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model.lgb
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tree
version=v2
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=19
objective=binary sigmoid:1
feature_names=CODE_GENDER FLAG_OWN_CAR FLAG_OWN_REALTY NAME_TYPE_SUITE NAME_INCOME_TYPE DAYS_BIRTH COMMONAREA_MODE DEF_30_CNT_SOCIAL_CIRCLE AMT_REQ_CREDIT_BUREAU_DAY DAYS_CREDIT CREDIT_DAY_OVERDUE DAYS_REGISTRATION CNT_CREDIT_PROLONG AMT_CREDIT_SUM AMT_ANNUITY YEARS_BUILD_MODE OWN_CAR_AGE ELEVATORS_AVG NONLIVINGAREA_AVG CNT_FAM_MEMBERS
feature_infos=1:0 1:0 1:0 6:1:5:0:4:3:2:-1 4:0:1:2 [-25159:-7790] [0:1] [0:6] [0:6] [-2922:-5] [0:2652] [-20623:0] [0:2] [0:17640000] [1993.5:216589.5] [0:1] [0:65] [0:1] [0:1] [1:8]
tree_sizes=2420 2519 2513 2504 2488 2494 2505 2497 2502 2526 2490 2533 2527 2521 2527 2505 2508 2517 2535 2544 2536 2517 2529 2530 2532 2525 2523 2531 2547 2537 2553 2543 2553 2535 2511 2522 2512 2537 2543 2552 2553 2562 2536 2548 2560 2531 2558 2534 2542 2547 2519 2546 2545 2500 2511 2507 2506 2538 2517 2537 2484 2524 2500 2509 2543 2529 2509 2565 2490 2516 2528 2516 2541 2521 2533 2559 2500 2538 2548 2514 2498 2485 2546 2534 2534 2543 2512 2526 2543 2485 2534 2508 2513 2507 2501 2505 2535 2499 2536 2528 2522 2531 2512 2518 2508 2534 2514 2509 2540 2531 2534 2542 2525 2507 2559 2547 2540 2552 2513 2543 2526 2513 2553 2528 2526 2520 2518 2538 2536 2544 2514 2536 2519 2545 2549 2534 2546 2534 2546 2560 2509 2541 2513 2498 2488 2503 2494 2500 2570 2535 2498 2485 2499 2505 2490 2527 2499 2513 2504 2568 2538 2527 2532 2513 2528 2496 2512 2548 2543 2503 2535 2515 2548 2555 2529 2481 2570 2565 2565 2516 2531 2555 2486 2557 2518 2550 2546 2480 2531 2524 2550 2489 2535 2540 2537 2537 2512 2550 2555 2494 2537 2535 2547 2513 2573 2547 2523 2534 2547 2524 2510 2552 2530 2527 2534 2521 2553 2521 2549 2508 2570 2510 2548 2526 2540 2528 2550 2555 2538 2525 2545 2551 2537 2545 2519 2545 2545 2528 2540 2487 2542 2518 2539 2523 2568 2510 2528 2574 2541 2512 2520 2545 2530 2532 2531 2563 2550 2547 2530 2542 2547 2491 2537 2573 2562 2534 2495 2536 2521 2541 2565 2527 2545 2531 2546 2554 2510 2538 2572 2548 2552 2530 2530 2537 2519 2500 2565 2562 2521 2556 2558 2556 2548 2574 2562 2557 2537 2526 2539 2513 2536 2547 2531 2554
Tree=0
num_leaves=31
num_cat=4
split_feature=5 0 9 11 13 18 15 7 16 7 4 6 5 11 14 14 11 5 11 9 9 1 9 13 5 5 9 13 2 11
split_gain=79.2144 27.552 25.5758 17.9439 17.8149 22.7791 19.8764 17.7454 16.5492 16.4289 18.8245 15.1205 14.1477 20.5245 13.8824 24.7769 12.8013 12.1139 11.8038 10.4894 33.902 10.1095 9.94536 8.80899 8.76203 9.4137 8.60205 8.55187 8.35975 8.31992
threshold=-12542.499999999998 0 -96.499999999999986 -881.49999999999989 29497.500000000004 0.0020500000000000002 0.87260000000000015 1.0000000180025095e-35 26.500000000000004 1.0000000180025095e-35 1 0.031550000000000009 -18683.999999999996 -6762.9999999999991 17174.250000000004 20859.750000000004 -1911.9999999999998 -16141.999999999998 -9072.9999999999982 -164.49999999999997 -411.49999999999994 2 -222.49999999999997 193617.00000000003 -11780.999999999998 -10267.999999999998 -656.49999999999989 948982.50000000012 3 -6042.4999999999991
decision_type=2 1 8 2 8 10 8 2 8 2 1 8 2 2 2 2 2 2 2 10 10 1 10 10 2 2 10 8 1 2
left_child=1 2 7 18 5 6 -2 -1 22 16 11 -11 -9 -14 -8 -16 19 26 -4 20 29 -20 23 -6 -17 28 -3 -28 -26 -10
right_child=4 17 3 -5 8 -7 14 12 9 10 -12 -13 13 -15 15 24 -18 -19 21 -21 -22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-2.4057130723944744 -2.3490303227328777 -2.4101436668228331 -2.4105002859956253 -2.3698041053313683 -2.408532240264099 -2.4072958367829305 -2.402631811166021 -2.4051399022023312 -2.4064415037323434 -2.4022837495528186 -2.4006451825737436 -2.3673035574259944 -2.3545122931408127 -2.3939302708359649 -2.3490303227328777 -2.4088336362739877 -2.4040818926300869 -2.4048987515859204 -2.3852113274252491 -2.4101975714951007 -2.3737876084461327 -2.4001953798736051 -2.3894237888966101 -2.3989707861350089 -2.3556086872223996 -2.3988664173504692 -2.4060428149754025 -2.3819221451804884 -2.384452285368766 -2.3951621445961089
leaf_count=1330 20 2141 61 38 377 70 54 68 110 21 65 72 24 63 26 22 331 1380 120 57 93 117 57 191 20 33 585 20 39 395
internal_value=0 -0.212069 0.159561 1.06327 0.614307 1.45759 2.04512 -0.0449134 0.478924 0.738237 1.8241 2.8708 1.11657 2.0854 1.69018 2.29279 0.564235 -0.376087 0.76394 0.858037 0.999752 1.13018 0.00427594 -0.14067 1.56406 2.05581 -0.515416 -0.133511 2.92355 0.629129
internal_count=8000 5947 1821 336 2053 284 214 1485 1769 1144 158 93 155 87 194 140 986 4126 298 655 598 237 625 568 114 92 2746 605 59 505
cat_boundaries=0 1 2 3 4
cat_threshold=2 16 1 1
shrinkage=1
Tree=1
num_leaves=31
num_cat=2
split_feature=5 0 13 7 9 13 18 15 16 7 4 11 16 6 11 14 14 11 5 16 9 9 19 13 9 11 9 13 9 13
split_gain=77.3619 27.0977 25.1329 17.4795 17.319 17.0794 21.7338 18.0265 16.0519 15.6797 17.685 14.3411 14.5232 14.0112 13.5156 13.6466 17.7242 12.3976 11.9721 10.7098 10.1751 31.9545 9.66721 12.9584 9.64056 9.29797 11.0297 8.64161 8.52115 8.25228
threshold=-12542.499999999998 0 31545.000000000004 1.0000000180025095e-35 -96.499999999999986 29497.500000000004 0.0020500000000000002 0.87260000000000015 26.500000000000004 1.0000000180025095e-35 1 -760.49999999999989 15.500000000000002 0.031550000000000009 -592.99999999999989 17174.250000000004 20859.750000000004 -1911.9999999999998 -16141.999999999998 4.5000000000000009 -164.49999999999997 -411.49999999999994 1.5000000000000002 60314.130000000012 -222.49999999999997 -1491.4999999999998 -1385.4999999999998 193617.00000000003 -656.49999999999989 948982.50000000012
decision_type=2 1 10 2 8 8 10 8 8 2 1 2 8 8 2 2 2 2 2 10 10 10 2 8 10 2 8 10 10 8
left_child=1 2 3 11 22 6 7 -2 24 17 13 -1 -13 -11 15 -9 -17 20 28 -5 21 -10 23 -4 27 26 -18 -7 -3 -30
right_child=5 18 4 19 -6 8 -8 14 9 10 -12 12 -14 -15 -16 16 25 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.003503732182773351 0.05189972478866943 -0.0062033594271299446 0.031037499370716069 0.038336250936291012 0.024522822801204575 -0.0045934668231483768 -0.0033611840914360316 0.0030768057322507637 0.0061955040862398348 0.0016081189255286303 0.003223659451355488 0.0009161737176743988 0.039202146431041494 0.035148821076653694 -0.010910736520739667 0.051899724788669672 0.032175751802156496 -0.00016987281145995658 -0.00097935028990179369 0.0084269511024585818 -0.0062572879052016795 0.029079726875489209 -0.0029930291445000342 0.0016971264526178746 0.014168751755202047 0.036940700492956481 0.0023838374250025043 0.0048699439542021772 -0.0021149405015295445 0.021371431567462559
leaf_count=437 20 2141 25 37 33 377 70 47 505 21 65 22 31 72 21 26 24 331 1380 27 57 93 1115 94 57 27 49 191 585 20
internal_value=0 -0.210336 0.157715 0.800178 -0.124541 0.604938 1.42511 1.98981 0.472174 0.726266 1.77824 0.567232 2.33575 2.77443 1.64939 1.97914 2.59072 0.555908 -0.373505 2.57392 0.843304 0.981436 -0.194341 0.788058 0.00421646 1.89303 1.22304 -0.139436 -0.512475 -0.132331
internal_count=8000 5947 1821 554 1267 2053 284 214 1769 1144 158 490 53 93 194 173 126 986 4126 64 655 598 1234 119 625 100 73 568 2746 605
cat_boundaries=0 1 2
cat_threshold=2 16
shrinkage=0.01
Tree=2
num_leaves=31
num_cat=2
split_feature=5 0 13 9 7 13 18 15 16 7 4 11 14 6 11 14 14 11 5 16 9 9 19 13 9 11 9 13 9 11
split_gain=75.5606 26.6504 24.4582 16.6739 16.5715 16.3844 20.7555 16.4173 15.573 14.9757 16.64 13.6735 14.1913 13.0148 12.9689 12.8379 16.029 12.0099 11.8315 9.8775 9.87324 30.1591 9.45013 12.2745 9.34778 8.60811 10.395 8.47764 8.44059 8.02793
threshold=-12542.499999999998 0 31545.000000000004 -96.499999999999986 1.0000000180025095e-35 29497.500000000004 0.0020500000000000002 0.87260000000000015 26.500000000000004 1.0000000180025095e-35 1 -760.49999999999989 32607.000000000004 0.031550000000000009 -592.99999999999989 17174.250000000004 20859.750000000004 -1911.9999999999998 -16141.999999999998 4.5000000000000009 -164.49999999999997 -411.49999999999994 1.5000000000000002 60314.130000000012 -222.49999999999997 -1491.4999999999998 -1385.4999999999998 193617.00000000003 -656.49999999999989 -6042.4999999999991
decision_type=2 1 10 8 2 8 10 8 8 2 1 2 2 8 2 2 2 2 2 10 10 10 2 8 10 2 8 10 10 2
left_child=1 2 4 22 11 6 7 -2 24 17 13 -1 -13 -11 15 -9 -17 20 28 -6 21 29 23 -4 27 26 -18 -7 -3 -10
right_child=5 18 3 -5 19 8 -8 14 9 10 -12 12 -14 -15 -16 16 25 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0034585291706442861 0.049225284420335171 -0.0061734059789819032 0.029940666722969508 0.023785951540099853 0.0367593218218717 -0.0045651026589608483 -0.0033369721996104923 0.0030381933115285619 -0.0025600395805187837 0.0015898938569150309 0.0031828156959243289 0.0083213820093664889 0.046415108736963799 0.033796794432995637 -0.010900854158666293 0.049225284420335406 0.031011859788271815 -0.00016819827896999971 -0.00097035411839482366 0.0082840899064575441 -0.0062273571251388491 0.02810113061959002 -0.0029705475058391237 0.0016777660805672649 0.013862058153057608 0.035464077989141848 0.0023552973091161737 0.0048016244399105039 -0.0013116040468881451 0.0084914356042490851
leaf_count=437 20 2141 25 33 37 377 70 47 110 21 65 33 20 72 21 26 24 331 1380 27 57 93 1115 94 57 27 49 191 605 395
internal_value=0 -0.208615 0.155892 -0.123441 0.786809 0.595784 1.39388 1.93716 0.46556 0.71459 1.73439 0.558858 2.26744 2.68389 1.61029 1.92701 2.50978 0.547759 -0.370935 2.4938 0.82896 0.963645 -0.19272 0.774957 0.00415806 1.84452 1.19837 -0.138211 -0.509541 0.610182
internal_count=8000 5947 1821 1267 554 2053 284 214 1769 1144 158 490 53 93 194 173 126 986 4126 64 655 598 1234 119 625 100 73 568 2746 505
cat_boundaries=0 1 2
cat_threshold=2 16
shrinkage=0.01
Tree=3
num_leaves=31
num_cat=3
split_feature=5 0 13 9 13 18 7 11 16 7 4 11 16 6 15 14 14 5 11 9 9 14 19 13 9 9 13 4 5 13
split_gain=73.8079 26.21 23.8052 16.0635 15.728 19.8395 15.7279 15.3918 15.1113 14.314 15.6795 13.0474 13.3458 12.1165 12.0721 12.0955 14.5574 11.6919 11.6367 9.58285 28.501 9.32491 9.23886 11.6412 9.06639 8.36065 8.31701 8.30698 11.2969 7.97626
threshold=-12542.499999999998 0 31545.000000000004 -96.499999999999986 29497.500000000004 0.0020500000000000002 1.0000000180025095e-35 -592.99999999999989 26.500000000000004 1.0000000180025095e-35 1 -760.49999999999989 15.500000000000002 0.031550000000000009 0.87260000000000015 17174.250000000004 20859.750000000004 -16141.999999999998 -1911.9999999999998 -164.49999999999997 -411.49999999999994 21892.500000000004 1.5000000000000002 60314.130000000012 -222.49999999999997 -656.49999999999989 193617.00000000003 2 -10267.999999999998 948982.50000000012
decision_type=2 1 10 8 8 10 2 2 8 2 1 2 8 8 8 2 2 2 2 10 10 2 2 8 10 10 10 1 2 8
left_child=1 2 6 22 5 7 11 14 24 18 13 -1 -13 -11 -2 -16 -17 25 19 20 -10 -8 23 -4 26 -3 -6 -18 -29 -27
right_child=4 17 3 -5 8 -7 21 -9 9 10 -12 12 -14 -15 15 16 27 -19 -20 -21 -22 -23 -24 -25 -26 29 -28 28 -30 -31
leaf_value=0.0034140452228754981 0.046811310595927261 -0.0061434783262646784 0.028913225200265357 0.023087503081149988 -0.0045368196076215842 -0.0033128719421666106 0.0098345279214266355 -0.010891087201772828 0.0060099673730454693 0.0015718995374005978 0.0031426018401689987 0.00063099651485270082 0.036724234156587925 0.032539412453697493 0.0030001674720563404 0.046811310595927379 -0.00034217884501826288 -0.00096143253911271283 -0.00016653937393431905 -0.0061974491742936453 0.027181079343155893 0.036871524868908226 -0.0029481825392031896 0.0016586543111886309 0.01356589062586068 -0.0020866841713653673 0.0047345512878976146 0.031997693670098817 0.0012647633941658431 0.020819900092926905
leaf_count=437 20 2141 25 33 377 70 30 21 505 21 65 22 31 72 47 26 24 1380 331 57 93 34 1115 94 57 585 191 55 21 20
internal_value=0 -0.206906 0.154096 -0.12235 0.586835 1.36387 0.773773 1.88704 0.459074 0.703189 1.6924 0.550653 2.20255 2.59867 2.18958 1.87733 2.43345 -0.368374 0.539772 0.814972 0.946336 2.41813 -0.191111 0.762186 0.00410073 -0.506612 -0.136996 1.79816 2.36853 -0.129992
internal_count=8000 5947 1821 1267 2053 284 554 214 1769 1144 158 490 53 93 193 173 126 4126 986 655 598 64 1234 119 625 2746 568 100 76 605
cat_boundaries=0 1 2 3
cat_threshold=2 16 1
shrinkage=0.01
Tree=4
num_leaves=31
num_cat=3
split_feature=5 0 13 9 18 13 16 4 7 7 11 11 5 11 14 9 5 11 2 5 13 19 13 16 13 5 11 9 9 11
split_gain=72.1031 25.7766 23.173 15.4854 15.2438 19.4255 18.1276 14.9457 23.1131 14.9409 13.947 12.5101 21.3094 12.4609 12.918 11.5896 11.5535 10.6193 10.6884 9.2831 9.15701 9.03321 11.0534 8.97722 8.72188 12.8105 10.1282 9.6135 16.193 12.6103
threshold=-12542.499999999998 0 31545.000000000004 -96.499999999999986 0.015050000000000003 29497.500000000004 26.500000000000004 1 1.0000000180025095e-35 1.0000000180025095e-35 -592.99999999999989 -3276.9999999999995 -10943.999999999998 -760.49999999999989 32607.000000000004 -1076.4999999999998 -16141.999999999998 -2705.4999999999995 2 -9421.9999999999982 90922.500000000015 1.5000000000000002 60314.130000000012 4.5000000000000009 59688.000000000007 -11893.499999999998 -3314.4999999999995 -164.49999999999997 -411.49999999999994 -4658.9999999999991
decision_type=2 1 10 8 10 8 8 1 2 2 2 2 2 2 2 10 2 2 1 2 10 2 8 10 8 2 2 8 10 2
left_child=1 2 9 21 5 10 -7 8 24 13 11 19 -13 -1 -15 -14 -3 18 -10 -2 -9 22 -4 -11 25 -8 27 28 -26 -29
right_child=4 16 3 -5 -6 6 7 20 17 23 -12 12 15 14 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 26 -27 -28 29 -30 -31
leaf_value=0.0033702643532844412 0.015601857714837082 -0.0050369148816611954 0.027948718346731686 0.022424520885002283 -0.0014913340136302022 9.8713878490084715e-05 0.02439499349493849 0.0081433449599741092 0.00045447667017647192 0.034385271358634048 -0.010882328437494846 0.011522692326180821 0.023854164539498485 0.0077829167650893443 0.043345748102153657 0.057634006620302866 -0.00095258604302541586 0.044552707870175123 0.034392176430712323 -0.010953072707393839 -0.0034098804567961674 -0.002925935032367928 0.0016397872464028215 0.0077319084049479346 0.014854809313979089 -0.0063919098231147225 0.0060103724387625583 -0.007558824418683995 0.042189386323291042 0.023514925281507858
leaf_count=437 98 2746 25 33 318 526 22 183 21 37 23 49 21 33 20 30 1380 32 24 20 172 1115 94 27 100 85 224 39 36 30
internal_value=0 -0.205209 0.152326 -0.121267 0.578086 0.709759 0.554147 0.842758 1.17972 0.761058 1.63588 1.89992 2.80472 0.542618 2.141 4.37812 -0.365825 2.94457 1.85068 1.11774 0.254602 -0.189513 0.749733 2.34638 0.906562 -0.00972397 1.13583 1.70612 2.24911 0.604481
internal_count=8000 5947 1821 1267 2053 1735 1494 968 613 554 241 218 100 490 53 51 4126 77 45 118 355 1234 119 64 536 107 429 205 136 69
cat_boundaries=0 1 2 3
cat_threshold=2 16 2
shrinkage=0.01
Tree=5
num_leaves=31
num_cat=2
split_feature=5 0 7 9 16 5 18 11 14 9 5 16 11 11 5 13 11 13 6 4 5 14 15 14 5 5 5 15 9 6
split_gain=70.5145 27.3462 23.5331 18.4834 17.1238 16.4452 15.1434 12.8002 16.3458 12.8669 12.6538 12.509 20.201 11.4902 11.5173 14.5788 24.0844 13.3479 11.8966 11.3624 14.3945 16.0506 19.3248 11.4657 15.839 11.3508 10.2754 11.145 10.0694 16.9578
threshold=-12120.499999999998 0 1.0000000180025095e-35 -96.499999999999986 26.500000000000004 -18683.999999999996 0.018550000000000001 -6186.9999999999991 21291.750000000004 -2292.4999999999995 -16141.999999999998 14.500000000000002 -3907.4999999999995 -444.99999999999994 -11893.499999999998 27009.000000000004 -3066.4999999999995 52779.510000000002 0.041500000000000009 1 -11319.499999999998 30084.750000000004 0.89875000000000005 20686.500000000004 -9421.9999999999982 -10267.999999999998 -10705.499999999998 0.66350000000000009 -1084.4999999999998 0.0073500000000000015
decision_type=2 1 2 8 8 2 10 2 2 10 2 8 2 2 2 8 2 8 8 1 2 2 8 2 2 2 2 10 10 8
left_child=1 2 3 -1 28 -4 13 -7 -9 -10 -3 -5 -13 14 -6 16 -16 18 -17 20 -19 23 -23 26 -25 -24 -22 -28 -2 -30
right_child=4 10 5 11 6 7 -8 8 9 -11 -12 12 -14 -15 15 17 -18 19 -20 -21 21 22 25 24 -26 -27 27 -29 29 -31
leaf_value=-0.0015195890014072955 -0.0032538076559602098 -0.0050077368209722629 0.0010196607300541002 -0.0021928400724284406 0.026511543719806425 0.03958113061471024 -0.0013838666892818227 -0.010943745689079343 0.045132768386856301 0.011461616220247198 -0.00086773166366935911 0.0040333450700134497 0.026487045983768928 -0.0027272546093450208 0.0070769736515603919 0.019512524181169208 0.041345301738386388 0.00053208914485853892 -0.0081901082889620988 0.004357161263316831 0.043463013641927083 0.008296858606107068 0.058024132585667319 -0.0025474546875277992 0.025816559116830253 0.026925279248202143 0.0082300769485869583 0.036548648122217843 0.036374804771755663 0.0036466819626810934
leaf_count=1406 309 2746 86 103 61 34 163 24 22 40 1523 129 83 80 55 25 45 78 93 227 20 33 29 90 34 30 66 24 22 320
internal_value=0 -0.186918 0.169216 0.0286971 0.620807 1.30421 0.879768 2.14569 1.40713 2.36893 -0.351178 0.80793 1.30073 1.04381 1.15558 1.04859 2.29367 0.874267 -0.228892 1.07962 1.43486 1.7603 3.01773 1.26765 0.52772 4.22863 2.10002 1.57788 0.150455 0.574373
internal_count=8000 6196 1927 1721 1804 206 1153 120 86 62 4269 315 212 990 910 849 100 749 118 631 404 326 92 234 124 59 110 90 651 342
cat_boundaries=0 1 2
cat_threshold=2 16
shrinkage=0.01
Tree=6
num_leaves=31
num_cat=2
split_feature=5 0 7 9 16 5 18 5 16 11 11 14 9 7 4 11 13 5 11 9 6 13 13 6 9 9 9 9 11 14
