526158358080919 -0.080188313961542898 0.045554860590144679 0.11256785216214865 -0.10367108568549158 0.006346395651719107 0.07251505779539362 -0.0083899738964233125 -0.012942639707411031 0.10786238243753039 -0.0015018668594873616 -0.055578282021957894 -0.080150421815259124 -0.0019439193600705132 0.099119700136924949
leaf_weight=24 1872 28 44 434 26 22 95 53 27 78 21 160 30 28 45 118 58 47 23 20 118 81 132 58 37 36 23 28 780 31
leaf_count=24 1872 28 44 434 26 22 95 53 27 78 21 160 30 28 45 118 58 47 23 20 118 81 132 58 37 36 23 28 780 31
internal_value=0 -0.0480074 0.000551688 0.0048354 -0.00901902 0.00104798 -0.0371993 -0.0792331 0.00914992 0.0432626 -0.00295506 0.00655519 0.0149728 0.00465201 0.0623296 -0.00297729 -0.0199806 -0.0067532 0.0295191 0.0010098 -0.0255147 0.0303462 0.0205872 0.0381329 0.01937 0.045128 0.0193371 -0.010242 -0.00463701 0.0450544
internal_weight=0 52 4525 2653 630 551 117 79 2023 143 65 1880 1073 642 75 567 322 264 90 67 174 431 350 218 245 127 90 146 807 67
internal_count=4577 52 4525 2653 630 551 117 79 2023 143 65 1880 1073 642 75 567 322 264 90 67 174 431 350 218 245 127 90 146 807 67
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=31
num_cat=0
split_feature=15 4 16 10 10 13 9 8 13 12 5 8 13 23 13 21 8 12 5 28 13 13 12 12 6 6 13 18 16 18
split_gain=10.7773 19.48 10.1742 20.0975 22.6149 22.456 15.6077 23.1325 15.2524 18.5147 17.755 31.2219 16.7708 30.7377 17.1285 30.8163 56.5468 22.6518 23.6985 17.4995 25.2067 16.5122 25.7205 23.9036 15.95 33.896 37.1199 31.0893 28.7165 26.6022
threshold=3618.2999999999988 366.73468332924739 671.65000000000009 98.894163168047214 864.69143951424655 203.99797318366078 212.16194125159646 518.57519166383634 197.96935458510373 377.99966771037481 54.306348666014223 160.14838736744531 174.007518378258 0.027467243262074875 152.13434472674103 0.62676477948990372 1325.1258962011773 1494.357743878157 261.32137300661225 27.500000000000004 104.03172530275411 137.66749026324661 1731.6285158015885 1161.5551865815753 221.8122348738558 203.48378771293702 95.762700152257949 1.341078497282868 406.77500000000009 1.3813303928223812
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=2 -2 8 -4 5 6 7 -5 10 -10 11 -1 14 -14 19 16 -16 -17 -19 21 -21 24 23 -23 25 27 -27 28 -12 -26
right_child=1 -3 3 4 -6 -7 -8 -9 9 -11 12 -13 13 -15 15 17 -18 18 -20 20 -22 22 -24 -25 29 26 -28 -29 -30 -31
leaf_value=0.0082142935436521035 -0.029277696851640941 0.099008194365586832 0.061965995679299037 -0.027749901767010279 0.055177413040038314 0.051711520392062338 -0.030552521053147666 -0.17480031566694379 -0.10427199570543094 -0.01203232907890665 0.029217860976685824 -0.13644772231578828 -0.003251869650902572 0.067437741735669895 -0.20083409417420628 0.084344665063866259 -0.02295969224401883 -0.092608344850355184 0.012567443146211346 0.012801482461509296 0.13068289240965478 0.02991601202073832 0.0044066940136119831 0.14622095737916727 -0.0007994225829935092 -0.025462687772686607 -0.13700988828330427 -0.018333022062367432 -0.046488561943687244 0.026704104040994353
leaf_weight=37 20 29 30 23 33 29 232 20 23 404 368 25 135 113 24 29 70 29 82 60 26 43 139 30 1323 154 37 473 58 479
leaf_count=37 20 29 30 23 33 29 232 20 23 404 368 25 135 113 24 29 70 29 82 60 26 43 139 30 1323 154 37 473 58 479
internal_value=0 0.0466466 -0.000504789 -0.0164659 -0.0234479 -0.0319829 -0.0408089 -0.0961454 0.000902977 -0.0170007 0.00295035 -0.0501172 0.00384637 0.0289575 0.00202757 -0.0240868 -0.0683744 0.00564917 -0.0149109 0.00394317 0.04844 0.00271033 0.0296488 0.0777126 0.00073559 -0.00881312 -0.0470713 -0.000684853 0.0189104 0.00651145
internal_weight=0 49 4528 367 337 304 275 43 4161 427 3734 62 3672 248 3424 234 94 140 111 3190 86 3104 212 73 2892 1090 191 899 426 1802
internal_count=4577 49 4528 367 337 304 275 43 4161 427 3734 62 3672 248 3424 234 94 140 111 3190 86 3104 212 73 2892 1090 191 899 426 1802
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=31
num_cat=0
split_feature=25 17 16 4 1 22 25 21 2 4 5 7 2 4 4 11 21 5 5 22 2 15 25 19 17 15 17 19 28 26
split_gain=10.528 18.4757 20.6744 11.9077 28.8152 17.8048 34.8226 20.8145 16.6183 21.123 26.5635 70.0405 19.132 20.8986 19.7242 25.1275 26.7757 24.9447 26.1543 23.1449 22.81 30.4225 23.6152 20.914 18.2536 28.2816 18.2698 17.819 30.0738 35.2194
threshold=0.85377701453949995 0.97428330454853462 348.40000000000003 162.68322075290328 357.60974732148406 0.093638942460266814 0.20433896864477083 0.51817173973687847 198.16938491510638 204.47345747911712 116.03475031033834 237.09706484202636 341.19904806679097 212.50741974560876 248.51130626966287 170.57038059760126 0.49865877817578036 201.03138150775524 198.13187106781453 -0.23096262801396852 464.21164199851415 1492.0499999999995 0.80492984262918399 1.1502192679358019 1.7021755189629875 903.50000000000011 1.2345681857753021 0.84822328092014343 1.5000000000000002 6.5000000000000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 4 5 6 -1 -7 -5 -10 11 -11 13 -12 20 16 -16 18 23 -19 -14 -22 -23 -17 25 26 -18 28 29 -21
right_child=1 -3 -4 8 -6 7 -8 -9 9 10 12 -13 14 -15 15 17 24 19 -20 27 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.010332593197177213 0.0048502460536029614 -0.016673069888794866 0.10930821965142967 -0.065285989053939522 -0.10040913852743615 -0.0055821732480506427 -0.15145842116326094 0.097323816793103674 0.026653675374563746 0.015196143776239429 -0.06726421710589657 -0.15638813695464382 0.023017878531188262 0.031842746399424998 0.07047806213765094 -0.10118608339024443 -0.11397432893780726 -0.043609050833350739 -0.12076086382780755 0.00095093571222745461 -0.1313762938018356 0.020231007807888092 -0.062986416803507861 0.016123765977946194 0.064049606572608567 0.026137124022039084 -0.016148428525775672 0.0040410724186784996 -0.005768417749923092 -0.15467180767745684
leaf_weight=139 36 54 40 38 39 61 20 29 301 61 23 39 61 284 96 21 28 121 35 26 35 60 79 55 49 130 60 2302 222 33
leaf_count=139 36 54 40 38 39 61 20 29 301 61 23 39 61 284 96 21 28 121 35 26 35 60 79 55 49 130 60 2302 222 33
internal_value=0 0.0280507 0.0598281 -0.000820012 -0.0204843 -0.00796595 -0.0280843 0.0275764 0.000541689 0.00114869 -0.000860996 -0.0517217 0.000506228 0.0244178 -0.00164462 0.000422609 0.0251845 -0.00277048 -0.0492318 -0.000863232 -0.0296006 -0.0480473 -0.0270652 -0.0162908 0.00889914 -0.00349707 -0.0472749 0.00113918 -0.0226336 -0.0860923
internal_weight=0 130 76 4447 288 249 159 90 4159 4121 3820 100 3720 307 3413 3178 363 2815 111 2704 235 174 139 76 267 218 88 2583 281 59
internal_count=4577 130 76 4447 288 249 159 90 4159 4121 3820 100 3720 307 3413 3178 363 2815 111 2704 235 174 139 76 267 218 88 2583 281 59
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=31
num_cat=0
split_feature=14 14 24 22 25 8 18 1 12 24 17 3 8 18 0 12 27 12 22 7 12 14 24 1 22 22 0 13 13 22
split_gain=9.66055 40.5406 25.6045 24.9372 35.8609 45.8471 26.0913 25.2767 33.7994 22.4656 20.071 17.8228 41.4895 27.4152 19.7008 23.111 21.238 31.7033 17.3413 22.9409 20.4713 18.606 32.2932 31.2707 19.7964 16.4266 16.1046 15.9752 27.1921 26.7187
threshold=0.047284155855947967 0.070640923753528206 0.39239246149399426 0.093638942460266814 0.035157841419579526 1002.0688602442335 1.8490347395955256 594.91285941188369 637.435489758053 0.1041212329032736 0.89492164985555178 163.57985671413027 160.14838736744531 1.3858283869817587 281.87104163587759 2810.8582102087566 8.5000000000000018 2070.8078466985176 0.090941257403973116 605.29058279213803 4092.843320805614 0.12286567052273005 0.044087266214035005 375.56629517147536 -0.052226769216987164 -0.062718961520137909 334.41053050079523 152.9980924936402 140.20841613517774 -0.094231429629432081
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 9 4 -1 7 -5 8 -6 -2 -3 12 -12 -14 15 -13 18 26 20 -20 21 22 24 -24 -16 -19 -18 28 -23 -30
right_child=1 10 -4 6 5 -7 -8 -9 -10 -11 11 14 13 -15 16 -17 17 25 19 -21 -22 27 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.01657472702923898 0.022488551324100367 -0.097211482952393236 -0.06179904001099723 -0.00097900490824848522 -0.18380446448922158 0.0098404023123413818 0.11104997957036609 -0.17287315512076021 -0.044441396175925414 0.086562363462191871 -0.0013967388067456172 0.015673330416922118 -0.041476434193275596 -0.19382011370644683 -0.049747970102665323 0.10022035522120341 -0.062061166758870794 -0.13080990768227679 0.005545259140912564 0.14291609863750637 0.080949617090324569 0.0049812308136785357 -0.078392223889629048 0.064698084913903761 -0.16615720589955649 -0.033567520260112359 0.043993758650289649 -0.019292188682692484 0.16457107605581933 0.017305192471082722
leaf_weight=127 112 21 21 2070 20 91 21 24 134 107 151 424 27 21 48 35 21 38 31 20 30 534 24 42 21 32 45 235 22 28
leaf_count=127 112 21 21 2070 20 91 21 24 134 107 151 424 27 21 48 35 21 38 31 20 30 534 24 42 21 32 45 235 22 28
internal_value=0 0.00501159 0.0436796 -0.00421159 -0.0272215 -0.0478986 0.000146107 -0.0774168 -0.0625405 0.053794 -4.8081e-06 0.00111129 -0.0271407 -0.108127 0.00456045 0.0221203 -0.00232251 -0.0394743 0.00255926 0.0594162 -0.000387589 -0.00294536 -0.0373429 0.0126652 -0.0851769 -0.0863562 0.010249 0.00272457 0.0115841 0.0821022
internal_weight=0 2090 240 2487 396 269 2091 178 154 219 1850 1829 199 48 1630 459 1171 136 1035 51 984 954 135 66 69 70 66 819 584 50
internal_count=4577 2090 240 2487 396 269 2091 178 154 219 1850 1829 199 48 1630 459 1171 136 1035 51 984 954 135 66 69 70 66 819 584 50
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=31
num_cat=0
split_feature=27 5 5 11 27 19 14 14 20 11 24 20 16 19 25 25 14 25 5 3 7 25 19 14 5 27 5 20 14 18
split_gain=9.15644 13.8793 37.6975 36.0297 18.3398 18.6976 13.5518 34.3218 25.5785 22.3757 18.8485 17.4965 20.3962 14.2291 13.3138 14.6561 20.3766 15.9078 14.6354 12.868 15.5229 29.1594 35.2567 22.3736 20.7014 17.8099 25.4819 27.2831 35.3437 27.0252
threshold=6.5000000000000009 129.10612712881661 114.39162909293094 118.02039693926353 2.5000000000000004 1.9069473898057814 0.04226896819746629 0.036866543495282796 1.698716450983538 132.6291208791209 0.096381507698809696 2.282167219032218 231.50000000000003 0.80552099066369609 0.79506241725233429 0.57252849618890289 0.00086298359746409101 0.65862805301111871 582.12850170269826 1615.0468439139088 2017.0194509345795 0.65117770453401114 1.205670925898491 7.1911835035305384e-05 917.01043242853768 8.5000000000000018 54.306348666014223 1.5021571434375882 0.46254857475994798 1.1367633476195045
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 5 -3 7 8 -6 -10 11 12 -8 -14 15 18 -17 -18 -11 20 25 24 23 -23 -22 -2 -27 -28 29 -29
right_child=19 4 3 -5 6 -7 10 -9 9 14 -12 -13 13 -15 -16 16 17 -19 -20 -21 21 22 -24 -25 -26 26 27 28 -30 -31
leaf_value=-0.0080432329571537547 0.012256253695390237 0.036543183079357826 -0.030513980984687807 -0.21058832906186581 -0.11043893748521805 -0.059147738794917651 0.072407040509738424 -0.13210644518646103 0.06717454632223388 -0.03268761257591303 0.044075823826894456 -0.074249564568162896 -0.086384526379406468 -8.881079042081125e-06 -0.061871297608072667 -0.014788241181674043 0.092857047542929658 0.013653752417303622 0.0020678439944930064 0.047027449954801535 -0.15158064186286468 -0.015518881282154121 -0.053082958974820731 0.073302567017371534 -0.019778629934245891 -0.11709634579718114 -0.075663906837604489 0.070437094996062419 0.1158587080354874 -0.0067785129321485081
leaf_weight=177 1415 182 25 20 25 23 38 24 38 281 104 32 20 411 49 123 42 64 213 67 26 53 85 61 22 20 49 48 26 814
leaf_count=177 1415 182 25 20 25 23 38 24 38 281 104 32 20 411 49 123 42 64 213 67 26 53 85 61 22 20 49 48 26 814