split_gain=68.8501 26.8817 22.7723 18.0102 16.55 15.6461 14.6205 12.5006 12.0684 19.0974 11.793 15.6691 11.8004 11.1188 20.0433 18.1627 12.8376 9.93266 18.4316 9.83545 15.9944 8.74575 10.4062 10.3946 8.45101 15.5668 11.1492 8.35119 8.21046 9.83136
threshold=-12120.499999999998 0 1.0000000180025095e-35 -96.499999999999986 26.500000000000004 -18683.999999999996 0.018550000000000001 -16141.999999999998 14.500000000000002 -3907.4999999999995 -6186.9999999999991 21291.750000000004 -2292.4999999999995 1.0000000180025095e-35 1 -2931.9999999999995 24345.000000000004 -11836.499999999998 -1991.9999999999998 -1084.4999999999998 0.0073500000000000015 496417.50000000006 52779.510000000002 0.041500000000000009 -112.49999999999999 -483.49999999999994 -352.49999999999994 -656.49999999999989 -6042.4999999999991 32276.250000000004
decision_type=2 1 2 8 8 2 10 2 8 2 2 2 10 2 1 2 8 2 2 10 8 10 8 8 10 10 10 10 2 2
left_child=1 2 3 -1 19 -4 13 27 -5 -10 -7 -12 -13 16 15 -15 -6 18 -18 -2 -21 22 23 -19 25 28 -27 -3 -24 -30
right_child=4 7 5 8 6 10 -8 -9 9 -11 11 12 -14 14 -16 -17 17 21 -20 20 -22 -23 24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.001506312990065289 -0.0032300663629587483 -0.0060644281790747838 0.0010086069518766415 -0.0021748867395407771 0.02150316340243735 0.037931947215044164 -0.001371613331196519 -0.00085967968784621555 0.0039796032355487046 0.02565527275982582 -0.010933478418912025 0.043054825488356874 0.0112393131650641 0.01468225205296182 0.00030368542588782153 0.046597917178704096 0.035379199645804785 0.016949992830172258 -0.0019659757192456097 0.034936140300395685 0.003599240527565968 -0.0068191439333735058 -0.0079078065496028267 -0.0081303212162757814 -0.010894129010042783 0.038261219356654885 0.014406263256102 -0.0011983886244518883 0.0050151041789472843 0.018513650319718432
leaf_count=1406 309 2141 86 103 85 34 163 1523 129 83 24 22 40 46 46 37 40 27 29 22 320 62 43 92 26 35 78 605 249 95
internal_value=0 -0.185356 0.16725 0.0283872 0.611346 1.27709 0.864513 -0.348697 0.79444 1.27385 2.0866 1.37664 2.29955 1.02433 1.96969 2.93163 0.875003 0.727013 2.01267 0.148739 0.565872 0.600253 0.723205 -0.232897 0.938205 1.03905 2.18215 -0.497862 0.693162 0.876217
internal_count=8000 6196 1927 1721 1804 206 1153 4269 315 212 120 86 62 990 129 83 861 776 69 651 342 707 645 119 526 500 113 2746 387 344
cat_boundaries=0 1 2
cat_threshold=2 16
shrinkage=0.01
Tree=7
num_leaves=31
num_cat=3
split_feature=5 0 13 9 18 13 16 4 7 7 11 11 14 5 18 17 14 13 19 13 11 5 9 11 2 9 13 5 11 14
split_gain=67.2915 24.509 21.923 14.4058 14.1552 17.7901 16.6224 13.5944 20.0089 13.435 12.9368 11.5599 11.9509 11.1377 10.9418 14.6642 13.2817 8.88624 8.79318 10.3592 8.78359 20.1162 9.76028 8.5628 9.68316 8.27009 7.99316 12.0063 9.36718 9.38016
threshold=-12542.499999999998 0 31545.000000000004 -96.499999999999986 0.015050000000000003 29497.500000000004 26.500000000000004 1 1.0000000180025095e-35 1.0000000180025095e-35 -592.99999999999989 -760.49999999999989 32607.000000000004 -16141.999999999998 1.0000000180025095e-35 0.20660000000000003 14388.750000000002 90922.500000000015 1.5000000000000002 60314.130000000012 -3276.9999999999995 -10828.499999999998 -1385.4999999999998 -2705.4999999999995 2 -656.49999999999989 59688.000000000007 -11893.499999999998 -3314.4999999999995 17534.250000000004
decision_type=2 1 10 8 10 8 8 1 2 2 2 2 2 2 8 8 2 10 2 8 2 2 8 2 1 10 8 2 2 2
left_child=1 2 9 18 5 10 -7 8 26 11 14 -1 -13 25 -2 -16 -17 -9 19 -4 22 -22 -18 24 -10 -3 27 -8 29 -28
right_child=4 13 3 -5 -6 6 7 17 23 -11 -12 12 -14 -15 15 16 20 -19 -20 -21 21 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=0.003255032173837913 0.03536977140338677 -0.0060345971211318563 0.026806405279168253 0.021161926971275485 -0.0014873124543675622 6.9460769196392808e-05 0.022986746206350217 0.0078756973672122806 0.031895831278243747 0.022040804962226483 -0.010875152134623887 0.0073393432479105783 0.040939265297460621 -0.00092789016068950013 -0.010947337874793395 -0.0027673680984403128 0.03223569179981399 -0.0034540134013298679 -0.0028999772310769833 0.0016230138165422268 0.011670355490846659 0.049622068706182118 0.0036983982755994312 0.039956957488806392 0.00018463501850044691 -0.0011876007777288113 0.029608219422884635 -0.0063699329550366713 0.0056513854053530203 0.011943109402642083
leaf_count=437 34 2141 25 33 318 526 22 183 24 64 23 33 20 1380 25 31 22 172 1115 94 31 33 42 32 21 605 49 85 224 156
internal_value=0 -0.200244 0.147028 -0.12053 0.553086 0.678023 0.529129 0.801083 1.11644 0.733677 1.54989 0.524824 2.03882 -0.358274 1.79527 1.45176 1.82875 0.240997 -0.187674 0.735107 2.30285 3.17365 1.37405 2.70729 1.73171 -0.49496 0.861014 -0.0157912 1.07587 1.61407
internal_count=8000 5947 1821 1267 2053 1735 1494 968 613 554 241 490 53 4126 218 184 159 355 1234 119 128 64 64 77 45 2746 536 107 429 205
cat_boundaries=0 1 2 3
cat_threshold=2 16 1
shrinkage=0.01
Tree=8
num_leaves=31
num_cat=2
split_feature=5 0 7 9 16 5 18 5 16 11 11 14 9 11 5 13 11 13 6 4 5 14 15 14 5 5 9 6 5 11
split_gain=65.8109 25.982 21.6323 17.1955 15.5538 14.7407 13.6876 12.1701 11.5827 17.7928 10.7504 14.9649 11.0786 10.696 10.2178 12.5548 20.6141 12.3121 11.3008 10.0891 13.3232 14.6514 17.247 10.4792 14.9009 9.71071 9.59104 15.0939 8.79525 10.1694
threshold=-12120.499999999998 0 1.0000000180025095e-35 -96.499999999999986 26.500000000000004 -18683.999999999996 0.018550000000000001 -16141.999999999998 14.500000000000002 -3907.4999999999995 -6186.9999999999991 21291.750000000004 -674.49999999999989 -444.99999999999994 -11893.499999999998 27009.000000000004 -3066.4999999999995 52779.510000000002 0.041500000000000009 1 -11319.499999999998 30084.750000000004 0.89875000000000005 20686.500000000004 -9421.9999999999982 -10267.999999999998 -1084.4999999999998 0.0073500000000000015 -10705.499999999998 -2959.4999999999995
decision_type=2 1 2 8 8 2 10 2 8 2 2 2 10 2 2 8 2 8 8 1 2 2 8 2 2 2 10 8 2 2
left_child=1 2 3 -1 26 -4 13 -3 -5 -10 -7 -12 -13 14 -6 16 -16 18 -17 20 -19 23 -23 28 -25 -24 -2 -28 -22 -30
right_child=4 7 5 8 6 10 -8 -9 9 -11 11 12 -14 -15 15 17 -18 19 -20 -21 21 22 25 24 -26 -27 27 -29 29 -31
leaf_value=-0.0014898178015395169 -0.0032180165070836461 -0.0049206489153702454 0.0009262455240931091 -0.0022132760811141012 0.024685838071647953 0.03599884907255492 -0.0013462548947713205 -0.00084912444082454672 0.0038628550195500817 0.024576031182347986 -0.010933371813451182 0.032346483175777152 0.00099700551197995867 -0.0027831325645566863 0.0065327735717352845 0.018532740229808088 0.037393780293524463 0.00031644327937455975 -0.0081606662148777879 0.0041869160192819698 0.039672944722616982 0.0077758932907085014 0.053263706955354942 -0.0027043297172592577 0.024361396372244128 0.025298696607609465 0.033544988084554896 0.0035302570441773725 0.02404792460922214 -0.00019577970178362574
leaf_count=1406 309 2746 86 103 61 34 163 1523 129 83 24 41 21 80 55 25 45 78 93 227 20 33 29 90 34 30 22 320 55 35
internal_value=0 -0.182417 0.16329 0.0270583 0.593949 1.23493 0.836916 -0.343922 0.770081 1.23405 2.00708 1.33023 2.21259 0.989146 1.09462 0.993938 2.11821 0.831676 -0.229553 1.02458 1.35179 1.6572 2.82915 1.19135 0.488585 3.93049 0.145208 0.555054 1.96785 1.48568
internal_count=8000 6196 1927 1721 1804 206 1153 4269 315 212 120 86 62 990 910 849 100 749 118 631 404 326 92 234 124 59 651 342 110 90
cat_boundaries=0 1 2
cat_threshold=2 16
shrinkage=0.01
Tree=9
num_leaves=31
num_cat=2
split_feature=5 0 13 9 18 13 16 4 7 7 11 18 9 11 9 16 6 5 5 9 18 17 14 11 13 19 13 6 11 16
split_gain=64.2805 23.6977 21.0574 13.6692 13.4496 16.6635 15.6874 12.7096 18.4755 12.4693 12.2121 11.3717 22.794 12.3577 17.8873 16.1397 11.1549 10.6511 10.1202 11.7416 10.0868 13.9658 12.442 8.7461 8.65943 8.56606 9.80159 7.81445 9.19456 7.65231
threshold=-12542.499999999998 0 31545.000000000004 -96.499999999999986 0.015050000000000003 29497.500000000004 26.500000000000004 1 1.0000000180025095e-35 1.0000000180025095e-35 -592.99999999999989 0.00030000000000000008 -516.49999999999989 -4329.4999999999991 -1220.4999999999998 13.500000000000002 0.015150000000000002 -17595.499999999996 -16821.999999999996 -656.49999999999989 1.0000000180025095e-35 0.20660000000000003 14388.750000000002 -3066.4999999999995 90922.500000000015 1.5000000000000002 60314.130000000012 0.076550000000000021 -2705.4999999999995 4.5000000000000009
decision_type=2 1 10 8 10 8 8 1 2 2 2 10 10 2 8 8 10 2 2 10 8 8 2 2 10 2 8 8 2 10
left_child=1 2 9 25 5 10 -7 8 -8 11 20 12 13 -1 -15 -16 18 -17 19 -3 -2 -22 -23 -19 -9 26 -4 -10 -29 -11
right_child=4 16 3 -5 -6 6 7 24 27 29 -12 -13 -14 14 15 17 -18 23 -20 -21 21 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00037909912538211445 0.033638309780404045 -0.0057845109103595305 0.025856468092292664 0.020301183920349793 -0.001477769935646783 5.5664325482899592e-05 0.0083059076474028756 0.0076968101698747802 0.0090074065911546226 0.030677488021818355 -0.010865065432254649 -0.0050759574681971432 0.041470406806351078 -0.0055702165814757159 0.0018689058742003245 0.045903850221458285 -0.0077720571227740676 0.0014959697775669275 -0.0002423325114424553 0.00096935955399933039 -0.010947196270312796 -0.0028167322387386662 0.022032717405404433 0.032624151287907362 -0.0034609471814173965 -0.0028757503179218436 0.0015960410814329419 0.01940410004637351 0.046410892098840056 0.0068133926228273545
leaf_count=196 34 1625 25 33 318 526 536 183 23 37 23 108 24 48 40 29 698 20 1362 441 25 31 128 25 172 1115 94 29 25 27
internal_value=0 -0.196982 0.143637 -0.11965 0.537235 0.65778 0.513584 0.775066 1.07618 0.714891 1.49213 0.51258 0.80153 0.57489 1.29114 2.03669 -0.353288 2.97992 -0.26704 -0.431447 1.72418 1.39564 1.75514 1.90036 0.233688 -0.185997 0.721099 2.57777 3.23945 2.11028
internal_count=8000 5947 1821 1267 2053 1735 1494 968 613 554 241 490 382 358 162 114 4126 74 3428 2066 218 184 159 45 355 1234 119 77 54 64
cat_boundaries=0 1 2
cat_threshold=2 16
shrinkage=0.01
Tree=10
num_leaves=31
num_cat=3
split_feature=5 0 7 9 16 5 18 5 16 13 11 11 11 17 14 5 13 11 13 6 17 9 6 4 5 14 15 0 14 14
split_gain=62.9017 25.1079 20.564 16.3743 14.6611 13.9213 12.8316 11.8854 10.9443 16.125 12.2511 10.1844 9.88259 13.3119 9.84676 9.62587 11.5017 18.8414 11.8846 10.916 9.44668 9.32517 14.2814 9.28632 12.5801 13.6713 13.7558 20.2406 11.1231 10.3519
threshold=-12120.499999999998 0 1.0000000180025095e-35 -96.499999999999986 26.500000000000004 -18683.999999999996 0.018550000000000001 -16141.999999999998 14.500000000000002 22164.750000000004 -3907.4999999999995 -444.99999999999994 -6425.9999999999991 0.042800000000000012 21892.500000000004 -11893.499999999998 27009.000000000004 -3066.4999999999995 52779.510000000002 0.041500000000000009 0.12320000000000002 -1084.4999999999998 0.0073500000000000015 1 -11319.499999999998 29864.250000000004 0.76805000000000012 2 38101.500000000007 20686.500000000004
decision_type=2 1 2 8 8 2 10 2 8 10 2 2 2 8 2 2 8 2 8 8 8 10 8 1 2 2 8 1 2 2
left_child=1 2 3 -1 21 -4 11 -3 -5 10 -10 15 -7 -14 -15 -6 17 -17 19 -18 -12 -2 -23 24 -20 29 -27 -28 -29 -26
right_child=4 7 5 8 6 12 -8 -9 9 -11 20 -13 13 14 -16 16 18 -19 23 -21 -22 22 -24 -25 25 26 27 28 -30 -31
leaf_value=-0.0014714851459616072 -0.0032045768415909634 -0.0048645633788583524 0.00084491529594093832 -0.0022120824243749347 0.023731844986897718 0.035342464597702704 -0.0013211488515091482 -0.00083322321600553379 0.00095680476530633622 0.036500846776358307 0.00016915259872575633 -0.0028024476349432577 -0.0066664922031727924 0.0016281536628756899 0.031633587019032759 0.0062093675953105443 0.017830911162922108 0.035260535643866019 0.00021868935234754404 -0.0081662641384758743 0.02770693598995989 0.032254937916435425 0.0034501276610605105 0.0041066684583012545 0.018856897940907117 0.0010347563389918528 0.058296424186007618 0.0357095662147245 0.0037518105554710602 0.0041816717180175938
leaf_count=1406 309 2746 86 103 61 31 163 1523 118 26 21 80 28 20 41 55 25 45 78 93 47 22 320 227 110 20 25 27 24 120
internal_value=0 -0.179499 0.15944 0.0257762 0.57711 1.19496 0.810764 -0.339161 0.745379 1.1895 0.814344 0.955962 1.93304 1.32815 2.22926 1.05739 0.959932 2.01899 0.804529 -0.235629 1.93901 0.1413 0.543182 0.992014 1.30137 1.59311 2.67407 3.32641 2.09056 1.13227
internal_count=8000 6196 1927 1721 1804 206 1153 4269 315 212 186 990 120 89 61 910 849 100 749 118 68 651 342 631 404 326 96 76 51 230
cat_boundaries=0 1 2 3
cat_threshold=2 16 2
shrinkage=0.01
Tree=11
num_leaves=31
num_cat=1
split_feature=5 0 7 9 16 5 18 6 5 9 16 11 11 11 14 9 7 11 13 5 11 9 6 9 9 13 11 14 14 14
split_gain=61.4437 24.6797 19.926 15.9643 14.1892 13.2917 12.4082 11.7649 10.8945 11.645 10.5767 15.2413 9.84075 9.24933 13.8705 9.91685 9.11759 21.5431 9.95772 9.18865 14.9678 9.1117 13.5328 9.07561 15.8115 11.3102 8.73353 11.0695 7.73242 18.7634
threshold=-12120.499999999998 0 1.0000000180025095e-35 -96.499999999999986 26.500000000000004 -18683.999999999996 0.018550000000000001 0.015150000000000002 -16821.999999999996 -656.49999999999989 14.500000000000002 -3907.4999999999995 -444.99999999999994 -6186.9999999999991 21291.750000000004 -674.49999999999989 1.0000000180025095e-35 -2959.4999999999995 24345.000000000004 -11836.499999999998 -1991.9999999999998 -1084.4999999999998 0.0073500000000000015 -483.49999999999994 -164.49999999999997 496417.50000000006 -4989.9999999999991 30451.500000000004 23060.250000000004 18112.500000000004
decision_type=2 1 2 8 8 2 10 10 2 10 8 2 2 2 2 10 2 2 8 2 2 10 8 8 10 8 2 2 2 2
left_child=1 2 3 -1 21 -4 12 8 9 -3 -5 -12 16 -7 -15 -16 18 -18 -6 20 -20 -2 -23 -21 25 -25 -27 -28 29 -8
right_child=4 7 5 10 6 13 28 -9 -10 -11 11 -13 -14 14 15 -17 17 -19 19 23 -22 22 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.0014585712532735296 -0.0031810723493054666 -0.0057296862361613313 0.00083587945539459008 -0.0021940035632471338 0.019883189009152768 0.03309290407155651 -0.005336925454162097 -0.0076616642798680544 -0.00012820175775843726 0.0010115441492014121 0.0037362644366002555 0.022565262129300032 -0.0027809296219893538 -0.010930920523682892 0.03007484462385528 0.00080653280959652675 0.0068177289491931827 0.035641426959100317 0.032085029071850103 0.0021254445552308116 -0.0047725426702591922 0.031103438260610336 0.003405832318023579 0.022961307071794234 -0.0065294871983782232 -0.0074181919317953182 0.0059797435462595064 0.028550705543642026 -0.0081171660173977988 0.034517666995974479
leaf_count=1406 309 1625 86 103 82 34 47 723 1480 441 129 83 80 24 41 21 72 47 40 325 20 22 320 99 59 35 95 36 93 23
internal_value=0 -0.177993 0.157609 0.0254938 0.568599 1.17148 0.797308 -0.336735 -0.249623 -0.425583 0.733398 1.1662 0.938995 1.8839 1.25775 2.07719 1.03778 1.89617 0.897477 0.757191 2.04022 0.139706 0.535313 0.632976 1.04363 1.39409 0.825191 1.23755 -0.130938 0.778181
internal_count=8000 6196 1927 1721 1804 206 1153 4269 3546 2066 315 212 990 120 86 62 910 119 791 709 60 651 342 649 324 265 166 131 163 70
cat_boundaries=0 1
cat_threshold=2
shrinkage=0.01
Tree=12
num_leaves=31
num_cat=2
split_feature=5 0 13 18 13 16 9 18 7 9 4 7 11 6 5 9 18 17 14 11 9 16 5 5 13 19 13 16 16 19
split_gain=60.0889 22.5185 20.0433 12.5041 15.3463 14.4351 12.4811 11.8638 13.6583 14.0189 11.7514 16.6535 11.3489 11.0003 9.72956 11.5005 9.28781 13.1861 11.5667 8.93677 15.102 12.1736 11.0208 12.9741 8.33697 8.32603 9.2232 8.2507 7.44468 7.75482
threshold=-12542.499999999998 0 31545.000000000004 0.015050000000000003 29497.500000000004 26.500000000000004 -96.499999999999986 0.010950000000000001 1.0000000180025095e-35 -516.49999999999989 1 1.0000000180025095e-35 -592.99999999999989 0.015150000000000002 -16821.999999999996 -656.49999999999989 1.0000000180025095e-35 0.20660000000000003 14388.750000000002 -4329.4999999999991 -1220.4999999999998 13.500000000000002 -17595.499999999996 -14389.499999999998 90922.500000000015 1.5000000000000002 60314.130000000012 4.5000000000000009 17.500000000000004 2.5000000000000004
decision_type=2 1 10 10 8 8 8 10 2 10 1 2 2 10 2 10 8 8 2 2 8 8 2 2 10 2 8 10 8 2
left_child=1 2 7 4 12 -6 25 8 9 19 11 -7 16 14 15 -3 -2 -18 -19 -1 -21 -22 -23 -24 -12 26 -4 -10 -16 -30
right_child=3 13 6 -5 5 10 -8 -9 27 -11 24 -13 -14 -15 28 -17 17 18 -20 20 21 22 23 -25 -26 -27 -28 -29 29 -31
leaf_value=1.1506066698752521e-06 0.03173765960651305 -0.0057000225365590696 0.024862349672713203 -0.00146769970944189 2.9546382996390219e-05 0.007901827450568279 0.018886572144903614 -0.0051693299290606195 0.03627897298336949 0.029887273162670404 0.0073959314323052616 0.024166074850261454 -0.010853797265322927 -0.0077057059137328188 -0.0050828429968013088 0.0010005756568608121 -0.010955692564520227 -0.0029351089362275248 0.0208254104138067 -0.0058370195343876085 0.001286234061776155 0.040403951270169831 -0.0055336517059983428 0.029659664331521882 -0.0034997327228336933 -0.0028506163601928255 0.0015689450082880217 0.0093928042143593266 0.003850434822199589 -0.002580398211775465
leaf_count=213 34 1625 25 318 526 536 33 85 29 30 183 77 23 698 321 441 25 31 128 51 42 30 22 29 172 1115 94 23 625 416
internal_value=0 -0.192231 0.138577 0.514848 0.629427 0.491107 -0.119423 0.691512 0.91114 0.684916 0.738299 1.02333 1.41855 -0.345917 -0.260262 -0.422853 1.6347 1.32206 1.66202 0.501243 1.08244 1.72044 2.46487 1.46553 0.219138 -0.184303 0.706134 2.50729 -0.0224823 0.127462
internal_count=8000 5947 1821 2053 1735 1494 1267 554 469 417 968 613 241 4126 3428 2066 218 184 159 387 174 123 81 51 355 1234 119 52 1362 1041