internal_value=0 -0.00533065 -0.028821 -0.110547 -0.0022061 0.0258071 -0.00612872 -0.0142031 -0.0108143 -0.00773944 0.00533558 -0.00270631 0.00217511 -0.00401703 -0.0114269 -0.00800814 0.0129034 0.0450362 -0.017702 0.00375289 0.00264583 -0.0212118 -0.00433716 0.0320084 -0.0911714 0.00513016 -0.00540633 -0.00302234 0.000986033 -0.0024788
internal_weight=0 1891 222 45 1669 205 1464 859 835 810 605 501 469 431 772 723 229 106 494 2686 2619 247 199 114 48 2372 957 937 888 862
internal_count=4577 1891 222 45 1669 205 1464 859 835 810 605 501 469 431 772 723 229 106 494 2686 2619 247 199 114 48 2372 957 937 888 862
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=31
num_cat=0
split_feature=0 4 18 0 2 25 25 11 9 8 2 4 4 0 21 4 18 22 23 0 2 25 28 22 3 25 0 25 22 25
split_gain=9.15442 21.5368 13.7562 12.8796 34.5884 40.3632 34.5552 25.4241 23.0699 31.9276 25.9471 21.3087 24.0994 16.6832 22.2402 23.6317 17.0338 29.0494 37.9663 20.5712 19.3629 18.1493 30.5605 17.5568 17.5325 16.037 15.8212 25.6513 24.4582 32.24
threshold=110.11315917671418 287.86085910454739 1.0742309821342979 248.83188502307434 492.67469105262319 0.60963592906069597 0.78133730884630925 286.69302063852973 233.99724383916995 559.0409118668091 251.09626801629753 666.74912073968994 361.67368421052635 310.22747747747752 1.0979606661965697 284.53375149342895 1.3313653011546376 1.0000000180025095e-35 -0.16994229656784088 322.06957799145306 854.27117186194425 0.010461008528502964 7.5000000000000009 -0.28970780316856498 890.79844037514943 -0.089324276620102339 487.53037974683554 -0.063480588907979613 0.20523189146550438 0.73459732680107837
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 7 11 -7 8 10 -10 -2 12 -6 14 -5 -16 23 18 19 -18 -19 -20 -23 -15 -21 -17 28 -28 -25 -30
right_child=3 -3 -4 13 5 6 -8 -9 9 -11 -12 -13 -14 16 15 25 17 20 21 24 -22 22 -24 26 -26 -27 27 -29 29 -31
leaf_value=-0.066474354178221381 -0.032840594271422434 0.10322828301125103 0.017122524139038062 0.030847918585516134 0.017118305995546538 -0.22992319581764087 -0.05592052745819092 0.077133165223121247 -0.15459434227509933 -0.023107190154411872 0.019241472649147478 0.068633312341712771 -0.1097049734284801 -0.096789259286153895 -0.09837482763853457 -0.060002276800306779 -0.071872207122268508 0.049615451077160096 -0.0066805949011309587 0.027924185886267841 0.0064730645964543023 -0.14927532890517461 -0.01663892585784197 -0.0031547650179229825 -0.063522925665197169 0.028222059829829213 -0.064985706426835224 0.0040500418170415151 -0.070277515090763187 -0.0033997603622612674
leaf_weight=22 140 27 187 372 29 21 25 37 22 115 302 21 31 21 28 28 27 223 44 237 195 38 32 522 23 78 56 1384 156 134
leaf_count=22 140 27 187 372 29 21 25 37 22 115 302 21 31 21 28 28 27 223 44 237 195 38 32 522 23 78 56 1384 156 134
internal_value=0 0.0191807 0.00832285 -0.00104276 -0.0130293 -0.0605474 -0.135357 -0.00323252 -0.00836815 -0.0442219 0.00274489 -0.0180633 -0.0484071 0.0014325 0.0182652 -0.016666 -0.00132214 0.0110428 -0.00818553 0.0112072 0.0294892 -0.0570075 -0.0886415 -0.00577746 0.0198346 0.00491752 -0.00492877 0.00136532 -0.0160907 -0.0393754
internal_weight=0 236 209 4341 743 127 46 616 579 137 442 81 60 3598 506 134 3092 819 401 287 418 114 70 2273 260 106 2252 1440 812 290
internal_count=4577 236 209 4341 743 127 46 616 579 137 442 81 60 3598 506 134 3092 819 401 287 418 114 70 2273 260 106 2252 1440 812 290
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=31
num_cat=0
split_feature=15 22 16 26 13 13 28 5 13 14 19 13 19 9 14 6 26 19 14 22 24 13 0 0 15 9 6 21 14 21
split_gain=8.15592 12.8202 8.01025 16.6758 29.8437 22.3768 16.3057 16.7535 13.7948 12.2529 10.6134 10.5009 12.434 33.8575 61.6077 24.684 21.8918 21.109 27.4446 23.3772 29.3296 22.5545 21.7799 27.5731 20.4898 27.6442 26.4744 19.2494 22.6531 21.7962
threshold=3618.2999999999988 0.16922032409226898 671.65000000000009 1.5000000000000002 140.20841613517774 212.14611637762201 8.5000000000000018 453.5926777086836 82.963759515429913 0.20371854086153268 1.2228413462787047 197.96935458510373 0.85991557460453139 233.99724383916995 0.080153036824485893 340.55997627671189 22.500000000000004 0.97815724842430452 0.43201646897363011 -0.088880544029345906 0.22229354885079691 183.54968317972353 110.11315917671418 128.85167602952785 392.50000000000006 152.7476809096415 204.81144179011525 1.1722501045093694 0.22490172063506444 0.31306202437513575
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=2 -2 11 4 8 6 7 -5 10 -10 -4 12 13 15 -15 16 -1 27 19 20 -19 22 -21 -24 -25 26 -26 28 29 -14
right_child=1 -3 3 5 -6 -7 -8 -9 9 -11 -12 -13 17 14 -16 -17 -18 18 -20 21 -22 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0035893398231988216 0.083057132453240201 -0.021014315746724604 0.031738131540635282 -0.13906960849251068 0.087661368782455867 0.044823240150387092 -0.00747956717076401 -0.048741551574513126 -0.01414486894444112 -0.11307538116262073 -0.051876077204942708 -0.014045487918326114 -0.062509092688560489 -0.22422107920050621 -0.018240615092920808 0.064892060667276388 -0.096476739231083131 -0.014488413270836102 0.051915194744554666 0.044217499517228295 -0.11428999534109607 0.056947767797422104 -0.074618281747157483 -0.090531849185936153 -0.0048299286682676112 -0.00064925466924024801 0.088075715130273735 0.084132996909320357 -0.023456363790889376 0.041347634420549922
leaf_weight=421 29 20 63 28 37 30 60 77 31 21 20 427 22 20 53 50 27 369 105 115 32 77 49 24 54 1850 71 50 97 248
leaf_count=421 29 20 63 28 37 30 60 77 31 21 20 427 22 20 53 50 27 369 105 115 32 77 49 24 54 1850 71 50 97 248
internal_value=0 0.040579 -0.000439128 -0.0146015 0.00809522 -0.0346212 -0.0490656 -0.072829 -0.0137118 -0.0540976 0.0115901 0.000809992 0.00250878 -0.0110728 -0.0746736 -0.00174976 -0.00918746 0.00496059 0.00177712 -0.000216257 -0.0224526 0.00376445 0.00187119 -0.000506651 0.00130999 0.00242604 0.0479405 0.0259242 0.0179939 0.0328852
internal_weight=0 49 4528 367 172 195 165 105 135 52 83 4161 3734 571 73 498 448 3163 2746 2641 401 2240 2163 2048 1999 1975 125 417 367 270
internal_count=4577 49 4528 367 172 195 165 105 135 52 83 4161 3734 571 73 498 448 3163 2746 2641 401 2240 2163 2048 1999 1975 125 417 367 270
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=31
num_cat=0
split_feature=13 8 27 28 8 9 24 24 4 9 16 17 22 10 9 13 4 25 18 13 9 25 9 10 9 4 28 28 8 21
split_gain=8.23083 12.6735 8.01734 10.8854 25.7394 18.9861 18.3562 17.3895 17.0317 12.2724 20.9624 18.5227 14.0205 22.3932 37.7665 25.3702 32.6213 23.2087 18.8194 23.5218 18.5973 14.8111 14.7609 28.4383 23.9309 33.7533 17.3553 15.4015 14.9378 14.2601
threshold=58.644280306441551 385.07568905479985 6.5000000000000009 23.500000000000004 847.93768071113357 290.66700499027326 0.051398301874047481 0.48358686262777933 627.08902147337744 954.19376286388786 736.50000000000011 1.0310141565225377 0.093638942460266814 227.02610705802513 245.00810309131151 105.49196712363099 738.56185587163691 0.24774293342913392 1.2702902138439798 174.69056916470851 209.64871794871797 0.65862805301111871 325.8773466958325 177.98068849706132 545.34121648659482 411.30439107929209 12.500000000000002 1.5000000000000002 2305.5352173913047 0.55884170740574568
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 9 6 -6 8 -7 -5 10 12 -12 13 14 17 16 -15 -2 22 20 21 -20 23 27 25 -24 -25 -14 -26 -17
right_child=2 -3 -4 4 5 7 -8 -9 -10 -11 11 -13 18 15 -16 29 -18 -19 19 -21 -22 -23 24 26 28 -27 -28 -29 -30 -31
leaf_value=0.011746517833322288 -0.012909873218495422 -0.087063018658577851 0.0039904150872883725 -0.013618771227387092 -0.039402234003508604 -0.025534803621672299 0.12627148233630039 0.065693826080920795 0.090869389073206838 0.063284081228387856 -0.12941284437592213 -0.022015098912552711 -0.078340107151146587 -0.0090146337400425925 -0.12183762279649575 -0.017616308968694462 -0.14470777796073395 -0.095543533171478068 0.12378198396075855 -0.070198889420582708 0.016794171873423296 0.022862133269126603 -0.023154905777289927 0.12767523615448564 0.07164650506206921 -0.13799900247438535 0.006463235013541721 0.00018690719611994509 -0.023107375513489653 0.039076921412458596
leaf_weight=25 322 27 2653 39 93 37 27 48 26 24 26 42 29 91 42 62 22 38 33 26 246 26 83 27 28 37 21 180 41 156
leaf_count=25 322 27 2653 39 93 37 27 48 26 24 26 42 29 91 42 62 22 38 33 26 246 26 83 27 28 37 21 180 41 156
internal_value=0 -0.0395584 0.000454594 -0.00455637 0.0140182 -0.00817917 0.0569652 0.0259825 0.0281765 -0.00768692 -0.00876632 -0.0630789 -0.00632046 -0.0162414 -0.0321015 0.0030208 -0.0354328 -0.0216323 0.00303866 0.021104 0.0288872 0.0793088 -0.0103686 0.00523245 -0.0315826 -0.0585652 0.074645 -0.0107092 0.0153435 0.0229532
internal_weight=0 52 4525 1872 270 178 92 85 65 1602 1578 68 1510 733 402 331 113 360 777 331 305 59 446 257 189 120 48 209 69 218
internal_count=4577 52 4525 1872 270 178 92 85 65 1602 1578 68 1510 733 402 331 113 360 777 331 305 59 446 257 189 120 48 209 69 218
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=31
num_cat=0
split_feature=12 10 23 29 12 21 21 22 25 14 18 2 25 20 6 19 5 10 19 22 12 20 10 6 10 24 0 5 18 0
split_gain=7.92423 22.6248 11.0409 9.83055 9.18557 20.7313 15.9622 26.8507 20.4084 67.2212 19.5376 18.2493 20.2077 51.6381 25.6093 23.8066 18.1813 18.0318 21.4738 17.8998 37.474 22.2866 19.0551 21.7665 21.2437 36.8205 18.6842 18.371 17.2316 16.5732
threshold=356.7623379339189 228.79553073309194 -0.19114920612657982 75.500000000000014 1922.4613044613968 0.1773390119402761 0.78297942018557098 0.2282846883979244 -0.05527727076911438 0.20609476323685513 1.1452350634219473 512.40674155787462 0.0090591810472522242 2.0735220850404112 450.59492133711177 0.97815724842430452 257.24389274109268 803.89927028345585 1.1328812662165559 0.20923787206816083 2960.1428571428573 2.099137820162992 100.15612853070745 182.91576354679805 175.4398106435107 0.33090803483200221 935.54058441558448 271.40721759555851 1.1225476655131295 689.6346288515407
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 -2 -6 8 10 9 -7 28 -12 16 -14 15 -15 -13 19 -19 22 21 -21 23 -10 25 -24 -22 -23 -8 -29
right_child=4 -3 3 -5 5 6 7 -9 17 -11 11 12 13 14 -16 -17 -18 18 -20 20 26 27 24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.070008535427547508 0.0046882469072559276 -0.10892282646894456 0.062933403401014706 -0.0080687484295944717 -0.084363376931287357 -0.21327047021616075 0.022901091192001372 0.11171730185548466 -0.0061691230994516191 -7.0282861590385438e-05 0.021562815112162365 -0.072860841796500611 -0.16048762452217841 -0.13051673580193893 0.089415596276521681 0.0020410102548166402 0.0065932032618547971 -0.13402424647162359 0.0027538010342554615 -0.0054745004984289814 0.00054913786395142483 -0.030553795193156152 -0.11515121843273704 0.11138930548913778 0.016710661087069579 0.0030479500156848933 0.084433038556016984 -0.14148792159870605 0.11999969796642014 -0.052549991570413117
leaf_weight=23 2570 25 24 104 32 21 89 24 28 50 213 32 31 20 20 42 288 24 22 93 156 73 38 36 274 86 32 44 23 40
leaf_count=23 2570 25 24 104 32 21 89 24 28 50 213 32 31 20 20 42 288 24 22 93 156 73 38 36 274 86 32 44 23 40
internal_value=0 -0.0208069 -0.00621818 0.00524416 0.000832087 -0.00458044 -0.00316128 0.00758077 -0.0114212 -0.0631295 0.00428357 -0.0024013 -0.0141897 -0.0505435 -0.00897927 -0.0407196 -0.0013522 -0.0075403 -0.0686087 -0.00441903 -0.018903 -0.0442681 0.00931251 0.0599575 0.00116859 -0.0331744 0.0148272 -0.0672477 0.042841 -0.0991365
internal_weight=0 176 151 128 4401 1831 1799 782 1017 71 758 646 433 113 82 62 320 946 46 900 438 250 462 64 398 124 188 157 112 84
internal_count=4577 176 151 128 4401 1831 1799 782 1017 71 758 646 433 113 82 62 320 946 46 900 438 250 462 64 398 124 188 157 112 84
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=31
num_cat=0