cat_boundaries=0 1 2
cat_threshold=2 16
shrinkage=0.01
Tree=13
num_leaves=31
num_cat=3
split_feature=5 0 7 9 16 5 18 6 5 9 16 13 11 17 9 6 7 11 2 11 14 9 18 14 14 14 0 14 5 9
split_gain=58.7481 23.8509 18.9849 15.2041 13.3879 12.6109 11.6501 11.5655 10.5737 10.9154 9.99846 14.4257 10.6741 9.48252 8.8624 12.8414 8.76943 15.8655 8.65207 8.55094 13.2621 9.17607 7.63933 7.59672 17.8517 7.14322 18.1484 11.3682 10.6404 9.5991
threshold=-12120.499999999998 0 1.0000000180025095e-35 -96.499999999999986 26.500000000000004 -18683.999999999996 0.018550000000000001 0.015150000000000002 -16141.999999999998 -656.49999999999989 14.500000000000002 22164.750000000004 -3907.4999999999995 1.0000000180025095e-35 -1084.4999999999998 0.0073500000000000015 1.0000000180025095e-35 -2959.4999999999995 1 -6186.9999999999991 21291.750000000004 -674.49999999999989 0.0092500000000000013 23060.250000000004 18112.500000000004 31158.000000000004 2 25974.000000000004 -11836.499999999998 -147.49999999999997
decision_type=2 1 2 8 8 2 10 10 2 10 8 10 2 10 10 8 2 2 1 2 2 10 10 2 2 2 1 2 2 10
left_child=1 2 3 -1 14 -4 13 8 9 -3 -5 12 -12 16 -2 -16 22 -18 -14 -7 -21 -22 25 24 -8 27 -27 28 -6 -30
right_child=4 7 5 10 6 19 23 -9 -10 -11 11 -13 18 -15 15 -17 17 -19 -20 20 21 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0014403258878453978 -0.0031672282441832962 -0.0053994052562312588 0.00075810292928861988 -0.0021900979688379328 0.026281556786760609 0.031645451162614628 -0.0052990493265496555 -0.0076081911428539355 0.00016337804006335034 0.00078264752848727849 0.00090063887085623309 0.033827466369112831 0.025522902569430645 -3.5341706856606795e-05 0.02998071093577348 0.0033297190628852565 0.0072032775827099447 0.032048489129214583 -0.00028023421433224778 -0.01092798314175778 0.028753906843158115 0.00076683439742804825 0.029715211660292055 -0.0080859869103353608 0.033257532371332818 0.026254902511966782 0.0055738243357183826 -0.0031089476282983742 0.0089051467798326196 -0.010990220194448307
leaf_count=1406 309 1773 86 103 37 34 47 723 1278 495 118 26 47 122 22 320 63 50 21 24 41 21 21 93 23 83 129 125 327 33
internal_value=0 -0.175132 0.15395 0.0242519 0.552729 1.13548 0.772887 -0.332043 -0.245802 -0.400706 0.710131 1.12478 0.768741 0.908244 0.136001 0.524078 1.03352 1.88777 1.78343 1.8192 1.21844 2.00299 0.892872 -0.128542 0.767589 0.834228 1.36699 0.614245 0.899103 0.71252
internal_count=8000 6196 1927 1721 1804 206 1153 4269 3546 2268 315 212 186 990 651 342 868 113 68 120 86 62 755 163 70 734 212 522 397 360
cat_boundaries=0 1 2 3
cat_threshold=2 2 2
shrinkage=0.01
Tree=14
num_leaves=31
num_cat=2
split_feature=5 0 13 18 13 16 9 18 7 9 4 7 11 6 5 9 11 5 11 9 16 5 5 5 9 19 13 13 16 16
split_gain=57.4455 21.7698 19.3468 11.9041 14.6935 13.594 11.6282 11.5036 12.6368 13.243 11.2761 15.3342 10.9046 10.8162 9.47154 11.2272 8.80588 13.5196 8.50241 14.3161 11.1776 9.77713 12.298 8.30943 8.12543 8.11381 8.74952 8.04212 7.52548 7.32586
threshold=-12542.499999999998 0 31545.000000000004 0.015050000000000003 29497.500000000004 26.500000000000004 -96.499999999999986 0.010950000000000001 1.0000000180025095e-35 -516.49999999999989 1 1.0000000180025095e-35 -592.99999999999989 0.015150000000000002 -16821.999999999996 -656.49999999999989 -3276.9999999999995 -10943.999999999998 -4329.4999999999991 -1220.4999999999998 13.500000000000002 -17595.499999999996 -14389.499999999998 -9421.9999999999982 -1076.4999999999998 1.5000000000000002 60314.130000000012 90922.500000000015 4.5000000000000009 17.500000000000004
decision_type=2 1 10 10 8 8 8 10 2 10 1 2 2 10 2 10 2 2 2 8 8 2 2 2 10 2 8 10 10 8
left_child=1 2 7 4 12 -6 25 8 9 18 11 -7 16 14 15 -3 23 -18 -1 -20 -21 -22 -23 -2 -19 26 -4 -12 -10 -16
right_child=3 13 6 -5 5 10 -8 -9 28 -11 27 -13 -14 -15 29 -17 17 24 19 20 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=6.9427044108118448e-06 0.013401679948116498 -0.0056422263904777007 0.024033604292387642 -0.001458465070366228 1.7132147228139509e-05 0.0076605763688730767 0.017867797970575881 -0.0051614512518131815 0.034445182894512906 0.028792575905152266 0.007129889674875942 0.023051513030208536 -0.010849656706359536 -0.0076517118422451359 -0.0050517756777127987 0.00098126334799609506 0.0097983420486826775 0.018343111278694361 -0.0057994692579221262 0.0012940626951449259 0.038002329210969236 -0.0055569291520298535 0.028467513267345274 -0.011021707088554374 0.044144274397821627 -0.0028265957463636283 0.0015435506284314096 -0.0035276052435757673 0.009076844037892445 0.0012651294813254669
leaf_count=213 98 1625 25 318 526 536 33 85 29 30 183 77 23 698 321 441 49 21 51 42 30 22 29 20 30 1115 94 172 23 1041
internal_value=0 -0.189098 0.135406 0.500515 0.611265 0.476116 -0.118905 0.675708 0.889895 0.67106 0.713578 0.990204 1.37707 -0.341055 -0.256238 -0.417529 1.58505 2.28385 0.491331 1.05294 1.66231 2.35826 1.41732 0.943344 3.38674 -0.182639 0.693019 0.20669 2.40165 -0.0218799
internal_count=8000 5947 1821 2053 1735 1494 1267 554 469 417 968 613 241 4126 3428 2066 218 100 387 174 123 81 51 118 51 1234 119 355 52 1362
cat_boundaries=0 1 2
cat_threshold=2 16
shrinkage=0.01
Tree=15
num_leaves=31
num_cat=3
split_feature=5 0 7 9 16 5 6 18 5 9 16 13 11 11 9 6 5 13 11 13 6 17 4 5 14 15 0 14 14 5
split_gain=56.1675 23.0545 18.1115 14.4829 12.6097 11.9929 11.3661 10.9361 10.2765 11.0868 9.46218 13.1903 9.77575 9.17839 8.61439 12.223 8.37259 9.594 15.8078 11.2766 10.3971 8.15333 8.06735 11.5131 12.2275 12.4249 16.7716 9.92882 9.46591 10.715
threshold=-12120.499999999998 0 1.0000000180025095e-35 -96.499999999999986 26.500000000000004 -18683.999999999996 0.015150000000000002 0.018550000000000001 -16821.999999999996 -656.49999999999989 14.500000000000002 22164.750000000004 -3907.4999999999995 -444.99999999999994 -1084.4999999999998 0.0073500000000000015 -11893.499999999998 27009.000000000004 -3066.4999999999995 52779.510000000002 0.041500000000000009 0.12320000000000002 1 -11319.499999999998 29864.250000000004 0.76805000000000012 2 38101.500000000007 20686.500000000004 -9421.9999999999982
decision_type=2 1 2 8 8 2 10 10 2 10 8 10 2 2 10 8 2 8 2 8 8 8 1 2 2 8 1 2 2 2
left_child=1 2 3 -1 14 -4 8 13 9 -3 -5 12 -12 16 -2 -16 -6 18 -18 20 -19 -14 23 -21 28 -26 -27 -28 -25 -30
right_child=4 6 5 10 7 -7 -8 -9 -10 -11 11 -13 21 -15 15 -17 17 19 -20 22 -22 -23 -24 24 25 26 27 -29 29 -31
leaf_value=-0.0014216861949009406 -0.003149273210308398 -0.0056126752778499411 0.00068395379904513274 -0.0021857590978488083 0.021615150658924193 0.017592116751352926 -0.0075544741577029204 -0.0012617191275275 -0.0001271850787067307 0.00097064857008205292 0.00088557132240696835 0.031972111326618612 -0.00051278059122218124 -0.002901311774945018 0.02896233304932775 0.0032562230580166704 0.0054681086310794059 0.016674217231935833 0.031235241103008772 -0.00010569962467037185 -0.0082550876116861179 0.024244836438468368 0.0038014747683478844 0.017419038567473649 0.00056579794833538195 0.052204689959597039 0.03286846614068191 0.0033132812110207052 -0.0028062377042127758 0.019908564251492216
leaf_count=1406 309 1625 86 103 61 120 723 163 1480 441 118 26 21 80 22 320 55 25 45 78 93 47 227 110 20 25 27 24 87 33
internal_value=0 -0.172294 0.150464 0.0230901 0.537351 1.10171 -0.327392 0.749101 -0.242031 -0.414827 0.687882 1.0856 0.743177 0.878424 0.132731 0.513324 0.971734 0.881459 1.81675 0.739885 -0.260923 1.69456 0.918935 1.19944 1.47049 2.46243 3.05809 1.94203 1.04067 0.366034
internal_count=8000 6196 1927 1721 1804 206 4269 1153 3546 2066 315 212 186 990 651 342 910 849 100 749 118 68 631 404 326 96 76 51 230 120
cat_boundaries=0 1 2 3
cat_threshold=2 16 2
shrinkage=0.01
Tree=16
num_leaves=31
num_cat=4
split_feature=5 0 13 18 13 16 11 18 9 6 4 7 11 9 6 11 5 9 18 17 14 13 19 13 13 16 19 15 4 2
split_gain=54.9384 21.0444 18.684 11.3246 13.8479 12.8638 11.2511 11.0156 10.84 10.6331 10.5885 14.426 10.3579 9.80598 10.4651 10.3672 9.20285 10.9478 8.54019 12.3026 10.654 8.07592 7.92064 8.33737 7.84548 7.20522 7.59133 6.90888 6.88943 7.09566
threshold=-12542.499999999998 0 31545.000000000004 0.015050000000000003 29497.500000000004 26.500000000000004 -9072.9999999999982 0.010950000000000001 -96.499999999999986 0.015150000000000002 1 1.0000000180025095e-35 -592.99999999999989 -1220.4999999999998 0.025550000000000003 -1107.4999999999998 -16821.999999999996 -656.49999999999989 1.0000000180025095e-35 0.20660000000000003 14388.750000000002 18544.500000000004 1.5000000000000002 60314.130000000012 90922.500000000015 17.500000000000004 2.5000000000000004 0.98365000000000014 2 3
decision_type=2 1 10 10 8 8 2 10 8 10 1 2 2 8 8 2 2 10 8 8 2 10 2 8 10 8 2 8 1 1
left_child=1 2 6 4 12 -6 -1 13 22 16 11 -7 18 -8 -15 21 17 -3 -2 -20 -21 28 23 -4 -12 -18 -27 -5 -16 -30
right_child=3 9 8 27 5 10 7 -9 -10 -11 24 -13 -14 14 15 -17 25 -19 19 20 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.005159196392839756 0.029681882053561589 -0.0055831637554918994 0.023304130648929968 -0.0049836271452703427 5.1141218927370551e-06 0.0073952202888257447 0.0014055625037890033 -0.004047703548429411 0.016919308849067789 -0.0075976583356335567 0.006974927154050568 0.022148483798615379 -0.010839984349988721 -0.00086734601366537294 -0.0060252657059164843 0.032115397904086393 -0.0050218349257132909 0.00096015691986041667 -0.0109692306962878 -0.0031201690747711414 0.019412477242774045 0.033733731197979566 -0.0028031902475172989 0.0015209677257507191 -0.0035306317406194197 0.003792597543081172 -0.0025679594870284326 0.0065919839820207096 0.018892283243069075 0.0031887056300757394
leaf_count=87 34 1625 25 221 526 536 104 71 33 698 183 77 23 47 24 39 321 441 25 31 128 22 1115 94 172 625 416 97 109 51
internal_value=0 -0.186015 0.132309 0.486775 0.593807 0.46257 0.660498 0.871086 -0.118399 -0.336243 0.691474 0.956601 1.33015 1.09523 1.40873 1.69246 -0.252268 -0.412135 1.52808 1.23207 1.54994 1.36326 -0.180982 0.681179 0.200432 -0.0215432 0.125255 -0.144545 1.12746 1.3886
internal_count=8000 5947 1821 2053 1735 1494 554 467 1267 4126 968 613 241 396 292 245 3428 2066 218 184 159 206 1234 119 355 1362 1041 318 184 160
cat_boundaries=0 1 2 3 4
cat_threshold=2 16 2 2
shrinkage=0.01
Tree=17
num_leaves=31
num_cat=3
split_feature=5 0 7 9 16 5 6 18 5 9 16 13 11 17 9 6 11 17 14 2 11 18 5 13 14 11 0 14 14 19
split_gain=53.7291 22.2791 17.5065 13.7565 11.9113 11.3812 11.1679 10.2837 10.0017 10.3738 9.11389 12.0702 9.20197 8.83246 8.38568 11.6485 7.88508 11.9053 7.93478 7.63021 7.5431 7.92369 7.99423 9.97369 7.96521 16.1617 17.556 10.2994 7.73702 7.70077
threshold=-12120.499999999998 0 1.0000000180025095e-35 -96.499999999999986 26.500000000000004 -18683.999999999996 0.015150000000000002 0.018550000000000001 -16141.999999999998 -656.49999999999989 14.500000000000002 22164.750000000004 -3907.4999999999995 1.0000000180025095e-35 -1084.4999999999998 0.0073500000000000015 -6425.9999999999991 0.042800000000000012 21892.500000000004 1 -415.99999999999994 0.0092500000000000013 -11893.499999999998 531783.00000000012 31158.000000000004 -2813.4999999999995 2 25663.500000000004 38940.750000000007 2.5000000000000004
decision_type=2 1 2 8 8 2 10 10 2 10 8 10 2 10 10 8 2 8 2 1 2 10 2 10 2 2 1 2 2 2
left_child=1 2 3 -1 14 -4 8 13 9 -3 -5 12 -12 20 -2 -16 -7 -18 -19 -14 21 22 -6 24 27 29 28 -24 -27 -26
right_child=4 6 5 10 7 16 -8 -9 -10 -11 11 -13 19 -15 15 -17 17 18 -20 -21 -22 -23 23 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0014070528197223269 -0.0031351756335707319 -0.0052858656108924415 0.00067418559594034058 -0.0022397959805922655 0.021951072213344448 0.030583639101644487 -0.0075006774267702796 -0.0012379078489948426 0.00015982379269365252 0.00074622043392923111 0.00083770677997700618 0.030285224066659781 0.023218275664100667 -0.00023163590296062264 0.02800752130327322 0.0031852357690015545 -0.0068717375286109278 0.0013278237647849959 0.027691455723898174 -0.00058301236738594593 -0.0025091672049558358 0.030542379832904563 0.010464233766375156 -0.0061338836202444545 0.0021268706035533179 0.03336109617190372 0.055026344916196152 -0.0011133523054051532 0.0058134464327648126 0.019762061182767448
leaf_count=1406 309 1773 86 103 56 31 723 163 1278 495 118 26 47 122 22 320 28 20 41 21 61 22 372 49 79 20 20 119 26 44
internal_value=0 -0.169509 0.147006 0.0213413 0.522669 1.07681 -0.322787 0.726747 -0.238308 -0.390568 0.664513 1.05068 0.721077 0.850509 0.129308 0.502931 1.70887 1.17622 1.98853 1.63088 0.969049 1.05138 0.995147 0.897785 1.00207 1.58785 2.90669 0.7724 1.77329 0.852938
internal_count=8000 6196 1927 1721 1804 206 4269 1153 3546 2268 315 212 186 990 651 342 120 89 61 68 868 807 785 729 680 189 66 491 46 123
cat_boundaries=0 1 2 3
cat_threshold=2 2 1
shrinkage=0.01
Tree=18
num_leaves=31
num_cat=2
split_feature=5 0 13 11 18 13 16 18 6 4 7 9 11 7 9 6 9 18 5 9 18 17 14 19 13 13 16 19 16 11
split_gain=52.5635 20.3344 18.0462 10.8562 10.784 13.2492 12.147 10.6381 10.4515 10.1379 13.6429 10.132 9.94032 9.31307 15.5078 16.5887 10.445 9.51613 8.95649 10.685 8.00863 11.8053 10.1409 7.73042 7.91664 7.5698 7.08993 7.43857 7.02155 11.6688
threshold=-12542.499999999998 0 31545.000000000004 -9072.9999999999982 0.015050000000000003 29497.500000000004 26.500000000000004 0.010950000000000001 0.015150000000000002 1 1.0000000180025095e-35 -96.499999999999986 -592.99999999999989 1.0000000180025095e-35 -1220.4999999999998 0.025550000000000003 -516.49999999999989 0.00085000000000000017 -16821.999999999996 -656.49999999999989 1.0000000180025095e-35 0.20660000000000003 14388.750000000002 1.5000000000000002 60314.130000000012 90922.500000000015 17.500000000000004 2.5000000000000004 14.500000000000002 -3568.4999999999995
decision_type=2 1 10 2 10 8 8 10 10 1 2 8 2 2 8 8 10 8 2 10 8 8 2 2 8 10 8 2 8 2
left_child=1 2 3 -1 5 12 -7 13 18 10 -8 23 20 14 -5 -16 17 -17 19 -3 -2 -22 -23 24 -4 -11 -20 -28 -19 -30
right_child=4 8 11 7 -6 6 9 -9 -10 25 -12 -13 -14 -15 15 16 -18 28 26 -21 21 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0051336363657760679 0.028568864578000081 -0.0055256854815748059 0.02256049179639457 -0.0040037898088467897 -0.001433076622872804 -6.8346522684599533e-06 0.0071559514894655478 -0.004048065390456693 -0.0075435441682677228 0.0067389331254006091 0.021351335806012894 0.016060354953358488 -0.0108338090867603 0.024638563978206806 -0.0079218787875523448 0.036421014441988475 0.037901061016657321 0.0014651183249541346 -0.0049909346694240906 0.00094173518192356396 -0.010961982348483395 -0.0031493665567212158 0.018767283142418038 -0.002780583301517489 0.0015033077751516156 -0.0035457968385473508 0.0037504882444617262 -0.0025466838244021851 0.0067292049321493724 0.028653700090163978
leaf_count=87 34 1625 25 95 318 526 536 71 698 183 77 33 23 43 40 20 23 62 321 441 25 31 128 1115 94 172 625 416 69 44
internal_value=0 -0.182992 0.129202 0.645607 0.47359 0.57711 0.44889 0.850278 -0.331471 0.66927 0.926381 -0.117958 1.29172 1.06818 0.866851 1.28935 1.65622 1.39117 -0.248336 -0.406884 1.48197 1.19597 1.50145 -0.179419 0.669383 0.190005 -0.0209584 0.124321 1.13382 1.61625
internal_count=8000 5947 1821 554 2053 1735 1494 467 4126 968 613 1267 241 396 353 258 218 195 3428 2066 218 184 159 1234 119 355 1362 1041 175 113
cat_boundaries=0 1 2
cat_threshold=2 16
shrinkage=0.01
Tree=19
num_leaves=31
num_cat=2
split_feature=5 0 13 18 7 9 16 6 19 5 9 18 11 5 5 14 11 17 18 9 6 14 14 11 18 5 13 14 11 0
split_gain=51.4087 21.5278 16.7845 12.283 13.8965 16.9979 11.2622 10.9731 10.8185 9.72227 10.1101 9.67616 9.00907 11.5601 11.0865 9.15057 9.05745 8.44738 8.24219 8.16118 11.0994 7.49882 17.0383 7.1838 7.4564 7.59024 9.56449 7.59878 15.0471 15.8465
threshold=-12120.499999999998 0 31545.000000000004 0.0050500000000000015 1.0000000180025095e-35 -516.49999999999989 26.500000000000004 0.015150000000000002 1.5000000000000002 -16141.999999999998 -656.49999999999989 0.018550000000000001 -4329.4999999999991 -17676.499999999996 -14389.499999999998 22531.500000000004 -3066.4999999999995 1.0000000180025095e-35 0.0016000000000000001 -1084.4999999999998 0.010350000000000002 23060.250000000004 18112.500000000004 -415.99999999999994 0.0092500000000000013 -11893.499999999998 531783.00000000012 31158.000000000004 -2813.4999999999995 1
decision_type=2 1 10 10 2 10 8 10 2 2 10 10 2 2 2 2 2 10 10 10 8 2 2 2 10 2 10 2 2 1
left_child=1 2 3 4 5 12 19 9 18 10 -3 17 -1 16 -15 -16 -14 23 -4 -2 -21 22 -13 24 25 -8 27 -27 -29 -30
right_child=6 7 8 -5 -6 -7 11 -9 -10 -11 -12 21 13 14 15 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 26 -28 28 29 -31
leaf_value=-0.00074932510020189226 -0.0031207422162816377 -0.0052290864610889777 0.013519051969273315 -0.0043302054645663083 0.02401933179079312 0.030851250191933997 0.021192521983091361 -0.0074470623772849333 -0.0020273771503527761 0.00015763378282934514 0.00072860541000793885 -0.0052264362722561188 0.040237964761950067 -0.008663186749139979 -0.0057593272312924174 0.020803039552195281 0.012718548108149399 -0.00028998086181354757 -0.0070591874865336621 0.025102739962583911 0.0029372512788697104 -0.0080376347696531781 0.032225627195203867 -0.0025194067009197034 0.029327400380523078 0.0074598274515702712 -0.0061283958597295341 0.0082714584008856881 0.017101909713751206 0.051834024647461563
leaf_count=215 309 1773 99 112 51 29 56 723 1204 1278 495 47 20 54 23 47 41 122 32 27 315 93 23 61 22 491 49 123 46 20