split_feature=13 29 12 1 8 25 12 13 20 13 20 19 5 5 22 19 18 17 20 13 0 2 5 19 5 29 19 16 25 16
split_gain=6.81153 22.985 7.1207 23.2794 10.911 12.0611 8.9968 24.0758 28.222 29.077 26.9811 33.1063 20.8137 42.5518 20.2515 38.0749 31.8434 26.7743 26.4788 26.0311 19.3346 19.327 17.5847 16.882 24.3673 15.3521 14.8949 17.798 14.6488 14.5328
threshold=58.644280306441551 75.500000000000014 356.7623379339189 312.50399722681658 322.79463953590147 0.78133730884630925 1922.4613044613968 122.14244969478808 1.7051275951038869 72.251769174824332 1.8903800609609245 0.87660099600998587 186.44288457369387 214.66204892166323 0.17391574937666507 1.0919585989832743 1.1348341396527399 1.0797057793710312 2.390277701698277 223.05920432644615 336.26963733115986 489.76924837777773 213.71365602588443 1.1399352335110322 334.46341898342854 50.000000000000007 1.1067622040976219 296.50000000000006 0.040745861010153296 128.12500000000003
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 -2 -6 7 8 9 -4 20 21 -11 -14 15 16 28 -17 22 25 -10 -12 -18 24 -13 -16 27 -26 -9 -8
right_child=2 -3 6 -5 5 -7 29 14 10 12 11 23 13 -15 19 17 18 -19 -20 -21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.11362366540865465 -0.03738150979392231 0.020947449059846503 0.018326276840849056 -0.088616787308925082 0.047566760260740235 -0.031417277259431012 -0.055242192483058686 -0.042942096292972569 0.012951411943444437 0.016397133116659367 -0.11945400470069477 0.041058999497416815 -0.19862273954564619 -0.045972324141600573 0.039750626389133306 0.018963260199268198 0.1836534668505192 -0.058053871656669989 -0.0075237049100299672 -0.052388628348708159 0.084202849024069923 -0.0090616098958356626 0.077331095247396398 -0.0015813585584705907 -0.10987504737244712 0.10710592952663783 0.035154001342673456 0.002038039950033029 0.055928114259784868 -0.00258023021801172
leaf_weight=22 50 30 90 38 58 29 54 47 85 38 35 235 21 140 76 86 20 95 30 20 69 29 70 1167 27 61 31 30 22 1772
leaf_count=22 50 30 90 38 58 29 54 47 85 38 35 235 21 140 76 86 20 95 30 20 69 29 70 1167 27 61 31 30 22 1772
internal_value=0 -0.0359865 0.000413546 -0.0193642 -0.000155507 0.0212387 0.0012092 0.00507737 6.01659e-05 -0.02884 0.00495017 0.000993585 -0.0501714 -0.0658832 0.0240894 0.01132 0.0427126 -0.0214601 0.0738378 0.054183 0.0448758 -0.0694325 0.100958 0.0040186 0.0242513 0.0697409 -0.0206331 -0.0509734 -0.0114183 -0.00413759
internal_weight=0 52 4525 175 137 87 4350 2524 1997 289 1708 1554 199 161 527 370 189 181 120 157 154 64 90 1490 323 137 88 57 69 1826
internal_count=4577 52 4525 175 137 87 4350 2524 1997 289 1708 1554 199 161 527 370 189 181 120 157 154 64 90 1490 323 137 88 57 69 1826
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=31
num_cat=0
split_feature=28 25 23 28 1 23 13 16 12 0 8 12 6 10 9 8 7 9 9 13 12 12 17 16 17 6 21 9 29 23
split_gain=6.95536 15.4148 21.3834 17.5905 19.5783 18.4881 20.3213 17.0639 20.0999 18.8281 17.7963 16.8375 13.2128 12.4288 12.9209 12.3368 27.6965 17.1478 27.4896 25.0528 27.1875 20.2796 25.0559 22.7021 21.6159 21.1831 26.6769 26.6262 23.6131 29.7333
threshold=5.5000000000000009 -0.10932603410780294 -0.15235845082350366 3.5000000000000004 284.80487053828028 -0.28946105570515163 97.991044776119409 486.42500000000007 1701.9730881497806 511.9058183955334 253.56464040951076 894.97611725975014 51.328627095382814 55.39758460859165 105.23869688411339 361.03627508351013 200.73432861498063 148.29274891774895 155.84987295054961 71.183415563057238 1858.4658118388386 1922.4613044613968 1.4940332496105697 162.32500000000002 0.93972105941742801 302.97468354430384 0.62944925755645575 170.01983868501915 140.00000000000003 0.037887072313145607
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 11 -5 -7 8 -6 -9 -10 -3 -4 -14 -15 -2 -17 19 -19 -18 -21 22 25 -23 -25 26 27 -20 -27 -30
right_child=15 2 12 5 7 6 -8 9 10 -11 -12 -13 13 14 -16 16 17 18 21 20 -22 23 -24 24 -26 28 -28 -29 29 -31
leaf_value=-0.048485250546122502 -0.016158564116247959 0.011965353001598452 -0.079960649106651557 0.0056934153989833952 -0.11546469617473043 0.046283557923401109 0.1624869960187762 0.064358172270486944 -0.082190060937269174 -0.031860149167760303 0.026422895048744979 0.095888846492808724 -0.057854935532326214 0.074582387465983627 0.0020399063142874647 0.079727311510332799 -0.063162806954072878 -0.1124813329914342 0.11713471405208112 0.12194409007961687 0.018481787047736967 -0.10700167247022574 0.10697357890506586 -0.10331113874912262 -0.0087023909685765982 0.0051020585072957449 -0.042003029621509695 -0.0013499427910980437 0.017550188911784639 0.10994005815549331
leaf_weight=53 581 51 20 34 23 34 27 53 22 33 48 45 34 25 1374 43 23 23 20 37 81 26 24 25 710 413 178 367 95 55
leaf_count=53 581 51 20 34 23 34 27 53 22 33 48 45 34 25 1374 43 23 23 20 37 81 26 24 25 710 413 178 367 95 55
internal_value=0 0.00467751 0.00622311 0.0276855 0.01487 0.0647828 0.0977179 -0.00467024 -0.034361 0.0274372 -0.00771261 0.0513045 0.000757818 0.00188438 0.00333623 -0.0032488 0.000289202 -0.0013554 -0.00380753 0.0323136 0.0509234 -0.00250094 0.00586737 -0.0151689 -0.0119204 0.00371618 -0.00996332 0.0047733 0.0174443 0.0514265
internal_weight=0 1876 1823 370 275 95 61 179 93 86 70 96 1453 1433 1399 2701 2120 2077 1936 141 118 1913 1152 761 735 1128 565 387 563 150
internal_count=4577 1876 1823 370 275 95 61 179 93 86 70 96 1453 1433 1399 2701 2120 2077 1936 141 118 1913 1152 761 735 1128 565 387 563 150
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=31
num_cat=0
split_feature=14 14 7 7 22 13 21 17 19 28 21 7 15 0 7 7 21 21 2 22 25 21 22 0 11 15 18 2 13 25
split_gain=6.48735 24.7908 20.5503 23.1799 26.1228 36.1915 30.3892 22.0605 32.8796 24.6308 23.1076 21.855 21.2532 22.903 20.3443 41.7653 22.3252 26.4346 33.8038 19.7942 22.2353 23.6078 18.3388 21.5908 31.1072 39.6769 18.1375 17.6338 17.5875 16.701
threshold=0.047284155855947967 0.070640923753528206 1527.6961301621914 1452.7938197991214 0.11815444142941842 199.08450771281665 0.54047607392991048 1.0399985273261683 1.218714664826513 9.5000000000000018 0.62944925755645575 831.44144174188057 1325.8500000000004 327.29820999715071 175.76325374741683 238.78992724447272 0.88768455605580032 0.72360085863197365 604.9210883680438 0.29904594146032076 0.63801345556561651 0.31306202437513575 0.19419957881946789 574.96376575402007 139.34065623641899 2287.6500000000001 1.1647605370049654 348.69905513345026 64.199372736107435 0.5457213119117803
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=2 -2 3 4 11 7 -7 8 9 -6 -10 14 -4 -14 -1 -16 17 -17 -19 20 21 -9 26 24 -24 28 -15 -12 -26 -23
right_child=1 -3 12 -5 5 6 -8 19 10 -11 27 -13 13 22 15 16 -18 18 -20 -21 -22 29 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.033912295640579293 0.034344776239983429 0.00018408313459194442 0.088047527930428915 -0.062399076991440622 -0.15744306123815477 -0.17161819494905928 -0.014771867220600447 -0.067423089469472564 0.01978056501156384 -0.012626463855090348 0.024492848946436035 0.018938071558964844 -0.060695954541174268 0.084828840519459756 -0.15121090489110967 -0.027103373839155488 0.00095053571193212921 -0.053521420378681454 -0.2043386993200883 -0.043750158909501305 0.13657407075166703 0.025853129170538315 0.090882037136365071 -0.010260471787615209 0.11320377536441968 -0.061354309885251916 0.01640566549580803 -0.058068341226858458 0.019415495931810023 0.097504988077439764
leaf_weight=35 240 1850 31 85 24 21 30 24 248 23 37 81 52 53 34 115 112 42 23 36 20 226 55 574 23 62 144 86 153 38
leaf_count=35 240 1850 31 85 24 21 30 24 248 23 37 81 52 53 34 115 112 42 23 36 20 226 55 574 23 62 144 86 153 38
internal_value=0 0.00410684 -0.00345127 -0.0118614 -0.00843848 0.00219936 -0.0793556 0.00765776 -0.00777776 -0.0865754 0.00220469 -0.0280054 0.00637395 0.00410524 -0.0385384 -0.0463168 -0.0341031 -0.0559143 -0.106888 0.0264137 0.0346147 0.0275342 0.00727221 0.00101418 0.0231017 0.0074382 0.0348139 -0.0332329 0.0316719 0.0361667
internal_weight=0 2090 2487 1340 1255 813 51 762 418 47 371 442 1147 1116 361 326 292 180 65 344 308 288 1064 867 293 238 197 123 176 264
internal_count=4577 2090 2487 1340 1255 813 51 762 418 47 371 442 1147 1116 361 326 292 180 65 344 308 288 1064 867 293 238 197 123 176 264
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=31
num_cat=0
split_feature=0 19 19 9 25 9 20 12 18 29 16 16 18 27 2 2 2 27 12 26 15 15 3 8 7 14 27 18 27 9
split_gain=5.88918 16.5143 15.6694 13.8611 14.5148 12.123 10.459 15.9035 20.9708 48.8973 20.2962 17.9037 14.7227 9.67371 14.2129 6.76031 14.9586 20.3383 22.1801 16.5648 14.2058 18.5837 20.274 21.726 13.4368 21.8324 20.4819 25.5743 21.0961 22.2861
threshold=110.11315917671418 1.0205811921935728 1.264061548646126 83.615915634041485 0.57252849618890289 69.288452046777266 3.8451729747259891 996.03256120122069 1.5144821617313218 50.000000000000007 206.45000000000002 128.12500000000003 1.1914848560036251 9.5000000000000018 371.10768562971163 251.09626801629753 333.56770018911288 11.500000000000002 356.7623379339189 1.0000000180025095e-35 435.14999999999992 551.50000000000011 286.59993398870881 270.60885444090547 353.00331253326334 0.47036287923854853 8.5000000000000018 1.4237559370162047 6.5000000000000009 93.293251673635083
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 5 -5 -4 15 8 9 -8 11 -9 -13 -10 -15 -2 19 18 -18 -17 -20 22 23 -22 25 26 28 -28 -23 -30
right_child=6 2 3 4 -6 -7 7 10 13 -11 -12 12 -14 14 -16 16 17 -19 20 -21 21 24 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.050225005445606791 -0.017850032338780391 0.092767449226230383 0.017189531101647653 0.074039591999294663 0.0018562153850992522 -0.072271660888301476 0.0090093418382681343 0.025575042138290073 0.045408515354872427 -0.1783560022711754 0.069193709861221059 -0.12366570167243481 -0.02122621664064045 -0.092172620089157775 0.013919635323275413 -0.015216684953807152 -0.081292256899178031 0.087856944277882584 -0.047979837512458129 0.041303740160841519 0.00094186325867970779 -0.041894526332489232 0.00032756881504926992 0.10780671138602954 0.0019382930581575558 0.045023059784011416 -0.12238891328026245 -0.020914465256981433 0.10423351233891612 -0.003056072428702347
leaf_weight=33 192 30 33 52 60 28 26 54 22 30 35 20 47 23 28 73 34 26 61 179 30 146 92 52 2743 55 41 63 21 248
leaf_count=33 192 30 33 52 60 28 26 54 22 30 35 20 47 23 28 73 34 26 61 179 30 146 92 52 2743 55 41 63 21 248
internal_value=0 0.0153842 0.0260498 0.0144802 0.0353699 -0.0238746 -0.000836369 -0.0193536 -0.0453308 -0.0913649 0.00212747 -0.0172719 -0.0518052 -0.0100169 -0.0339259 0.00046477 0.00137482 -0.000268615 -0.000907563 0.0249308 -0.000138114 0.000697848 0.0325537 0.0687098 -0.000973215 -0.0148866 -0.0212354 -0.0609188 -0.0112906 0.00531969
internal_weight=0 236 203 173 112 61 4341 285 129 56 156 121 67 73 51 4056 3864 3612 3586 252 3552 3491 174 82 3317 574 519 104 415 269
internal_count=4577 236 203 173 112 61 4341 285 129 56 156 121 67 73 51 4056 3864 3612 3586 252 3552 3491 174 82 3317 574 519 104 415 269
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=31
num_cat=0
split_feature=4 14 24 24 14 24 28 17 21 24 9 21 22 21 12 10 10 14 22 4 12 5 12 21 10 10 8 14 4 17
split_gain=6.83727 6.65885 25.0503 33.6344 18.714 17.7131 23.9037 16.0269 14.587 14.7679 15.7729 17.8707 22.2238 13.4733 16.8801 20.9787 20.2902 18.0994 28.338 15.9099 28.7501 30.7125 16.1449 18.5251 16.9778 14.9295 13.8734 13.6432 25.0472 13.2259
threshold=1451.7884147294615 0.047284155855947967 0.47966160831383192 0.46692222204819933 0.070640923753528206 0.39239246149399426 2.5000000000000004 0.90820211279869001 0.82073191776570886 0.49151318562067481 157.23859548963921 0.51817173973687847 0.33608069763379012 0.74578782782752695 2105.6512864909664 327.24366651312761 97.196480703043179 0.0069919121127096579 0.25132424313881968 308.95007315915865 505.63648068749552 202.5980392156863 328.96553085756335 0.64248602946886069 230.43793734876729 211.98351315922159 1468.858234402627 0.00031161795181965666 136.18170422946147 1.0232617783047433
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 -1 5 6 -3 -6 9 29 11 12 -11 14 15 16 -12 -16 -19 22 -21 -22 -18 24 25 27 -23 -24 -29 -4
right_child=-2 4 8 -5 7 -7 -8 -9 -10 10 13 -13 -14 -15 17 -17 19 18 -20 20 21 26 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.013043272447354462 0.035045720514926042 -0.011750487672785919 0.007575006553759942 -0.11294863243587315 -0.082640674677879916 -0.057661354417602222 0.060321644111536447 0.0013601260517738674 0.065230486796262033 -0.015156985068273161 0.081113237701356422 0.10955668880890768 0.10607153858989478 -0.052328540633719126 -0.0089271763410567247 0.066255091463348695 0.072526652128859004 -0.012372913299237981 -0.15609348743506102 -0.070447737768743982 0.09922497645486146 0.086167888148971236 -0.028496659736135112 -0.083041285199893497 0.054520992662659612 -0.095509909652173527 0.0042001982940773541 -0.095530405063182111 0.023423569602287048 0.11167711641477503
leaf_weight=906 55 66 26 35 23 21 152 1823 38 62 32 26 20 52 302 56 22 34 23 33 50 23 201 37 38 22 202 20 154 23
leaf_count=906 55 66 26 35 23 21 152 1823 38 62 32 26 20 52 302 56 22 34 23 33 50 23 201 37 38 22 202 20 154 23
internal_value=0 -0.000426253 -0.00397569 -0.0167592 0.00372242 0.0300522 0.0385016 0.000313529 0.00406527 0.00247112 0.000594298 0.0373164 0.0144109 -0.00245412 -0.000377679 0.00700575 0.00302737 -0.018682 -0.0703654 -8.82712e-05 0.0177493 0.0283329 -0.0112097 -0.0151126 -0.00933478 -0.0154469 0.0125791 -0.0107499 0.0097507 0.0564393
internal_weight=0 4522 2437 941 2085 239 218 1846 1496 1458 1409 108 82 1301 1249 890 834 359 57 802 308 275 494 472 435 397 225 375 174 49
internal_count=4577 4522 2437 941 2085 239 218 1846 1496 1458 1409 108 82 1301 1249 890 834 359 57 802 308 275 494 472 435 397 225 375 174 49
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=31
num_cat=0
split_feature=25 20 16 25 15 10 15 28 26 12 21 14 10 19 19 6 6 10 22 22 19 14 29 19 10 12 19 20 6 26
split_gain=6.00014 12.2672 12.007 7.29851 11.4927 11.5161 11.1851 7.115 15.1474 59.4915 24.2333 34.7241 46.6958 26.3677 31.1663 24.8247 24.1742 21.1659 21.0227 26.6699 19.2832 16.6497 16.1489 16.0575 15.7695 12.4854 21.5448 19.4149 18.0906 15.8386
threshold=0.85377701453949995 2.056487347294901 348.40000000000003 0.8296984591299269 2889.9999999999995 121.29651133656174 3618.2999999999988 5.5000000000000009 6.5000000000000009 725.88630710480356 0.59277194441111603 0.014226771810656579 176.89280866188975 0.79441882618249104 0.71134554307294695 653.04233147804587 265.4431178760471 126.61301066506043 0.097573478697118951 0.072082537310299191 1.0893362324584219 0.011049710355024462 185.00000000000003 1.1657790852608851 682.55694703324025 1568.4581872379938 1.1657790852608851 2.2891438401263433 158.28602058319044 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 6 5 -5 7 8 18 -10 11 15 -13 14 -12 17 -16 23 19 21 -20 -1 -14 -11 -15 28 -27 -28 -22 -30
right_child=1 2 -4 4 -6 -7 -8 -9 9 10 13 12 22 24 16 -17 -18 -19 20 -21 25 -23 -24 -25 -26 26 27 -29 29 -31
leaf_value=-0.083243788222275072 -0.022518060752732119 0.010057107967381575 0.084958145336100938 -0.044738696808261535 -0.092229532539134934 0.024177138134837153 0.058046333333759595 -0.0037843649355444294 -0.17014949863607234 0.048204428008334209 0.042124829813838006 -0.21386503644642377 0.027959488061341371 0.033148553350256675 -0.021416284061140486 -0.06759441399148533 -0.15935098359671732 0.099226163377364479 0.063941673100772228 -0.07806449418976194 -0.022304224574117591 0.0073453815602611931 -0.093204766105521808 -0.075600367725128306 -0.045734705935631483 -0.082682818655044801 0.091036616878894472 -0.013580306592013905 0.021095266230581212 0.075481081583801624
leaf_weight=21 43 49 38 49 21 48 33 2537 22 22 30 21 22 267 27 35 24 30 106 42 59 599 22 20 28 31 24 68 158 81
leaf_count=21 43 49 38 49 21 48 33 2537 22 22 30 21 22 267 27 35 24 30 106 42 59 599 22 20 28 31 24 68 158 81
internal_value=0 0.0211764 0.0427725 -0.000619054 -0.0251569 -0.010636 4.97995e-05 -0.000395705 0.00449175 -0.00891089 -0.00243781 -0.0335296 -0.0911779 0.011785 -0.0387521 0.00149038 -0.0863267 0.0350733 0.0109169 -0.000947046 0.02582 0.00427704 -0.0326226 -0.0107502 0.0256613 0.0162217 -0.0105833 0.0137111 0.0272855 0.0395273
internal_weight=0 130 87 4447 118 97 4329 4296 1759 570 548 172 65 376 81 107 51 72 1189 662 527 620 44 42 295 421 123 92 298 239
internal_count=4577 130 87 4447 118 97 4329 4296 1759 570 548 172 65 376 81 107 51 72 1189 662 527 620 44 42 295 421 123 92 298 239
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=31
num_cat=0
split_feature=9 7 6 10 22 7 3 9 9 17 13 13 10 10 17 10 12 7 6 1 26 13 8 25 16 12 12 17 1 9
split_gain=5.56216 20.3235 18.6693 14.5668 21.8425 15.828 21.7874 12.4059 21.9282 19.8959 19.3307 18.5007 16.0828 18.4905 14.2429 25.8924 22.7435 14.6815 16.7475 13.9367 13.5591 13.4838 35.0586 21.2622 12.254 11.989 12.0044 9.98699 9.56532 13.4884
threshold=69.288452046777266 140.50564011471303 51.328627095382814 59.004007211853043 -0.23770278178879795 169.19329513953747 278.59853844851995 152.7476809096415 161.75517162794202 2.1493121619634352 114.0101945628998 181.00900302114806 76.269417418426528 108.71898496240603 1.5830998078169005 93.681974798188634 2253.9575611403366 135.46720760805397 260.9305555555556 432.20042534501613 5.5000000000000009 98.838744927345331 518.57519166383634 -0.064696804082251369 309.50000000000006 575.26104972375708 2540.176670469807 1.3587981984466944 292.14443526500395 140.83817936747195
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 -2 4 -4 -6 -7 9 21 10 14 12 -12 19 17 16 20 -5 25 -14 -16 24 23 -23 -9 -19 28 -13 29 -27
right_child=2 -3 3 7 5 6 -8 8 -10 -11 11 27 13 -15 15 -17 -18 18 -20 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0015250899010355685 -0.07805657907118721 0.086801011416622831 -0.11715264922380449 0.092073374209196673 0.038407508793630099 -0.093734645098447811 0.020943025574088101 0.041814286301033232 -5.2478009807700321e-05 -0.065321193971941555 0.11846146990318557 -0.034406881683912031 -0.0068691255145911442 0.11784529039263725 0.00060145027107662632 -0.1136912851912292 -0.066464735228906988 0.057021554945795631 0.047954292425218925 0.081008166798318806 0.10171083304144087 -0.090579677894711497 -0.16703561936318875 0.053489441318171363 -0.048422179308117319 -0.024391555413603785 0.055268108912489636 0.034381576125388558 -0.063345233046195729 0.061941944502971392
leaf_weight=157 31 34 25 23 38 37 30 27 3398 31 37 39 59 25 36 26 33 27 81 26 21 20 25 21 34 102 22 46 44 22
leaf_count=157 31 34 25 23 38 37 30 27 3398 31 37 39 59 25 36 26 33 27 81 26 21 20 25 21 34 102 22 46 44 22
internal_value=0 0.0167051 -0.000727468 -0.000177019 -0.0331479 -0.0131467 -0.0423864 0.000837468 -0.00157728 0.0129974 0.0166265 0.0399561 0.0614295 0.0422461 0.00424103 -0.0257908 -0.000397295 0.0150936 0.00915225 0.020011 0.0378523 -0.0423746 -0.0737001 -0.0167882 -0.00848145 -0.00533146 -0.0141921 0.00281981 -0.0232881 -0.00907432
internal_weight=0 191 4386 4355 130 105 67 4225 3525 700 669 232 147 110 437 116 90 321 298 85 57 127 66 41 61 217 190 85 168 124
internal_count=4577 191 4386 4355 130 105 67 4225 3525 700 669 232 147 110 437 116 90 321 298 85 57 127 66 41 61 217 190 85 168 124
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=31
num_cat=0
split_feature=4 25 17 16 0 23 15 26 13 15 23 0 23 16 17 5 15 10 25 21 21 16 17 1 2 15 10 4 0 15
split_gain=5.63066 5.38345 12.8813 10.5342 8.344 7.08632 16.0968 14.2233 13.701 11.0295 9.21832 7.03904 6.85314 6.54353 15.8212 17.64 14.1179 11.0018 14.3644 17.416 17.561 10.8924 15.6912 9.77993 8.62079 7.72338 12.4139 45.4014 13.8169 11.3871
threshold=1526.7346025093802 0.85377701453949995 0.97836317316907773 348.40000000000003 834.79156327543444 0.80083005275149455 2917.0999999999995 2.5000000000000004 69.921965291054718 3618.2999999999988 0.79182356538590903 878.47587412587416 0.81290211622654751 665.75000000000011 1.4622839681860735 431.98528453593957 1736.1000000000001 864.69143951424655 0.3705026707180637 0.7753374463844297 1.1263231729786674 637.80000000000007 1.0889720847228108 1090.8502364233907 1067.9536575278503 2789.7000000000003 711.21819131510404 996.87630056905039 1001.6907472106392 2889.9999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 -3 -4 9 7 8 12 10 13 -5 -7 21 15 16 -15 18 19 23 24 25 -23 -17 -21 26 -1 -28 -29 -27
right_child=-2 2 4 11 -6 6 -8 -9 -10 -11 -12 -13 -14 14 -16 17 -18 -19 -20 20 -22 22 -24 -25 -26 29 27 28 -30 -31
leaf_value=-0.00059590096836151002 0.038852267899563087 0.0077371207114897275 0.015490290615707636 0.12320997163653374 -0.065590302832424646 -0.039565440537990076 -0.081566969268023981 -0.060552079401994974 0.084774087708104739 0.064791937086444637 0.055647009251446555 0.039310972783714537 0.024911193922162057 -0.13839461661875249 0.044603471897351442 -0.13881240084767341 -0.038081288258446026 0.057925142584876577 0.028633276700973511 -0.0087705398482891429 -0.087993734770200477 0.086430197602936201 -0.010454882471822203 -0.039918871819972994 0.068048332134882608 0.0666921318304248 -0.15141145223379138 0.073181457749821918 -0.035479296579957013 0.0047117343602188491
leaf_weight=3603 37 38 30 20 22 32 35 33 22 26 29 20 34 20 39 20 47 22 50 48 22 35 32 20 21 41 25 22 25 107
leaf_count=3603 37 38 30 20 22 32 35 33 22 26 29 20 34 20 39 20 47 22 50 48 22 35 32 20 21 41 25 22 25 107
internal_value=0 -0.000316637 0.0197396 0.0454414 -0.018813 -0.000907865 -0.0218407 -0.00456448 0.0164309 -0.00014023 -0.000539529 0.0812605 -0.0063502 -0.000927576 -0.014934 -0.0235339 -0.0680256 -0.00884947 -0.0169657 -0.0343699 -0.010196 0.000185019 0.0401567 -0.0893656 0.0146091 -0.000515505 -0.0014175 -0.0425316 0.0153832 0.021882
internal_weight=0 4540 130 78 52 4410 156 121 88 4254 4228 40 66 4199 309 270 67 203 181 131 91 3890 67 40 69 3823 3675 72 47 148
internal_count=4577 4540 130 78 52 4410 156 121 88 4254 4228 40 66 4199 309 270 67 203 181 131 91 3890 67 40 69 3823 3675 72 47 148
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=31
num_cat=0
split_feature=11 7 6 29 6 24 25 6 17 27 22 7 22 21 20 20 21 21 28 19 20 1 29 7 21 25 3 7 1 20
split_gain=4.68015 25.2006 15.425 27.5677 31.1444 15.3927 24.9944 14.5564 20.9283 19.907 14.4039 18.6372 12.8417 12.1761 12.0672 22.5621 11.5733 11.0032 9.93717 11.0785 9.83235 9.52084 15.0714 10.1159 12.2678 12.2993 9.76467 14.9587 18.8493 10.8636
threshold=173.0726072607261 189.31834292499104 212.93051609122094 185.00000000000003 198.58224524552941 0.83409372049251063 0.76208912004038021 173.87072675113558 1.0039611663325918 8.5000000000000018 0.21386617210184319 1235.1111224293886 -0.31800202313664183 0.62944925755645575 1.5987782294932569 1.4374329931680858 0.45958642320209947 0.80917067842496904 3.5000000000000004 1.1986437874968325 2.322650134074479 265.72392415036057 50.000000000000007 220.21758865905622 1.1722501045093694 0.014788443508568399 1710.1946106017629 2069.7008222643899 1123.3405493534908 1.9850944381293545
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 3 13 -5 6 12 -1 9 10 20 -12 -4 16 15 -10 -3 -15 -13 -20 -9 22 -14 -23 26 -26 27 28 -25 -29
right_child=1 2 5 4 -6 -7 -8 8 14 -11 11 18 21 17 -16 -17 -18 -19 19 -21 -22 23 -24 24 25 -27 -28 29 -30 -31