internal_value=0 -0.166771 0.143637 0.622205 0.858555 0.634783 0.50851 -0.318228 -0.0899304 -0.234622 -0.385529 0.705335 0.437384 0.978094 0.352728 1.23517 2.14639 0.823854 0.860447 0.125925 0.492675 -0.121393 0.766126 0.938531 1.01779 0.963242 0.868639 0.969272 1.53576 2.78599
internal_count=8000 6196 1927 592 480 429 1804 4269 1335 3546 2268 1153 400 185 124 70 61 990 131 651 342 163 70 868 807 785 729 680 189 66
cat_boundaries=0 1 2
cat_threshold=2 1
shrinkage=0.01
Tree=20
num_leaves=31
num_cat=2
split_feature=5 0 13 11 18 13 16 6 18 9 11 7 4 5 9 9 15 11 11 11 11 5 19 13 9 9 11 5 9 16
split_gain=50.2863 19.6526 17.181 10.4332 10.2732 12.6409 11.4833 10.2712 10.0184 9.82541 9.54329 9.28475 9.03421 8.71563 10.4273 8.64189 9.61998 10.3939 8.38804 7.58711 12.5459 7.73389 7.37772 7.50189 7.26176 20.4611 7.23592 7.04984 7.92275 6.97632
threshold=-12542.499999999998 0 31545.000000000004 -9072.9999999999982 0.015050000000000003 29497.500000000004 32.500000000000007 0.015150000000000002 0.010950000000000001 -96.499999999999986 -592.99999999999989 1.0000000180025095e-35 1 -16821.999999999996 -656.49999999999989 -1220.4999999999998 0.79420000000000013 -415.99999999999994 -1911.9999999999998 -3276.9999999999995 -2675.9999999999995 -9421.9999999999982 1.5000000000000002 60314.130000000012 -164.49999999999997 -405.49999999999994 -2636.4999999999995 -11129.499999999998 -1005.4999999999999 17.500000000000004
decision_type=2 1 10 2 10 8 8 10 10 8 2 2 1 2 10 8 8 2 2 2 2 2 2 8 10 10 2 2 10 8
left_child=1 2 3 -1 5 10 -7 13 15 22 19 18 -13 14 -3 -5 -17 -18 24 21 -21 -2 23 -4 25 26 -8 -22 -29 -15
right_child=4 7 9 8 -6 6 11 -9 -10 -11 -12 12 -14 29 -16 16 17 -19 -20 20 27 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0051194950849586763 0.012202744716153449 -0.0054683761972974462 0.021684380166360765 0.0013499166413827352 -0.0014211783049896851 3.7255272051359686e-05 0.0038616307934096071 -0.0074893654117428763 -0.0039918801938588688 0.015708868511655025 -0.01082852247975118 0.020633916792005037 0.0020222230247648105 -0.0049601248949726817 0.00092372752428025978 -3.0312320394746965e-05 0.013725743726859821 0.037431228066432141 0.00020434803420878116 0.042806655940104944 0.0038525887598440806 -0.011056463252371109 -0.0027436396791846308 0.0013982067144999357 -0.0057018682744193984 0.023356968888176132 0.017923853601351559 0.0081764095632606126 0.034445653162755899 0.0012339264521862724
leaf_count=87 98 1625 25 104 318 534 373 698 71 33 23 77 47 321 441 53 219 20 284 20 36 20 1115 94 48 83 48 20 24 1041
internal_value=0 -0.179993 0.12625 0.626707 0.460792 0.560959 0.435819 -0.326743 0.824956 -0.116087 1.25344 0.650926 1.46557 -0.244451 -0.401671 1.03286 1.31889 1.60405 0.512751 1.43639 2.06154 0.850232 -0.177108 0.646418 0.754344 0.870235 0.549276 1.49728 2.29091 -0.0203841
internal_count=8000 5947 1821 554 2053 1735 1494 4126 467 1267 241 960 124 3428 2066 396 292 239 836 218 100 118 1234 119 552 504 421 80 44 1362
cat_boundaries=0 1 2
cat_threshold=2 16
shrinkage=0.01
Tree=21
num_leaves=31
num_cat=3
split_feature=5 0 7 9 6 17 13 16 11 5 9 18 5 9 16 13 11 11 17 14 13 11 2 9 13 9 4 7 9 13
split_gain=49.1839 20.8177 16.4412 12.5993 10.7795 10.7092 11.6796 12.2382 12.091 10.6537 9.59053 9.54569 9.43622 9.85263 8.55316 10.847 8.16419 7.41193 11.1679 7.34258 7.29948 7.24939 6.9608 6.87302 9.43421 9.85976 6.17712 11.7369 8.32848 7.12241
threshold=-12120.499999999998 0 1.0000000180025095e-35 -96.499999999999986 0.015150000000000002 1.0000000180025095e-35 29497.500000000004 26.500000000000004 -672.49999999999989 -18683.999999999996 -247.49999999999997 0.026050000000000004 -16141.999999999998 -656.49999999999989 14.500000000000002 22164.750000000004 -3907.4999999999995 -6425.9999999999991 0.042800000000000012 21892.500000000004 25638.030000000002 -1491.4999999999998 1 -1897.4999999999998 16363.440000000001 -588.49999999999989 2 1.0000000180025095e-35 -524.49999999999989 496417.50000000006
decision_type=2 1 2 8 10 10 8 8 2 2 10 10 2 10 8 10 2 2 8 2 8 2 1 8 8 10 1 2 8 10
left_child=1 2 3 -1 12 6 8 10 20 -4 -8 26 13 -3 -5 16 -16 -11 -19 -20 21 23 -18 -2 25 -25 27 29 -29 -9
right_child=5 4 9 14 -6 -7 7 11 -10 17 -12 -13 -14 -15 15 -17 22 18 19 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0013862805520338643 0.027458402941958639 -0.0051720560866597154 0.00056456057052938814 -0.0023287981728249162 -0.0073935606606810658 -0.00091078437800099421 -0.0019730228022100064 0.0094072847952625278 -0.010905872490678249 0.029184769441318287 0.014712447225725005 -0.0066146967850077842 0.00015303440381389188 0.00071228633861296538 0.000758923538635237 0.028189101418594192 0.021531675090367765 -0.0068931946429866154 0.0011072970426079403 0.026189075804114125 0.031532063969488384 0.026693494159140591 -0.00086132962226121584 0.0043379052289019534 -0.0044648337312984737 0.032332819785586879 0.0040134497194036552 0.038424896016789008 0.014781590128799989 -0.0073873094414165239
leaf_count=1406 20 1773 86 103 723 325 397 391 25 31 47 62 1278 495 118 26 47 28 20 41 25 30 21 34 48 22 282 21 43 32
internal_value=0 -0.164048 0.140516 0.0179882 -0.313742 0.494778 0.616064 0.486018 1.33533 1.03228 -0.00706722 0.720727 -0.231013 -0.380472 0.626083 0.993597 0.680427 1.63291 1.12049 1.88753 1.59601 1.32449 1.51424 0.957814 0.625044 1.5291 0.817124 1.03896 2.24746 0.816573
internal_count=8000 6196 1927 1721 4269 1804 1479 1275 204 206 444 831 3546 2268 315 212 186 120 89 61 179 154 68 124 104 56 769 487 64 423
cat_boundaries=0 1 2 3
cat_threshold=2 2 16
shrinkage=0.01
Tree=22
num_leaves=31
num_cat=2
split_feature=5 0 13 6 11 4 14 13 18 16 11 19 18 9 14 13 15 14 16 7 9 5 9 9 15 11 19 13 15 16
split_gain=48.1316 18.9873 16.6059 10.0922 10.0779 9.87662 11.0082 10.1142 9.93856 9.89376 10.1948 12.7124 9.68622 9.2042 9.10403 8.7001 10.288 13.2822 8.84575 11.2601 9.51873 8.48041 10.1746 8.20302 9.18348 9.5109 7.20199 7.13814 7.0459 6.86445
threshold=-12542.499999999998 0 31545.000000000004 0.015150000000000002 -9072.9999999999982 1 25546.500000000004 79071.075000000012 0.015050000000000003 12.500000000000002 -5858.9999999999991 2.5000000000000004 0.010950000000000001 -96.499999999999986 20994.750000000004 29497.500000000004 0.82035000000000013 17367.750000000004 26.500000000000004 1.0000000180025095e-35 -222.49999999999997 -16821.999999999996 -656.49999999999989 -1220.4999999999998 0.79420000000000013 -415.99999999999994 1.5000000000000002 60314.130000000012 0.68310000000000015 17.500000000000004
decision_type=2 1 10 10 2 1 2 10 10 8 2 2 10 8 2 8 8 2 8 2 10 2 10 8 8 2 2 8 8 8
left_child=1 2 4 21 -1 6 7 9 15 -2 -11 14 23 26 -12 16 -7 -18 20 28 -17 22 -3 -6 -25 -26 27 -4 -20 -23
right_child=5 3 13 -5 12 8 -8 -9 -10 10 11 -13 -14 -15 -16 18 17 -19 19 -21 -22 29 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0050937424901114263 -0.0064297008736025705 -0.0054112443604038274 0.021026864427414652 -0.0074351192028643655 0.0013280717601591254 0.033610382962413692 -0.0032989837771583486 -0.0017804151573481515 -0.0014033395350991453 -0.0050922098459055187 0.041292566960832104 0.0042482413900907937 -0.0039909158113487515 0.014946541049202003 0.012658595872586449 -0.00069424715828185089 -0.0057281373334699161 0.015835069115479931 0.021752667194830429 0.018213745608812539 0.019235084041654329 -0.0049293953404299616 0.00090611441893277797 -7.2634715595919973e-05 0.013366405058390608 0.035669736991797533 -0.0027212222050386342 0.0013823599002486533 0.0052836622043505189 0.0012247457401649571
leaf_count=87 29 1625 25 698 104 22 359 110 208 21 37 32 71 33 20 335 45 119 32 86 32 321 441 53 219 20 1115 94 566 1041
internal_value=0 -0.177052 0.123311 -0.322058 0.612935 0.44855 0.0684548 0.633995 0.600236 1.25078 1.706 2.20338 0.805834 -0.115637 3.14932 0.70984 1.34841 1.0609 0.5821 0.796637 0.118183 -0.24061 -0.396496 1.00821 1.28372 1.55871 -0.175561 0.635458 0.615829 -0.0198157
internal_count=8000 5947 1821 4126 554 2053 608 249 1445 139 110 89 467 1267 57 1237 186 164 1051 684 367 3428 2066 396 292 239 1234 119 598 1362
cat_boundaries=0 1 2
cat_threshold=2 1
shrinkage=0.01
Tree=23
num_leaves=31
num_cat=2
split_feature=5 0 7 9 5 17 13 16 11 5 18 9 16 11 9 9 18 5 18 17 14 9 9 13 14 9 9 9 2 19
split_gain=47.0831 20.1056 15.8948 11.9508 10.5889 10.2738 10.8828 11.599 11.5458 10.149 9.15546 9.12492 8.23231 10.0877 8.47714 7.05373 15.095 8.51276 6.60199 13.1181 7.7566 6.28698 11.2414 16.0194 5.82352 7.78529 8.33862 9.09374 7.87132 7.45526
threshold=-12120.499999999998 0 1.0000000180025095e-35 -96.499999999999986 -18860.499999999996 1.0000000180025095e-35 29497.500000000004 26.500000000000004 -672.49999999999989 -18683.999999999996 0.026050000000000004 -247.49999999999997 14.500000000000002 -6534.4999999999991 -96.499999999999986 -638.49999999999989 0.0056500000000000014 -15351.499999999998 1.0000000180025095e-35 1.0000000180025095e-35 14388.750000000002 -1719.4999999999998 -682.49999999999989 20524.500000000004 40079.250000000007 -1494.4999999999998 -1296.4999999999998 -1343.4999999999998 1 2.5000000000000004
decision_type=2 1 2 8 2 10 8 8 2 2 10 10 8 2 10 10 10 2 8 8 2 8 10 10 2 8 8 10 1 2
left_child=1 2 3 -1 -3 6 8 11 18 -4 -9 -8 -5 -14 -15 16 17 -11 -2 -20 -21 -22 -23 -24 25 -6 27 28 29 -27
right_child=5 4 9 12 24 -7 7 10 -10 15 -12 -13 13 14 -16 -17 -18 -19 19 20 21 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0013705924389823989 0.030948384748848798 -0.0052773397041820051 0.0005491194222447816 -0.0023744822514026294 -0.0039597013194230405 -0.00092271782749051142 -0.0019464603228542103 0.0079348037096231075 -0.010903323848006659 0.040506610385593944 -0.0065818885559699395 0.01419161325204157 0.00019672708390983153 0.011159756355221637 0.032613819874936757 0.00096459363612931483 -0.0023072921456181385 0.017723743416881644 -0.010969387698238874 -0.0013169222546196985 0.03410072423186316 0.0024494394520984601 0.041274467470891384 0.0058537139767349698 -0.0054153742696766574 0.019006833904911195 -6.3775529471740596e-06 0.030973993942663661 -0.010860429915285748 -0.0053764508461921472
leaf_count=1406 21 1856 86 103 658 325 397 769 25 28 62 47 88 104 20 28 25 39 25 24 23 37 27 22 433 56 1188 23 30 25
internal_value=0 -0.161388 0.13724 0.0163693 -0.309249 0.481654 0.599554 0.473849 1.28689 1.00933 0.700378 -0.00701087 0.604515 0.961354 1.51801 1.58865 2.0025 2.75839 1.53628 1.29595 1.65495 1.9819 1.58971 2.53898 -0.15011 -0.0656764 0.0969485 0.976767 0.534535 1.13989
internal_count=8000 6196 1927 1721 4269 1804 1479 1275 204 206 831 444 315 212 124 120 92 67 179 158 133 109 86 49 2413 1980 1322 134 111 81
cat_boundaries=0 1 2
cat_threshold=2 2
shrinkage=0.01
Tree=24
num_leaves=31
num_cat=2
split_feature=5 0 13 6 11 4 14 13 18 16 11 19 18 9 7 9 15 9 5 9 14 13 15 14 16 7 9 16 19 13
split_gain=46.0828 18.3408 16.0219 10.0253 9.73141 9.52474 10.7066 9.72919 9.40735 9.38517 9.62316 11.7957 9.07774 8.66384 8.59565 13.5791 10.4812 12.4989 8.28538 10.0709 8.21401 8.04299 9.52929 12.4743 8.31919 10.7096 8.97854 7.71906 7.03751 6.83434
threshold=-12542.499999999998 0 31545.000000000004 0.015150000000000002 -9346.9999999999982 1 25546.500000000004 79071.075000000012 0.015050000000000003 12.500000000000002 -5858.9999999999991 2.5000000000000004 0.010950000000000001 -96.499999999999986 1.0000000180025095e-35 -1364.4999999999998 0.79420000000000013 -516.49999999999989 -16821.999999999996 -656.49999999999989 20994.750000000004 29497.500000000004 0.82035000000000013 17367.750000000004 26.500000000000004 1.0000000180025095e-35 -222.49999999999997 4.5000000000000009 1.5000000000000002 60314.130000000012
decision_type=2 1 10 10 2 1 2 10 10 8 2 2 10 8 2 8 8 10 2 10 2 8 8 2 8 2 10 10 2 8
left_child=1 2 4 18 -1 6 7 9 21 -2 -11 20 14 28 15 -6 -17 -18 19 -3 -12 22 -7 -24 26 -26 -23 -16 29 -4
right_child=5 3 13 -5 12 8 -8 -9 -10 10 11 -13 -14 -15 27 16 17 -19 -20 -21 -22 24 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0059244147630065939 -0.0063879231409462488 -0.0053587571460422291 0.020463140306758391 -0.0073956035692378744 -0.004920635109917997 0.031993574600577758 -0.0032996982566948357 -0.0017957711155960746 -0.0013727938287111904 -0.0050773842431598697 0.0392004255518415 0.0041153575810591427 -0.0039751343958185021 0.014281253906751432 0.03337368181380905 -0.0035397911340543714 0.011499359706534894 0.03760330118616851 -0.0001804183441889033 0.0009383687034821423 0.012309220592948662 -0.00067509891785934469 -0.0057025484472929136 0.015169009802493801 0.0059753189562602336 0.017631005110084665 0.018467262615161951 0.007773226291405335 -0.0026983823522699858 0.0013635489416138405
leaf_count=77 29 1625 25 698 88 22 359 110 208 21 37 32 71 33 24 48 203 21 1362 441 20 335 45 119 598 86 32 22 1115 94
internal_value=0 -0.174162 0.120415 -0.317418 0.598959 0.436754 0.0638715 0.618337 0.584856 1.21715 1.65187 2.12465 0.773145 -0.115026 0.962687 0.766894 1.12133 1.42051 -0.236202 -0.391068 3.01516 0.690387 1.29803 1.02141 0.567492 0.773647 0.117039 2.20953 -0.173931 0.625341
internal_count=8000 5947 1821 4126 554 2053 608 249 1445 139 110 89 477 1267 406 360 272 224 3428 2066 57 1237 186 164 1051 684 367 46 1234 119
cat_boundaries=0 1 2
cat_threshold=2 1
shrinkage=0.01
Tree=25
num_leaves=31
num_cat=2
split_feature=5 0 7 9 6 17 13 11 16 5 5 9 18 9 16 11 9 11 17 14 13 11 9 13 9 5 6 18 13 0
split_gain=45.0758 19.4161 15.1981 11.3786 10.5192 9.86497 10.1599 11.0435 10.9976 9.63454 8.96666 9.49778 8.78639 8.68839 7.94263 9.518 7.6743 6.8743 10.3306 6.65579 6.28298 6.37279 6.27304 8.78593 8.81206 5.6489 5.81077 5.68026 7.14322 6.61311
threshold=-12120.499999999998 0 1.0000000180025095e-35 -96.499999999999986 0.015150000000000002 1.0000000180025095e-35 29497.500000000004 -672.49999999999989 26.500000000000004 -18683.999999999996 -16141.999999999998 -656.49999999999989 0.026050000000000004 -247.49999999999997 14.500000000000002 -6534.4999999999991 -96.499999999999986 -6425.9999999999991 0.042800000000000012 21892.500000000004 25638.030000000002 -1491.4999999999998 -1897.4999999999998 16363.440000000001 -588.49999999999989 -10070.999999999998 0.028850000000000004 0.0062500000000000012 38749.500000000007 1
decision_type=2 1 2 8 10 10 8 2 8 2 2 10 10 10 8 2 10 2 8 2 8 2 8 8 10 2 10 10 8 1
left_child=1 2 3 -1 10 6 7 20 13 -4 11 -3 25 -8 -5 -16 -17 -11 -19 -20 21 22 -2 24 -24 27 -27 28 -10 -30
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leaf_value=-0.0013523692733015571 0.025526833445056202 -0.005064521408638425 0.00050298619426343007 -0.0024099656906314726 -0.007301406230728281 -0.00093509101450139854 -0.0019201589144318357 -0.010900689276693347 -0.0071048434265152819 0.027495809474070342 0.00016540437842410606 0.00072634066398830012 -0.0065491378633316588 0.013700144082755532 0.00016540405298813549 0.010823679108939411 0.03089991175089157 -0.0069348237707058079 0.00083812279200818685 0.024392508253256881 0.028775185148901185 0.02453824809057251 0.0038995474661661614 -0.0045981784495891269 0.02977458977720927 0.0025896706100290833 0.02089009378090775 0.027172627240362856 0.0075209148535301442 0.016544008330284597
leaf_count=1406 20 1773 86 103 723 325 397 25 30 31 1278 495 62 47 88 104 20 28 20 41 25 30 34 48 22 265 21 20 305 128
internal_value=0 -0.15876 0.134056 0.0153057 -0.304788 0.468959 0.58365 1.24149 0.462062 0.981082 -0.223164 -0.370319 0.680783 -0.00695078 0.585673 0.932872 1.46587 1.53823 1.04994 1.7653 1.48053 1.23028 0.888561 0.57217 1.4226 0.770757 0.394841 0.990138 0.914103 1.02023
internal_count=8000 6196 1927 1721 4269 1804 1479 204 1275 206 3546 2268 831 444 315 212 124 120 89 61 179 154 124 104 56 769 286 483 463 433
cat_boundaries=0 1 2
cat_threshold=2 1
shrinkage=0.01
Tree=26
num_leaves=31
num_cat=2
split_feature=5 0 13 6 18 4 14 13 7 9 16 11 19 18 9 5 9 14 13 15 14 6 6 13 14 14 9 15 14 14
split_gain=44.1289 17.7144 15.4789 9.84713 9.42812 9.18647 10.433 9.39147 9.04161 9.8924 8.96495 9.09923 10.9782 8.95293 8.16698 8.05949 9.8236 7.47738 7.47687 8.86243 11.8867 7.96674 8.81782 8.54842 8.28 15.7585 15.5374 12.0266 11.0056 10.0291
threshold=-12542.499999999998 0 31545.000000000004 0.015150000000000002 0.010950000000000001 1 25546.500000000004 79071.075000000012 1.0000000180025095e-35 -516.49999999999989 12.500000000000002 -5858.9999999999991 2.5000000000000004 0.015050000000000003 -96.499999999999986 -16821.999999999996 -656.49999999999989 20994.750000000004 29497.500000000004 0.82035000000000013 17367.750000000004 0.039550000000000009 0.028750000000000001 52779.510000000002 30451.500000000004 33050.250000000007 -433.49999999999994 0.84645000000000004 17174.250000000004 14798.250000000002
decision_type=2 1 10 10 10 1 2 10 2 10 8 2 2 10 8 2 10 2 8 8 2 10 10 8 2 2 8 8 2 2
left_child=1 2 4 15 8 6 7 10 9 -1 -2 -12 17 18 -4 16 -3 -13 19 -7 -21 22 23 -20 28 26 -26 -27 29 -25
right_child=5 3 14 -5 -6 13 -8 -9 -10 -11 11 12 -14 -15 -16 -17 -18 -19 21 20 -22 -23 -24 24 25 27 -28 -29 -30 -31
leaf_value=0.0042248898546719807 -0.0063572672486998183 -0.0053019735406178289 -0.0017240404538379273 -0.0073412367597948079 -0.0050686121422343199 0.030545928977089156 -0.0033013127939646109 -0.0018124048985582205 0.019636614298013347 0.023603613556655825 -0.0050470412891176113 0.03737504270001038 0.0040119243699018097 -0.001355526758031452 0.013663868682502068 -0.00017516426897677077 0.00092042685409149448 0.011983099206317058 -0.0014397194658019258 -0.0057098574052737291 0.01461061684646147 -0.0050179128770010467 0.024872928767633549 0.0062540537370966015 0.01183940732096081 -0.0082024282149911285 0.050757099097833852 0.012839523133389942 0.0015760453799463594 0.023052151515052261