leaf_value=-0.0028216249029112228 -0.094937768899675076 -0.0073311310904947196 -0.061282558980233527 -0.026338013767131737 -0.18972475901246072 -0.066393255209550264 0.059468012568282172 -0.023966086628260438 0.076652004942297944 0.060876299263465973 0.047991184812660022 -0.1076383694358494 -0.025229262345685413 -0.083670090213418008 0.050738959908773452 -0.046579482912635195 0.073635058459610894 0.0012836524495674719 0.022823255240917207 -0.054443172851784363 0.053381504397839313 -0.043188793073323642 0.048950694258446281 -0.0014901928948549649 0.012948552293620439 0.080071593967802612 0.053093549050390723 0.021382382433071282 0.069553528582419907 -0.042188160601232594
leaf_weight=911 29 55 34 28 20 34 72 27 24 42 24 23 39 30 194 39 26 31 25 72 42 55 92 2170 158 33 32 33 38 145
leaf_count=911 29 55 34 28 20 34 72 27 24 42 24 23 39 30 194 39 26 31 25 72 42 55 92 2170 158 33 32 33 38 145
internal_value=0 -0.00214788 -0.00128679 -0.0288998 -0.0944158 0.000500762 0.00128477 0.00476067 0.0182518 -0.00204501 -0.014452 -0.0324529 -0.000196037 -0.00675359 0.0383907 0.000365846 0.018658 -0.0404969 -0.0485417 -0.0345291 0.0231151 0.000547054 0.0268666 -0.000747187 0.000147519 0.0245457 -0.00177972 -0.00251565 -0.00026752 -0.0304026
internal_weight=0 3154 3125 190 48 2935 2901 1423 512 255 213 144 2829 142 257 63 81 61 120 97 69 2795 131 2664 2609 191 2418 2386 2208 178
internal_count=4577 3154 3125 190 48 2935 2901 1423 512 255 213 144 2829 142 257 63 81 61 120 97 69 2795 131 2664 2609 191 2418 2386 2208 178
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=31
num_cat=0
split_feature=14 20 24 16 11 12 11 22 18 24 9 9 16 11 18 16 1 3 22 14 22 12 24 10 14 14 7 9 14 22
split_gain=5.89573 19.7732 17.0335 16.0024 13.2338 12.4965 11.7424 14.4331 10.9556 20.1736 11.9092 22.0384 20.3579 23.5704 23.1364 23.4797 19.9628 15.4066 13.6595 10.6952 10.499 9.86646 10.2412 9.67068 9.20467 15.3518 12.5888 11.9211 16.709 13.6021
threshold=0.43201646897363011 1.4374329931680858 0.00072634991799974192 396.22500000000008 92.188900956084666 609.62187682968681 156.51543735346996 -0.088880544029345906 1.0108055469259971 0.016267344950825074 105.23869688411339 96.874047506085347 117.05000000000003 71.000492599000395 1.1790012917424886 483.50000000000006 316.78705385868398 246.75322023368349 -0.052226769216987164 0.41264723378941109 -0.40537303645986328 1390.4533282544105 0.026068562121711176 72.592117415846801 0.35091190518819709 0.31188051348852325 356.28537315199702 129.985187736824 0.080993566317461199 -0.25918631879571691
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=8 2 6 4 -3 -4 -2 -8 9 -1 11 12 -10 -14 -15 16 18 -13 21 20 -12 22 -16 -6 25 27 -27 28 -22 -29
right_child=1 3 5 -5 23 -7 7 -9 10 -11 19 17 13 14 15 -17 -18 -19 -20 -21 24 -23 -24 -25 -26 26 -28 29 -30 -31
leaf_value=-0.037736292146146301 0.0020176952349191361 0.014056115095136743 -0.0011098426627812158 0.0088037909813604119 0.14757861883623438 0.08254837153766019 -0.12914922443174182 -0.031189346763322939 -0.094572891868077796 0.087525815175225341 -0.062828866033642392 -0.027684513926506046 0.078550999041181069 0.086474550905681791 0.014563590057549022 0.046746544946769358 -0.12916342361025851 -0.15180799242109061 0.047667419591120315 0.054840383763824191 0.062427744357329278 -0.078727967407377003 -0.059879422740954348 0.062615194473717661 -0.023632824583476562 0.013133852286585446 0.1147983137673388 0.050992436192891732 -0.00036497698210686158 -0.0020861115831707034
leaf_weight=20 55 33 57 118 21 26 21 53 26 36 27 20 32 21 42 38 22 20 21 35 72 42 33 37 161 29 21 49 103 3286
leaf_count=20 55 33 57 118 21 26 21 53 26 36 27 20 32 21 42 38 22 20 21 35 72 42 33 37 161 29 21 49 103 3286
internal_value=0 0.0112765 -0.0102415 0.0331034 0.0646128 0.0250963 -0.0329783 -0.0589888 -0.0011423 0.0427893 -0.00174235 -0.0203605 -0.0103409 -0.00161569 -0.0133295 -0.0239148 -0.0406969 -0.0897463 -0.0265935 -0.000182219 -0.000696037 -0.0399224 -0.0181913 0.0933778 -0.000245194 0.000812505 0.0558329 2.87384e-05 0.0254697 -0.00130625
internal_weight=0 421 212 209 91 83 129 74 4156 56 4100 317 277 251 219 198 160 40 138 3783 3748 117 75 58 3721 3560 50 3510 175 3335
internal_count=4577 421 212 209 91 83 129 74 4156 56 4100 317 277 251 219 198 160 40 138 3783 3748 117 75 58 3721 3560 50 3510 175 3335
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=31
num_cat=0
split_feature=0 19 19 10 13 20 12 16 29 13 19 16 9 14 13 10 9 18 16 18 9 7 12 13 17 17 18 7 21 9
split_gain=5.4006 12.596 11.2414 11.2849 10.8306 33.7155 21.9292 25.8385 22.2619 13.1418 26.9059 14.1972 10.8665 9.78173 9.49403 12.6985 10.1748 7.99463 9.28244 7.39567 7.2855 6.85684 6.59275 26.1304 7.51459 20.9762 14.8974 18.8776 17.8297 14.7548
threshold=110.11315917671418 1.0205811921935728 1.264061548646126 65.970761549894149 62.993137636882388 3.8228243240034652 1259.2939729691316 196.80000000000004 85.000000000000014 64.199372736107435 1.1944549287279467 342.50000000000006 264.09803036918453 0.00028624418238443509 65.003378652785372 204.3062395502082 325.8773466958325 1.3351071446959379 225.25000000000003 1.4337582064713963 69.288452046777266 1241.4921416150728 356.7623379339189 77.974047918154653 1.9142343631673275 1.9669162548174428 1.7655220673135261 533.2869594157147 1.4163955868194773 69.288452046777266
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 20 5 6 8 -8 -2 10 11 -6 19 -5 15 16 17 18 -11 -10 -4 -19 23 -16 26 -26 -24 28 -28 -27
right_child=4 2 3 13 9 -7 7 -9 12 14 -12 -13 -14 -15 22 -17 -18 21 -20 -21 -22 -23 24 -25 25 29 27 -29 -30 -31
leaf_value=-0.042567402982350552 -0.097512477170676001 0.080557005728284517 0.014952367654239591 -0.025124733031473379 0.055249862838536501 -0.14369934768903822 -0.022245113078194361 0.12779101058840753 -0.055998617312353519 0.033673659753985702 0.12601608201861381 -0.034114229660481214 0.048715880485596483 0.049688584520755447 0.035468827513977889 -0.074005700949881528 0.050876143900677566 -0.018001406504349275 -0.024529081657957072 0.017594996551898393 -0.051496524329889909 -0.098903576992452155 0.0013293624682414716 -0.08872546842839156 0.10293636021238786 0.063530361256562182 -0.11849455605786774 0.049670395627617839 -0.022330473480271361 -0.015763866650575605
leaf_weight=33 36 30 33 22 32 21 24 22 36 40 25 40 27 85 32 37 24 22 87 22 33 20 3509 36 27 32 31 20 51 88
leaf_count=33 36 30 33 22 32 21 24 22 36 40 25 40 27 85 32 37 24 22 87 22 33 20 3509 36 27 32 31 20 51 88
internal_value=0 0.0147323 0.024047 0.0142476 -0.000800925 -0.0242774 -0.00926025 0.0495113 -0.0316031 0.000261819 0.0366374 0.00560314 -0.00368861 0.0343064 -0.00060811 -0.0203407 -0.0100526 -0.0187052 -0.00619751 -0.0280838 -0.0182721 -0.0565262 0.000578117 -0.0302811 0.00113651 0.0232995 0.000234272 -0.037439 -0.0586852 0.00538126
internal_weight=0 236 203 173 4341 188 167 46 121 4153 97 72 85 107 4056 230 193 169 127 58 66 42 3826 68 3758 147 3611 102 82 120
internal_count=4577 236 203 173 4341 188 167 46 121 4153 97 72 85 107 4056 230 193 169 127 58 66 42 3826 68 3758 147 3611 102 82 120
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=31
num_cat=0
split_feature=14 26 1 13 18 23 18 1 13 14 9 17 22 18 23 22 18 23 22 19 17 11 23 14 24 18 29 15 14 7
split_gain=4.82703 18.6601 15.4155 10.4222 8.93658 19.1419 10.4901 31.9375 15.0838 7.26472 8.75781 7.82004 7.05637 34.4915 35.1706 31.7371 29.4676 20.2563 22.97 16.3879 16.197 14.1455 13.6238 13.2075 12.8696 11.8673 12.9766 11.9004 10.8973 20.9351
threshold=0.43201646897363011 1.0000000180025095e-35 403.04516608844602 69.085609827690945 1.0108055469259971 0.096204629021071977 1.0477969005395067 543.48026017451627 117.0075044483345 0.48348602022605597 375.91770009962011 1.2710933338803834 -0.10668140275079313 1.1731217600854007 -0.21131284131876021 -0.17388485996067735 1.4630732721151791 -0.13009162505937077 -0.13586063935265544 0.75483191208289202 1.051542157054975 266.15278859525137 -0.16582153297134353 0.15941453822796803 0.09909186873735383 1.8490347395955256 65.000000000000014 667.75000000000011 0.054669128752158146 238.78992724447272
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=4 2 -2 -3 5 -1 7 -6 -9 11 -11 -5 13 -8 19 16 -16 21 -19 -15 -21 23 -23 -17 -22 28 -27 -28 29 -14
right_child=1 3 -4 9 6 -7 12 8 -10 10 -12 -13 25 14 15 17 -18 18 -20 20 24 22 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.02415787798818201 0.0081689088252191785 0.097096971812954347 -0.048724038664783753 0.097589487768709668 -0.13359777272368473 0.093072371681531277 0.068080699558441468 -0.058642757479101415 0.055062770697155178 0.023295322955006137 -0.046037434718825598 0.019799882838768618 -0.076040469403736877 -0.081032267709573114 -0.19149919762793516 0.082355009055194953 -0.035587947832589804 -0.015210174006365595 -0.16495361082255841 -0.047017290876074522 0.0065228319418330688 -0.091342192722691437 0.008214234188199044 -0.019442680805921556 0.080947329141199592 -0.020205562756884666 0.020242101699113849 0.12682289422743701 0.0095384720594415238 -0.0021675816509792883
leaf_weight=26 149 22 70 24 24 30 52 20 28 106 22 28 39 24 27 26 22 21 20 54 329 27 28 25 25 21 20 22 900 2346
leaf_count=26 149 22 70 24 24 30 52 20 28 106 22 28 39 24 27 26 22 21 20 54 329 27 28 25 25 21 20 22 900 2346
internal_value=0 0.0102034 -0.0100161 0.0321245 -0.0010336 0.038644 -0.00157554 -0.0394089 0.00768547 0.0241835 0.0113788 0.0557028 -0.000899271 -0.0101865 -0.0166672 -0.0518009 -0.121498 -0.0285685 -0.0882558 -0.000726882 0.00399696 -0.00548186 -0.0406589 0.0324542 0.0117788 0.000987016 0.0439782 0.0760701 0.000162527 -0.00337557
internal_weight=0 421 219 202 4156 56 4100 72 48 180 128 52 4028 680 628 196 49 147 41 432 408 106 55 51 354 3348 63 42 3285 2385
internal_count=4577 421 219 202 4156 56 4100 72 48 180 128 52 4028 680 628 196 49 147 41 432 408 106 55 51 354 3348 63 42 3285 2385
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=31
num_cat=0
split_feature=15 19 15 18 10 23 25 12 15 9 0 25 0 13 13 19 19 27 9 23 9 29 12 3 16 15 27 18 13 11
split_gain=4.65024 14.996 10.2153 17.7092 14.7152 13.2108 10.877 9.65175 8.91211 8.44507 7.41486 7.22273 10.7591 9.28728 7.21088 8.57546 12.189 7.69252 7.62378 7.52688 13.9134 8.5853 8.55859 7.15051 11.1087 8.87855 6.36228 16.7318 12.0427 11.9654
threshold=2655.4499999999994 0.97815724842430452 2413.6000000000004 1.1204696396714997 120.73863636363639 0.87053846809724889 0.85377701453949995 1046.4836796067377 2376.0500000000011 301.90649606299218 368.70175438596499 0.69834950181314259 686.01439441756099 69.921965291054718 118.76721337453452 1.1986437874968325 1.167053215455532 7.5000000000000009 208.16815622805402 0.57005403262210985 205.51113004287132 95.000000000000014 2727.3852479783877 1268.1163661155485 920.00000000000011 1989.4500000000028 9.5000000000000018 1.1558348065330646 58.963068181818187 131.00902099970426
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=2 -2 5 -4 -5 6 8 9 23 -3 -9 12 -6 -13 15 16 17 -12 -17 22 -21 -22 -16 24 26 -25 28 -28 -1 -29
right_child=1 7 3 4 11 -7 -8 10 -10 -11 14 13 -14 -15 19 18 -18 -19 -20 20 21 -23 -24 25 -26 -27 27 29 -30 -31
leaf_value=-0.054423010761016292 0.082039607600826361 0.0037584964011330158 -0.084299393767785086 -0.065718630204598102 -0.051727276530705003 -0.080947929918766037 0.054495442348431705 -0.060769468843936927 0.052573440434207447 0.075857031706607708 -0.0067197796122895354 -0.0049822946389516199 0.022134092468314055 0.075860092926908429 0.054597814724995544 0.043770134245807474 0.10232893506234342 0.067816847115755086 -0.024749903019607791 0.018864166231027671 -0.11768016346863337 -0.030948633164167405 -0.016639865430382393 -0.083672412628815931 0.064148991306622827 -0.010176598489991964 -0.080181972810532909 -0.029886493698698502 0.0022135568859119703 0.0034044031575274636
leaf_weight=38 27 32 38 36 38 20 37 20 32 33 45 30 41 27 26 22 22 20 62 28 21 25 48 22 27 65 32 149 3122 392
leaf_count=38 27 32 38 36 38 20 37 20 32 33 45 30 41 27 26 22 22 20 62 28 21 25 48 22 27 65 32 149 3122 392
internal_value=0 0.00988606 -0.00102771 -0.0225173 -0.00886777 0.000118836 0.000532865 0.00506392 1.81403e-05 0.0403624 -0.00170422 0.00618099 -0.0133942 0.0333115 0.00199893 0.0159862 0.0379906 0.0162146 -0.00680418 -0.014162 -0.0367135 -0.0705435 0.00838959 -0.000419024 0.000236779 -0.0287617 -0.000225485 -0.00992039 0.00153248 -0.00576444
internal_weight=0 431 4146 210 172 3936 3916 404 3879 65 339 136 79 57 319 171 87 65 84 148 74 46 74 3847 3760 87 3733 573 3160 541
internal_count=4577 431 4146 210 172 3936 3916 404 3879 65 339 136 79 57 319 171 87 65 84 148 74 46 74 3847 3760 87 3733 573 3160 541
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=31
num_cat=0
split_feature=28 11 13 11 8 10 2 28 13 21 8 26 12 10 13 23 13 8 2 6 11 6 22 11 23 8 26 22 18 6
split_gain=4.45252 16.8875 10.0714 7.61315 26.9749 13.3107 14.9956 6.22261 12.8873 12.8797 15.7066 21.1479 28.1848 27.5931 25.8848 15.6119 20.9132 30.088 24.6857 15.5023 13.1721 26.1781 13.1617 18.0392 13.2309 12.6755 17.6153 34.4807 30.7156 21.6397
threshold=27.500000000000004 424.672364923511 80.415479108743497 1033.1903419722528 1435.4640052356024 771.29673076923086 1055.7700999420542 5.5000000000000009 297.20472699046002 0.95456834253429734 685.68203036666137 6.5000000000000009 1086.3459400161889 185.37996031746033 83.157214387676262 -0.30513993501536013 120.01373571285343 308.69749867565287 690.19764919605802 718.89434872149104 776.43159806295409 734.7664165372895 0.23333924542183462 261.68049461982054 0.046737058379637222 476.82540960522181 4.5000000000000009 0.093638942460266814 1.1508699981509583 373.92389564586585
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 5 -5 7 -7 8 9 10 25 20 13 -13 -14 -11 18 -18 -17 -19 21 -12 23 -16 -25 -1 27 29 -28 -27
right_child=1 -3 -4 4 -6 6 -8 -9 -10 15 11 12 14 -15 22 16 17 19 -20 -21 -22 -23 -24 24 -26 26 28 -29 -30 -31
leaf_value=-0.0029854343990788207 0.00073390766564342721 -0.029649449080228808 0.068069318742973034 0.12746233769825527 -0.00039867209391547488 0.0049429983916607773 -0.10935637255509695 -0.0038505304145632149 -0.064699621029474116 -0.0078605600009612041 0.021793911658795444 -0.013604626421315167 -0.095335801977377677 -0.16396982462509821 0.11240002895988849 0.027298772590732351 0.16635768093789619 0.01635557415923386 -0.076026575864051232 0.11685408875346184 0.074615401755038058 -0.041767376213573626 -0.016388240141328426 0.060162145261828961 -0.016630687762313245 -0.20115225679156457 -0.085653518344042834 0.017542326039013765 0.039331697416948336 -0.057429882735013961
leaf_weight=262 36 50 58 21 77 22 24 2489 27 139 521 26 26 23 23 161 24 66 27 20 38 74 100 37 57 22 32 24 51 20
leaf_count=262 36 50 58 21 77 22 24 2489 27 139 521 26 26 23 23 161 24 66 27 20 38 74 100 37 57 22 32 24 51 20
internal_value=0 0.0173053 0.0422813 -0.00056214 0.0270001 -0.00118523 -0.0546915 -0.000611372 0.00386767 0.00491184 3.72648e-05 0.00726475 -0.0149977 -0.0841842 -0.00104652 0.0198144 0.0327232 0.0673558 0.0124595 0.0397273 0.0175343 0.0138888 0.0102508 0.0330192 0.0135963 -0.016229 -0.0395163 -0.0780747 -0.00885537 -0.132713
internal_weight=0 144 94 4433 98 4335 46 4289 1800 1773 1336 925 292 49 243 437 298 110 188 86 633 595 217 117 94 411 149 66 83 42
internal_count=4577 144 94 4433 98 4335 46 4289 1800 1773 1336 925 292 49 243 437 298 110 188 86 633 595 217 117 94 411 149 66 83 42
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=31
num_cat=0
split_feature=7 7 1 21 22 25 15 25 22 25 25 26 28 26 16 25 21 10 9 11 25 18 6 12 5 28 28 16 11 5
split_gain=4.2624 24.248 16.5354 14.1383 13.4004 11.7541 34.741 16.2177 13.8447 18.8552 18.162 21.8873 19.3429 23.0123 18.5792 17.7282 12.5633 19.4599 14.5986 12.555 12.8643 19.4946 14.2778 13.5722 13.5848 21.5281 13.9496 14.0249 13.7674 12.7208
threshold=1527.6961301621914 1452.7938197991214 587.20520361990964 0.7274909255185249 0.11275346723000972 0.72884377845618131 1562.5000000000002 0.77339187681785526 0.090941257403973116 -0.053052949202581572 0.16644907999740818 7.5000000000000009 11.500000000000002 2.5000000000000004 305.80000000000007 0.27736047305710149 0.54047607392991048 175.4398106435107 148.29274891774895 174.14820759764584 0.28597762570690705 1.2366689369141326 340.55997627671189 3696.2102905902252 290.63843417895106 2.5000000000000004 8.5000000000000018 275.15000000000003 266.15278859525137 372.69166421614545
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 -2 -3 -4 8 -7 -8 10 -10 -1 12 16 15 -13 -14 -12 18 -18 -11 21 22 -21 24 28 -26 27 -27 -22 -28
right_child=2 3 4 -5 -6 6 7 -9 9 19 11 14 13 -15 -16 -17 17 -19 -20 20 23 -23 -24 -25 25 26 29 -29 -30 -31
leaf_value=0.00020123249783352451 0.061517090760171415 -0.083093974687028352 0.063595008956534527 0.0036805348716110794 0.00070738791772681812 -0.0043722348568576664 -0.1706302870437503 -0.043281438648700717 -0.062577348608862271 0.041631928683114307 -0.089920352530830056 -0.030710006166588179 -0.066852674067572324 0.10922297249831583 -0.16388167381286622 0.051269099224979679 -0.017342462063785279 0.046583850901093217 -0.11192155568860472 -0.054216817524284124 -0.0013485178051666283 0.046443558702330023 0.01711607250147202 0.072352780174949893 -0.093629261390551152 -0.013842003895290967 -0.083327621407806876 0.09072361345524374 0.065091076963826239 -0.0054775871763952447
leaf_weight=1957 50 57 35 28 1062 189 20 20 33 142 34 22 27 23 20 24 51 31 24 40 174 176 94 23 38 29 32 23 38 61
leaf_count=1957 50 57 35 28 1062 189 20 20 33 142 34 22 27 23 20 24 51 31 24 40 174 176 94 23 38 29 32 23 38 61
internal_value=0 -0.0017647 0.00527718 -0.0545094 0.00271383 -0.000424402 -0.0222908 -0.106956 0.00118259 0.0116175 -0.00307531 -0.0281229 -0.0151692 0.0261833 -0.0941251 -0.011266 -0.037027 -0.0200612 -0.0476078 0.0144318 0.00912628 0.0245623 -0.00417733 -0.00232146 -0.00666958 -0.0266301 -0.00907167 0.0324082 0.0105605 -0.0322647
internal_weight=0 3430 1147 85 1097 3345 229 40 3116 903 2213 256 214 74 42 51 140 106 75 870 728 310 134 418 395 183 145 52 212 93
internal_count=4577 3430 1147 85 1097 3345 229 40 3116 903 2213 256 214 74 42 51 140 106 75 870 728 310 134 418 395 183 145 52 212 93
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=31
num_cat=0
split_feature=13 27 18 18 22 18 20 20 20 2 16 16 16 10 5 19 13 8 10 26 18 29 1 5 16 10 16 10 5 18
split_gain=3.81179 11.5628 13.2566 14.5101 14.1494 22.1399 12.3909 11.0425 10.7796 7.93736 15.0359 7.55182 6.79522 18.8968 20.6932 17.0578 22.1318 25.4948 13.8306 16.1891 15.2173 18.6292 14.0335 12.8653 12.8279 16.8694 12.707 12.5436 12.2794 13.7563
threshold=197.96935458510373 3.5000000000000004 1.3585868733286828 1.1753765915111982 -0.057787150862151936 1.2459970712826449 1.8516955339904804 2.7552636108468569 3.1657193213418471 1256.5079596961903 533.05000000000007 398.57500000000005 557.45000000000016 101.35833204164408 324.45818684078358 1.0093374753599713 146.47903422035094 1127.5422794117649 156.39402088987583 5.5000000000000009 1.2837877457294251 185.00000000000003 1290.0705465728531 786.53081321210925 489.25000000000006 134.00870646766171 607.10000000000014 119.92193250394315 513.99934381916535 1.1928084923422018
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=12 -2 3 7 -5 11 -4 9 -8 10 -3 -6 24 14 -14 16 17 -15 -17 20 21 23 -21 -20 -1 27 -22 -26 29 -27
right_child=1 2 6 4 5 -7 8 -9 -10 -11 -12 -13 13 15 -16 18 -18 -19 19 22 26 -23 -24 -25 25 28 -28 -29 -30 -31
leaf_value=0.00099535948961750769 -0.060672930799997776 0.0060160635398668165 0.094135846715906399 -0.093121947708652564 -0.093772156513296068 0.025729301884963082 -0.019831245797577987 -0.062039298599674587 0.069031950794160371 -0.044155390840023762 0.083589748549275103 -0.02655899722661291 0.088446941735540963 -0.13408233591546423 -0.013987044113884239 -0.026107432795495378 0.0233269750350906 -0.021142713407554279 0.046605900270668299 -0.028024306263371258 -0.07210319570634359 0.11362725297609966 0.047692203984178345 -0.029832825401136954 0.013896247076049244 0.11455100494836057 0.016417953461408615 -0.059640108481706949 0.013615683161039303 0.037583163720758067
leaf_weight=2998 39 114 23 33 32 58 43 21 20 20 32 35 41 39 38 217 31 41 76 157 24 30 29 31 73 35 50 34 94 69
leaf_count=2998 39 114 23 33 32 58 43 21 20 20 32 35 41 39 38 217 31 41 76 157 24 30 29 31 73 35 50 34 94 69
internal_value=0 -0.00853075 -0.00381255 -0.0125688 -0.0348797 -0.0195038 0.0313142 0.00628219 0.00837929 0.0149253 0.0230185 -0.0586608 0.000976249 -0.00726828 0.0391749 -0.012329 -0.0484047 -0.0762008 -0.00580714 0.00528899 0.0242487 0.0439858 -0.016219 0.0244601 0.00298309 0.0225215 -0.0122916 -0.00947045 0.0398101 0.0634858
internal_weight=0 470 431 345 158 125 86 187 63 166 146 67 4107 804 79 725 111 80 614 397 211 137 186 107 3303 305 74 107 198 104
internal_count=4577 470 431 345 158 125 86 187 63 166 146 67 4107 804 79 725 111 80 614 397 211 137 186 107 3303 305 74 107 198 104
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=31
num_cat=0
split_feature=11 6 29 6 18 18 12 2 4 4 18 18 12 17 8 16 19 17 4 9 17 11 15 17 15 13 29 8 21 19
split_gain=3.70027 19.0441 32.9702 35.6578 14.1474 20.3584 23.5885 16.2873 14.8944 14.2111 14.5777 19.8875 15.4194 12.7576 12.2878 12.1756 11.3707 12.8345 10.7437 11.2635 10.4416 13.4255 9.6611 18.083 9.56368 19.1119 13.7484 15.4012 18.5371 13.433
threshold=173.0726072607261 217.96247531270575 185.00000000000003 203.48378771293702 1.3522723405784609 1.5360762387502127 473.25046061183912 477.62566586749318 290.19452178360166 162.68322075290328 1.3813303928223812 1.4237559370162047 925.33425813891938 1.223722917877214 2877.7375000000006 386.2000000000001 1.1399352335110322 2.1493121619634352 204.47345747911712 163.83910428162142 1.4940332496105697 73.625237713369231 2655.4499999999994 0.9587965890150435 601.12500000000011 135.23238302577928 170.00000000000003 264.55421447196005 1.0389140613522969 0.84822328092014343
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=4 2 -2 13 8 6 7 -6 14 -8 -11 12 -12 -4 -1 -10 17 -7 -13 -20 -18 -22 -17 -24 25 26 -3 -28 -29 -26
right_child=1 24 3 -5 5 16 9 -9 15 10 11 18 -14 -15 -16 22 20 -19 19 -21 21 -23 23 -25 29 -27 27 28 -30 -31
leaf_value=0.011227057291255371 -0.0039380515237442326 -0.00020326926884516863 -0.074141504721982152 -0.15134234752162901 -0.03876943336356254 0.054887740850114289 -0.082727799488714449 -0.16486258806660772 0.090043823760098382 -0.081018367001698136 0.0051968937925994402 0.037432100310921666 0.12937192987650634 0.034826142408631071 -0.032990649379789828 -0.0021892586466053438 0.0037668227797257718 -0.026240601677160996 -0.0074911349142591163 -0.095725064173988683 0.0065153308399021632 -0.10935312571004033 -0.0035805288524854749 0.12928217954933643 -0.024452214164949665 -0.024229695518059952 0.0029507313353511005 0.10560190462856554 -0.0026737504239593233 0.00080046112343278649
leaf_weight=615 180 71 21 38 21 78 27 20 39 21 20 25 20 22 70 58 240 26 39 23 20 20 21 20 231 76 39 64 21 2391
leaf_count=615 180 71 21 38 21 78 27 20 39 21 20 25 20 22 70 58 240 26 39 23 20 20 21 20 231 76 39 64 21 2391
internal_value=0 -0.00190985 -0.0277803 -0.080763 0.00423306 -0.00744471 -0.0320051 -0.100278 0.0127466 -0.0160096 -0.00383809 0.008924 0.0672844 -0.0183906 0.00670846 0.0427187 0.00637049 0.0346057 -0.0179084 -0.0402231 -0.00411685 -0.0514189 0.0240755 0.0612305 0.000424129 0.0183083 0.0348873 0.0549794 0.0788514 -0.00142432
internal_weight=0 3154 261 81 1423 600 216 41 823 175 148 127 40 43 685 138 384 104 87 62 280 40 99 41 2893 271 195 124 85 2622
internal_count=4577 3154 261 81 1423 600 216 41 823 175 148 127 40 43 685 138 384 104 87 62 280 40 99 41 2893 271 195 124 85 2622
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=31
num_cat=0