leaf_count=387 29 1625 1234 698 85 22 359 110 52 30 21 37 32 208 33 1362 441 20 165 45 119 79 28 125 26 41 20 137 371 59
internal_value=0 -0.171316 0.117592 -0.312822 0.58576 0.425364 0.0595064 0.603882 0.768518 0.581486 1.18684 1.60456 2.05487 0.569995 -0.114499 -0.232459 -0.38597 2.89578 0.67198 1.25228 0.985581 0.553459 0.637091 0.580112 0.725604 1.27087 3.01066 0.811576 0.500863 1.17096
internal_count=8000 5947 1821 4126 554 2053 608 249 469 417 139 110 89 1445 1267 3428 2066 57 1237 186 164 1051 972 944 779 224 46 178 555 184
cat_boundaries=0 1 2
cat_threshold=2 1
shrinkage=0.01
Tree=27
num_leaves=31
num_cat=2
split_feature=5 0 13 6 11 4 14 13 18 18 16 11 19 19 5 5 9 14 14 16 16 5 9 19 13 15 14 16 7 9
split_gain=43.1622 17.4155 15.0998 9.75813 9.37571 8.92914 10.197 9.0862 8.78266 8.69774 8.63658 8.69689 10.3139 8.09447 8.08312 9.76785 11.3875 10.8913 10.6803 9.37149 8.48787 7.94592 9.25134 7.43329 7.19643 8.35297 11.4853 7.79577 10.1059 8.39434
threshold=-12542.499999999998 0 31545.000000000004 0.015150000000000002 -9072.9999999999982 1 25546.500000000004 79071.075000000012 0.0050500000000000015 0.015050000000000003 12.500000000000002 -5858.9999999999991 2.5000000000000004 1.5000000000000002 -22383.499999999996 -17595.499999999996 -1374.4999999999998 39440.250000000007 31599.000000000004 8.5000000000000018 14.500000000000002 -16141.999999999998 -656.49999999999989 2.5000000000000004 29497.500000000004 0.82035000000000013 17367.750000000004 26.500000000000004 1.0000000180025095e-35 -222.49999999999997
decision_type=2 1 10 10 2 1 2 10 10 10 8 2 2 2 2 2 8 2 2 10 8 2 10 2 8 8 2 8 2 10
left_child=1 2 4 21 -1 6 7 10 14 24 -2 -12 -13 -4 -6 18 -17 19 -16 -18 -20 22 -3 -23 25 -7 -27 29 -29 -26
right_child=5 3 13 -5 8 9 -8 -9 -10 -11 11 12 -14 -15 15 16 17 -19 20 -21 -22 23 -24 -25 27 26 -28 28 -30 -31
leaf_value=-0.0050837089883459677 -0.0063273040512019721 -0.0050080208618137317 0.0071854024203835756 -0.0073139024368310884 -0.007277280874288191 0.029567165448217726 -0.0032772345492176756 -0.0017969784621243332 -0.0025310613715665555 -0.0013434985911903153 -0.0050174509708657165 0.02802011617962525 0.0039587756426206697 -0.0021572348226587888 0.026732960724448477 -0.0066156647637905189 0.012625719214741656 0.026077195641419654 -0.011039282455454654 -0.0060346005202460981 0.019629117787493013 0.002667980651262984 0.00071014333410468358 -0.0032220041696881217 -0.00070525049318652052 -0.005679216573261754 0.014305207941319785 0.0057228964327566603 0.016924333741190761 0.01755190794902764
leaf_count=87 29 1773 124 698 29 22 359 110 87 208 21 57 32 1143 72 60 91 42 20 46 20 653 495 507 335 45 119 598 86 32
internal_value=0 -0.16987 0.116303 -0.310531 0.577218 0.419674 0.0588423 0.594916 0.759302 0.561743 1.16388 1.56831 2.00134 -0.113472 0.972874 1.11458 0.72037 1.1176 1.91484 0.663981 0.536776 -0.230598 -0.365373 0.0112554 0.661723 1.22815 0.968491 0.545463 0.742863 0.109905
internal_count=8000 5947 1821 4126 554 2053 608 249 467 1445 139 110 89 1267 380 351 239 179 112 137 40 3428 2268 1160 1237 186 164 1051 684 367
cat_boundaries=0 1 2
cat_threshold=2 1
shrinkage=0.01
Tree=28
num_leaves=31
num_cat=1
split_feature=5 0 7 9 6 17 13 11 16 5 5 9 18 9 16 11 9 11 17 14 13 11 9 13 9 5 11 13 18 13
split_gain=42.2556 18.4311 14.4808 10.7048 10.238 9.2981 9.23689 10.4668 10.3447 9.11603 8.56767 9.12938 8.3421 8.25519 7.58255 8.94396 7.08202 6.52353 9.88855 6.19968 5.54345 5.79257 5.8952 8.34305 8.30839 5.39728 5.74321 5.39183 5.37094 6.81412
threshold=-12120.499999999998 0 1.0000000180025095e-35 -96.499999999999986 0.015150000000000002 1.0000000180025095e-35 29497.500000000004 -672.49999999999989 26.500000000000004 -18683.999999999996 -16141.999999999998 -656.49999999999989 0.026050000000000004 -247.49999999999997 14.500000000000002 -6534.4999999999991 -96.499999999999986 -6425.9999999999991 0.042800000000000012 21892.500000000004 25638.030000000002 -1491.4999999999998 -1897.4999999999998 16363.440000000001 -588.49999999999989 -10070.999999999998 -854.49999999999989 904500.00000000012 0.0062500000000000012 38749.500000000007
decision_type=2 1 2 8 10 10 8 2 8 2 2 10 10 10 8 2 10 2 8 2 8 2 8 8 10 2 2 8 10 8
left_child=1 2 3 -1 10 6 7 20 13 -4 11 -3 25 -8 -5 -16 -17 -11 -19 -20 21 22 -2 24 -24 28 -27 -13 29 -10
right_child=5 4 9 14 -6 -7 8 -9 12 17 -12 27 -14 -15 15 16 -18 18 19 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0013389554762059058 0.024339198021622935 -0.0049793225635266147 0.00044386781929569983 -0.0024536541492773561 -0.0072212405667159618 -0.00095324455309698771 -0.0019210863673555026 -0.010905107882368091 -0.0070945299263467454 0.026488081266870581 0.00015907817828506442 -0.00014098496030653498 -0.0065152273172448885 0.013167524888413183 8.968264775518147e-05 0.010382866589962951 0.029365296932585987 -0.0069594716745003541 0.00076072285564547301 0.023360609829553663 0.026877243997110712 0.02315706056579328 0.0035803628061991904 -0.0046550099041396242 0.028361232989072008 0.0056395488184227249 -0.0081788792267070403 0.017931694843810159 0.026101697332860923 0.0098166594371954137
leaf_count=1406 20 1773 86 103 723 325 397 25 30 31 1278 473 62 47 88 104 20 28 20 41 25 30 34 48 22 245 41 22 20 433
internal_value=0 -0.15491 0.129453 0.0130315 -0.298229 0.450847 0.561038 1.18017 0.44499 0.950189 -0.217907 -0.36286 0.654951 -0.0100873 0.561978 0.897127 1.40566 1.48475 1.01141 1.69951 1.40732 1.17263 0.84758 0.541421 1.35577 0.741138 0.375521 0.0702622 0.953541 0.879792
internal_count=8000 6196 1927 1721 4269 1804 1479 204 1275 206 3546 2268 831 444 315 212 124 120 89 61 179 154 124 104 56 769 286 495 483 463
cat_boundaries=0 1
cat_threshold=2
shrinkage=0.01
Tree=29
num_leaves=31
num_cat=2
split_feature=5 5 0 7 9 4 14 13 6 16 11 19 9 18 6 5 11 11 11 14 15 11 9 19 18 18 9 9 14 18
split_gain=41.3432 16.8853 11.3071 14.6809 11.8614 8.61792 9.92083 8.77143 8.34428 8.25078 8.23149 9.61678 7.47184 13.3008 7.44892 7.38348 10.124 7.14341 6.75818 6.70335 6.52006 7.59293 7.85383 7.63317 7.01382 6.83044 6.41924 7.20754 6.7779 6.31474
threshold=-12542.499999999998 -19736.499999999996 0 1.0000000180025095e-35 -96.499999999999986 1 25546.500000000004 79071.075000000012 0.039550000000000009 12.500000000000002 -5858.9999999999991 2.5000000000000004 -638.49999999999989 0.0055500000000000002 0.034350000000000006 -17676.499999999996 -3907.4999999999995 -121.49999999999999 -4189.4999999999991 20994.750000000004 0.60470000000000013 -9346.9999999999982 -738.99999999999989 2.5000000000000004 0.014750000000000001 0.0064500000000000009 -2619.4999999999995 -2276.4999999999995 25094.250000000004 0.044350000000000007
decision_type=2 2 1 2 8 1 2 10 10 8 2 2 10 10 10 2 2 2 2 2 8 2 10 2 8 10 8 8 2 10
left_child=1 -1 3 4 17 6 7 9 14 -2 -11 19 13 18 26 16 -6 -3 -5 -12 -4 -22 -23 25 -25 -24 -7 28 -28 -29
right_child=5 2 20 12 15 8 -8 -9 -10 10 11 -13 -14 -15 -16 -17 -18 -19 -20 -21 21 22 23 24 -26 -27 27 29 -30 -31
leaf_value=-0.0045297539276237912 -0.0062964360869585912 -0.0012717843327464619 0.012977258080835104 0.035549143588073429 0.00022483184361065542 -0.0042513220276892069 -0.0032755212406408996 -0.0018152374161911895 -0.0028453759356528337 -0.0049886833997833339 0.034638635816927964 0.003856284462331226 -0.002797141443823108 -0.0029591309075755849 0.026009311292744836 0.0045079405179283176 0.03060495809988591 0.019974640200376054 0.015356868514541546 0.011106713651356277 -0.0084330264765145723 -0.0027668902195672465 0.0068060990630986959 0.0077915924468419766 -0.008085602940336379 -0.005403627906093519 0.03422658329478849 0.0064807553848237097 0.0086869264618775286 -0.0060966597733106932
leaf_count=2002 29 997 41 28 22 70 359 110 134 21 37 32 27 27 21 173 26 21 37 20 245 1662 365 52 145 77 21 1115 29 55
internal_value=0 -0.167081 -0.030165 0.228496 0.0996655 0.408872 0.0546941 0.580558 0.547697 1.13459 1.52336 1.9363 1.29346 1.70477 0.627324 0.784947 1.89125 -0.0816612 2.43102 2.69393 -0.180034 -0.203925 -0.138582 0.206303 -0.397457 0.474451 0.594482 0.650176 1.9201 0.597225
internal_count=8000 5947 3945 1358 1239 2053 608 249 1445 139 110 89 119 92 1311 221 48 1018 65 57 2587 2546 2301 639 197 442 1290 1220 50 1170
cat_boundaries=0 1 2
cat_threshold=2 1
shrinkage=0.01
Tree=30
num_leaves=31
num_cat=1
split_feature=5 0 7 9 6 17 13 9 9 18 9 5 9 5 18 11 14 18 13 16 16 11 14 13 9 14 9 5 17 18
split_gain=40.4691 17.8687 13.7748 10.2456 10.1487 8.91728 8.85373 11.4259 14.4252 8.70232 9.1515 8.37205 8.96206 8.21976 7.95818 7.84171 15.969 7.70116 7.38697 8.55896 7.32709 8.47868 6.96625 12.1502 9.54428 12.6733 6.59301 6.5677 6.91789 6.48306
threshold=-12120.499999999998 0 1.0000000180025095e-35 -96.499999999999986 0.015150000000000002 1.0000000180025095e-35 531783.00000000012 -411.49999999999994 -352.49999999999994 0.033350000000000012 -563.49999999999989 -16141.999999999998 -656.49999999999989 -18683.999999999996 0.015250000000000001 -4329.4999999999991 26183.250000000004 0.0079500000000000022 29497.500000000004 10.500000000000002 14.500000000000002 -6534.4999999999991 32276.250000000004 121245.75000000001 -839.49999999999989 36468.000000000007 -96.499999999999986 -11016.499999999998 1.0000000180025095e-35 0.00085000000000000017
decision_type=2 1 2 8 10 10 10 10 8 10 10 2 10 2 10 2 2 10 8 10 8 2 2 8 8 2 10 2 8 10
left_child=1 2 3 -1 11 6 7 14 -9 10 13 12 -3 -4 17 -15 -17 18 -2 22 -5 -22 -20 -24 -25 -26 -23 28 -8 -10
right_child=5 4 9 20 -6 -7 27 8 29 -11 -12 -13 -14 15 -16 16 -18 -19 19 -21 21 26 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0013150378847746952 0.011418186405538435 -0.0049279408558593821 0.0050204034234476924 -0.0024675421038218249 -0.0071818514916280017 -0.00095913044684153978 -0.010960311001111731 0.029918794276364808 0.0066816943949388752 -0.011032808045034129 -0.002746251252177815 0.00016851712808865877 0.00070771664929804399 0.031524668540180933 -0.0054036590076592421 -0.011159774062597506 0.027000454771461083 0.025329446572163256 0.0031058966105153366 -0.0037952158666496832 7.5642782310672194e-05 0.010087534329477836 -0.00064399970439328309 0.03374469927800558 0.035547402581066208 0.0045588144801597345 0.028177363362524698 -0.0094828732028893366 0.014710600292146837 0.02181761692019998
leaf_count=1406 146 1773 61 103 723 325 20 41 197 23 41 1278 495 35 97 20 26 20 459 163 88 104 69 30 20 62 20 80 36 39
internal_value=0 -0.152369 0.12714 0.0129664 -0.294107 0.439169 0.546317 0.626875 1.21744 0.922129 1.14757 -0.214143 -0.358083 1.52279 0.463392 2.11623 1.23432 0.548931 0.503483 0.364887 0.547382 0.874101 0.532489 1.09315 1.75425 1.17134 1.36313 -0.301802 0.60195 0.900603
internal_count=8000 6196 1927 1721 4269 1804 1479 1343 277 206 183 3546 2268 142 1066 81 46 969 949 803 315 212 640 181 112 82 124 136 56 236
cat_boundaries=0 1
cat_threshold=2
shrinkage=0.01
Tree=31
num_leaves=31
num_cat=2
split_feature=5 5 0 7 9 4 14 13 6 16 11 19 6 16 5 9 18 11 15 11 9 19 18 18 9 9 14 14 18 17
split_gain=39.5941 16.5245 10.8774 13.7481 11.3121 8.30762 9.67931 8.44923 7.9959 7.90554 7.858 9.04064 7.11706 7.10671 11.3558 6.90846 12.2942 6.90507 6.35525 7.51103 7.66209 7.47148 6.91761 6.64087 6.22486 6.88903 6.33542 6.2243 8.37681 7.3864
threshold=-12542.499999999998 -19736.499999999996 0 1.0000000180025095e-35 -96.499999999999986 1 25546.500000000004 79071.075000000012 0.039550000000000009 12.500000000000002 -5858.9999999999991 2.5000000000000004 0.034350000000000006 14.500000000000002 -17595.499999999996 -638.49999999999989 0.0055500000000000002 -121.49999999999999 0.60470000000000013 -9346.9999999999982 -738.99999999999989 2.5000000000000004 0.014750000000000001 0.0064500000000000009 -2619.4999999999995 -2276.4999999999995 25094.250000000004 24369.750000000004 0.073650000000000007 0.12320000000000002
decision_type=2 2 1 2 8 1 2 10 10 8 2 2 10 8 2 10 10 2 8 2 10 2 8 10 8 8 2 2 10 8
left_child=1 -1 3 4 17 6 7 9 12 -2 -11 -12 24 -6 -15 16 -5 -3 -4 -20 -21 23 -23 -22 -7 26 -26 -27 29 -29
right_child=5 2 18 15 13 8 -8 -9 -10 10 11 -13 -14 14 -16 -17 -18 -19 19 20 21 22 -24 -25 25 27 -28 28 -30 -31
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leaf_count=2002 29 997 41 65 76 70 359 110 134 21 57 32 21 31 114 27 27 21 245 1662 365 52 145 77 21 607 29 169 29 365
internal_value=0 -0.16432 -0.0290345 0.224032 0.0984019 0.39831 0.0508198 0.567719 0.533864 1.10659 1.48129 1.87797 0.611088 0.763376 1.15794 1.24398 1.63026 -0.0796778 -0.176574 -0.200351 -0.135484 0.20469 -0.394435 0.46889 0.578918 0.633293 1.86349 0.581505 0.836868 0.924366
internal_count=8000 5947 3945 1358 1239 2053 608 249 1445 139 110 89 1311 221 145 119 92 1018 2587 2546 2301 639 197 442 1290 1220 50 1170 563 534
cat_boundaries=0 1 2
cat_threshold=2 1
shrinkage=0.01
Tree=32
num_leaves=31
num_cat=1
split_feature=5 5 0 7 5 14 11 13 17 13 9 9 18 18 13 16 14 13 9 14 5 13 5 17 18 18 9 11 5 14
split_gain=38.7621 17.4476 11.5922 15.8072 10.0986 12.2455 12.3534 8.73248 8.53506 8.52728 10.9577 13.467 7.70359 7.34216 7.1016 8.30904 6.70567 11.5475 8.86405 11.9034 6.5704 6.86029 6.45824 6.6931 6.39204 6.22058 8.02064 6.18037 8.56914 6.74443
threshold=-12120.499999999998 -19736.499999999996 0 1.0000000180025095e-35 -17595.499999999996 42907.500000000007 -760.49999999999989 142393.54500000001 1.0000000180025095e-35 531783.00000000012 -411.49999999999994 -352.49999999999994 0.015250000000000001 0.0079500000000000022 29497.500000000004 10.500000000000002 32276.250000000004 121245.75000000001 -839.49999999999989 36468.000000000007 -17942.999999999996 51309.000000000007 -11016.499999999998 1.0000000180025095e-35 1.0000000180025095e-35 0.025750000000000006 -638.49999999999989 -9346.9999999999982 -19679.499999999996 40079.250000000007
decision_type=2 2 1 2 2 2 2 10 10 10 10 8 10 10 8 10 2 8 8 2 2 8 2 8 8 10 10 2 2 2
left_child=1 -1 3 4 5 6 7 20 9 10 12 -12 13 14 24 16 -16 -18 -19 -20 21 -3 23 -11 -2 26 -5 -4 -29 -30
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leaf_count=2002 20 36 257 83 1048 54 24 79 325 20 41 236 97 20 459 163 69 30 20 62 25 65 80 36 126 20 30 22 2019 432
internal_value=0 -0.149868 -0.0186812 0.231096 0.0983375 0.694051 1.0485 0.734158 0.427849 0.531921 0.610293 1.18443 0.450421 0.533818 0.489313 0.353585 0.517517 1.0637 1.69893 1.13758 1.30225 0.898576 -0.301136 0.589711 1.111 1.25404 1.51555 -0.167629 -0.111883 -0.132072
internal_count=8000 6196 4194 1464 1331 283 229 205 1804 1479 1343 277 1066 969 949 803 640 181 112 82 126 101 136 56 146 133 113 2730 2473 2451
cat_boundaries=0 1
cat_threshold=2
shrinkage=0.01
Tree=33
num_leaves=31
num_cat=3
split_feature=5 5 0 7 9 4 14 16 5 5 14 6 6 13 16 5 14 11 9 18 16 11 3 5 11 19 5 9 6 18
split_gain=37.9319 16.0368 10.4374 12.885 10.9288 8.00154 9.44995 8.14593 8.57498 12.4692 9.13474 7.69544 7.67192 7.65563 6.82421 10.3068 6.68873 6.60966 6.40932 11.3699 6.24139 7.84008 7.10235 7.33478 6.22141 7.66013 8.38029 8.61673 7.64167 6.88185
threshold=-12542.499999999998 -19736.499999999996 0 1.0000000180025095e-35 -96.499999999999986 1 25546.500000000004 11.500000000000002 -12120.499999999998 -11319.499999999998 14798.250000000002 0.037850000000000009 0.032350000000000011 79071.075000000012 14.500000000000002 -17595.499999999996 12678.750000000002 -121.49999999999999 -638.49999999999989 0.0055500000000000002 21.500000000000004 -415.99999999999994 2 -19679.499999999996 -7991.4999999999991 2.5000000000000004 -16821.999999999996 -1579.4999999999998 0.0063500000000000006 0.026050000000000004
decision_type=2 2 1 2 8 1 2 8 2 2 2 10 10 10 8 2 2 2 10 10 8 2 9 2 2 2 2 8 8 8
left_child=1 -1 3 4 17 6 7 -2 -9 -10 -11 12 16 -12 -6 -16 -7 -3 19 -5 21 -4 23 -22 28 26 -26 -28 -25 -29
right_child=5 2 20 18 14 11 -8 8 9 10 13 -13 -14 -15 15 -17 -18 -19 -20 -21 22 -23 -24 24 25 -27 27 29 -30 -31
leaf_value=-0.0044274924957153914 -0.0081456909174461196 -0.0012419303417318432 -0.0062505131254642233 0.021957251892169044 -0.001295551452236368 -0.0013184286769385373 -0.0032731846317377807 -0.011001652276265683 0.029382950139845505 -0.011018629732650361 0.017500977910721482 -0.0025130504350988903 0.026045621293281144 -0.00046768260129579058 0.026397795128871665 0.006473421019806678 0.0064951568877307077 0.018839661990793351 -0.0027371578437119294 -0.0030068468015507872 0.022496884343864324 0.011354390080291338 -0.0045580099333841139 0.014705882726670892 -0.00096455307460038624 -0.0029011621440002133 -0.00056119057512821658 0.0016563343338576821 -0.005895001414335928 0.013290008013375461
leaf_count=2002 47 997 561 65 76 142 359 25 32 29 68 143 20 48 31 114 1140 21 27 27 22 38 368 28 377 382 159 99 322 231
internal_value=0 -0.161603 -0.0286064 0.21857 0.0961157 0.388149 0.0473153 0.555694 0.838092 1.09156 0.654125 0.520463 0.598477 1.07097 0.746521 1.12945 0.565531 -0.0795081 1.19589 1.5597 -0.173636 -0.511875 -0.0730734 0.0497495 0.0250501 0.147134 0.343307 0.652435 -0.42351 0.988379
internal_count=8000 5947 3945 1358 1239 2053 608 249 202 177 145 1445 1302 116 221 145 1282 1018 119 92 2587 599 1988 1620 1598 1248 866 489 350 330
cat_boundaries=0 1 2 3
cat_threshold=2 1 65
shrinkage=0.01
Tree=34
num_leaves=31
num_cat=2
split_feature=5 5 0 7 9 4 14 13 18 16 11 14 19 16 5 5 14 6 11 11 14 11 14 16 13 6 6 13 14 14
split_gain=37.1257 15.7897 10.2414 12.4882 10.6488 7.78342 9.24079 7.9519 7.56326 7.34112 7.32373 8.50257 11.32 6.59992 9.78093 6.59415 8.0361 8.6384 12.139 7.40022 13.6182 6.27184 11.7648 9.03776 6.25907 7.05818 7.79494 7.48586 7.25306 14.2022
threshold=-12542.499999999998 -19736.499999999996 0 1.0000000180025095e-35 -96.499999999999986 1 25546.500000000004 79071.075000000012 0.015050000000000003 12.500000000000002 -5858.9999999999991 21980.250000000004 2.5000000000000004 14.500000000000002 -17595.499999999996 -16951.499999999996 46980.000000000007 0.039050000000000008 -725.99999999999989 -7301.9999999999991 29864.250000000004 -4437.4999999999991 26183.250000000004 13.500000000000002 29002.230000000003 0.039550000000000009 0.028750000000000001 52779.510000000002 30451.500000000004 33050.250000000007
decision_type=2 2 1 2 8 1 2 10 10 8 2 2 2 8 2 2 2 10 2 2 2 2 2 8 8 10 10 8 2 2
left_child=1 -1 3 4 15 6 7 9 24 -2 -11 12 -12 -6 -15 16 17 18 19 20 -3 23 -23 -5 -7 26 27 -26 -29 -30
right_child=5 2 -4 21 13 8 -8 -9 -10 10 11 -13 -14 14 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.0043998192492359315 -0.006213482440652506 -0.0015766892561509371 -0.0017238324289934144 0.0031810111223755672 -0.0012839656242365435 0.011286684138012031 -0.0032492380224516814 -0.0018221961764233918 -0.0013649668251650999 -0.0049964218939107363 0.033149858765045247 0.0016550716139602706 0.0041647461075404032 0.025632945570054053 0.0063762114943625957 -0.0028888593033604289 -0.010861566550824356 0.025995163716018059 0.028768512134625453 -0.003759458310971932 0.027376963390084823 -0.011144654337873969 0.016033322860399424 0.029746665158697456 -0.001356957301392959 -0.0049902162465109727 0.022589838849809474 0.0044718313350960229 0.027507280164937194 0.0072288587111848292
leaf_count=2002 29 57 2587 20 76 181 359 110 208 21 40 26 23 31 114 678 47 26 21 153 36 30 39 30 170 79 28 555 46 178
internal_value=0 -0.160326 -0.0285033 0.216022 0.095077 0.383075 0.0467849 0.547687 0.513125 1.063 1.4147 1.78787 2.39874 0.734871 1.10861 -0.0787698 0.338097 0.561739 0.367331 0.124333 0.939381 1.17357 0.521847 1.96939 0.603842 0.49794 0.573493 0.520398 0.655515 1.15271
internal_count=8000 5947 3945 1358 1239 2053 608 249 1445 139 110 89 63 221 145 1018 340 293 267 246 93 119 69 50 1237 1056 977 949 779 224
cat_boundaries=0 1 2
cat_threshold=2 1
shrinkage=0.01
Tree=35
num_leaves=31
num_cat=2
split_feature=5 5 0 7 5 14 11 13 17 13 9 9 18 18 13 16 14 13 9 14 5 17 4 13 9 18 5 13 13 11
split_gain=36.3317 16.658 10.9328 14.4748 9.51258 11.6663 10.8783 8.2638 8.07759 8.14666 10.4479 12.5094 7.373 6.94944 6.62201 8.04652 6.50268 10.8893 8.1823 11.1236 6.33513 6.46695 6.29381 7.00023 6.87397 6.141 6.68204 13.7578 6.18016 6.0824
threshold=-12120.499999999998 -19736.499999999996 0 1.0000000180025095e-35 -17595.499999999996 42907.500000000007 -760.49999999999989 142393.54500000001 1.0000000180025095e-35 531783.00000000012 -411.49999999999994 -352.49999999999994 0.015250000000000001 0.0079500000000000022 29497.500000000004 10.500000000000002 32276.250000000004 121245.75000000001 -839.49999999999989 36468.000000000007 -11016.499999999998 1.0000000180025095e-35 1 112488.75000000001 -1494.4999999999998 0.00085000000000000017 -10313.499999999998 171006.75000000003 67547.250000000015 -9346.9999999999982
decision_type=2 2 1 2 2 2 2 10 10 10 10 8 10 10 8 10 2 8 8 2 2 8 1 8 10 10 2 10 8 2
left_child=1 -1 3 4 5 6 7 22 9 10 12 -12 13 14 -2 16 -16 -18 -19 -20 21 -11 23 -3 -24 26 27 -13 -28 -4
right_child=8 2 29 -5 -6 -7 -8 -9 -10 20 11 25 -14 -15 15 -17 17 18 19 -21 -22 -23 24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.004372227214884508 0.010629674918517644 -0.001214790123661835 -0.0073067275125942542 0.01188414815388603 -0.00065677327490607754 -0.008532621206310884 0.029828114826278611 -0.0023687392345659117 -0.00098144771520616934 -0.010941768263562092 0.027423851519670656 0.0054903361586027665 -0.0053754296492881607 0.023514943788618056 0.0028467784116849902 -0.003831592782285106 -0.00068866946771718089 0.030847680861217405 0.032492143778410656 0.0042396893323366413 -0.0094560736029588727 0.013882437754358252 0.010371107940729325 0.019769198705665014 0.038566661484938362 0.020735917627420317 0.0089515513184279579 0.034051619658905914 -0.0072138418813837858 -0.0010862332890987677
leaf_count=2002 146 54 257 133 1048 54 24 79 325 20 41 74 97 20 459 163 69 30 20 62 80 36 22 30 20 39 44 23 56 2473
internal_value=0 -0.14622 -0.0184813 0.223089 0.094903 0.66857 1.00802 0.709694 0.411397 0.511693 0.587461 1.14304 0.431814 0.512404 0.469038 0.338064 0.498024 1.03194 1.63889 1.10023 -0.302471 0.573605 1.25392 0.688068 2.34593 0.847226 0.62281 1.22261 0.0321721 -0.163804
internal_count=8000 6196 4194 1464 1331 283 229 205 1804 1479 1343 277 1066 969 949 803 640 181 112 82 136 56 126 84 42 236 197 97 100 2730
cat_boundaries=0 1 2
cat_threshold=2 16
shrinkage=0.01
Tree=36
num_leaves=31
num_cat=3
split_feature=5 5 9 11 19 7 0 11 4 14 16 5 5 13 18 14 14 17 19 16 14 11 11 16 0 9 9 9 11 6
split_gain=35.5723 15.3214 9.89507 8.81975 9.65882 8.79924 8.1961 8.84208 7.51737 9.02366 7.76649 8.22074 11.493 8.59266 7.20207 7.11869 7.03734 7.01645 8.51833 6.07527 9.10311 7.77304 9.5899 8.36858 8.49191 9.01277 7.69039 9.67083 8.46766 7.5121
threshold=-12542.499999999998 -19736.499999999996 -483.49999999999994 -966.49999999999989 1.5000000000000002 1.0000000180025095e-35 0 -4437.4999999999991 1 25546.500000000004 11.500000000000002 -12120.499999999998 -11224.999999999998 79071.075000000012 0.015050000000000003 16015.500000000002 22268.250000000004 0.042800000000000012 3.5000000000000004 14.500000000000002 16841.250000000004 -2436.4999999999995 -9072.9999999999982 16.500000000000004 2 -433.49999999999994 -259.49999999999994 -104.49999999999999 -6534.4999999999991 0.007150000000000001
decision_type=2 2 8 2 2 2 1 2 1 2 8 2 2 10 10 2 2 10 2 8 2 2 2 10 1 8 8 8 2 8
left_child=1 -1 5 19 -5 17 7 -7 9 10 -2 -12 -13 15 -10 -14 -17 18 -3 -4 -21 22 -22 24 26 -26 -24 -28 -29 -27
right_child=8 2 3 4 -6 6 -8 -9 14 -11 11 12 13 -15 -16 16 -18 -19 -20 20 21 -23 23 -25 25 29 27 28 -30 -31
leaf_value=-0.0043447175306021522 -0.0081101161422142305 -0.00046838574055773036 -0.0040450743675927619 0.028826501629426786 0.0061063836825366938 0.022743310398769138 -0.0004233377734881561 0.0023138896116190843 0.0058834623100638148 -0.0032489140125670415 -0.010998453861655684 0.026705192193763886 -0.0052767771122986485 -0.0045969129084377121 -0.0013438056728766802 0.026076780559429726 0.0031845483769097089 -0.0067427892837578175 -0.007668617517221735 -0.0044847017891608493 -0.0054660933294358857 -0.0035113433764523551 0.038467086840290057 -0.0031069002199644743 0.028295753217077772 0.024671845603364388 -0.0054712602955546254 0.0059623469225438385 0.030404015248708931 0.0024250582243338648
leaf_count=2002 47 1792 235 27 137 36 191 46 1237 359 25 36 20 60 208 38 23 421 261 182 78 116 20 63 24 23 25 27 33 208
internal_value=0 -0.157661 -0.0280733 0.241848 0.995129 -0.154082 0.443168 1.21264 0.373404 0.043132 0.535905 0.806955 1.0504 0.598685 0.500572 1.25979 1.78666 -0.228366 -0.139162 0.115393 0.262786 0.469988 0.667888 0.872747 1.08715 0.694572 1.86183 1.44926 2.07231 0.466773
internal_count=8000 5947 3945 1198 164 2747 273 82 2053 608 249 202 177 141 1445 81 61 2474 2053 1034 799 617 501 423 360 255 105 85 60 231
cat_boundaries=0 1 2 3
cat_threshold=2 1 2
shrinkage=0.01
Tree=37
num_leaves=31
num_cat=2
split_feature=5 0 13 6 18 11 19 9 5 4 14 16 5 5 14 6 6 13 11 18 19 5 13 18 9 6 11 13 14 11
split_gain=34.8079 15.1458 13.5643 9.55314 8.67179 8.22227 7.69379 7.5338 7.47256 7.31503 8.82604 7.58125 8.01089 10.9031 8.6807 7.13782 7.09603 6.73697 6.58283 6.70599 9.30832 7.16654 9.95224 6.54999 6.45477 8.0979 6.44887 6.98411 6.37124 6.27793
threshold=-12542.499999999998 0 31545.000000000004 0.015150000000000002 0.010950000000000001 -9072.9999999999982 1.5000000000000002 -699.49999999999989 -15773.499999999998 1 25546.500000000004 11.500000000000002 -12120.499999999998 -11319.499999999998 14798.250000000002 0.037850000000000009 0.032350000000000011 79071.075000000012 -966.49999999999989 0.0023500000000000001 1.5000000000000002 -18860.499999999996 135049.50000000003 0.0016000000000000001 -1220.4999999999998 0.025550000000000003 -1107.4999999999998 18544.500000000004 12678.750000000002 -8107.4999999999991
decision_type=2 1 10 10 10 2 2 8 2 1 2 8 2 2 2 10 10 10 2 10 2 2 8 10 8 8 2 10 2 2
left_child=1 2 4 7 5 -1 23 8 -3 10 11 -2 -13 -14 -15 16 28 -16 -9 20 -20 -22 -23 29 -7 -26 27 -27 -11 -4
right_child=9 3 6 -5 -6 24 -8 18 -10 15 -12 12 13 14 17 -17 -18 -19 19 -21 21 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0040060667247772365 -0.0080837162884670952 -0.0050892378032669659 0.027901477444462454 -0.0071505301586051199 -0.0050933179006013964 0.0011231020655139473 -0.0021164140690205523 -0.00088279663939837402 -0.00028355341267533458 -0.0014206894465351855 -0.0032250840891491373 -0.010987611309866871 0.027033762490534078 -0.011016258986401312 0.01632923600625142 -0.0025062127413624231 0.024608524422177952 -0.00042431767645725974 0.029839562794346332 -0.010864078065110137 -0.010843527013726616 0.029269616886566836 0.0018305561855376862 -0.0070321424590142206 -0.0016117688113568632 0.0088628552883864269 0.024331304303629987 0.028565441984954056 0.0061676166345845385 0.0066362797660522287
leaf_count=73 47 1504 20 698 85 104 1143 1118 648 142 359 25 32 29 68 143 20 48 27 24 28 26 53 32 47 184 39 22 1140 72
internal_value=0 -0.156321 0.108809 -0.290255 0.539929 0.71091 -0.110982 -0.210894 -0.351421 0.368582 0.0426461 0.528325 0.793868 1.03141 0.619509 0.493612 0.567539 1.01657 0.0136392 0.716372 1.0359 0.552705 1.10519 0.69517 0.888885 1.12088 1.34985 1.09551 0.53578 1.14022
internal_count=8000 5947 1821 4126 554 469 1267 3428 2152 2053 608 249 202 177 145 1445 1302 116 1276 158 134 107 79 124 396 292 245 206 1282 92
cat_boundaries=0 1 2
cat_threshold=2 1
shrinkage=0.01
Tree=38
num_leaves=31
num_cat=2
split_feature=5 5 0 7 9 15 16 5 15 5 6 11 4 14 16 5 5 14 14 6 11 6 15 15 11 9 19 18 18 18
split_gain=34.0607 14.9974 9.57031 11.3463 9.9576 7.81174 8.70733 10.733 7.44849 7.34831 7.73207 7.97631 7.11846 8.63342 7.40163 7.80843 10.3671 8.23942 9.38179 6.95162 6.42987 10.3865 7.5225 6.1508 7.25576 7.36887 7.17542 6.85229 6.39881 6.03411
threshold=-12542.499999999998 -19736.499999999996 0 1.0000000180025095e-35 -323.49999999999994 0.6896500000000001 14.500000000000002 -18348.999999999996 0.75500000000000012 -16951.499999999996 0.039050000000000008 -725.99999999999989 1 25546.500000000004 11.500000000000002 -12120.499999999998 -11224.999999999998 14798.250000000002 22106.250000000004 0.039550000000000009 -854.49999999999989 0.029950000000000001 0.82685000000000008 0.60470000000000013 -9346.9999999999982 -738.99999999999989 2.5000000000000004 0.014750000000000001 0.0064500000000000009 0.083150000000000016
decision_type=2 2 1 2 8 8 8 2 10 2 10 2 1 2 8 2 2 2 2 10 2 10 8 8 2 10 2 8 10 8
left_child=1 -1 3 4 9 -6 -7 -8 -9 10 11 -3 13 14 -2 -16 -17 -18 29 20 21 -14 -22 -4 -25 -26 28 -28 -27 -19
right_child=12 2 23 -5 5 6 7 8 -10 -11 -12 -13 19 -15 15 16 17 18 -20 -21 22 -23 -24 24 25 26 27 -29 -30 -31
leaf_value=-0.0042993368728520935 -0.0080573046549890122 -0.00049265203720706631 0.012561046344678419 0.011082404879525345 -0.010987611687178846 -0.0012522513209269729 0.026358218395058964 0.010022041284146578 -0.011051011876552932 -0.0036019569246574226 0.021382800854486371 0.021268015590294821 0.0060691553990579504 -0.0032013712576332578 -0.010976896610542864 0.025164433705759697 -0.011005175041632995 0.030768163355424538 -0.0029303534546643033 -0.0027736414134268876 -0.011060755166820334 0.026037955089788203 0.0036780008775467487 -0.0082952048419782896 -0.0026275981299239289 0.0065940496981938025 0.0077116893301477632 -0.0080025789078249383 -0.0052955813936287769 0.01016153137281018
leaf_count=2002 47 248 41 119 32 104 35 146 23 600 29 22 1053 359 25 36 29 24 43 134 53 28 177 245 1662 365 52 145 77 45
internal_value=0 -0.154992 -0.0269227 0.208478 0.092064 0.574428 0.732197 1.10773 0.73424 -0.123164 0.344277 0.151135 0.363834 0.0421719 0.520896 0.781088 1.01292 0.580831 0.976175 0.48677 0.556622 0.660719 0.0390019 -0.166837 -0.190555 -0.127209 0.206112 -0.385589 0.463306 1.71273
internal_count=8000 5947 3945 1358 1239 340 308 204 169 899 299 270 2053 608 249 202 177 141 112 1445 1311 1081 230 2587 2546 2301 639 197 442 69
cat_boundaries=0 1 2
cat_threshold=2 1
shrinkage=0.01
Tree=39
num_leaves=31
num_cat=1
split_feature=5 5 15 13 14 3 9 5 16 9 18 15 11 5 17 7 9 14 9 11 7 6 14 16 14 13 11 5 5 16
split_gain=33.4288 10.8019 8.84459 8.85907 12.7356 8.48164 11.5187 9.38143 10.1421 8.83263 8.09242 9.31069 8.53884 10.8321 15.5787 7.97581 13.2407 7.72832 7.63339 8.6394 7.51279 12.1593 8.20408 10.8246 8.15169 8.7999 7.93929 7.48389 7.40744 7.24062
threshold=-14389.499999999998 -19736.499999999996 0.68310000000000015 24345.000000000004 39649.500000000007 0 -1412.4999999999998 -14281.499999999998 13.500000000000002 -1285.4999999999998 0.0064500000000000009 0.60470000000000013 -9214.4999999999982 -19304.999999999996 1.0000000180025095e-35 1.0000000180025095e-35 -2307.4999999999995 21892.500000000004 -864.49999999999989 -4437.4999999999991 1.0000000180025095e-35 0.031550000000000009 19136.250000000004 9.5000000000000018 16346.250000000002 132162.75000000003 -1452.9999999999998 -15160.499999999998 -14081.499999999998 26.500000000000004
decision_type=2 2 10 8 2 9 8 2 10 8 10 8 2 2 8 2 8 2 8 2 2 8 2 10 2 8 2 2 2 10
left_child=1 -1 3 4 -2 -5 17 -8 9 -9 11 -3 -13 14 -14 -15 -17 -7 -16 -20 22 -22 23 24 -4 -26 -23 -18 -11 -10
right_child=2 10 20 5 -6 6 7 8 29 28 -12 12 13 15 18 16 27 -19 19 -21 21 26 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.004272046695000818 0.0066363188576425624 0.020615292591061429 -0.005933002757660991 -0.0025193749414917422 0.028540497039848151 0.005746658025882638 0.025970478639264355 0.020365972745918556 -0.0065490855696166425 -0.010891850133618279 -0.0048839403122201948 -0.0060010522713897872 0.03965896431475148 -0.00073582523052738197 -0.005394507903621849 0.027576574714789786 0.0069264685415127017 -0.0045142116752794857 -0.0014240606859009476 0.025506453774128683 -0.0034273196260220283 0.0082619188388908613 -0.0040142597000723699 0.028085785984198672 -0.0012367630407199711 0.029477632219935903 0.033919071093036893 -0.011088477684199894 0.0059070058683475439 0.011966205429904665
leaf_count=2002 234 30 77 266 32 133 27 50 141 36 523 300 22 1675 52 29 122 296 29 33 60 33 550 22 24 20 21 36 1095 30
internal_value=0 -0.206835 0.267022 0.371769 0.924462 0.291017 0.361826 0.534029 0.495314 0.60491 -0.0637228 0.0280438 0.00122957 0.0854847 1.08568 0.0122211 0.687109 -0.127206 0.549556 1.37366 -0.053616 0.732326 -0.201027 0.54871 0.132806 1.287 1.83669 0.275495 0.544094 -0.307334
internal_count=8000 4853 3147 2340 266 2074 1808 1379 1352 1181 2851 2328 2298 1998 136 1862 187 429 114 62 807 114 693 143 121 44 54 158 1131 171
cat_boundaries=0 1
cat_threshold=2
shrinkage=0.01
Tree=40
num_leaves=31
num_cat=1
split_feature=5 5 15 13 14 3 9 5 16 9 18 15 11 5 17 7 9 14 9 9 5 7 6 14 16 14 13 11 5 13
split_gain=32.7342 10.6492 8.62233 8.58167 12.0566 8.3175 11.2174 8.92321 9.87742 8.43521 7.96619 8.96581 8.40538 10.511 14.5587 7.77716 12.6025 7.57496 7.39898 8.46688 7.34402 7.33551 11.7125 8.0429 10.3095 7.93562 8.34333 7.42397 7.25893 7.14276
threshold=-14389.499999999998 -19736.499999999996 0.68310000000000015 24345.000000000004 39649.500000000007 0 -1412.4999999999998 -14281.499999999998 13.500000000000002 -1285.4999999999998 0.0064500000000000009 0.60470000000000013 -9214.4999999999982 -19304.999999999996 1.0000000180025095e-35 1.0000000180025095e-35 -2307.4999999999995 21892.500000000004 -864.49999999999989 -503.49999999999994 -15160.499999999998 1.0000000180025095e-35 0.031550000000000009 19136.250000000004 9.5000000000000018 16346.250000000002 132162.75000000003 -1452.9999999999998 -14081.499999999998 133759.17000000001
decision_type=2 2 10 8 2 9 8 2 10 8 10 8 2 2 8 2 8 2 8 10 2 2 8 2 10 2 8 2 2 10
left_child=1 -1 3 4 -2 -5 17 -8 9 -9 11 -3 -13 14 -14 -15 -17 29 -16 -20 -18 23 -23 24 25 -4 -27 -24 -11 -7
right_child=2 10 21 5 -6 6 7 8 -10 28 -12 12 13 15 18 16 20 -19 19 -21 -22 22 27 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0042448410030822359 0.006536287865291761 0.02005854374101344 -0.0059026829123100741 -0.0025056499564278883 0.027636561983963789 -2.56201850401576e-05 0.025168824304702211 0.01983296859271453 -0.0030506306133328588 -0.010882193231847512 -0.0048551893523941679 -0.0059714967417834122 0.037973491717738034 -0.00072891867294925096 -0.0053650479193883549 0.026716976267654916 0.0068192504979953383 -0.004485808056081504 0.024956044853254963 -0.0015841780011944832 -0.011076682206922359 -0.0034023885867985339 0.008127302787573662 -0.0039873375842584434 0.027173633734303967 -0.0012256217062941081 0.028499181386697315 0.032712666079209932 0.0058202013289993908 0.017309688188863911
leaf_count=2002 234 30 77 266 32 88 27 50 171 36 523 300 22 1675 52 29 122 296 35 27 36 60 33 550 22 24 20 21 1095 45
internal_value=0 -0.205147 0.263656 0.366784 0.908654 0.28724 0.357152 0.526406 0.488403 0.595947 -0.0631413 0.0277367 0.00119797 0.0845533 1.06516 0.0120898 0.676489 -0.126077 0.541656 1.34505 0.272117 -0.0531462 0.720839 -0.199377 0.540702 0.131272 1.26082 1.79259 0.536301 0.566249