split_feature=14 14 15 7 7 9 9 0 3 3 3 23 7 14 7 2 20 14 26 9 0 3 27 15 23 21 22 28 15 7
split_gain=4.39203 21.8732 16.8363 18.2957 37.49 11.0885 16.0245 11.8199 9.65039 18.5334 19.0129 16.5199 44.1821 15.2984 15.1742 14.0665 18.2654 13.0138 12.5393 12.168 11.5979 14.6878 11.9963 11.3163 12.8246 15.9901 25.9668 10.9546 16.1355 22.2025
threshold=0.057215942891136233 0.070640923753528206 361.34999999999951 244.54733730698081 205.49853141492562 340.10939262622469 142.12868233417774 347.20867602571383 890.79844037514943 533.38715550767427 388.03058666810927 -0.14877001941463339 353.00331253326334 0.10189107321585107 881.52160579207691 506.01298009040818 2.1164795457532679 0.13006713750863189 3.5000000000000004 264.88208719222956 484.84357606679038 817.49788396359929 2.5000000000000004 435.14999999999992 -0.22953879595897758 1.1019415493906768 -0.16065536290049179 8.5000000000000018 551.50000000000011 268.24777704879142
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=2 5 -1 4 -4 6 -2 -8 9 10 23 18 -13 -11 -10 -14 -17 -16 19 -12 22 -22 -15 24 -3 -26 -27 28 -25 -30
right_child=1 8 3 -5 -6 -7 7 -9 14 13 11 12 15 20 17 16 -18 -19 -20 -21 21 -23 -24 27 25 26 -28 -29 29 -31
leaf_value=0.074400204047560689 0.09249054131948431 0.016976246472581159 0.0033032298045740888 -0.0021362395875096688 -0.14638200356728501 0.077976399758615755 0.031349339791340754 -0.05250066435285683 -0.084739963062615553 0.084543070458882569 -0.051849966235749889 -0.16867819492518904 -0.089901671593990901 -0.015035728234354229 -0.069934480654245068 -0.034656136987828899 0.055406605772441254 0.020182472505306793 0.022824790285147251 0.035874149970532884 -0.0099567789493537548 0.053985302482286224 0.073591277199531235 0.055590112419200269 -0.0082029572597550251 -0.14638569261102627 -0.012828504210463852 -0.0026409085941141689 -0.017255258175325305 0.043017087047835731
leaf_weight=28 23 140 44 2484 27 52 40 29 33 37 64 25 26 21 22 76 32 59 94 21 164 46 56 112 247 24 37 267 136 111
leaf_count=28 23 140 44 2484 27 52 40 29 33 37 64 25 26 21 22 76 32 59 94 21 164 46 56 112 247 24 37 267 136 111
internal_value=0 0.00352567 -0.00272171 -0.00356688 -0.0536193 0.041066 0.0202037 -0.00389197 0.000603609 0.00245443 -0.00249503 -0.0231798 -0.0466368 0.0240243 -0.0275808 -0.0238679 -0.00797088 -0.00429374 -0.00234363 -0.0301769 0.0162222 0.00404958 0.0494203 0.0040147 -0.00811912 -0.0195261 -0.0653756 0.0126983 0.0241066 0.00983069
internal_weight=0 1994 2583 2555 71 144 92 69 1850 1736 1412 338 159 324 114 134 108 81 179 85 287 210 77 1074 448 308 61 626 359 247
internal_count=4577 1994 2583 2555 71 144 92 69 1850 1736 1412 338 159 324 114 134 108 81 179 85 287 210 77 1074 448 308 61 626 359 247
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=31
num_cat=0
split_feature=0 4 27 11 26 23 4 26 11 7 18 23 12 26 21 24 1 27 12 26 11 2 2 12 29 4 16 2 24 8
split_gain=4.12285 11.0787 8.7879 20.1117 16.1561 20.8593 18.2863 15.8553 15.5696 20.7246 29.7165 14.7379 12.6472 8.22687 7.73576 18.3286 9.65869 7.40083 13.738 14.1543 21.4852 18.8428 20.3408 20.5366 18.3183 17.9809 15.7759 15.1478 36.6105 15.0267
threshold=110.11315917671418 294.77846616895755 9.5000000000000018 92.188900956084666 6.5000000000000009 -0.06370315019685828 335.04102323725118 1.0000000180025095e-35 282.88874270212125 1308.8708285720702 1.4262246520059787 0.62230782110119187 925.33425813891938 2.5000000000000004 0.49358749900898408 0.32709605832198702 194.93167465607701 6.5000000000000009 1584.1270045490894 2.5000000000000004 223.74426825800768 512.40674155787462 886.62901399122677 1171.0931784558238 65.000000000000014 852.66467008328016 335.12500000000006 758.00760268267356 0.84671241606398862 989.48197854533691
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 17 -4 7 -6 -7 8 9 10 -5 14 -11 -1 -9 16 -16 -2 19 25 26 -22 23 -23 -24 27 -21 29 -29 -19
right_child=2 -3 3 4 5 6 -8 11 -10 12 -12 -13 -14 -15 15 -17 -18 18 -20 20 21 22 24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.01289362034009843 -0.003722123822127766 0.080446588908406835 -0.11131466686725618 -0.17172592083883029 0.018590362106139461 -0.16396808163041163 -0.030360628068447117 0.03694485211493196 0.015514023620774276 0.065331364281120755 -0.035611538756375183 0.049672123549006339 -0.038141625816071473 -0.049242160608991982 -0.016319402820534176 -0.070359584027901295 0.056220789355856761 -0.0075126936181301356 0.00061721927971764424 0.050597291107289492 -0.057046965470142444 0.00026287323916735855 0.037994819879531863 0.12497716088508887 -0.087577935609789131 0.078686945942732012 0.14788831360638141 -0.15731431338049118 0.020209069836598176 0.084539949361767092
leaf_weight=190 1801 22 20 23 24 21 20 37 67 21 53 82 27 24 45 40 31 114 1567 100 33 23 26 31 21 26 20 21 26 21
leaf_count=190 1801 22 20 23 24 21 20 37 67 21 53 82 27 24 45 40 31 114 1567 100 33 23 26 31 21 26 20 21 26 21
internal_value=0 0.012872 -0.000699793 -0.0130177 -0.00901374 -0.0554519 -0.0987937 -0.0019281 -0.0233274 -0.0443143 -0.076804 0.0154645 0.00712781 0.00592512 -0.00286897 -0.0155682 0.0132694 0.000943665 0.00508516 0.0202394 0.0360788 0.0085561 0.0299908 0.0718581 -0.0181122 0.000897056 0.0668125 -0.0102158 -0.0591099 0.00680661
internal_weight=0 236 4341 511 491 65 41 426 191 124 76 235 48 214 153 116 76 3830 2029 462 254 134 101 54 47 208 120 182 47 135
internal_count=4577 236 4341 511 491 65 41 426 191 124 76 235 48 214 153 116 76 3830 2029 462 254 134 101 54 47 208 120 182 47 135
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=31
num_cat=0
split_feature=28 11 21 10 5 10 12 16 10 11 21 11 22 19 16 10 19 24 24 20 16 10 25 23 24 23 5 10 20 22
split_gain=3.63522 13.0414 8.44357 8.03718 6.77651 9.17981 13.113 5.65978 15.6922 14.294 9.92116 17.3759 19.0305 24.7247 11.2947 13.0927 10.055 9.34488 14.3241 20.2814 10.6094 20.4677 10.5483 26.3592 15.0313 14.2515 13.8797 22.1375 14.7503 11.3922
threshold=27.500000000000004 424.672364923511 0.42709747713669105 121.29651133656174 1085.7666908563137 771.29673076923086 2489.7569726891138 557.45000000000016 101.35833204164408 188.10801664182813 0.55336568065594005 308.03284815430942 0.28161578363837142 1.0626782389875256 800.00000000000011 654.50506396588491 1.3969904380506863 -0.054577315268152619 -0.063411968479056544 1.7607961884455838 465.67500000000007 132.612462952583 -0.045491058570772083 0.011104907746005232 0.0018340092370893748 -0.06370315019685828 106.92955392433655 59.004007211853043 1.5540904521122918 -0.32938867245683662
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=4 2 -2 -4 5 7 -7 17 9 -9 -10 12 13 -12 15 16 -13 18 -1 -20 22 -22 23 26 25 -24 -19 -28 -29 -26
right_child=1 -3 3 -5 -6 6 -8 8 10 -11 11 14 -14 -15 -16 -17 -18 20 19 -21 21 -23 24 -25 29 -27 27 28 -30 -31
leaf_value=-0.0041196691447704069 -0.01829430368684587 -0.025626306327059867 0.023521640039980415 0.090190988333955779 0.021386113894566294 0.0053980122105433395 -0.097106563548247024 0.093320134325096241 0.0067076974597416426 0.0047708285560251265 -0.13610790610313414 -0.014066091134725501 -0.13101364243775607 -0.015063766119311806 0.049029940871461751 -0.092540510743856441 0.059535739459097382 0.10275764924784501 -0.011624695002836617 -0.126244759430679 -0.014720598177430502 0.033241048047230361 -0.01773735259501134 -0.077366360589861877 -0.064147552337359512 -0.096908276224577872 -0.06192717935751986 -0.011598419165238738 0.053689488429095482 0.0011759206538619746
leaf_weight=209 21 50 40 33 137 26 24 26 171 61 20 258 24 108 31 20 20 24 38 26 132 273 144 25 27 27 27 48 124 2383
leaf_count=209 21 50 40 33 137 26 24 26 171 61 20 258 24 108 31 20 20 24 38 26 132 273 144 25 27 27 27 48 124 2383
internal_value=0 0.0156366 0.037585 0.0536598 -0.000507934 -0.00120614 -0.0438042 -0.000704513 -0.00865796 0.0312338 -0.0139809 -0.0213359 -0.0492985 -0.0339769 -0.00841708 -0.0143931 -0.008771 0.000971449 -0.0167953 -0.0581891 0.00247124 0.0176091 0.000304099 0.0200031 -0.00158871 -0.030238 0.0309189 0.022255 0.0354696 0.000444081
internal_weight=0 144 94 73 4433 4296 50 4246 739 87 652 481 152 128 329 298 278 3507 273 64 3234 405 2829 248 2581 171 223 199 172 2410
internal_count=4577 144 94 73 4433 4296 50 4246 739 87 652 481 152 128 329 298 278 3507 273 64 3234 405 2829 248 2581 171 223 199 172 2410
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=31
num_cat=0
split_feature=14 20 28 23 17 20 19 15 27 28 19 11 20 27 23 28 28 18 15 13 13 11 29 29 18 14 22 18 15 28
split_gain=5.01593 11.8902 15.8255 9.06588 17.8569 9.0086 10.3496 30.1408 17.078 33.6186 10.6479 9.48086 8.94017 8.14368 14.1788 10.9035 10.1803 9.88288 6.19532 6.02068 20.6655 14.3569 13.2606 17.3727 16.0295 13.3791 12.104 10.8651 11.8922 8.52935
threshold=0.43201646897363011 1.4374329931680858 18.500000000000004 -0.13857264404831562 1.7454998250362943 1.2945211398108032 0.74831581751275633 729.50000000000011 7.5000000000000009 3.5000000000000004 0.7224814460425234 241.53062472738486 1.3142733782840119 6.5000000000000009 -0.28946105570515163 6.5000000000000009 12.500000000000002 1.3379662024552352 427.50000000000006 199.08450771281665 203.99797318366078 398.8188568856886 125.00000000000001 85.000000000000014 1.2589882554334648 0.011049710355024462 -0.060458375644042002 1.1970783670708711 1520.9999999999998 3.5000000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 3 13 4 -2 11 7 8 -7 -10 -9 -1 18 15 -15 -3 -17 -16 -5 -8 21 -21 23 25 27 29 -26 28 -24 -22
right_child=1 2 -4 12 -6 6 19 10 9 -11 -12 -13 -14 14 17 16 -18 -19 -20 20 22 -23 24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.087955808250800432 -0.094362343599666554 -0.027571797258023063 -0.032995329714483684 0.0043322036992215996 0.02671956517068403 0.0010740074570532198 0.00051928480885823859 0.069583838310403129 -0.19307126860896295 -0.037738819332107119 -0.016977988095540141 0.0053063541544335234 0.051649952741960686 0.0073525966878867505 0.058079296979121869 0.099206847591059549 0.0055945553816854959 0.14229912524196237 -0.050296553174177042 -0.13488931720229713 0.0041789921645361645 -0.01782406760379672 0.024242624447777354 0.09470611800654577 -0.030751261271296012 0.046906158421188594 0.052963159844661371 -0.097986749251341002 -0.057525575711675318 -0.081507153170449403
leaf_weight=23 29 33 36 103 21 27 3629 30 22 38 27 35 33 33 38 21 26 22 26 22 26 20 29 26 31 36 39 29 46 21
leaf_count=23 29 33 36 103 21 27 3629 30 22 38 27 35 33 33 38 21 26 22 26 22 26 20 29 26 31 36 39 29 46 21
internal_value=0 0.0104012 0.0273269 -0.0062851 -0.0435079 -0.00105363 -0.00160751 -0.0279412 -0.0649729 -0.0946941 0.0285809 0.0380811 0.00520343 0.0398796 0.0600025 0.0164867 0.0474213 0.0889599 -0.00667824 -0.000648472 -0.0136878 -0.079144 -0.00397349 0.023376 -0.0211062 0.00103163 0.0158896 -0.0460073 -0.0259085 -0.0341063
internal_weight=0 421 209 212 50 4156 4098 144 87 60 57 58 162 173 93 80 47 60 129 3954 325 42 283 109 174 83 70 104 75 47
internal_count=4577 421 209 212 50 4156 4098 144 87 60 57 58 162 173 93 80 47 60 129 3954 325 42 283 109 174 83 70 104 75 47
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=31
num_cat=0
split_feature=14 14 18 18 7 22 12 5 4 18 18 17 18 18 17 12 10 29 0 22 24 12 10 26 26 18 14 18 22 14
split_gain=4.06367 17.6348 15.799 13.5101 53.6094 11.6458 19.9454 11.8257 19.139 11.4065 11.8185 11.3613 10.6063 15.5347 17.2439 11.1332 10.584 18.1784 15.9959 10.5533 8.98214 8.26501 10.9284 7.69683 20.611 18.9083 22.2409 16.4762 17.8356 14.4639
threshold=0.057215942891136233 0.070640923753528206 1.0108055469259971 1.070736473175611 860.39306729295549 0.093638942460266814 525.45681279525195 743.01533079295291 793.27314124821157 1.0926733758949905 1.8490347395955256 0.89492164985555178 1.20139665735957 1.3162118661953597 1.17171201910072 1402.4485029940122 255.50708486589264 65.000000000000014 349.87789626202675 0.34572699567589393 0.33770095157105035 4176.8909926239749 142.62473846726084 10.500000000000002 7.5000000000000009 1.1183472166558681 0.12286567052273005 1.1401496089180785 -0.037983624169003909 0.10315844347528216