internal_count=8000 4853 3147 2340 266 2074 1808 1379 1352 1181 2851 2328 2298 1998 136 1862 187 429 114 62 158 807 114 693 143 121 44 54 1131 133
cat_boundaries=0 1
cat_threshold=2
shrinkage=0.01
Tree=41
num_leaves=31
num_cat=1
split_feature=5 0 13 6 18 19 7 9 5 9 17 13 9 9 18 11 5 5 11 14 18 18 5 17 19 13 16 14 13 9
split_gain=32.1713 15.711 12.2496 9.9324 9.76877 9.21326 8.50226 12.8389 7.47775 8.76195 7.4746 7.66834 9.79382 11.5962 7.03116 7.00765 9.22037 9.91003 8.80317 8.18655 6.92578 6.50933 6.1719 6.11994 6.06873 6.00815 7.57754 6.44206 10.1671 7.53431
threshold=-12120.499999999998 0 31545.000000000004 0.015150000000000002 0.0050500000000000015 1.5000000000000002 1.0000000180025095e-35 -516.49999999999989 -16141.999999999998 -656.49999999999989 1.0000000180025095e-35 531783.00000000012 -411.49999999999994 -352.49999999999994 0.0016000000000000001 -4329.4999999999991 -17676.499999999996 -14389.499999999998 -3066.4999999999995 22531.500000000004 0.015250000000000001 0.0079500000000000022 -11016.499999999998 1.0000000180025095e-35 2.5000000000000004 29497.500000000004 10.500000000000002 32276.250000000004 121245.75000000001 -839.49999999999989
decision_type=2 1 10 10 10 2 2 10 2 10 10 10 10 8 10 2 2 2 2 2 10 10 2 8 2 8 10 2 8 8
left_child=1 2 4 8 6 14 7 15 9 -3 11 12 20 -14 -4 -1 18 -18 -17 -19 21 25 23 -13 -21 -2 27 -27 -29 -30
right_child=10 3 5 -5 -6 -7 -8 -9 -10 -11 -12 22 13 -15 -16 16 17 19 -20 24 -22 -23 -24 -25 -26 26 -28 28 29 -31
leaf_value=-0.00096035431027719929 0.0099168476464409055 -0.0047078612233717064 0.012024710258114388 -0.0070245430821134639 -0.004336303184467199 -0.0019087499794331803 0.018143801871001314 0.025126780471992297 0.00022183067310832291 0.00092234572426626435 -0.0010648490630457926 -0.010931273773167749 0.025893844220827231 0.0079721754946234132 -0.0069790902075922692 0.035696155996738005 -0.0088094520986202705 -0.0061559240491368518 0.0098498725676335035 0.028302965827988011 -0.0053910096504986762 0.022262665645311114 -0.0094638030155201041 0.013188928379661844 0.0046227566889681009 0.0025345713662803461 -0.0038807987614506829 -0.00074624357095214955 0.029244972787666891 0.010510131630158424
leaf_count=215 146 1773 99 723 112 1204 51 29 1278 495 325 20 41 236 32 20 54 23 41 27 97 20 80 36 20 459 163 69 30 82
internal_value=0 -0.139488 0.121148 -0.274946 0.514466 -0.0835007 0.712293 0.533265 -0.195603 -0.334623 0.382434 0.477527 0.549887 1.08051 0.773691 0.358294 0.811153 0.260008 1.79193 1.05536 0.40015 0.476852 -0.309856 0.546112 1.81674 0.434986 0.31065 0.463493 0.990326 1.56564
internal_count=8000 6196 1927 4269 592 1335 480 429 3546 2268 1804 1479 1343 277 131 400 185 124 61 70 1066 969 136 56 47 949 803 640 181 112
cat_boundaries=0 1
cat_threshold=2
shrinkage=0.01
Tree=42
num_leaves=31
num_cat=2
split_feature=5 0 13 6 11 18 19 9 5 4 14 13 18 11 18 19 5 13 16 11 19 11 13 9 9 13 11 18 16 11
split_gain=31.4847 14.3281 12.75 9.31886 8.1839 7.43249 7.30287 7.26953 7.14892 6.76768 8.32142 7.17937 6.63266 6.37918 6.46717 8.91325 6.88874 9.267 6.34088 6.53026 7.50534 6.31807 6.19429 7.41142 9.8952 9.34026 10.4904 6.11408 6.07641 5.89642
threshold=-12542.499999999998 0 31545.000000000004 0.015150000000000002 -9346.9999999999982 0.010950000000000001 1.5000000000000002 -699.49999999999989 -15773.499999999998 1 25546.500000000004 79071.075000000012 0.015050000000000003 -966.49999999999989 0.0023500000000000001 1.5000000000000002 -18860.499999999996 135049.50000000003 12.500000000000002 -5858.9999999999991 2.5000000000000004 -9006.4999999999982 29497.500000000004 -1548.9999999999998 -1188.4999999999998 156663.04500000001 -4000.4999999999995 0.0016000000000000001 14.500000000000002 -8107.4999999999991
decision_type=2 1 10 10 2 10 2 8 2 1 2 10 10 2 10 2 2 8 8 2 2 2 10 10 8 10 2 10 8 2
left_child=1 2 4 7 -1 28 27 8 -3 10 11 18 -11 -9 15 -15 -17 -18 -2 -20 -21 -10 -23 -24 25 26 -25 29 -6 -4
right_child=9 3 6 -5 5 -7 -8 13 21 12 -12 -13 -14 14 -16 16 17 -19 19 20 -22 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0058397850036846048 -0.006109159215043636 -0.0049857712862902493 0.026647804798717711 -0.007059595439820647 0.0026389501073779353 -0.0039386407115350021 -0.0020642873635402094 -0.00083787289495467821 0.018722591254213928 0.0054887980686096341 -0.003221171556951384 -0.0019319711339331322 -0.0014175030465192115 0.028998021065781091 -0.010844770729865779 -0.010828161331958672 0.027946230328193124 0.001770934182865859 -0.0051116235417190906 0.022454442723950922 0.0028652543073316712 -0.0079041080004673223 -0.0034104663632220961 0.00807207922178633 -8.5717909920972424e-05 -0.0015541741012662122 0.039318372215326143 -0.0069494564917294338 0.01121336256113971 0.006322357085183211
leaf_count=77 29 1504 20 698 147 71 1143 1118 23 1237 359 110 208 27 24 28 26 53 21 57 32 135 254 28 150 29 29 32 259 72
internal_value=0 -0.150316 0.107025 -0.281681 0.522222 0.673901 -0.107362 -0.203406 -0.342538 0.347123 0.0341638 0.500638 0.466055 0.0171532 0.706833 1.01543 0.541463 1.07333 0.977871 1.28855 1.62624 -0.0271409 -0.0963252 0.0960531 0.56287 1.54875 2.39916 0.673016 0.83618 1.09304
internal_count=8000 5947 1821 4126 554 477 1267 3428 2152 2053 608 249 1445 1276 158 134 107 79 139 110 89 648 625 490 236 86 57 124 406 92
cat_boundaries=0 1 2
cat_threshold=2 1
shrinkage=0.01
Tree=43
num_leaves=31
num_cat=1
split_feature=5 5 15 16 18 15 11 5 17 11 7 9 5 9 11 7 6 14 9 14 11 13 11 5 19 7 5 9 9 0
split_gain=30.8456 10.4153 8.14216 8.30223 7.73162 8.68985 8.23408 10.192 13.6891 7.68176 7.48138 12.0702 7.18873 7.12919 8.0479 7.10297 11.2449 7.85573 9.88286 14.4843 6.94478 6.88913 12.4111 8.13795 7.77251 6.74943 6.7196 6.43436 13.1442 6.06772
threshold=-14389.499999999998 -19736.499999999996 0.68310000000000015 21.500000000000004 0.0064500000000000009 0.60470000000000013 -9214.4999999999982 -19304.999999999996 1.0000000180025095e-35 -369.99999999999994 1.0000000180025095e-35 -2307.4999999999995 -15160.499999999998 -864.49999999999989 -4437.4999999999991 1.0000000180025095e-35 0.031550000000000009 19136.250000000004 -800.49999999999989 16114.500000000002 -1452.9999999999998 24345.000000000004 -1491.4999999999998 -14281.499999999998 2.5000000000000004 1.0000000180025095e-35 -10590.499999999998 -792.49999999999989 -1897.4999999999998 0
decision_type=2 2 10 8 10 8 2 2 8 2 2 8 2 8 2 2 8 2 8 2 2 8 2 2 2 2 2 10 10 1
left_child=1 -1 3 -2 5 -3 -7 8 -8 21 -9 -12 29 -10 -15 17 -17 18 -4 -20 -18 22 26 -23 -24 -25 -5 28 -27 -13
right_child=2 4 15 9 -6 6 7 10 13 -11 11 12 -14 14 -16 16 20 -19 19 -21 -22 23 24 25 -26 27 -28 -29 -30 -31
leaf_value=-0.0041841251620240386 0.00059181023356416704 0.019638181874739657 -0.0050978501085055961 0.00056802902426573813 -0.0047847331188407369 -0.0059213510916931826 0.036520292264139644 -0.0007024204848685954 -0.0053202873219403536 -0.0046429202843902657 0.025936945396652936 0.00050039458026752059 -0.011072893810191638 -0.0015098249393793559 0.024235826201244075 -0.0033999883897361974 0.0079302557966357181 -0.0039625596105468406 -0.0016598332815721114 0.02816174709683375 0.031474737531719185 0.023062573698598324 0.037871033241095427 0.0032910555231358942 0.011733157477486305 0.0058563235920887583 0.016164357830588238 0.0019842493656873237 0.030844757426156111 0.016422231200587577
leaf_count=2002 809 30 66 84 523 300 22 1675 52 98 29 88 36 29 33 60 33 550 40 37 21 29 21 1102 20 49 39 55 34 34
internal_value=0 -0.200367 0.254489 0.354033 -0.0599295 0.0293614 0.00301554 0.0852629 1.04688 0.494379 0.0135482 0.662746 0.265155 0.534578 1.31438 -0.0536565 0.704485 -0.198213 0.530514 1.34724 1.74179 0.553328 1.15567 0.464013 2.55817 0.424401 0.620521 1.07317 1.59925 0.666911
internal_count=8000 4853 3147 2340 2851 2328 2298 1998 136 1531 1862 187 158 114 62 807 114 693 143 77 54 1433 164 1269 41 1240 123 138 83 122
cat_boundaries=0 1
cat_threshold=1
shrinkage=0.01
Tree=44
num_leaves=31
num_cat=1
split_feature=5 0 13 6 18 19 7 9 5 9 17 13 9 9 11 5 5 11 14 18 18 16 14 14 13 5 9 5 17 18
split_gain=30.3232 15.1024 11.6333 9.70751 9.24471 8.79434 7.98736 12.0346 7.16866 9.1261 7.13479 7.36056 9.38318 10.8868 6.68012 8.81736 9.56913 8.17662 7.82356 6.67008 6.60873 6.31063 7.79795 14.5931 6.15076 6.05633 6.04623 13.8477 5.90715 5.75721
threshold=-12120.499999999998 0 31545.000000000004 0.015150000000000002 0.0050500000000000015 1.5000000000000002 1.0000000180025095e-35 -516.49999999999989 -16821.999999999996 -656.49999999999989 1.0000000180025095e-35 531783.00000000012 -411.49999999999994 -352.49999999999994 -4329.4999999999991 -17676.499999999996 -14389.499999999998 -3066.4999999999995 22531.500000000004 0.026050000000000004 0.0016000000000000001 21.500000000000004 22632.750000000004 25663.500000000004 904500.00000000012 -11016.499999999998 -596.49999999999989 -19968.499999999996 1.0000000180025095e-35 0.00085000000000000017
decision_type=2 1 10 10 10 2 2 10 2 10 10 10 10 8 2 2 2 2 2 10 10 8 2 2 8 2 8 2 8 10
left_child=1 2 4 8 6 20 7 14 9 -3 11 12 19 -14 -1 17 -17 -16 -18 21 -4 22 -2 -24 26 28 27 -11 -13 -15
right_child=10 3 5 -5 -6 -7 -8 -9 -10 24 -12 25 13 29 15 16 18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00098419474347309459 -0.006257864502379442 -0.0049111993139493992 0.011575504075908736 -0.0069583337135134017 -0.0042743135208343479 -0.0018725629549929865 0.01746057238124353 0.024038688956175901 -2.4089486882803493e-05 -0.0054720417398049191 -0.0010836457474332453 -0.010921225494298876 0.024887384004787693 0.0055820459197292753 0.034125379121637607 -0.0088044781906823164 -0.0061831613699613128 0.0095436712137296521 0.01748229661775105 -0.0070709180168250993 -0.0069092622784497661 0.0062137083646665679 0.02426688115917091 0.0003311375086487535 0.020292978787650011 -0.009449269778855799 -0.0013755384924373708 0.035223515516458172 0.012793101412632176 0.019345249529229364
leaf_count=215 132 1625 99 723 112 1204 51 29 1480 26 325 20 41 197 20 54 23 41 47 73 32 651 36 174 20 80 375 20 36 39
internal_value=0 -0.136258 0.118807 -0.269771 0.500017 -0.0814646 0.689951 0.516328 -0.191502 -0.345659 0.369259 0.461465 0.531702 1.04718 0.345898 0.784072 0.245806 1.7323 1.01681 0.385453 0.750689 0.44842 0.0503987 0.4657 0.117442 -0.310264 0.0180919 1.28005 0.532129 0.77264
internal_count=8000 6196 1927 4269 592 1335 480 429 3546 2066 1804 1479 1343 277 400 185 124 61 70 1066 131 993 342 210 441 136 421 46 56 236
cat_boundaries=0 1
cat_threshold=2
shrinkage=0.01
Tree=45
num_leaves=31
num_cat=2
split_feature=5 7 5 15 13 5 13 4 15 9 11 11 6 15 11 13 13 17 9 11 11 0 9 9 5 11 9 19 13 15
split_gain=29.8294 13.6566 12.7389 8.49163 8.35584 8.09425 9.78908 7.65099 7.95533 6.58001 7.82215 6.44364 14.417 11.9027 10.8326 11.5185 11.5627 7.70715 6.37829 6.28598 11.7021 13.4713 9.64975 6.55434 9.22891 6.969 8.73614 10.8961 7.98254 6.52429
threshold=-18480.999999999996 1.0000000180025095e-35 -12120.499999999998 0.85955000000000015 24345.000000000004 -18348.999999999996 164949.79500000001 0 0.82035000000000013 -656.49999999999989 -4687.4999999999991 -2959.4999999999995 0.019650000000000004 0.77460000000000007 -6830.9999999999991 78392.250000000015 274905.00000000006 0.029200000000000004 -738.99999999999989 -1940.4999999999998 -2813.4999999999995 1 -546.49999999999989 -1064.4999999999998 -11669.999999999998 -4189.4999999999991 -792.49999999999989 2.5000000000000004 62712.000000000007 0.82035000000000013
decision_type=2 2 2 10 8 2 8 1 10 8 2 2 8 10 2 8 10 10 8 2 2 1 8 10 2 2 10 2 10 8
left_child=9 2 5 4 -4 6 -2 8 18 -1 -11 14 -13 17 15 -3 -17 -14 -7 20 23 22 -22 24 -6 26 27 -25 -28 -30
right_child=1 11 3 -5 19 7 -8 -9 -10 10 -12 12 13 -15 -16 16 -18 -19 -20 -21 21 -23 -24 25 -26 -27 28 -29 29 -31
leaf_value=-0.0050370506493297553 0.00095257855936292115 0.026716180052011977 0.010367574420592827 -0.0079314372956860689 0.012697078314861126 -0.00083983022629898635 0.032506638686682375 -0.0032179124223186487 -0.0086097439472030066 -0.0039956892502291744 0.002792371488234861 -0.011020760358585565 0.012242958320391224 0.033764447611281209 -0.00094738907432347856 -0.0081488096688307528 0.021594479545452287 -0.010921746573827331 0.0035215048517221615 -0.00067921182382216802 0.010352333912982603 0.0043513883191600338 0.040366586931660085 0.0075911573064731891 -0.002548113037161633 -0.0012968002804313939 -0.005187749294197355 0.038398204387925454 -0.0016077948577349283 0.01275909491598552
leaf_count=1650 36 36 154 84 54 1040 21 1231 128 568 396 35 172 26 230 41 23 21 780 429 22 65 25 30 328 110 58 22 50 135
internal_value=0 0.141065 0.0743538 0.314671 0.369767 -0.066353 1.31961 -0.0909318 0.0510192 -0.347834 -0.107868 0.617744 1.01 1.30247 0.306176 1.22571 0.332794 1.02252 0.111355 0.275241 0.433044 1.43374 2.7578 0.285978 -0.0393013 0.57663 0.846126 2.08547 0.580131 0.913072
internal_count=8000 5386 4802 1566 1482 3236 57 3179 1948 2614 964 584 254 219 330 100 64 193 1820 1328 899 112 47 787 382 405 295 52 243 185
cat_boundaries=0 1 2
cat_threshold=16 2
shrinkage=0.01
Tree=46
num_leaves=31
num_cat=1
split_feature=5 7 5 15 13 19 15 16 11 5 6 13 9 6 11 11 9 11 16 11 9 11 11 0 9 9 5 11 9 19
split_gain=29.2879 13.2988 12.4529 8.33114 8.08916 7.87081 12.4002 10.6578 9.87426 9.4349 8.14446 10.3365 11.4814 6.76275 6.64817 10.9201 6.50255 7.68157 6.24049 7.11863 6.15554 6.12869 11.2763 12.737 8.91032 6.38145 8.97402 6.76014 8.32499 10.1293
threshold=-18480.999999999996 1.0000000180025095e-35 -12120.499999999998 0.85955000000000015 24345.000000000004 2.5000000000000004 0.61125000000000018 8.5000000000000018 -1415.9999999999998 -18176.499999999996 0.0030500000000000002 22502.250000000004 -2320.4999999999995 0.11835000000000001 -9214.4999999999982 -9006.4999999999982 -656.49999999999989 -4687.4999999999991 7.5000000000000009 -2514.4999999999995 -1494.4999999999998 -1940.4999999999998 -2813.4999999999995 0 -546.49999999999989 -1064.4999999999998 -11669.999999999998 -4189.4999999999991 -792.49999999999989 2.5000000000000004
decision_type=2 2 2 10 8 2 8 8 2 2 10 8 10 10 2 2 8 2 8 2 8 2 2 1 8 10 2 2 10 2
left_child=16 2 5 4 -4 7 -7 -2 13 -10 11 -11 -13 14 -9 -16 -1 -18 19 -3 -8 22 25 24 -24 26 -6 28 29 -27
right_child=1 18 3 -5 21 6 20 8 9 10 -12 12 -14 -15 15 -17 17 -19 -20 -21 -22 -23 23 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0050084331334112019 -0.0053813812593895768 -0.011062441565430577 0.010185256293148705 -0.0079039319253524261 0.012441911568627437 0.023299053220199473 -0.00734535889300465 -0.0076923490399948306 0.030966989260092018 0.031551946100168059 -0.006104983577557354 0.020470753666088699 0.00052609303237972558 0.016774029010345162 0.024201196776156855 0.00054530853984415743 -0.0039692140291862181 0.0027580678257169812 0.0074342081721702662 0.0093167114794559958 -0.001684391225829891 -0.00067279028206610641 0.010163300014367431 0.0042929209514918285 0.038749158067946245 0.0074699070543557122 -0.0025278330753314366 -0.0012851528590843511 0.0057168996163904865 0.036882939448262861
leaf_count=1650 335 50 154 84 54 24 401 139 20 21 62 51 129 37 27 1201 568 396 501 33 789 429 22 65 25 30 328 110 243 22
internal_value=0 0.139487 0.0735541 0.310742 0.364995 -0.0657345 -0.301064 0.0751063 0.192091 0.807994 0.616584 0.950539 0.650436 0.0635886 0.0229924 0.106333 -0.345397 -0.106895 0.608674 -0.265674 -0.354073 0.271866 0.427208 1.40352 2.67251 0.282445 -0.0389317 0.568221 0.832032 2.03069
internal_count=8000 5386 4802 1566 1482 3236 1214 2022 1687 283 263 201 180 1404 1367 1228 2614 964 584 83 1190 1328 899 112 47 787 382 405 295 52
cat_boundaries=0 1
cat_threshold=2
shrinkage=0.01
Tree=47
num_leaves=31
num_cat=2
split_feature=5 7 5 15 13 5 13 4 15 9 11 9 11 6 15 11 13 13 17 11 11 0 5 9 5 11 9 19 13 15
split_gain=28.756 12.9517 12.1748 8.17421 7.83271 7.79166 9.17756 7.51823 7.84149 6.4257 7.54351 6.16972 6.12797 13.9265 11.0957 10.4324 10.8827 11.136 7.44882 5.97602 10.8711 12.0586 8.55048 6.21389 8.728 6.55875 7.94033 9.43772 7.72894 6.26531
threshold=-18480.999999999996 1.0000000180025095e-35 -12120.499999999998 0.85955000000000015 24345.000000000004 -18348.999999999996 164949.79500000001 0 0.82035000000000013 -656.49999999999989 -4687.4999999999991 -738.99999999999989 -2959.4999999999995 0.019650000000000004 0.77460000000000007 -6830.9999999999991 78392.250000000015 274905.00000000006 0.029200000000000004 -1940.4999999999998 -2813.4999999999995 1 -10267.999999999998 -1064.4999999999998 -11669.999999999998 -4189.4999999999991 -792.49999999999989 2.5000000000000004 62712.000000000007 0.82035000000000013
decision_type=2 2 2 10 8 2 8 1 10 8 2 8 2 8 10 2 8 10 10 2 2 1 2 10 2 2 10 2 10 8
left_child=9 2 5 4 -4 6 -2 8 11 -1 -11 -7 15 -14 18 16 -3 -18 -15 20 23 22 -22 24 -6 26 27 -25 -28 -30
right_child=1 12 3 -5 19 7 -8 -9 -10 10 -12 -13 13 14 -16 -17 17 -19 -20 -21 21 -23 -24 25 -26 -27 28 -29 29 -31
leaf_value=-0.0049798710202496807 0.00091507532988733956 0.025746715867078 0.010007731282085972 -0.0078764204747983659 0.012194722814389689 -0.00081802132763306699 0.031174555102923773 -0.0031882868981505269 -0.0085832721999558378 -0.0039428339771666304 0.0027242663865052158 0.0034694439588760953 -0.011017452481756404 0.011867789393758455 0.032311065226098286 -0.00098140706655400222 -0.0081401986211195043 0.020872768049638727 -0.010918755191404486 -0.00066642602146701471 0.013208017352319008 0.0042354514230846839 0.040649644370511967 0.0073513789672604649 -0.0025076762564196263 -0.0012735986941473636 -0.0051908384438432492 0.035479280155223329 -0.0016434913237603468 0.012392321043804524
leaf_count=1650 36 36 154 84 54 1040 21 1231 128 568 396 780 35 172 26 230 41 23 21 429 26 65 21 30 328 110 58 22 50 135
internal_value=0 0.137927 0.0727582 0.306879 0.360306 -0.0651345 1.28549 -0.0894415 0.0511408 -0.342971 -0.10593 0.110788 0.599749 0.979141 1.2621 0.296233 1.19098 0.321397 0.991449 0.268547 0.421481 1.37439 2.5921 0.278971 -0.0385655 0.559981 0.81827 1.97847 0.563404 0.887704
internal_count=8000 5386 4802 1566 1482 3236 57 3179 1948 2614 964 1820 584 254 219 330 100 64 193 1328 899 112 47 787 382 405 295 52 243 185
cat_boundaries=0 1 2
cat_threshold=16 2
shrinkage=0.01
Tree=48
num_leaves=31
num_cat=1
split_feature=5 7 5 15 19 15 16 11 14 5 13 15 9 9 6 11 11 14 9 11 5 9 16 11 11 11 0 9 9 5
split_gain=28.2339 12.6153 11.9026 8.02068 7.71953 12.0008 10.4477 9.58744 8.9012 11.3278 7.58613 6.88473 10.5305 8.6689 6.54915 6.55658 10.4813 6.5069 6.34944 7.40793 6.3023 6.0777 6.00923 6.9448 5.82762 10.4827 11.4244 8.0456 6.05153 8.49044
threshold=-18480.999999999996 1.0000000180025095e-35 -12120.499999999998 0.85955000000000015 2.5000000000000004 0.61125000000000018 8.5000000000000018 -1415.9999999999998 13533.750000000002 -17676.499999999996 24345.000000000004 0.65045000000000008 -2320.4999999999995 -264.49999999999994 0.11835000000000001 -9214.4999999999982 -9006.4999999999982 33617.250000000007 -656.49999999999989 -4687.4999999999991 -15091.499999999998 -1494.4999999999998 7.5000000000000009 -2514.4999999999995 -1940.4999999999998 -2813.4999999999995 0 -546.49999999999989 -1064.4999999999998 -11669.999999999998
decision_type=2 2 2 10 2 8 8 2 2 2 8 10 10 10 10 2 2 2 8 2 2 8 8 2 2 2 1 8 10 2
left_child=18 2 4 10 6 -6 -2 14 -9 -10 -4 12 20 17 15 -8 -17 -14 -1 -20 -11 -7 23 -3 25 28 27 -27 29 -12
right_child=1 22 3 -5 5 21 7 8 9 11 24 -13 13 -15 -16 16 -18 -19 19 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0049513653610678615 -0.0053445289701508306 -0.011053592486452863 0.009834814765543539 -0.0078489024382717536 0.022659659264456181 -0.0073091115503176578 -0.0076654786613210473 -0.010928948210514152 0.030435843500825257 0.0096290823868093785 0.011955145291299167 -0.0037693500310561241 -0.0066970459499209947 0.02360156754568735 0.016410559137138191 0.023497256693789437 0.00054311049080668888 0.013334992446806028 -0.0039165498363635922 0.0026909575269832282 0.0366900679152928 -0.0016672221896478943 0.007220623272878173 0.0090303411695891022 -0.00066011857770876105 0.0095551294056067364 0.0041789567462035696 0.03622701537279599 0.0055191872149487091 -0.002487642364098484
leaf_count=1650 335 50 154 84 24 401 139 30 30 20 54 61 63 24 37 27 1201 31 568 396 24 789 501 33 429 22 65 25 405 328
internal_value=0 0.136391 0.071978 0.303076 -0.0645268 -0.298124 0.0747913 0.190205 0.794862 1.01242 0.355693 0.725444 1.09221 0.52874 0.0632753 0.0230719 0.105545 0.0155556 -0.340555 -0.104972 2.55489 -0.35094 0.591053 -0.267046 0.265276 0.415856 1.34612 2.51542 0.275551 -0.0382026
internal_count=8000 5386 4802 1566 3236 1214 2022 1687 283 253 1482 223 162 118 1404 1367 1228 94 2614 964 44 1190 584 83 1328 899 112 47 787 382
cat_boundaries=0 1
cat_threshold=2
shrinkage=0.01
Tree=49
num_leaves=31
num_cat=1
split_feature=5 7 5 15 19 15 16 11 14 5 13 15 9 9 14 6 11 11 9 11 9 16 11 5 11 11 0 5 9 5
split_gain=27.721 12.2885 11.6386 7.8706 7.58362 11.603 10.2629 9.31496 8.67433 10.6827 7.34869 6.6684 9.97759 8.29823 6.34219 6.32556 6.46136 10.0583 6.27378 7.27479 6.02053 5.84235 6.83357 5.83443 5.68376 10.1144 10.8416 7.68066 5.89426 8.26096
threshold=-18480.999999999996 1.0000000180025095e-35 -12120.499999999998 0.85955000000000015 2.5000000000000004 0.61125000000000018 8.5000000000000018 -1415.9999999999998 13533.750000000002 -17676.499999999996 24345.000000000004 0.65045000000000008 -2320.4999999999995 -264.49999999999994 33617.250000000007 0.11835000000000001 -9214.4999999999982 -9006.4999999999982 -656.49999999999989 -4687.4999999999991 -1494.4999999999998 7.5000000000000009 -2514.4999999999995 -15091.499999999998 -1940.4999999999998 -2813.4999999999995 0 -10267.999999999998 -1064.4999999999998 -11669.999999999998
decision_type=2 2 2 10 2 8 8 2 2 2 8 10 10 10 2 10 2 2 8 2 8 8 2 2 2 2 1 2 10 2
left_child=18 2 4 10 6 -6 -2 15 -9 -10 -4 12 23 14 -14 16 -8 -18 -1 -20 -7 22 -3 -11 25 28 27 -27 29 -12
right_child=1 21 3 -5 5 20 7 8 9 11 24 -13 13 -15 -16 -17 17 -19 19 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0049229172097106141 -0.005315179098609785 -0.011042129038536817 0.0096663314519198646 -0.007821376998994543 0.022010358654100375 -0.0072811443177614064 -0.007638674538247011 -0.010918962320345855 0.029404646517218476 0.0094557821696120287 0.011722834673415644 -0.0037436602154660593 -0.0066673584341949308 0.022923340583381351 0.013057918138593526 0.016023096671335384 0.022809548227689529 0.00053743438415687953 -0.0038903621102044633 0.0026581322314391943 -0.0016528616424616618 0.0071086179244006301 0.008877172394134691 0.035276857682978058 -0.00065386757146161038 0.01248016882215372 0.0041234148304309156 0.037970466244187366 0.0054401680780553022 -0.0024677310713670203
leaf_count=1650 335 50 154 84 24 401 139 30 30 20 54 61 63 24 31 37 27 1201 568 396 789 501 33 24 429 26 65 21 405 328
internal_value=0 0.134871 0.0712016 0.299341 -0.0639407 -0.295897 0.0739721 0.187981 0.781791 0.994043 0.351166 0.713911 1.07167 0.52115 0.0153615 0.0625998 0.0228298 0.104392 -0.33815 -0.104023 -0.348467 0.582479 -0.265016 2.47773 0.262066 0.410344 1.31898 2.4435 0.272193 -0.0378429
internal_count=8000 5386 4802 1566 3236 1214 2022 1687 283 253 1482 223 162 118 94 1404 1367 1228 2614 964 1190 584 83 44 1328 899 112 47 787 382
cat_boundaries=0 1
cat_threshold=2
shrinkage=0.01
Tree=50
num_leaves=31
num_cat=3
split_feature=5 7 15 5 5 13 4 19 11 9 5 13 5 13 0 6 9 13 5 13 11 11 1 11 11 6 15 11 13 13
split_gain=27.2174 11.9712 11.4451 11.824 7.80243 9.16619 7.08298 6.61286 9.27374 11.8621 8.03497 7.67605 9.78822 6.60635 6.21781 6.41522 6.28268 8.13955 9.37205 6.1217 10.3394 9.59547 6.85081 6.65286 5.74586 13.3944 10.3109 9.99106 10.2526 10.6884
threshold=-18480.999999999996 1.0000000180025095e-35 0.8791500000000001 -12120.499999999998 -18348.999999999996 146632.50000000003 0 2.5000000000000004 -1524.4999999999998 -2307.4999999999995 -15199.999999999998 15716.250000000002 -17676.499999999996 24345.000000000004 1 0.015150000000000002 -236.49999999999997 122121.00000000001 -21905.499999999996 35057.250000000007 -4329.4999999999991 -3314.4999999999995 2 -9871.4999999999982 -2959.4999999999995 0.019650000000000004 0.77460000000000007 -6830.9999999999991 78392.250000000015 274905.00000000006
decision_type=2 2 10 2 2 8 1 2 2 8 2 10 2 8 1 10 10 10 2 10 2 2 1 2 2 8 10 2 8 10
left_child=14 2 3 4 5 -2 7 8 10 -10 -6 -11 -13 -5 19 16 -16 18 -18 20 22 -22 -1 -24 27 -26 -27 28 -3 -30
right_child=1 24 -4 13 6 -7 -8 -9 9 11 -12 12 -14 -15 15 -17 17 -19 -20 -21 21 -23 23 -25 25 26 -28 -29 29 -31
leaf_value=-0.010907374417922125 0.0011548274771255175 0.02467755688774368 -0.0098452866114143774 0.0090778541951044341 -0.0021966442767160301 0.031640494682708915 -0.0029065792243099789 -0.0020128964163867191 0.03584484789279984 0.019239758178081542 0.0046261619952114707 0.025371790092281618 -0.00075737288161967827 0.0024846367463979739 -0.0041791883936319624 -0.0096902171787729956 -0.0041423019092021495 -0.007204311994527232 0.027977282287490076 -0.0030545797664387271 0.028922577822661479 0.0054881483722253798 -0.01091179952851281 0.014228377251979807 -0.011021414107774264 0.0094955556653777938 0.030729796690074331 -0.0010543521577220185 -0.0081498408923612303 0.020051931945375329
leaf_count=67 35 36 142 158 548 20 1190 734 20 42 397 22 144 1350 1538 342 21 38 32 432 24 61 21 38 35 193 26 230 41 23
internal_value=0 0.133372 0.0704349 0.0991603 -0.0385503 1.32519 -0.0632881 0.0738485 0.24347 0.89241 0.0804401 0.642051 0.270187 0.332694 -0.335756 -0.454466 -0.354283 0.59352 1.53874 -0.0335801 0.426979 1.23968 -0.274071 0.586933 0.574073 0.937403 1.21005 0.280863 1.14738 0.303681
internal_count=8000 5386 4802 4660 3152 55 3097 1907 1173 228 945 208 166 1508 2614 1971 1629 91 53 643 211 85 126 59 584 254 219 330 100 64
cat_boundaries=0 1 2 3
cat_threshold=16 2 2
shrinkage=0.01
Tree=51
num_leaves=31
num_cat=2
split_feature=5 7 15 5 19 15 11 9 18 5 16 13 11 11 13 9 11 9 9 16 11 16 16 0 5 13 13 18 14 4
split_gain=26.7259 11.6635 11.2957 11.5539 7.68137 11.0982 10.7704 12.3198 14.1461 8.79817 8.25807 7.42925 6.41265 9.70251 6.40541 6.16359 7.09834 6.06977 5.93105 5.63025 6.66984 5.25788 6.74199 5.61337 7.8116 9.54564 15.9886 8.35147 7.57785 5.68394
threshold=-18480.999999999996 1.0000000180025095e-35 0.8791500000000001 -12120.499999999998 2.5000000000000004 0.61125000000000018 -1415.9999999999998 -2366.4999999999995 0.047150000000000004 -17676.499999999996 10.500000000000002 22502.250000000004 -9214.4999999999982 -9006.4999999999982 24345.000000000004 -656.49999999999989 -4687.4999999999991 -1494.4999999999998 -281.49999999999994 7.5000000000000009 -2514.4999999999995 14.500000000000002 26.500000000000004 0 -11499.999999999998 486348.75000000006 198177.75000000003 0.0011500000000000002 28671.750000000004 1
decision_type=2 2 10 2 2 8 2 10 8 2 8 10 2 2 8 8 2 8 10 8 2 10 10 1 2 10 10 10 2 1
left_child=15 2 3 4 6 -6 10 8 -8 -9 -2 -11 -12 -14 -5 -1 -17 -7 -13 20 -3 23 -23 24 29 26 -26 28 -28 -16
right_child=1 19 -4 14 5 17 7 9 -10 11 12 18 13 -15 21 16 -18 -19 -20 -21 -22 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0048703345592926682 -0.0057989607945224363 -0.011033357698569069 -0.0098286965726103407 0.0089275631674370845 0.021465143956928334 -0.0071584611227652629 -0.0053786749404499548 0.019898615586240304 0.027249376859140161 0.015444468503880282 -0.0066934215563536304 -0.0062634360782526282 0.023432851976894278 0.0013447837373176546 0.026789575693682576 -0.0038426908637218377 0.0026317210821658337 -0.0014228322424565999 0.0098893651985692155 0.0069078812209386773 0.0086074871644806032 -0.0077973708738334428 0.0097197541238163449 0.0011749835676845104 0.0022739037977620143 -0.010986178810048255 -0.0015136467126488137 0.037787221813458775 0.024210473951255557 0.0089064802055556953
leaf_count=1650 311 50 142 158 24 391 25 33 57 31 145 151 26 1151 29 568 396 771 36 501 33 120 30 681 313 48 24 20 26 59
internal_value=0 0.131893 0.0696842 0.0980856 -0.038192 -0.274762 0.102249 0.688931 1.84802 0.275991 -0.0242937 0.00549774 0.100257 0.185733 0.328515 -0.333407 -0.10126 -0.327984 -0.289017 0.565869 -0.266242 0.24549 -0.372994 0.316813 0.580343 0.38987 0.559003 1.97508 1.25835 1.47149
internal_count=8000 5386 4802 4660 3152 1186 1966 333 82 251 1633 218 1322 1177 1508 2614 964 1162 187 584 83 1350 150 1200 519 431 383 70 50 88
cat_boundaries=0 1 2
cat_threshold=2 1
shrinkage=0.01
Tree=52
num_leaves=31
num_cat=2
split_feature=5 7 15 5 19 15 11 9 18 5 16 13 11 11 13 0 6 9 13 5 9 13 11 11 1 11 9 16 11 16
split_gain=26.2399 11.3646 11.1483 11.29 7.54153 10.7381 10.4898 11.8063 13.4266 8.46365 8.12855 7.20842 6.30594 9.30061 6.212 6.14041 6.40404 6.15662 7.89366 8.90199 6.00962 5.98529 9.96326 9.07442 6.781 6.49262 5.81 5.47642 6.56532 5.14586
threshold=-18480.999999999996 1.0000000180025095e-35 0.8791500000000001 -12120.499999999998 2.5000000000000004 0.61125000000000018 -1415.9999999999998 -2366.4999999999995 0.047150000000000004 -17676.499999999996 10.500000000000002 22502.250000000004 -9214.4999999999982 -9006.4999999999982 24345.000000000004 0 0.015150000000000002 -236.49999999999997 122121.00000000001 -21905.499999999996 -1494.4999999999998 35057.250000000007 -4329.4999999999991 -3314.4999999999995 1 -9871.4999999999982 -281.49999999999994 7.5000000000000009 -2514.4999999999995 14.500000000000002
decision_type=2 2 10 2 2 8 2 10 8 2 8 10 2 2 8 1 10 10 10 2 8 10 2 2 1 2 10 8 2 10
left_child=15 2 3 4 6 -6 10 8 -8 -9 -2 -11 -12 -14 -5 21 17 -17 19 -19 -7 22 24 -24 -1 -26 -13 28 -3 -16
right_child=1 27 -4 14 5 20 7 9 -10 11 12 26 13 -15 29 16 -18 18 -20 -21 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.010894063253919535 -0.0057693755581461614 -0.0110221354668986 -0.0098121310093289924 0.0087808883107630166 0.020873861588868059 -0.0071302675092439509 -0.0053490861224253184 0.019381387854114893 0.026400000199996915 0.015102308842510832 -0.0066646158320072405 -0.0062337840523390281 0.022752161420007532 0.001329835932492574 0.0031283783791250259 -0.0041294489071557758 -0.0096696109292982828 -0.0041066712082595885 -0.0071705675299459605 0.027107418567346858 -0.0014102883592425511 -0.0030062969120922991 0.028007025590501167 0.0054066585333782113 -0.010898206835884361 0.014007727109499091 0.0097110674336141362 0.0068025722589361197 0.0084646400579871731 -0.0037046125684033321
leaf_count=67 311 50 142 158 24 391 25 33 57 31 145 151 26 1151 1200 1538 342 21 38 32 771 432 24 61 21 38 36 501 33 150
internal_value=0 0.130429 0.0689331 0.0970152 -0.0378435 -0.272658 0.101123 0.678252 1.80284 0.272593 -0.0240647 0.00540989 0.0991651 0.183586 0.324392 -0.331034 -0.449587 -0.349427 0.58673 1.50705 -0.325611 -0.0304737 0.424029 1.21523 -0.268914 0.584171 -0.286856 0.557786 -0.264225 0.242545
internal_count=8000 5386 4802 4660 3152 1186 1966 333 82 251 1633 218 1322 1177 1508 2614 1971 1629 91 53 1162 643 211 85 126 59 187 584 83 1350
cat_boundaries=0 1 2
cat_threshold=2 2
shrinkage=0.01
Tree=53
num_leaves=31
num_cat=4
split_feature=5 3 9 16 17 4 15 14 15 0 9 11 5 11 18 13 14 6 18 13 7 16 5 11 0 6 9 13 5 13
split_gain=25.766 11.3047 13.0201 10.9096 8.21707 8.69148 10.2387 7.24324 8.80418 7.96461 8.96795 11.1074 14.177 9.22474 10.2259 11.1425 11.9124 6.62575 7.77688 7.1496 6.33046 7.31936 9.98052 6.78603 6.05939 6.37504 6.04212 7.64664 8.44957 5.86219
threshold=-18480.999999999996 0 -483.49999999999994 59.000000000000007 1.0000000180025095e-35 1 0.63085000000000013 13025.250000000002 0.73540000000000016 2 -197.49999999999997 -5022.4999999999991 -11621.999999999998 -7799.4999999999991 0.0028500000000000005 33687.000000000007 25227.000000000004 0.065400000000000014 0.019150000000000004 22502.250000000004 1.0000000180025095e-35 10.500000000000002 -11780.999999999998 -7359.9999999999991 3 0.015150000000000002 -236.49999999999997 122121.00000000001 -21905.499999999996 35057.250000000007
decision_type=2 9 8 8 10 1 8 2 8 1 8 2 2 2 10 10 2 10 10 8 2 8 2 2 1 10 10 10 2 10
left_child=24 -2 4 -4 5 6 -3 -5 -9 10 11 -10 -13 -12 15 16 -15 18 19 -11 -8 -22 23 -23 29 26 -26 28 -28 -1
right_child=1 2 3 7 -6 -7 20 8 9 17 13 12 -14 14 -16 -17 -18 -19 -20 -21 21 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.0041844543034817681 -0.0027530205048388249 0.022306100387907674 0.00012750772292961251 -0.0013875918994913218 -0.0034042864965778629 -0.0014003174260700526 0.001675882540658482 -0.001162929364795167 0.038916893923220147 0.023748326635693068 -0.011098313763506493 -0.010931880574206266 0.026022621157124386 0.0026366640634487388 0.029568833243570698 -0.0081688645698997728 0.02302110858592743 0.025801146802039893 -0.0083406468950293633 0.0055640961499650622 -0.0049797941959343903 0.021657110784622621 0.025611236984543543 0.0010389340087236674 -0.0041028440890864991 -0.00965470656826589 -0.0040798393235855048 -0.0071422164621026919 0.026231635284496374 -0.0029838252068298838
leaf_count=211 670 31 535 129 602 932 1339 137 27 25 23 21 28 54 26 34 53 23 50 481 37 22 33 74 1538 342 21 38 32 432
internal_value=0 0.128989 0.187685 0.432868 0.0499505 0.138273 0.298964 0.616342 0.713716 0.835277 1.27822 2.23717 1.29519 0.924981 1.15929 0.831416 1.29211 0.59903 0.531651 0.650272 0.255943 0.85041 1.19847 0.607599 -0.328707 -0.446852 -0.346995 0.577865 1.473 -0.0302136
internal_count=8000 5386 4716 1646 3070 2468 1536 1111 982 845 266 76 49 190 167 141 107 579 556 506 1505 166 129 96 2614 1971 1629 91 53 643
cat_boundaries=0 1 2 3 4
cat_threshold=2 16 2 2
shrinkage=0.01
Tree=54
num_leaves=31
num_cat=4
split_feature=5 0 5 9 5 9 16 14 13 13 13 13 9 15 4 9 15 9 4 11 9 13 18 14 3 5 15 11 5 11
split_gain=25.4014 9.62047 10.3986 8.9924 8.82169 8.7498 7.66492 8.00922 19.2727 11.9638 12.3605 9.94631 9.19669 19.1405 7.51307 9.65507 9.41266 7.29195 6.01678 8.48216 6.65795 7.54906 7.41642 11.6418 5.82495 6.29842 5.77383 6.86247 5.69786 6.00746
threshold=-14389.499999999998 0 -15659.999999999998 -656.49999999999989 -19679.499999999996 -2890.4999999999995 10.500000000000002 29223.000000000004 103585.95000000001 35057.250000000007 24345.000000000004 771826.50000000012 -1275.4999999999998 0.68310000000000015 1 -2629.9999999999995 0.85300000000000009 -290.49999999999994 2 -8593.9999999999982 -604.49999999999989 615854.25000000012 0.0064500000000000009 29974.500000000004 3 -8576.9999999999982 0.65045000000000008 -5264.4999999999991 -18176.499999999996 -3907.4999999999995
decision_type=2 1 2 10 2 10 8 2 8 8 10 10 8 10 1 8 10 10 1 2 8 8 8 2 9 2 8 2 2 2
left_child=1 2 4 26 -1 -4 -6 9 -9 10 -8 12 -10 -14 15 -2 24 -16 19 -5 -21 22 23 -22 -17 -26 27 -3 29 -11
right_child=14 3 5 18 6 -7 7 8 11 28 -12 -13 13 -15 17 16 -18 -19 -20 20 21 -23 -24 -25 25 -27 -28 -29 -30 -31
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internal_count=8000 4853 1413 3440 1142 271 674 473 210 263 47 142 121 82 3147 1991 1865 1156 776 331 269 243 217 45 1787 1563 2664 124 216 71
cat_boundaries=0 1 2 3 4
cat_threshold=2 16 16 2
shrinkage=0.01