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=2 16 -1 4 -4 6 -5 8 12 -7 21 -3 15 14 -14 -8 18 -18 -2 -6 23 -11 -23 24 25 26 -13 28 -27 -25
right_child=1 11 3 5 19 9 7 -9 -10 10 -12 20 13 -15 -16 -17 17 -19 -20 -21 -22 22 -24 29 -26 27 -28 -29 -30 -31
leaf_value=0.074940771609544751 0.042283199369558135 -0.072367262183910319 -0.16903691887079431 -0.10976065829957159 -0.032538244103391969 0.038827019697659976 -0.042076431345194579 0.035750712081789975 -0.095995920035859647 -0.00031748309286665357 0.067909417238086467 -0.10332031042315067 -0.021581855622519339 -0.0033868011520352473 -0.11360343722917605 0.045048778431320734 -0.0044668036396615209 0.11504469675677163 -0.052044649615883835 0.052824675282629741 0.039018840258640636 0.0034699469296769663 -0.098665388599038131 0.070680893107484544 -0.03980304904525047 0.13708321176469326 -0.012217536301489371 0.0047058661752807625 0.007961608736735324 0.0063246241423530053
leaf_weight=26 64 21 24 22 30 77 20 46 29 1899 25 30 56 172 32 55 20 35 25 28 62 22 20 39 138 20 251 932 23 334
leaf_count=26 64 21 24 22 30 77 20 46 29 1899 25 30 56 172 32 55 20 35 25 28 62 22 20 39 138 20 251 932 23 334
internal_value=0 0.00339132 -0.002618 -0.00340663 -0.0433408 -0.00208356 -0.0170008 -0.0120235 -0.0180609 0.00107075 -0.000408003 0.000767596 -0.0113142 -0.0208709 -0.0550442 0.0218154 0.0370989 0.071586 0.0157866 0.00867144 0.00160731 -0.00128793 -0.0451659 0.000294621 -0.00311936 0.000911176 -0.0219438 0.0074981 0.0680182 0.0130536
internal_weight=0 1994 2583 2557 82 2475 432 410 364 2043 1966 1850 335 260 88 75 144 55 89 58 1829 1941 42 1767 1394 1256 281 975 43 373
internal_count=4577 1994 2583 2557 82 2475 432 410 364 2043 1966 1850 335 260 88 75 144 55 89 58 1829 1941 42 1767 1394 1256 281 975 43 373
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=31
num_cat=0
split_feature=14 13 19 19 25 13 13 13 19 19 0 14 21 12 12 19 0 12 5 4 15 28 14 19 19 17 28 25 15 28
split_gain=4.0377 9.50709 8.081 14.8413 10.1453 7.91489 9.78319 8.02622 7.39619 8.05563 10.0205 6.56319 9.31259 5.80735 22.2286 14.1049 17.2973 19.6065 29.5604 16.2366 15.6542 13.501 20.6088 13.388 12.9369 15.5401 13.6399 20.9239 17.1023 16.8455
threshold=0.43201646897363011 69.085609827690945 0.62678030964091269 0.70268444477710379 -0.050472688499171491 77.304929232271078 90.438700117249439 101.99985163882043 0.7224814460425234 0.74831581751275633 363.42936351601384 0.48939916716240339 1.0698572784325389 2810.8582102087566 2464.8426555347187 0.99486049583217218 647.5225533628676 3486.2551051747755 419.85194631343535 687.93145309788099 1529.6000000000006 5.5000000000000009 0.27107506511958329 1.2202750375418852 0.88831451318261856 1.8018994272966122 1.5000000000000002 -0.08109925322987184 622.50000000000011 6.5000000000000009
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=2 -2 -1 4 -4 -3 -7 -8 -5 10 -10 12 -9 14 24 -15 17 19 -19 -17 -18 22 -16 -23 26 -26 28 -28 -11 -29
right_child=1 5 3 8 -6 6 7 11 9 13 -12 -13 -14 15 21 16 20 18 -20 -21 -22 23 -24 -25 25 -27 27 29 -30 -31
leaf_value=0.044958224618121198 0.055081086851111273 -0.043197360215708615 -0.10304209803757461 0.051519125299873181 -0.01801769950737556 0.048329293878995025 -0.051390513756240791 0.08815696976909583 -0.093527061350288848 -0.0084246713481843476 0.00017380144773051142 -0.00020755980253202972 -0.0028482159842615545 0.025453459775915184 0.018326787076269589 0.027412375734876034 0.081803553641745547 -0.027976656384416855 -0.1639002772048116 -0.044333580483604848 0.0057746116078107174 -0.033694993917073979 -0.08527697163323561 -0.10795846121578381 0.0013676590850025779 0.066614851118946397 -0.098529306799173363 0.042240073945787215 -0.13763425500531282 -0.022938410540450819
leaf_weight=38 41 32 23 27 36 53 26 22 21 20 25 224 23 274 96 92 33 80 20 48 151 149 24 29 2718 37 24 63 21 107
leaf_count=38 41 32 23 27 36 53 26 22 21 20 25 224 23 274 96 92 33 80 20 48 151 149 24 29 2718 37 24 63 21 107
internal_value=0 0.00933197 -0.000945322 -0.00136891 -0.0511628 0.00439588 0.00877227 0.00166542 -0.000645126 -0.00099444 -0.0426027 0.0067935 0.0416432 -0.000514265 -0.00227293 0.00777009 -0.00365738 -0.0213425 -0.0551614 0.00281376 0.0194102 -0.0283175 -0.00239396 -0.0457941 0.000322825 0.00224394 -0.0221992 -0.0111237 -0.0746052 0.00121597
internal_weight=0 421 4156 4118 59 380 348 295 4059 4032 46 269 45 3986 3288 698 424 240 100 140 184 298 120 178 2990 2755 235 194 41 170
internal_count=4577 421 4156 4118 59 380 348 295 4059 4032 46 269 45 3986 3288 698 424 240 100 140 184 298 120 178 2990 2755 235 194 41 170
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=31
num_cat=0
split_feature=28 5 13 13 15 13 5 10 15 27 27 12 21 23 21 18 28 9 5 23 23 5 15 2 25 14 15 13 2 2
split_gain=3.59986 10.4782 7.29172 9.95478 8.11483 5.90856 5.58816 7.95462 13.6457 4.10899 7.21789 16.6883 11.1099 17.9227 14.8942 19.9779 22.788 15.1842 14.3862 14.9056 13.0686 12.9435 11.672 18.0318 17.2547 19.8256 14.2196 11.6113 16.7687 10.5286
threshold=27.500000000000004 969.3678448608083 80.415479108743497 155.43833380790485 1150.6000000000001 104.03172530275411 1085.7666908563137 771.29673076923086 1385.0000000000002 6.5000000000000009 8.5000000000000018 1636.8753044696143 0.1773390119402761 0.66660789754793714 0.62944925755645575 1.4018339667987736 2.5000000000000004 139.23392392253973 189.7592242268577 -0.17489982434129578 0.018436893053139423 81.697575940050868 1056.6000000000001 371.10768562971163 0.78133730884630925 0.00059489815343613192 1482.2 79.683758899264646 348.69905513345026 333.56770018911288
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 4 5 -2 -4 7 9 -9 -1 11 -11 13 -12 17 29 21 -14 19 -18 -21 -17 23 -19 25 -24 -27 28 -23 -16
right_child=1 -3 3 -5 -6 -7 -8 8 -10 10 12 -13 14 -15 15 16 18 22 -20 20 -22 27 24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.004380515097250722 0.036294028721749784 -0.051607070118188859 0.03573561267306407 0.0013809584409875029 -0.053788329362869258 0.10454277602525859 0.019376420969293068 0.023188928849995138 -0.083447766757259775 0.027798571360332588 0.010699459295719863 0.0011242619048391512 0.077370011490402804 -0.12317610464990139 0.00099233422089706788 -0.025115347755226222 -0.0064488807180221527 -0.0042190192716902702 0.0095543944796677247 -0.13823265706942905 -0.039464089460670954 0.085309436255031165 -0.085227668072496154 0.11167131525278091 0.035372095432071746 -0.03653276959309975 0.020146774194479265 0.11322858740708658 -0.032303513290191238 -0.049685462894531324
leaf_weight=1754 20 20 24 34 20 26 137 20 30 292 20 1192 33 20 55 22 69 29 129 21 37 27 35 25 92 75 108 28 22 161
leaf_count=1754 20 20 24 34 20 26 137 20 30 292 20 1192 33 20 55 22 69 29 129 21 37 27 35 25 92 75 108 28 22 161
internal_value=0 0.0155604 0.0263938 0.0431276 -0.00874715 0.0715153 -0.000505457 -0.00113949 -0.0407931 -0.000672541 0.00193733 0.00637285 -0.00459274 -0.0562383 -0.00245863 -0.0128017 0.00178881 0.0124176 -0.0139668 -0.0378585 -0.0752251 0.0425307 0.00652909 0.0494339 -0.000944651 -0.016271 -0.00308255 0.0618582 0.0325036 -0.0367814
internal_weight=0 144 124 84 40 50 4433 4296 50 4246 2492 1484 1008 40 968 571 355 397 256 127 58 99 364 54 310 218 183 77 49 216
internal_count=4577 144 124 84 40 50 4433 4296 50 4246 2492 1484 1008 40 968 571 355 397 256 127 58 99 364 54 310 218 183 77 49 216
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=31
num_cat=0
split_feature=28 18 27 27 14 6 0 10 8 10 25 24 21 14 14 10 10 28 25 9 11 9 14 18 24 25 26 16 0 2
split_gain=3.96076 14.4222 12.8597 9.73303 12.122 9.653 16.7751 8.54093 13.8073 10.7532 12.1709 8.60729 8.47699 8.33086 16.1071 10.5794 16.3648 6.98153 11.8914 13.5412 13.5368 11.0456 15.4582 10.2091 9.6775 14.6169 15.2366 9.49672 13.0026 21.4391
threshold=1.5000000000000002 1.1660133748066992 5.5000000000000009 8.5000000000000018 0.38883397096987887 734.7664165372895 555.10416666666686 139.74758157912666 188.23334850481857 69.521444604777955 -0.045491058570772083 0.11012551332130248 0.5605900108025087 0.19915526472337897 0.098623023371553667 155.35833333333338 175.4398106435107 5.5000000000000009 -0.10631334264690183 247.53523589616864 404.12763919090315 261.91881429945977 0.00023795643021131918 1.1660133748066992 0.71220703468619073 0.43459348950952709 5.5000000000000009 122.10000000000001 248.83188502307434 543.17278443399937
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 6 12 8 -3 -10 -11 -12 -4 14 15 -9 -17 18 -2 20 -20 -21 23 -23 25 -24 -27 -19 29 -29
right_child=17 7 3 -5 -6 -7 -8 13 9 10 11 -13 -14 -15 -16 16 -18 27 19 21 -22 22 24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.10109046810185132 -0.049744181442739711 0.032557534195482733 -0.083798671157463742 -0.075728757044783351 0.061872740648686891 -0.078849856617550063 0.060044585340298141 0.074406738636585382 -0.087820555791608065 0.036510345717948499 -0.092084831744432452 -0.01948487266186583 -0.0068803261867479279 0.062494406526287398 -0.077156961815697811 -0.071003290479226655 0.016409628252831088 0.017565379240638519 0.023135883634166216 -0.053549068886786705 -0.040900399646322645 -0.013153621102018016 0.010501947958144166 -0.10669877652078869 0.06563625843436631 0.0082561244135317593 -0.10684928983125999 -0.011495785648222873 -0.00036359728418417962 -0.083853903761569495
leaf_weight=23 35 50 23 27 20 24 26 26 25 33 20 89 38 30 21 24 199 237 581 39 35 28 367 20 27 23 23 318 2099 47
leaf_count=23 35 50 23 27 20 24 26 26 25 33 20 89 38 30 21 24 199 237 581 39 35 28 367 20 27 23 23 318 2099 47
internal_value=0 -0.00693476 -0.0312285 -0.0210587 -0.00979087 -0.0227032 -0.00721451 0.00157041 -0.0135421 -0.0273444 -0.0166972 -0.032806 -0.0358823 0.0125018 0.0069471 0.0140402 0.00700196 0.00124786 0.00767186 0.00943 0.0194975 -0.00233765 0.00175507 -0.0521308 0.00763353 0.00384158 -0.0492966 -0.00155386 -0.00339285 -0.0208131
internal_weight=0 698 181 158 131 111 87 517 217 167 142 109 61 300 270 249 223 3879 1178 1143 616 527 488 48 440 413 46 2701 2464 365
internal_count=4577 698 181 158 131 111 87 517 217 167 142 109 61 300 270 249 223 3879 1178 1143 616 527 488 48 440 413 46 2701 2464 365
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
percent_water=135
AOT_mean=119
green_blue_ratio=117
WVP_mean=110
red_blue_ratio=108
B12_mean=96
NDVI_B04=95
B11_mean=83
green5th_blue_ratio=83
NDVI_B07=82
green5th=77
month=73
land_cover=70
green95th=68
green95th_blue_ratio=67
AOT_range=66
days_before_sample=65
green_red_ratio=61
B05_mean=59
B07_mean=57
B01_mean=56
B03_mean=56
B8A_mean=56
NDVI_B05=56
NDVI_B06=54
B09_mean=53
B08_mean=49
B06_mean=46
B04_mean=41
B02_mean=32

parameters:
[boosting: gbdt]
[objective: regression]
[metric: rmse]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 100000]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 0]
[deterministic: 0]
[force_col_wise: 0]
[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: 11671]
[feature_fraction: 0.6]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 14697]
[extra_trees: 0]
[extra_seed: 5026]
[early_stopping_round: 100]
[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: 14909]
[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]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 169]
[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]
[objective_seed: 28222]
[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: ]
[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: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[]
